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Applied Stats Project

This document contains the code for the analyses used in Project 1.

I. EDA and Assumption Checking

LEdata <- imp
LEdata_clean <- LEdata

# Traditional lm with categorical variables
LE_lm_model <- lm(Life.expectancy~Adult.Mortality + infant.deaths+ Alcohol+ percentage.expenditure+ 
                                         Hepatitis.B.x+ Measles+ BMI + under.five.deaths+ Polio+ Total.expenditure+ 
                                         Diphtheria+ HIV.AIDS+ Population.x+ thinness..1.19.years+ thinness.5.9.years+ 
                                         Income.composition.of.resources+ Schooling+ GDP +region +Status +sub.region, data=LEdata_clean)
# str(LE_lm_model) # just for checking for errors
cat("\n\n------------Catagorical LM-------------------\n\n")

## 
## 
## ------------Catagorical LM-------------------

summary(LE_lm_model)

## 
## Call:
## lm(formula = Life.expectancy ~ Adult.Mortality + infant.deaths + 
##     Alcohol + percentage.expenditure + Hepatitis.B.x + Measles + 
##     BMI + under.five.deaths + Polio + Total.expenditure + Diphtheria + 
##     HIV.AIDS + Population.x + thinness..1.19.years + thinness.5.9.years + 
##     Income.composition.of.resources + Schooling + GDP + region + 
##     Status + sub.region, data = LEdata_clean)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -23.249  -2.030  -0.079   1.848  13.277 
## 
## Coefficients: (4 not defined because of singularities)
##                                             Estimate Std. Error t value
## (Intercept)                                5.541e+01  6.142e-01  90.222
## Adult.Mortality                           -1.337e-02  7.350e-04 -18.188
## infant.deaths                              4.691e-02  7.856e-03   5.972
## Alcohol                                    1.152e-02  2.711e-02   0.425
## percentage.expenditure                     2.348e-04  4.257e-05   5.515
## Hepatitis.B.x                             -7.817e-03  3.475e-03  -2.249
## Measles                                   -1.752e-05  6.915e-06  -2.533
## BMI                                        1.735e-02  5.106e-03   3.398
## under.five.deaths                         -3.679e-02  5.736e-03  -6.413
## Polio                                      2.865e-02  3.950e-03   7.252
## Total.expenditure                         -1.494e-03  3.253e-02  -0.046
## Diphtheria                                 3.021e-02  4.173e-03   7.238
## HIV.AIDS                                  -3.600e-01  1.636e-02 -22.003
## Population.x                               1.036e-10  1.494e-09   0.069
## thinness..1.19.years                      -3.440e-02  4.540e-02  -0.758
## thinness.5.9.years                        -5.901e-02  4.575e-02  -1.290
## Income.composition.of.resources            4.426e+00  5.712e-01   7.748
## Schooling                                  5.498e-01  3.846e-02  14.297
## GDP                                        2.618e-07  7.735e-08   3.385
## regionAmericas                             6.722e+00  9.220e-01   7.291
## regionAsia                                 6.603e+00  3.354e-01  19.689
## regionEurope                               7.159e+00  5.481e-01  13.062
## regionOceania                              5.985e+00  7.915e-01   7.562
## StatusDeveloping                          -2.046e+00  2.916e-01  -7.016
## sub.regionCentral Asia                    -4.467e+00  4.751e-01  -9.402
## sub.regionEastern Asia                    -2.023e-01  5.146e-01  -0.393
## sub.regionEastern Europe                  -3.729e+00  5.020e-01  -7.427
## sub.regionLatin America and the Caribbean -1.036e-01  8.805e-01  -0.118
## sub.regionMelanesia                       -2.106e+00  8.678e-01  -2.428
## sub.regionMicronesia                      -3.691e+00  9.590e-01  -3.848
## sub.regionNorthern Africa                  5.063e+00  4.388e-01  11.539
## sub.regionNorthern America                        NA         NA      NA
## sub.regionNorthern Europe                 -1.166e+00  4.655e-01  -2.505
## sub.regionPolynesia                        6.549e-01  9.456e-01   0.693
## sub.regionSouth-eastern Asia              -1.010e+00  3.917e-01  -2.577
## sub.regionSouthern Asia                   -3.442e-01  4.964e-01  -0.693
## sub.regionSouthern Europe                  3.805e-01  4.791e-01   0.794
## sub.regionSub-Saharan Africa                      NA         NA      NA
## sub.regionWestern Asia                            NA         NA      NA
## sub.regionWestern Europe                          NA         NA      NA
##                                           Pr(>|t|)    
## (Intercept)                                < 2e-16 ***
## Adult.Mortality                            < 2e-16 ***
## infant.deaths                             2.63e-09 ***
## Alcohol                                   0.670969    
## percentage.expenditure                    3.80e-08 ***
## Hepatitis.B.x                             0.024563 *  
## Measles                                   0.011354 *  
## BMI                                       0.000687 ***
## under.five.deaths                         1.66e-10 ***
## Polio                                     5.26e-13 ***
## Total.expenditure                         0.963367    
## Diphtheria                                5.80e-13 ***
## HIV.AIDS                                   < 2e-16 ***
## Population.x                              0.944750    
## thinness..1.19.years                      0.448796    
## thinness.5.9.years                        0.197240    
## Income.composition.of.resources           1.28e-14 ***
## Schooling                                  < 2e-16 ***
## GDP                                       0.000721 ***
## regionAmericas                            3.95e-13 ***
## regionAsia                                 < 2e-16 ***
## regionEurope                               < 2e-16 ***
## regionOceania                             5.28e-14 ***
## StatusDeveloping                          2.84e-12 ***
## sub.regionCentral Asia                     < 2e-16 ***
## sub.regionEastern Asia                    0.694268    
## sub.regionEastern Europe                  1.45e-13 ***
## sub.regionLatin America and the Caribbean 0.906371    
## sub.regionMelanesia                       0.015263 *  
## sub.regionMicronesia                      0.000121 ***
## sub.regionNorthern Africa                  < 2e-16 ***
## sub.regionNorthern America                      NA    
## sub.regionNorthern Europe                 0.012308 *  
## sub.regionPolynesia                       0.488615    
## sub.regionSouth-eastern Asia              0.010008 *  
## sub.regionSouthern Asia                   0.488088    
## sub.regionSouthern Europe                 0.427201    
## sub.regionSub-Saharan Africa                    NA    
## sub.regionWestern Asia                          NA    
## sub.regionWestern Europe                        NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.557 on 2902 degrees of freedom
## Multiple R-squared:  0.8617, Adjusted R-squared:  0.8601 
## F-statistic: 516.8 on 35 and 2902 DF,  p-value: < 2.2e-16

cat("\n\n------------Continuous LM-------------------\n\n")

## 
## 
## ------------Continuous LM-------------------

# lm model with only continuous variables
LE_LM_Continuous_Model <- lm(Life_Expectancy~ Adult.Mortality + infant.deaths+ Alcohol+ percentage.expenditure+ 
                                         Hepatitis.B.x+ Measles+ BMI + under.five.deaths+ Polio+ Total.expenditure+ 
                                         Diphtheria+ HIV.AIDS+ Population.x+ thinness..1.19.years+ thinness.5.9.years+ 
                                         Income.composition.of.resources+ Schooling+ GDP, data=LEdata_clean)
summary(LE_LM_Continuous_Model)

## 
## Call:
## lm(formula = Life_Expectancy ~ Adult.Mortality + infant.deaths + 
##     Alcohol + percentage.expenditure + Hepatitis.B.x + Measles + 
##     BMI + under.five.deaths + Polio + Total.expenditure + Diphtheria + 
##     HIV.AIDS + Population.x + thinness..1.19.years + thinness.5.9.years + 
##     Income.composition.of.resources + Schooling + GDP, data = LEdata_clean)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -21.8895  -2.1004   0.0066   2.3128  17.1039 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      5.390e+01  5.868e-01  91.863  < 2e-16 ***
## Adult.Mortality                 -1.988e-02  8.168e-04 -24.343  < 2e-16 ***
## infant.deaths                    9.406e-02  8.771e-03  10.725  < 2e-16 ***
## Alcohol                          8.682e-02  2.481e-02   3.499 0.000474 ***
## percentage.expenditure           3.363e-04  4.352e-05   7.728 1.50e-14 ***
## Hepatitis.B.x                   -9.601e-03  3.938e-03  -2.438 0.014816 *  
## Measles                         -2.251e-05  7.937e-06  -2.836 0.004607 ** 
## BMI                              4.845e-02  5.069e-03   9.559  < 2e-16 ***
## under.five.deaths               -7.062e-02  6.423e-03 -10.996  < 2e-16 ***
## Polio                            2.914e-02  4.604e-03   6.329 2.84e-10 ***
## Total.expenditure                2.888e-02  3.560e-02   0.811 0.417213    
## Diphtheria                       3.925e-02  4.836e-03   8.117 6.97e-16 ***
## HIV.AIDS                        -4.944e-01  1.813e-02 -27.265  < 2e-16 ***
## Population.x                    -5.198e-11  1.743e-09  -0.030 0.976211    
## thinness..1.19.years            -1.471e-01  5.198e-02  -2.830 0.004694 ** 
## thinness.5.9.years               6.562e-02  5.126e-02   1.280 0.200607    
## Income.composition.of.resources  5.942e+00  6.466e-01   9.191  < 2e-16 ***
## Schooling                        7.077e-01  4.293e-02  16.484  < 2e-16 ***
## GDP                              3.973e-07  6.600e-08   6.020 1.97e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.183 on 2919 degrees of freedom
## Multiple R-squared:  0.8143, Adjusted R-squared:  0.8132 
## F-statistic: 711.2 on 18 and 2919 DF,  p-value: < 2.2e-16

a. Assumption 1: Normality

# 1. Check for normality and Outliers on categorical and continuous models.
# Findings the categorical model has major leftskewedness and outliers - normality assumption not met.
# Findings the continuous model has slight leftskewedness, some pull on the tails from the qq plot and several outliers with influece - normality assumption mostly met.

# Traditional lm with categorical variables
plot(LE_lm_model,2, main="QQ Plot with Categorical Variables")

hist(LE_lm_model$residuals, main="Histogram of Categorical Residuals")

# add a qq-plot with normal distribution and range lines to the Continuous model.
qqPlot(LE_LM_Continuous_Model, main="QQ Plot with Continuous Variables", distribution="norm", id=F) #qq normal plot for studentized resid

hist(LE_LM_Continuous_Model$residuals, main="Histogram of Continuous Residuals")

b. Assumption 2: Check for Homoscedasticity

There appear to be some variance issues with both models - the line is at or above 1 rather than zero. This could be the impact from the outliers.

# Traditional lm with categorical variables
plot(LE_lm_model, 3: 5)

# Influence Plot and list of top influencers - Catagorical
influencePlot(LE_lm_model, id=list(method="noteworthy", n=5, cex=2, col=carPalette()[1], location="lr"), 
              main="Influence Plot", sub="Circle area is proportial to Cook's Distance - Categorical" )

##         StudRes         Hat        CookD
## 671  -6.6407804 0.016970901 0.0208387490
## 944   2.6763252 0.058143691 0.0122566537
## 1267  2.6845712 0.061714451 0.0131392724
## 1453  2.1604093 0.137851537 0.0207038280
## 1498  0.7048261 0.156565506 0.0025620138
## 1511  0.1306279 0.158930771 0.0000895968
## 1518  0.3629647 0.168475190 0.0007416807
## 1582 -0.1179110 0.229605059 0.0001151388
## 1814 -3.8303520 0.014205231 0.0058451471
## 1830  0.9675572 0.171467986 0.0053818807
## 1944 -5.2665409 0.008157817 0.0062790927
## 2035 -4.7750231 0.008544289 0.0054175219
## 2150 -4.2356586 0.006391597 0.0031871732
## 2186  3.0882017 0.046579166 0.0129044700

cat("\n\n--------Non-Constant Error Variance Test Categorical----------\n\n")

## 
## 
## --------Non-Constant Error Variance Test Categorical----------

# Non-Constant Error Variance Test
# The null hypothesis for the Non-Constant Error Variance Test is that the error variance is constant across all levels of the fitted values. 
# The alternative hypothesis is that the error variance is not constant.
# if models' p-values is more than 0.05 then we would reject the null.
ncvTest(LE_lm_model)

## Non-constant Variance Score Test 
## Variance formula: ~ fitted.values 
## Chisquare = 198.5155, Df = 1, p = < 2.22e-16

# Traditional lm with continuous variables
plot(LE_LM_Continuous_Model, 3)

# Influence Plot and list of top influencers - Continuous
influencePlot(LE_LM_Continuous_Model, id=list(method="noteworthy", n=5, cex=.75, col=carPalette()[1], location="lr"), 
              main="Influence Plot", sub="Circle area is proportial to Cook's Distance - Continuous" )

##          StudRes         Hat        CookD
## 1453  2.77278100 0.135002897 6.301037e-02
## 1475 -4.33371298 0.050536685 5.229471e-02
## 1498  0.69370277 0.154293944 4.621680e-03
## 1511 -0.09482661 0.156983177 8.815992e-05
## 1518  0.25836238 0.166147287 7.002413e-04
## 1582 -0.64545089 0.224956091 6.365479e-03
## 1830  1.71161758 0.167307320 3.096015e-02
## 1848  3.08899076 0.032832584 1.699863e-02
## 1894 -4.39228905 0.009554136 9.733653e-03
## 1944 -5.27284464 0.006103925 8.905021e-03
## 2035 -4.86199618 0.006443139 8.006175e-03
## 2150 -4.89243135 0.004942632 6.208789e-03
## 2186  3.08120729 0.044670203 2.329651e-02

cat("\n\n--------Non-Constant Error Variance Test Continuous----------\n\n")

## 
## 
## --------Non-Constant Error Variance Test Continuous----------

# Non-Constant Error Variance Test
# The null hypothesis for the Non-Constant Error Variance Test is that the error variance is constant across all levels of the fitted values. 
# The alternative hypothesis is that the error variance is not constant.
# if models' p-values is more than 0.05 then we would reject the null.
ncvTest(LE_LM_Continuous_Model)

## Non-constant Variance Score Test 
## Variance formula: ~ fitted.values 
## Chisquare = 323.6811, Df = 1, p = < 2.22e-16

Assumption 3: Check for Linear Relationship

The categorical model is mostly spread evenly along zero, with some outlier pull in the middle - Linear assumption mostly met.
The continuous model has more clumping to the right and outliers are pulling the residual upward on the left - Linear assumption not met.

# Traditional lm with categorical variables
plot(LE_lm_model, 1)

# Traditional lm with continuous variables
plot(LE_LM_Continuous_Model, 1)

Assumption 4: Check for Independence

The independence assumption is met on both models as they draw closer to 2 on the Durbin-Watson test.

# install.packages("lmtest")
library(lmtest)

## Loading required package: zoo

## 
## Attaching package: 'zoo'

## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric

# Durbin-Watsom Test
# The Durbin-Watson test values range between 0 and 4.
# DW close to 0 or 4: Strong evidence of autocorrelation, implying a lack of independence
# DW close to 2 (between 1.5 and 2.5): No evidence of autocorrelation (desired result- independence).
dwtest(LE_lm_model)

## 
##  Durbin-Watson test
## 
## data:  LE_lm_model
## DW = 2.0274, p-value = 0.7733
## alternative hypothesis: true autocorrelation is greater than 0

# Continuous evaluation

dwtest(LE_LM_Continuous_Model)

## 
##  Durbin-Watson test
## 
## data:  LE_LM_Continuous_Model
## DW = 1.7731, p-value = 2.711e-10
## alternative hypothesis: true autocorrelation is greater than 0

Assumption 5: Check for Multicollinearity and identify variables to remove.

For multicollinearity there are several columns that expressed problems Extreme: (thinness..1.19years: thinness.5.9.years, infant.deaths : under.five.deaths), Moderate: (schooling: Income.composition.of.resources, diphtheria:polio, infant.deaths: population, Adult.Mortality: HIV.AIDS, BMI: thinness..1.19year, BMI: thinness.5.9.years)

# All continuous variables
LE_Continuous <- c("Adult.Mortality", "infant.deaths", "Alcohol", "percentage.expenditure", 
                                         "Hepatitis.B.x", "Measles", "BMI", "under.five.deaths", "Polio", "Total.expenditure", 
                                         "Diphtheria", "HIV.AIDS", "Population.x", "thinness..1.19.years", "thinness.5.9.years", 
                                         "Income.composition.of.resources", "Schooling", "GDP")

# Use a correlation matrix to view multicollinearity.
model_corr_matrix <- cor(LEdata_clean %>% 
                           dplyr::select(LE_Continuous),
                         use = "pairwise.complete.obs")

## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## ℹ Please use `all_of()` or `any_of()` instead.
##   # Was:
##   data %>% select(LE_Continuous)
## 
##   # Now:
##   data %>% select(all_of(LE_Continuous))
## 
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

cat("\n\n----------------Correlation Check--------------\n\n")

## 
## 
## ----------------Correlation Check--------------

model_corr_matrix

##                                 Adult.Mortality infant.deaths     Alcohol
## Adult.Mortality                      1.00000000    0.07889001 -0.19019083
## infant.deaths                        0.07889001    1.00000000 -0.11291781
## Alcohol                             -0.19019083   -0.11291781  1.00000000
## percentage.expenditure              -0.24262798   -0.08561222  0.34441022
## Hepatitis.B.x                       -0.15467558   -0.17794035  0.10140719
## Measles                              0.03129296    0.50112834 -0.04975234
## BMI                                 -0.37909212   -0.22679646  0.31302227
## under.five.deaths                    0.09428011    0.99662888 -0.10978973
## Polio                               -0.27000169   -0.17089558  0.21174450
## Total.expenditure                   -0.11179586   -0.12626835  0.29615293
## Diphtheria                          -0.27030071   -0.17537621  0.21238786
## HIV.AIDS                             0.52388650    0.02523132 -0.04623455
## Population.x                        -0.01015622    0.55052802 -0.02955178
## thinness..1.19.years                 0.29613500    0.46481096 -0.41302086
## thinness.5.9.years                   0.30163425    0.47044500 -0.40203440
## Income.composition.of.resources     -0.43633240   -0.14157131  0.41837157
## Schooling                           -0.43341464   -0.19095097  0.49889851
## GDP                                 -0.15949393    0.07079752  0.18218962
##                                 percentage.expenditure Hepatitis.B.x
## Adult.Mortality                            -0.24262798   -0.15467558
## infant.deaths                              -0.08561222   -0.17794035
## Alcohol                                     0.34441022    0.10140719
## percentage.expenditure                      1.00000000    0.04548572
## Hepatitis.B.x                               0.04548572    1.00000000
## Measles                                    -0.05659568   -0.09093754
## BMI                                         0.22740758    0.14663347
## under.five.deaths                          -0.08785231   -0.18368461
## Polio                                       0.14614776    0.41170578
## Total.expenditure                           0.17555881    0.06933669
## Diphtheria                                  0.14250591    0.49960641
## HIV.AIDS                                   -0.09785682   -0.11299230
## Population.x                               -0.01835377   -0.11654676
## thinness..1.19.years                       -0.24961019   -0.11765405
## thinness.5.9.years                         -0.25114429   -0.11883279
## Income.composition.of.resources             0.37473022    0.16613785
## Schooling                                   0.38607573    0.19114516
## GDP                                         0.10221429    0.02210482
##                                     Measles         BMI under.five.deaths
## Adult.Mortality                  0.03129296 -0.37909212        0.09428011
## infant.deaths                    0.50112834 -0.22679646        0.99662888
## Alcohol                         -0.04975234  0.31302227       -0.10978973
## percentage.expenditure          -0.05659568  0.22740758       -0.08785231
## Hepatitis.B.x                   -0.09093754  0.14663347       -0.18368461
## Measles                          1.00000000 -0.17606936        0.50780871
## BMI                             -0.17606936  1.00000000       -0.23704827
## under.five.deaths                0.50780871 -0.23704827        1.00000000
## Polio                           -0.13666917  0.28125992       -0.18886429
## Total.expenditure               -0.10413268  0.23074457       -0.12796012
## Diphtheria                      -0.14238452  0.28026675       -0.19580754
## HIV.AIDS                         0.03089872 -0.24338267        0.03806151
## Population.x                     0.23595712 -0.06463154        0.53800963
## thinness..1.19.years             0.22487023 -0.53248692        0.46669740
## thinness.5.9.years               0.22113785 -0.53936520        0.47116670
## Income.composition.of.resources -0.11108881  0.47194664       -0.15926351
## Schooling                       -0.12079866  0.49980620       -0.20624211
## GDP                              0.09565526  0.10821227        0.05919444
##                                       Polio Total.expenditure  Diphtheria
## Adult.Mortality                 -0.27000169     -0.1117958609 -0.27030071
## infant.deaths                   -0.17089558     -0.1262683518 -0.17537621
## Alcohol                          0.21174450      0.2961529312  0.21238786
## percentage.expenditure           0.14614776      0.1755588126  0.14250591
## Hepatitis.B.x                    0.41170578      0.0693366945  0.49960641
## Measles                         -0.13666917     -0.1041326835 -0.14238452
## BMI                              0.28125992      0.2307445681  0.28026675
## under.five.deaths               -0.18886429     -0.1279601236 -0.19580754
## Polio                            1.00000000      0.1310370162  0.67397675
## Total.expenditure                0.13103702      1.0000000000  0.14648519
## Diphtheria                       0.67397675      0.1464851853  1.00000000
## HIV.AIDS                        -0.15912822     -0.0002889619 -0.16441869
## Population.x                    -0.04183594     -0.0601367280 -0.03098282
## thinness..1.19.years            -0.21840103     -0.2675716002 -0.22640919
## thinness.5.9.years              -0.21916766     -0.2740688935 -0.21969880
## Income.composition.of.resources  0.34517224      0.1543279755  0.35937863
## Schooling                        0.37583000      0.2201697825  0.37906158
## GDP                              0.08204999      0.2671916765  0.10988296
##                                      HIV.AIDS Population.x thinness..1.19.years
## Adult.Mortality                  0.5238864994  -0.01015622            0.2961350
## infant.deaths                    0.0252313184   0.55052802            0.4648110
## Alcohol                         -0.0462345507  -0.02955178           -0.4130209
## percentage.expenditure          -0.0978568189  -0.01835377           -0.2496102
## Hepatitis.B.x                   -0.1129922969  -0.11654676           -0.1176541
## Measles                          0.0308987179   0.23595712            0.2248702
## BMI                             -0.2433826661  -0.06463154           -0.5324869
## under.five.deaths                0.0380615124   0.53800963            0.4666974
## Polio                           -0.1591282179  -0.04183594           -0.2184010
## Total.expenditure               -0.0002889619  -0.06013673           -0.2675716
## Diphtheria                      -0.1644186859  -0.03098282           -0.2264092
## HIV.AIDS                         1.0000000000  -0.02039745            0.2036835
## Population.x                    -0.0203974538   1.00000000            0.2374199
## thinness..1.19.years             0.2036835459   0.23741992            1.0000000
## thinness.5.9.years               0.2068987828   0.23618980            0.9391874
## Income.composition.of.resources -0.2478230175  -0.01167006           -0.4014368
## Schooling                       -0.2188224028  -0.03320186           -0.4371265
## GDP                             -0.0712400367   0.06665853           -0.1287759
##                                 thinness.5.9.years
## Adult.Mortality                          0.3016343
## infant.deaths                            0.4704450
## Alcohol                                 -0.4020344
## percentage.expenditure                  -0.2511443
## Hepatitis.B.x                           -0.1188328
## Measles                                  0.2211378
## BMI                                     -0.5393652
## under.five.deaths                        0.4711667
## Polio                                   -0.2191677
## Total.expenditure                       -0.2740689
## Diphtheria                              -0.2196988
## HIV.AIDS                                 0.2068988
## Population.x                             0.2361898
## thinness..1.19.years                     0.9391874
## thinness.5.9.years                       1.0000000
## Income.composition.of.resources         -0.3909610
## Schooling                               -0.4269247
## GDP                                     -0.1327294
##                                 Income.composition.of.resources   Schooling
## Adult.Mortality                                     -0.43633240 -0.43341464
## infant.deaths                                       -0.14157131 -0.19095097
## Alcohol                                              0.41837157  0.49889851
## percentage.expenditure                               0.37473022  0.38607573
## Hepatitis.B.x                                        0.16613785  0.19114516
## Measles                                             -0.11108881 -0.12079866
## BMI                                                  0.47194664  0.49980620
## under.five.deaths                                   -0.15926351 -0.20624211
## Polio                                                0.34517224  0.37583000
## Total.expenditure                                    0.15432798  0.22016978
## Diphtheria                                           0.35937863  0.37906158
## HIV.AIDS                                            -0.24782302 -0.21882240
## Population.x                                        -0.01167006 -0.03320186
## thinness..1.19.years                                -0.40143678 -0.43712646
## thinness.5.9.years                                  -0.39096105 -0.42692466
## Income.composition.of.resources                      1.00000000  0.79538328
## Schooling                                            0.79538328  1.00000000
## GDP                                                  0.15151200  0.13455703
##                                         GDP
## Adult.Mortality                 -0.15949393
## infant.deaths                    0.07079752
## Alcohol                          0.18218962
## percentage.expenditure           0.10221429
## Hepatitis.B.x                    0.02210482
## Measles                          0.09565526
## BMI                              0.10821227
## under.five.deaths                0.05919444
## Polio                            0.08204999
## Total.expenditure                0.26719168
## Diphtheria                       0.10988296
## HIV.AIDS                        -0.07124004
## Population.x                     0.06665853
## thinness..1.19.years            -0.12877589
## thinness.5.9.years              -0.13272945
## Income.composition.of.resources  0.15151200
## Schooling                        0.13455703
## GDP                              1.00000000

corrplot::corrplot(model_corr_matrix)

# VIF test
# A value of 1 indicates there is no correlation.
# A value between 1 and 5 indicates moderate correlation.
# A value greater than 5 indicates potentially severe correlation.
cat("\n\n-------------------VIF Check-----------------\n\n")

## 
## 
## -------------------VIF Check-----------------

car::vif(LE_LM_Continuous_Model)

##                 Adult.Mortality                   infant.deaths 
##                        1.724250                      179.553609 
##                         Alcohol          percentage.expenditure 
##                        1.589452                        1.256441 
##                   Hepatitis.B.x                         Measles 
##                        1.387214                        1.390353 
##                             BMI               under.five.deaths 
##                        1.713862                      178.231372 
##                           Polio               Total.expenditure 
##                        1.942483                        1.225708 
##                      Diphtheria                        HIV.AIDS 
##                        2.196238                        1.422850 
##                    Population.x            thinness..1.19.years 
##                        1.487351                        8.770415 
##              thinness.5.9.years Income.composition.of.resources 
##                        8.874324                        2.952591 
##                       Schooling                             GDP 
##                        3.298153                        1.163377

II. Model 1: Linear-Log

Addressing Objective 1: Create an interpretable, linear model

# ==== Investigating multi-collinearity and VIF ====

train.vars <- c("Adult.Mortality", "infant.deaths", "Alcohol", "percentage.expenditure", 
                   "Hepatitis.B.x", "Measles", "BMI", "under.five.deaths", "Polio", "Total.expenditure", 
                   "Diphtheria", "HIV.AIDS", "Population.x", "thinness..1.19.years", "thinness.5.9.years", 
                   "Income.composition.of.resources", "Schooling", "GDP")
  
# Correlation matrix 
# values where correlation coefficient are close to | 1 | = potential multicollinearity issue 
c.matrix2 <- cor(train[, train.vars])
print(c.matrix2)# a lot of NAs generated in the matrix when missing data are included

##                                 Adult.Mortality infant.deaths     Alcohol
## Adult.Mortality                      1.00000000    0.08931639 -0.19644394
## infant.deaths                        0.08931639    1.00000000 -0.10990718
## Alcohol                             -0.19644394   -0.10990718  1.00000000
## percentage.expenditure              -0.24566204   -0.08470246  0.34766268
## Hepatitis.B.x                       -0.16290031   -0.17570368  0.09441639
## Measles                              0.03155163    0.49977009 -0.03591524
## BMI                                 -0.37810807   -0.22402849  0.30129689
## under.five.deaths                    0.10502338    0.99640578 -0.10647263
## Polio                               -0.28642682   -0.18043238  0.20727157
## Total.expenditure                   -0.11161396   -0.12258980  0.30007344
## Diphtheria                          -0.28047160   -0.19050325  0.21180681
## HIV.AIDS                             0.50361071    0.03207764 -0.04349591
## Population.x                        -0.01565238    0.54505425 -0.02659177
## thinness..1.19.years                 0.29568083    0.45628755 -0.40775880
## thinness.5.9.years                   0.30815149    0.46258663 -0.39501441
## Income.composition.of.resources     -0.43838399   -0.14326874  0.42309106
## Schooling                           -0.44351413   -0.19231072  0.49850930
## GDP                                 -0.15946215    0.07292285  0.18492817
##                                 percentage.expenditure Hepatitis.B.x
## Adult.Mortality                            -0.24566204  -0.162900313
## infant.deaths                              -0.08470246  -0.175703675
## Alcohol                                     0.34766268   0.094416386
## percentage.expenditure                      1.00000000   0.029979502
## Hepatitis.B.x                               0.02997950   1.000000000
## Measles                                    -0.05056382  -0.084517069
## BMI                                         0.21717682   0.156727556
## under.five.deaths                          -0.08686117  -0.182485981
## Polio                                       0.15254757   0.403630840
## Total.expenditure                           0.16776787   0.069672698
## Diphtheria                                  0.14822323   0.480845055
## HIV.AIDS                                   -0.09741329  -0.125142398
## Population.x                               -0.01711196  -0.113503831
## thinness..1.19.years                       -0.24977255  -0.103872434
## thinness.5.9.years                         -0.25163551  -0.108607747
## Income.composition.of.resources             0.37396421   0.179192624
## Schooling                                   0.38500710   0.192997457
## GDP                                         0.12115913   0.009439924
##                                     Measles         BMI under.five.deaths
## Adult.Mortality                  0.03155163 -0.37810807        0.10502338
## infant.deaths                    0.49977009 -0.22402849        0.99640578
## Alcohol                         -0.03591524  0.30129689       -0.10647263
## percentage.expenditure          -0.05056382  0.21717682       -0.08686117
## Hepatitis.B.x                   -0.08451707  0.15672756       -0.18248598
## Measles                          1.00000000 -0.16352443        0.51028111
## BMI                             -0.16352443  1.00000000       -0.23398617
## under.five.deaths                0.51028111 -0.23398617        1.00000000
## Polio                           -0.13916323  0.28565829       -0.19769877
## Total.expenditure               -0.10000204  0.20774297       -0.12404368
## Diphtheria                      -0.15024807  0.28279182       -0.21130972
## HIV.AIDS                         0.03412178 -0.24698761        0.04475532
## Population.x                     0.24908897 -0.06617877        0.52993443
## thinness..1.19.years             0.22864980 -0.53261751        0.45777583
## thinness.5.9.years               0.22414357 -0.54029663        0.46311365
## Income.composition.of.resources -0.11177009  0.46105465       -0.16101601
## Schooling                       -0.11269501  0.50471654       -0.20801284
## GDP                              0.09390615  0.09188121        0.06090355
##                                       Polio Total.expenditure  Diphtheria
## Adult.Mortality                 -0.28642682      -0.111613957 -0.28047160
## infant.deaths                   -0.18043238      -0.122589804 -0.19050325
## Alcohol                          0.20727157       0.300073442  0.21180681
## percentage.expenditure           0.15254757       0.167767867  0.14822323
## Hepatitis.B.x                    0.40363084       0.069672698  0.48084506
## Measles                         -0.13916323      -0.100002035 -0.15024807
## BMI                              0.28565829       0.207742968  0.28279182
## under.five.deaths               -0.19769877      -0.124043683 -0.21130972
## Polio                            1.00000000       0.130635018  0.66813922
## Total.expenditure                0.13063502       1.000000000  0.14787500
## Diphtheria                       0.66813922       0.147874999  1.00000000
## HIV.AIDS                        -0.16414473       0.007105782 -0.16763722
## Population.x                    -0.04572226      -0.062410076 -0.03467126
## thinness..1.19.years            -0.22256434      -0.254645064 -0.23156715
## thinness.5.9.years              -0.22748291      -0.256993623 -0.22809748
## Income.composition.of.resources  0.35314342       0.146581119  0.38283263
## Schooling                        0.37867287       0.227680476  0.39195599
## GDP                              0.07657847       0.211399636  0.11013244
##                                     HIV.AIDS Population.x thinness..1.19.years
## Adult.Mortality                  0.503610712  -0.01565238            0.2956808
## infant.deaths                    0.032077637   0.54505425            0.4562876
## Alcohol                         -0.043495909  -0.02659177           -0.4077588
## percentage.expenditure          -0.097413293  -0.01711196           -0.2497726
## Hepatitis.B.x                   -0.125142398  -0.11350383           -0.1038724
## Measles                          0.034121780   0.24908897            0.2286498
## BMI                             -0.246987606  -0.06617877           -0.5326175
## under.five.deaths                0.044755319   0.52993443            0.4577758
## Polio                           -0.164144729  -0.04572226           -0.2225643
## Total.expenditure                0.007105782  -0.06241008           -0.2546451
## Diphtheria                      -0.167637225  -0.03467126           -0.2315671
## HIV.AIDS                         1.000000000  -0.02056502            0.2092215
## Population.x                    -0.020565025   1.00000000            0.2374315
## thinness..1.19.years             0.209221503   0.23743152            1.0000000
## thinness.5.9.years               0.218872221   0.23575044            0.9353567
## Income.composition.of.resources -0.244746111  -0.01314861           -0.3959858
## Schooling                       -0.221209871  -0.03641006           -0.4362241
## GDP                             -0.072952121   0.07079349           -0.1290815
##                                 thinness.5.9.years
## Adult.Mortality                          0.3081515
## infant.deaths                            0.4625866
## Alcohol                                 -0.3950144
## percentage.expenditure                  -0.2516355
## Hepatitis.B.x                           -0.1086077
## Measles                                  0.2241436
## BMI                                     -0.5402966
## under.five.deaths                        0.4631136
## Polio                                   -0.2274829
## Total.expenditure                       -0.2569936
## Diphtheria                              -0.2280975
## HIV.AIDS                                 0.2188722
## Population.x                             0.2357504
## thinness..1.19.years                     0.9353567
## thinness.5.9.years                       1.0000000
## Income.composition.of.resources         -0.3863821
## Schooling                               -0.4253134
## GDP                                     -0.1332150
##                                 Income.composition.of.resources   Schooling
## Adult.Mortality                                     -0.43838399 -0.44351413
## infant.deaths                                       -0.14326874 -0.19231072
## Alcohol                                              0.42309106  0.49850930
## percentage.expenditure                               0.37396421  0.38500710
## Hepatitis.B.x                                        0.17919262  0.19299746
## Measles                                             -0.11177009 -0.11269501
## BMI                                                  0.46105465  0.50471654
## under.five.deaths                                   -0.16101601 -0.20801284
## Polio                                                0.35314342  0.37867287
## Total.expenditure                                    0.14658112  0.22768048
## Diphtheria                                           0.38283263  0.39195599
## HIV.AIDS                                            -0.24474611 -0.22120987
## Population.x                                        -0.01314861 -0.03641006
## thinness..1.19.years                                -0.39598579 -0.43622407
## thinness.5.9.years                                  -0.38638209 -0.42531338
## Income.composition.of.resources                      1.00000000  0.80278770
## Schooling                                            0.80278770  1.00000000
## GDP                                                  0.16665186  0.15098742
##                                          GDP
## Adult.Mortality                 -0.159462154
## infant.deaths                    0.072922851
## Alcohol                          0.184928173
## percentage.expenditure           0.121159129
## Hepatitis.B.x                    0.009439924
## Measles                          0.093906146
## BMI                              0.091881212
## under.five.deaths                0.060903554
## Polio                            0.076578467
## Total.expenditure                0.211399636
## Diphtheria                       0.110132443
## HIV.AIDS                        -0.072952121
## Population.x                     0.070793486
## thinness..1.19.years            -0.129081488
## thinness.5.9.years              -0.133215043
## Income.composition.of.resources  0.166651855
## Schooling                        0.150987416
## GDP                              1.000000000

# Variance Inflation Factor (VIF)
vif_values2 <- car::vif(lm(train[, train.vars]))
print(vif_values2)

##                   infant.deaths                         Alcohol 
##                      170.275662                        1.589582 
##          percentage.expenditure                   Hepatitis.B.x 
##                        1.250256                        1.359742 
##                         Measles                             BMI 
##                        1.399924                        1.690924 
##               under.five.deaths                           Polio 
##                      169.453044                        1.910421 
##               Total.expenditure                      Diphtheria 
##                        1.193181                        2.156227 
##                        HIV.AIDS                    Population.x 
##                        1.145597                        1.488129 
##            thinness..1.19.years              thinness.5.9.years 
##                        8.279084                        8.381992 
## Income.composition.of.resources                       Schooling 
##                        3.023719                        3.396935 
##                             GDP 
##                        1.134933

# ====== Creating Log transformed variables in `train` data ===== 

train2 <- train # `train2` dataset will have log variables 
train2$lLife.expectancy <- log(train2$Life.expectancy)
train2$lAdult.Mortality <- log(train2$Adult.Mortality)
train2$linfant.deaths <- log(train2$infant.deaths)
train2$lAlcohol <- log(train2$Alcohol)
train2$lpercentage.expenditure <- log(train2$percentage.expenditure)
train2$lHepatitis.B <- log(train2$Hepatitis.B.x)
train2$lMeasles <- log(train2$Measles)
train2$lBMI <- log(train2$BMI)
train2$lunder.five.deaths <- log(train2$under.five.deaths)
train2$lPolio <- log(train2$Polio)
train2$lTotal.expenditure <- log(train2$Total.expenditure)
train2$lDiphtheria <- log(train2$Diphtheria)
train2$lHIV.AIDS <- log(train2$HIV.AIDS)
train2$lGDP <- log(train2$GDP)
train2$lPopulation <- log(train2$Population.x)
train2$lthinness..1.19.years <- log(train2$thinness..1.19.years)
train2$lthinness.5.9.years <- log(train2$thinness.5.9.years)
train2$lIncome.composition.of.resources <- log(train2$Income.composition.of.resources)
train2$lSchooling <- log(train2$Schooling)

# replace `Inf` (generated from log transformation) values with 0 
repl2 <- function(column) {
  column[column == -Inf] <- 0
  return(column)
}
numeric_columns2 <- sapply(train2, is.numeric)
train2[numeric_columns2] <- lapply(train2[numeric_columns2], repl2)


# ==== Model Building ====

# = Linear model =

# `train.model3` includes the un-transformed continuous predictor variables with low VIF 
train.model3 <- lm(Life.expectancy ~ Alcohol + Measles + Population.x + HIV.AIDS + BMI + Adult.Mortality + Polio + Diphtheria + Income.composition.of.resources + Schooling + GDP,
                 data = train2)
summary(train.model3) # all variables significant

## 
## Call:
## lm(formula = Life.expectancy ~ Alcohol + Measles + Population.x + 
##     HIV.AIDS + BMI + Adult.Mortality + Polio + Diphtheria + Income.composition.of.resources + 
##     Schooling + GDP, data = train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -22.3748  -2.1301   0.0636   2.3113  17.9592 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      5.215e+01  5.350e-01  97.483  < 2e-16 ***
## Alcohol                          1.164e-01  2.610e-02   4.459 8.60e-06 ***
## Measles                         -4.793e-05  7.939e-06  -6.038 1.81e-09 ***
## Population.x                    -3.720e-10  1.652e-09  -0.225    0.822    
## HIV.AIDS                        -4.779e-01  2.057e-02 -23.234  < 2e-16 ***
## BMI                              5.047e-02  5.260e-03   9.594  < 2e-16 ***
## Adult.Mortality                 -2.163e-02  9.159e-04 -23.618  < 2e-16 ***
## Polio                            2.979e-02  5.032e-03   5.920 3.70e-09 ***
## Diphtheria                       3.693e-02  5.142e-03   7.182 9.20e-13 ***
## Income.composition.of.resources  7.003e+00  7.255e-01   9.652  < 2e-16 ***
## Schooling                        7.535e-01  4.887e-02  15.419  < 2e-16 ***
## GDP                              6.057e-07  7.804e-08   7.761 1.25e-14 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.208 on 2338 degrees of freedom
## Multiple R-squared:  0.8037, Adjusted R-squared:  0.8028 
## F-statistic: 870.3 on 11 and 2338 DF,  p-value: < 2.2e-16

plot(train.model3)

autoplot(train.model3, which =c(1:2, 5:6), label.size = 2)

# = Final linear-log model =  

# `train.model4` includes the log-transformed predictor variables with low VIF, un-transformed response variable 
train.model4 <- lm(Life.expectancy ~ lAlcohol + lMeasles + lPopulation + lHIV.AIDS + lBMI + lAdult.Mortality + lPolio + lDiphtheria + lIncome.composition.of.resources + lSchooling + lGDP,
                 data = train2)
summary(train.model4) # all variables significant

## 
## Call:
## lm(formula = Life.expectancy ~ lAlcohol + lMeasles + lPopulation + 
##     lHIV.AIDS + lBMI + lAdult.Mortality + lPolio + lDiphtheria + 
##     lIncome.composition.of.resources + lSchooling + lGDP, data = train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.9847  -2.2402   0.1002   2.2342  14.4279 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      53.37566    1.21249  44.022  < 2e-16 ***
## lAlcohol                          0.21984    0.04273   5.145 2.90e-07 ***
## lMeasles                         -0.41443    0.03059 -13.547  < 2e-16 ***
## lPopulation                      -0.26567    0.03768  -7.051 2.32e-12 ***
## lHIV.AIDS                        -2.86444    0.07086 -40.422  < 2e-16 ***
## lBMI                              0.34401    0.11188   3.075 0.002131 ** 
## lAdult.Mortality                 -0.81161    0.08407  -9.655  < 2e-16 ***
## lPolio                            0.55636    0.15065   3.693 0.000227 ***
## lDiphtheria                       0.50216    0.15510   3.238 0.001222 ** 
## lIncome.composition.of.resources  4.98219    0.44307  11.245  < 2e-16 ***
## lSchooling                        3.18014    0.27057  11.753  < 2e-16 ***
## lGDP                              0.97230    0.04949  19.645  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.926 on 2338 degrees of freedom
## Multiple R-squared:  0.8291, Adjusted R-squared:  0.8283 
## F-statistic:  1031 on 11 and 2338 DF,  p-value: < 2.2e-16

autoplot(train.model4, which =c(1:2, 5:6), label.size = 2)

coeffs4 <- coef(train.model4)
new_coefficients <- coeffs4 * log(2)
conf_intervals4 <- confint(train.model4)
new_conf_intervals4 <- conf_intervals4 * log(2)

lower_bounds4 <- new_conf_intervals4[, 1]
upper_bounds4 <- new_conf_intervals4[, 2]
lower_bounds4

##                      (Intercept)                         lAlcohol 
##                      35.34912210                       0.09429851 
##                         lMeasles                      lPopulation 
##                      -0.32884283                      -0.23535885 
##                        lHIV.AIDS                             lBMI 
##                      -2.08180023                       0.08637812 
##                 lAdult.Mortality                           lPolio 
##                      -0.67682972                       0.18087480 
##                      lDiphtheria lIncome.composition.of.resources 
##                       0.13724833                       2.85114694 
##                       lSchooling                             lGDP 
##                       1.83653612                       0.60667658

upper_bounds4

##                      (Intercept)                         lAlcohol 
##                       38.6452578                        0.2104675 
##                         lMeasles                      lPopulation 
##                       -0.2456799                       -0.1329369 
##                        lHIV.AIDS                             lBMI 
##                       -1.8891564                        0.3905243 
##                 lAdult.Mortality                           lPolio 
##                       -0.4482987                        0.5904025 
##                      lDiphtheria lIncome.composition.of.resources 
##                        0.5588888                        4.0556287 
##                       lSchooling                             lGDP 
##                        2.5720792                        0.7412241

combined_intervals4 <- cbind(lower_bounds4, upper_bounds4)

III. Model 2: Linear-Log Quadratic

Addressing Objective 2: Create models that best predict life expectancy - Parametric

Training_data_Shared <- train
Testing_data_Shared <- test
LEdata_clean <- Training_data_Shared

Model reduction for multiplecollinearity.

Note: This is the base for all other models.

Multicorrelated continuous terms removed: (thinness.5.9.years, BMI, under.five.deaths, Schooling, Polio, Population, Adult.Mortality)

Only region + Status are kept as categorical variables.

# Traditional lm with categorical variables
Reduced_LE_lm_model <- lm(Life_Expectancy~ infant.deaths+ Alcohol+ percentage.expenditure+ 
                                         Hepatitis.B.x + Measles+ Total.expenditure+ Population.x +
                                         Diphtheria+ HIV.AIDS+ thinness..1.19.years+  
                                         Income.composition.of.resources+ GDP + region + Status, data=LEdata_clean)

cat("\n\n------------Catagorical LM-------------------\n\n")

## 
## 
## ------------Catagorical LM-------------------

summary(Reduced_LE_lm_model)

## 
## Call:
## lm(formula = Life_Expectancy ~ infant.deaths + Alcohol + percentage.expenditure + 
##     Hepatitis.B.x + Measles + Total.expenditure + Population.x + 
##     Diphtheria + HIV.AIDS + thinness..1.19.years + Income.composition.of.resources + 
##     GDP + region + Status, data = LEdata_clean)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -31.5431  -2.7421   0.0013   2.4334  19.8256 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      5.352e+01  7.541e-01  70.977  < 2e-16 ***
## infant.deaths                   -4.678e-03  1.183e-03  -3.956 7.86e-05 ***
## Alcohol                         -9.273e-02  3.584e-02  -2.587 0.009739 ** 
## percentage.expenditure           4.041e-04  5.433e-05   7.438 1.43e-13 ***
## Hepatitis.B.x                   -1.738e-03  4.814e-03  -0.361 0.718173    
## Measles                         -9.124e-06  9.395e-06  -0.971 0.331555    
## Total.expenditure                5.277e-02  4.385e-02   1.204 0.228880    
## Population.x                     2.558e-09  2.058e-09   1.243 0.213980    
## Diphtheria                       6.120e-02  4.996e-03  12.251  < 2e-16 ***
## HIV.AIDS                        -5.051e-01  2.188e-02 -23.087  < 2e-16 ***
## thinness..1.19.years            -1.174e-01  3.089e-02  -3.800 0.000149 ***
## Income.composition.of.resources  1.400e+01  6.023e-01  23.236  < 2e-16 ***
## GDP                              4.796e-07  8.859e-08   5.414 6.80e-08 ***
## regionAmericas                   7.721e+00  3.543e-01  21.792  < 2e-16 ***
## regionAsia                       6.366e+00  2.981e-01  21.358  < 2e-16 ***
## regionEurope                     7.625e+00  4.223e-01  18.054  < 2e-16 ***
## regionOceania                    6.186e+00  4.694e-01  13.178  < 2e-16 ***
## StatusDeveloping                -2.297e+00  3.857e-01  -5.956 2.97e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.506 on 2332 degrees of freedom
## Multiple R-squared:  0.782,  Adjusted R-squared:  0.7805 
## F-statistic: 492.2 on 17 and 2332 DF,  p-value: < 2.2e-16

# lm model with only continuous variables
Reduced_LE_LM_Cont_Model <- lm(Life_Expectancy~ infant.deaths+ Alcohol+ percentage.expenditure+ 
                                         Hepatitis.B.x + Measles+ Total.expenditure+ Population.x +
                                         Diphtheria+ HIV.AIDS+ thinness..1.19.years+  
                                         Income.composition.of.resources+ GDP, data=LEdata_clean)
cat("\n\n------------Continuous LM-------------------\n\n")

## 
## 
## ------------Continuous LM-------------------

summary(Reduced_LE_LM_Cont_Model)

## 
## Call:
## lm(formula = Life_Expectancy ~ infant.deaths + Alcohol + percentage.expenditure + 
##     Hepatitis.B.x + Measles + Total.expenditure + Population.x + 
##     Diphtheria + HIV.AIDS + thinness..1.19.years + Income.composition.of.resources + 
##     GDP, data = LEdata_clean)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -28.7382  -2.9664   0.1998   2.6957  21.1664 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      5.168e+01  6.490e-01  79.636  < 2e-16 ***
## infant.deaths                   -3.393e-03  1.345e-03  -2.523  0.01171 *  
## Alcohol                          1.367e-01  3.308e-02   4.133 3.71e-05 ***
## percentage.expenditure           4.741e-04  5.949e-05   7.970 2.46e-15 ***
## Hepatitis.B.x                   -1.136e-03  5.456e-03  -0.208  0.83512    
## Measles                         -2.429e-05  1.067e-05  -2.277  0.02287 *  
## Total.expenditure                1.312e-01  4.867e-02   2.695  0.00709 ** 
## Population.x                     5.387e-09  2.342e-09   2.300  0.02151 *  
## Diphtheria                       7.833e-02  5.601e-03  13.983  < 2e-16 ***
## HIV.AIDS                        -7.396e-01  2.278e-02 -32.467  < 2e-16 ***
## thinness..1.19.years            -2.384e-01  3.165e-02  -7.530 7.18e-14 ***
## Income.composition.of.resources  1.851e+01  6.502e-01  28.465  < 2e-16 ***
## GDP                              6.131e-07  9.690e-08   6.327 2.99e-10 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.138 on 2337 degrees of freedom
## Multiple R-squared:  0.7161, Adjusted R-squared:  0.7146 
## F-statistic: 491.1 on 12 and 2337 DF,  p-value: < 2.2e-16

View individual features with log transformations.

This only includes those features that are impacted by added complexity.

library(patchwork)

# Scatterplot with legend
expend_no_log <- ggplot(LEdata_clean, aes(x = percentage.expenditure , y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = TRUE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
   xlab("percentage.expenditure ")

# Scatterplots without legends
expend_log <- ggplot(LEdata_clean, aes(x = log(percentage.expenditure ), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged percentage.expenditure ")

income_no_log <- ggplot(LEdata_clean, aes(x = GDP, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
  xlab("GDP")

income_log <- ggplot(LEdata_clean, aes(x = log(GDP), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged GDP")

# Combine plots using patchwork
combined_plots <- expend_no_log + expend_log +  income_no_log + income_log +
  plot_layout(guides = "collect") +
  plot_annotation(title = "Relationship of Life Expectancy with Expenditure and GDP")

combined_plots

## Warning: Computation failed in `stat_smooth()`
## Caused by error in `lm.wfit()`:
## ! NA/NaN/Inf in 'x'

## Warning: Removed 490 rows containing non-finite values (`stat_smooth()`).

# Scatterplot with legend
pop_no_log <- ggplot(LEdata_clean, aes(x = Population.x, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = TRUE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
   xlab("population")

# Scatterplots without legends
pop_log <- ggplot(LEdata_clean, aes(x = log(Population.x), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged Population")

infant_no_log <- ggplot(LEdata_clean, aes(x = infant.deaths, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
  xlab("infant.deaths")

infant_log <- ggplot(LEdata_clean, aes(x = log(infant.deaths), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged infant.deaths")

# Combine plots using patchwork
combined_plots2 <- pop_no_log + pop_log +  infant_no_log + infant_log +
  plot_layout(guides = "collect") +
  plot_annotation(title = "Relationship of Life Expectancy with Population and Infant Deaths")

combined_plots2

## Warning: Computation failed in `stat_smooth()`
## Caused by error in `lm.wfit()`:
## ! NA/NaN/Inf in 'x'

## Warning: Removed 692 rows containing non-finite values (`stat_smooth()`).

# Scatterplot with legend
dip_no_log <- ggplot(LEdata_clean, aes(x = Diphtheria, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
  xlab("Diphtheria")

dip_log <- ggplot(LEdata_clean, aes(x = log(LEdata_clean$Diphtheria), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged Diphtheria")
# Scatterplots without legends
dip_quad <- ggplot(LEdata_clean, aes(x = poly(LEdata_clean$Diphtheria, 3)[, 2], y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Quadratic Diphtheria")

dip_cubic <- ggplot(LEdata_clean, aes(x = poly(LEdata_clean$Diphtheria, 3)[, 3], y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Cubic Diphtheria")

# Combine plots using patchwork
combined_plots3 <- dip_no_log + dip_log +  dip_quad + dip_cubic +
  plot_layout(guides = "collect") +
  plot_annotation(title = "Relationship of Life Expectancy with Diphtheria")

combined_plots3

## Warning: Use of `LEdata_clean$Diphtheria` is discouraged.
## ℹ Use `Diphtheria` instead.

## Warning: Use of `LEdata_clean$Diphtheria` is discouraged.
## ℹ Use `Diphtheria` instead.
## Use of `LEdata_clean$Diphtheria` is discouraged.
## ℹ Use `Diphtheria` instead.
## Use of `LEdata_clean$Diphtheria` is discouraged.
## ℹ Use `Diphtheria` instead.
## Use of `LEdata_clean$Diphtheria` is discouraged.
## ℹ Use `Diphtheria` instead.
## Use of `LEdata_clean$Diphtheria` is discouraged.
## ℹ Use `Diphtheria` instead.

# Scatterplot with legend
hiv_no_log <- ggplot(LEdata_clean, aes(x = HIV.AIDS, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = TRUE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
   xlab("HIV")

# Scatterplots without legends
hiv_log <- ggplot(LEdata_clean, aes(x = log(HIV.AIDS), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged HIV")

meas_no_log <- ggplot(LEdata_clean, aes(x = Measles, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
  xlab("Measles")

meas_log <- ggplot(LEdata_clean, aes(x = log(Measles), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged Measles")

# Combine plots using patchwork
combined_plots4 <- hiv_no_log + hiv_log + meas_no_log + meas_log +
  plot_layout(guides = "collect") +
  plot_annotation(title = "Relationship of Life Expectancy with HIV and Measles")

combined_plots4

## Warning: Computation failed in `stat_smooth()`
## Caused by error in `lm.wfit()`:
## ! NA/NaN/Inf in 'x'

## Warning: Removed 805 rows containing non-finite values (`stat_smooth()`).

# Scatterplot with legend
Alcohol_no_log <- ggplot(LEdata_clean, aes(x = Alcohol, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = TRUE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
   xlab("Alcohol")

# Scatterplots without legends
Alcohol_log <- ggplot(LEdata_clean, aes(x = log(Alcohol), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged Alcohol")

income_no_log <- ggplot(LEdata_clean, aes(x =Income.composition.of.resources, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
  xlab("Income")

income_log <- ggplot(LEdata_clean, aes(x = log(Income.composition.of.resources), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged Income")

# Combine plots using patchwork
combined_plots5 <- Alcohol_no_log + Alcohol_log +  income_no_log + income_log +
  plot_layout(guides = "collect") +
  plot_annotation(title = "Relationship of Life Expectancy with Alcohol and Income")

combined_plots5

## Warning: Computation failed in `stat_smooth()`
## Caused by error in `lm.wfit()`:
## ! NA/NaN/Inf in 'x'

## Warning: Removed 105 rows containing non-finite values (`stat_smooth()`).

# Scatterplot with legend
Thin_no_log <- ggplot(LEdata_clean, aes(x = thinness..1.19.years, y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = TRUE) +
  geom_smooth(method = "lm", formula = y ~ log(x), se = FALSE, aes(group = 1), col = "black") +
   xlab("thinness..1.19.years")

# Scatterplots without legends
Thin_log <- ggplot(LEdata_clean, aes(x = log(thinness..1.19.years), y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Logged thinness..1.19.years")

# Scatterplots without legends
Thin_quad <- ggplot(LEdata_clean, aes(x = poly(thinness..1.19.years, 3)[, 2], y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Quadratic thinness..1.19.years")

Thin_cubic <- ggplot(LEdata_clean, aes(x = poly(LEdata_clean$thinness..1.19.years, 3)[, 3], y = Life_Expectancy, col = region)) +
  geom_jitter(show.legend = FALSE) +
  geom_smooth(method = "lm", formula = y ~ x, se = FALSE, aes(group = 1), col = "black") +
  xlab("Cubic thinness..1.19.years")

# Combine plots using patchwork
combined_plots6 <- Thin_no_log + Thin_log +  Thin_quad + Thin_cubic +
  plot_layout(guides = "collect") +
  plot_annotation(title = "Relationship of Life Expectancy with Thinness")

combined_plots6

## Warning: Use of `LEdata_clean$thinness..1.19.years` is discouraged.
## ℹ Use `thinness..1.19.years` instead.

## Warning: Use of `LEdata_clean$thinness..1.19.years` is discouraged.
## ℹ Use `thinness..1.19.years` instead.

Model log transformations to improve homoscedasticity.

Note: This had to be done with separate columns because some of the transformations were returning an -Inf instead of a number. This was happening on zero values so zero was put back in to replace the -Inf.

# Check for non-numeric values
any(!is.numeric(LEdata_clean$Measles))

## [1] FALSE

LEdata_clean2 <- LEdata_clean
# Create a new column called 'linfant.deaths' and place the log of the values in 'infant.deaths' in this column
LEdata_clean2$linfant.deaths <- log(LEdata_clean2$infant.deaths)
LEdata_clean2$lAlcohol <- log(LEdata_clean2$Alcohol)
LEdata_clean2$lpercentage.expenditure <- log(LEdata_clean2$percentage.expenditure)
LEdata_clean2$lMeasles <- log(LEdata_clean2$Measles)
LEdata_clean2$lTotal.expenditure <- log(LEdata_clean2$Total.expenditure)
LEdata_clean2$lPopulation <- log(LEdata_clean2$Population.x)
LEdata_clean2$lHIV.AIDS <- log(LEdata_clean2$HIV.AIDS)
LEdata_clean2$lGDP <- log(LEdata_clean2$GDP)
# LEdata_clean2$QDiphtheria <- poly(LEdata_clean$Diphtheria, 3)[, 2]
 
# Check for missing values in specific columns
sapply(LEdata_clean2[, c("linfant.deaths", "lAlcohol", "lpercentage.expenditure", "lMeasles", "lTotal.expenditure", "lPopulation", "lHIV.AIDS", "lGDP", "Diphtheria")], function(x) sum(is.na(x)))

##          linfant.deaths                lAlcohol lpercentage.expenditure 
##                       0                       0                       0 
##                lMeasles      lTotal.expenditure             lPopulation 
##                       0                       0                       0 
##               lHIV.AIDS                    lGDP              Diphtheria 
##                       0                       0                       0

#LEdata_clean2
LEdata_clean3 <- LEdata_clean2

### The dataframe has corrupted values that are impacting log transformations ###
### -Inf is being inserted instead of a logged values and must be replaced by a median for that column ###
### Note -Inf is being returned when a value is zero, so -Inf needs to be replace with 0 after the log transformation ###

# Function to replace -Inf with median in a column and then replace remaining -Inf with 0
replace_inf_with_median_and_zero <- function(column) {
  median_value <- median(column, na.rm = TRUE)
  #column[column == -Inf] <- median_value
  column[column == -Inf] <- 0
  return(column)
}

# Apply the function to all numeric columns of the data frame
numeric_columns <- sapply(LEdata_clean3, is.numeric)
LEdata_clean3[numeric_columns] <- lapply(LEdata_clean3[numeric_columns], replace_inf_with_median_and_zero)

################Log the testing data ##################################

# Check for non-numeric values
any(!is.numeric(Testing_data_Shared$Measles))

## [1] FALSE

Testing_data_Shared2 <- Testing_data_Shared
# Create a new column called 'linfant.deaths' and place the log of the values in 'infant.deaths' in this column
Testing_data_Shared2$linfant.deaths <- log(Testing_data_Shared2$infant.deaths)
Testing_data_Shared2$lAlcohol <- log(Testing_data_Shared2$Alcohol)
Testing_data_Shared2$lpercentage.expenditure <- log(Testing_data_Shared2$percentage.expenditure)
Testing_data_Shared2$lMeasles <- log(Testing_data_Shared2$Measles)
Testing_data_Shared2$lTotal.expenditure <- log(Testing_data_Shared2$Total.expenditure)
Testing_data_Shared2$lPopulation <- log(Testing_data_Shared2$Population.x)
Testing_data_Shared2$lHIV.AIDS <- log(Testing_data_Shared2$HIV.AIDS)
Testing_data_Shared2$lGDP <- log(Testing_data_Shared2$GDP)
#Testing_data_Shared2$QDiphtheria <- poly(Testing_data_Shared2$Diphtheria, 3)[, 2]
 
# Check for missing values in specific columns
sapply(Testing_data_Shared2[, c("linfant.deaths", "lAlcohol", "lpercentage.expenditure", "lMeasles", "lTotal.expenditure", "lPopulation", "lHIV.AIDS", "lGDP", "Diphtheria")], function(x) sum(is.na(x)))

##          linfant.deaths                lAlcohol lpercentage.expenditure 
##                       0                       0                       0 
##                lMeasles      lTotal.expenditure             lPopulation 
##                       0                       0                       0 
##               lHIV.AIDS                    lGDP              Diphtheria 
##                       0                       0                       0

#Testing_data_Shared2
Testing_data_Shared3 <- Testing_data_Shared2

### The dataframe has corrupted values that are impacting log transformations ###
### -Inf is being inserted instead of a logged values and must be replaced by a median for that column ###
### Note -Inf is being returned when a value is zero, so -Inf needs to be replace with 0 after the log transformation ###

# Function to replace -Inf with median in a column and then replace remaining -Inf with 0
replace_inf_with_median_and_zero2 <- function(column) {
  median_value <- median(column, na.rm = TRUE)
  #column[column == -Inf] <- median_value
  column[column == -Inf] <- 0
  return(column)
}

# Apply the function to all numeric columns of the data frame
numeric_columns <- sapply(Testing_data_Shared3, is.numeric)
Testing_data_Shared3[numeric_columns] <- lapply(Testing_data_Shared3[numeric_columns], replace_inf_with_median_and_zero2)


LEdata_clean3

##         X                      sub.region Year
## 1       1       Australia and New Zealand 2000
## 2       2       Australia and New Zealand 2000
## 3       3       Australia and New Zealand 2001
## 4       4       Australia and New Zealand 2001
## 5       5       Australia and New Zealand 2002
## 6       6       Australia and New Zealand 2002
## 7       7       Australia and New Zealand 2003
## 8       8       Australia and New Zealand 2003
## 9       9       Australia and New Zealand 2004
## 10     10       Australia and New Zealand 2004
## 11     11       Australia and New Zealand 2005
## 12     12       Australia and New Zealand 2005
## 13     13       Australia and New Zealand 2006
## 14     14       Australia and New Zealand 2006
## 15     16       Australia and New Zealand 2007
## 16     18       Australia and New Zealand 2008
## 17     20       Australia and New Zealand 2009
## 18     21       Australia and New Zealand 2010
## 19     23       Australia and New Zealand 2011
## 20     24       Australia and New Zealand 2011
## 21     25       Australia and New Zealand 2012
## 22     26       Australia and New Zealand 2012
## 23     27       Australia and New Zealand 2013
## 24     28       Australia and New Zealand 2013
## 25     30       Australia and New Zealand 2014
## 26     31       Australia and New Zealand 2015
## 27     32       Australia and New Zealand 2015
## 28     33                    Central Asia 2000
## 29     34                    Central Asia 2000
## 30     35                    Central Asia 2000
## 31     36                    Central Asia 2000
## 32     38                    Central Asia 2001
## 33     39                    Central Asia 2001
## 34     41                    Central Asia 2001
## 35     42                    Central Asia 2001
## 36     43                    Central Asia 2002
## 37     46                    Central Asia 2002
## 38     47                    Central Asia 2002
## 39     48                    Central Asia 2003
## 40     49                    Central Asia 2003
## 41     50                    Central Asia 2003
## 42     52                    Central Asia 2003
## 43     53                    Central Asia 2004
## 44     54                    Central Asia 2004
## 45     55                    Central Asia 2004
## 46     57                    Central Asia 2004
## 47     59                    Central Asia 2005
## 48     63                    Central Asia 2006
## 49     64                    Central Asia 2006
## 50     65                    Central Asia 2006
## 51     66                    Central Asia 2006
## 52     67                    Central Asia 2006
## 53     68                    Central Asia 2007
## 54     69                    Central Asia 2007
## 55     70                    Central Asia 2007
## 56     71                    Central Asia 2007
## 57     72                    Central Asia 2007
## 58     73                    Central Asia 2008
## 59     74                    Central Asia 2008
## 60     75                    Central Asia 2008
## 61     76                    Central Asia 2008
## 62     77                    Central Asia 2008
## 63     78                    Central Asia 2009
## 64     79                    Central Asia 2009
## 65     80                    Central Asia 2009
## 66     82                    Central Asia 2009
## 67     83                    Central Asia 2010
## 68     85                    Central Asia 2010
## 69     88                    Central Asia 2011
## 70     89                    Central Asia 2011
## 71     90                    Central Asia 2011
## 72     91                    Central Asia 2011
## 73     92                    Central Asia 2011
## 74     93                    Central Asia 2012
## 75     94                    Central Asia 2012
## 76     95                    Central Asia 2012
## 77     96                    Central Asia 2012
## 78     97                    Central Asia 2012
## 79     98                    Central Asia 2013
## 80    100                    Central Asia 2013
## 81    101                    Central Asia 2013
## 82    102                    Central Asia 2013
## 83    103                    Central Asia 2014
## 84    104                    Central Asia 2014
## 85    105                    Central Asia 2014
## 86    106                    Central Asia 2014
## 87    107                    Central Asia 2014
## 88    110                    Central Asia 2015
## 89    113                    Eastern Asia 2000
## 90    114                    Eastern Asia 2000
## 91    117                    Eastern Asia 2000
## 92    118                    Eastern Asia 2001
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## 94    120                    Eastern Asia 2001
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## 125   162                    Eastern Asia 2009
## 126   163                    Eastern Asia 2010
## 127   164                    Eastern Asia 2010
## 128   165                    Eastern Asia 2010
## 129   166                    Eastern Asia 2010
## 130   167                    Eastern Asia 2010
## 131   168                    Eastern Asia 2011
## 132   170                    Eastern Asia 2011
## 133   171                    Eastern Asia 2011
## 134   172                    Eastern Asia 2011
## 135   173                    Eastern Asia 2012
## 136   174                    Eastern Asia 2012
## 137   175                    Eastern Asia 2012
## 138   176                    Eastern Asia 2012
## 139   177                    Eastern Asia 2012
## 140   178                    Eastern Asia 2013
## 141   179                    Eastern Asia 2013
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## 143   183                    Eastern Asia 2014
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## 145   186                    Eastern Asia 2014
## 146   187                    Eastern Asia 2014
## 147   188                    Eastern Asia 2015
## 148   189                    Eastern Asia 2015
## 149   190                    Eastern Asia 2015
## 150   191                    Eastern Asia 2015
## 151   192                    Eastern Asia 2015
## 152   193                  Eastern Europe 2000
## 153   194                  Eastern Europe 2000
## 154   195                  Eastern Europe 2000
## 155   196                  Eastern Europe 2000
## 156   197                  Eastern Europe 2000
## 157   198                  Eastern Europe 2000
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## 235   288                  Eastern Europe 2009
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## 237   290                  Eastern Europe 2009
## 238   292                  Eastern Europe 2009
## 239   293                  Eastern Europe 2010
## 240   294                  Eastern Europe 2010
## 241   295                  Eastern Europe 2010
## 242   297                  Eastern Europe 2010
## 243   298                  Eastern Europe 2010
## 244   299                  Eastern Europe 2010
## 245   301                  Eastern Europe 2010
## 246   302                  Eastern Europe 2010
## 247   303                  Eastern Europe 2011
## 248   304                  Eastern Europe 2011
## 249   306                  Eastern Europe 2011
## 250   307                  Eastern Europe 2011
## 251   308                  Eastern Europe 2011
## 252   310                  Eastern Europe 2011
## 253   311                  Eastern Europe 2011
## 254   312                  Eastern Europe 2011
## 255   314                  Eastern Europe 2012
## 256   317                  Eastern Europe 2012
## 257   318                  Eastern Europe 2012
## 258   319                  Eastern Europe 2012
## 259   321                  Eastern Europe 2012
## 260   322                  Eastern Europe 2012
## 261   323                  Eastern Europe 2013
## 262   324                  Eastern Europe 2013
## 263   325                  Eastern Europe 2013
## 264   326                  Eastern Europe 2013
## 265   327                  Eastern Europe 2013
## 266   328                  Eastern Europe 2013
## 267   331                  Eastern Europe 2013
## 268   332                  Eastern Europe 2013
## 269   333                  Eastern Europe 2014
## 270   335                  Eastern Europe 2014
## 271   336                  Eastern Europe 2014
## 272   337                  Eastern Europe 2014
## 273   338                  Eastern Europe 2014
## 274   339                  Eastern Europe 2014
## 275   341                  Eastern Europe 2014
## 276   344                  Eastern Europe 2015
## 277   345                  Eastern Europe 2015
## 278   346                  Eastern Europe 2015
## 279   347                  Eastern Europe 2015
## 280   348                  Eastern Europe 2015
## 281   350                  Eastern Europe 2015
## 282   351                  Eastern Europe 2015
## 283   352                  Eastern Europe 2015
## 284   353 Latin America and the Caribbean 2000
## 285   354 Latin America and the Caribbean 2000
## 286   356 Latin America and the Caribbean 2000
## 287   357 Latin America and the Caribbean 2000
## 288   360 Latin America and the Caribbean 2000
## 289   362 Latin America and the Caribbean 2000
## 290   364 Latin America and the Caribbean 2000
## 291   365 Latin America and the Caribbean 2000
## 292   366 Latin America and the Caribbean 2000
## 293   367 Latin America and the Caribbean 2000
## 294   368 Latin America and the Caribbean 2000
## 295   370 Latin America and the Caribbean 2000
## 296   371 Latin America and the Caribbean 2000
## 297   372 Latin America and the Caribbean 2000
## 298   373 Latin America and the Caribbean 2000
## 299   374 Latin America and the Caribbean 2000
## 300   375 Latin America and the Caribbean 2000
## 301   376 Latin America and the Caribbean 2000
## 302   377 Latin America and the Caribbean 2000
## 303   378 Latin America and the Caribbean 2000
## 304   379 Latin America and the Caribbean 2000
## 305   380 Latin America and the Caribbean 2000
## 306   382 Latin America and the Caribbean 2000
## 307   384 Latin America and the Caribbean 2001
## 308   385 Latin America and the Caribbean 2001
## 309   386 Latin America and the Caribbean 2001
## 310   387 Latin America and the Caribbean 2001
## 311   388 Latin America and the Caribbean 2001
## 312   389 Latin America and the Caribbean 2001
## 313   391 Latin America and the Caribbean 2001
## 314   392 Latin America and the Caribbean 2001
## 315   394 Latin America and the Caribbean 2001
## 316   395 Latin America and the Caribbean 2001
## 317   396 Latin America and the Caribbean 2001
## 318   398 Latin America and the Caribbean 2001
## 319   399 Latin America and the Caribbean 2001
## 320   400 Latin America and the Caribbean 2001
## 321   401 Latin America and the Caribbean 2001
## 322   402 Latin America and the Caribbean 2001
## 323   404 Latin America and the Caribbean 2001
## 324   405 Latin America and the Caribbean 2001
## 325   406 Latin America and the Caribbean 2001
## 326   409 Latin America and the Caribbean 2001
## 327   410 Latin America and the Caribbean 2001
## 328   411 Latin America and the Caribbean 2001
## 329   413 Latin America and the Caribbean 2001
## 330   414 Latin America and the Caribbean 2001
## 331   415 Latin America and the Caribbean 2002
## 332   416 Latin America and the Caribbean 2002
## 333   417 Latin America and the Caribbean 2002
## 334   419 Latin America and the Caribbean 2002
## 335   420 Latin America and the Caribbean 2002
## 336   422 Latin America and the Caribbean 2002
## 337   424 Latin America and the Caribbean 2002
## 338   425 Latin America and the Caribbean 2002
## 339   426 Latin America and the Caribbean 2002
## 340   427 Latin America and the Caribbean 2002
## 341   428 Latin America and the Caribbean 2002
## 342   429 Latin America and the Caribbean 2002
## 343   430 Latin America and the Caribbean 2002
## 344   431 Latin America and the Caribbean 2002
## 345   432 Latin America and the Caribbean 2002
## 346   433 Latin America and the Caribbean 2002
## 347   434 Latin America and the Caribbean 2002
## 348   437 Latin America and the Caribbean 2002
## 349   438 Latin America and the Caribbean 2002
## 350   439 Latin America and the Caribbean 2002
## 351   440 Latin America and the Caribbean 2002
## 352   442 Latin America and the Caribbean 2002
## 353   443 Latin America and the Caribbean 2002
## 354   444 Latin America and the Caribbean 2002
## 355   445 Latin America and the Caribbean 2002
## 356   446 Latin America and the Caribbean 2003
## 357   447 Latin America and the Caribbean 2003
## 358   448 Latin America and the Caribbean 2003
## 359   449 Latin America and the Caribbean 2003
## 360   450 Latin America and the Caribbean 2003
## 361   451 Latin America and the Caribbean 2003
## 362   452 Latin America and the Caribbean 2003
## 363   454 Latin America and the Caribbean 2003
## 364   456 Latin America and the Caribbean 2003
## 365   457 Latin America and the Caribbean 2003
## 366   458 Latin America and the Caribbean 2003
## 367   459 Latin America and the Caribbean 2003
## 368   460 Latin America and the Caribbean 2003
## 369   461 Latin America and the Caribbean 2003
## 370   463 Latin America and the Caribbean 2003
## 371   464 Latin America and the Caribbean 2003
## 372   466 Latin America and the Caribbean 2003
## 373   467 Latin America and the Caribbean 2003
## 374   468 Latin America and the Caribbean 2003
## 375   469 Latin America and the Caribbean 2003
## 376   473 Latin America and the Caribbean 2003
## 377   475 Latin America and the Caribbean 2003
## 378   476 Latin America and the Caribbean 2003
## 379   477 Latin America and the Caribbean 2004
## 380   479 Latin America and the Caribbean 2004
## 381   480 Latin America and the Caribbean 2004
## 382   481 Latin America and the Caribbean 2004
## 383   482 Latin America and the Caribbean 2004
## 384   483 Latin America and the Caribbean 2004
## 385   486 Latin America and the Caribbean 2004
## 386   487 Latin America and the Caribbean 2004
## 387   488 Latin America and the Caribbean 2004
## 388   489 Latin America and the Caribbean 2004
## 389   490 Latin America and the Caribbean 2004
## 390   491 Latin America and the Caribbean 2004
## 391   495 Latin America and the Caribbean 2004
## 392   496 Latin America and the Caribbean 2004
## 393   497 Latin America and the Caribbean 2004
## 394   498 Latin America and the Caribbean 2004
## 395   499 Latin America and the Caribbean 2004
## 396   502 Latin America and the Caribbean 2004
## 397   505 Latin America and the Caribbean 2004
## 398   506 Latin America and the Caribbean 2004
## 399   507 Latin America and the Caribbean 2004
## 400   508 Latin America and the Caribbean 2005
## 401   509 Latin America and the Caribbean 2005
## 402   511 Latin America and the Caribbean 2005
## 403   512 Latin America and the Caribbean 2005
## 404   513 Latin America and the Caribbean 2005
## 405   515 Latin America and the Caribbean 2005
## 406   516 Latin America and the Caribbean 2005
## 407   517 Latin America and the Caribbean 2005
## 408   518 Latin America and the Caribbean 2005
## 409   519 Latin America and the Caribbean 2005
## 410   520 Latin America and the Caribbean 2005
## 411   521 Latin America and the Caribbean 2005
## 412   522 Latin America and the Caribbean 2005
## 413   523 Latin America and the Caribbean 2005
## 414   524 Latin America and the Caribbean 2005
## 415   525 Latin America and the Caribbean 2005
## 416   527 Latin America and the Caribbean 2005
## 417   528 Latin America and the Caribbean 2005
## 418   529 Latin America and the Caribbean 2005
## 419   530 Latin America and the Caribbean 2005
## 420   531 Latin America and the Caribbean 2005
## 421   534 Latin America and the Caribbean 2005
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## 423   538 Latin America and the Caribbean 2005
## 424   539 Latin America and the Caribbean 2006
## 425   540 Latin America and the Caribbean 2006
## 426   541 Latin America and the Caribbean 2006
## 427   542 Latin America and the Caribbean 2006
## 428   543 Latin America and the Caribbean 2006
## 429   544 Latin America and the Caribbean 2006
## 430   545 Latin America and the Caribbean 2006
## 431   546 Latin America and the Caribbean 2006
## 432   547 Latin America and the Caribbean 2006
## 433   548 Latin America and the Caribbean 2006
## 434   549 Latin America and the Caribbean 2006
## 435   550 Latin America and the Caribbean 2006
## 436   551 Latin America and the Caribbean 2006
## 437   552 Latin America and the Caribbean 2006
## 438   553 Latin America and the Caribbean 2006
## 439   555 Latin America and the Caribbean 2006
## 440   556 Latin America and the Caribbean 2006
## 441   558 Latin America and the Caribbean 2006
## 442   559 Latin America and the Caribbean 2006
## 443   560 Latin America and the Caribbean 2006
## 444   561 Latin America and the Caribbean 2006
## 445   562 Latin America and the Caribbean 2006
## 446   563 Latin America and the Caribbean 2006
## 447   565 Latin America and the Caribbean 2006
## 448   566 Latin America and the Caribbean 2006
## 449   567 Latin America and the Caribbean 2006
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## 454   575 Latin America and the Caribbean 2007
## 455   577 Latin America and the Caribbean 2007
## 456   578 Latin America and the Caribbean 2007
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## 458   580 Latin America and the Caribbean 2007
## 459   581 Latin America and the Caribbean 2007
## 460   582 Latin America and the Caribbean 2007
## 461   583 Latin America and the Caribbean 2007
## 462   584 Latin America and the Caribbean 2007
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## 464   586 Latin America and the Caribbean 2007
## 465   587 Latin America and the Caribbean 2007
## 466   588 Latin America and the Caribbean 2007
## 467   589 Latin America and the Caribbean 2007
## 468   591 Latin America and the Caribbean 2007
## 469   592 Latin America and the Caribbean 2007
## 470   593 Latin America and the Caribbean 2007
## 471   595 Latin America and the Caribbean 2007
## 472   596 Latin America and the Caribbean 2007
## 473   599 Latin America and the Caribbean 2007
## 474   600 Latin America and the Caribbean 2007
## 475   601 Latin America and the Caribbean 2008
## 476   602 Latin America and the Caribbean 2008
## 477   603 Latin America and the Caribbean 2008
## 478   604 Latin America and the Caribbean 2008
## 479   605 Latin America and the Caribbean 2008
## 480   606 Latin America and the Caribbean 2008
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## 482   608 Latin America and the Caribbean 2008
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## 485   613 Latin America and the Caribbean 2008
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## 493   621 Latin America and the Caribbean 2008
## 494   622 Latin America and the Caribbean 2008
## 495   623 Latin America and the Caribbean 2008
## 496   625 Latin America and the Caribbean 2008
## 497   626 Latin America and the Caribbean 2008
## 498   627 Latin America and the Caribbean 2008
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## 500   629 Latin America and the Caribbean 2008
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## 502   631 Latin America and the Caribbean 2008
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## 507   638 Latin America and the Caribbean 2009
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## 509   640 Latin America and the Caribbean 2009
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## 519   652 Latin America and the Caribbean 2009
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## 525   659 Latin America and the Caribbean 2009
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## 528   662 Latin America and the Caribbean 2009
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## 530   665 Latin America and the Caribbean 2010
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## 532   667 Latin America and the Caribbean 2010
## 533   668 Latin America and the Caribbean 2010
## 534   669 Latin America and the Caribbean 2010
## 535   670 Latin America and the Caribbean 2010
## 536   671 Latin America and the Caribbean 2010
## 537   672 Latin America and the Caribbean 2010
## 538   673 Latin America and the Caribbean 2010
## 539   674 Latin America and the Caribbean 2010
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## 545   683 Latin America and the Caribbean 2010
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## 549   688 Latin America and the Caribbean 2010
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## 579   722 Latin America and the Caribbean 2011
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## 582   726 Latin America and the Caribbean 2012
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## 588   736 Latin America and the Caribbean 2012
## 589   737 Latin America and the Caribbean 2012
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## 591   739 Latin America and the Caribbean 2012
## 592   740 Latin America and the Caribbean 2012
## 593   741 Latin America and the Caribbean 2012
## 594   742 Latin America and the Caribbean 2012
## 595   745 Latin America and the Caribbean 2012
## 596   746 Latin America and the Caribbean 2012
## 597   747 Latin America and the Caribbean 2012
## 598   748 Latin America and the Caribbean 2012
## 599   749 Latin America and the Caribbean 2012
## 600   752 Latin America and the Caribbean 2012
## 601   754 Latin America and the Caribbean 2012
## 602   755 Latin America and the Caribbean 2012
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## 604   757 Latin America and the Caribbean 2013
## 605   758 Latin America and the Caribbean 2013
## 606   759 Latin America and the Caribbean 2013
## 607   760 Latin America and the Caribbean 2013
## 608   761 Latin America and the Caribbean 2013
## 609   762 Latin America and the Caribbean 2013
## 610   763 Latin America and the Caribbean 2013
## 611   764 Latin America and the Caribbean 2013
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## 614   767 Latin America and the Caribbean 2013
## 615   768 Latin America and the Caribbean 2013
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## 618   772 Latin America and the Caribbean 2013
## 619   773 Latin America and the Caribbean 2013
## 620   774 Latin America and the Caribbean 2013
## 621   775 Latin America and the Caribbean 2013
## 622   776 Latin America and the Caribbean 2013
## 623   777 Latin America and the Caribbean 2013
## 624   778 Latin America and the Caribbean 2013
## 625   779 Latin America and the Caribbean 2013
## 626   780 Latin America and the Caribbean 2013
## 627   781 Latin America and the Caribbean 2013
## 628   782 Latin America and the Caribbean 2013
## 629   784 Latin America and the Caribbean 2013
## 630   786 Latin America and the Caribbean 2013
## 631   787 Latin America and the Caribbean 2013
## 632   788 Latin America and the Caribbean 2013
## 633   789 Latin America and the Caribbean 2014
## 634   790 Latin America and the Caribbean 2014
## 635   791 Latin America and the Caribbean 2014
## 636   792 Latin America and the Caribbean 2014
## 637   793 Latin America and the Caribbean 2014
## 638   794 Latin America and the Caribbean 2014
## 639   796 Latin America and the Caribbean 2014
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## 641   799 Latin America and the Caribbean 2014
## 642   800 Latin America and the Caribbean 2014
## 643   801 Latin America and the Caribbean 2014
## 644   803 Latin America and the Caribbean 2014
## 645   804 Latin America and the Caribbean 2014
## 646   805 Latin America and the Caribbean 2014
## 647   806 Latin America and the Caribbean 2014
## 648   807 Latin America and the Caribbean 2014
## 649   808 Latin America and the Caribbean 2014
## 650   809 Latin America and the Caribbean 2014
## 651   810 Latin America and the Caribbean 2014
## 652   812 Latin America and the Caribbean 2014
## 653   813 Latin America and the Caribbean 2014
## 654   814 Latin America and the Caribbean 2014
## 655   815 Latin America and the Caribbean 2014
## 656   816 Latin America and the Caribbean 2014
## 657   817 Latin America and the Caribbean 2014
## 658   819 Latin America and the Caribbean 2014
## 659   820 Latin America and the Caribbean 2015
## 660   821 Latin America and the Caribbean 2015
## 661   823 Latin America and the Caribbean 2015
## 662   824 Latin America and the Caribbean 2015
## 663   825 Latin America and the Caribbean 2015
## 664   826 Latin America and the Caribbean 2015
## 665   827 Latin America and the Caribbean 2015
## 666   828 Latin America and the Caribbean 2015
## 667   829 Latin America and the Caribbean 2015
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## 671   833 Latin America and the Caribbean 2015
## 672   834 Latin America and the Caribbean 2015
## 673   835 Latin America and the Caribbean 2015
## 674   836 Latin America and the Caribbean 2015
## 675   837 Latin America and the Caribbean 2015
## 676   839 Latin America and the Caribbean 2015
## 677   840 Latin America and the Caribbean 2015
## 678   841 Latin America and the Caribbean 2015
## 679   842 Latin America and the Caribbean 2015
## 680   844 Latin America and the Caribbean 2015
## 681   845 Latin America and the Caribbean 2015
## 682   847 Latin America and the Caribbean 2015
## 683   848 Latin America and the Caribbean 2015
## 684   849 Latin America and the Caribbean 2015
## 685   850 Latin America and the Caribbean 2015
## 686   851                       Melanesia 2000
## 687   853                       Melanesia 2000
## 688   854                       Melanesia 2000
## 689   855                       Melanesia 2001
## 690   856                       Melanesia 2001
## 691   857                       Melanesia 2001
## 692   859                       Melanesia 2002
## 693   861                       Melanesia 2002
## 694   862                       Melanesia 2002
## 695   863                       Melanesia 2003
## 696   864                       Melanesia 2003
## 697   865                       Melanesia 2003
## 698   866                       Melanesia 2003
## 699   868                       Melanesia 2004
## 700   869                       Melanesia 2004
## 701   870                       Melanesia 2004
## 702   871                       Melanesia 2005
## 703   872                       Melanesia 2005
## 704   873                       Melanesia 2005
## 705   874                       Melanesia 2005
## 706   875                       Melanesia 2006
## 707   876                       Melanesia 2006
## 708   877                       Melanesia 2006
## 709   879                       Melanesia 2007
## 710   880                       Melanesia 2007
## 711   881                       Melanesia 2007
## 712   883                       Melanesia 2008
## 713   884                       Melanesia 2008
## 714   885                       Melanesia 2008
## 715   886                       Melanesia 2008
## 716   887                       Melanesia 2009
## 717   888                       Melanesia 2009
## 718   889                       Melanesia 2009
## 719   890                       Melanesia 2009
## 720   891                       Melanesia 2010
## 721   892                       Melanesia 2010
## 722   893                       Melanesia 2010
## 723   895                       Melanesia 2011
## 724   896                       Melanesia 2011
## 725   897                       Melanesia 2011
## 726   898                       Melanesia 2011
## 727   899                       Melanesia 2012
## 728   900                       Melanesia 2012
## 729   901                       Melanesia 2012
## 730   902                       Melanesia 2012
## 731   903                       Melanesia 2013
## 732   904                       Melanesia 2013
## 733   905                       Melanesia 2013
## 734   906                       Melanesia 2013
## 735   907                       Melanesia 2014
## 736   908                       Melanesia 2014
## 737   910                       Melanesia 2014
## 738   911                       Melanesia 2015
## 739   913                       Melanesia 2015
## 740   914                       Melanesia 2015
## 741   915                      Micronesia 2000
## 742   916                      Micronesia 2000
## 743   917                      Micronesia 2001
## 744   918                      Micronesia 2001
## 745   919                      Micronesia 2002
## 746   920                      Micronesia 2002
## 747   921                      Micronesia 2003
## 748   922                      Micronesia 2003
## 749   923                      Micronesia 2004
## 750   924                      Micronesia 2004
## 751   925                      Micronesia 2005
## 752   926                      Micronesia 2005
## 753   927                      Micronesia 2006
## 754   928                      Micronesia 2006
## 755   929                      Micronesia 2007
## 756   931                      Micronesia 2008
## 757   932                      Micronesia 2008
## 758   933                      Micronesia 2009
## 759   936                      Micronesia 2010
## 760   937                      Micronesia 2011
## 761   939                      Micronesia 2012
## 762   941                      Micronesia 2013
## 763   942                      Micronesia 2013
## 764   943                      Micronesia 2013
## 765   945                      Micronesia 2013
## 766   946                      Micronesia 2014
## 767   947                      Micronesia 2014
## 768   948                      Micronesia 2015
## 769   949                      Micronesia 2015
## 770   951                 Northern Africa 2000
## 771   953                 Northern Africa 2000
## 772   954                 Northern Africa 2000
## 773   956                 Northern Africa 2001
## 774   957                 Northern Africa 2001
## 775   958                 Northern Africa 2001
## 776   960                 Northern Africa 2001
## 777   962                 Northern Africa 2002
## 778   963                 Northern Africa 2002
## 779   964                 Northern Africa 2002
## 780   965                 Northern Africa 2002
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## 782   968                 Northern Africa 2003
## 783   969                 Northern Africa 2003
## 784   970                 Northern Africa 2003
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## 786   972                 Northern Africa 2003
## 787   973                 Northern Africa 2003
## 788   974                 Northern Africa 2004
## 789   976                 Northern Africa 2004
## 790   977                 Northern Africa 2004
## 791   978                 Northern Africa 2004
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## 796   985                 Northern Africa 2005
## 797   986                 Northern Africa 2006
## 798   987                 Northern Africa 2006
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## 801   993                 Northern Africa 2007
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## 803   995                 Northern Africa 2007
## 804   997                 Northern Africa 2007
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## 809  1004                 Northern Africa 2009
## 810  1005                 Northern Africa 2009
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## 812  1007                 Northern Africa 2009
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## 818  1013                 Northern Africa 2010
## 819  1014                 Northern Africa 2010
## 820  1015                 Northern Africa 2010
## 821  1016                 Northern Africa 2011
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## 823  1020                 Northern Africa 2011
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## 825  1023                 Northern Africa 2012
## 826  1024                 Northern Africa 2012
## 827  1026                 Northern Africa 2012
## 828  1028                 Northern Africa 2013
## 829  1029                 Northern Africa 2013
## 830  1030                 Northern Africa 2013
## 831  1031                 Northern Africa 2013
## 832  1032                 Northern Africa 2013
## 833  1033                 Northern Africa 2013
## 834  1034                 Northern Africa 2014
## 835  1036                 Northern Africa 2014
## 836  1037                 Northern Africa 2014
## 837  1038                 Northern Africa 2014
## 838  1039                 Northern Africa 2014
## 839  1041                 Northern Africa 2015
## 840  1042                 Northern Africa 2015
## 841  1043                 Northern Africa 2015
## 842  1044                 Northern Africa 2015
## 843  1045                 Northern Africa 2015
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## 845  1047                Northern America 2000
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## 848  1050                Northern America 2002
## 849  1053                Northern America 2003
## 850  1054                Northern America 2004
## 851  1055                Northern America 2004
## 852  1056                Northern America 2005
## 853  1058                Northern America 2006
## 854  1060                Northern America 2007
## 855  1061                Northern America 2007
## 856  1062                Northern America 2008
## 857  1063                Northern America 2008
## 858  1066                Northern America 2010
## 859  1068                Northern America 2011
## 860  1070                Northern America 2012
## 861  1071                Northern America 2012
## 862  1072                Northern America 2013
## 863  1074                Northern America 2014
## 864  1076                Northern America 2015
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## 872  1084                 Northern Europe 2000
## 873  1085                 Northern Europe 2000
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## 886  1100                 Northern Europe 2002
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## 898  1117                 Northern Europe 2003
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## 902  1122                 Northern Europe 2004
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## 913  1137                 Northern Europe 2005
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## 946  1179                 Northern Europe 2010
## 947  1180                 Northern Europe 2010
## 948  1181                 Northern Europe 2010
## 949  1182                 Northern Europe 2010
## 950  1183                 Northern Europe 2010
## 951  1184                 Northern Europe 2010
## 952  1185                 Northern Europe 2010
## 953  1186                 Northern Europe 2010
## 954  1187                 Northern Europe 2010
## 955  1188                 Northern Europe 2011
## 956  1189                 Northern Europe 2011
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## 958  1194                 Northern Europe 2011
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## 965  1202                 Northern Europe 2012
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## 967  1205                 Northern Europe 2012
## 968  1206                 Northern Europe 2012
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## 971  1209                 Northern Europe 2013
## 972  1210                 Northern Europe 2013
## 973  1212                 Northern Europe 2013
## 974  1213                 Northern Europe 2013
## 975  1214                 Northern Europe 2013
## 976  1215                 Northern Europe 2013
## 977  1216                 Northern Europe 2013
## 978  1217                 Northern Europe 2013
## 979  1219                 Northern Europe 2014
## 980  1220                 Northern Europe 2014
## 981  1223                 Northern Europe 2014
## 982  1224                 Northern Europe 2014
## 983  1225                 Northern Europe 2014
## 984  1226                 Northern Europe 2014
## 985  1227                 Northern Europe 2014
## 986  1228                 Northern Europe 2015
## 987  1229                 Northern Europe 2015
## 988  1230                 Northern Europe 2015
## 989  1233                 Northern Europe 2015
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## 995  1239                       Polynesia 2000
## 996  1240                       Polynesia 2001
## 997  1241                       Polynesia 2001
## 998  1243                       Polynesia 2002
## 999  1244                       Polynesia 2003
## 1000 1245                       Polynesia 2003
## 1001 1246                       Polynesia 2004
## 1002 1247                       Polynesia 2004
## 1003 1248                       Polynesia 2005
## 1004 1249                       Polynesia 2005
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## 1007 1252                       Polynesia 2007
## 1008 1254                       Polynesia 2008
## 1009 1255                       Polynesia 2008
## 1010 1258                       Polynesia 2010
## 1011 1259                       Polynesia 2010
## 1012 1260                       Polynesia 2011
## 1013 1261                       Polynesia 2011
## 1014 1262                       Polynesia 2012
## 1015 1263                       Polynesia 2012
## 1016 1264                       Polynesia 2013
## 1017 1268                       Polynesia 2013
## 1018 1269                       Polynesia 2014
## 1019 1270                       Polynesia 2014
## 1020 1271                       Polynesia 2015
## 1021 1272                       Polynesia 2015
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## 1023 1274              South-eastern Asia 2000
## 1024 1275              South-eastern Asia 2000
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## 1026 1277              South-eastern Asia 2000
## 1027 1278              South-eastern Asia 2000
## 1028 1279              South-eastern Asia 2000
## 1029 1280              South-eastern Asia 2000
## 1030 1281              South-eastern Asia 2000
## 1031 1282              South-eastern Asia 2000
## 1032 1283              South-eastern Asia 2000
## 1033 1284              South-eastern Asia 2001
## 1034 1285              South-eastern Asia 2001
## 1035 1286              South-eastern Asia 2001
## 1036 1287              South-eastern Asia 2001
## 1037 1288              South-eastern Asia 2001
## 1038 1289              South-eastern Asia 2001
## 1039 1290              South-eastern Asia 2001
## 1040 1291              South-eastern Asia 2001
## 1041 1293              South-eastern Asia 2001
## 1042 1296              South-eastern Asia 2002
## 1043 1297              South-eastern Asia 2002
## 1044 1298              South-eastern Asia 2002
## 1045 1299              South-eastern Asia 2002
## 1046 1300              South-eastern Asia 2002
## 1047 1302              South-eastern Asia 2002
## 1048 1303              South-eastern Asia 2002
## 1049 1305              South-eastern Asia 2002
## 1050 1306              South-eastern Asia 2003
## 1051 1307              South-eastern Asia 2003
## 1052 1308              South-eastern Asia 2003
## 1053 1309              South-eastern Asia 2003
## 1054 1310              South-eastern Asia 2003
## 1055 1311              South-eastern Asia 2003
## 1056 1312              South-eastern Asia 2003
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## 1059 1316              South-eastern Asia 2003
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## 1085 1347              South-eastern Asia 2006
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## 1104 1370              South-eastern Asia 2008
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## 1109 1376              South-eastern Asia 2009
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## 1138 1413              South-eastern Asia 2012
## 1139 1415              South-eastern Asia 2012
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## 1141 1417              South-eastern Asia 2013
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## 1145 1422              South-eastern Asia 2013
## 1146 1423              South-eastern Asia 2013
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## 1152 1430              South-eastern Asia 2014
## 1153 1431              South-eastern Asia 2014
## 1154 1432              South-eastern Asia 2014
## 1155 1433              South-eastern Asia 2014
## 1156 1434              South-eastern Asia 2014
## 1157 1435              South-eastern Asia 2014
## 1158 1436              South-eastern Asia 2014
## 1159 1437              South-eastern Asia 2014
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## 1164 1442              South-eastern Asia 2015
## 1165 1443              South-eastern Asia 2015
## 1166 1444              South-eastern Asia 2015
## 1167 1445              South-eastern Asia 2015
## 1168 1448              South-eastern Asia 2015
## 1169 1449                   Southern Asia 2000
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## 1173 1454                   Southern Asia 2000
## 1174 1455                   Southern Asia 2000
## 1175 1456                   Southern Asia 2000
## 1176 1457                   Southern Asia 2000
## 1177 1458                   Southern Asia 2001
## 1178 1460                   Southern Asia 2001
## 1179 1461                   Southern Asia 2001
## 1180 1462                   Southern Asia 2001
## 1181 1464                   Southern Asia 2001
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## 1183 1466                   Southern Asia 2001
## 1184 1467                   Southern Asia 2002
## 1185 1468                   Southern Asia 2002
## 1186 1469                   Southern Asia 2002
## 1187 1470                   Southern Asia 2002
## 1188 1471                   Southern Asia 2002
## 1189 1472                   Southern Asia 2002
## 1190 1475                   Southern Asia 2002
## 1191 1476                   Southern Asia 2003
## 1192 1477                   Southern Asia 2003
## 1193 1478                   Southern Asia 2003
## 1194 1479                   Southern Asia 2003
## 1195 1480                   Southern Asia 2003
## 1196 1482                   Southern Asia 2003
## 1197 1483                   Southern Asia 2003
## 1198 1484                   Southern Asia 2003
## 1199 1485                   Southern Asia 2004
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## 1201 1487                   Southern Asia 2004
## 1202 1488                   Southern Asia 2004
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## 1204 1492                   Southern Asia 2004
## 1205 1493                   Southern Asia 2004
## 1206 1494                   Southern Asia 2005
## 1207 1497                   Southern Asia 2005
## 1208 1499                   Southern Asia 2005
## 1209 1500                   Southern Asia 2005
## 1210 1501                   Southern Asia 2005
## 1211 1502                   Southern Asia 2005
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## 1213 1504                   Southern Asia 2006
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## 1216 1508                   Southern Asia 2006
## 1217 1510                   Southern Asia 2006
## 1218 1511                   Southern Asia 2006
## 1219 1512                   Southern Asia 2007
## 1220 1513                   Southern Asia 2007
## 1221 1514                   Southern Asia 2007
## 1222 1515                   Southern Asia 2007
## 1223 1517                   Southern Asia 2007
## 1224 1518                   Southern Asia 2007
## 1225 1519                   Southern Asia 2007
## 1226 1520                   Southern Asia 2007
## 1227 1521                   Southern Asia 2008
## 1228 1523                   Southern Asia 2008
## 1229 1524                   Southern Asia 2008
## 1230 1526                   Southern Asia 2008
## 1231 1527                   Southern Asia 2008
## 1232 1528                   Southern Asia 2008
## 1233 1529                   Southern Asia 2008
## 1234 1531                   Southern Asia 2009
## 1235 1532                   Southern Asia 2009
## 1236 1535                   Southern Asia 2009
## 1237 1538                   Southern Asia 2009
## 1238 1539                   Southern Asia 2010
## 1239 1540                   Southern Asia 2010
## 1240 1541                   Southern Asia 2010
## 1241 1542                   Southern Asia 2010
## 1242 1543                   Southern Asia 2010
## 1243 1545                   Southern Asia 2010
## 1244 1546                   Southern Asia 2010
## 1245 1548                   Southern Asia 2011
## 1246 1550                   Southern Asia 2011
## 1247 1551                   Southern Asia 2011
## 1248 1552                   Southern Asia 2011
## 1249 1553                   Southern Asia 2011
## 1250 1554                   Southern Asia 2011
## 1251 1555                   Southern Asia 2011
## 1252 1556                   Southern Asia 2011
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## 1254 1558                   Southern Asia 2012
## 1255 1559                   Southern Asia 2012
## 1256 1560                   Southern Asia 2012
## 1257 1561                   Southern Asia 2012
## 1258 1562                   Southern Asia 2012
## 1259 1563                   Southern Asia 2012
## 1260 1564                   Southern Asia 2012
## 1261 1565                   Southern Asia 2012
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## 1263 1568                   Southern Asia 2013
## 1264 1569                   Southern Asia 2013
## 1265 1571                   Southern Asia 2013
## 1266 1573                   Southern Asia 2013
## 1267 1574                   Southern Asia 2013
## 1268 1575                   Southern Asia 2014
## 1269 1576                   Southern Asia 2014
## 1270 1578                   Southern Asia 2014
## 1271 1579                   Southern Asia 2014
## 1272 1581                   Southern Asia 2014
## 1273 1582                   Southern Asia 2014
## 1274 1583                   Southern Asia 2014
## 1275 1584                   Southern Asia 2015
## 1276 1585                   Southern Asia 2015
## 1277 1586                   Southern Asia 2015
## 1278 1587                   Southern Asia 2015
## 1279 1588                   Southern Asia 2015
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## 1352 1683                 Southern Europe 2007
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## 1409 1752                 Southern Europe 2013
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## 1411 1754                 Southern Europe 2013
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## 1413 1756                 Southern Europe 2013
## 1414 1757                 Southern Europe 2013
## 1415 1759                 Southern Europe 2013
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## 1422 1768                 Southern Europe 2014
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## 1424 1770                 Southern Europe 2014
## 1425 1771                 Southern Europe 2014
## 1426 1772                 Southern Europe 2014
## 1427 1773                 Southern Europe 2014
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## 1429 1775                 Southern Europe 2015
## 1430 1777                 Southern Europe 2015
## 1431 1778                 Southern Europe 2015
## 1432 1780                 Southern Europe 2015
## 1433 1781                 Southern Europe 2015
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## 1445 1798              Sub-Saharan Africa 2000
## 1446 1800              Sub-Saharan Africa 2000
## 1447 1802              Sub-Saharan Africa 2000
## 1448 1804              Sub-Saharan Africa 2000
## 1449 1805              Sub-Saharan Africa 2000
## 1450 1806              Sub-Saharan Africa 2000
## 1451 1807              Sub-Saharan Africa 2000
## 1452 1808              Sub-Saharan Africa 2000
## 1453 1809              Sub-Saharan Africa 2000
## 1454 1810              Sub-Saharan Africa 2000
## 1455 1811              Sub-Saharan Africa 2000
## 1456 1812              Sub-Saharan Africa 2000
## 1457 1814              Sub-Saharan Africa 2000
## 1458 1815              Sub-Saharan Africa 2000
## 1459 1816              Sub-Saharan Africa 2000
## 1460 1817              Sub-Saharan Africa 2000
## 1461 1819              Sub-Saharan Africa 2000
## 1462 1821              Sub-Saharan Africa 2000
## 1463 1823              Sub-Saharan Africa 2000
## 1464 1824              Sub-Saharan Africa 2000
## 1465 1825              Sub-Saharan Africa 2000
## 1466 1827              Sub-Saharan Africa 2000
## 1467 1828              Sub-Saharan Africa 2000
## 1468 1829              Sub-Saharan Africa 2000
## 1469 1830              Sub-Saharan Africa 2000
## 1470 1831              Sub-Saharan Africa 2000
## 1471 1832              Sub-Saharan Africa 2000
## 1472 1834              Sub-Saharan Africa 2001
## 1473 1835              Sub-Saharan Africa 2001
## 1474 1837              Sub-Saharan Africa 2001
## 1475 1842              Sub-Saharan Africa 2001
## 1476 1844              Sub-Saharan Africa 2001
## 1477 1845              Sub-Saharan Africa 2001
## 1478 1846              Sub-Saharan Africa 2001
## 1479 1848              Sub-Saharan Africa 2001
## 1480 1849              Sub-Saharan Africa 2001
## 1481 1850              Sub-Saharan Africa 2001
## 1482 1851              Sub-Saharan Africa 2001
## 1483 1852              Sub-Saharan Africa 2001
## 1484 1853              Sub-Saharan Africa 2001
## 1485 1854              Sub-Saharan Africa 2001
## 1486 1855              Sub-Saharan Africa 2001
## 1487 1856              Sub-Saharan Africa 2001
## 1488 1859              Sub-Saharan Africa 2001
## 1489 1860              Sub-Saharan Africa 2001
## 1490 1862              Sub-Saharan Africa 2001
## 1491 1863              Sub-Saharan Africa 2001
## 1492 1864              Sub-Saharan Africa 2001
## 1493 1865              Sub-Saharan Africa 2001
## 1494 1866              Sub-Saharan Africa 2001
## 1495 1867              Sub-Saharan Africa 2001
## 1496 1868              Sub-Saharan Africa 2001
## 1497 1869              Sub-Saharan Africa 2001
## 1498 1870              Sub-Saharan Africa 2001
## 1499 1872              Sub-Saharan Africa 2001
## 1500 1873              Sub-Saharan Africa 2001
## 1501 1874              Sub-Saharan Africa 2001
## 1502 1875              Sub-Saharan Africa 2001
## 1503 1876              Sub-Saharan Africa 2001
## 1504 1877              Sub-Saharan Africa 2001
## 1505 1878              Sub-Saharan Africa 2001
## 1506 1879              Sub-Saharan Africa 2001
## 1507 1880              Sub-Saharan Africa 2001
## 1508 1881              Sub-Saharan Africa 2001
## 1509 1882              Sub-Saharan Africa 2002
## 1510 1883              Sub-Saharan Africa 2002
## 1511 1884              Sub-Saharan Africa 2002
## 1512 1885              Sub-Saharan Africa 2002
## 1513 1886              Sub-Saharan Africa 2002
## 1514 1887              Sub-Saharan Africa 2002
## 1515 1888              Sub-Saharan Africa 2002
## 1516 1889              Sub-Saharan Africa 2002
## 1517 1890              Sub-Saharan Africa 2002
## 1518 1892              Sub-Saharan Africa 2002
## 1519 1893              Sub-Saharan Africa 2002
## 1520 1894              Sub-Saharan Africa 2002
## 1521 1896              Sub-Saharan Africa 2002
## 1522 1897              Sub-Saharan Africa 2002
## 1523 1898              Sub-Saharan Africa 2002
## 1524 1899              Sub-Saharan Africa 2002
## 1525 1900              Sub-Saharan Africa 2002
## 1526 1901              Sub-Saharan Africa 2002
## 1527 1902              Sub-Saharan Africa 2002
## 1528 1903              Sub-Saharan Africa 2002
## 1529 1904              Sub-Saharan Africa 2002
## 1530 1905              Sub-Saharan Africa 2002
## 1531 1906              Sub-Saharan Africa 2002
## 1532 1908              Sub-Saharan Africa 2002
## 1533 1909              Sub-Saharan Africa 2002
## 1534 1910              Sub-Saharan Africa 2002
## 1535 1911              Sub-Saharan Africa 2002
## 1536 1912              Sub-Saharan Africa 2002
## 1537 1913              Sub-Saharan Africa 2002
## 1538 1914              Sub-Saharan Africa 2002
## 1539 1915              Sub-Saharan Africa 2002
## 1540 1916              Sub-Saharan Africa 2002
## 1541 1917              Sub-Saharan Africa 2002
## 1542 1918              Sub-Saharan Africa 2002
## 1543 1919              Sub-Saharan Africa 2002
## 1544 1920              Sub-Saharan Africa 2002
## 1545 1922              Sub-Saharan Africa 2002
## 1546 1923              Sub-Saharan Africa 2002
## 1547 1924              Sub-Saharan Africa 2002
## 1548 1925              Sub-Saharan Africa 2002
## 1549 1927              Sub-Saharan Africa 2002
## 1550 1928              Sub-Saharan Africa 2002
## 1551 1929              Sub-Saharan Africa 2002
## 1552 1930              Sub-Saharan Africa 2003
## 1553 1931              Sub-Saharan Africa 2003
## 1554 1932              Sub-Saharan Africa 2003
## 1555 1933              Sub-Saharan Africa 2003
## 1556 1934              Sub-Saharan Africa 2003
## 1557 1935              Sub-Saharan Africa 2003
## 1558 1936              Sub-Saharan Africa 2003
## 1559 1938              Sub-Saharan Africa 2003
## 1560 1939              Sub-Saharan Africa 2003
## 1561 1943              Sub-Saharan Africa 2003
## 1562 1944              Sub-Saharan Africa 2003
## 1563 1945              Sub-Saharan Africa 2003
## 1564 1946              Sub-Saharan Africa 2003
## 1565 1947              Sub-Saharan Africa 2003
## 1566 1950              Sub-Saharan Africa 2003
## 1567 1951              Sub-Saharan Africa 2003
## 1568 1952              Sub-Saharan Africa 2003
## 1569 1953              Sub-Saharan Africa 2003
## 1570 1954              Sub-Saharan Africa 2003
## 1571 1955              Sub-Saharan Africa 2003
## 1572 1958              Sub-Saharan Africa 2003
## 1573 1959              Sub-Saharan Africa 2003
## 1574 1960              Sub-Saharan Africa 2003
## 1575 1961              Sub-Saharan Africa 2003
## 1576 1962              Sub-Saharan Africa 2003
## 1577 1963              Sub-Saharan Africa 2003
## 1578 1964              Sub-Saharan Africa 2003
## 1579 1965              Sub-Saharan Africa 2003
## 1580 1967              Sub-Saharan Africa 2003
## 1581 1968              Sub-Saharan Africa 2003
## 1582 1969              Sub-Saharan Africa 2003
## 1583 1970              Sub-Saharan Africa 2003
## 1584 1971              Sub-Saharan Africa 2003
## 1585 1973              Sub-Saharan Africa 2003
## 1586 1975              Sub-Saharan Africa 2003
## 1587 1976              Sub-Saharan Africa 2003
## 1588 1977              Sub-Saharan Africa 2003
## 1589 1978              Sub-Saharan Africa 2004
## 1590 1979              Sub-Saharan Africa 2004
## 1591 1980              Sub-Saharan Africa 2004
## 1592 1981              Sub-Saharan Africa 2004
## 1593 1982              Sub-Saharan Africa 2004
## 1594 1984              Sub-Saharan Africa 2004
## 1595 1985              Sub-Saharan Africa 2004
## 1596 1986              Sub-Saharan Africa 2004
## 1597 1987              Sub-Saharan Africa 2004
## 1598 1989              Sub-Saharan Africa 2004
## 1599 1990              Sub-Saharan Africa 2004
## 1600 1991              Sub-Saharan Africa 2004
## 1601 1992              Sub-Saharan Africa 2004
## 1602 1994              Sub-Saharan Africa 2004
## 1603 1996              Sub-Saharan Africa 2004
## 1604 1997              Sub-Saharan Africa 2004
## 1605 1998              Sub-Saharan Africa 2004
## 1606 1999              Sub-Saharan Africa 2004
## 1607 2000              Sub-Saharan Africa 2004
## 1608 2001              Sub-Saharan Africa 2004
## 1609 2002              Sub-Saharan Africa 2004
## 1610 2003              Sub-Saharan Africa 2004
## 1611 2005              Sub-Saharan Africa 2004
## 1612 2006              Sub-Saharan Africa 2004
## 1613 2008              Sub-Saharan Africa 2004
## 1614 2009              Sub-Saharan Africa 2004
## 1615 2010              Sub-Saharan Africa 2004
## 1616 2011              Sub-Saharan Africa 2004
## 1617 2013              Sub-Saharan Africa 2004
## 1618 2014              Sub-Saharan Africa 2004
## 1619 2015              Sub-Saharan Africa 2004
## 1620 2019              Sub-Saharan Africa 2004
## 1621 2020              Sub-Saharan Africa 2004
## 1622 2022              Sub-Saharan Africa 2004
## 1623 2023              Sub-Saharan Africa 2004
## 1624 2024              Sub-Saharan Africa 2004
## 1625 2025              Sub-Saharan Africa 2004
## 1626 2026              Sub-Saharan Africa 2005
## 1627 2027              Sub-Saharan Africa 2005
## 1628 2028              Sub-Saharan Africa 2005
## 1629 2029              Sub-Saharan Africa 2005
## 1630 2030              Sub-Saharan Africa 2005
## 1631 2031              Sub-Saharan Africa 2005
## 1632 2032              Sub-Saharan Africa 2005
## 1633 2034              Sub-Saharan Africa 2005
## 1634 2035              Sub-Saharan Africa 2005
## 1635 2036              Sub-Saharan Africa 2005
## 1636 2037              Sub-Saharan Africa 2005
## 1637 2038              Sub-Saharan Africa 2005
## 1638 2039              Sub-Saharan Africa 2005
## 1639 2040              Sub-Saharan Africa 2005
## 1640 2041              Sub-Saharan Africa 2005
## 1641 2044              Sub-Saharan Africa 2005
## 1642 2045              Sub-Saharan Africa 2005
## 1643 2046              Sub-Saharan Africa 2005
## 1644 2047              Sub-Saharan Africa 2005
## 1645 2048              Sub-Saharan Africa 2005
## 1646 2049              Sub-Saharan Africa 2005
## 1647 2050              Sub-Saharan Africa 2005
## 1648 2051              Sub-Saharan Africa 2005
## 1649 2052              Sub-Saharan Africa 2005
## 1650 2054              Sub-Saharan Africa 2005
## 1651 2055              Sub-Saharan Africa 2005
## 1652 2056              Sub-Saharan Africa 2005
## 1653 2057              Sub-Saharan Africa 2005
## 1654 2058              Sub-Saharan Africa 2005
## 1655 2059              Sub-Saharan Africa 2005
## 1656 2060              Sub-Saharan Africa 2005
## 1657 2061              Sub-Saharan Africa 2005
## 1658 2062              Sub-Saharan Africa 2005
## 1659 2063              Sub-Saharan Africa 2005
## 1660 2064              Sub-Saharan Africa 2005
## 1661 2065              Sub-Saharan Africa 2005
## 1662 2066              Sub-Saharan Africa 2005
## 1663 2067              Sub-Saharan Africa 2005
## 1664 2069              Sub-Saharan Africa 2005
## 1665 2070              Sub-Saharan Africa 2005
## 1666 2071              Sub-Saharan Africa 2005
## 1667 2072              Sub-Saharan Africa 2005
## 1668 2073              Sub-Saharan Africa 2005
## 1669 2074              Sub-Saharan Africa 2006
## 1670 2075              Sub-Saharan Africa 2006
## 1671 2076              Sub-Saharan Africa 2006
## 1672 2077              Sub-Saharan Africa 2006
## 1673 2078              Sub-Saharan Africa 2006
## 1674 2080              Sub-Saharan Africa 2006
## 1675 2082              Sub-Saharan Africa 2006
## 1676 2083              Sub-Saharan Africa 2006
## 1677 2084              Sub-Saharan Africa 2006
## 1678 2085              Sub-Saharan Africa 2006
## 1679 2086              Sub-Saharan Africa 2006
## 1680 2088              Sub-Saharan Africa 2006
## 1681 2089              Sub-Saharan Africa 2006
## 1682 2091              Sub-Saharan Africa 2006
## 1683 2092              Sub-Saharan Africa 2006
## 1684 2093              Sub-Saharan Africa 2006
## 1685 2094              Sub-Saharan Africa 2006
## 1686 2095              Sub-Saharan Africa 2006
## 1687 2096              Sub-Saharan Africa 2006
## 1688 2098              Sub-Saharan Africa 2006
## 1689 2100              Sub-Saharan Africa 2006
## 1690 2101              Sub-Saharan Africa 2006
## 1691 2102              Sub-Saharan Africa 2006
## 1692 2103              Sub-Saharan Africa 2006
## 1693 2104              Sub-Saharan Africa 2006
## 1694 2105              Sub-Saharan Africa 2006
## 1695 2106              Sub-Saharan Africa 2006
## 1696 2107              Sub-Saharan Africa 2006
## 1697 2108              Sub-Saharan Africa 2006
## 1698 2109              Sub-Saharan Africa 2006
## 1699 2111              Sub-Saharan Africa 2006
## 1700 2112              Sub-Saharan Africa 2006
## 1701 2113              Sub-Saharan Africa 2006
## 1702 2115              Sub-Saharan Africa 2006
## 1703 2116              Sub-Saharan Africa 2006
## 1704 2118              Sub-Saharan Africa 2006
## 1705 2119              Sub-Saharan Africa 2006
## 1706 2120              Sub-Saharan Africa 2006
## 1707 2122              Sub-Saharan Africa 2007
## 1708 2123              Sub-Saharan Africa 2007
## 1709 2124              Sub-Saharan Africa 2007
## 1710 2126              Sub-Saharan Africa 2007
## 1711 2127              Sub-Saharan Africa 2007
## 1712 2128              Sub-Saharan Africa 2007
## 1713 2129              Sub-Saharan Africa 2007
## 1714 2130              Sub-Saharan Africa 2007
## 1715 2131              Sub-Saharan Africa 2007
## 1716 2133              Sub-Saharan Africa 2007
## 1717 2134              Sub-Saharan Africa 2007
## 1718 2135              Sub-Saharan Africa 2007
## 1719 2136              Sub-Saharan Africa 2007
## 1720 2138              Sub-Saharan Africa 2007
## 1721 2142              Sub-Saharan Africa 2007
## 1722 2143              Sub-Saharan Africa 2007
## 1723 2144              Sub-Saharan Africa 2007
## 1724 2145              Sub-Saharan Africa 2007
## 1725 2146              Sub-Saharan Africa 2007
## 1726 2147              Sub-Saharan Africa 2007
## 1727 2148              Sub-Saharan Africa 2007
## 1728 2149              Sub-Saharan Africa 2007
## 1729 2150              Sub-Saharan Africa 2007
## 1730 2151              Sub-Saharan Africa 2007
## 1731 2154              Sub-Saharan Africa 2007
## 1732 2155              Sub-Saharan Africa 2007
## 1733 2157              Sub-Saharan Africa 2007
## 1734 2161              Sub-Saharan Africa 2007
## 1735 2162              Sub-Saharan Africa 2007
## 1736 2163              Sub-Saharan Africa 2007
## 1737 2164              Sub-Saharan Africa 2007
## 1738 2165              Sub-Saharan Africa 2007
## 1739 2166              Sub-Saharan Africa 2007
## 1740 2168              Sub-Saharan Africa 2007
## 1741 2169              Sub-Saharan Africa 2007
## 1742 2171              Sub-Saharan Africa 2008
## 1743 2172              Sub-Saharan Africa 2008
## 1744 2173              Sub-Saharan Africa 2008
## 1745 2174              Sub-Saharan Africa 2008
## 1746 2176              Sub-Saharan Africa 2008
## 1747 2179              Sub-Saharan Africa 2008
## 1748 2180              Sub-Saharan Africa 2008
## 1749 2182              Sub-Saharan Africa 2008
## 1750 2183              Sub-Saharan Africa 2008
## 1751 2184              Sub-Saharan Africa 2008
## 1752 2185              Sub-Saharan Africa 2008
## 1753 2186              Sub-Saharan Africa 2008
## 1754 2187              Sub-Saharan Africa 2008
## 1755 2188              Sub-Saharan Africa 2008
## 1756 2190              Sub-Saharan Africa 2008
## 1757 2191              Sub-Saharan Africa 2008
## 1758 2192              Sub-Saharan Africa 2008
## 1759 2193              Sub-Saharan Africa 2008
## 1760 2195              Sub-Saharan Africa 2008
## 1761 2197              Sub-Saharan Africa 2008
## 1762 2198              Sub-Saharan Africa 2008
## 1763 2199              Sub-Saharan Africa 2008
## 1764 2200              Sub-Saharan Africa 2008
## 1765 2201              Sub-Saharan Africa 2008
## 1766 2202              Sub-Saharan Africa 2008
## 1767 2203              Sub-Saharan Africa 2008
## 1768 2204              Sub-Saharan Africa 2008
## 1769 2205              Sub-Saharan Africa 2008
## 1770 2206              Sub-Saharan Africa 2008
## 1771 2208              Sub-Saharan Africa 2008
## 1772 2209              Sub-Saharan Africa 2008
## 1773 2210              Sub-Saharan Africa 2008
## 1774 2211              Sub-Saharan Africa 2008
## 1775 2213              Sub-Saharan Africa 2008
## 1776 2214              Sub-Saharan Africa 2008
## 1777 2215              Sub-Saharan Africa 2008
## 1778 2217              Sub-Saharan Africa 2008
## 1779 2218              Sub-Saharan Africa 2009
## 1780 2219              Sub-Saharan Africa 2009
## 1781 2220              Sub-Saharan Africa 2009
## 1782 2222              Sub-Saharan Africa 2009
## 1783 2223              Sub-Saharan Africa 2009
## 1784 2224              Sub-Saharan Africa 2009
## 1785 2226              Sub-Saharan Africa 2009
## 1786 2227              Sub-Saharan Africa 2009
## 1787 2228              Sub-Saharan Africa 2009
## 1788 2229              Sub-Saharan Africa 2009
## 1789 2230              Sub-Saharan Africa 2009
## 1790 2231              Sub-Saharan Africa 2009
## 1791 2232              Sub-Saharan Africa 2009
## 1792 2233              Sub-Saharan Africa 2009
## 1793 2234              Sub-Saharan Africa 2009
## 1794 2235              Sub-Saharan Africa 2009
## 1795 2236              Sub-Saharan Africa 2009
## 1796 2237              Sub-Saharan Africa 2009
## 1797 2238              Sub-Saharan Africa 2009
## 1798 2239              Sub-Saharan Africa 2009
## 1799 2240              Sub-Saharan Africa 2009
## 1800 2242              Sub-Saharan Africa 2009
## 1801 2243              Sub-Saharan Africa 2009
## 1802 2244              Sub-Saharan Africa 2009
## 1803 2245              Sub-Saharan Africa 2009
## 1804 2246              Sub-Saharan Africa 2009
## 1805 2247              Sub-Saharan Africa 2009
## 1806 2248              Sub-Saharan Africa 2009
## 1807 2250              Sub-Saharan Africa 2009
## 1808 2251              Sub-Saharan Africa 2009
## 1809 2252              Sub-Saharan Africa 2009
## 1810 2253              Sub-Saharan Africa 2009
## 1811 2254              Sub-Saharan Africa 2009
## 1812 2255              Sub-Saharan Africa 2009
## 1813 2256              Sub-Saharan Africa 2009
## 1814 2258              Sub-Saharan Africa 2009
## 1815 2259              Sub-Saharan Africa 2009
## 1816 2260              Sub-Saharan Africa 2009
## 1817 2261              Sub-Saharan Africa 2009
## 1818 2262              Sub-Saharan Africa 2009
## 1819 2263              Sub-Saharan Africa 2009
## 1820 2264              Sub-Saharan Africa 2009
## 1821 2266              Sub-Saharan Africa 2010
## 1822 2267              Sub-Saharan Africa 2010
## 1823 2268              Sub-Saharan Africa 2010
## 1824 2269              Sub-Saharan Africa 2010
## 1825 2270              Sub-Saharan Africa 2010
## 1826 2271              Sub-Saharan Africa 2010
## 1827 2272              Sub-Saharan Africa 2010
## 1828 2274              Sub-Saharan Africa 2010
## 1829 2275              Sub-Saharan Africa 2010
## 1830 2276              Sub-Saharan Africa 2010
## 1831 2278              Sub-Saharan Africa 2010
## 1832 2279              Sub-Saharan Africa 2010
## 1833 2280              Sub-Saharan Africa 2010
## 1834 2282              Sub-Saharan Africa 2010
## 1835 2284              Sub-Saharan Africa 2010
## 1836 2285              Sub-Saharan Africa 2010
## 1837 2286              Sub-Saharan Africa 2010
## 1838 2287              Sub-Saharan Africa 2010
## 1839 2288              Sub-Saharan Africa 2010
## 1840 2289              Sub-Saharan Africa 2010
## 1841 2291              Sub-Saharan Africa 2010
## 1842 2292              Sub-Saharan Africa 2010
## 1843 2294              Sub-Saharan Africa 2010
## 1844 2295              Sub-Saharan Africa 2010
## 1845 2296              Sub-Saharan Africa 2010
## 1846 2297              Sub-Saharan Africa 2010
## 1847 2299              Sub-Saharan Africa 2010
## 1848 2301              Sub-Saharan Africa 2010
## 1849 2302              Sub-Saharan Africa 2010
## 1850 2303              Sub-Saharan Africa 2010
## 1851 2304              Sub-Saharan Africa 2010
## 1852 2305              Sub-Saharan Africa 2010
## 1853 2306              Sub-Saharan Africa 2010
## 1854 2307              Sub-Saharan Africa 2010
## 1855 2308              Sub-Saharan Africa 2010
## 1856 2309              Sub-Saharan Africa 2010
## 1857 2310              Sub-Saharan Africa 2010
## 1858 2311              Sub-Saharan Africa 2010
## 1859 2313              Sub-Saharan Africa 2010
## 1860 2315              Sub-Saharan Africa 2011
## 1861 2316              Sub-Saharan Africa 2011
## 1862 2317              Sub-Saharan Africa 2011
## 1863 2318              Sub-Saharan Africa 2011
## 1864 2320              Sub-Saharan Africa 2011
## 1865 2321              Sub-Saharan Africa 2011
## 1866 2322              Sub-Saharan Africa 2011
## 1867 2323              Sub-Saharan Africa 2011
## 1868 2325              Sub-Saharan Africa 2011
## 1869 2326              Sub-Saharan Africa 2011
## 1870 2327              Sub-Saharan Africa 2011
## 1871 2328              Sub-Saharan Africa 2011
## 1872 2329              Sub-Saharan Africa 2011
## 1873 2331              Sub-Saharan Africa 2011
## 1874 2332              Sub-Saharan Africa 2011
## 1875 2334              Sub-Saharan Africa 2011
## 1876 2335              Sub-Saharan Africa 2011
## 1877 2336              Sub-Saharan Africa 2011
## 1878 2337              Sub-Saharan Africa 2011
## 1879 2338              Sub-Saharan Africa 2011
## 1880 2339              Sub-Saharan Africa 2011
## 1881 2340              Sub-Saharan Africa 2011
## 1882 2341              Sub-Saharan Africa 2011
## 1883 2343              Sub-Saharan Africa 2011
## 1884 2345              Sub-Saharan Africa 2011
## 1885 2346              Sub-Saharan Africa 2011
## 1886 2348              Sub-Saharan Africa 2011
## 1887 2349              Sub-Saharan Africa 2011
## 1888 2350              Sub-Saharan Africa 2011
## 1889 2352              Sub-Saharan Africa 2011
## 1890 2355              Sub-Saharan Africa 2011
## 1891 2356              Sub-Saharan Africa 2011
## 1892 2357              Sub-Saharan Africa 2011
## 1893 2358              Sub-Saharan Africa 2011
## 1894 2359              Sub-Saharan Africa 2011
## 1895 2361              Sub-Saharan Africa 2011
## 1896 2362              Sub-Saharan Africa 2012
## 1897 2364              Sub-Saharan Africa 2012
## 1898 2365              Sub-Saharan Africa 2012
## 1899 2366              Sub-Saharan Africa 2012
## 1900 2367              Sub-Saharan Africa 2012
## 1901 2368              Sub-Saharan Africa 2012
## 1902 2369              Sub-Saharan Africa 2012
## 1903 2370              Sub-Saharan Africa 2012
## 1904 2371              Sub-Saharan Africa 2012
## 1905 2379              Sub-Saharan Africa 2012
## 1906 2380              Sub-Saharan Africa 2012
## 1907 2381              Sub-Saharan Africa 2012
## 1908 2382              Sub-Saharan Africa 2012
## 1909 2383              Sub-Saharan Africa 2012
## 1910 2384              Sub-Saharan Africa 2012
## 1911 2385              Sub-Saharan Africa 2012
## 1912 2386              Sub-Saharan Africa 2012
## 1913 2387              Sub-Saharan Africa 2012
## 1914 2388              Sub-Saharan Africa 2012
## 1915 2390              Sub-Saharan Africa 2012
## 1916 2391              Sub-Saharan Africa 2012
## 1917 2392              Sub-Saharan Africa 2012
## 1918 2393              Sub-Saharan Africa 2012
## 1919 2394              Sub-Saharan Africa 2012
## 1920 2395              Sub-Saharan Africa 2012
## 1921 2396              Sub-Saharan Africa 2012
## 1922 2397              Sub-Saharan Africa 2012
## 1923 2398              Sub-Saharan Africa 2012
## 1924 2399              Sub-Saharan Africa 2012
## 1925 2400              Sub-Saharan Africa 2012
## 1926 2401              Sub-Saharan Africa 2012
## 1927 2403              Sub-Saharan Africa 2012
## 1928 2405              Sub-Saharan Africa 2012
## 1929 2406              Sub-Saharan Africa 2012
## 1930 2407              Sub-Saharan Africa 2012
## 1931 2408              Sub-Saharan Africa 2012
## 1932 2409              Sub-Saharan Africa 2012
## 1933 2410              Sub-Saharan Africa 2013
## 1934 2411              Sub-Saharan Africa 2013
## 1935 2412              Sub-Saharan Africa 2013
## 1936 2413              Sub-Saharan Africa 2013
## 1937 2414              Sub-Saharan Africa 2013
## 1938 2415              Sub-Saharan Africa 2013
## 1939 2416              Sub-Saharan Africa 2013
## 1940 2417              Sub-Saharan Africa 2013
## 1941 2418              Sub-Saharan Africa 2013
## 1942 2419              Sub-Saharan Africa 2013
## 1943 2420              Sub-Saharan Africa 2013
## 1944 2421              Sub-Saharan Africa 2013
## 1945 2422              Sub-Saharan Africa 2013
## 1946 2424              Sub-Saharan Africa 2013
## 1947 2427              Sub-Saharan Africa 2013
## 1948 2428              Sub-Saharan Africa 2013
## 1949 2431              Sub-Saharan Africa 2013
## 1950 2433              Sub-Saharan Africa 2013
## 1951 2435              Sub-Saharan Africa 2013
## 1952 2437              Sub-Saharan Africa 2013
## 1953 2438              Sub-Saharan Africa 2013
## 1954 2439              Sub-Saharan Africa 2013
## 1955 2440              Sub-Saharan Africa 2013
## 1956 2441              Sub-Saharan Africa 2013
## 1957 2442              Sub-Saharan Africa 2013
## 1958 2443              Sub-Saharan Africa 2013
## 1959 2445              Sub-Saharan Africa 2013
## 1960 2446              Sub-Saharan Africa 2013
## 1961 2447              Sub-Saharan Africa 2013
## 1962 2448              Sub-Saharan Africa 2013
## 1963 2449              Sub-Saharan Africa 2013
## 1964 2450              Sub-Saharan Africa 2013
## 1965 2451              Sub-Saharan Africa 2013
## 1966 2452              Sub-Saharan Africa 2013
## 1967 2453              Sub-Saharan Africa 2013
## 1968 2454              Sub-Saharan Africa 2013
## 1969 2455              Sub-Saharan Africa 2013
## 1970 2457              Sub-Saharan Africa 2013
## 1971 2458              Sub-Saharan Africa 2014
## 1972 2459              Sub-Saharan Africa 2014
## 1973 2460              Sub-Saharan Africa 2014
## 1974 2462              Sub-Saharan Africa 2014
## 1975 2464              Sub-Saharan Africa 2014
## 1976 2465              Sub-Saharan Africa 2014
## 1977 2466              Sub-Saharan Africa 2014
## 1978 2468              Sub-Saharan Africa 2014
## 1979 2469              Sub-Saharan Africa 2014
## 1980 2470              Sub-Saharan Africa 2014
## 1981 2471              Sub-Saharan Africa 2014
## 1982 2472              Sub-Saharan Africa 2014
## 1983 2473              Sub-Saharan Africa 2014
## 1984 2474              Sub-Saharan Africa 2014
## 1985 2475              Sub-Saharan Africa 2014
## 1986 2476              Sub-Saharan Africa 2014
## 1987 2478              Sub-Saharan Africa 2014
## 1988 2479              Sub-Saharan Africa 2014
## 1989 2480              Sub-Saharan Africa 2014
## 1990 2481              Sub-Saharan Africa 2014
## 1991 2486              Sub-Saharan Africa 2014
## 1992 2487              Sub-Saharan Africa 2014
## 1993 2488              Sub-Saharan Africa 2014
## 1994 2489              Sub-Saharan Africa 2014
## 1995 2490              Sub-Saharan Africa 2014
## 1996 2491              Sub-Saharan Africa 2014
## 1997 2494              Sub-Saharan Africa 2014
## 1998 2495              Sub-Saharan Africa 2014
## 1999 2497              Sub-Saharan Africa 2014
## 2000 2498              Sub-Saharan Africa 2014
## 2001 2500              Sub-Saharan Africa 2014
## 2002 2502              Sub-Saharan Africa 2014
## 2003 2503              Sub-Saharan Africa 2014
## 2004 2504              Sub-Saharan Africa 2014
## 2005 2505              Sub-Saharan Africa 2014
## 2006 2506              Sub-Saharan Africa 2015
## 2007 2507              Sub-Saharan Africa 2015
## 2008 2508              Sub-Saharan Africa 2015
## 2009 2509              Sub-Saharan Africa 2015
## 2010 2510              Sub-Saharan Africa 2015
## 2011 2511              Sub-Saharan Africa 2015
## 2012 2514              Sub-Saharan Africa 2015
## 2013 2516              Sub-Saharan Africa 2015
## 2014 2517              Sub-Saharan Africa 2015
## 2015 2518              Sub-Saharan Africa 2015
## 2016 2519              Sub-Saharan Africa 2015
## 2017 2520              Sub-Saharan Africa 2015
## 2018 2521              Sub-Saharan Africa 2015
## 2019 2522              Sub-Saharan Africa 2015
## 2020 2523              Sub-Saharan Africa 2015
## 2021 2524              Sub-Saharan Africa 2015
## 2022 2525              Sub-Saharan Africa 2015
## 2023 2526              Sub-Saharan Africa 2015
## 2024 2527              Sub-Saharan Africa 2015
## 2025 2528              Sub-Saharan Africa 2015
## 2026 2529              Sub-Saharan Africa 2015
## 2027 2531              Sub-Saharan Africa 2015
## 2028 2532              Sub-Saharan Africa 2015
## 2029 2533              Sub-Saharan Africa 2015
## 2030 2534              Sub-Saharan Africa 2015
## 2031 2537              Sub-Saharan Africa 2015
## 2032 2538              Sub-Saharan Africa 2015
## 2033 2539              Sub-Saharan Africa 2015
## 2034 2540              Sub-Saharan Africa 2015
## 2035 2541              Sub-Saharan Africa 2015
## 2036 2542              Sub-Saharan Africa 2015
## 2037 2543              Sub-Saharan Africa 2015
## 2038 2544              Sub-Saharan Africa 2015
## 2039 2545              Sub-Saharan Africa 2015
## 2040 2546              Sub-Saharan Africa 2015
## 2041 2548              Sub-Saharan Africa 2015
## 2042 2551              Sub-Saharan Africa 2015
## 2043 2552              Sub-Saharan Africa 2015
## 2044 2553              Sub-Saharan Africa 2015
## 2045 2554                    Western Asia 2000
## 2046 2555                    Western Asia 2000
## 2047 2556                    Western Asia 2000
## 2048 2557                    Western Asia 2000
## 2049 2558                    Western Asia 2000
## 2050 2560                    Western Asia 2000
## 2051 2562                    Western Asia 2000
## 2052 2563                    Western Asia 2000
## 2053 2564                    Western Asia 2000
## 2054 2565                    Western Asia 2000
## 2055 2566                    Western Asia 2000
## 2056 2567                    Western Asia 2000
## 2057 2568                    Western Asia 2000
## 2058 2569                    Western Asia 2000
## 2059 2570                    Western Asia 2000
## 2060 2571                    Western Asia 2001
## 2061 2572                    Western Asia 2001
## 2062 2573                    Western Asia 2001
## 2063 2574                    Western Asia 2001
## 2064 2575                    Western Asia 2001
## 2065 2577                    Western Asia 2001
## 2066 2579                    Western Asia 2001
## 2067 2581                    Western Asia 2001
## 2068 2582                    Western Asia 2001
## 2069 2583                    Western Asia 2001
## 2070 2584                    Western Asia 2001
## 2071 2585                    Western Asia 2001
## 2072 2586                    Western Asia 2001
## 2073 2587                    Western Asia 2001
## 2074 2588                    Western Asia 2002
## 2075 2589                    Western Asia 2002
## 2076 2590                    Western Asia 2002
## 2077 2591                    Western Asia 2002
## 2078 2592                    Western Asia 2002
## 2079 2594                    Western Asia 2002
## 2080 2596                    Western Asia 2002
## 2081 2598                    Western Asia 2002
## 2082 2599                    Western Asia 2002
## 2083 2600                    Western Asia 2002
## 2084 2602                    Western Asia 2002
## 2085 2603                    Western Asia 2002
## 2086 2605                    Western Asia 2003
## 2087 2606                    Western Asia 2003
## 2088 2607                    Western Asia 2003
## 2089 2608                    Western Asia 2003
## 2090 2609                    Western Asia 2003
## 2091 2611                    Western Asia 2003
## 2092 2612                    Western Asia 2003
## 2093 2613                    Western Asia 2003
## 2094 2614                    Western Asia 2003
## 2095 2615                    Western Asia 2003
## 2096 2616                    Western Asia 2003
## 2097 2617                    Western Asia 2003
## 2098 2618                    Western Asia 2003
## 2099 2619                    Western Asia 2003
## 2100 2620                    Western Asia 2003
## 2101 2621                    Western Asia 2003
## 2102 2622                    Western Asia 2004
## 2103 2623                    Western Asia 2004
## 2104 2626                    Western Asia 2004
## 2105 2627                    Western Asia 2004
## 2106 2628                    Western Asia 2004
## 2107 2629                    Western Asia 2004
## 2108 2631                    Western Asia 2004
## 2109 2632                    Western Asia 2004
## 2110 2633                    Western Asia 2004
## 2111 2634                    Western Asia 2004
## 2112 2636                    Western Asia 2004
## 2113 2637                    Western Asia 2004
## 2114 2638                    Western Asia 2004
## 2115 2639                    Western Asia 2005
## 2116 2640                    Western Asia 2005
## 2117 2642                    Western Asia 2005
## 2118 2643                    Western Asia 2005
## 2119 2644                    Western Asia 2005
## 2120 2645                    Western Asia 2005
## 2121 2647                    Western Asia 2005
## 2122 2648                    Western Asia 2005
## 2123 2649                    Western Asia 2005
## 2124 2650                    Western Asia 2005
## 2125 2651                    Western Asia 2005
## 2126 2653                    Western Asia 2005
## 2127 2654                    Western Asia 2005
## 2128 2655                    Western Asia 2005
## 2129 2656                    Western Asia 2006
## 2130 2657                    Western Asia 2006
## 2131 2659                    Western Asia 2006
## 2132 2660                    Western Asia 2006
## 2133 2663                    Western Asia 2006
## 2134 2664                    Western Asia 2006
## 2135 2665                    Western Asia 2006
## 2136 2666                    Western Asia 2006
## 2137 2669                    Western Asia 2006
## 2138 2670                    Western Asia 2006
## 2139 2671                    Western Asia 2006
## 2140 2674                    Western Asia 2007
## 2141 2675                    Western Asia 2007
## 2142 2676                    Western Asia 2007
## 2143 2677                    Western Asia 2007
## 2144 2679                    Western Asia 2007
## 2145 2680                    Western Asia 2007
## 2146 2681                    Western Asia 2007
## 2147 2682                    Western Asia 2007
## 2148 2683                    Western Asia 2007
## 2149 2685                    Western Asia 2007
## 2150 2686                    Western Asia 2007
## 2151 2687                    Western Asia 2007
## 2152 2688                    Western Asia 2007
## 2153 2689                    Western Asia 2007
## 2154 2691                    Western Asia 2008
## 2155 2692                    Western Asia 2008
## 2156 2694                    Western Asia 2008
## 2157 2695                    Western Asia 2008
## 2158 2699                    Western Asia 2008
## 2159 2700                    Western Asia 2008
## 2160 2701                    Western Asia 2008
## 2161 2702                    Western Asia 2008
## 2162 2703                    Western Asia 2008
## 2163 2704                    Western Asia 2008
## 2164 2705                    Western Asia 2008
## 2165 2706                    Western Asia 2008
## 2166 2708                    Western Asia 2009
## 2167 2709                    Western Asia 2009
## 2168 2710                    Western Asia 2009
## 2169 2711                    Western Asia 2009
## 2170 2712                    Western Asia 2009
## 2171 2713                    Western Asia 2009
## 2172 2714                    Western Asia 2009
## 2173 2715                    Western Asia 2009
## 2174 2716                    Western Asia 2009
## 2175 2717                    Western Asia 2009
## 2176 2718                    Western Asia 2009
## 2177 2719                    Western Asia 2009
## 2178 2721                    Western Asia 2009
## 2179 2722                    Western Asia 2009
## 2180 2723                    Western Asia 2009
## 2181 2724                    Western Asia 2010
## 2182 2725                    Western Asia 2010
## 2183 2726                    Western Asia 2010
## 2184 2727                    Western Asia 2010
## 2185 2728                    Western Asia 2010
## 2186 2729                    Western Asia 2010
## 2187 2730                    Western Asia 2010
## 2188 2731                    Western Asia 2010
## 2189 2733                    Western Asia 2010
## 2190 2734                    Western Asia 2010
## 2191 2735                    Western Asia 2010
## 2192 2736                    Western Asia 2010
## 2193 2737                    Western Asia 2010
## 2194 2742                    Western Asia 2011
## 2195 2743                    Western Asia 2011
## 2196 2744                    Western Asia 2011
## 2197 2745                    Western Asia 2011
## 2198 2746                    Western Asia 2011
## 2199 2747                    Western Asia 2011
## 2200 2748                    Western Asia 2011
## 2201 2749                    Western Asia 2011
## 2202 2750                    Western Asia 2011
## 2203 2751                    Western Asia 2011
## 2204 2752                    Western Asia 2011
## 2205 2753                    Western Asia 2011
## 2206 2754                    Western Asia 2011
## 2207 2756                    Western Asia 2011
## 2208 2758                    Western Asia 2012
## 2209 2759                    Western Asia 2012
## 2210 2760                    Western Asia 2012
## 2211 2762                    Western Asia 2012
## 2212 2764                    Western Asia 2012
## 2213 2765                    Western Asia 2012
## 2214 2766                    Western Asia 2012
## 2215 2767                    Western Asia 2012
## 2216 2769                    Western Asia 2012
## 2217 2770                    Western Asia 2012
## 2218 2772                    Western Asia 2012
## 2219 2774                    Western Asia 2012
## 2220 2775                    Western Asia 2013
## 2221 2776                    Western Asia 2013
## 2222 2777                    Western Asia 2013
## 2223 2778                    Western Asia 2013
## 2224 2780                    Western Asia 2013
## 2225 2782                    Western Asia 2013
## 2226 2784                    Western Asia 2013
## 2227 2786                    Western Asia 2013
## 2228 2787                    Western Asia 2013
## 2229 2788                    Western Asia 2013
## 2230 2789                    Western Asia 2013
## 2231 2790                    Western Asia 2013
## 2232 2791                    Western Asia 2013
## 2233 2794                    Western Asia 2014
## 2234 2795                    Western Asia 2014
## 2235 2797                    Western Asia 2014
## 2236 2799                    Western Asia 2014
## 2237 2800                    Western Asia 2014
## 2238 2801                    Western Asia 2014
## 2239 2805                    Western Asia 2014
## 2240 2807                    Western Asia 2014
## 2241 2808                    Western Asia 2014
## 2242 2809                    Western Asia 2015
## 2243 2810                    Western Asia 2015
## 2244 2811                    Western Asia 2015
## 2245 2812                    Western Asia 2015
## 2246 2813                    Western Asia 2015
## 2247 2814                    Western Asia 2015
## 2248 2815                    Western Asia 2015
## 2249 2818                    Western Asia 2015
## 2250 2819                    Western Asia 2015
## 2251 2821                    Western Asia 2015
## 2252 2822                    Western Asia 2015
## 2253 2823                    Western Asia 2015
## 2254 2824                    Western Asia 2015
## 2255 2825                    Western Asia 2015
## 2256 2826                  Western Europe 2000
## 2257 2827                  Western Europe 2000
## 2258 2828                  Western Europe 2000
## 2259 2829                  Western Europe 2000
## 2260 2831                  Western Europe 2000
## 2261 2832                  Western Europe 2000
## 2262 2833                  Western Europe 2001
## 2263 2834                  Western Europe 2001
## 2264 2835                  Western Europe 2001
## 2265 2836                  Western Europe 2001
## 2266 2837                  Western Europe 2001
## 2267 2838                  Western Europe 2001
## 2268 2839                  Western Europe 2001
## 2269 2840                  Western Europe 2002
## 2270 2842                  Western Europe 2002
## 2271 2843                  Western Europe 2002
## 2272 2844                  Western Europe 2002
## 2273 2845                  Western Europe 2002
## 2274 2846                  Western Europe 2002
## 2275 2847                  Western Europe 2003
## 2276 2848                  Western Europe 2003
## 2277 2850                  Western Europe 2003
## 2278 2853                  Western Europe 2003
## 2279 2854                  Western Europe 2004
## 2280 2855                  Western Europe 2004
## 2281 2856                  Western Europe 2004
## 2282 2857                  Western Europe 2004
## 2283 2859                  Western Europe 2004
## 2284 2860                  Western Europe 2004
## 2285 2861                  Western Europe 2005
## 2286 2862                  Western Europe 2005
## 2287 2863                  Western Europe 2005
## 2288 2864                  Western Europe 2005
## 2289 2865                  Western Europe 2005
## 2290 2866                  Western Europe 2005
## 2291 2867                  Western Europe 2005
## 2292 2868                  Western Europe 2006
## 2293 2869                  Western Europe 2006
## 2294 2870                  Western Europe 2006
## 2295 2871                  Western Europe 2006
## 2296 2872                  Western Europe 2006
## 2297 2873                  Western Europe 2006
## 2298 2874                  Western Europe 2006
## 2299 2875                  Western Europe 2007
## 2300 2876                  Western Europe 2007
## 2301 2877                  Western Europe 2007
## 2302 2878                  Western Europe 2007
## 2303 2879                  Western Europe 2007
## 2304 2880                  Western Europe 2007
## 2305 2881                  Western Europe 2007
## 2306 2882                  Western Europe 2008
## 2307 2884                  Western Europe 2008
## 2308 2885                  Western Europe 2008
## 2309 2886                  Western Europe 2008
## 2310 2887                  Western Europe 2008
## 2311 2889                  Western Europe 2009
## 2312 2890                  Western Europe 2009
## 2313 2891                  Western Europe 2009
## 2314 2893                  Western Europe 2009
## 2315 2894                  Western Europe 2009
## 2316 2895                  Western Europe 2009
## 2317 2898                  Western Europe 2010
## 2318 2901                  Western Europe 2010
## 2319 2902                  Western Europe 2010
## 2320 2903                  Western Europe 2011
## 2321 2904                  Western Europe 2011
## 2322 2905                  Western Europe 2011
## 2323 2906                  Western Europe 2011
## 2324 2908                  Western Europe 2011
## 2325 2909                  Western Europe 2011
## 2326 2910                  Western Europe 2012
## 2327 2911                  Western Europe 2012
## 2328 2912                  Western Europe 2012
## 2329 2913                  Western Europe 2012
## 2330 2914                  Western Europe 2012
## 2331 2915                  Western Europe 2012
## 2332 2916                  Western Europe 2012
## 2333 2917                  Western Europe 2013
## 2334 2918                  Western Europe 2013
## 2335 2919                  Western Europe 2013
## 2336 2920                  Western Europe 2013
## 2337 2922                  Western Europe 2013
## 2338 2924                  Western Europe 2013
## 2339 2925                  Western Europe 2014
## 2340 2926                  Western Europe 2014
## 2341 2927                  Western Europe 2014
## 2342 2928                  Western Europe 2014
## 2343 2929                  Western Europe 2014
## 2344 2930                  Western Europe 2014
## 2345 2931                  Western Europe 2014
## 2346 2933                  Western Europe 2015
## 2347 2934                  Western Europe 2015
## 2348 2935                  Western Europe 2015
## 2349 2937                  Western Europe 2015
## 2350 2938                  Western Europe 2015
##                                                   Country     Status
## 1                                             New Zealand  Developed
## 2                                               Australia  Developed
## 3                                               Australia  Developed
## 4                                             New Zealand  Developed
## 5                                             New Zealand  Developed
## 6                                               Australia  Developed
## 7                                               Australia  Developed
## 8                                             New Zealand  Developed
## 9                                               Australia  Developed
## 10                                            New Zealand  Developed
## 11                                            New Zealand  Developed
## 12                                              Australia  Developed
## 13                                            New Zealand  Developed
## 14                                              Australia  Developed
## 15                                              Australia  Developed
## 16                                              Australia  Developed
## 17                                            New Zealand  Developed
## 18                                            New Zealand  Developed
## 19                                              Australia  Developed
## 20                                            New Zealand  Developed
## 21                                            New Zealand  Developed
## 22                                              Australia  Developed
## 23                                            New Zealand  Developed
## 24                                              Australia  Developed
## 25                                            New Zealand  Developed
## 26                                            New Zealand  Developed
## 27                                              Australia  Developed
## 28                                             Kyrgyzstan Developing
## 29                                           Turkmenistan Developing
## 30                                             Kazakhstan Developing
## 31                                             Tajikistan Developing
## 32                                             Kazakhstan Developing
## 33                                             Tajikistan Developing
## 34                                           Turkmenistan Developing
## 35                                             Uzbekistan Developing
## 36                                             Uzbekistan Developing
## 37                                           Turkmenistan Developing
## 38                                             Tajikistan Developing
## 39                                             Uzbekistan Developing
## 40                                             Kyrgyzstan Developing
## 41                                             Kazakhstan Developing
## 42                                           Turkmenistan Developing
## 43                                             Kyrgyzstan Developing
## 44                                             Tajikistan Developing
## 45                                           Turkmenistan Developing
## 46                                             Kazakhstan Developing
## 47                                             Tajikistan Developing
## 48                                             Kyrgyzstan Developing
## 49                                             Uzbekistan Developing
## 50                                             Tajikistan Developing
## 51                                             Kazakhstan Developing
## 52                                           Turkmenistan Developing
## 53                                           Turkmenistan Developing
## 54                                             Kyrgyzstan Developing
## 55                                             Kazakhstan Developing
## 56                                             Uzbekistan Developing
## 57                                             Tajikistan Developing
## 58                                             Uzbekistan Developing
## 59                                             Kazakhstan Developing
## 60                                             Kyrgyzstan Developing
## 61                                             Tajikistan Developing
## 62                                           Turkmenistan Developing
## 63                                             Kazakhstan Developing
## 64                                             Kyrgyzstan Developing
## 65                                           Turkmenistan Developing
## 66                                             Tajikistan Developing
## 67                                             Uzbekistan Developing
## 68                                           Turkmenistan Developing
## 69                                             Tajikistan Developing
## 70                                             Kyrgyzstan Developing
## 71                                             Uzbekistan Developing
## 72                                           Turkmenistan Developing
## 73                                             Kazakhstan Developing
## 74                                             Kyrgyzstan Developing
## 75                                           Turkmenistan Developing
## 76                                             Kazakhstan Developing
## 77                                             Tajikistan Developing
## 78                                             Uzbekistan Developing
## 79                                             Kyrgyzstan Developing
## 80                                           Turkmenistan Developing
## 81                                             Uzbekistan Developing
## 82                                             Kazakhstan Developing
## 83                                             Uzbekistan Developing
## 84                                             Tajikistan Developing
## 85                                             Kazakhstan Developing
## 86                                           Turkmenistan Developing
## 87                                             Kyrgyzstan Developing
## 88                                             Uzbekistan Developing
## 89                                                  China Developing
## 90                                      Republic of Korea Developing
## 91                                                  Japan  Developed
## 92                                               Mongolia Developing
## 93                                                  China Developing
## 94                                                  Japan  Developed
## 95                                      Republic of Korea Developing
## 96                                      Republic of Korea Developing
## 97                                               Mongolia Developing
## 98                                                  Japan  Developed
## 99                                               Mongolia Developing
## 100                                                 China Developing
## 101                 Democratic People's Republic of Korea Developing
## 102                                     Republic of Korea Developing
## 103                 Democratic People's Republic of Korea Developing
## 104                                                 Japan  Developed
## 105                                              Mongolia Developing
## 106                                     Republic of Korea Developing
## 107                                              Mongolia Developing
## 108                                                 Japan  Developed
## 109                 Democratic People's Republic of Korea Developing
## 110                                                 Japan  Developed
## 111                                              Mongolia Developing
## 112                                     Republic of Korea Developing
## 113                                                 China Developing
## 114                 Democratic People's Republic of Korea Developing
## 115                 Democratic People's Republic of Korea Developing
## 116                                              Mongolia Developing
## 117                                     Republic of Korea Developing
## 118                                     Republic of Korea Developing
## 119                                                 Japan  Developed
## 120                                                 China Developing
## 121                 Democratic People's Republic of Korea Developing
## 122                                              Mongolia Developing
## 123                                                 Japan  Developed
## 124                 Democratic People's Republic of Korea Developing
## 125                                              Mongolia Developing
## 126                                                 Japan  Developed
## 127                                     Republic of Korea Developing
## 128                                              Mongolia Developing
## 129                 Democratic People's Republic of Korea Developing
## 130                                                 China Developing
## 131                                     Republic of Korea Developing
## 132                                                 Japan  Developed
## 133                                                 China Developing
## 134                                              Mongolia Developing
## 135                                     Republic of Korea Developing
## 136                 Democratic People's Republic of Korea Developing
## 137                                                 Japan  Developed
## 138                                                 China Developing
## 139                                              Mongolia Developing
## 140                                                 Japan  Developed
## 141                                     Republic of Korea Developing
## 142                 Democratic People's Republic of Korea Developing
## 143                                                 Japan  Developed
## 144                                     Republic of Korea Developing
## 145                                              Mongolia Developing
## 146                                                 China Developing
## 147                 Democratic People's Republic of Korea Developing
## 148                                                 China Developing
## 149                                              Mongolia Developing
## 150                                     Republic of Korea Developing
## 151                                                 Japan  Developed
## 152                                               Czechia  Developed
## 153                                                Poland  Developed
## 154                                               Hungary  Developed
## 155                                    Russian Federation Developing
## 156                                   Republic of Moldova Developing
## 157                                               Ukraine Developing
## 158                                              Slovakia  Developed
## 159                                               Belarus Developing
## 160                                              Bulgaria  Developed
## 161                                               Romania  Developed
## 162                                    Russian Federation Developing
## 163                                               Romania  Developed
## 164                                   Republic of Moldova Developing
## 165                                               Belarus Developing
## 166                                               Czechia  Developed
## 167                                               Ukraine Developing
## 168                                              Bulgaria  Developed
## 169                                                Poland  Developed
## 170                                               Hungary  Developed
## 171                                              Slovakia  Developed
## 172                                   Republic of Moldova Developing
## 173                                              Slovakia  Developed
## 174                                               Czechia  Developed
## 175                                               Ukraine Developing
## 176                                               Belarus Developing
## 177                                                Poland  Developed
## 178                                               Romania  Developed
## 179                                               Belarus Developing
## 180                                               Ukraine Developing
## 181                                               Czechia  Developed
## 182                                               Hungary  Developed
## 183                                              Slovakia  Developed
## 184                                               Romania  Developed
## 185                                              Bulgaria  Developed
## 186                                    Russian Federation Developing
## 187                                   Republic of Moldova Developing
## 188                                                Poland  Developed
## 189                                               Belarus Developing
## 190                                              Bulgaria  Developed
## 191                                    Russian Federation Developing
## 192                                               Hungary  Developed
## 193                                              Slovakia  Developed
## 194                                   Republic of Moldova Developing
## 195                                               Romania  Developed
## 196                                               Ukraine Developing
## 197                                                Poland  Developed
## 198                                               Czechia  Developed
## 199                                              Slovakia  Developed
## 200                                              Bulgaria  Developed
## 201                                                Poland  Developed
## 202                                               Hungary  Developed
## 203                                               Ukraine Developing
## 204                                    Russian Federation Developing
## 205                                               Romania  Developed
## 206                                               Hungary  Developed
## 207                                               Belarus Developing
## 208                                   Republic of Moldova Developing
## 209                                              Slovakia  Developed
## 210                                                Poland  Developed
## 211                                               Ukraine Developing
## 212                                               Czechia  Developed
## 213                                    Russian Federation Developing
## 214                                              Bulgaria  Developed
## 215                                   Republic of Moldova Developing
## 216                                               Czechia  Developed
## 217                                              Bulgaria  Developed
## 218                                               Romania  Developed
## 219                                                Poland  Developed
## 220                                               Belarus Developing
## 221                                              Slovakia  Developed
## 222                                    Russian Federation Developing
## 223                                               Ukraine Developing
## 224                                              Bulgaria  Developed
## 225                                               Belarus Developing
## 226                                               Hungary  Developed
## 227                                              Slovakia  Developed
## 228                                               Romania  Developed
## 229                                                Poland  Developed
## 230                                    Russian Federation Developing
## 231                                               Hungary  Developed
## 232                                                Poland  Developed
## 233                                              Bulgaria  Developed
## 234                                               Czechia  Developed
## 235                                              Slovakia  Developed
## 236                                   Republic of Moldova Developing
## 237                                               Ukraine Developing
## 238                                    Russian Federation Developing
## 239                                               Ukraine Developing
## 240                                               Belarus Developing
## 241                                               Hungary  Developed
## 242                                              Slovakia  Developed
## 243                                               Romania  Developed
## 244                                   Republic of Moldova Developing
## 245                                              Bulgaria  Developed
## 246                                    Russian Federation Developing
## 247                                               Romania  Developed
## 248                                              Slovakia  Developed
## 249                                                Poland  Developed
## 250                                               Ukraine Developing
## 251                                               Belarus Developing
## 252                                   Republic of Moldova Developing
## 253                                               Czechia  Developed
## 254                                               Hungary  Developed
## 255                                               Belarus Developing
## 256                                              Slovakia  Developed
## 257                                               Czechia  Developed
## 258                                               Ukraine Developing
## 259                                   Republic of Moldova Developing
## 260                                               Hungary  Developed
## 261                                               Czechia  Developed
## 262                                   Republic of Moldova Developing
## 263                                    Russian Federation Developing
## 264                                               Ukraine Developing
## 265                                               Belarus Developing
## 266                                              Bulgaria  Developed
## 267                                                Poland  Developed
## 268                                               Romania  Developed
## 269                                    Russian Federation Developing
## 270                                               Romania  Developed
## 271                                                Poland  Developed
## 272                                              Bulgaria  Developed
## 273                                               Hungary  Developed
## 274                                   Republic of Moldova Developing
## 275                                               Ukraine Developing
## 276                                               Hungary  Developed
## 277                                               Czechia  Developed
## 278                                              Slovakia  Developed
## 279                                   Republic of Moldova Developing
## 280                                    Russian Federation Developing
## 281                                                Poland  Developed
## 282                                               Romania  Developed
## 283                                               Belarus Developing
## 284                                           El Salvador Developing
## 285                                                 Haiti Developing
## 286                                                  Cuba Developing
## 287                                              Colombia Developing
## 288                                                Belize Developing
## 289                                              Suriname Developing
## 290                                              Paraguay Developing
## 291                                              Barbados Developing
## 292                                               Jamaica Developing
## 293                                             Nicaragua Developing
## 294                                   Trinidad and Tobago Developing
## 295                                           Saint Lucia Developing
## 296                                   Antigua and Barbuda Developing
## 297                    Venezuela (Bolivarian Republic of) Developing
## 298                                              Honduras Developing
## 299                                               Grenada Developing
## 300                                                  Peru Developing
## 301                                                 Chile Developing
## 302                                             Guatemala Developing
## 303                                                Brazil Developing
## 304                      Bolivia (Plurinational State of) Developing
## 305                                               Ecuador Developing
## 306                                                Panama Developing
## 307                                              Barbados Developing
## 308                                               Uruguay Developing
## 309                                              Paraguay Developing
## 310                                             Argentina Developing
## 311                                   Antigua and Barbuda Developing
## 312                                                Belize Developing
## 313                                           El Salvador Developing
## 314                                                 Haiti Developing
## 315                                                Guyana Developing
## 316                                             Guatemala Developing
## 317                                               Jamaica Developing
## 318                                              Colombia Developing
## 319                                                Mexico Developing
## 320                      Saint Vincent and the Grenadines Developing
## 321                                                 Chile Developing
## 322                                   Trinidad and Tobago Developing
## 323                                            Costa Rica Developing
## 324                                               Grenada Developing
## 325                                             Nicaragua Developing
## 326                    Venezuela (Bolivarian Republic of) Developing
## 327                                                  Peru Developing
## 328                                           Saint Lucia Developing
## 329                                    Dominican Republic Developing
## 330                                              Honduras Developing
## 331                                               Jamaica Developing
## 332                                                Belize Developing
## 333                                                Guyana Developing
## 334                                           El Salvador Developing
## 335                                              Barbados Developing
## 336                                              Paraguay Developing
## 337                                                Panama Developing
## 338                                                 Chile Developing
## 339                                             Argentina Developing
## 340                                                Mexico Developing
## 341                                              Suriname Developing
## 342                                               Uruguay Developing
## 343                                            Costa Rica Developing
## 344                                              Colombia Developing
## 345                                                Brazil Developing
## 346                      Saint Vincent and the Grenadines Developing
## 347                                               Grenada Developing
## 348                                             Nicaragua Developing
## 349                                           Saint Lucia Developing
## 350                                                 Haiti Developing
## 351                                              Honduras Developing
## 352                                                  Peru Developing
## 353                                               Ecuador Developing
## 354                    Venezuela (Bolivarian Republic of) Developing
## 355                      Bolivia (Plurinational State of) Developing
## 356                                               Grenada Developing
## 357                                                  Cuba Developing
## 358                                            Costa Rica Developing
## 359                                               Jamaica Developing
## 360                                                Belize Developing
## 361                                                Panama Developing
## 362                                                Guyana Developing
## 363                                             Guatemala Developing
## 364                                              Honduras Developing
## 365                                              Barbados Developing
## 366                                                Mexico Developing
## 367                                               Ecuador Developing
## 368                                                 Chile Developing
## 369                                             Argentina Developing
## 370                                               Bahamas Developing
## 371                                                  Peru Developing
## 372                                              Suriname Developing
## 373                                             Nicaragua Developing
## 374                                   Antigua and Barbuda Developing
## 375                                              Colombia Developing
## 376                    Venezuela (Bolivarian Republic of) Developing
## 377                                    Dominican Republic Developing
## 378                      Saint Vincent and the Grenadines Developing
## 379                                   Trinidad and Tobago Developing
## 380                                               Jamaica Developing
## 381                                                 Chile Developing
## 382                                                Guyana Developing
## 383                                             Nicaragua Developing
## 384                                                Brazil Developing
## 385                                              Barbados Developing
## 386                                              Honduras Developing
## 387                                           Saint Lucia Developing
## 388                                   Antigua and Barbuda Developing
## 389                      Bolivia (Plurinational State of) Developing
## 390                                                Mexico Developing
## 391                                                Belize Developing
## 392                                              Suriname Developing
## 393                                             Guatemala Developing
## 394                                               Grenada Developing
## 395                                               Uruguay Developing
## 396                                    Dominican Republic Developing
## 397                      Saint Vincent and the Grenadines Developing
## 398                                            Costa Rica Developing
## 399                                                 Haiti Developing
## 400                                             Nicaragua Developing
## 401                                               Ecuador Developing
## 402                                              Honduras Developing
## 403                                           El Salvador Developing
## 404                                               Bahamas Developing
## 405                                            Costa Rica Developing
## 406                                                Mexico Developing
## 407                                    Dominican Republic Developing
## 408                    Venezuela (Bolivarian Republic of) Developing
## 409                                   Trinidad and Tobago Developing
## 410                      Bolivia (Plurinational State of) Developing
## 411                                           Saint Lucia Developing
## 412                                             Guatemala Developing
## 413                                                  Peru Developing
## 414                                                Brazil Developing
## 415                                              Barbados Developing
## 416                                               Jamaica Developing
## 417                                                 Haiti Developing
## 418                                             Argentina Developing
## 419                                                Guyana Developing
## 420                                              Paraguay Developing
## 421                      Saint Vincent and the Grenadines Developing
## 422                                              Colombia Developing
## 423                                               Uruguay Developing
## 424                                               Uruguay Developing
## 425                                                 Haiti Developing
## 426                                              Honduras Developing
## 427                                                Panama Developing
## 428                                    Dominican Republic Developing
## 429                                             Nicaragua Developing
## 430                                   Trinidad and Tobago Developing
## 431                                               Bahamas Developing
## 432                      Bolivia (Plurinational State of) Developing
## 433                                               Jamaica Developing
## 434                                           Saint Lucia Developing
## 435                                                  Peru Developing
## 436                                              Barbados Developing
## 437                                                Brazil Developing
## 438                                               Grenada Developing
## 439                                                Guyana Developing
## 440                                                Mexico Developing
## 441                                                  Cuba Developing
## 442                                             Argentina Developing
## 443                                            Costa Rica Developing
## 444                                   Antigua and Barbuda Developing
## 445                                              Paraguay Developing
## 446                                             Guatemala Developing
## 447                                                Belize Developing
## 448                                              Colombia Developing
## 449                    Venezuela (Bolivarian Republic of) Developing
## 450                                                 Chile Developing
## 451                                             Argentina Developing
## 452                                                 Chile Developing
## 453                                            Costa Rica Developing
## 454                                    Dominican Republic Developing
## 455                                                Brazil Developing
## 456                                           Saint Lucia Developing
## 457                                              Suriname Developing
## 458                      Bolivia (Plurinational State of) Developing
## 459                                                Panama Developing
## 460                                                  Cuba Developing
## 461                                           El Salvador Developing
## 462                                              Honduras Developing
## 463                                               Bahamas Developing
## 464                                                Belize Developing
## 465                                              Paraguay Developing
## 466                                               Jamaica Developing
## 467                                                Guyana Developing
## 468                                              Colombia Developing
## 469                                   Antigua and Barbuda Developing
## 470                                                Mexico Developing
## 471                                                 Haiti Developing
## 472                                             Nicaragua Developing
## 473                                             Guatemala Developing
## 474                    Venezuela (Bolivarian Republic of) Developing
## 475                      Bolivia (Plurinational State of) Developing
## 476                                              Colombia Developing
## 477                                   Antigua and Barbuda Developing
## 478                      Saint Vincent and the Grenadines Developing
## 479                                               Uruguay Developing
## 480                                                Mexico Developing
## 481                                                 Chile Developing
## 482                                                  Peru Developing
## 483                                             Argentina Developing
## 484                                           El Salvador Developing
## 485                                           Saint Lucia Developing
## 486                                               Ecuador Developing
## 487                                             Nicaragua Developing
## 488                                                  Cuba Developing
## 489                                              Paraguay Developing
## 490                                            Costa Rica Developing
## 491                                                Belize Developing
## 492                                               Grenada Developing
## 493                                              Barbados Developing
## 494                                                Brazil Developing
## 495                                    Dominican Republic Developing
## 496                                             Guatemala Developing
## 497                                              Suriname Developing
## 498                                               Bahamas Developing
## 499                                              Honduras Developing
## 500                                                 Haiti Developing
## 501                                               Jamaica Developing
## 502                    Venezuela (Bolivarian Republic of) Developing
## 503                                               Ecuador Developing
## 504                                                 Haiti Developing
## 505                                   Antigua and Barbuda Developing
## 506                                                  Peru Developing
## 507                                                Panama Developing
## 508                      Bolivia (Plurinational State of) Developing
## 509                                              Honduras Developing
## 510                                           Saint Lucia Developing
## 511                                    Dominican Republic Developing
## 512                                             Guatemala Developing
## 513                                              Suriname Developing
## 514                                                Mexico Developing
## 515                                            Costa Rica Developing
## 516                    Venezuela (Bolivarian Republic of) Developing
## 517                                               Grenada Developing
## 518                                             Nicaragua Developing
## 519                                               Bahamas Developing
## 520                                               Uruguay Developing
## 521                      Saint Vincent and the Grenadines Developing
## 522                                           El Salvador Developing
## 523                                                Guyana Developing
## 524                                              Paraguay Developing
## 525                                             Argentina Developing
## 526                                               Jamaica Developing
## 527                                                  Cuba Developing
## 528                                                Belize Developing
## 529                                               Ecuador Developing
## 530                                             Guatemala Developing
## 531                                                Mexico Developing
## 532                                                  Peru Developing
## 533                    Venezuela (Bolivarian Republic of) Developing
## 534                                                 Chile Developing
## 535                                               Jamaica Developing
## 536                                                 Haiti Developing
## 537                                                  Cuba Developing
## 538                                           Saint Lucia Developing
## 539                                             Nicaragua Developing
## 540                                           El Salvador Developing
## 541                                   Antigua and Barbuda Developing
## 542                                            Costa Rica Developing
## 543                                               Uruguay Developing
## 544                                                Panama Developing
## 545                                              Suriname Developing
## 546                                    Dominican Republic Developing
## 547                                               Bahamas Developing
## 548                                              Barbados Developing
## 549                      Saint Vincent and the Grenadines Developing
## 550                                              Paraguay Developing
## 551                      Bolivia (Plurinational State of) Developing
## 552                                                Belize Developing
## 553                                               Grenada Developing
## 554                                                Brazil Developing
## 555                                   Trinidad and Tobago Developing
## 556                                                Mexico Developing
## 557                    Venezuela (Bolivarian Republic of) Developing
## 558                                              Barbados Developing
## 559                                                Panama Developing
## 560                                           Saint Lucia Developing
## 561                                   Antigua and Barbuda Developing
## 562                                                  Peru Developing
## 563                                                 Chile Developing
## 564                                               Bahamas Developing
## 565                                            Costa Rica Developing
## 566                      Saint Vincent and the Grenadines Developing
## 567                                              Paraguay Developing
## 568                                                Guyana Developing
## 569                                             Argentina Developing
## 570                                                Brazil Developing
## 571                                    Dominican Republic Developing
## 572                                             Nicaragua Developing
## 573                                               Jamaica Developing
## 574                                              Suriname Developing
## 575                                              Honduras Developing
## 576                                               Uruguay Developing
## 577                                              Colombia Developing
## 578                      Bolivia (Plurinational State of) Developing
## 579                                           El Salvador Developing
## 580                                                 Haiti Developing
## 581                      Bolivia (Plurinational State of) Developing
## 582                                               Uruguay Developing
## 583                                              Colombia Developing
## 584                                           El Salvador Developing
## 585                                              Paraguay Developing
## 586                                               Ecuador Developing
## 587                                               Bahamas Developing
## 588                    Venezuela (Bolivarian Republic of) Developing
## 589                                                Mexico Developing
## 590                                           Saint Lucia Developing
## 591                                             Guatemala Developing
## 592                                   Trinidad and Tobago Developing
## 593                                                  Cuba Developing
## 594                                              Suriname Developing
## 595                                                Brazil Developing
## 596                                                Guyana Developing
## 597                                              Honduras Developing
## 598                                             Argentina Developing
## 599                                                Panama Developing
## 600                                             Nicaragua Developing
## 601                                                Belize Developing
## 602                                                 Haiti Developing
## 603                                            Costa Rica Developing
## 604                                   Trinidad and Tobago Developing
## 605                                                  Peru Developing
## 606                                   Antigua and Barbuda Developing
## 607                                                 Haiti Developing
## 608                      Saint Vincent and the Grenadines Developing
## 609                                           El Salvador Developing
## 610                                 Saint Kitts and Nevis Developing
## 611                    Venezuela (Bolivarian Republic of) Developing
## 612                                           Saint Lucia Developing
## 613                                                 Chile Developing
## 614                                               Grenada Developing
## 615                      Bolivia (Plurinational State of) Developing
## 616                                                Mexico Developing
## 617                                    Dominican Republic Developing
## 618                                                Brazil Developing
## 619                                              Paraguay Developing
## 620                                               Ecuador Developing
## 621                                              Barbados Developing
## 622                                              Dominica Developing
## 623                                             Argentina Developing
## 624                                                Guyana Developing
## 625                                                  Cuba Developing
## 626                                              Honduras Developing
## 627                                               Bahamas Developing
## 628                                                Belize Developing
## 629                                             Nicaragua Developing
## 630                                               Jamaica Developing
## 631                                             Guatemala Developing
## 632                                              Suriname Developing
## 633                                              Paraguay Developing
## 634                                               Uruguay Developing
## 635                                   Antigua and Barbuda Developing
## 636                                           Saint Lucia Developing
## 637                      Bolivia (Plurinational State of) Developing
## 638                                   Trinidad and Tobago Developing
## 639                                                  Peru Developing
## 640                                                Brazil Developing
## 641                    Venezuela (Bolivarian Republic of) Developing
## 642                                                Guyana Developing
## 643                      Saint Vincent and the Grenadines Developing
## 644                                               Grenada Developing
## 645                                              Honduras Developing
## 646                                                  Cuba Developing
## 647                                               Bahamas Developing
## 648                                    Dominican Republic Developing
## 649                                           El Salvador Developing
## 650                                             Guatemala Developing
## 651                                                Belize Developing
## 652                                               Ecuador Developing
## 653                                                Panama Developing
## 654                                              Barbados Developing
## 655                                               Jamaica Developing
## 656                                              Suriname Developing
## 657                                                 Chile Developing
## 658                                                Mexico Developing
## 659                                                  Peru Developing
## 660                                                Panama Developing
## 661                                               Grenada Developing
## 662                                                Brazil Developing
## 663                                                 Haiti Developing
## 664                                                Belize Developing
## 665                                    Dominican Republic Developing
## 666                      Saint Vincent and the Grenadines Developing
## 667                                                  Cuba Developing
## 668                                                Mexico Developing
## 669                                              Colombia Developing
## 670                                              Paraguay Developing
## 671                                                Guyana Developing
## 672                                             Nicaragua Developing
## 673                                   Antigua and Barbuda Developing
## 674                                               Jamaica Developing
## 675                                               Uruguay Developing
## 676                                                 Chile Developing
## 677                                           El Salvador Developing
## 678                                              Suriname Developing
## 679                    Venezuela (Bolivarian Republic of) Developing
## 680                                             Guatemala Developing
## 681                                              Barbados Developing
## 682                      Bolivia (Plurinational State of) Developing
## 683                                               Ecuador Developing
## 684                                             Argentina Developing
## 685                                           Saint Lucia Developing
## 686                                               Vanuatu Developing
## 687                                       Solomon Islands Developing
## 688                                      Papua New Guinea Developing
## 689                                      Papua New Guinea Developing
## 690                                               Vanuatu Developing
## 691                                       Solomon Islands Developing
## 692                                               Vanuatu Developing
## 693                                       Solomon Islands Developing
## 694                                                  Fiji Developing
## 695                                      Papua New Guinea Developing
## 696                                       Solomon Islands Developing
## 697                                               Vanuatu Developing
## 698                                                  Fiji Developing
## 699                                      Papua New Guinea Developing
## 700                                                  Fiji Developing
## 701                                       Solomon Islands Developing
## 702                                      Papua New Guinea Developing
## 703                                               Vanuatu Developing
## 704                                                  Fiji Developing
## 705                                       Solomon Islands Developing
## 706                                                  Fiji Developing
## 707                                               Vanuatu Developing
## 708                                       Solomon Islands Developing
## 709                                               Vanuatu Developing
## 710                                      Papua New Guinea Developing
## 711                                                  Fiji Developing
## 712                                                  Fiji Developing
## 713                                               Vanuatu Developing
## 714                                       Solomon Islands Developing
## 715                                      Papua New Guinea Developing
## 716                                                  Fiji Developing
## 717                                               Vanuatu Developing
## 718                                      Papua New Guinea Developing
## 719                                       Solomon Islands Developing
## 720                                                  Fiji Developing
## 721                                      Papua New Guinea Developing
## 722                                       Solomon Islands Developing
## 723                                                  Fiji Developing
## 724                                               Vanuatu Developing
## 725                                      Papua New Guinea Developing
## 726                                       Solomon Islands Developing
## 727                                                  Fiji Developing
## 728                                      Papua New Guinea Developing
## 729                                       Solomon Islands Developing
## 730                                               Vanuatu Developing
## 731                                               Vanuatu Developing
## 732                                      Papua New Guinea Developing
## 733                                       Solomon Islands Developing
## 734                                                  Fiji Developing
## 735                                                  Fiji Developing
## 736                                      Papua New Guinea Developing
## 737                                       Solomon Islands Developing
## 738                                      Papua New Guinea Developing
## 739                                               Vanuatu Developing
## 740                                       Solomon Islands Developing
## 741                                              Kiribati Developing
## 742                      Micronesia (Federated States of) Developing
## 743                                              Kiribati Developing
## 744                      Micronesia (Federated States of) Developing
## 745                                              Kiribati Developing
## 746                      Micronesia (Federated States of) Developing
## 747                                              Kiribati Developing
## 748                      Micronesia (Federated States of) Developing
## 749                                              Kiribati Developing
## 750                      Micronesia (Federated States of) Developing
## 751                      Micronesia (Federated States of) Developing
## 752                                              Kiribati Developing
## 753                                              Kiribati Developing
## 754                      Micronesia (Federated States of) Developing
## 755                                              Kiribati Developing
## 756                                              Kiribati Developing
## 757                      Micronesia (Federated States of) Developing
## 758                                              Kiribati Developing
## 759                                              Kiribati Developing
## 760                                              Kiribati Developing
## 761                      Micronesia (Federated States of) Developing
## 762                                              Kiribati Developing
## 763                      Micronesia (Federated States of) Developing
## 764                                                 Palau Developing
## 765                                                 Nauru Developing
## 766                                              Kiribati Developing
## 767                      Micronesia (Federated States of) Developing
## 768                      Micronesia (Federated States of) Developing
## 769                                              Kiribati Developing
## 770                                                 Libya Developing
## 771                                               Tunisia Developing
## 772                                               Algeria Developing
## 773                                               Tunisia Developing
## 774                                                 Libya Developing
## 775                                               Morocco Developing
## 776                                                 Sudan Developing
## 777                                                 Sudan Developing
## 778                                               Tunisia Developing
## 779                                                 Libya Developing
## 780                                                 Egypt Developing
## 781                                               Morocco Developing
## 782                                               Morocco Developing
## 783                                                 Libya Developing
## 784                                               Tunisia Developing
## 785                                               Algeria Developing
## 786                                                 Sudan Developing
## 787                                                 Egypt Developing
## 788                                                 Libya Developing
## 789                                                 Sudan Developing
## 790                                               Algeria Developing
## 791                                               Morocco Developing
## 792                                                 Egypt Developing
## 793                                                 Sudan Developing
## 794                                                 Libya Developing
## 795                                               Morocco Developing
## 796                                                 Egypt Developing
## 797                                                 Sudan Developing
## 798                                                 Egypt Developing
## 799                                               Algeria Developing
## 800                                                 Sudan Developing
## 801                                                 Egypt Developing
## 802                                                 Libya Developing
## 803                                               Algeria Developing
## 804                                               Morocco Developing
## 805                                                 Libya Developing
## 806                                               Algeria Developing
## 807                                               Morocco Developing
## 808                                                 Egypt Developing
## 809                                                 Sudan Developing
## 810                                               Tunisia Developing
## 811                                               Algeria Developing
## 812                                                 Egypt Developing
## 813                                               Morocco Developing
## 814                                                 Libya Developing
## 815                                               Tunisia Developing
## 816                                               Algeria Developing
## 817                                               Morocco Developing
## 818                                                 Egypt Developing
## 819                                                 Sudan Developing
## 820                                                 Libya Developing
## 821                                               Morocco Developing
## 822                                                 Egypt Developing
## 823                                               Algeria Developing
## 824                                               Morocco Developing
## 825                                                 Egypt Developing
## 826                                                 Libya Developing
## 827                                               Tunisia Developing
## 828                                               Morocco Developing
## 829                                                 Libya Developing
## 830                                               Algeria Developing
## 831                                                 Egypt Developing
## 832                                               Tunisia Developing
## 833                                                 Sudan Developing
## 834                                                 Libya Developing
## 835                                                 Sudan Developing
## 836                                               Algeria Developing
## 837                                               Tunisia Developing
## 838                                                 Egypt Developing
## 839                                                 Sudan Developing
## 840                                               Tunisia Developing
## 841                                               Algeria Developing
## 842                                                 Libya Developing
## 843                                               Morocco Developing
## 844                              United States of America  Developed
## 845                                                Canada Developing
## 846                              United States of America  Developed
## 847                                                Canada Developing
## 848                              United States of America  Developed
## 849                                                Canada Developing
## 850                                                Canada Developing
## 851                              United States of America  Developed
## 852                                                Canada Developing
## 853                              United States of America  Developed
## 854                                                Canada Developing
## 855                              United States of America  Developed
## 856                                                Canada Developing
## 857                              United States of America  Developed
## 858                                                Canada Developing
## 859                              United States of America  Developed
## 860                              United States of America  Developed
## 861                                                Canada Developing
## 862                                                Canada Developing
## 863                                                Canada Developing
## 864                                                Canada Developing
## 865                              United States of America  Developed
## 866                                               Estonia Developing
## 867                                               Ireland  Developed
## 868                                                Norway  Developed
## 869                                               Finland Developing
## 870                                               Iceland  Developed
## 871                                             Lithuania  Developed
## 872                                               Denmark  Developed
## 873                                                Latvia  Developed
## 874  United Kingdom of Great Britain and Northern Ireland  Developed
## 875                                                Sweden  Developed
## 876                                                Norway  Developed
## 877                                               Finland Developing
## 878                                                Latvia  Developed
## 879  United Kingdom of Great Britain and Northern Ireland  Developed
## 880                                                Sweden  Developed
## 881                                               Estonia Developing
## 882                                               Iceland  Developed
## 883                                               Ireland  Developed
## 884                                               Finland Developing
## 885                                                Norway  Developed
## 886                                               Iceland  Developed
## 887                                               Estonia Developing
## 888                                                Latvia  Developed
## 889                                               Denmark  Developed
## 890                                                Sweden  Developed
## 891                                               Finland Developing
## 892                                               Estonia Developing
## 893                                               Denmark  Developed
## 894                                                Norway  Developed
## 895  United Kingdom of Great Britain and Northern Ireland  Developed
## 896                                                Latvia  Developed
## 897                                               Ireland  Developed
## 898                                               Iceland  Developed
## 899                                             Lithuania  Developed
## 900                                               Finland Developing
## 901                                                Latvia  Developed
## 902                                               Iceland  Developed
## 903                                               Ireland  Developed
## 904                                                Sweden  Developed
## 905                                               Denmark  Developed
## 906                                                Norway  Developed
## 907                                                Latvia  Developed
## 908                                               Iceland  Developed
## 909                                               Denmark  Developed
## 910                                               Ireland  Developed
## 911  United Kingdom of Great Britain and Northern Ireland  Developed
## 912                                               Finland Developing
## 913                                             Lithuania  Developed
## 914                                                Latvia  Developed
## 915  United Kingdom of Great Britain and Northern Ireland  Developed
## 916                                               Iceland  Developed
## 917                                                Sweden  Developed
## 918                                               Denmark  Developed
## 919                                               Ireland  Developed
## 920                                             Lithuania  Developed
## 921                                                Norway  Developed
## 922                                               Finland Developing
## 923                                                Sweden  Developed
## 924                                               Iceland  Developed
## 925                                               Denmark  Developed
## 926                                                Latvia  Developed
## 927                                                Norway  Developed
## 928  United Kingdom of Great Britain and Northern Ireland  Developed
## 929                                             Lithuania  Developed
## 930                                               Iceland  Developed
## 931                                               Ireland  Developed
## 932                                                Sweden  Developed
## 933  United Kingdom of Great Britain and Northern Ireland  Developed
## 934                                               Denmark  Developed
## 935                                             Lithuania  Developed
## 936                                               Estonia Developing
## 937  United Kingdom of Great Britain and Northern Ireland  Developed
## 938                                               Ireland  Developed
## 939                                               Denmark  Developed
## 940                                               Iceland  Developed
## 941                                                Latvia  Developed
## 942                                               Finland Developing
## 943                                                Norway  Developed
## 944                                               Estonia Developing
## 945                                               Ireland  Developed
## 946                                               Denmark  Developed
## 947  United Kingdom of Great Britain and Northern Ireland  Developed
## 948                                                Sweden  Developed
## 949                                               Finland Developing
## 950                                                Norway  Developed
## 951                                               Estonia Developing
## 952                                               Iceland  Developed
## 953                                                Latvia  Developed
## 954                                             Lithuania  Developed
## 955                                             Lithuania  Developed
## 956                                               Finland Developing
## 957                                               Estonia Developing
## 958  United Kingdom of Great Britain and Northern Ireland  Developed
## 959                                                Sweden  Developed
## 960                                                Latvia  Developed
## 961                                               Iceland  Developed
## 962  United Kingdom of Great Britain and Northern Ireland  Developed
## 963                                               Iceland  Developed
## 964                                               Finland Developing
## 965                                                Sweden  Developed
## 966                                             Lithuania  Developed
## 967                                                Latvia  Developed
## 968                                                Norway  Developed
## 969                                               Denmark  Developed
## 970                                               Finland Developing
## 971                                               Estonia Developing
## 972                                             Lithuania  Developed
## 973                                                Latvia  Developed
## 974                                               Iceland  Developed
## 975                                                Norway  Developed
## 976  United Kingdom of Great Britain and Northern Ireland  Developed
## 977                                                Sweden  Developed
## 978                                               Ireland  Developed
## 979                                                Norway  Developed
## 980                                               Denmark  Developed
## 981                                             Lithuania  Developed
## 982                                                Sweden  Developed
## 983                                               Finland Developing
## 984                                               Estonia Developing
## 985                                                Latvia  Developed
## 986                                             Lithuania  Developed
## 987                                                Latvia  Developed
## 988                                               Estonia Developing
## 989                                               Finland Developing
## 990  United Kingdom of Great Britain and Northern Ireland  Developed
## 991                                                Norway  Developed
## 992                                               Denmark  Developed
## 993                                                Sweden  Developed
## 994                                                 Tonga Developing
## 995                                                 Samoa Developing
## 996                                                 Samoa Developing
## 997                                                 Tonga Developing
## 998                                                 Tonga Developing
## 999                                                 Tonga Developing
## 1000                                                Samoa Developing
## 1001                                                Tonga Developing
## 1002                                                Samoa Developing
## 1003                                                Tonga Developing
## 1004                                                Samoa Developing
## 1005                                                Tonga Developing
## 1006                                                Samoa Developing
## 1007                                                Tonga Developing
## 1008                                                Samoa Developing
## 1009                                                Tonga Developing
## 1010                                                Samoa Developing
## 1011                                                Tonga Developing
## 1012                                                Samoa Developing
## 1013                                                Tonga Developing
## 1014                                                Tonga Developing
## 1015                                                Samoa Developing
## 1016                                                 Niue Developing
## 1017                                         Cook Islands Developing
## 1018                                                Samoa Developing
## 1019                                                Tonga Developing
## 1020                                                Tonga Developing
## 1021                                                Samoa Developing
## 1022                                    Brunei Darussalam Developing
## 1023                                          Timor-Leste Developing
## 1024                                              Myanmar Developing
## 1025                                             Thailand Developing
## 1026                     Lao People's Democratic Republic Developing
## 1027                                             Malaysia Developing
## 1028                                            Indonesia Developing
## 1029                                             Cambodia Developing
## 1030                                          Philippines Developing
## 1031                                             Viet Nam Developing
## 1032                                            Singapore  Developed
## 1033                     Lao People's Democratic Republic Developing
## 1034                                              Myanmar Developing
## 1035                                          Timor-Leste Developing
## 1036                                             Malaysia Developing
## 1037                                             Cambodia Developing
## 1038                                    Brunei Darussalam Developing
## 1039                                             Viet Nam Developing
## 1040                                             Thailand Developing
## 1041                                            Singapore  Developed
## 1042                                              Myanmar Developing
## 1043                                             Viet Nam Developing
## 1044                                          Philippines Developing
## 1045                     Lao People's Democratic Republic Developing
## 1046                                            Singapore  Developed
## 1047                                          Timor-Leste Developing
## 1048                                             Cambodia Developing
## 1049                                    Brunei Darussalam Developing
## 1050                                          Timor-Leste Developing
## 1051                                             Viet Nam Developing
## 1052                                            Singapore  Developed
## 1053                                              Myanmar Developing
## 1054                                            Indonesia Developing
## 1055                                             Cambodia Developing
## 1056                                             Malaysia Developing
## 1057                                    Brunei Darussalam Developing
## 1058                                             Thailand Developing
## 1059                     Lao People's Democratic Republic Developing
## 1060                                             Thailand Developing
## 1061                                            Singapore  Developed
## 1062                                             Viet Nam Developing
## 1063                                             Malaysia Developing
## 1064                                    Brunei Darussalam Developing
## 1065                     Lao People's Democratic Republic Developing
## 1066                                          Philippines Developing
## 1067                                             Cambodia Developing
## 1068                     Lao People's Democratic Republic Developing
## 1069                                             Viet Nam Developing
## 1070                                    Brunei Darussalam Developing
## 1071                                          Timor-Leste Developing
## 1072                                             Thailand Developing
## 1073                                            Singapore  Developed
## 1074                                             Malaysia Developing
## 1075                                          Philippines Developing
## 1076                                            Indonesia Developing
## 1077                                             Cambodia Developing
## 1078                                          Timor-Leste Developing
## 1079                                            Singapore  Developed
## 1080                                             Viet Nam Developing
## 1081                                          Philippines Developing
## 1082                                              Myanmar Developing
## 1083                     Lao People's Democratic Republic Developing
## 1084                                    Brunei Darussalam Developing
## 1085                                             Malaysia Developing
## 1086                                            Indonesia Developing
## 1087                                             Cambodia Developing
## 1088                                    Brunei Darussalam Developing
## 1089                                             Thailand Developing
## 1090                                            Singapore  Developed
## 1091                                             Viet Nam Developing
## 1092                                          Timor-Leste Developing
## 1093                                              Myanmar Developing
## 1094                                            Indonesia Developing
## 1095                                             Cambodia Developing
## 1096                                             Thailand Developing
## 1097                                    Brunei Darussalam Developing
## 1098                                             Malaysia Developing
## 1099                                            Singapore  Developed
## 1100                                          Timor-Leste Developing
## 1101                                              Myanmar Developing
## 1102                     Lao People's Democratic Republic Developing
## 1103                                          Philippines Developing
## 1104                                             Viet Nam Developing
## 1105                                            Indonesia Developing
## 1106                     Lao People's Democratic Republic Developing
## 1107                                             Cambodia Developing
## 1108                                    Brunei Darussalam Developing
## 1109                                          Timor-Leste Developing
## 1110                                             Thailand Developing
## 1111                                              Myanmar Developing
## 1112                                            Indonesia Developing
## 1113                                          Philippines Developing
## 1114                     Lao People's Democratic Republic Developing
## 1115                                            Indonesia Developing
## 1116                                             Cambodia Developing
## 1117                                    Brunei Darussalam Developing
## 1118                                              Myanmar Developing
## 1119                                            Singapore  Developed
## 1120                                             Viet Nam Developing
## 1121                                          Philippines Developing
## 1122                                             Viet Nam Developing
## 1123                                            Indonesia Developing
## 1124                                          Timor-Leste Developing
## 1125                                             Thailand Developing
## 1126                                    Brunei Darussalam Developing
## 1127                     Lao People's Democratic Republic Developing
## 1128                                              Myanmar Developing
## 1129                                             Malaysia Developing
## 1130                                          Philippines Developing
## 1131                                             Malaysia Developing
## 1132                                          Timor-Leste Developing
## 1133                                             Viet Nam Developing
## 1134                     Lao People's Democratic Republic Developing
## 1135                                    Brunei Darussalam Developing
## 1136                                             Cambodia Developing
## 1137                                          Philippines Developing
## 1138                                              Myanmar Developing
## 1139                                            Singapore  Developed
## 1140                                    Brunei Darussalam Developing
## 1141                     Lao People's Democratic Republic Developing
## 1142                                          Timor-Leste Developing
## 1143                                             Cambodia Developing
## 1144                                            Singapore  Developed
## 1145                                             Viet Nam Developing
## 1146                                            Indonesia Developing
## 1147                                          Philippines Developing
## 1148                                             Thailand Developing
## 1149                                             Cambodia Developing
## 1150                                             Malaysia Developing
## 1151                                              Myanmar Developing
## 1152                                    Brunei Darussalam Developing
## 1153                                            Singapore  Developed
## 1154                                            Indonesia Developing
## 1155                                          Timor-Leste Developing
## 1156                                             Viet Nam Developing
## 1157                     Lao People's Democratic Republic Developing
## 1158                                          Philippines Developing
## 1159                                             Thailand Developing
## 1160                     Lao People's Democratic Republic Developing
## 1161                                            Singapore  Developed
## 1162                                    Brunei Darussalam Developing
## 1163                                            Indonesia Developing
## 1164                                             Thailand Developing
## 1165                                          Philippines Developing
## 1166                                             Cambodia Developing
## 1167                                             Viet Nam Developing
## 1168                                          Timor-Leste Developing
## 1169                                               Bhutan Developing
## 1170                           Iran (Islamic Republic of) Developing
## 1171                                             Maldives Developing
## 1172                                                India Developing
## 1173                                           Bangladesh Developing
## 1174                                             Pakistan Developing
## 1175                                            Sri Lanka Developing
## 1176                                          Afghanistan Developing
## 1177                           Iran (Islamic Republic of) Developing
## 1178                                            Sri Lanka Developing
## 1179                                          Afghanistan Developing
## 1180                                               Bhutan Developing
## 1181                                             Maldives Developing
## 1182                                                Nepal Developing
## 1183                                           Bangladesh Developing
## 1184                                            Sri Lanka Developing
## 1185                                               Bhutan Developing
## 1186                           Iran (Islamic Republic of) Developing
## 1187                                             Maldives Developing
## 1188                                                India Developing
## 1189                                             Pakistan Developing
## 1190                                          Afghanistan Developing
## 1191                           Iran (Islamic Republic of) Developing
## 1192                                             Pakistan Developing
## 1193                                          Afghanistan Developing
## 1194                                            Sri Lanka Developing
## 1195                                             Maldives Developing
## 1196                                               Bhutan Developing
## 1197                                                India Developing
## 1198                                           Bangladesh Developing
## 1199                                           Bangladesh Developing
## 1200                                          Afghanistan Developing
## 1201                                                India Developing
## 1202                           Iran (Islamic Republic of) Developing
## 1203                                             Maldives Developing
## 1204                                            Sri Lanka Developing
## 1205                                               Bhutan Developing
## 1206                                           Bangladesh Developing
## 1207                                          Afghanistan Developing
## 1208                                                Nepal Developing
## 1209                           Iran (Islamic Republic of) Developing
## 1210                                             Maldives Developing
## 1211                                            Sri Lanka Developing
## 1212                                               Bhutan Developing
## 1213                                           Bangladesh Developing
## 1214                                                Nepal Developing
## 1215                                             Pakistan Developing
## 1216                                            Sri Lanka Developing
## 1217                                          Afghanistan Developing
## 1218                                                India Developing
## 1219                                            Sri Lanka Developing
## 1220                           Iran (Islamic Republic of) Developing
## 1221                                               Bhutan Developing
## 1222                                          Afghanistan Developing
## 1223                                           Bangladesh Developing
## 1224                                                India Developing
## 1225                                             Pakistan Developing
## 1226                                             Maldives Developing
## 1227                                            Sri Lanka Developing
## 1228                                           Bangladesh Developing
## 1229                                                India Developing
## 1230                           Iran (Islamic Republic of) Developing
## 1231                                             Pakistan Developing
## 1232                                          Afghanistan Developing
## 1233                                             Maldives Developing
## 1234                           Iran (Islamic Republic of) Developing
## 1235                                            Sri Lanka Developing
## 1236                                             Pakistan Developing
## 1237                                          Afghanistan Developing
## 1238                                               Bhutan Developing
## 1239                                            Sri Lanka Developing
## 1240                                          Afghanistan Developing
## 1241                                                Nepal Developing
## 1242                           Iran (Islamic Republic of) Developing
## 1243                                                India Developing
## 1244                                             Maldives Developing
## 1245                                            Sri Lanka Developing
## 1246                                                Nepal Developing
## 1247                                               Bhutan Developing
## 1248                                             Pakistan Developing
## 1249                                          Afghanistan Developing
## 1250                                                India Developing
## 1251                                             Maldives Developing
## 1252                                           Bangladesh Developing
## 1253                                             Maldives Developing
## 1254                                            Sri Lanka Developing
## 1255                                          Afghanistan Developing
## 1256                                               Bhutan Developing
## 1257                           Iran (Islamic Republic of) Developing
## 1258                                                Nepal Developing
## 1259                                           Bangladesh Developing
## 1260                                             Pakistan Developing
## 1261                                                India Developing
## 1262                                            Sri Lanka Developing
## 1263                                               Bhutan Developing
## 1264                                          Afghanistan Developing
## 1265                                             Maldives Developing
## 1266                                             Pakistan Developing
## 1267                                           Bangladesh Developing
## 1268                                            Sri Lanka Developing
## 1269                                               Bhutan Developing
## 1270                                             Pakistan Developing
## 1271                           Iran (Islamic Republic of) Developing
## 1272                                           Bangladesh Developing
## 1273                                                India Developing
## 1274                                                Nepal Developing
## 1275                                          Afghanistan Developing
## 1276                                             Pakistan Developing
## 1277                                            Sri Lanka Developing
## 1278                                             Maldives Developing
## 1279                           Iran (Islamic Republic of) Developing
## 1280                                                Nepal Developing
## 1281                                                India Developing
## 1282                                               Serbia Developing
## 1283                                                Spain  Developed
## 1284                                               Greece Developing
## 1285                                                Italy  Developed
## 1286                                           Montenegro Developing
## 1287                                              Albania Developing
## 1288                                              Croatia  Developed
## 1289            The former Yugoslav republic of Macedonia Developing
## 1290                               Bosnia and Herzegovina Developing
## 1291                                             Portugal  Developed
## 1292            The former Yugoslav republic of Macedonia Developing
## 1293                                              Croatia  Developed
## 1294                                                Spain  Developed
## 1295                               Bosnia and Herzegovina Developing
## 1296                                             Slovenia  Developed
## 1297                                           Montenegro Developing
## 1298                                               Greece Developing
## 1299                                               Serbia Developing
## 1300                                              Albania Developing
## 1301            The former Yugoslav republic of Macedonia Developing
## 1302                                              Croatia  Developed
## 1303                                               Greece Developing
## 1304                                           Montenegro Developing
## 1305                                                Malta  Developed
## 1306                                             Portugal  Developed
## 1307                                                Spain  Developed
## 1308                               Bosnia and Herzegovina Developing
## 1309                                             Slovenia  Developed
## 1310                                              Croatia  Developed
## 1311                                               Greece Developing
## 1312                                              Albania Developing
## 1313                                                Malta  Developed
## 1314                                               Serbia Developing
## 1315                                             Portugal  Developed
## 1316                                           Montenegro Developing
## 1317                                                Italy  Developed
## 1318                                              Croatia  Developed
## 1319                                              Albania Developing
## 1320                                               Greece Developing
## 1321                                                Malta  Developed
## 1322            The former Yugoslav republic of Macedonia Developing
## 1323                                           Montenegro Developing
## 1324                                               Serbia Developing
## 1325                               Bosnia and Herzegovina Developing
## 1326                                               Greece Developing
## 1327                                             Slovenia  Developed
## 1328                                                Italy  Developed
## 1329                                             Portugal  Developed
## 1330                                              Albania Developing
## 1331                                                Malta  Developed
## 1332                                           Montenegro Developing
## 1333                                              Croatia  Developed
## 1334                                                Spain  Developed
## 1335                               Bosnia and Herzegovina Developing
## 1336            The former Yugoslav republic of Macedonia Developing
## 1337                                              Albania Developing
## 1338            The former Yugoslav republic of Macedonia Developing
## 1339                                               Greece Developing
## 1340                                                Italy  Developed
## 1341                                             Portugal  Developed
## 1342                                              Croatia  Developed
## 1343                                             Slovenia  Developed
## 1344                                               Serbia Developing
## 1345                               Bosnia and Herzegovina Developing
## 1346                                              Albania Developing
## 1347                                                Spain  Developed
## 1348                                                Malta  Developed
## 1349                                               Greece Developing
## 1350                               Bosnia and Herzegovina Developing
## 1351                                              Croatia  Developed
## 1352                                             Slovenia  Developed
## 1353            The former Yugoslav republic of Macedonia Developing
## 1354                                               Serbia Developing
## 1355                                             Portugal  Developed
## 1356                                           Montenegro Developing
## 1357                                             Portugal  Developed
## 1358                                                Italy  Developed
## 1359                                              Albania Developing
## 1360                               Bosnia and Herzegovina Developing
## 1361                                                Malta  Developed
## 1362                                           Montenegro Developing
## 1363                                               Serbia Developing
## 1364                                              Albania Developing
## 1365                                                Spain  Developed
## 1366                               Bosnia and Herzegovina Developing
## 1367                                                Italy  Developed
## 1368                                             Portugal  Developed
## 1369            The former Yugoslav republic of Macedonia Developing
## 1370                                                Malta  Developed
## 1371                                               Greece Developing
## 1372                                           Montenegro Developing
## 1373                                              Croatia  Developed
## 1374                                                Malta  Developed
## 1375                                              Albania Developing
## 1376                                                Spain  Developed
## 1377                                               Greece Developing
## 1378                                           Montenegro Developing
## 1379                                             Portugal  Developed
## 1380                                               Serbia Developing
## 1381                               Bosnia and Herzegovina Developing
## 1382            The former Yugoslav republic of Macedonia Developing
## 1383                                              Croatia  Developed
## 1384                                             Slovenia  Developed
## 1385                                           Montenegro Developing
## 1386                                                Malta  Developed
## 1387                                              Albania Developing
## 1388                                                Italy  Developed
## 1389                                               Greece Developing
## 1390                                               Serbia Developing
## 1391                                                Spain  Developed
## 1392                                              Croatia  Developed
## 1393                                             Portugal  Developed
## 1394                               Bosnia and Herzegovina Developing
## 1395            The former Yugoslav republic of Macedonia Developing
## 1396                                             Portugal  Developed
## 1397                                               Serbia Developing
## 1398                                             Slovenia  Developed
## 1399                                                Malta  Developed
## 1400            The former Yugoslav republic of Macedonia Developing
## 1401                                              Albania Developing
## 1402                                               Greece Developing
## 1403                                                Italy  Developed
## 1404                                              Croatia  Developed
## 1405                               Bosnia and Herzegovina Developing
## 1406                                                Spain  Developed
## 1407                                           San Marino Developing
## 1408                                                Malta  Developed
## 1409                                              Albania Developing
## 1410                                             Slovenia  Developed
## 1411                                           Montenegro Developing
## 1412            The former Yugoslav republic of Macedonia Developing
## 1413                                               Serbia Developing
## 1414                                               Greece Developing
## 1415                               Bosnia and Herzegovina Developing
## 1416                                                Italy  Developed
## 1417                                              Croatia  Developed
## 1418                                                Malta  Developed
## 1419                               Bosnia and Herzegovina Developing
## 1420            The former Yugoslav republic of Macedonia Developing
## 1421                                           Montenegro Developing
## 1422                                             Portugal  Developed
## 1423                                               Serbia Developing
## 1424                                                Spain  Developed
## 1425                                                Italy  Developed
## 1426                                               Greece Developing
## 1427                                             Slovenia  Developed
## 1428                                              Croatia  Developed
## 1429                                               Serbia Developing
## 1430                               Bosnia and Herzegovina Developing
## 1431                                               Greece Developing
## 1432                                             Portugal  Developed
## 1433                                                Italy  Developed
## 1434                                              Albania Developing
## 1435            The former Yugoslav republic of Macedonia Developing
## 1436                                                Gabon Developing
## 1437                                                Benin Developing
## 1438                                           Madagascar Developing
## 1439                                         South Africa Developing
## 1440                                                Congo Developing
## 1441                                              Burundi Developing
## 1442                                              Namibia Developing
## 1443                                               Gambia Developing
## 1444                                           Seychelles Developing
## 1445                                           Cabo Verde Developing
## 1446                                               Rwanda Developing
## 1447                                             Djibouti Developing
## 1448                                             Cameroon Developing
## 1449                                               Malawi Developing
## 1450                                              Liberia Developing
## 1451                                                 Chad Developing
## 1452                                                 Mali Developing
## 1453                                            Mauritius Developing
## 1454                                                Niger Developing
## 1455                                                Ghana Developing
## 1456                                Sao Tome and Principe Developing
## 1457                                         Sierra Leone Developing
## 1458                          United Republic of Tanzania Developing
## 1459                                             Ethiopia Developing
## 1460                                              Comoros Developing
## 1461                                    Equatorial Guinea Developing
## 1462                                            Swaziland Developing
## 1463                                           Mozambique Developing
## 1464                                           Mauritania Developing
## 1465                                              Eritrea Developing
## 1466                                          South Sudan Developing
## 1467                                               Guinea Developing
## 1468                     Democratic Republic of the Congo Developing
## 1469                                              Nigeria Developing
## 1470                                              Somalia Developing
## 1471                                        Côte d'Ivoire Developing
## 1472                                               Rwanda Developing
## 1473                                         South Africa Developing
## 1474                                           Cabo Verde Developing
## 1475                                                Niger Developing
## 1476                                           Madagascar Developing
## 1477                                                Gabon Developing
## 1478                                              Namibia Developing
## 1479                                            Swaziland Developing
## 1480                                            Mauritius Developing
## 1481                                                Kenya Developing
## 1482                                                 Chad Developing
## 1483                                    Equatorial Guinea Developing
## 1484                                Sao Tome and Principe Developing
## 1485                                             Botswana Developing
## 1486                                               Gambia Developing
## 1487                                             Ethiopia Developing
## 1488                                                Benin Developing
## 1489                                             Djibouti Developing
## 1490                                                Congo Developing
## 1491                                                 Mali Developing
## 1492                                         Burkina Faso Developing
## 1493                             Central African Republic Developing
## 1494                                               Uganda Developing
## 1495                                              Nigeria Developing
## 1496                                        Guinea-Bissau Developing
## 1497                                              Eritrea Developing
## 1498                                              Somalia Developing
## 1499                                                Ghana Developing
## 1500                                              Comoros Developing
## 1501                                           Mozambique Developing
## 1502                     Democratic Republic of the Congo Developing
## 1503                                           Mauritania Developing
## 1504                                          South Sudan Developing
## 1505                                        Côte d'Ivoire Developing
## 1506                                              Senegal Developing
## 1507                                                 Togo Developing
## 1508                                               Guinea Developing
## 1509                                               Rwanda Developing
## 1510                                            Mauritius Developing
## 1511                                         South Africa Developing
## 1512                                                Niger Developing
## 1513                                               Angola Developing
## 1514                                              Lesotho Developing
## 1515                                             Zimbabwe Developing
## 1516                                           Seychelles Developing
## 1517                                             Cameroon Developing
## 1518                                              Burundi Developing
## 1519                                              Namibia Developing
## 1520                                               Zambia Developing
## 1521                                           Madagascar Developing
## 1522                                         Burkina Faso Developing
## 1523                                        Guinea-Bissau Developing
## 1524                          United Republic of Tanzania Developing
## 1525                                               Malawi Developing
## 1526                                           Cabo Verde Developing
## 1527                                             Ethiopia Developing
## 1528                                Sao Tome and Principe Developing
## 1529                                              Liberia Developing
## 1530                                             Botswana Developing
## 1531                                                Congo Developing
## 1532                                        Côte d'Ivoire Developing
## 1533                                              Comoros Developing
## 1534                                                Benin Developing
## 1535                                                 Chad Developing
## 1536                                                Kenya Developing
## 1537                                                 Togo Developing
## 1538                                                Ghana Developing
## 1539                                            Swaziland Developing
## 1540                                              Eritrea Developing
## 1541                                           Mauritania Developing
## 1542                                               Gambia Developing
## 1543                                               Uganda Developing
## 1544                     Democratic Republic of the Congo Developing
## 1545                                              Somalia Developing
## 1546                                          South Sudan Developing
## 1547                             Central African Republic Developing
## 1548                                    Equatorial Guinea Developing
## 1549                                                 Mali Developing
## 1550                                              Senegal Developing
## 1551                                           Mozambique Developing
## 1552                                               Rwanda Developing
## 1553                                             Zimbabwe Developing
## 1554                                               Angola Developing
## 1555                                              Burundi Developing
## 1556                                              Lesotho Developing
## 1557                                            Mauritius Developing
## 1558                                             Ethiopia Developing
## 1559                                                 Mali Developing
## 1560                                                Ghana Developing
## 1561                                         South Africa Developing
## 1562                                         Sierra Leone Developing
## 1563                                        Guinea-Bissau Developing
## 1564                                             Cameroon Developing
## 1565                                              Liberia Developing
## 1566                                         Burkina Faso Developing
## 1567                                           Seychelles Developing
## 1568                                                Benin Developing
## 1569                                                Congo Developing
## 1570                                    Equatorial Guinea Developing
## 1571                                                Kenya Developing
## 1572                                            Swaziland Developing
## 1573                          United Republic of Tanzania Developing
## 1574                     Democratic Republic of the Congo Developing
## 1575                                              Namibia Developing
## 1576                                Sao Tome and Principe Developing
## 1577                                                 Togo Developing
## 1578                             Central African Republic Developing
## 1579                                           Cabo Verde Developing
## 1580                                              Somalia Developing
## 1581                                               Guinea Developing
## 1582                                             Djibouti Developing
## 1583                                             Botswana Developing
## 1584                                              Nigeria Developing
## 1585                                              Comoros Developing
## 1586                                           Mozambique Developing
## 1587                                        Côte d'Ivoire Developing
## 1588                                          South Sudan Developing
## 1589                                               Angola Developing
## 1590                                           Seychelles Developing
## 1591                                                Gabon Developing
## 1592                                              Namibia Developing
## 1593                                         South Africa Developing
## 1594                                                Niger Developing
## 1595                                               Rwanda Developing
## 1596                                             Zimbabwe Developing
## 1597                                            Mauritius Developing
## 1598                                               Malawi Developing
## 1599                                Sao Tome and Principe Developing
## 1600                                              Lesotho Developing
## 1601                                                Congo Developing
## 1602                                                 Mali Developing
## 1603                                               Gambia Developing
## 1604                                              Liberia Developing
## 1605                                        Guinea-Bissau Developing
## 1606                                                Ghana Developing
## 1607                                               Uganda Developing
## 1608                          United Republic of Tanzania Developing
## 1609                                             Ethiopia Developing
## 1610                                               Zambia Developing
## 1611                                               Guinea Developing
## 1612                                           Mozambique Developing
## 1613                                                 Chad Developing
## 1614                                         Sierra Leone Developing
## 1615                                                Benin Developing
## 1616                                           Cabo Verde Developing
## 1617                                            Swaziland Developing
## 1618                     Democratic Republic of the Congo Developing
## 1619                                          South Sudan Developing
## 1620                                    Equatorial Guinea Developing
## 1621                                              Nigeria Developing
## 1622                                              Senegal Developing
## 1623                                        Côte d'Ivoire Developing
## 1624                                              Comoros Developing
## 1625                                                 Togo Developing
## 1626                                              Burundi Developing
## 1627                                              Namibia Developing
## 1628                                               Rwanda Developing
## 1629                                               Guinea Developing
## 1630                                         South Africa Developing
## 1631                                               Angola Developing
## 1632                                            Mauritius Developing
## 1633                                                Gabon Developing
## 1634                                         Sierra Leone Developing
## 1635                                             Cameroon Developing
## 1636                     Democratic Republic of the Congo Developing
## 1637                                                Benin Developing
## 1638                                Sao Tome and Principe Developing
## 1639                                             Ethiopia Developing
## 1640                                               Malawi Developing
## 1641                                              Eritrea Developing
## 1642                                        Guinea-Bissau Developing
## 1643                                         Burkina Faso Developing
## 1644                                                 Mali Developing
## 1645                                               Zambia Developing
## 1646                                              Liberia Developing
## 1647                                           Cabo Verde Developing
## 1648                                               Gambia Developing
## 1649                                                Ghana Developing
## 1650                                                Niger Developing
## 1651                                             Botswana Developing
## 1652                                            Swaziland Developing
## 1653                                                Kenya Developing
## 1654                                           Mauritania Developing
## 1655                                              Nigeria Developing
## 1656                                           Madagascar Developing
## 1657                                                Congo Developing
## 1658                                           Mozambique Developing
## 1659                                        Côte d'Ivoire Developing
## 1660                                              Somalia Developing
## 1661                                                 Togo Developing
## 1662                                          South Sudan Developing
## 1663                             Central African Republic Developing
## 1664                                               Uganda Developing
## 1665                                             Djibouti Developing
## 1666                                              Senegal Developing
## 1667                                              Comoros Developing
## 1668                                    Equatorial Guinea Developing
## 1669                                            Mauritius Developing
## 1670                                              Burundi Developing
## 1671                     Democratic Republic of the Congo Developing
## 1672                                             Botswana Developing
## 1673                                               Angola Developing
## 1674                                               Rwanda Developing
## 1675                                        Guinea-Bissau Developing
## 1676                                               Malawi Developing
## 1677                                              Lesotho Developing
## 1678                                         South Africa Developing
## 1679                                Sao Tome and Principe Developing
## 1680                                          South Sudan Developing
## 1681                                              Liberia Developing
## 1682                                                Niger Developing
## 1683                                               Uganda Developing
## 1684                                    Equatorial Guinea Developing
## 1685                                               Zambia Developing
## 1686                                               Guinea Developing
## 1687                                               Gambia Developing
## 1688                                        Côte d'Ivoire Developing
## 1689                                              Somalia Developing
## 1690                                         Burkina Faso Developing
## 1691                                              Namibia Developing
## 1692                                             Ethiopia Developing
## 1693                                                Congo Developing
## 1694                                           Madagascar Developing
## 1695                                                Gabon Developing
## 1696                                                 Togo Developing
## 1697                                            Swaziland Developing
## 1698                                           Mauritania Developing
## 1699                                           Cabo Verde Developing
## 1700                                                 Mali Developing
## 1701                                                Benin Developing
## 1702                                           Mozambique Developing
## 1703                                                Kenya Developing
## 1704                                              Senegal Developing
## 1705                                              Nigeria Developing
## 1706                                              Eritrea Developing
## 1707                                               Angola Developing
## 1708                                               Uganda Developing
## 1709                                                Ghana Developing
## 1710                                            Mauritius Developing
## 1711                                        Guinea-Bissau Developing
## 1712                                               Guinea Developing
## 1713                                                 Chad Developing
## 1714                                             Botswana Developing
## 1715                                               Zambia Developing
## 1716                                          South Sudan Developing
## 1717                                Sao Tome and Principe Developing
## 1718                                           Mozambique Developing
## 1719                                           Cabo Verde Developing
## 1720                                              Eritrea Developing
## 1721                                               Malawi Developing
## 1722                                        Côte d'Ivoire Developing
## 1723                          United Republic of Tanzania Developing
## 1724                                             Zimbabwe Developing
## 1725                                           Seychelles Developing
## 1726                                           Madagascar Developing
## 1727                                             Ethiopia Developing
## 1728                                                 Togo Developing
## 1729                                         Sierra Leone Developing
## 1730                                             Djibouti Developing
## 1731                                                Niger Developing
## 1732                                              Namibia Developing
## 1733                                                Benin Developing
## 1734                                             Cameroon Developing
## 1735                                              Senegal Developing
## 1736                                                 Mali Developing
## 1737                                              Comoros Developing
## 1738                                           Mauritania Developing
## 1739                                                Kenya Developing
## 1740                             Central African Republic Developing
## 1741                                               Gambia Developing
## 1742                                             Botswana Developing
## 1743                                              Namibia Developing
## 1744                                           Cabo Verde Developing
## 1745                                               Guinea Developing
## 1746                     Democratic Republic of the Congo Developing
## 1747                                                Ghana Developing
## 1748                                              Senegal Developing
## 1749                                Sao Tome and Principe Developing
## 1750                                           Madagascar Developing
## 1751                                                 Mali Developing
## 1752                                               Zambia Developing
## 1753                                              Nigeria Developing
## 1754                                              Eritrea Developing
## 1755                                              Burundi Developing
## 1756                                             Zimbabwe Developing
## 1757                                              Lesotho Developing
## 1758                                           Seychelles Developing
## 1759                                        Guinea-Bissau Developing
## 1760                                        Côte d'Ivoire Developing
## 1761                             Central African Republic Developing
## 1762                                         Burkina Faso Developing
## 1763                                             Djibouti Developing
## 1764                                                Niger Developing
## 1765                                                Benin Developing
## 1766                                                Congo Developing
## 1767                                               Malawi Developing
## 1768                                               Gambia Developing
## 1769                                                 Chad Developing
## 1770                                           Mauritania Developing
## 1771                                                Kenya Developing
## 1772                                            Swaziland Developing
## 1773                                               Uganda Developing
## 1774                                             Cameroon Developing
## 1775                                               Angola Developing
## 1776                          United Republic of Tanzania Developing
## 1777                                         Sierra Leone Developing
## 1778                                               Rwanda Developing
## 1779                                              Lesotho Developing
## 1780                                           Seychelles Developing
## 1781                                                Gabon Developing
## 1782                                          South Sudan Developing
## 1783                                                Niger Developing
## 1784                                            Swaziland Developing
## 1785                                           Madagascar Developing
## 1786                                               Guinea Developing
## 1787                                                 Mali Developing
## 1788                                           Cabo Verde Developing
## 1789                                    Equatorial Guinea Developing
## 1790                                              Burundi Developing
## 1791                                           Mozambique Developing
## 1792                                             Ethiopia Developing
## 1793                                              Senegal Developing
## 1794                                         South Africa Developing
## 1795                                                 Chad Developing
## 1796                                             Zimbabwe Developing
## 1797                                               Rwanda Developing
## 1798                                        Côte d'Ivoire Developing
## 1799                                             Djibouti Developing
## 1800                                              Eritrea Developing
## 1801                                               Gambia Developing
## 1802                                              Comoros Developing
## 1803                                              Somalia Developing
## 1804                                           Mauritania Developing
## 1805                                               Uganda Developing
## 1806                                                Ghana Developing
## 1807                                               Angola Developing
## 1808                                              Nigeria Developing
## 1809                     Democratic Republic of the Congo Developing
## 1810                                               Malawi Developing
## 1811                                                Kenya Developing
## 1812                                            Mauritius Developing
## 1813                                         Burkina Faso Developing
## 1814                                                Congo Developing
## 1815                                               Zambia Developing
## 1816                                              Liberia Developing
## 1817                                         Sierra Leone Developing
## 1818                                                Benin Developing
## 1819                                Sao Tome and Principe Developing
## 1820                                        Guinea-Bissau Developing
## 1821                                              Lesotho Developing
## 1822                                             Cameroon Developing
## 1823                                                Niger Developing
## 1824                                               Gambia Developing
## 1825                                           Mozambique Developing
## 1826                                           Seychelles Developing
## 1827                                              Burundi Developing
## 1828                                              Somalia Developing
## 1829                                             Djibouti Developing
## 1830                                           Madagascar Developing
## 1831                                         South Africa Developing
## 1832                                                Benin Developing
## 1833                                              Namibia Developing
## 1834                                             Botswana Developing
## 1835                             Central African Republic Developing
## 1836                                               Malawi Developing
## 1837                                               Zambia Developing
## 1838                                               Uganda Developing
## 1839                                              Eritrea Developing
## 1840                                               Angola Developing
## 1841                                              Senegal Developing
## 1842                                              Nigeria Developing
## 1843                                                Ghana Developing
## 1844                                            Mauritius Developing
## 1845                                                 Mali Developing
## 1846                                                 Togo Developing
## 1847                                                Congo Developing
## 1848                                                 Chad Developing
## 1849                                             Zimbabwe Developing
## 1850                                    Equatorial Guinea Developing
## 1851                                           Mauritania Developing
## 1852                                         Burkina Faso Developing
## 1853                                Sao Tome and Principe Developing
## 1854                     Democratic Republic of the Congo Developing
## 1855                                        Côte d'Ivoire Developing
## 1856                                        Guinea-Bissau Developing
## 1857                                         Sierra Leone Developing
## 1858                                               Rwanda Developing
## 1859                                              Liberia Developing
## 1860                                                 Togo Developing
## 1861                                              Namibia Developing
## 1862                                           Madagascar Developing
## 1863                                                Gabon Developing
## 1864                                              Lesotho Developing
## 1865                                           Seychelles Developing
## 1866                             Central African Republic Developing
## 1867                                             Botswana Developing
## 1868                                           Mozambique Developing
## 1869                                        Côte d'Ivoire Developing
## 1870                                              Burundi Developing
## 1871                                             Cameroon Developing
## 1872                                               Malawi Developing
## 1873                                                Benin Developing
## 1874                                             Ethiopia Developing
## 1875                                              Nigeria Developing
## 1876                     Democratic Republic of the Congo Developing
## 1877                                         Burkina Faso Developing
## 1878                                               Gambia Developing
## 1879                                            Swaziland Developing
## 1880                                              Eritrea Developing
## 1881                                               Angola Developing
## 1882                                               Guinea Developing
## 1883                                                 Chad Developing
## 1884                                           Mauritania Developing
## 1885                                         South Africa Developing
## 1886                                                Congo Developing
## 1887                                         Sierra Leone Developing
## 1888                                             Zimbabwe Developing
## 1889                                               Uganda Developing
## 1890                                          South Sudan Developing
## 1891                                        Guinea-Bissau Developing
## 1892                                                Ghana Developing
## 1893                                                Kenya Developing
## 1894                                               Rwanda Developing
## 1895                                Sao Tome and Principe Developing
## 1896                                              Namibia Developing
## 1897                                           Mozambique Developing
## 1898                                              Lesotho Developing
## 1899                             Central African Republic Developing
## 1900                                                Kenya Developing
## 1901                                                Niger Developing
## 1902                                        Côte d'Ivoire Developing
## 1903                                                 Togo Developing
## 1904                                             Djibouti Developing
## 1905                                             Zimbabwe Developing
## 1906                                              Liberia Developing
## 1907                                           Mauritania Developing
## 1908                                               Gambia Developing
## 1909                                               Malawi Developing
## 1910                                               Angola Developing
## 1911                                             Cameroon Developing
## 1912                                              Nigeria Developing
## 1913                                                Ghana Developing
## 1914                                               Uganda Developing
## 1915                          United Republic of Tanzania Developing
## 1916                                                Congo Developing
## 1917                                             Ethiopia Developing
## 1918                                             Botswana Developing
## 1919                                           Cabo Verde Developing
## 1920                                                 Chad Developing
## 1921                                                 Mali Developing
## 1922                                              Comoros Developing
## 1923                                         Burkina Faso Developing
## 1924                                                Benin Developing
## 1925                                              Eritrea Developing
## 1926                                         South Africa Developing
## 1927                                            Swaziland Developing
## 1928                                        Guinea-Bissau Developing
## 1929                                              Senegal Developing
## 1930                                    Equatorial Guinea Developing
## 1931                                               Rwanda Developing
## 1932                                               Guinea Developing
## 1933                                                Kenya Developing
## 1934                                              Lesotho Developing
## 1935                                Sao Tome and Principe Developing
## 1936                     Democratic Republic of the Congo Developing
## 1937                                               Angola Developing
## 1938                                        Côte d'Ivoire Developing
## 1939                             Central African Republic Developing
## 1940                                                Benin Developing
## 1941                                           Madagascar Developing
## 1942                                                Niger Developing
## 1943                                           Seychelles Developing
## 1944                                                 Togo Developing
## 1945                                             Ethiopia Developing
## 1946                                                 Chad Developing
## 1947                                               Uganda Developing
## 1948                                                 Mali Developing
## 1949                                         Burkina Faso Developing
## 1950                                               Gambia Developing
## 1951                                           Mauritania Developing
## 1952                                           Mozambique Developing
## 1953                                          South Sudan Developing
## 1954                                             Zimbabwe Developing
## 1955                                             Botswana Developing
## 1956                                             Cameroon Developing
## 1957                                            Mauritius Developing
## 1958                                                Ghana Developing
## 1959                                    Equatorial Guinea Developing
## 1960                                        Guinea-Bissau Developing
## 1961                                               Malawi Developing
## 1962                                             Djibouti Developing
## 1963                                              Senegal Developing
## 1964                                               Rwanda Developing
## 1965                                              Nigeria Developing
## 1966                                              Eritrea Developing
## 1967                          United Republic of Tanzania Developing
## 1968                                              Somalia Developing
## 1969                                         Sierra Leone Developing
## 1970                                           Cabo Verde Developing
## 1971                                                Niger Developing
## 1972                                                Benin Developing
## 1973                                              Namibia Developing
## 1974                                              Lesotho Developing
## 1975                                             Botswana Developing
## 1976                     Democratic Republic of the Congo Developing
## 1977                                             Zimbabwe Developing
## 1978                                        Côte d'Ivoire Developing
## 1979                                               Malawi Developing
## 1980                                               Rwanda Developing
## 1981                                          South Sudan Developing
## 1982                                        Guinea-Bissau Developing
## 1983                             Central African Republic Developing
## 1984                                         Burkina Faso Developing
## 1985                                               Uganda Developing
## 1986                                                Ghana Developing
## 1987                                              Burundi Developing
## 1988                                               Zambia Developing
## 1989                                           Mozambique Developing
## 1990                                            Swaziland Developing
## 1991                                               Guinea Developing
## 1992                                Sao Tome and Principe Developing
## 1993                                         Sierra Leone Developing
## 1994                                            Mauritius Developing
## 1995                                              Senegal Developing
## 1996                                              Comoros Developing
## 1997                                             Djibouti Developing
## 1998                                              Liberia Developing
## 1999                                             Ethiopia Developing
## 2000                                           Mauritania Developing
## 2001                                              Nigeria Developing
## 2002                                           Cabo Verde Developing
## 2003                                                 Chad Developing
## 2004                                                Congo Developing
## 2005                                               Gambia Developing
## 2006                                           Madagascar Developing
## 2007                                                Benin Developing
## 2008                                           Seychelles Developing
## 2009                                               Malawi Developing
## 2010                                              Nigeria Developing
## 2011                                             Zimbabwe Developing
## 2012                                          South Sudan Developing
## 2013                                              Namibia Developing
## 2014                                                Gabon Developing
## 2015                                               Rwanda Developing
## 2016                                               Guinea Developing
## 2017                                              Lesotho Developing
## 2018                                        Côte d'Ivoire Developing
## 2019                                Sao Tome and Principe Developing
## 2020                                                Kenya Developing
## 2021                          United Republic of Tanzania Developing
## 2022                                             Botswana Developing
## 2023                                              Burundi Developing
## 2024                                        Guinea-Bissau Developing
## 2025                                         Sierra Leone Developing
## 2026                                           Mozambique Developing
## 2027                             Central African Republic Developing
## 2028                                             Cameroon Developing
## 2029                                            Swaziland Developing
## 2030                                               Uganda Developing
## 2031                                              Liberia Developing
## 2032                                              Somalia Developing
## 2033                                              Comoros Developing
## 2034                                             Djibouti Developing
## 2035                                               Zambia Developing
## 2036                                         South Africa Developing
## 2037                                                 Chad Developing
## 2038                                               Angola Developing
## 2039                                            Mauritius Developing
## 2040                                           Cabo Verde Developing
## 2041                                           Mauritania Developing
## 2042                                                 Mali Developing
## 2043                                                Ghana Developing
## 2044                                              Eritrea Developing
## 2045                                 Syrian Arab Republic Developing
## 2046                                               Cyprus  Developed
## 2047                                               Turkey Developing
## 2048                                                 Iraq Developing
## 2049                                                Qatar Developing
## 2050                                           Azerbaijan Developing
## 2051                                 United Arab Emirates Developing
## 2052                                         Saudi Arabia Developing
## 2053                                              Lebanon Developing
## 2054                                              Armenia Developing
## 2055                                               Kuwait Developing
## 2056                                              Georgia Developing
## 2057                                                 Oman Developing
## 2058                                                Yemen Developing
## 2059                                              Bahrain Developing
## 2060                                 Syrian Arab Republic Developing
## 2061                                 United Arab Emirates Developing
## 2062                                                 Iraq Developing
## 2063                                              Bahrain Developing
## 2064                                               Israel Developing
## 2065                                               Kuwait Developing
## 2066                                               Jordan Developing
## 2067                                         Saudi Arabia Developing
## 2068                                                 Oman Developing
## 2069                                                Yemen Developing
## 2070                                               Turkey Developing
## 2071                                               Cyprus  Developed
## 2072                                              Armenia Developing
## 2073                                                Qatar Developing
## 2074                                               Israel Developing
## 2075                                              Bahrain Developing
## 2076                                              Lebanon Developing
## 2077                                 Syrian Arab Republic Developing
## 2078                                               Kuwait Developing
## 2079                                         Saudi Arabia Developing
## 2080                                 United Arab Emirates Developing
## 2081                                                 Iraq Developing
## 2082                                              Georgia Developing
## 2083                                                Qatar Developing
## 2084                                           Azerbaijan Developing
## 2085                                              Armenia Developing
## 2086                                               Kuwait Developing
## 2087                                               Jordan Developing
## 2088                                 Syrian Arab Republic Developing
## 2089                                               Israel Developing
## 2090                                              Bahrain Developing
## 2091                                 United Arab Emirates Developing
## 2092                                              Lebanon Developing
## 2093                                               Cyprus  Developed
## 2094                                               Turkey Developing
## 2095                                         Saudi Arabia Developing
## 2096                                                Qatar Developing
## 2097                                              Armenia Developing
## 2098                                           Azerbaijan Developing
## 2099                                              Georgia Developing
## 2100                                                Yemen Developing
## 2101                                                 Oman Developing
## 2102                                               Kuwait Developing
## 2103                                         Saudi Arabia Developing
## 2104                                                Qatar Developing
## 2105                                               Turkey Developing
## 2106                                              Georgia Developing
## 2107                                               Jordan Developing
## 2108                                               Cyprus  Developed
## 2109                                           Azerbaijan Developing
## 2110                                              Lebanon Developing
## 2111                                              Armenia Developing
## 2112                                              Bahrain Developing
## 2113                                                 Oman Developing
## 2114                                 United Arab Emirates Developing
## 2115                                 Syrian Arab Republic Developing
## 2116                                                 Iraq Developing
## 2117                                               Turkey Developing
## 2118                                           Azerbaijan Developing
## 2119                                               Jordan Developing
## 2120                                              Georgia Developing
## 2121                                               Israel Developing
## 2122                                                 Oman Developing
## 2123                                              Armenia Developing
## 2124                                                Yemen Developing
## 2125                                               Kuwait Developing
## 2126                                         Saudi Arabia Developing
## 2127                                              Bahrain Developing
## 2128                                 United Arab Emirates Developing
## 2129                                           Azerbaijan Developing
## 2130                                               Turkey Developing
## 2131                                               Jordan Developing
## 2132                                                Qatar Developing
## 2133                                                 Iraq Developing
## 2134                                               Cyprus  Developed
## 2135                                              Georgia Developing
## 2136                                                Yemen Developing
## 2137                                               Kuwait Developing
## 2138                                              Armenia Developing
## 2139                                               Israel Developing
## 2140                                              Lebanon Developing
## 2141                                                Yemen Developing
## 2142                                                 Iraq Developing
## 2143                                                Qatar Developing
## 2144                                               Turkey Developing
## 2145                                           Azerbaijan Developing
## 2146                                               Cyprus  Developed
## 2147                                 United Arab Emirates Developing
## 2148                                               Israel Developing
## 2149                                                 Oman Developing
## 2150                                               Kuwait Developing
## 2151                                              Bahrain Developing
## 2152                                 Syrian Arab Republic Developing
## 2153                                              Armenia Developing
## 2154                                               Kuwait Developing
## 2155                                           Azerbaijan Developing
## 2156                                                Qatar Developing
## 2157                                              Bahrain Developing
## 2158                                 United Arab Emirates Developing
## 2159                                               Turkey Developing
## 2160                                              Georgia Developing
## 2161                                                 Oman Developing
## 2162                                         Saudi Arabia Developing
## 2163                                               Cyprus  Developed
## 2164                                 Syrian Arab Republic Developing
## 2165                                               Israel Developing
## 2166                                              Lebanon Developing
## 2167                                               Jordan Developing
## 2168                                               Cyprus  Developed
## 2169                                               Turkey Developing
## 2170                                                Qatar Developing
## 2171                                               Israel Developing
## 2172                                           Azerbaijan Developing
## 2173                                              Georgia Developing
## 2174                                                Yemen Developing
## 2175                                              Armenia Developing
## 2176                                                 Iraq Developing
## 2177                                 United Arab Emirates Developing
## 2178                                         Saudi Arabia Developing
## 2179                                 Syrian Arab Republic Developing
## 2180                                              Bahrain Developing
## 2181                                               Cyprus  Developed
## 2182                                                Qatar Developing
## 2183                                               Jordan Developing
## 2184                                         Saudi Arabia Developing
## 2185                                               Turkey Developing
## 2186                                              Georgia Developing
## 2187                                               Kuwait Developing
## 2188                                              Lebanon Developing
## 2189                                              Bahrain Developing
## 2190                                              Armenia Developing
## 2191                                               Israel Developing
## 2192                                                 Oman Developing
## 2193                                 United Arab Emirates Developing
## 2194                                               Cyprus  Developed
## 2195                                         Saudi Arabia Developing
## 2196                                               Turkey Developing
## 2197                                               Jordan Developing
## 2198                                              Lebanon Developing
## 2199                                                 Oman Developing
## 2200                                 Syrian Arab Republic Developing
## 2201                                              Armenia Developing
## 2202                                               Israel Developing
## 2203                                 United Arab Emirates Developing
## 2204                                              Bahrain Developing
## 2205                                              Georgia Developing
## 2206                                                Yemen Developing
## 2207                                                 Iraq Developing
## 2208                                               Jordan Developing
## 2209                                              Georgia Developing
## 2210                                              Lebanon Developing
## 2211                                                Yemen Developing
## 2212                                                 Iraq Developing
## 2213                                              Armenia Developing
## 2214                                         Saudi Arabia Developing
## 2215                                              Bahrain Developing
## 2216                                                 Oman Developing
## 2217                                               Cyprus  Developed
## 2218                                           Azerbaijan Developing
## 2219                                               Kuwait Developing
## 2220                                              Lebanon Developing
## 2221                                               Turkey Developing
## 2222                                              Georgia Developing
## 2223                                               Kuwait Developing
## 2224                                                 Oman Developing
## 2225                                         Saudi Arabia Developing
## 2226                                           Azerbaijan Developing
## 2227                                 Syrian Arab Republic Developing
## 2228                                               Cyprus  Developed
## 2229                                 United Arab Emirates Developing
## 2230                                              Bahrain Developing
## 2231                                              Armenia Developing
## 2232                                                 Iraq Developing
## 2233                                               Jordan Developing
## 2234                                               Cyprus  Developed
## 2235                                               Turkey Developing
## 2236                                              Lebanon Developing
## 2237                                               Israel Developing
## 2238                                                Yemen Developing
## 2239                                               Kuwait Developing
## 2240                                              Armenia Developing
## 2241                                              Bahrain Developing
## 2242                                               Jordan Developing
## 2243                                 United Arab Emirates Developing
## 2244                                              Armenia Developing
## 2245                                               Turkey Developing
## 2246                                                 Iraq Developing
## 2247                                               Kuwait Developing
## 2248                                         Saudi Arabia Developing
## 2249                                               Israel Developing
## 2250                                           Azerbaijan Developing
## 2251                                                Qatar Developing
## 2252                                              Bahrain Developing
## 2253                                 Syrian Arab Republic Developing
## 2254                                              Georgia Developing
## 2255                                                Yemen Developing
## 2256                                          Switzerland  Developed
## 2257                                              Germany  Developed
## 2258                                           Luxembourg  Developed
## 2259                                               France Developing
## 2260                                              Belgium  Developed
## 2261                                              Austria  Developed
## 2262                                              Germany  Developed
## 2263                                              Austria  Developed
## 2264                                          Netherlands  Developed
## 2265                                           Luxembourg  Developed
## 2266                                          Switzerland  Developed
## 2267                                              Belgium  Developed
## 2268                                               France Developing
## 2269                                           Luxembourg  Developed
## 2270                                              Austria  Developed
## 2271                                          Switzerland  Developed
## 2272                                               France Developing
## 2273                                              Germany  Developed
## 2274                                          Netherlands  Developed
## 2275                                              Belgium  Developed
## 2276                                          Netherlands  Developed
## 2277                                               France Developing
## 2278                                              Austria  Developed
## 2279                                              Belgium  Developed
## 2280                                               France Developing
## 2281                                           Luxembourg  Developed
## 2282                                          Netherlands  Developed
## 2283                                              Germany  Developed
## 2284                                          Switzerland  Developed
## 2285                                               France Developing
## 2286                                              Belgium  Developed
## 2287                                           Luxembourg  Developed
## 2288                                              Austria  Developed
## 2289                                          Switzerland  Developed
## 2290                                          Netherlands  Developed
## 2291                                              Germany  Developed
## 2292                                           Luxembourg  Developed
## 2293                                          Netherlands  Developed
## 2294                                               France Developing
## 2295                                              Belgium  Developed
## 2296                                              Germany  Developed
## 2297                                              Austria  Developed
## 2298                                          Switzerland  Developed
## 2299                                          Netherlands  Developed
## 2300                                          Switzerland  Developed
## 2301                                              Austria  Developed
## 2302                                           Luxembourg  Developed
## 2303                                              Belgium  Developed
## 2304                                              Germany  Developed
## 2305                                               France Developing
## 2306                                               France Developing
## 2307                                          Switzerland  Developed
## 2308                                              Germany  Developed
## 2309                                           Luxembourg  Developed
## 2310                                          Netherlands  Developed
## 2311                                           Luxembourg  Developed
## 2312                                          Netherlands  Developed
## 2313                                              Belgium  Developed
## 2314                                              Germany  Developed
## 2315                                          Switzerland  Developed
## 2316                                               France Developing
## 2317                                              Austria  Developed
## 2318                                          Netherlands  Developed
## 2319                                               France Developing
## 2320                                              Germany  Developed
## 2321                                          Netherlands  Developed
## 2322                                           Luxembourg  Developed
## 2323                                              Austria  Developed
## 2324                                              Belgium  Developed
## 2325                                               France Developing
## 2326                                          Netherlands  Developed
## 2327                                              Austria  Developed
## 2328                                          Switzerland  Developed
## 2329                                              Germany  Developed
## 2330                                              Belgium  Developed
## 2331                                               France Developing
## 2332                                           Luxembourg  Developed
## 2333                                              Belgium  Developed
## 2334                                              Germany  Developed
## 2335                                               Monaco Developing
## 2336                                              Austria  Developed
## 2337                                          Netherlands  Developed
## 2338                                           Luxembourg  Developed
## 2339                                              Belgium  Developed
## 2340                                              Germany  Developed
## 2341                                          Netherlands  Developed
## 2342                                               France Developing
## 2343                                           Luxembourg  Developed
## 2344                                              Austria  Developed
## 2345                                          Switzerland  Developed
## 2346                                              Germany  Developed
## 2347                                               France Developing
## 2348                                          Switzerland  Developed
## 2349                                           Luxembourg  Developed
## 2350                                              Belgium  Developed
##      Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1               78.6              87             0   8.910
## 2               79.5              78             1  10.170
## 3               79.9              75             1   9.530
## 4               78.5              83             0   8.750
## 5               78.7              83             0   9.130
## 6               79.9              73             1   9.840
## 7               83.0              71             1   9.970
## 8               79.1              82             0   8.910
## 9               86.0              69             1   9.840
## 10              79.2              79             0   9.150
## 11              79.9              78             0   9.310
## 12              81.0              67             1  10.300
## 13              79.9              76             0   9.340
## 14              81.2              66             1  10.310
## 15              81.3              66             1  10.560
## 16              81.3              66             1  10.760
## 17              85.0              73             0   9.240
## 18              89.0              71             0   9.620
## 19              82.0              63             1  10.300
## 20              86.0              72             0   9.470
## 21              81.1               7             0   9.200
## 22              82.3              61             1  10.030
## 23              81.3              69             0   9.180
## 24              82.5              61             1   9.870
## 25              81.5              67             0   9.070
## 26              81.6              66             0   8.700
## 27              82.8              59             1   3.755
## 28              66.6             225             4   2.130
## 29              63.8             224             7   2.900
## 30              63.9             292             9   6.000
## 31              63.7             198            14   0.370
## 32              64.4             284             8   5.750
## 33              64.0             194            13   0.860
## 34              64.0             221             7   2.350
## 35              67.4             185            28   1.530
## 36              67.1             186            27   1.470
## 37              63.3             229             7   2.330
## 38              64.3             193            12   0.600
## 39              67.2             183            25   1.540
## 40              66.6             217             4   3.520
## 41              64.4             282             8   6.580
## 42              63.4             231             7   2.880
## 43              67.1             218             4   3.410
## 44              65.9             177            11   0.380
## 45              63.5             238             6   2.860
## 46              64.7             287             8   6.550
## 47              65.5             194            10   0.370
## 48              66.7             234             4   2.480
## 49              67.6             185            23   1.960
## 50              65.9             183            10   0.380
## 51              65.0             295             8   7.080
## 52              63.7             245             6   2.710
## 53              64.1             241             6   2.580
## 54              67.2             229             4   2.770
## 55              65.3             288             8   7.440
## 56              67.8             184            22   2.150
## 57              66.1             181            10   0.350
## 58              67.9             184            22   2.360
## 59              66.6             258             8   7.600
## 60              67.6             217             4   2.530
## 61              66.4             178            10   0.320
## 62              64.5             235             6   2.400
## 63              67.8             235             7   6.640
## 64              68.5              21             4   2.390
## 65              65.6             215             6   2.350
## 66              66.7             174            10   0.300
## 67              68.3             183            20   2.730
## 68              65.8             211             7   2.480
## 69              68.1             166            10   0.320
## 70              69.4             188             4   3.280
## 71              68.5             183            19   2.830
## 72              65.6             217             7   2.550
## 73              68.5             224             7   6.630
## 74              69.9              18             3   0.010
## 75              65.6              22             7   2.750
## 76              69.1             214             6   6.820
## 77              68.8             164            10   0.010
## 78              68.8             184            18   0.010
## 79              77.0             174             3   0.010
## 80              65.4             228             7   2.930
## 81              69.1             185            17   0.010
## 82              69.5              28             5   6.480
## 83              69.2             184            16   0.010
## 84              69.6             162            10   0.010
## 85              69.9              22             5   6.290
## 86              66.0             217             7   2.900
## 87              78.0              17             3   0.010
## 88              69.4             184            15   3.755
## 89              71.7             115           490   3.060
## 90              76.0             116             4  10.330
## 91              81.1              74             4   7.970
## 92              63.2             266             2   2.870
## 93              72.2              11           457   2.840
## 94              81.5              72             4   8.030
## 95              76.7              17             3  11.450
## 96              77.1              99             3   9.550
## 97              63.8             263             2   2.430
## 98              81.8               7             3   7.870
## 99              64.0             271             2   1.310
## 100             73.1              13           391   2.960
## 101             68.1             165            12   3.130
## 102             78.2              89             3   9.180
## 103             68.4             165            11   3.130
## 104             82.1              68             3   7.700
## 105             64.0             284             2   1.750
## 106             78.7              84             2   9.030
## 107             64.5             274             2   2.750
## 108             82.0              69             3   7.990
## 109             68.5             165            10   3.210
## 110             82.4              68             3   7.490
## 111             65.0             271             2   2.910
## 112             79.4              79             2   8.830
## 113             74.2              98           307   3.280
## 114             68.5             165            10   3.280
## 115             68.5             166             9   3.130
## 116             65.9              26             2   3.790
## 117             79.8              77             2   9.050
## 118             83.0              75             2   9.310
## 119             82.7              66             3   7.110
## 120             74.5              97           266   4.270
## 121             68.6             164             9   3.160
## 122             67.4             225             2   4.260
## 123             83.0              64             3   7.090
## 124             68.7             161             9   3.350
## 125             66.9             235             1   4.610
## 126             83.0              62             3   6.900
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## 211             67.7             267             5   7.990
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## 249             76.7             128             2  10.930
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## 253             77.8              97             0  12.430
## 254             74.8              15             0  11.510
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## 257             78.0              93             0  12.710
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## 265             71.7              23             0  14.660
## 266             74.1              14             1  12.060
## 267             77.1              12             2  11.630
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## 271             77.3              12             2  10.710
## 272             74.3             138             1  12.030
## 273             75.6             137             0   0.010
## 274             71.8             162             1   9.990
## 275             78.0              23             4   8.060
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## 278             76.7              19             0   3.755
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## 282             75.0             133             2   3.755
## 283             72.3             196             0   3.755
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## 288             68.3             196             0   4.790
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## 290             79.0             172             4   6.780
## 291             73.3             127             0   7.430
## 292             72.6             171             1   3.460
## 293             73.0             192             4   3.610
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## 295             71.6             183             0  11.690
## 296             73.6             156             0   7.270
## 297             72.5             168            11   8.010
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## 308             75.2             123             1   6.480
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## 311             73.8             154             0   7.510
## 312             68.2              21             0   4.900
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## 398             77.7              12             1   4.090
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## 423             75.7             123             1   6.350
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## 428             72.3             178             7   6.200
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## 438             71.7             167             0   9.060
## 439             65.2              24             1   7.040
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## 442             75.2             127            11   7.750
## 443             78.0              16             1   4.150
## 444             74.8             145             0   8.930
## 445             72.3             161             3   5.610
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## 449             73.6             163             9   8.270
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## 454             72.9             164             6   6.050
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## 461             71.2              23             2   2.830
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## 465             72.5             159             3   5.610
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## 469             75.0             144             0   8.640
## 470             76.0             123            38   5.350
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## 477             75.2             142             0   8.270
## 478             72.1             167             0   6.920
## 479             76.4             119             1   6.760
## 480             75.6             127            37   5.360
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## 486             74.6             139             7   3.760
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## 492             72.1             162             0   8.920
## 493             74.4             111             0   8.950
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## 500             62.1             259            16   5.950
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## 504             62.5             251            16   5.850
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## 506             73.8              14            10   4.690
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## 508             68.0              27            10   3.870
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## 510             74.3             147             0  11.090
## 511             73.6             157             6   6.050
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## 513             70.0             196             0   5.130
## 514             75.7              13            36   5.270
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## 517             72.4             158             0   8.420
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## 520             76.6             118             0   6.670
## 521             72.3             165             0   6.850
## 522             71.4              23             2   2.550
## 523             66.1             218             0   7.490
## 524             73.0             155             3   5.390
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## 526             74.7             142             1   3.330
## 527             78.1              11             1   4.010
## 528             69.5             184             0   6.850
## 529             75.0             134             7   3.950
## 530             77.0             196            12   2.140
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## 533             73.7             158             9   7.220
## 534             79.1              89             2   7.930
## 535             75.0             138             1   3.550
## 536             36.3             682            23   5.760
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## 538             74.2             147             0  10.870
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## 540             72.0             191             2   2.360
## 541             75.6             138             0   7.840
## 542             78.1              16             1   3.580
## 543             76.3             118             0   6.210
## 544             76.5             122             1   6.940
## 545             73.0              19             0   5.260
## 546             72.7             166             6   6.020
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## 548             74.7              16             0   8.410
## 549             72.5             162             0   7.000
## 550             73.2             152             3   5.650
## 551             68.7              22             9   3.950
## 552             69.5             186             0   6.760
## 553             72.6             154             0   7.910
## 554             73.8             154            54   7.520
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## 558             74.9              14             0   8.510
## 559             77.3             121             1   6.900
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## 562             74.5             133             9   4.830
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## 566             72.7              16             0   7.020
## 567             73.4              15             3   5.790
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## 570             74.1             152            51   7.580
## 571             73.1              16             6   5.910
## 572             74.5             147             3   3.390
## 573             75.2             139             1   3.580
## 574             76.0             187             0   5.640
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## 576             77.0             111             0   5.970
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## 578             69.3             198             9   3.930
## 579             72.0             197             2   2.370
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## 582             76.5             118             0   5.770
## 583             74.3             143            11   4.440
## 584             73.0             181             2   2.480
## 585             73.6             148             3   5.360
## 586             75.5             127             7   3.920
## 587             74.9             167             0   9.500
## 588             73.7             161             9   6.700
## 589             76.3             123            33   5.290
## 590             74.7             142             0   9.990
## 591             71.3             189            11   2.020
## 592             78.0             174             0   6.700
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## 594             71.3             178             0   5.730
## 595             74.5             148            49   7.550
## 596             65.8              22             0   7.570
## 597             74.1             151             4   3.110
## 598             75.9              12             9   8.350
## 599             77.2              12             1   6.950
## 600             73.9             157             2   3.630
## 601             69.4             189             0   6.660
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## 604             71.0             172             0   6.710
## 605             75.3             125             8   5.380
## 606             76.1             133             0   8.580
## 607             62.7             253            14   5.680
## 608             72.7             161             0   7.070
## 609             73.0             184             2   2.420
## 610             72.1             144             0   8.540
## 611             73.8             159             9   6.710
## 612             74.8             141             0   9.730
## 613             81.0              84             2   7.200
## 614             73.3             144             0   8.250
## 615             71.0             192             8   3.780
## 616             76.6              12            32   5.230
## 617             73.4             157             6   5.930
## 618             74.7             146            46   7.240
## 619             73.8             148             3   5.030
## 620             76.0             121             6   3.770
## 621             75.2              11             0   8.740
## 622             72.1             144             0   0.010
## 623             76.0             119             8   8.280
## 624             65.9             218             0   7.560
## 625             78.7              96             1   4.180
## 626             74.3              15             4   3.110
## 627             74.8             172             0   9.420
## 628             69.8              18             0   6.560
## 629             73.9             157             2   3.580
## 630             75.6             136             1   3.790
## 631             71.4             189            11   1.930
## 632             71.2             179             0   6.020
## 633             73.9             147             3   0.010
## 634             76.8             117             0   6.030
## 635             76.2             131             0   8.560
## 636             75.0             139             0   9.970
## 637             74.0             189             8   3.620
## 638             71.1             171             0   6.940
## 639             75.3             125             8   0.010
## 640             74.8             144            44   7.320
## 641             73.9             158             9   6.470
## 642             66.0             217             0   7.640
## 643             73.1             157             0   7.010
## 644             73.5             143             0   8.420
## 645             74.5             149             3   2.870
## 646             79.0              93             1   4.370
## 647             75.4              16             0   9.450
## 648             73.6             154             6   5.920
## 649             73.3             181             2   2.520
## 650             71.7             187            10   1.880
## 651             70.0             177             0   6.580
## 652             76.0             121             6   3.820
## 653             77.6             119             1   6.740
## 654             75.4               1             0   8.820
## 655             75.8             133             1   3.830
## 656             71.4             178             0   6.320
## 657             83.0              83             2   7.160
## 658             76.6             122            31   5.260
## 659             75.5             123             8   3.755
## 660             77.8             118             1   3.755
## 661             73.6             142             0   3.755
## 662             75.0             142            42   3.755
## 663             63.5              24            14   3.755
## 664             71.0             175             0   3.755
## 665             73.9             152             6   3.755
## 666             73.2             156             0   3.755
## 667             79.1              92             1   3.755
## 668             76.7             122            30   3.755
## 669             74.8             143            10   3.755
## 670             74.0             146             2   3.755
## 671             66.2             215             0   3.755
## 672             74.8             145             2   3.755
## 673             76.4              13             0   3.755
## 674             76.2             125             1   3.755
## 675             77.0             116             0   3.755
## 676             85.0              82             2   3.755
## 677             73.5             178             2   3.755
## 678             71.6             176             0   3.755
## 679             74.1             157             9   3.755
## 680             71.9             186            10   3.755
## 681             75.5              98             0   3.755
## 682             77.0             186             8   3.755
## 683             76.2             118             6   3.755
## 684             76.3             116             8   3.755
## 685             75.2             138             0   3.755
## 686             69.0              18             0   1.210
## 687             65.8             235             0   0.710
## 688             58.9             335            11   0.730
## 689             59.1             331            11   0.680
## 690             69.1             179             0   0.910
## 691             66.2             227             0   0.700
## 692             69.3             176             0   1.240
## 693             66.5              22             0   1.080
## 694             67.9              22             0   1.850
## 695             59.6             321            11   0.590
## 696             66.8             215             0   1.180
## 697             69.4             173             0   1.200
## 698             68.0              22             0   1.760
## 699             59.9             314            11   0.580
## 700             68.1             218             0   1.630
## 701             67.1              29             0   1.180
## 702             64.0              37            11   0.840
## 703             69.9             165             0   0.880
## 704             68.3             214             0   2.020
## 705             67.4              24             0   0.900
## 706             68.5             211             0   2.060
## 707             71.0             161             0   1.000
## 708             67.6               2             0   0.990
## 709             73.0             157             0   1.010
## 710             61.1             295            11   0.710
## 711             68.6              29             0   2.090
## 712             68.7              26             0   1.950
## 713             75.0             153             0   1.180
## 714             68.0             193             0   1.090
## 715             61.4              29            11   0.810
## 716             68.9              23             0   2.310
## 717             78.0             149             0   0.830
## 718             61.6             288            11   0.820
## 719             68.1             192             0   1.210
## 720             69.1               2             0   2.250
## 721             61.8             286            10   0.790
## 722             68.3             188             0   1.100
## 723             69.2             197             0   0.010
## 724             71.2             141             0   0.850
## 725             62.0             285            10   0.880
## 726             68.5             186             0   0.990
## 727             69.4             195             0   0.010
## 728             62.2             284            10   0.010
## 729             68.7             184             0   0.010
## 730             71.4             138             0   0.010
## 731             71.6             135             0   0.010
## 732             62.4             281            10   0.010
## 733             68.8             182             0   0.010
## 734             69.6             192             0   0.010
## 735             69.7              19             0   0.010
## 736             62.7             278            10   0.010
## 737             68.8             183             0   0.010
## 738             62.9             275            10   3.755
## 739             72.0              13             0   3.755
## 740             69.2             177             0   3.755
## 741             64.1             222             0   0.460
## 742             67.0             185             0   2.230
## 743             64.3             219             0   0.600
## 744             67.2             183             0   2.820
## 745             64.6             217             0   0.490
## 746             66.2              21             0   2.780
## 747             64.7             215             0   0.500
## 748             67.5              18             0   3.150
## 749             64.8             214             0   0.480
## 750             67.7             179             0   2.020
## 751             67.9             178             0   1.900
## 752             64.9             213             0   0.600
## 753             65.0             212             0   0.760
## 754             68.0             176             0   1.730
## 755             65.0             211             0   0.680
## 756             65.1              21             0   0.460
## 757             68.4             174             0   1.970
## 758             65.2              28             0   0.540
## 759             65.3              27             0   0.480
## 760             65.5              26             0   0.530
## 761             69.0             168             0   2.980
## 762             65.8              22             0   0.010
## 763             69.2             166             0   1.670
## 764             72.1             144             0   3.755
## 765             72.1             144             0   0.010
## 766             66.1               2             0   0.010
## 767             69.4             164             0   1.580
## 768             69.4             166             0   3.755
## 769             66.3             198             0   3.755
## 770             78.0             148             3   0.010
## 771             72.9             112             4   1.210
## 772             71.3             145            21   0.250
## 773             73.2              11             4   1.190
## 774             71.0             147             3   0.010
## 775             69.0             155            26   0.460
## 776             58.9             283            71   1.810
## 777             59.4             277            70   1.590
## 778             73.5              19             4   1.170
## 779             71.1             146             3   0.010
## 780             68.7             177            61   0.150
## 781             69.5              15            25   0.460
## 782             69.9             146            24   0.580
## 783             71.3             144             3   0.010
## 784             73.7              17             4   1.340
## 785             71.7             146            20   0.340
## 786             59.6             278            69   1.740
## 787             68.6             178            59   0.150
## 788             71.5             141             2   0.010
## 789             59.7             278            68   1.590
## 790             72.3              14            19   0.450
## 791             72.0             142            23   0.560
## 792             69.0             176            57   0.160
## 793             67.0             261            66   1.550
## 794             71.9             138             2   0.010
## 795             77.0             137            22   0.470
## 796             69.4             174            56   0.160
## 797             61.0              26            66   1.900
## 798             69.5             175            55   0.180
## 799             73.4             132            20   0.360
## 800             61.4             254            65   2.010
## 801             69.7             171            55   0.210
## 802             72.5             132             2   0.010
## 803             73.8             129            20   0.440
## 804             71.4             128            21   0.560
## 805             72.6             132             2   0.010
## 806             74.1             126            20   0.460
## 807             71.8             123            21   0.510
## 808             69.8             172            54   0.240
## 809             62.0             248            63   1.990
## 810             74.7              12             3   1.400
## 811             74.4             123            20   0.500
## 812             69.9             174            54   0.210
## 813             72.3             116            20   0.620
## 814             72.7             132             2   0.010
## 815             74.8              12             3   1.280
## 816             74.7             119            21   0.450
## 817             72.8              11            20   0.560
## 818             70.0             173            54   0.220
## 819             62.5             243            62   1.770
## 820             72.8             132             2   0.010
## 821             73.3              14            19   0.540
## 822             74.0             168            55   0.220
## 823             74.9             116            21   0.560
## 824             73.6              99            19   0.550
## 825             72.0             165            54   0.230
## 826             72.9             133             2   0.010
## 827             74.9              13             3   1.300
## 828             73.9              97            18   0.450
## 829             72.9             134             2   0.010
## 830             75.3             112            21   0.530
## 831             79.0             159            54   0.210
## 832             74.9              13             3   1.290
## 833             63.5             232            60   0.010
## 834             72.4             143             2   0.010
## 835             63.8             229            59   0.010
## 836             75.4              11            21   0.010
## 837             75.1              12             3   1.390
## 838             78.0             161            53   0.210
## 839             64.1             225            58   3.755
## 840             75.3               1             3   3.755
## 841             75.6              19            21   3.755
## 842             72.7             138             1   3.755
## 843             74.3              95            17   3.755
## 844             76.8             114            28   8.210
## 845             79.1              82             2   7.600
## 846             76.9             115            28   8.250
## 847             79.4               8             2   7.600
## 848             77.0             115            28   8.330
## 849             79.7              78             2   7.700
## 850             80.0              77             2   7.800
## 851             77.5             111            28   8.480
## 852             81.0              76             2   8.000
## 853             77.8             113            28   8.630
## 854             85.0              74             2   8.300
## 855             78.1              11            27   8.740
## 856             87.0              74             2   8.300
## 857             78.2              18            27   8.740
## 858             81.2               7             2   8.400
## 859             78.7              16            25   8.670
## 860             78.8              16            24   8.820
## 861             81.6              68             2   8.300
## 862             81.8              67             2   8.200
## 863             82.0              65             2   8.100
## 864             82.2              64             2   3.755
## 865             79.3              13            23   3.755
## 866             78.0             218             0   0.010
## 867             76.4              94             0  14.070
## 868             78.5              85             0   5.670
## 869             77.5              15             0   8.590
## 870             79.7              74             0   6.170
## 871             71.6               2             0   9.870
## 872             76.9              12             0  11.690
## 873             71.0             218             0   7.130
## 874             77.8              89             4  10.590
## 875             79.6              73             0   6.200
## 876             78.8              82             0   5.490
## 877             78.0               1             0   8.940
## 878             69.9             228             0   6.680
## 879             78.0              88             4  10.910
## 880             79.8              73             0   6.600
## 881             78.0             225             0   0.010
## 882             80.0              72             0   6.370
## 883             77.0              89             0  14.270
## 884             78.1              98             0   9.250
## 885             78.9              81             0   5.890
## 886             84.0               7             0   6.610
## 887             71.2             211             0  11.480
## 888             73.0             219             0   7.440
## 889             77.0              14             0  11.340
## 890             79.9              71             0   6.900
## 891             78.4              98             0   9.310
## 892             71.9             199             0  11.640
## 893             77.3              11             0  11.540
## 894             79.4              78             0   6.040
## 895             78.3              86             4  11.850
## 896             78.0              29             0   8.240
## 897             78.0              82             0  13.240
## 898             87.0              65             0   6.610
## 899             71.6              24             0  12.100
## 900             78.7              12             0   9.890
## 901             71.0              26             0   8.810
## 902             88.0              65             0   6.790
## 903             78.3              82             0  13.320
## 904             83.0               7             0   6.600
## 905             77.7              98             0  11.270
## 906             79.8              77             0   6.220
## 907             76.0             216             0   9.920
## 908             81.0              62             0   7.050
## 909             78.1              92             0  11.280
## 910             78.7              78             0  13.310
## 911             79.0              82             4  12.050
## 912             78.9              11             0   9.950
## 913             78.0             222             0  12.300
## 914             75.0             229             0  10.400
## 915             79.3              82             4  11.610
## 916             81.1              61             0   7.200
## 917             88.0              64             0   6.500
## 918             78.1              93             0  11.020
## 919             79.0              78             0  13.440
## 920             76.0             229             0  12.700
## 921             84.0               7             0   6.470
## 922             79.2              96             0  10.150
## 923             89.0              63             0   6.900
## 924             81.3              59             0   7.530
## 925             78.4              93             0  10.990
## 926             78.0             221             0  12.120
## 927             85.0              67             0   6.600
## 928             79.5               8             4  11.840
## 929             72.0              24             0  13.400
## 930             81.4              58             0   8.490
## 931             79.8              75             0  12.660
## 932             81.1              62             0   6.900
## 933             79.6               8             4  11.470
## 934             78.8              88             0  10.700
## 935             71.1             224             0  13.300
## 936             74.2             167             0  16.990
## 937             81.0              78             4  10.790
## 938             79.7              77             0  11.410
## 939             78.9              86             0  10.080
## 940             81.6              55             0  10.220
## 941             72.6             184             0   9.850
## 942             79.7              91             0   9.960
## 943             89.0              67             0   6.680
## 944             74.9             156             0  15.040
## 945             86.0              68             0  11.880
## 946             79.2              84             0  10.280
## 947             82.0              77             3  10.880
## 948             81.5              58             0   7.200
## 949             79.9              89             0   9.720
## 950             81.0              66             0   6.590
## 951             75.6             137             0  14.970
## 952             81.8              53             0   8.250
## 953             72.8              18             0   9.800
## 954             72.4             188             0  12.900
## 955             72.8              18             0  12.660
## 956             83.0              86             0   9.810
## 957             76.1             138             0   0.010
## 958             86.0              74             3  10.680
## 959             81.7              58             0   7.400
## 960             73.6             169             0  10.140
## 961             82.1              51             0   8.130
## 962             86.0              72             3  10.420
## 963             82.5               5             0   7.810
## 964             84.0              82             0   9.240
## 965             81.7              57             0   7.400
## 966             73.0             176             0  15.140
## 967             73.8             163             0  10.210
## 968             81.3              61             0   6.210
## 969             80.0              76             0   9.260
## 970             87.0              79             0   8.970
## 971             76.9             127             0   0.010
## 972             73.0             178             0  15.040
## 973             74.1             161             0  10.370
## 974             82.4               5             0   7.310
## 975             81.5              62             0   6.210
## 976             87.0              72             3  10.320
## 977             81.9              57             0   7.300
## 978             81.0              67             0  10.490
## 979             81.6              61             0   6.060
## 980             84.0              73             0   9.640
## 981             73.4             169             0  15.190
## 982             82.3              54             0   7.300
## 983             89.0              78             0   8.800
## 984             77.3             122             0   0.010
## 985             74.4             156             0   0.010
## 986             73.6             165             0   3.755
## 987             74.6             153             0   3.755
## 988             77.6             119             0   3.755
## 989             81.1              76             0   3.755
## 990             81.2              69             3  10.660
## 991             81.8              59             0   5.970
## 992             86.0              71             0   3.755
## 993             82.4              53             0   3.755
## 994             71.6             158             0   1.240
## 995             72.0              18             0   3.000
## 996             75.0             175             0   3.430
## 997             71.8             157             0   1.350
## 998             71.9             155             0   1.510
## 999             72.0             153             0   1.790
## 1000            79.0             169             0   4.170
## 1001            72.2             151             0   1.800
## 1002            71.4             162             0   3.620
## 1003            72.3              15             0   1.570
## 1004            71.6              16             0   3.630
## 1005            72.4             148             0   1.790
## 1006            72.0             153             0   3.520
## 1007            72.5             146             0   2.050
## 1008            72.5             146             0   3.970
## 1009            72.6             145             0   1.100
## 1010            72.6             144             0   3.010
## 1011            72.8             142             0   1.240
## 1012            73.0             139             0   2.150
## 1013            72.9              14             0   0.960
## 1014            73.0             138             0   0.010
## 1015            73.2             136             0   0.010
## 1016            72.1             144             0   0.010
## 1017            72.1             144             0   0.010
## 1018            73.8             128             0   0.010
## 1019            73.3             135             0   0.010
## 1020            73.5             133             0   3.755
## 1021            74.0             125             0   3.755
## 1022            74.4              16             0   0.370
## 1023            58.7             276             3   0.500
## 1024            62.1             243            73   0.350
## 1025            71.1             194            18   5.880
## 1026            58.1             278            14   5.160
## 1027            72.4             149             4   0.540
## 1028            66.3             188           187   0.060
## 1029            57.7             274            27   1.510
## 1030            66.8             219            69   4.730
## 1031            73.4             139            33   1.600
## 1032            78.3              78             0   2.030
## 1033            58.7             271            13   3.130
## 1034            62.5             239            72   0.380
## 1035            59.4             269             3   0.500
## 1036            72.7             144             4   0.530
## 1037            58.5             273            25   1.710
## 1038            74.7              19             0   0.470
## 1039            73.6             138            32   1.840
## 1040            71.2             194            17   5.920
## 1041            78.7              76             0   2.080
## 1042            62.8             235            71   0.410
## 1043            73.8             137            30   2.030
## 1044            66.8             221            68   4.420
## 1045            59.3             265            13   3.330
## 1046            79.0              74             0   2.160
## 1047            62.0             261             3   0.480
## 1048            59.3             273            23   1.430
## 1049            74.8              95             0   0.130
## 1050            61.0              25             3   0.440
## 1051            74.0             137            30   2.190
## 1052            79.3              73             0   1.430
## 1053            63.2             231            69   0.400
## 1054            66.9             189           173   0.050
## 1055            63.0             268            21   1.440
## 1056            73.1             138             3   0.480
## 1057            76.0              89             0   0.120
## 1058            71.7             189            15   6.140
## 1059            59.8             259            12   3.410
## 1060            71.6             189            14   6.170
## 1061            79.7              71             0   1.450
## 1062            74.2             136            29   2.860
## 1063            73.2             137             3   0.490
## 1064            76.4              89             0   0.110
## 1065            64.0             252            12   3.530
## 1066            67.3             218            66   4.450
## 1067            61.5             253            19   1.380
## 1068            61.0             246            11   3.680
## 1069            74.4             136            29   2.700
## 1070            76.2              92             0   0.160
## 1071            63.7              26             3   0.360
## 1072            72.5             177            13   6.260
## 1073            82.0              69             0   1.490
## 1074            73.4             135             3   0.460
## 1075            67.0             223            65   4.220
## 1076            67.2              19           163   0.060
## 1077            62.9             234            18   1.990
## 1078            64.9             186             2   0.040
## 1079            87.0              66             0   1.550
## 1080            74.6             136            28   2.560
## 1081            67.3             219            63   4.080
## 1082            64.2              22            61   0.280
## 1083            61.5              24            11   3.690
## 1084            76.3              93             0   0.670
## 1085            73.6             134             3   0.420
## 1086            67.3             191           159   0.060
## 1087            64.1             216            17   2.030
## 1088            76.0               1             0   0.850
## 1089            73.3             165            12   6.200
## 1090            81.1              65             0   1.600
## 1091            74.7             136            28   3.010
## 1092            65.8             173             2   0.050
## 1093            64.5             217            58   0.260
## 1094            67.5              19           154   0.060
## 1095            65.0              24            16   2.080
## 1096            73.5             162            11   5.920
## 1097            77.2              84             0   0.670
## 1098            73.8             132             3   0.470
## 1099            81.4              64             0   1.700
## 1100            66.2             168             2   0.060
## 1101            59.2             296            59   0.300
## 1102            62.6             228            10   5.100
## 1103            67.5             217            60   4.210
## 1104            74.9             135            28   3.580
## 1105            67.7             189           149   0.070
## 1106            63.1             223            10   5.180
## 1107            66.1             195            15   2.130
## 1108            76.8              88             0   0.250
## 1109            66.6             165             2   0.090
## 1110            73.7              16            11   5.880
## 1111            65.2             211            52   0.280
## 1112            67.9             189           143   0.080
## 1113            68.0             219            59   4.420
## 1114            63.6             218            10   5.950
## 1115            68.1             187           138   0.080
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## 1118            65.4              29            49   0.300
## 1119            82.0              61             0   1.840
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## 1122            75.4             131            29   3.940
## 1123            68.3             185           134   0.080
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## 1125            74.1             155            10   6.070
## 1126            77.4              79             0   0.970
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## 1144            82.7              57             0   1.830
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## 1153            82.9              56             0   1.830
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## 1187            71.8             124             0   1.950
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## 1205            64.2             263             1   0.960
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## 1208            65.4              28            33   0.200
## 1209            72.0             139            27   0.010
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## 1215            64.2             179           365   0.030
## 1216            73.8             145             4   1.960
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## 1223            68.6             151           154   0.010
## 1224            65.2              26          1400   1.590
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## 1226            75.4              82             0   1.780
## 1227            72.3             172             4   2.100
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## 1229            65.5              23          1300   1.930
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## 1236            64.8             175           371   0.030
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## 1242            74.1              16            22   0.030
## 1243            66.4             196          1200   2.770
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## 1247            68.3             225             0   0.230
## 1248            65.5             167           371   0.040
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## 1250            66.8             193          1100   3.000
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## 1260            65.7             165           369   0.040
## 1261            67.3              19          1100   3.100
## 1262            74.6             142             3   2.560
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## 1264            59.9             268            66   0.010
## 1265            77.9              64             0   0.010
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## 1289            72.6             125             0   2.860
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## 1292            73.1             126             0   3.270
## 1293            74.9             126             0  13.150
## 1294            79.4              84             2   9.860
## 1295            74.9             113             0   3.850
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## 1304            73.4             136             0   0.010
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## 1308            75.4              11             0   3.840
## 1309            76.6             117             0   9.290
## 1310            74.7             122             0  13.780
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## 1316            73.5             134             0   0.010
## 1317            79.9              72             2   9.300
## 1318            75.4             114             0  13.110
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## 1320            79.2              81             0   9.560
## 1321            78.7              69             0   6.530
## 1322            73.5              12             0   2.070
## 1323            73.5             134             0   0.010
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## 1325            75.5              99             0   4.250
## 1326            79.3              81             0   9.950
## 1327            77.5              14             0  11.140
## 1328            88.0              66             2   8.650
## 1329            77.7              11             0  13.330
## 1330            73.5              15             1   5.160
## 1331            79.0              67             0   6.410
## 1332            73.6             133             0   3.755
## 1333            75.2             116             0  11.590
## 1334            81.0              77             2  11.920
## 1335            75.0              12             0   4.560
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## 1338            73.7             122             0   1.740
## 1339            79.7              77             0   9.420
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## 1342            75.9             113             0  11.830
## 1343            78.1              17             0  12.260
## 1344            73.6             133             1   8.580
## 1345            75.7               1             0   4.820
## 1346            75.9               9             1   5.580
## 1347            89.0              72             2  11.050
## 1348            79.6              65             0   7.450
## 1349            79.4               8             0   9.670
## 1350            75.4              16             0   5.160
## 1351            75.8             114             0  12.560
## 1352            78.3              12             0  11.020
## 1353            73.5              12             0   1.750
## 1354            73.8             132             1   9.300
## 1355            78.7              94             0  12.570
## 1356            74.2             125             0   4.980
## 1357            79.0              92             0  12.350
## 1358            81.5              61             2   7.960
## 1359            75.3               1             1   5.610
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## 1362            74.6             121             0   6.170
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## 1364            76.1              91             1   5.790
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## 1366            76.1              97             0   4.750
## 1367            81.6              61             2   7.250
## 1368            79.3               9             0  12.030
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## 1371            80.0              78             0   9.080
## 1372            75.0             117             0   6.450
## 1373            76.3              19             0  12.210
## 1374            83.0              62             0   7.910
## 1375            76.2              91             1   5.280
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## 1377            83.0              76             0   9.000
## 1378            75.3             115             0   6.560
## 1379            79.6              88             0  12.250
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## 1382            74.7              18             0   1.470
## 1383            76.6              16             0  12.100
## 1384            79.5              87             0  10.320
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## 1387            76.6              88             0   5.370
## 1388            82.0               6             2   6.980
## 1389            85.0              76             0   8.020
## 1390            74.6             127             1   9.560
## 1391            82.1              63             1   9.620
## 1392            77.0              14             0  12.190
## 1393            82.0              85             0  11.920
## 1394            76.9              92             0   4.640
## 1395            74.9              17             0   1.160
## 1396            83.0              81             0  11.960
## 1397            74.9             126             1   9.380
## 1398            82.0              81             0  10.950
## 1399            81.0              58             0   7.670
## 1400            75.1              15             0   1.230
## 1401            76.9              86             0   5.140
## 1402            84.0              76             0   8.200
## 1403            82.0               6             2   7.490
## 1404            77.1              14             0  11.490
## 1405            76.8              92             0   4.610
## 1406            82.0              61             1   9.350
## 1407            72.1             144             0   0.010
## 1408            81.1              57             0   8.580
## 1409            77.2              84             0   4.760
## 1410            85.0              78             0   9.530
## 1411            75.8              19             0   0.010
## 1412            75.3              14             0   1.030
## 1413            75.3             122             1   9.160
## 1414            86.0              74             0   7.460
## 1415            77.0               9             0   4.120
## 1416            82.3              58             2   7.350
## 1417            77.8              97             0  12.140
## 1418            81.4              55             0   8.490
## 1419            77.2              89             0   4.030
## 1420            75.5              12             0   1.130
## 1421            75.9              17             0   0.010
## 1422            89.0              78             0   9.880
## 1423            75.4             123             1   9.090
## 1424            82.6              58             1   0.010
## 1425            82.5              57             2   7.560
## 1426            88.0              73             0   7.530
## 1427            87.0              76             0  10.460
## 1428            78.0              95             0   3.755
## 1429            75.6             121             1   3.755
## 1430            77.4              88             0   3.755
## 1431            81.0              72             0   3.755
## 1432            81.1              76             0   3.755
## 1433            82.7              56             1   3.755
## 1434            77.8              74             0   4.600
## 1435            75.7              12             0   3.755
## 1436            61.0             296             2   8.870
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## 1438            57.9             283            44   1.160
## 1439            57.3             397            51   7.300
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## 1441            58.0             386            25   6.610
## 1442            57.4              41             3   5.730
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## 1444            71.8             188             0   8.240
## 1445            69.9             155             0   3.490
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## 1447            57.4             325             2   1.340
## 1448            51.4             394            62   3.910
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## 1450            51.9              39            14   4.460
## 1451            47.6              44            41   0.250
## 1452            49.8              37            60   0.470
## 1453            71.0             177             0   4.600
## 1454            50.0             284            58   0.100
## 1455            57.2              38            43   1.600
## 1456            62.6             224             0   5.070
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## 1459            51.2             391           253   0.880
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## 1462            48.4             536             3   7.190
## 1463            49.0              43            93   1.140
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## 1466            48.9              38            31   3.755
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## 1468            51.3             346           226   1.980
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## 1470            55.0             355            45   0.010
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## 1472            48.6             438            33   5.720
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## 1477            59.8              37             2   9.290
## 1478            56.5             426             3   5.090
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## 1480            71.5             177             0   4.380
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## 1482            48.0               4            42   0.300
## 1483            53.1             334             3   5.070
## 1484            62.8             225             0   5.020
## 1485            46.7             679             2   5.480
## 1486            56.3               3             3   2.250
## 1487            52.5             372           246   0.850
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## 1489            57.7             323             2   0.950
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## 1491            55.0              34            60   0.510
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## 1493            45.6              54            17   1.520
## 1494            47.7             539           115  10.570
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## 1496            52.5              32             5   2.550
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## 1498            57.0             352            46   0.010
## 1499            57.4              39            42   1.490
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## 1502            51.8              34           227   1.900
## 1503            61.0             229             7   0.010
## 1504            49.6             381            30   3.755
## 1505            47.8             467            65   3.150
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## 1509            57.0             415            31   7.820
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## 1512            51.4             282            57   0.100
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## 1518            51.5             387            24   5.980
## 1519            55.7             452             3   5.090
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## 1523            52.8              35             5   2.470
## 1524            52.0              46           106   3.370
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## 1526            77.0             148             0   3.820
## 1527            53.2             369           237   0.800
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## 1535            48.1              43            43   0.360
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## 1538            57.6              31            42   1.600
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## 1541            62.0             228             7   0.020
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## 1547            45.6              58            17   1.470
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## 1556            45.5             648             5   1.990
## 1557            71.5             174             0   4.080
## 1558            54.0             363           228   0.790
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## 1560            57.9              38            41   1.530
## 1561            54.0             485            55   6.930
## 1562            41.5              57            30   4.070
## 1563            53.0              38             5   2.160
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## 1565            50.0              42            13   4.210
## 1566            51.6             332            49   4.580
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## 1568            55.8             285            25   1.350
## 1569            53.2             417             9   2.450
## 1570            53.8             334             3   7.130
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## 1572            45.9               6             3   5.650
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## 1574            52.8             332           231   1.830
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## 1576            63.4             225             0   6.540
## 1577            54.7             355            15   1.020
## 1578            45.7              51            17   1.490
## 1579            71.1             144             0   4.160
## 1580            51.1             344            48   0.010
## 1581            53.3             338            34   0.180
## 1582            58.0             325             2   1.020
## 1583            46.4             693             2   5.510
## 1584            48.1              41           567   9.750
## 1585            59.6             271             2   0.260
## 1586            51.0             424            85   1.680
## 1587            48.0             473            64   3.120
## 1588            58.0             383            29   3.755
## 1589            47.1             386            94   3.530
## 1590            72.1             186             0   7.910
## 1591            59.7             322             2   8.130
## 1592            54.7             483             3   4.800
## 1593            53.7             497            55   6.960
## 1594            52.9             279            56   0.110
## 1595            53.4             397            26   6.750
## 1596            44.3             723            27   4.360
## 1597            71.9             168             0   4.160
## 1598            45.1             615            40   1.110
## 1599            63.8             224             0   5.780
## 1600            44.8             666             5   1.800
## 1601            54.1              48             9   2.580
## 1602            52.8             296            58   0.490
## 1603            57.3             296             3   2.510
## 1604            54.0             329            12   4.240
## 1605            53.5              38             5   2.580
## 1606            58.3              34            41   1.460
## 1607            51.3             485           104   9.890
## 1608            51.5             454           100   3.810
## 1609            55.0             354           217   0.860
## 1610            47.9             578            36   2.460
## 1611            54.0             334            33   0.340
## 1612            54.0             429            82   1.540
## 1613            48.5              45            44   0.340
## 1614            42.3             496            30   3.990
## 1615            56.1             285            25   1.150
## 1616            71.4              14             0   4.190
## 1617            45.6              69             3   5.780
## 1618            53.5             323           232   1.440
## 1619            51.4             383            29   3.755
## 1620            54.1             336             3   6.280
## 1621            48.5              47           563   9.760
## 1622            59.7             247            24   0.350
## 1623            48.2             472            64   3.080
## 1624            59.8             269             2   0.270
## 1625            54.9             355            15   1.010
## 1626            53.4             369            24   5.540
## 1627            55.1             477             3   4.890
## 1628            55.3              37            24   7.010
## 1629            54.7             327            32   0.210
## 1630            53.8             498            55   8.690
## 1631            47.4             382            92   5.040
## 1632            72.1             168             0   3.940
## 1633            65.0              37             2   7.720
## 1634            43.3              48            30   3.830
## 1635            52.8               4            58   5.030
## 1636            54.3             314           233   1.430
## 1637            56.5             285            25   1.130
## 1638            64.3             222             0   5.270
## 1639            56.0             343           206   0.990
## 1640            46.0              66            39   1.040
## 1641            59.4              34             7   1.070
## 1642            53.9              37             5   3.100
## 1643            53.3             313            48   4.880
## 1644            53.6              29            57   0.550
## 1645            49.3             554            34   2.330
## 1646            55.3             316            12   4.190
## 1647            71.8             134             0   4.260
## 1648            57.7             294             3   2.260
## 1649            58.9             296            41   1.500
## 1650            53.7             278            55   0.110
## 1651            51.7             566             2   6.370
## 1652            46.0              63             3   5.080
## 1653            54.1             412            70   1.820
## 1654            66.0             223             8   0.010
## 1655            49.2               4           556   9.710
## 1656            69.0             265            37   0.720
## 1657            55.3             394             8   2.030
## 1658            58.0             434            80   1.230
## 1659            48.7             466            63   3.110
## 1660            51.6             334            50   0.010
## 1661            55.0             357            15   1.140
## 1662            51.9             383            28   3.755
## 1663            45.9             511            17   1.500
## 1664            53.2             446            99  10.090
## 1665            58.6             318             2   1.230
## 1666            65.0             242            23   0.330
## 1667            60.0             266             2   0.240
## 1668            54.4             337             3   7.190
## 1669            71.8             165             0   3.730
## 1670            54.1             361            24   4.500
## 1671            55.0              36           235   1.530
## 1672            54.8             491             2   6.450
## 1673            47.7             381            90   5.840
## 1674            57.6             328            22   6.880
## 1675            54.4              36             5   3.220
## 1676            47.1             587            38   1.180
## 1677            45.3             654             5   2.610
## 1678            54.0             496            54   8.500
## 1679            64.7              22             0   5.460
## 1680            52.5             383            28   3.755
## 1681            56.7              32            11   4.050
## 1682            54.5             277            54   0.110
## 1683            54.9              41            93   9.810
## 1684            54.8             337             3   7.280
## 1685            58.0             526            33   2.250
## 1686            55.6             317            31   0.160
## 1687            58.2             288             3   2.930
## 1688            49.4             452            62   2.650
## 1689            51.5             337            51   0.010
## 1690            54.3              32            47   4.730
## 1691            57.0             431             3   4.940
## 1692            57.2             328           196   1.220
## 1693            56.9             368             8   2.250
## 1694            61.4             263            36   0.680
## 1695            61.4             288             2   8.010
## 1696            55.7             345            15   1.370
## 1697            47.8             564             3   5.530
## 1698            69.0             221             8   0.010
## 1699            72.1             129             0   4.250
## 1700            54.3             288            57   0.530
## 1701            56.8             284            25   1.190
## 1702            51.2             434            78   1.200
## 1703            55.3             388            68   1.760
## 1704            61.3             236            23   0.340
## 1705            49.8             396           549   9.660
## 1706            59.7             336             7   0.970
## 1707            48.2             375            87   6.350
## 1708            55.5              41            88   9.650
## 1709            59.9              28            41   1.250
## 1710            72.9             161             0   3.240
## 1711            55.0              32             5   2.980
## 1712            56.4              36            31   0.190
## 1713            49.4             394            46   0.420
## 1714            56.9             436             2   6.210
## 1715            52.6             487            32   2.080
## 1716            53.1             381            27   3.755
## 1717            65.1             217             0   4.140
## 1718            52.1             425            74   1.030
## 1719            72.3             126             0   5.280
## 1720            62.0             329             6   1.230
## 1721            48.5             559            37   1.180
## 1722            49.9             443            61   2.580
## 1723            54.5             411            94   4.400
## 1724            46.6              67            29   3.880
## 1725            72.2             185             0   8.120
## 1726            61.9             261            35   0.710
## 1727            58.5              39           186   1.060
## 1728            55.9             344            14   1.370
## 1729            45.3              45            29   3.860
## 1730            59.8             296             1   0.450
## 1731            55.2             276            53   0.100
## 1732            60.0             356             3   5.120
## 1733            57.1             283            25   1.120
## 1734            53.6             395            57   5.440
## 1735            62.1              23            22   0.320
## 1736            55.0             282            56   0.550
## 1737            66.0             259             2   0.160
## 1738            61.2             219             8   0.020
## 1739            56.8             356            66   1.970
## 1740            46.8             495            17   1.500
## 1741            58.5             288             3   2.640
## 1742            57.5             427             2   6.560
## 1743            61.7             317             3   6.280
## 1744            72.4             124             0   4.160
## 1745            56.8              33            30   0.210
## 1746            56.3             295           237   2.090
## 1747            63.0             275            41   1.780
## 1748            62.8             225            22   0.280
## 1749            65.4             215             0   4.360
## 1750            62.3             259            34   0.680
## 1751            55.5             278            55   0.570
## 1752            55.7              45            31   2.120
## 1753            59.0             386           536   9.300
## 1754            67.0             322             6   0.490
## 1755            55.3              35            23   4.330
## 1756            48.2             632            30   3.560
## 1757            47.8             592             5   2.750
## 1758            72.2             184             0   6.330
## 1759            55.6             297             5   2.640
## 1760            54.0             437            60   2.690
## 1761            47.6             477            17   1.520
## 1762            56.1             288            45   4.500
## 1763            62.0             289             1   0.490
## 1764            56.0             272            52   0.120
## 1765            57.6             278            25   1.280
## 1766            59.4             338             8   2.580
## 1767            50.0             525            36   1.270
## 1768            58.7             287             3   2.790
## 1769            49.6             394            46   0.450
## 1770            61.4             217             8   0.020
## 1771            57.9             339            64   1.710
## 1772            51.4             477             3   4.870
## 1773            56.3              41            84   9.790
## 1774            54.2             382            56   5.900
## 1775            48.7             371            84   7.070
## 1776            56.2             376            92   3.440
## 1777            46.2             441            29   3.910
## 1778            68.0             282            18   6.390
## 1779            49.4             566             4   2.750
## 1780            72.3             182             0   4.940
## 1781            61.7              31             2   8.640
## 1782            54.3             369            27   3.755
## 1783            57.1             263            51   0.110
## 1784            52.6              46             3   4.900
## 1785            62.8             254            33   0.910
## 1786            57.3             297            29   0.180
## 1787            56.0             276            55   0.590
## 1788            72.4             124             0   4.450
## 1789            55.7              34             3   7.970
## 1790            56.2             338            23   4.050
## 1791            53.8               4            70   1.180
## 1792            68.0             274           169   1.170
## 1793            63.5             219            21   0.300
## 1794            56.5             449            46   7.600
## 1795            57.0              37            46   0.470
## 1796            50.0             587            30   4.640
## 1797            61.0             288            17   7.110
## 1798            51.0             426            60   2.920
## 1799            69.0             279             1   0.490
## 1800            61.4             311             6   0.630
## 1801            59.0             286             3   2.990
## 1802            61.3             251             2   0.170
## 1803            52.2             335            52   0.010
## 1804            61.7             215             8   0.010
## 1805            57.5             378            82   9.630
## 1806            66.0             271            41   1.760
## 1807            49.1             369            81   7.010
## 1808            51.6             376           527   9.050
## 1809            56.7             292           238   2.130
## 1810            51.5             491            36   1.160
## 1811            59.1             317            62   1.860
## 1812            72.8             166             0   2.830
## 1813            56.9             283            44   4.550
## 1814            68.0             314             7   3.470
## 1815            57.4             368            30   2.300
## 1816            59.2             277            10   3.750
## 1817            47.1             433            28   3.970
## 1818            58.4             259            25   1.160
## 1819            65.8              21             0   4.130
## 1820            56.3             288             4   2.550
## 1821            51.1             527             4   2.710
## 1822            55.3              37            53   6.150
## 1823            58.2             252            50   0.120
## 1824            59.3             284             3   3.480
## 1825            54.0              47            69   0.960
## 1826            72.4              18             0   6.510
## 1827            56.8              33            23   4.160
## 1828            52.4             336            52   0.010
## 1829            61.3             273             1   0.440
## 1830            63.3             248            32   1.030
## 1831            58.0             428            43   7.280
## 1832            58.7             254            25   1.330
## 1833            63.0             299             3   7.580
## 1834            61.1             349             2   5.990
## 1835            49.2             446            17   1.670
## 1836            52.9             462            35   1.080
## 1837            58.0             363            30   2.470
## 1838            58.4             362            79  10.030
## 1839            62.1             298             6   0.610
## 1840            49.6             365            78   7.800
## 1841            64.3             212            21   0.280
## 1842            52.0             374           521   8.900
## 1843            69.0             267            40   1.690
## 1844            73.3             163             0   2.950
## 1845            56.5             273            54   0.600
## 1846            57.4             323            14   1.210
## 1847            62.0             298             7   3.530
## 1848            51.2             364            46   0.500
## 1849            52.4             527            29   5.210
## 1850            56.1             339             3   9.930
## 1851            62.0             214             8   0.010
## 1852            57.5             279            43   4.550
## 1853            66.2              24             0   5.580
## 1854            57.4             283           239   1.810
## 1855            51.5             417            60   3.150
## 1856            56.7             287             4   3.210
## 1857            48.1             424            27   3.840
## 1858            62.8              26            16   7.920
## 1859            59.7             272             9   3.640
## 1860            58.3              34            14   1.440
## 1861            64.3             268             3   7.840
## 1862            63.8             241            31   0.970
## 1863            62.8             289             2   8.900
## 1864            52.3              52             4   2.390
## 1865            72.6             177             0   9.720
## 1866            49.8             443            16   1.660
## 1867            62.2             325             2   5.760
## 1868            54.3              47            66   0.940
## 1869            51.7             419            60   3.130
## 1870            57.4             321            22   4.160
## 1871            55.6             371            51   6.190
## 1872            54.1             441            32   1.230
## 1873            59.1             251            25   1.400
## 1874            62.6             249           156   1.320
## 1875            52.3             375           513   8.750
## 1876            57.9             278           239   1.820
## 1877            58.1             275            42   4.510
## 1878            59.8             277             3   3.410
## 1879            55.0             438             2   5.200
## 1880            62.9             286             6   0.620
## 1881            51.0             361            75   8.060
## 1882            58.1              29            28   0.220
## 1883            51.6             365            46   0.560
## 1884            62.2             212             8   0.010
## 1885            58.9             413            43   7.380
## 1886            62.9             285             7   3.820
## 1887            48.9             418            26   3.780
## 1888            54.9             464            28   6.000
## 1889            59.3             347            76  10.220
## 1890            55.4             355            27   3.755
## 1891            57.1             289             4   3.570
## 1892            61.2             263            40   1.640
## 1893            61.2             278            60   1.800
## 1894            63.8             247            14   8.340
## 1895            66.6             198             0   5.690
## 1896            65.8             232             3   0.010
## 1897            54.8              48            64   1.190
## 1898            52.2             513             4   0.010
## 1899            53.0             439            16   0.010
## 1900            62.1             263            59   1.810
## 1901            63.0             232            49   0.010
## 1902            52.0             415            59   3.240
## 1903            58.9             294            14   0.010
## 1904            62.2             263             1   0.520
## 1905            56.6             429            26   6.090
## 1906            67.0             261             9   0.010
## 1907            62.5              29             8   0.010
## 1908            62.0             269             3   0.010
## 1909            55.3              42            31   0.010
## 1910            56.0             358            72   8.240
## 1911            55.9             369            50   0.010
## 1912            52.7             374           505   8.540
## 1913            61.6             257            39   0.010
## 1914            60.0             339            73   0.010
## 1915            58.6             348            87   3.980
## 1916            63.7             273             7   0.010
## 1917            63.3             241           150   1.840
## 1918            63.4               3             2   0.010
## 1919            72.7             121             0   0.010
## 1920            51.8             367            46   0.620
## 1921            57.2              27            53   0.010
## 1922            62.5             237             2   0.010
## 1923            58.6             271            41   4.750
## 1924            59.3             251            25   0.010
## 1925            63.6             274             6   0.010
## 1926            59.2              48            43   7.380
## 1927            56.5             412             2   0.010
## 1928            57.6             285             4   0.010
## 1929            65.6               2            20   0.280
## 1930            56.7             337             3  11.890
## 1931            64.6             239            13   0.010
## 1932            58.4             288            28   0.010
## 1933            62.6             258            58   1.840
## 1934            52.1             518             4   0.010
## 1935            67.1             192             0   0.010
## 1936            58.8             272           238   0.010
## 1937            51.1             355            69   8.100
## 1938            52.3             412            59   3.150
## 1939            49.9             451            16   0.010
## 1940            59.5             251            25   0.010
## 1941            64.7              23            29   0.870
## 1942            69.0             227            49   0.010
## 1943            72.9             172             0   0.010
## 1944            59.4             287            14   0.010
## 1945            63.7             237           145   1.860
## 1946            52.2             366            46   0.640
## 1947            67.0             325            71   0.010
## 1948            57.3             275            53   0.010
## 1949            59.0              27            40   4.640
## 1950            66.0             266             3   0.010
## 1951            62.7              28             8   0.010
## 1952            55.3              46            62   1.160
## 1953            56.4             345            26   3.755
## 1954            58.0             399            25   6.390
## 1955            64.2             286             2   0.010
## 1956            56.4             364            48   0.010
## 1957            74.1             147             0   0.010
## 1958            61.9             254            38   0.010
## 1959            57.4             327             3  10.720
## 1960            58.1             279             4   0.010
## 1961            56.7             394            29   0.010
## 1962            62.7             256             1   0.530
## 1963            66.0             196            20   0.260
## 1964            65.2             233            12   0.010
## 1965            53.2             367           498   8.300
## 1966            64.0             266             6   0.010
## 1967            59.7             323            86   4.200
## 1968            54.2             318            51   0.010
## 1969            54.0              47            23   0.010
## 1970            72.8              12             0   0.010
## 1971            61.4             223            49   0.010
## 1972            59.7             252            25   0.010
## 1973            65.9             242             2   0.010
## 1974            52.1             522             4   0.010
## 1975            65.1             268             2   0.010
## 1976            59.3             266           237   0.010
## 1977            59.2             371            23   6.500
## 1978            52.8              47            58   0.010
## 1979            57.6             377            27   0.010
## 1980            65.7              23            12   0.010
## 1981            56.6             343            26   3.755
## 1982            58.4             282             4   0.010
## 1983            58.0             437            15   0.010
## 1984            59.3             268            39   0.010
## 1985            61.5              38            68   0.010
## 1986            62.1             253            37   0.010
## 1987            59.1             297            22   0.010
## 1988            61.1             314            28   0.010
## 1989            56.7             375            61   0.010
## 1990            58.4             382             2   0.010
## 1991            58.1             299            27   0.010
## 1992            67.3             191             0   0.010
## 1993            48.1             463            23   0.010
## 1994            74.2             148             0   0.010
## 1995            66.4             192            19   0.260
## 1996            63.2              23             1   0.010
## 1997            63.0             252             1   0.380
## 1998            58.1             329             8   0.010
## 1999            64.2             234           140   0.010
## 2000            63.0              26             8   0.010
## 2001            53.6             362           490   0.010
## 2002            73.0             117             0   0.010
## 2003            52.6             362            46   0.010
## 2004            64.2             275             7   0.010
## 2005            68.0             266             3   0.010
## 2006            65.5              22            28   3.755
## 2007            60.0             249            25   3.755
## 2008            73.2             168             0   3.755
## 2009            58.3             365            26   3.755
## 2010            54.5             344           483   3.755
## 2011            67.0             336            22   3.755
## 2012            57.3             332            26   3.755
## 2013            65.8             248             2   3.755
## 2014            66.0             229             2   3.755
## 2015            66.1             227            11   3.755
## 2016            59.0             284            26   3.755
## 2017            53.7             484             4   3.755
## 2018            53.3             397            57   3.755
## 2019            67.5              19             0   3.755
## 2020            63.4             249            54   3.755
## 2021            61.8             279            85   3.755
## 2022            65.7             256             2   3.755
## 2023            59.6             288            21   3.755
## 2024            58.9             275             4   3.755
## 2025            51.0             413            22   3.755
## 2026            57.6             355            60   3.755
## 2027            52.5             397            15   3.755
## 2028            57.3             357            45   3.755
## 2029            58.9             373             2   3.755
## 2030            62.3             291            66   3.755
## 2031            61.4             259             8   3.755
## 2032            55.0             312            50   3.755
## 2033            63.5             227             1   3.755
## 2034            63.5             241             1   3.755
## 2035            61.8              33            27   3.755
## 2036            62.9             328            42   3.755
## 2037            53.1             356            46   3.755
## 2038            52.4             335            66   3.755
## 2039            74.6             146             0   3.755
## 2040            73.3             114             0   3.755
## 2041            63.1              25             8   3.755
## 2042            58.2             266            52   3.755
## 2043            62.4             249            37   3.755
## 2044            64.7             255             5   3.755
## 2045            72.6             136            10   1.410
## 2046            78.1               7             0   9.560
## 2047            74.0             143            44   1.540
## 2048            70.0             144            30   0.200
## 2049            76.2              88             0   0.500
## 2050            66.6              16             9   0.650
## 2051            74.2              17             1   1.640
## 2052            72.6              11            10   0.050
## 2053            72.7             112             1   2.260
## 2054            72.0             142             1   2.900
## 2055            73.2              96             0   0.010
## 2056            71.8             129             2   3.280
## 2057            72.6             138             1   0.380
## 2058            68.0             252            48   0.070
## 2059            74.5              92             0   2.150
## 2060            72.7             135            10   1.290
## 2061            74.5              14             1   1.670
## 2062            72.0             142            30   0.170
## 2063            74.7               9             0   1.950
## 2064            79.3              74             1   2.530
## 2065            73.2              95             0   0.010
## 2066            71.9             131             4   0.550
## 2067            72.8              17            10   0.050
## 2068            72.9             134             1   0.550
## 2069            61.1             251            46   0.080
## 2070            78.0              14            41   1.490
## 2071            78.2              69             0  10.160
## 2072            72.6             141             1   2.860
## 2073            76.3              87             0   0.760
## 2074            79.3              74             1   2.470
## 2075            74.9              87             0   1.990
## 2076            73.2              17             1   1.980
## 2077            72.8             135             9   1.250
## 2078            73.3              94             0   0.010
## 2079            72.9              15            10   0.050
## 2080            74.7              11             1   1.720
## 2081            74.0              14            30   0.150
## 2082            71.7             142             2   2.720
## 2083            76.4              85             0   0.870
## 2084            67.8             146             7   0.550
## 2085            72.6             134             1   2.860
## 2086            73.4              93             0   0.030
## 2087            72.3             127             4   0.540
## 2088            73.0             134             9   1.290
## 2089            79.7              71             1   2.320
## 2090            75.0              85             0   2.160
## 2091            74.9              98             1   1.740
## 2092            73.5              15             1   2.190
## 2093            78.5              66             0  10.620
## 2094            71.6             135            35   1.420
## 2095            73.0              13             9   0.050
## 2096            76.5              85             0   1.000
## 2097            72.7             134             1   3.030
## 2098            67.8             154             7   0.550
## 2099            72.7             132             1   3.360
## 2100            61.9             249            43   0.040
## 2101            73.6             127             1   0.560
## 2102            73.5              91             0   0.020
## 2103            73.1              12             9   0.060
## 2104            76.6              84             0   1.110
## 2105            72.0             132            33   1.350
## 2106            72.3             134             1   3.740
## 2107            72.5             125             4   0.540
## 2108            78.6              65             0  13.030
## 2109            68.4             154             6   0.620
## 2110            73.7              13             1   2.100
## 2111            73.0             132             1   3.810
## 2112            75.2              83             0   2.160
## 2113            74.0             122             1   0.610
## 2114            75.1              95             1   1.770
## 2115            73.5             127             9   0.920
## 2116            66.8              29            31   0.180
## 2117            72.4             129            30   1.290
## 2118            68.4             162             6   0.730
## 2119            72.4             127             4   0.550
## 2120            73.9             128             1   4.700
## 2121            80.0              71             1   2.410
## 2122            74.3             118             1   0.630
## 2123            73.0             137             1   4.250
## 2124            62.6             245            40   0.040
## 2125            73.6               9             0   0.010
## 2126            73.1              11             9   0.050
## 2127            75.3              81             0   2.050
## 2128            75.3              92             1   1.790
## 2129            69.2             154             6   0.850
## 2130            72.8             126            28   1.290
## 2131            72.8             121             4   0.590
## 2132            76.6              83             0   1.280
## 2133            64.7             249            31   0.030
## 2134            78.8              64             0  11.470
## 2135            73.9             126             1   6.180
## 2136            63.0             242            39   0.040
## 2137            73.6              89             1   0.010
## 2138            72.9             141             1   4.010
## 2139            84.0              68             1   2.230
## 2140            74.4              98             1   1.720
## 2141            63.4              24            38   0.050
## 2142            65.9             227            31   0.140
## 2143            76.7              83             0   1.240
## 2144            73.2             124            26   1.260
## 2145            73.0              14             6   1.020
## 2146            78.9              63             0  11.560
## 2147            75.6              87             1   1.690
## 2148            84.0              68             1   2.330
## 2149            74.9             113             1   0.570
## 2150            73.7              89             1   0.030
## 2151            75.6              77             0   2.000
## 2152            73.8             121             8   0.830
## 2153            73.5             132             1   3.990
## 2154            73.8              88             1   0.030
## 2155            73.0             141             6   1.180
## 2156            76.8              82             0   1.370
## 2157            75.8              76             0   2.000
## 2158            75.8              85             1   1.860
## 2159            73.5             121            25   1.390
## 2160            73.9             128             1   7.170
## 2161            75.2              19             1   0.570
## 2162            73.3              98             9   0.090
## 2163            79.1              62             0  12.010
## 2164            73.8             122             8   0.800
## 2165            81.0              65             1   2.470
## 2166            74.7              95             1   1.620
## 2167            73.3             118             4   0.590
## 2168            79.3               6             0  10.800
## 2169            73.9             118            23   1.400
## 2170            77.0              79             0   1.110
## 2171            81.5              63             1   2.550
## 2172            78.0             132             6   2.100
## 2173            73.2             133             1   6.660
## 2174            64.1             235            36   0.030
## 2175            73.3             137             1   3.960
## 2176            74.0             148            32   0.200
## 2177            76.0              84             1   1.730
## 2178            73.4              97             8   0.090
## 2179            73.8             124             7   0.810
## 2180            76.0              74             0   1.950
## 2181            79.5              59             0  11.320
## 2182            77.3              76             0   1.160
## 2183            73.4             117             4   0.510
## 2184            73.7              94             8   0.090
## 2185            74.2             116            21   1.490
## 2186            73.8             132             1   7.240
## 2187            74.0              86             1   0.010
## 2188            74.9              94             1   1.580
## 2189            76.1              73             0   1.930
## 2190            73.5             132             1   4.230
## 2191            81.7              61             1   2.630
## 2192            75.6              16             1   0.560
## 2193            76.2              82             1   1.690
## 2194            79.7              57             0  10.690
## 2195            73.9              92             8   0.090
## 2196            74.5             114            20   1.530
## 2197            73.6             116             4   0.430
## 2198            75.0              93             1   1.570
## 2199            75.8              15             1   0.540
## 2200            71.7             163             7   0.760
## 2201            73.9             128             1   4.090
## 2202            81.8              61             1   2.670
## 2203            76.3              81             1   1.730
## 2204            76.1              76             0   1.660
## 2205            73.9             127             1   8.140
## 2206            64.6             234            35   0.040
## 2207            77.0             144            32   0.170
## 2208            73.7             115             4   0.410
## 2209            74.2              13             1   7.710
## 2210            75.0              93             1   1.530
## 2211            64.7             236            36   0.040
## 2212            76.0             147            32   0.010
## 2213            74.4             121             1   3.890
## 2214            74.1               9             8   0.090
## 2215            76.5              71             0   1.700
## 2216            76.0              14             1   0.510
## 2217            80.0              56             0  10.550
## 2218            71.9             123             5   0.010
## 2219            74.3              84             1   0.010
## 2220            74.9              97             1   1.290
## 2221            75.2              19            17   1.410
## 2222            74.5             128             1   5.910
## 2223            74.5              83             1   0.010
## 2224            76.2              12             1   0.460
## 2225            74.3              89             8   0.090
## 2226            72.2             121             5   2.140
## 2227            63.6              37             7   0.010
## 2228            81.0              54             0   9.040
## 2229            76.7              78             1   1.820
## 2230            76.7               7             0   1.650
## 2231            74.4             123             1   3.790
## 2232            69.5              17            32   0.010
## 2233            74.0             113             4   0.410
## 2234            83.0              53             0   0.010
## 2235            75.5              17            16   1.450
## 2236            74.8              99             1   1.320
## 2237            82.2               6             1   2.620
## 2238            65.4             228            37   0.010
## 2239            74.6              82             0   0.010
## 2240            74.6              12             1   3.910
## 2241            76.8               7             0   1.570
## 2242            74.1             112             4   3.755
## 2243            77.1              75             1   3.755
## 2244            74.8             118             1   3.755
## 2245            75.8              16            15   3.755
## 2246            68.9             182            32   3.755
## 2247            74.7              81             0   3.755
## 2248            74.5              88             7   3.755
## 2249            82.5              58             0   3.755
## 2250            72.7             118             5   3.755
## 2251            78.2              68             0   3.755
## 2252            76.9              69             0   3.755
## 2253            64.5             293             6   3.755
## 2254            74.4             129             1   3.755
## 2255            65.7             224            37   3.755
## 2256            79.7              78             0  11.260
## 2257            78.0              95             3  12.910
## 2258            77.8              98             0  13.140
## 2259            78.8              13             3  13.630
## 2260            77.6              11             1  11.210
## 2261            78.1              96             0  13.200
## 2262            78.3              92             3  12.460
## 2263            78.6              92             0  12.400
## 2264            78.3              82             1   9.950
## 2265            78.0              96             0  12.890
## 2266            82.0              75             0  11.120
## 2267            78.0               1             1  11.010
## 2268            79.0              13             3  13.890
## 2269            78.3              95             0  12.910
## 2270            78.7               9             0  12.500
## 2271            84.0              74             0  10.850
## 2272            79.2              11             3  13.780
## 2273            78.4              91             3  12.250
## 2274            78.4              81             1   9.680
## 2275            78.3              95             0  11.280
## 2276            78.7               8             1   9.560
## 2277            79.3              99             3  13.490
## 2278            78.8              88             0  12.200
## 2279            78.8              91             1  12.050
## 2280            82.0              94             3  13.180
## 2281            78.7              92             0  12.420
## 2282            79.2              77             1   9.560
## 2283            79.1              86             3  11.830
## 2284            81.0              69             0  10.550
## 2285            81.0              93             3  12.200
## 2286            78.9              89             0  12.270
## 2287            78.8               9             0  11.840
## 2288            79.4              85             0  12.400
## 2289            81.1              66             0  10.150
## 2290            79.4              72             1   9.690
## 2291            79.2              85             3  11.670
## 2292            79.4              85             0  11.980
## 2293            79.8              71             1   9.790
## 2294            86.0              92             3  12.400
## 2295            79.4              85             0  10.980
## 2296            79.6              84             3  11.760
## 2297            79.8              81             0  12.400
## 2298            81.5              65             0  10.240
## 2299            82.0              68             1   9.530
## 2300            81.7              63             0  10.440
## 2301            81.0               8             0  12.500
## 2302            79.7              82             0  11.750
## 2303            79.5              86             0  10.250
## 2304            79.8              82             3  11.500
## 2305            89.0              89             3  12.200
## 2306            89.0              88             3  11.900
## 2307            82.0               6             0  10.290
## 2308            79.9               8             2  11.360
## 2309            80.0               8             0  11.530
## 2310            83.0              68             1   9.620
## 2311            83.0              76             0  11.420
## 2312            86.0              65             1   9.230
## 2313            79.8              85             0  10.050
## 2314            80.0              79             2  11.220
## 2315            82.1               6             0  10.150
## 2316            81.1              88             3  11.800
## 2317            84.0              75             0  12.100
## 2318            88.0              64             1   9.330
## 2319            81.3              86             3  11.700
## 2320            85.0              74             2  11.200
## 2321            81.1              63             1   8.960
## 2322            88.0              72             0  11.500
## 2323            88.0              73             0  12.040
## 2324            83.0               8             0  10.110
## 2325            81.7              83             3  11.800
## 2326            81.1              62             1   9.050
## 2327            88.0               7             0  12.260
## 2328            82.7              54             0   9.860
## 2329            86.0              71             2  11.180
## 2330            83.0              78             0  10.080
## 2331            81.5              83             3  11.500
## 2332            81.1               7             0  11.340
## 2333            87.0              77             0  11.770
## 2334            86.0              71             2  10.940
## 2335            72.1             144             0   0.010
## 2336            81.1              68             0  11.820
## 2337            81.4               6             1   8.680
## 2338            81.4              68             0  11.020
## 2339            89.0              76             0  12.600
## 2340            89.0              69             2  11.030
## 2341            81.7              58             1   0.010
## 2342            82.2              79             3  11.500
## 2343            81.7              65             0  11.120
## 2344            81.4              66             0  12.320
## 2345            83.2              51             0   9.610
## 2346            81.0              68             2   3.755
## 2347            82.4              78             2   3.755
## 2348            83.4              49             0   3.755
## 2349            82.0              63             0   3.755
## 2350            81.1              74             0   3.755
##      percentage.expenditure Hepatitis.B.x Measles  BMI under.five.deaths Polio
## 1              2.143021e+03           9.0      65 58.9                 0    82
## 2              3.471874e+02           9.0     108 58.2                 2     9
## 3              3.064301e+03          94.0     141 59.0                 2    91
## 4              2.205986e+03           9.0      65 59.6                 0    82
## 5              2.892257e+03          89.0      21  6.3                 0    84
## 6              4.638718e+01          95.0      32 59.6                 2    92
## 7              3.829551e+03          95.0      91  6.3                 1    92
## 8              3.661793e+03          89.0      66  6.9                 0    86
## 9              5.885684e+02          95.0      70  6.9                 1    92
## 10             4.423775e+02          88.0      33 61.5                 0    87
## 11             4.910559e+02          87.0      20 62.1                 0    89
## 12             5.791332e+02          95.0      10 61.5                 2    92
## 13             4.962228e+02          87.0      20 62.6                 0    89
## 14             6.187062e+03          95.0       0 62.0                 2    92
## 15             8.725986e+02          94.0      11 62.5                 2    92
## 16             8.547292e+03          94.0      65 62.9                 1    92
## 17             6.357705e+01          93.0     198 64.3                 0    92
## 18             6.664149e+03           9.0      43 64.8                 0    93
## 19             1.098627e+04          92.0     190 64.4                 1    92
## 20             8.342406e+03          95.0     597 65.3                 0    95
## 21             9.245654e+02          93.0      68 65.9                 0    93
## 22             1.171500e+04          91.0     199 65.0                 1    92
## 23             1.001908e+04          93.0       8 66.4                 0    92
## 24             1.173485e+04          91.0     158 65.5                 1    91
## 25             1.040278e+03          93.0     280 66.9                 0    93
## 26             0.000000e+00          92.0      10 67.5                 0    92
## 27             0.000000e+00          93.0      74 66.6                 1    93
## 28             0.000000e+00          44.0      16 35.6                 5    99
## 29             8.824363e+01          71.5     113 37.5                 9    98
## 30             1.125412e+02          99.0     245 43.9                10    96
## 31             8.943006e+00          71.5     192 31.3                17    86
## 32             1.260884e+01          95.0      94 44.4                10    95
## 33             1.142004e+00          76.0      38 31.6                16    84
## 34             1.061807e+02          76.0       9 38.1                 9    94
## 35             4.366386e+01          76.0      22 35.3                34    99
## 36             2.499439e+01          62.0      25 35.9                32    99
## 37             1.303785e+02          96.0      11 38.7                 8    99
## 38             1.068147e+01          39.0     927 32.1                15    84
## 39             2.852136e+01          99.0      85 36.4                30    99
## 40             0.000000e+00          99.0       6 37.0                 4    98
## 41             2.343401e+01          99.0      24 45.3                 9    99
## 42             1.796156e+02          97.0       1 39.4                 8    66
## 43             0.000000e+00          99.0       8 37.5                 4    98
## 44             2.093722e+00          81.0       4 33.0                13    82
## 45             1.861014e+02          96.0       1  4.0                 8    98
## 46             3.391660e+01          99.0    2204 45.8                 9    99
## 47             1.983672e+01          81.0       0 33.5                12    79
## 48             0.000000e+00           9.0      27 38.5                 4    93
## 49             7.727092e+01          98.0     823 38.1                27    94
## 50             2.626235e+00          88.0       3 34.1                12    76
## 51             7.619869e+01          99.0     109 46.8                 9    99
## 52             2.927235e+01          98.0      48 41.3                 8    98
## 53             3.586514e-01          98.0      59 42.0                 8    98
## 54             0.000000e+00          94.0      40 39.0                 4    94
## 55             4.997304e+02          94.0      13 47.3                 9    94
## 56             9.290984e+00          99.0     863 38.7                26    98
## 57             2.272405e+00          84.0       2 34.7                12    85
## 58             1.389021e+01          91.0       2 39.3                25    98
## 59             7.083286e+02          99.0      20 47.9                 9    99
## 60             0.000000e+00          97.0      16 39.5                 4    95
## 61             4.153363e+00          86.0       0 35.3                12    87
## 62             3.423979e+01          96.0       0 42.7                 8    96
## 63             8.082433e+02          99.0       0 48.5                 8    99
## 64             0.000000e+00          96.0       1  4.1                 4    96
## 65             3.788466e+01          97.0       0 43.4                 8    97
## 66             3.571614e+01          93.0       0 35.9                12    93
## 67             1.194571e+02          99.0     117  4.7                23    99
## 68             3.853252e+02          96.0       0 44.2                 8    96
## 69             5.199192e+01          96.0       1 37.4                12    97
## 70             0.000000e+00          96.0     222 41.4                 4    94
## 71             1.406905e+02          99.0     476 41.4                22    99
## 72             4.904181e+02          97.0       0 45.0                 8    97
## 73             1.791701e+02          99.0     127 49.9                 7    99
## 74             0.000000e+00          96.0       0 42.2                 4    94
## 75             5.794128e+02          98.0       0 45.9                 8    98
## 76             2.353566e+02          95.0      55  5.6                 7    98
## 77             7.150892e+01          94.0      16 38.2                12    96
## 78             1.671406e+01          99.0       0 42.2                21    99
## 79             0.000000e+00          97.0       1 43.0                 4    97
## 80             6.374811e+01          98.0       0 46.7                 8    98
## 81             1.916247e+01          99.0       0 43.0                19    99
## 82             2.640727e+01          99.0      73 51.4                 6    98
## 83             4.428024e-01          99.0       8 43.9                18    99
## 84             7.829009e+00          97.0       0 39.9                11    94
## 85             2.444474e+01          95.0     321 52.3                 5    95
## 86             6.911334e+02          97.0       0 47.7                 8    98
## 87             0.000000e+00          96.0     318 43.9                 4    95
## 88             0.000000e+00          99.0      22 44.7                17    99
## 89             1.746057e+01           6.0   71093  2.5               608    86
## 90             0.000000e+00          93.0   32647 24.7                 4    99
## 91             5.926297e+03          93.0   22497 22.2                 5    98
## 92             6.184922e+01          95.0   10677 39.1                 3    95
## 93             1.423064e+01          65.0   88962 21.2               558    86
## 94             5.486512e+03          89.0   22552 22.5                 5    81
## 95             0.000000e+00          89.0   23060 25.2                 4    99
## 96             0.000000e+00          92.0      62 25.7                 4    99
## 97             5.560878e+01          98.0    1205 39.8                 2    98
## 98             5.250249e+03          92.0   33812 22.9                 5    89
## 99             5.605686e+01          98.0      18  4.5                 2    98
## 100            1.229365e+02          75.0   71879 22.6               467    87
## 101            0.000000e+00          27.0       0 26.7                15    99
## 102            0.000000e+00          92.0      11 26.7                 3     9
## 103            0.000000e+00          98.0       0 27.2                14    99
## 104            6.746281e+03          95.0    8752 23.8                 4    97
## 105            7.324150e+01          98.0       0 41.3                 2    99
## 106            0.000000e+00          99.0       7 27.2                 3    96
## 107            9.868368e+01          98.0       0 42.1                 2    99
## 108            6.799664e+03          95.0       0 24.4                 4    95
## 109            0.000000e+00          92.0       0 27.7                13    97
## 110            6.502137e+03          97.0     520 24.9                 4    95
## 111            1.221206e+02          98.0      26 43.0                 2    98
## 112            0.000000e+00          99.0      28 27.7                 2    98
## 113            2.974343e+01          91.0   99602 24.9               360    94
## 114            0.000000e+00          96.0       0 28.2                12    98
## 115            0.000000e+00          92.0    3550 28.7                12    99
## 116            1.266981e+02          98.0      12 43.9                 2    99
## 117            0.000000e+00          91.0     194 28.2                 2    91
## 118            0.000000e+00          94.0       2 28.6                 2    92
## 119            7.313175e+03          94.5   11015 25.9                 4    98
## 120            3.922510e+01          95.0  131441 26.5               308    99
## 121            0.000000e+00          92.0       8 29.2                12    98
## 122            1.810123e+02          96.0      31 44.9                 2    95
## 123            8.991785e+02          95.5     741 26.4                 4    99
## 124            0.000000e+00          93.0       0 29.7                11    98
## 125            1.341679e+02          97.0       8 45.9                 2    96
## 126            8.630061e+02          95.0     450 26.9                 4    98
## 127            0.000000e+00          94.0     114 29.5                 2    95
## 128            2.231624e+01          96.0       7 46.9                 2    96
## 129            0.000000e+00          93.0       0  3.3                10    99
## 130            5.660755e+00          99.0   38159 28.1               268    99
## 131            0.000000e+00          99.0      42  3.0                 2    98
## 132            9.498729e+03          99.0     434 27.4                 4    96
## 133            9.126750e+01          99.0    9943 29.0               251    99
## 134            2.578403e+02          99.0       0 48.0                 2    99
## 135            0.000000e+00          99.0       2  3.4                 2    99
## 136            0.000000e+00          96.0       0 31.3                 9    99
## 137            1.215869e+02          99.0     228 27.8                 3    99
## 138            9.443446e+01          99.0    6183  3.0               233    99
## 139            2.538286e+02          99.0       0 49.2                 2    99
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## 1003           6.899440e+02          89.0       0 69.4                 0     9
## 1004           2.874671e+02          41.0       0 69.7                 0    55
## 1005           5.035882e+02          89.0       0  7.1                 0    89
## 1006           4.022856e+01          35.0       0  7.3                 0    37
## 1007           5.688693e+02          87.0       0  7.8                 0    88
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## 1021           0.000000e+00          59.0       0 74.7                 0    61
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## 1024           2.511437e+00          96.0     845 13.6               100    88
## 1025           2.756483e-01          95.0    4074 18.7                21    97
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## 1029           3.284181e-01          96.0   12237 12.1                36    62
## 1030           1.169704e+01           7.0    7120 17.8                90    74
## 1031           0.000000e+00          96.0   16512  9.2                43    96
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## 1045           0.000000e+00          95.0    2070 13.3                18    55
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## 1049           9.417037e+02          99.0       0 28.0                 0    99
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## 1051           0.000000e+00          78.0    2297  1.4                37    96
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## 1054           8.460156e+00          64.0   24457 17.5               215     8
## 1055           5.559544e+01          78.0     653 13.1                26    69
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## 1059           0.000000e+00           5.0    1810 13.8                17    52
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## 1069           0.000000e+00          94.0     410 11.3                36    94
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## 1072           3.211953e+02          96.0    3526 22.6                15    98
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## 1075           1.057307e+02          49.0     118  2.1                84     9
## 1076           5.381783e+00          65.0   15853 19.0               201    79
## 1077           6.221817e+01          94.0     264 13.9                22    82
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## 1080           0.000000e+00          93.0    1978 11.8                35    94
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## 1083           0.000000e+00          57.0      58 15.5                15    56
## 1084           2.497533e+01          99.0       0 32.2                 0    94
## 1085           3.659114e+02          95.0     564 31.6                 4    95
## 1086           7.201593e+01          66.0   20422 19.7               194    78
## 1087           5.150447e+01           8.0     188 14.3                21     8
## 1088           2.048557e+03          97.0       0 33.2                 0    95
## 1089           5.207639e+02          96.0    3893 24.6                14    98
## 1090           3.082974e+03          96.0      15  3.9                 0    97
## 1091           0.000000e+00          67.0      17 12.3                35    92
## 1092           1.175767e+01          86.0       0 14.2                 3     7
## 1093           5.305728e-01          85.0    1088 17.6                78    84
## 1094           1.026334e+02          76.0   19456  2.5               188    77
## 1095           5.773517e+01          82.0     394 14.8                20    82
## 1096           6.099512e+02          98.0    7790 25.7                13    99
## 1097           2.538941e+03          96.0       3 34.2                 0    97
## 1098           4.384519e+02          97.0     334 33.4                 4    97
## 1099           3.404131e+03          97.0      18 31.2                 0    97
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## 1102           0.000000e+00          61.0     174 16.7                14     6
## 1103           1.554768e+02          88.0     341 21.6                78    91
## 1104           0.000000e+00          87.0     352 12.9                35    93
## 1105           1.026341e+01          82.0   15369 21.3               181    83
## 1106           0.000000e+00          67.0      78 17.3                14    67
## 1107           4.835424e+01          92.0    4779 15.9                17    95
## 1108           1.873687e+03          96.0       2 35.2                 0    99
## 1109           3.619949e+01          72.0      10 15.1                 3    78
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## 1114           0.000000e+00          74.0     153 18.0                13    76
## 1115           1.905454e+02          83.0   18869 22.9               167    82
## 1116           5.688416e+01          89.0    1156 16.4                16    88
## 1117           2.218364e+03          96.0       0 36.2                 0    99
## 1118           1.748294e+01          92.0     190 19.8                65     9
## 1119           4.540544e+03          96.0      50 31.8                 0    96
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## 1129           9.230026e+00          96.0    1569 36.3                 4    96
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## 1155           2.814579e+01          77.0      47 17.0                 2    76
## 1156           0.000000e+00          95.0   15033 16.7                35    96
## 1157           0.000000e+00          88.0     339  2.9                11    88
## 1158           3.127232e+01          67.0   58848 24.8                68    77
## 1159           7.890773e+02          99.0       0 32.4                10    99
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## 1166           0.000000e+00          89.0       0 19.6                12    87
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## 1169           9.335873e+01          98.0     418 13.9                 1    98
## 1170           0.000000e+00          99.0   11874 44.9                43    99
## 1171           3.001621e+02          96.0      20 15.2                 0    98
## 1172           1.926616e+01          97.0   38835 11.4              2500    57
## 1173           3.696331e+00          97.0    5098  1.4               316    83
## 1174           1.884534e+01          97.0    2064 16.4               495    65
## 1175           6.049098e+01          97.0   16527 14.1                 6    99
## 1176           1.042496e+01          62.0    6532 12.2               122    24
## 1177           0.000000e+00          94.0    9582 45.5                40    95
## 1178           5.361279e+01          91.5     309 14.6                 6    98
## 1179           1.057473e+01          63.0    8762 12.6               122    35
## 1180           8.574030e+00          89.0     756 14.4                 1    88
## 1181           4.130689e+01          98.0       0 15.6                 0    97
## 1182           2.192814e+01          91.5   10849 11.9                58    73
## 1183           3.395070e+00          91.5    4414  1.8               298    85
## 1184           5.963596e+01          90.5     139 15.1                 5    98
## 1185           1.519755e+02          83.0      27 14.9                 1    89
## 1186           0.000000e+00          99.0    9554 46.2                37    99
## 1187           4.299053e+00          98.0     926 16.2                 0    98
## 1188           1.781206e+01          90.5   40044 12.2              2300    58
## 1189           2.239388e+01          90.5    3903 17.4               474    71
## 1190           1.688735e+01          64.0    2486 13.0               122    36
## 1191           0.000000e+00          98.0   11644 46.9                35    99
## 1192           2.423456e+01          63.0    4740 17.9               466    69
## 1193           1.108905e+01          65.0     798 13.4               122    41
## 1194           7.242809e+01          32.0      65 15.6                 5    98
## 1195           4.914979e+02          98.0      75 16.7                 0    98
## 1196           1.915664e+01          95.0       0 15.5                 1    96
## 1197           1.948087e+01          64.0   47147 12.6              2200    57
## 1198           3.548459e+01           5.0    4067 11.6               264     9
## 1199           4.114697e+00          11.0    9743 12.0               247    88
## 1200           1.529607e+01          67.0     466 13.8               120     5
## 1201           2.733801e+01           6.0   55443 13.0              2100    58
## 1202           0.000000e+00          95.0       3 47.6                33    98
## 1203           6.119094e+02          97.0      37 17.3                 0    96
## 1204           1.535342e+01          62.0      35 16.1                10    97
## 1205           2.586698e+00          89.0       3 16.1                 1     9
## 1206           3.805462e+01          45.0   25934 12.5               231    94
## 1207           1.388648e+00          66.0    1296 14.2               118    58
## 1208           4.259753e+00          41.0    5023 13.9                44    78
## 1209           0.000000e+00          94.0       7 48.5                32    95
## 1210           6.209519e+02          98.0    1395 18.0                 0    98
## 1211           9.776637e+01          99.0       3 16.6                 5    99
## 1212           1.692024e+02          95.0       2 17.4                 1    96
## 1213           4.233045e+01          86.0    6192 13.0               215    95
## 1214           4.587990e+01          69.0    2838 14.4                41    91
## 1215           4.036830e+01          78.0    7641 19.5               458    77
## 1216           1.202472e+02          98.0       0 17.2                 5    98
## 1217           1.717152e+01          64.0    1990 14.7               116    58
## 1218           3.485943e+01           6.0   64185 13.9              2000    66
## 1219           1.276378e+02          98.0      44 17.9                 5    98
## 1220           0.000000e+00          97.0     133  5.4                29    98
## 1221           2.838062e+02          95.0      11 18.0                 1    93
## 1222           1.091016e+01          63.0    1141 15.2               113    63
## 1223           4.636537e+01          95.0    2924 13.5               201    96
## 1224           5.234770e+00           6.0   41144 14.4              1900    67
## 1225           3.912745e+00          75.0    2801  2.1               459    75
## 1226           6.491489e+00          98.0      20 19.5                 0    98
## 1227           1.781424e+01          98.0      33 18.5                 4    98
## 1228           4.248865e+01          96.0    2660 14.0               186    96
## 1229           4.303043e+01          29.0   44258 14.9              1800    69
## 1230           0.000000e+00          99.0     127 51.4                28    99
## 1231           5.447134e+00          65.0    1129  2.6               460     7
## 1232           2.587393e+01          64.0    1599 15.7               110    64
## 1233           1.077712e+03          98.0       0  2.3                 0    98
## 1234           0.000000e+00          99.0     262 52.5                27    99
## 1235           1.339092e+01          97.0      21 19.2                 4    97
## 1236           6.972156e-01          78.0     863 21.3               460     7
## 1237           5.676222e+01          63.0    2861 16.2               106    63
## 1238           2.440392e+02          91.0      21  2.3                 1    92
## 1239           1.917268e+02          99.0      79 19.8                 4    99
## 1240           7.967937e+01          66.0    1989 16.7               102    66
## 1241           8.462303e+01          82.0     190 16.4                30    83
## 1242           0.000000e+00          99.0     538 53.6                26    99
## 1243           5.773360e+01          38.0   31458 15.9              1600    76
## 1244           9.113972e+01          97.0       0 22.1                 0    97
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## 1248           5.787736e+01          74.0    4386 22.5               459    75
## 1249           7.097109e+00          68.0    3013 17.2                97    68
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## 1251           1.079894e+03          96.0       0 23.1                 0    96
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## 1253           1.259940e+03          99.0       0 24.1                 0    99
## 1254           2.076877e+01          99.0      51 21.2                 4    99
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## 1258           8.058788e+01           9.0    3362 17.4                25     9
## 1259           5.925893e+01          94.0    1986 16.4               139    94
## 1260           5.965900e+01          72.0    8046 23.2               456    72
## 1261           6.496964e+01          73.0   18668 17.0              1400    79
## 1262           4.162054e+01          99.0    2107 21.9                 3    99
## 1263           1.979057e+01          97.0       0 22.7                 1    97
## 1264           7.321924e+01          64.0     430 18.1                89    62
## 1265           1.626591e+03          99.0       0 25.1                 0    99
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## 1267           5.282986e+01          96.0     237 17.0               130    96
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## 1271           0.000000e+00          99.0      99 58.5                22    99
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## 1273           8.652154e+01          79.0   79563 18.1              1200    84
## 1274           8.523486e+00          92.0    1279 18.5                22    92
## 1275           7.127962e+01          65.0    1154 19.1                83     6
## 1276           0.000000e+00          72.0     386 25.4               433    72
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## 1280           0.000000e+00          91.0    1599 19.1                21     9
## 1281           0.000000e+00          87.0   90387 18.7              1100    86
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## 1283           1.934398e+03          77.0     152 57.6                 2    95
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## 1299           2.225066e+02          83.0      35 51.7                 1    93
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## 1384           3.187496e+03          95.0       2 57.0                 0    96
## 1385           6.667374e+02          91.0       5 59.7                 0    95
## 1386           3.601287e+03          82.0       3 68.0                 0    96
## 1387           4.370621e+02          99.0      28 55.1                 1    99
## 1388           5.439692e+03          96.0    5189 61.5                 2    96
## 1389           3.192887e+03          95.0      40 64.3                 0    99
## 1390           9.153191e+02          94.0     370 57.7                 1    94
## 1391           4.873819e+03          97.0    3802 64.1                 2    97
## 1392           1.913357e+03          97.0      12 61.3                 0    96
## 1393           3.108289e+03          97.0       2 58.8                 0    97
## 1394           7.959131e+00          88.0      10 53.7                 0    89
## 1395           0.000000e+00          96.0     701 57.9                 0    97
## 1396           3.314570e+02          98.0      23 59.5                 0    98
## 1397           7.425110e+02          97.0       0 58.3                 1    93
## 1398           3.283025e+03          97.0       2 58.2                 0    96
## 1399           3.431234e+02          93.0       0 68.4                 0    99
## 1400           0.000000e+00          98.0       7 58.5                 0    97
## 1401           4.124434e+02          99.0       9 55.8                 1    99
## 1402           2.528993e+03          98.0       3 64.9                 0    99
## 1403           4.793905e+03          96.0     376 62.1                 2    96
## 1404           1.851713e+03          98.0       2 61.9                 0    96
## 1405           6.938226e+02          92.0      22 54.2                 0    87
## 1406           4.255782e+03          96.0    1204 64.8                 2    97
## 1407           0.000000e+00          69.0       0 43.5                 0    69
## 1408           3.742947e+02          94.0       0 68.8                 0    99
## 1409           4.308770e+02          99.0       0 56.5                 1    99
## 1410           2.597787e+02          95.5       1 58.9                 0    95
## 1411           7.071447e+02           9.0       0  6.7                 0    94
## 1412           0.000000e+00          97.0       4 59.1                 0    98
## 1413           8.806403e+02          91.0       1 58.9                 1    97
## 1414           2.183107e+03          98.0       3 65.4                 0    99
## 1415           7.561063e+01          91.0       0 54.7                 0    87
## 1416           4.831917e+02          96.0       0 62.6                 2    96
## 1417           1.884099e+03          95.0       0 63.1                 0    95
## 1418           4.096000e+02           9.0       0 69.2                 0    99
## 1419           7.328662e+02          89.0    3000 55.3                 0    86
## 1420           0.000000e+00          97.0     116 59.7                 0    96
## 1421           7.260292e+02          87.0       0 61.3                 0    91
## 1422           2.712546e+02          98.0       0  6.9                 0    98
## 1423           8.617208e+00          92.0      37 59.4                 1    93
## 1424           4.298848e+01          96.0     154 66.0                 1    97
## 1425           4.831645e+03          95.0       0 63.1                 2    95
## 1426           2.163043e+03          96.0       1 66.0                 0    99
## 1427           3.113493e+01          95.0      52 59.5                 0    95
## 1428           0.000000e+00          94.0     206 63.7                 0    94
## 1429           0.000000e+00          94.0     383  6.0                 1    95
## 1430           0.000000e+00          82.0    1677 55.8                 0    74
## 1431           0.000000e+00          96.0       1 66.5                 0    99
## 1432           0.000000e+00          98.0       8 61.6                 0    98
## 1433           0.000000e+00          93.0     159 63.6                 2    93
## 1434           3.649752e+02          99.0       0 58.0                 0    99
## 1435           0.000000e+00          92.0       1  6.3                 0    92
## 1436           2.181727e+02          86.0      15 28.1                 3    44
## 1437           3.738182e+01          86.0    4244 18.4                40    78
## 1438           3.566125e+01          86.0   35256 13.9                68    58
## 1439           4.596381e+01          73.0    1459  4.1                73    71
## 1440           0.000000e+00          86.0    1678 19.3                14    31
## 1441           9.696689e+00          86.0   18363 12.8                41    71
## 1442           3.580979e+01          86.0     469 24.5                 4     8
## 1443           0.000000e+00          91.0     336 18.0                 6    84
## 1444           6.017608e+02          98.0       0 27.1                 0    98
## 1445           1.225745e+02          86.0       2 21.5                 0     9
## 1446           1.841792e+01          86.0    2095 13.2                57     9
## 1447           9.195076e+01          86.0     183 28.2                 2    46
## 1448           4.720594e+00          86.0   14629  2.9               100    57
## 1449           1.376270e+01          86.0     304 14.1                84    73
## 1450           1.219710e+01          86.0    5977  2.2                20    56
## 1451           2.152702e+01          86.0    3546 13.9                74     3
## 1452           2.394507e+01          86.0    1578 15.6               111    53
## 1453           3.363213e+02          88.0       0 25.3                 0    88
## 1454           1.335784e+01          86.0   21319 13.6               128    41
## 1455           2.065433e+01          86.0   23068 19.5                65    88
## 1456           0.000000e+00          86.0       0  2.7                 0    87
## 1457           2.039568e+01          86.0    3575 17.2                48    46
## 1458           0.000000e+00          86.0   14649 16.0               181    64
## 1459           1.159482e+01          86.0    1660 12.3               404    55
## 1460           3.502949e+01          86.0       0 17.3                 2     7
## 1461           1.495451e+01          86.0       0 18.3                 4    41
## 1462           2.521683e+01          83.0      10 25.9                 4    87
## 1463           4.717251e+01          86.0    7375 16.5               136    69
## 1464           8.594570e+00          86.0       0 21.1                11    58
## 1465           7.359404e-01          86.0     789 12.6                10    82
## 1466           0.000000e+00          86.0       0 43.5                50    93
## 1467           2.215986e+00          86.0   11294 16.6                60    47
## 1468           0.000000e+00          86.0    8282 14.9               332    42
## 1469           2.248178e+01          86.0  212183 16.9               943    31
## 1470           0.000000e+00          86.0    3965 17.8                74    37
## 1471           0.000000e+00          86.0    5729 19.4                95    66
## 1472           3.882538e-01          86.0     896 13.7                54    76
## 1473           3.652586e+02          72.0    1166  4.9                76    71
## 1474           1.507435e+02          86.0       0 22.1                 0    91
## 1475           1.817830e+00          86.0   61208 13.9               127    42
## 1476           4.256332e+01          86.0    9357 14.3                65     6
## 1477           1.836981e+02          86.0    5129 28.7                 3    44
## 1478           2.058079e+02          86.0     416 25.1                 4    79
## 1479           1.436197e+02          86.0      49 26.3                 4    87
## 1480           7.015537e+01          92.0       0 25.8                 0    93
## 1481           3.847603e+00          86.0   11304 14.7               120    77
## 1482           2.687439e+01          86.0   24908 14.1                75    26
## 1483           1.977840e+02          86.0    1339 18.7                 4    43
## 1484           3.841229e+00          86.0       0 21.1                 0     9
## 1485           3.069527e+02          87.0       1  3.5                 4    97
## 1486           0.000000e+00          91.0      99 18.5                 6    85
## 1487           1.186228e+00          86.0    2366 12.6               392    55
## 1488           4.533476e+01          86.0    5859 18.8                40    77
## 1489           9.249789e+01          86.0      79 28.6                 2    49
## 1490           0.000000e+00          86.0    2152 19.8                14    32
## 1491           4.395886e+00          86.0    4464 16.1               110    56
## 1492           2.310169e+01          86.0    4174 12.5                93    62
## 1493           3.365316e+01          86.0    2837 16.8                25     4
## 1494           2.697625e+01          86.0   48543 13.3               187    56
## 1495           1.583099e+01          86.0  168107 17.3               936    36
## 1496           8.687085e-01          86.0     126 17.9                 9    56
## 1497           5.593620e+00          86.0     204 12.8                10    89
## 1498           0.000000e+00          86.0    3571 18.2                75    33
## 1499           2.555981e+01          86.0   13476  2.1                64    81
## 1500           1.971741e+01          86.0       0 17.6                 2     7
## 1501           3.782512e+01          25.0    7085 16.9               132    72
## 1502           0.000000e+00          86.0    8072 15.3               332     3
## 1503           2.878224e+01          86.0    1398 21.7                12    75
## 1504           0.000000e+00          86.0       0 43.5                49    93
## 1505           0.000000e+00           1.0    5790 19.9                94     7
## 1506           6.064221e+00          86.0   24789 17.9                49    49
## 1507           2.048575e+00          86.0    1833 17.1                22    51
## 1508           1.989791e+01          86.0    7408 16.9                58    52
## 1509           1.965978e+00          88.0    2738 14.1                50    85
## 1510           3.696317e+02          88.0       0 26.4                 0    88
## 1511           3.465316e+02          72.0    1043 41.6                79     7
## 1512           1.758723e+01          76.0   31584 14.3               124    43
## 1513           2.403794e+01          76.0   11945 16.3               157    37
## 1514           3.534574e+00          76.0       0 25.9                 7    84
## 1515           0.000000e+00          73.0     304 26.3                40    73
## 1516           5.623602e+02          99.0       0 28.1                 0    99
## 1517           5.370597e+01          76.0    1448 21.8                97    66
## 1518           9.660010e+00          76.0    1016 13.3                39    74
## 1519           2.037323e+02          76.0    1278 25.8                 4    78
## 1520           5.404348e+01          76.0   25036 17.3                66    85
## 1521           4.752621e+01          51.0   10795 14.7                63    61
## 1522           3.195567e+00          76.0    1744 12.9                93    69
## 1523           2.465762e+01          76.0     298 18.5                 8    61
## 1524           0.000000e+00          89.0    5131 16.8               166    91
## 1525           3.885395e+00          64.0      92 14.8                75    79
## 1526           1.552073e+02           4.0       0 22.6                 0    92
## 1527           1.082453e+01          76.0    3332 12.9               377    55
## 1528           5.080181e+01          76.0       0 21.7                 0    92
## 1529           1.042437e+01          76.0     131  2.7                19    51
## 1530           6.330007e+00          88.0       7 31.1                 4    97
## 1531           0.000000e+00          76.0    2788  2.3                14    41
## 1532           0.000000e+00          48.0    5882  2.4                93     7
## 1533           2.941897e+01          76.0       0 18.0                 2    98
## 1534           4.048815e+01          15.0    1588 19.2                40    76
## 1535           3.039691e+00          76.0    7277 14.4                76    31
## 1536           3.273674e+01          84.0     766 15.1               118    83
## 1537           1.995183e+00          76.0     363 17.5                22    58
## 1538           3.336438e+00           8.0   12289  2.7                63     8
## 1539           1.310421e+02          88.0      37 26.7                 4    87
## 1540           7.031322e-01          86.0     460 13.1                10    92
## 1541           4.113191e+00          76.0     883 22.3                12    91
## 1542           0.000000e+00          92.0      32 19.1                 6    86
## 1543           2.690898e+00          29.0   49871 13.6               181    57
## 1544           0.000000e+00          76.0   30466 15.7               331     4
## 1545           0.000000e+00          76.0    9559 18.6                77     4
## 1546           0.000000e+00          76.0       0 43.5                48    93
## 1547           3.159416e+01          76.0     938 17.2                25    42
## 1548           2.347874e+02          76.0      24 19.1                 4    44
## 1549           3.676466e+00          76.0     717 16.5               108    65
## 1550           4.973511e+01          76.0   18184 18.3                47     6
## 1551           4.082597e+01          76.0    7155 17.3               127    76
## 1552           3.330286e+01          96.0    1064 14.5                46    96
## 1553           0.000000e+00           7.0     998 26.7                41     7
## 1554           3.593349e+01          71.0    1196 16.8               155     4
## 1555           6.545264e+00          71.0     224 13.5                38    75
## 1556           5.300902e+00          17.0       1 26.4                 7     9
## 1557           4.077793e+02          97.0     777 26.9                 0    99
## 1558           1.097202e+01          71.0     228 13.2               360    55
## 1559           6.660452e+00          79.0     232 17.0               106    67
## 1560           3.109435e+01           8.0    1939 21.2                63     8
## 1561           5.191564e+02          71.0     244 42.2                82     7
## 1562           3.861473e+01          71.0     586 18.4                47    66
## 1563           2.527115e+00          71.0    1158 19.0                 8    65
## 1564           6.763925e+01          71.0     899 22.3                95    72
## 1565           9.758449e+00          71.0     142 21.1                18    49
## 1566           4.160951e+01          71.0    2946 13.3                92    83
## 1567           8.431187e+02          99.0       0 28.7                 0    99
## 1568           8.931827e+00          73.0     217 19.7                40    75
## 1569           0.000000e+00          71.0    3712  2.7                14     5
## 1570           3.097835e+02          71.0      18 19.5                 4    46
## 1571           3.585205e+01          73.0      65 15.5               115    75
## 1572           2.819124e+00           9.0     350 27.1                 4    87
## 1573           0.000000e+00          95.0    1673 17.2               160    97
## 1574           0.000000e+00          71.0   21956 16.1               331    47
## 1575           2.946572e+02          71.0     262 26.5                 4    82
## 1576           8.642744e+01          43.0       0 22.2                 0    94
## 1577           2.995960e+00          71.0     295 17.9                22    72
## 1578           4.611619e+01          71.0     652 17.5                26    44
## 1579           2.090865e+02          66.0       0 23.2                 0    93
## 1580           0.000000e+00          71.0    8257 19.0                78     4
## 1581           2.395241e+00          71.0    2497 17.7                55    61
## 1582           9.413303e+01          71.0      37 29.4                 2    68
## 1583           2.993671e+02           9.0      59 31.6                 4    96
## 1584           3.019551e+01          71.0  141258 18.3               918    42
## 1585           4.509011e+01          28.0       0 18.4                 2     8
## 1586           4.252690e+01          76.0   28898 17.7               124    67
## 1587           0.000000e+00          63.0    4770  2.9                92    68
## 1588           0.000000e+00          71.0       0 43.5                46    93
## 1589           8.866777e+00          76.0      29 17.2               152     4
## 1590           1.294325e+01          99.0       0 29.2                 0    99
## 1591           4.434751e+02          76.0      63  3.3                 3    44
## 1592           3.682848e+02          76.0       4 27.2                 4    81
## 1593           6.220438e+02          76.0     830 42.9                83    73
## 1594           2.086118e+01          76.0   63057 15.0               118    45
## 1595           3.193566e+01          89.0     386 14.9                42    89
## 1596           0.000000e+00          68.0      31 27.1                42    67
## 1597           5.093900e+02          98.0      28 27.5                 0    98
## 1598           5.813583e+01          89.0    1116 15.5                65    94
## 1599           9.013494e+00           7.0       0 22.8                 0    99
## 1600           6.791362e+01           6.0      31 26.9                 7    89
## 1601           0.000000e+00          76.0    3524 21.2                13    67
## 1602           5.711645e+01          73.0     172 17.5               103     7
## 1603           0.000000e+00          95.0       0  2.3                 6    88
## 1604           1.785871e+01          76.0       4 21.5                17    47
## 1605           1.353000e+01          76.0    3526 19.6                 8    69
## 1606           5.323776e+01           8.0      60 21.8                62    81
## 1607           3.660609e+01          62.0     141 14.2               164    58
## 1608           0.000000e+00          95.0    1419 17.7               154    95
## 1609           1.506962e+00          76.0      73 13.5               342    54
## 1610           8.369852e+00          76.0      35 18.0                59    84
## 1611           1.893011e+01          76.0      10 18.1                53    65
## 1612           4.658196e+01          76.0    9396 18.1               120    69
## 1613           7.238451e+01          76.0   10324 15.1                78    31
## 1614           3.852455e+01          76.0       7 18.8                47    69
## 1615           1.073628e+01          75.0     262  2.1                39    74
## 1616           2.401397e+02          91.0       0 23.7                 0    94
## 1617           3.743858e+01          93.0       0 27.4                 4    88
## 1618           0.000000e+00          76.0   44934 16.5               330    52
## 1619           0.000000e+00          76.0       0 43.5                45    93
## 1620           4.454768e+01          76.0      38 19.8                 4    48
## 1621           5.722556e+01          76.0   31521 18.8               907    43
## 1622           6.602236e+01          54.0      31 19.1                42    87
## 1623           0.000000e+00          67.0    3466 21.5                91    76
## 1624           7.212111e+00          77.0       0 18.8                 2    73
## 1625           3.989928e+00          76.0      61 18.4                22    71
## 1626           1.747441e+00          87.0       0 14.1                37    82
## 1627           4.577201e+02          82.5       4 27.9                 4    86
## 1628           3.944667e+01          95.0     129 15.4                38    95
## 1629           1.099666e+00          82.5      99 18.5                51    59
## 1630           7.093171e+02          79.0     615 43.6                84    75
## 1631           9.819145e+01          82.5     258 17.7               148    39
## 1632           4.799234e+02          97.0       7 28.0                 0    97
## 1633           3.532438e+02          28.0       0  3.8                 3    44
## 1634           4.208893e+01          82.5      29 19.2                47    67
## 1635           7.303276e+01          79.0     605 23.3                93    79
## 1636           0.000000e+00          82.5  182485 16.9               329     6
## 1637           7.106997e+00           7.0     210  2.5                39    73
## 1638           1.081391e+01          96.0       0 23.4                 0    97
## 1639           1.803753e+01          82.5     357 13.8               323    56
## 1640           5.670640e+00          93.0     184 15.9                62    94
## 1641           5.064689e+00          96.0      19 13.9                 9    96
## 1642           2.209758e+01          82.5       0  2.1                 8    73
## 1643           8.769989e+00          82.5     253 14.2                89    94
## 1644           6.021211e+01          83.0      33 18.0               101    78
## 1645           1.218793e+02          82.0      45 18.4                55    84
## 1646           2.239649e+01          82.5       8 22.0                16    66
## 1647           3.349817e+00          93.0       0 24.3                 0    95
## 1648           0.000000e+00          95.0       0  2.9                 6    94
## 1649           7.871124e+01          84.0     435 22.4                62    85
## 1650           3.751715e+00          82.5    2183 15.4               114    46
## 1651           6.298426e+02          92.0       5 32.7                 3    96
## 1652           3.721651e+02          95.0       0 27.8                 4    88
## 1653           3.955678e+01          76.0     153 16.4               108     7
## 1654           5.512187e+01          42.0     127 24.2                12    71
## 1655           6.416253e+00          18.0  110927 19.3               893    45
## 1656           3.374786e+01          81.0       0 15.8                56     8
## 1657           0.000000e+00          82.5     146 21.7                13    62
## 1658           6.733379e+01          75.0   12598 18.5               117    71
## 1659           0.000000e+00          76.0     115 22.1                90    87
## 1660           0.000000e+00          82.5       0 19.8                82    35
## 1661           3.662174e+01          82.5      38 18.9                22     8
## 1662           0.000000e+00          82.5       0 43.5                44    93
## 1663           4.092208e+01          82.5     471 18.2                26    47
## 1664           4.452614e+01          64.0      22 14.5               155    59
## 1665           1.270326e+01          82.5     298  3.2                 2    71
## 1666           9.603725e+01          84.0       0 19.5                40    84
## 1667           6.996754e+01          68.0     912 19.2                 2    67
## 1668           1.206617e+01          82.5       0  2.2                 4     5
## 1669           5.023845e+02          97.0       3 28.6                 0    98
## 1670           2.124915e+01          92.0     784 14.5                36    88
## 1671           0.000000e+00          81.0   80123 17.3               327    62
## 1672           7.631868e+01          93.0       6 33.2                 3    96
## 1673           2.508689e+01          81.0     765 18.2               143    36
## 1674           7.847020e+01          99.0     494 15.9                34    99
## 1675           2.153375e+01          81.0       0  2.7                 8    74
## 1676           6.847034e+00          99.0       1 16.2                61    99
## 1677           7.115578e+01          91.0       1 27.9                 6    88
## 1678           7.321255e+02          83.0      81 44.3                82    79
## 1679           4.708931e+01          75.0       0 24.0                 0    97
## 1680           0.000000e+00          81.0       0 43.5                43    93
## 1681           1.579934e+01          81.0      20 22.4                15    66
## 1682           4.342193e+01          81.0      59 15.7               110    52
## 1683           5.083901e+01          64.0    5736 14.8               145    62
## 1684           8.275979e+02          81.0       0  2.5                 4    52
## 1685           1.860004e+00          81.0     459 18.8                52    83
## 1686           1.038393e+01          81.0       4 19.0                49    53
## 1687           0.000000e+00          95.0       0 21.5                 6    94
## 1688           0.000000e+00          77.0      11 22.6                89    76
## 1689           0.000000e+00          81.0       7  2.2                83    26
## 1690           6.424025e+01          76.0     125 14.6                86    94
## 1691           4.591572e+02          81.0       3 28.7                 4    74
## 1692           2.218952e+01          81.0    1451 14.2               304    59
## 1693           0.000000e+00          81.0     126 22.3                12    73
## 1694           3.841870e+01          82.0       2 16.3                54    83
## 1695           4.053720e+01          52.0      90 31.4                 3    44
## 1696           6.226049e+00          81.0      26 19.3                22    85
## 1697           4.370802e+02          93.0       0 28.2                 4    88
## 1698           5.579837e+01          68.0      22 24.8                12    68
## 1699           2.645133e+01          95.0       0 24.9                 0    97
## 1700           6.770921e+01           9.0     128 18.5                98    79
## 1701           7.591429e+01          74.0     176 21.0                39    76
## 1702           5.859644e+01          75.0     183 18.9               113    73
## 1703           5.260385e+01           8.0    1847 16.9               104    77
## 1704           1.043023e+01          89.0       3 19.9                38    89
## 1705           1.035779e+01          27.0     704 19.9               879    46
## 1706           1.060270e+01          94.0     128 14.3                 9    94
## 1707           1.848213e+02          73.0    1014 18.8               138    75
## 1708           6.002528e+00          73.0    3776 15.2               137     7
## 1709           3.181374e+00          94.0       6 23.6                61    94
## 1710           5.825144e+02          97.0      13 29.1                 0    96
## 1711           3.106933e+01          81.5       1 21.3                 7    76
## 1712           1.399627e+00          57.0       3 19.4                48    46
## 1713           5.962924e+00          81.5     441 16.1                80    38
## 1714           5.125888e+02          93.0       1 33.7                 3    96
## 1715           1.085148e+01           8.0     535 19.2                51    77
## 1716           0.000000e+00          81.5       0 43.5                43    93
## 1717           4.993698e+01          87.0       0 24.7                 0    98
## 1718           5.395028e+01          75.0     267 19.3               108    75
## 1719           3.454637e+02          96.0       0 25.5                 0    98
## 1720           1.142386e+01          91.0      55 14.7                 9    91
## 1721           4.269511e+00          87.0     143 16.6                59    88
## 1722           0.000000e+00          76.0       5 23.2                87    75
## 1723           0.000000e+00          83.0    7726 19.1               141    88
## 1724           2.981457e+01          72.0     242 28.2                46    73
## 1725           9.164742e+02          99.0       1 31.2                 0    99
## 1726           5.543034e+01          84.0       0 16.7                51    83
## 1727           3.046452e+01          47.0    1446 14.5               286    61
## 1728           6.756829e-01          81.5       8 19.8                22    72
## 1729           4.557109e+01          63.0       0  2.2                45    63
## 1730           2.086879e+01          25.0      24  3.9                 2    88
## 1731           3.580930e+01          81.5     282 16.1               106    57
## 1732           6.211039e+01          81.5      21 29.4                 4    81
## 1733           7.492818e+00          82.0     341 21.5                39    82
## 1734           7.562893e+00          82.0     100 24.4                89    81
## 1735           8.309153e+00          94.0      11  2.3                36    93
## 1736           8.184050e+01          74.0       2 19.0                96    76
## 1737           9.087638e+00          75.0       0  2.1                 2    75
## 1738           7.354001e+00          74.0      11 25.5                12    75
## 1739           5.983361e+01          81.0    1516 17.3               100    76
## 1740           6.004885e+01          81.5      49 19.0                26    46
## 1741           0.000000e+00          97.0       0 22.2                 6    94
## 1742           4.768626e+02          94.0       0 34.2                 3    96
## 1743           5.955034e+01          81.0       0  3.2                 4    83
## 1744           3.606209e+02          98.0       0 26.2                 0    99
## 1745           1.968510e+01          57.0      89 19.8                47    59
## 1746           0.000000e+00          65.0   12461 18.2               324    64
## 1747           1.610106e+02          93.0      82 24.2                61    92
## 1748           1.088331e+00          88.0       6  2.8                34    87
## 1749           6.285659e+01          99.0       0 25.4                 0    99
## 1750           6.448763e+00          77.0       3 17.1                49    77
## 1751           1.021414e+02          74.0      98 19.6                94    74
## 1752           1.536784e+02          87.0     140 19.7                49     9
## 1753           1.055911e+02          41.0    9960 21.0               848     6
## 1754           1.176572e+01          94.0       0 15.1                 9    94
## 1755           1.599415e+01          92.0     173 15.2                35    89
## 1756           2.084343e+01          75.0       0 28.6                46    75
## 1757           9.185433e+01          88.0       0 28.8                 6    86
## 1758           7.018526e+02          99.0       0 31.8                 0    99
## 1759           2.830191e+01          81.0      12 21.9                 7    77
## 1760           0.000000e+00          74.0      12 23.8                85    58
## 1761           6.734138e+01          81.0      12 19.4                25    46
## 1762           1.077988e+02          93.0     395 15.6                80    92
## 1763           1.717686e+02          88.0     143 31.3                 2    89
## 1764           4.037836e+01          81.0    1317 16.5               102    68
## 1765           7.615430e+00          75.0     928 22.0                39    77
## 1766           0.000000e+00          73.0       2 23.3                11    77
## 1767           7.434483e+01          91.0      20 16.9                58    92
## 1768           0.000000e+00          98.0       0 22.8                 6    96
## 1769           4.909198e+01          17.0      63 16.4                80     3
## 1770           6.176264e+01          74.0       4 26.1                12    73
## 1771           6.051535e+01          88.0    1282 17.9                95    88
## 1772           4.130063e+02           9.0       1 28.9                 4    89
## 1773           7.285024e+01          71.0    1319 15.6               130    69
## 1774           6.870730e+01          84.0     495 24.9                87    82
## 1775           2.499102e+02          69.0     265 19.3               133    65
## 1776           0.000000e+00          86.0    3413 19.6               138    89
## 1777           5.379606e+00          77.0      44  2.7                44    75
## 1778           6.615404e-01          97.0       6 17.1                28    97
## 1779           1.043145e+02          91.0       0 29.2                 6    89
## 1780           7.522566e+01          99.0       0 32.4                 0    99
## 1781           5.231086e+01          79.0       0 33.0                 3    74
## 1782           0.000000e+00          80.0       0 43.5                42    93
## 1783           5.665405e+00          71.0     801 16.9                99    71
## 1784           4.761645e+01          88.0      26 29.3                 4    89
## 1785           7.116601e+01          77.0       0 17.6                47    76
## 1786           2.484764e+01          57.0     264  2.3                46     6
## 1787           8.463439e+01          71.0    2939  2.2                93    77
## 1788           3.399777e+02          98.0       0 26.8                 0    99
## 1789           1.150692e+02          80.0      78 21.7                 4    57
## 1790           2.030495e+00          94.0     305 15.7                34    96
## 1791           3.975217e+01          74.0      60  2.1               101    74
## 1792           5.377354e+01          56.0    1176 15.3               256    65
## 1793           1.177478e+00          86.0     999 21.2                33    83
## 1794           7.825987e+02          74.0    5857 46.4                70    75
## 1795           4.982900e+00          24.0     165 16.7                80    32
## 1796           1.040021e+00          73.0     853 29.0                45    69
## 1797           9.165615e+00          97.0       5 17.7                25    93
## 1798           0.000000e+00          81.0     183 24.4                84    77
## 1799           1.772672e+02          89.0      48 31.7                 2    89
## 1800           1.575160e+00          92.0      82 15.5                 9    92
## 1801           0.000000e+00          97.0       0 23.5                 6    97
## 1802           5.698952e+01          83.0       1 21.1                 2    84
## 1803           0.000000e+00          80.0      13 21.5                84    41
## 1804           1.114504e+01          64.0     322 26.8                12    63
## 1805           8.704535e+01          79.0    1601 15.9               124    78
## 1806           3.072291e+01          94.0     101 24.9                60    94
## 1807           2.129229e+02          61.0    2807 19.8               127    63
## 1808           1.456765e+01          63.0    1272 21.6               832    66
## 1809           0.000000e+00          72.0      57 18.6               323    78
## 1810           7.915071e+00          93.0      21 17.3                56    93
## 1811           7.146851e+00          88.0    1218 18.4                91    89
## 1812           6.242362e+02          99.0      15  3.2                 0    99
## 1813           8.114305e+01          92.0   54118 16.1                77    91
## 1814           0.000000e+00          75.0       1 23.9                11    76
## 1815           1.438699e+02          94.0      26  2.2                47    93
## 1816           5.592170e+00          64.0       6 24.0                13    84
## 1817           4.983713e+01          84.0      31 21.2                42    81
## 1818           7.101399e+01          79.0    1461 22.5                39     8
## 1819           1.113609e+01          98.0       0 26.2                 0    99
## 1820           4.712969e+01           8.0       0 22.5                 7    78
## 1821           1.548706e+02          93.0    2488 29.7                 6    92
## 1822           1.008987e+02          84.0     240 26.0                82    83
## 1823           5.883761e+00           7.0     372 17.3                95    75
## 1824           0.000000e+00          97.0       2 24.1                 6    97
## 1825           5.743394e+00          74.0    2321  2.5                98    73
## 1826           1.649232e+01          99.0       0 33.5                 0    99
## 1827           3.114188e+01          96.0     495 16.1                34    94
## 1828           0.000000e+00          83.0     115 22.0                83    49
## 1829           1.874960e+02          88.0       7 32.2                 2    88
## 1830           7.660442e+01           7.0       1 18.0                45     7
## 1831           1.038886e+03          71.0   12499 47.2                62    72
## 1832           9.425738e+01          76.0     392 23.0                39    77
## 1833           7.195535e+02          83.0    3138 31.8                 4    83
## 1834           5.470387e+02          95.0     853 35.2                 3    96
## 1835           4.348359e+01          45.0       2  2.2                24    46
## 1836           9.728005e+00          93.0  118712 17.6                54    86
## 1837           1.843649e+02          83.0   15754  2.7                45     8
## 1838           1.162030e+02           8.0    1313 16.3               119    79
## 1839           1.735740e+01           9.0      51 16.0                 9     9
## 1840           1.916537e+02          77.0    1190  2.4               121    81
## 1841           1.020072e+00          89.0     428 21.7                32    76
## 1842           1.331231e+02          49.0    8491 22.2               817    54
## 1843           1.959825e+02          94.0     641 25.5                59    94
## 1844           1.080560e-01          99.0      12  3.7                 0    99
## 1845           9.585584e+00          72.0    1719  2.7                91    77
## 1846           4.196145e+01          83.0     120 21.4                21    83
## 1847           0.000000e+00          74.0       4 24.5                10    72
## 1848           4.357329e+01          39.0     194 17.1                80    43
## 1849           5.330858e+01           9.0    9696 29.4                44    89
## 1850           1.192697e+03          83.0       0 22.1                 4    59
## 1851           8.353075e+00          64.0    1292 27.4                12    52
## 1852           9.046018e+01          91.0    2511 16.6                74     9
## 1853           6.304033e+01          98.0       0 26.9                 0    98
## 1854           0.000000e+00           6.0    5407 19.1               321    76
## 1855           0.000000e+00          85.0     441 25.0                84    81
## 1856           5.330783e+01          83.0      26 23.1                 7    82
## 1857           5.347718e+00          86.0    1089 21.7                40    84
## 1858           6.378724e+01          97.0     121 18.3                23    93
## 1859           4.191052e+01          47.0    2200 24.5                13    71
## 1860           3.908259e+01          85.0     187 22.0                21    85
## 1861           7.896235e+00          82.0      79 32.5                 4    85
## 1862           7.879967e+01          73.0       0 18.5                43    73
## 1863           1.335224e+02          75.0       2 34.1                 3    75
## 1864           1.958253e+02          96.0     172  3.2                 6    95
## 1865           1.121476e+03          99.0       0 34.2                 0    99
## 1866           5.852947e+01          47.0     679  2.7                24    47
## 1867           6.689563e+02          95.0       8 35.7                 3    96
## 1868           4.080618e+01          76.0     177  2.9                94    73
## 1869           0.000000e+00          62.0     628 25.6                83    58
## 1870           3.595980e+00          96.0     129 16.6                33    95
## 1871           8.318071e+01          82.0     504 26.6                79     8
## 1872           1.377617e+01          97.0      26 18.0                50    97
## 1873           1.102634e+02          75.0     426 23.5                39    77
## 1874           6.777565e+01          65.0    3255 16.0               231     7
## 1875           1.875733e+02          46.0   18843 22.8               802    48
## 1876           0.000000e+00          74.0  133802 19.6               319    77
## 1877           8.555593e+01          91.0     860 17.1                71     9
## 1878           0.000000e+00          96.0       0 24.8                 5    95
## 1879           7.357091e+02          91.0       0  3.2                 3    85
## 1880           2.097992e+01          96.0      48 16.5                 8    96
## 1881           2.398914e+02          72.0    1449 21.0               115    73
## 1882           4.225479e+01          63.0      11 21.2                43    63
## 1883           6.776269e+01          33.0    8650 17.5                79     4
## 1884           7.927658e+01          75.0     234 28.1                12    73
## 1885           1.237533e+02          76.0      92 47.9                58    69
## 1886           0.000000e+00           7.0     315 25.0                10    69
## 1887           5.466592e+01          89.0    1865 22.2                38    88
## 1888           6.375053e+01          94.0       0 29.9                42    93
## 1889           9.449687e+01          82.0    3312 16.7               114    82
## 1890           0.000000e+00          82.0    1256 43.5                41    66
## 1891           4.045367e+01          86.0       0 23.7                 7    85
## 1892           2.252219e+02          91.0     120 26.1                58    91
## 1893           1.097052e+02          96.0    2395 19.5                86    97
## 1894           9.074569e+00          97.0      31 18.9                20    93
## 1895           7.495401e+00          96.0       0 27.7                 0    96
## 1896           7.968734e+02          84.0      86 33.3                 4    84
## 1897           4.990987e+01          76.0     145 21.3                90    73
## 1898           1.681349e+02          95.0     179  3.8                 6    93
## 1899           7.344808e+00          47.0     141 21.2                23    47
## 1900           1.542270e+02          94.0       0  2.1                84    94
## 1901           2.975518e+01          71.0     272 18.1                90    71
## 1902           0.000000e+00          82.0     137 26.2                82    83
## 1903           4.160028e+01          84.0     238 22.6                21    84
## 1904           2.172126e+02          81.0     709 33.2                 2    81
## 1905           9.260234e+01          97.0       0  3.3                39    95
## 1906           4.809891e+01           8.0      43 25.6                12     8
## 1907           6.248420e+01           8.0      35 28.8                12     8
## 1908           0.000000e+00          98.0       0 25.4                 5    98
## 1909           8.276866e+01          96.0      11 18.4                46    95
## 1910           2.561225e+02          75.0    4458 21.5               110    75
## 1911           6.855839e+01          85.0     609 27.2                76    85
## 1912           2.047186e+02          42.0    6447 23.5               788    42
## 1913           1.518994e+02          92.0    1613 26.7                56    91
## 1914           9.288698e+01          78.0    2027 17.2               109    82
## 1915           0.000000e+00          92.0    1668 21.9               126     9
## 1916           0.000000e+00          62.0     260 25.6                10    61
## 1917           8.682551e+01          69.0    4347 16.4               221     7
## 1918           1.283447e+01          95.0       7 36.2                 3    96
## 1919           3.355889e+01          94.0       0 29.0                 0    94
## 1920           5.782427e+01           4.0     120 17.9                79    51
## 1921           9.654658e+01          66.0     341 21.9                88    72
## 1922           7.839009e+01          89.0       1 22.6                 2    85
## 1923           7.876987e+01           9.0    7362 17.7                68     9
## 1924           9.804075e+00           8.0     288 24.1                39     8
## 1925           0.000000e+00          94.0     194 17.0                 8    94
## 1926           1.089955e+03          68.0      32 48.7                56    65
## 1927           7.202334e+02          95.0       0  3.7                 3    92
## 1928           9.485264e-01          87.0       0 24.3                 6    87
## 1929           1.020659e+01          91.0      46 22.7                29    83
## 1930           1.500413e+03          84.0    1190 23.0                 4     3
## 1931           9.774676e+00          98.0      75 19.5                18    98
## 1932           4.344931e+00          62.0       6 21.7                42    63
## 1933           1.659305e+02          93.0     190  2.7                81    94
## 1934           1.533443e+02          93.0     516 31.4                 6     9
## 1935           2.006601e+02          97.0       0 29.3                 0    97
## 1936           0.000000e+00          74.0   88381  2.6               314    74
## 1937           3.595857e+01          77.0    8523 22.1               105    67
## 1938           0.000000e+00           8.0      48 26.8                81    79
## 1939           5.237767e+01          23.0     596 21.6                23    23
## 1940           8.740804e+01          77.0     637 24.6                39    73
## 1941           7.950882e+01          74.0       6 19.5                40    73
## 1942           3.150243e+01          67.0    1224 18.5                89    56
## 1943           1.521673e+03          99.0       0 35.5                 0    98
## 1944           4.873047e+01          84.0     564 23.1                20    84
## 1945           8.313282e+00          72.0    5253 16.8               211     7
## 1946           7.652383e+01          39.0     226 18.2                78    46
## 1947           9.076144e+01          78.0    7878 17.6               103    82
## 1948           3.686104e+01          69.0     221 22.5                86     7
## 1949           8.897040e+01          88.0     375 18.2                66    89
## 1950           0.000000e+00          97.0       0 26.0                 5    96
## 1951           8.880281e+00           8.0      62 29.4                12     8
## 1952           5.813338e+00          78.0       8 21.8                87    78
## 1953           4.744453e+01          84.5     525 43.5                40     5
## 1954           1.066671e+01          95.0       0  3.8                36    95
## 1955           1.117811e+00          95.0       1 36.8                 2    96
## 1956           6.307890e+01          89.0     760 27.8                73    88
## 1957           9.174676e+02          98.0       0 32.3                 0    98
## 1958           2.866898e+01           9.0     319 27.3                55    91
## 1959           1.563908e+02          84.5     321 23.5                 4     3
## 1960           8.200637e+00          87.0       0 25.0                 6    87
## 1961           5.583108e+01          89.0       1 18.8                42    89
## 1962           2.294410e+02          82.0      28 33.8                 2    82
## 1963           1.183853e+01          92.0      17 23.2                28    89
## 1964           1.171091e+01          98.0      17  2.1                17    98
## 1965           1.942033e+02          46.0   52852 24.1               773    46
## 1966           0.000000e+00          94.0      45 17.5                 8    94
## 1967           0.000000e+00          91.0     185 22.5               124    91
## 1968           0.000000e+00          42.0    3173 23.3                81    47
## 1969           1.321464e+00          92.0      15 23.3                33    92
## 1970           3.256299e+02          94.0       0 29.7                 0    93
## 1971           3.304040e+00          68.0    1142 18.9                88    67
## 1972           9.012207e+01          78.0     786 25.2                39    74
## 1973           7.513983e+02          88.0     477 34.9                 3    88
## 1974           1.621278e+02          93.0       0 32.0                 6     9
## 1975           6.628022e+02          95.0       1 37.3                 2    96
## 1976           0.000000e+00           8.0   33711 21.1               312    79
## 1977           1.082260e+01          91.0       0 31.3                34    92
## 1978           0.000000e+00          76.0      50 27.4                80    76
## 1979           5.948745e+01          91.0       3 19.2                40    87
## 1980           7.549797e+00          98.0      10  2.8                16    98
## 1981           4.607447e+01          86.0     441 43.5                39    44
## 1982           5.006054e+01          87.0       1 25.6                 6    87
## 1983           5.343964e+01          47.0     210 22.1                22    47
## 1984           8.386340e+00          91.0     343 18.8                63    91
## 1985           1.416770e+01          78.0     314 18.1                97    82
## 1986           9.767795e+01          98.0     124 28.0                54    93
## 1987           4.125159e+01          95.0       0 18.2                32    95
## 1988           1.966676e+02          86.0       9 22.8                41    78
## 1989           5.491159e+01          79.0       9 22.2                84    79
## 1990           5.743895e+02          98.0       0 31.8                 3    98
## 1991           5.057976e+01          51.0     175 22.7                41    42
## 1992           2.257308e+02          95.0       0  3.1                 0    95
## 1993           1.443286e+00          83.0    1006 23.8                32    83
## 1994           1.152784e+02          97.0       0 32.8                 0    98
## 1995           1.280529e+01          89.0      32 23.8                27    85
## 1996           7.386585e+01          88.0       0 23.7                 2    87
## 1997           2.473300e+01          78.0       0 34.4                 1    78
## 1998           5.437397e+01           5.0      34 26.7                11    49
## 1999           8.995806e+01          77.0   12739 17.2               202    75
## 2000           8.092680e+01          84.0      14  3.1                12    84
## 2001           2.632111e+02          49.0    6855 24.7               759    49
## 2002           4.140242e+02          97.0       0  3.5                 0    95
## 2003           1.130207e+01          37.0    1275 18.7                78    44
## 2004           0.000000e+00           9.0      71 26.8                10     9
## 2005           0.000000e+00          96.0       1 26.7                 5    97
## 2006           0.000000e+00          69.0       3  2.5                38    71
## 2007           0.000000e+00          82.0      55 25.7                39    78
## 2008           0.000000e+00          98.0       0 37.4                 0    97
## 2009           0.000000e+00          88.0       0 19.6                38    88
## 2010           0.000000e+00          49.0   12423 25.4               747    49
## 2011           0.000000e+00          87.0       0 31.8                32    88
## 2012           0.000000e+00          31.0     878 43.5                39    41
## 2013           0.000000e+00          92.0     212 35.7                 3    92
## 2014           0.000000e+00           8.0      27 36.3                 3    79
## 2015           0.000000e+00          98.0       1 21.4                15    99
## 2016           0.000000e+00          54.0     243 23.3                40    42
## 2017           0.000000e+00          93.0       0 32.6                 6     9
## 2018           0.000000e+00          83.0      65 28.0                79    81
## 2019           0.000000e+00          96.0       0  3.9                 0    96
## 2020           0.000000e+00          89.0      95 22.0                75    83
## 2021           0.000000e+00          98.0      30 23.8               119    96
## 2022           0.000000e+00          95.0       0 37.9                 2    96
## 2023           0.000000e+00          94.0       9 18.7                31    94
## 2024           0.000000e+00          87.0     153 26.3                 6    87
## 2025           0.000000e+00          86.0     607 24.4                30    86
## 2026           0.000000e+00           8.0      79 22.6                81     8
## 2027           0.000000e+00          47.0     150 22.7                21    47
## 2028           0.000000e+00          84.0    1809 29.0                68    83
## 2029           0.000000e+00           9.0       0 32.3                 3    84
## 2030           0.000000e+00          78.0     478 18.5                93    82
## 2031           0.000000e+00          52.0    1060 27.3                11    52
## 2032           0.000000e+00          42.0    7497 24.3                80    47
## 2033           0.000000e+00          91.0       0 24.2                 2    92
## 2034           0.000000e+00          84.0      47 35.0                 1    84
## 2035           0.000000e+00           9.0       9 23.4                40     9
## 2036           0.000000e+00          75.0      17 51.1                52    75
## 2037           0.000000e+00          46.0     418 19.1                77    52
## 2038           0.000000e+00          64.0     118 23.3                98     7
## 2039           0.000000e+00          97.0       0 33.3                 0    98
## 2040           0.000000e+00          96.0       0 31.3                 0    93
## 2041           0.000000e+00          73.0       1  3.8                12    67
## 2042           0.000000e+00          64.0     215 23.8                84    66
## 2043           0.000000e+00          88.0      23 28.6                52    88
## 2044           0.000000e+00          95.0     198 18.6                 7    95
## 2045           8.172747e+01          79.0     146 43.9                12    86
## 2046           9.508028e+02          89.0       0 52.8                 0    97
## 2047           4.212957e+02          71.0   16244 53.5                54    85
## 2048           0.000000e+00          67.0     726 49.5                37    83
## 2049           1.559287e+03          89.0      46 62.4                 0    91
## 2050           3.509463e+01          89.0     210 42.1                11    75
## 2051           2.629590e+02          92.0      69 54.1                 1    94
## 2052           7.821800e+02          93.0       0 56.2                12    95
## 2053           4.043879e+02          83.0       5 57.9                 1    83
## 2054           3.275627e+01          55.0      15 47.1                 1    96
## 2055           9.599259e+02          95.0       6 64.0                 1    94
## 2056           4.781704e+01          55.0      50 46.0                 2    81
## 2057           6.286658e+01          99.0      15 45.9                 1    99
## 2058           0.000000e+00          14.0       0 31.2                66    74
## 2059           1.677271e+02          97.0       6 54.5                 0    97
## 2060           9.350075e+01           8.0     290 44.6                11    83
## 2061           2.437539e+02          92.0      30 55.0                 1    94
## 2062           0.000000e+00          66.0    4088  5.1                37     8
## 2063           1.150418e+03          99.0       5 54.8                 0    99
## 2064           2.227333e+01          96.0      19 58.7                 1    93
## 2065           1.131998e+02          99.0       0 64.5                 1    99
## 2066           2.486975e+02          97.0      61 54.8                 4    97
## 2067           7.104952e+02          95.0     155 56.9                12    97
## 2068           5.645426e+02          99.0      15 46.5                 1    99
## 2069           0.000000e+00          19.0     485 31.7                63    73
## 2070           2.564342e+02          77.0   30509 54.3                50    88
## 2071           1.008086e+02          89.0       0 53.3                 0    97
## 2072           5.319373e+01          69.0      69 47.4                 1    97
## 2073           1.700495e+02          93.0      23 63.3                 0    93
## 2074           1.701196e+03          98.0       2 59.2                 1    91
## 2075           1.064303e+02          98.0       8 55.0                 0    98
## 2076           7.013208e+01          77.0      36 59.1                 1    77
## 2077           9.170357e+01           8.0     538 45.3                11    86
## 2078           1.209681e+03          99.0       0 65.0                 1    99
## 2079           6.880973e+02          97.0     311 57.7                11    95
## 2080           2.598843e+03          92.0      53 56.0                 1    94
## 2081           0.000000e+00          65.0       0  5.6                37    76
## 2082           6.055818e+01          51.0     199 47.0                 2    89
## 2083           1.886783e+02          98.0      34 64.1                 0    96
## 2084           3.933254e+01           5.0    4353 43.1                 9     8
## 2085           5.717810e+01          91.0      40 47.8                 1    96
## 2086           1.590099e+02          99.0       0 65.5                 1    99
## 2087           2.287838e+02          97.0      76 56.3                 4    97
## 2088           9.475639e+01          81.0     801 46.0                11    85
## 2089           1.731756e+03          98.0     124 59.6                 1    93
## 2090           1.214558e+03          98.0      12 55.2                 0    97
## 2091           2.771818e+02          92.0      42 56.8                 1    94
## 2092           5.279177e+02          74.0     526 59.7                 1    74
## 2093           1.587087e+02          88.0       0 54.3                 0    98
## 2094           4.591113e+02          68.0    5844 55.9                43    69
## 2095           8.323689e+02          95.0    1208 58.5                11    95
## 2096           4.049972e+03          93.0      24 64.7                 0    93
## 2097           7.341493e+00          93.0       4 48.1                 1    96
## 2098           4.241491e+01          51.0    1978 43.6                 8    79
## 2099           7.054185e+01          48.0     216 47.5                 2    74
## 2100           0.000000e+00          38.0    8536 32.7                58    61
## 2101           6.565631e+01          99.0       1 48.1                 1    99
## 2102           1.731074e+03          94.0      23 65.9                 1    98
## 2103           8.164795e+02          96.0    1880 59.4                11    96
## 2104           4.064744e+03          97.0      29 65.0                 0    95
## 2105           1.132767e+00          77.0    8927 56.8                39    85
## 2106           7.132565e+00          64.0    6847 48.1                 1    66
## 2107           3.252524e+01          95.0      21 57.0                 4    95
## 2108           1.586724e+03          88.0       0 54.8                 0    98
## 2109           8.596805e+00           5.0     827 44.2                 8    78
## 2110           6.183615e+02          75.0     213  6.2                 1    74
## 2111           9.774088e+01          91.0    1783 48.4                 1    93
## 2112           1.380228e+03          98.0      11 55.6                 0    98
## 2113           7.046762e+01          99.0      18 48.9                 1    99
## 2114           2.972449e+03          92.0      22 57.0                 1    94
## 2115           1.162586e+02          83.0     375 47.6                10    83
## 2116           5.918845e+01          65.0     908 52.5                37    69
## 2117           8.329552e+02          85.0    6200 57.6                36     9
## 2118           8.128883e+01          49.0    1238 44.7                 7    79
## 2119           2.744252e+01          95.0      28 57.8                 4    95
## 2120           9.444875e+00          79.0    1356 48.6                 1    82
## 2121           2.509343e+02          96.0       2  6.6                 1    95
## 2122           8.540116e+02          99.0      25 49.5                 1    99
## 2123           2.021823e+01          91.0    2281 48.8                 1    92
## 2124           0.000000e+00           8.0    6285 33.9                53     8
## 2125           2.395751e+02          99.0      10 66.3                 1    99
## 2126           1.117048e+03          97.0     373  6.2                10    96
## 2127           1.553469e+03          98.0       4 56.1                 0    98
## 2128           3.427320e+03          92.0      29 56.6                 1    94
## 2129           1.056337e+02          52.0     222 45.3                 7     8
## 2130           1.035238e+02          82.0      34 58.5                34     9
## 2131           3.133626e+02          98.0       1 58.6                 4    98
## 2132           4.485953e+02          96.0     144 65.0                 0    95
## 2133           7.525800e+01          59.0     474 53.2                38    63
## 2134           1.700842e+03          93.0       0 55.8                 0    97
## 2135           1.101138e+02          84.0     334 49.2                 1    89
## 2136           0.000000e+00          78.0    8079 34.5                51    78
## 2137           2.443444e+03          99.0       0 66.7                 1    99
## 2138           2.445353e+02          78.0     137 49.2                 1    87
## 2139           3.358621e+01          96.0       9 61.1                 1    94
## 2140           8.906931e+00           8.0     373 61.9                 1    75
## 2141           0.000000e+00          79.0      13 35.1                49    79
## 2142           1.467606e+02          56.0     230 53.8                38    74
## 2143           4.418506e+01          94.0     361 65.1                 0    97
## 2144           1.155801e+02          96.0       3 59.3                31    96
## 2145           1.760107e+02          62.0       0 45.9                 7    81
## 2146           1.958526e+03          93.0       0 56.3                 0    97
## 2147           3.759457e+03          92.0       0 55.1                 1    94
## 2148           4.345102e+00          99.0     539 61.6                 1    95
## 2149           8.845038e+01          99.0      24  5.6                 1    97
## 2150           2.555304e+03          99.0       0 67.1                 1    99
## 2151           2.783603e+02          97.0       7 57.6                 0    97
## 2152           1.798136e+01          83.0     403 49.4                 9    83
## 2153           4.457220e+01          85.0       1 49.7                 1     9
## 2154           2.078393e+03          99.0       0 67.5                 1    99
## 2155           2.062616e+02          68.0       5 46.6                 6    85
## 2156           5.484143e+03          97.0       0 65.2                 0    98
## 2157           2.315479e+02          97.0       2 58.5                 0    97
## 2158           4.003909e+03          92.0      55 54.8                 1    94
## 2159           2.267272e+01          92.0       0  6.2                29    96
## 2160           1.517626e+02          89.0      56  5.5                 1     9
## 2161           1.230966e+02          99.0      18 51.1                 1    97
## 2162           1.550667e+01          98.0     158 62.4                10    98
## 2163           2.396410e+02          93.0       1 56.8                 0    97
## 2164           0.000000e+00          83.0      19  5.4                 9    83
## 2165           4.715533e+02          99.0     931 62.1                 1    94
## 2166           8.140374e+00          81.0      22 63.0                 1    75
## 2167           6.687447e+02          98.0       0  6.9                 4    98
## 2168           2.302524e+02          96.0       0 57.3                 0    99
## 2169           1.069483e+02          94.0       4 61.1                27    96
## 2170           3.688694e+03          99.0     112 65.6                 0    98
## 2171           5.086645e+02          98.0       5 62.6                 1    96
## 2172           2.248638e+01          74.0       0 47.3                 6    84
## 2173           1.853143e+01          54.0      23 51.3                 1    93
## 2174           0.000000e+00          76.0     130 36.4                46    76
## 2175           2.011855e+02          93.0       0  5.7                 1    94
## 2176           1.856367e+02          75.0   30328 55.2                39    78
## 2177           2.924023e+02          93.0       0 55.1                 1    94
## 2178           1.179228e+02          98.0      82 63.1                10    98
## 2179           0.000000e+00          84.0      22 51.3                 9    83
## 2180           3.329348e+02          98.0       3 59.3                 0    97
## 2181           2.833300e+02          96.0      18 57.8                 0    99
## 2182           3.776849e+01          97.0     295 66.0                 0    98
## 2183           7.159709e+02          98.0       0 61.7                 4    98
## 2184           1.197946e+03          98.0     334 63.9                 9    98
## 2185           3.278236e+01          96.0       7 61.9                25    97
## 2186           1.941733e+02          95.0      22 52.0                 1    88
## 2187           2.009576e+03          99.0      13 68.4                 1    98
## 2188           8.053956e+02          81.0      12 63.5                 1    75
## 2189           2.667696e+02          99.0       0  6.1                 0    99
## 2190           2.243212e+02          94.0       2 51.2                 1    96
## 2191           4.094109e+02          97.0      23 63.0                 1    95
## 2192           1.292261e+02          99.0       3 51.8                 1    99
## 2193           3.080661e+02          94.0      87 55.8                 1    94
## 2194           2.443325e+03          96.0       0 58.3                 0    99
## 2195           1.735756e+02          98.0     362 64.7                 9    98
## 2196           1.275878e+03          96.0     111 62.8                23    97
## 2197           6.886623e+01          98.0       0 62.4                 4    98
## 2198           8.350627e+02          81.0       9 64.0                 1    75
## 2199           1.582771e+02          99.0       5 52.0                 1    99
## 2200           0.000000e+00          66.0      13 53.2                 8     6
## 2201           2.609964e+02          95.0       0 51.9                 1    96
## 2202           3.793162e+03          98.0      70 63.4                 1    94
## 2203           3.877750e+02          95.0       0 57.1                 1    95
## 2204           1.977735e+02          99.0       0  6.8                 0    99
## 2205           1.989488e+02          89.0      64 52.8                 1    88
## 2206           0.000000e+00          69.0    2676 37.9                45    69
## 2207           2.851197e+02          77.0      15 56.5                39     8
## 2208           6.770171e+01          98.0       3 63.2                 4    98
## 2209           1.582576e+02          92.0      31 53.6                 1    93
## 2210           1.511527e+02          81.0       9 64.4                 1    75
## 2211           0.000000e+00          67.0    2177 38.7                46    68
## 2212           4.296625e+02          61.0      15 57.2                39     7
## 2213           2.741527e+02          95.0       0 52.6                 1    96
## 2214           1.963808e+02          98.0     294 65.6                 9    98
## 2215           2.211216e+03          99.0       0 61.5                 0    99
## 2216           1.055835e+03          98.0      13 52.3                 1    99
## 2217           2.159756e+03          96.0       1 58.7                 0    99
## 2218           2.856104e+02          88.0       0 49.7                 6    92
## 2219           2.957974e+03          98.0      27 69.5                 1    98
## 2220           1.455610e+01          81.0    1761 64.9                 1    75
## 2221           1.881440e+02          97.0    7405 64.5                20    98
## 2222           1.803787e+02          96.0    7872 54.4                 1    94
## 2223           2.792678e+03          99.0      62  7.2                 1    99
## 2224           1.154893e+03          98.0       0 52.8                 1    99
## 2225           2.047113e+03          98.0    1164 66.4                 9    98
## 2226           2.756515e+02          93.0     164  5.6                 6    96
## 2227           0.000000e+00          71.0     740 55.2                 9     5
## 2228           2.120859e+02          96.0       0 59.2                 0    99
## 2229           3.772009e+02          98.0       0  6.5                 1    98
## 2230           3.968696e+00          99.0       0 62.2                 0    99
## 2231           2.794291e+02          95.0      10 53.3                 1    96
## 2232           4.473695e+02          66.0     669 57.8                39     7
## 2233           6.387845e+01          98.0      20 64.8                 4    98
## 2234           2.073042e+02          96.0      10 59.8                 0    99
## 2235           1.819084e+02          96.0     565 65.3                19    96
## 2236           1.403771e+02          81.0     112 65.4                 1    75
## 2237           4.348335e+03          97.0       6 64.6                 1    95
## 2238           0.000000e+00          73.0     815  4.4                47    67
## 2239           2.480897e+03          96.0      55  7.8                 1    94
## 2240           2.956087e+02          93.0      13 54.1                 1    95
## 2241           3.672557e+02          98.0      46 62.9                 0    98
## 2242           0.000000e+00          99.0       0 65.6                 4    99
## 2243           0.000000e+00          99.0     347 64.2                 1    99
## 2244           0.000000e+00          94.0      33 54.9                 1    96
## 2245           0.000000e+00          97.0     342 66.1                18    97
## 2246           0.000000e+00          56.0    1433 59.1                38    63
## 2247           0.000000e+00          99.0      18 71.4                 1    99
## 2248           0.000000e+00          98.0     219 68.2                 8    97
## 2249           0.000000e+00          96.0      80 64.9                 1    95
## 2250           0.000000e+00          96.0       0 52.5                 6    98
## 2251           0.000000e+00          99.0      18 69.3                 0    99
## 2252           0.000000e+00          98.0       0 63.6                 0    98
## 2253           0.000000e+00          41.0      45 57.1                 8     5
## 2254           0.000000e+00          94.0     431 56.2                 1    91
## 2255           0.000000e+00          69.0     468 41.3                47    63
## 2256           5.834582e+03          33.0       0  5.8                 0    95
## 2257           4.238540e+03          84.0       0 55.1                 4    94
## 2258           8.246130e+03          77.0       0 54.0                 0    99
## 2259           3.410284e+03          26.0   10000 54.6                 4    98
## 2260           2.872085e+02           6.0       0 58.1                 1    96
## 2261           3.557456e+03          33.0       0  5.1                 0    71
## 2262           4.057637e+03          86.0    6024 55.6                 4    96
## 2263           3.582848e+03          44.0       0  5.6                 0    83
## 2264           3.054516e+03          44.0       0 52.6                 1    97
## 2265           7.877337e+03          86.0       0 54.6                 0    99
## 2266           6.478346e+03          44.0     700 51.3                 0    95
## 2267           2.943375e+03           6.0      83 58.5                 1    96
## 2268           3.451185e+03          28.0       0 55.2                 4    98
## 2269           9.105063e+02          95.0       0 55.2                 0    99
## 2270           3.979058e+03          81.0       0 51.2                 0    82
## 2271           6.853628e+03          81.0       0 51.8                 0    95
## 2272           3.779655e+03          29.0    5185 55.8                 4    97
## 2273           4.371060e+02          87.0    4657 56.1                 4    97
## 2274           3.455197e+03          81.0       3 53.4                 1    97
## 2275           5.073062e+02          64.0      44 59.4                 1    96
## 2276           4.472611e+03          64.0       4 54.2                 1    98
## 2277           4.572442e+03          28.0       0 56.4                 4    96
## 2278           5.044309e+02          83.0      90 51.7                 0    84
## 2279           5.160508e+03          64.0      61 59.8                 1    96
## 2280           5.291235e+03          35.0    4448 57.0                 4    99
## 2281           1.237205e+04          94.0       0 56.4                 0    99
## 2282           5.170131e+03          83.0      11 55.0                 1    98
## 2283           5.842375e+03          88.0     121 57.1                 3    96
## 2284           9.495541e+03          83.0      39 52.8                 0    95
## 2285           5.451701e+03          35.0      36 57.5                 4    98
## 2286           5.068214e+03          77.0      26  6.2                 1    97
## 2287           1.346247e+03          95.0       0 57.0                 0    99
## 2288           5.992588e+03          86.0       9 52.7                 0    86
## 2289           1.005535e+04          77.0      60 53.2                 0    94
## 2290           6.577508e+03          77.0       4 55.8                 1    96
## 2291           6.012926e+03           9.0     778 57.6                 3    95
## 2292           1.534549e+04          95.0       8 57.5                 0    99
## 2293           8.344010e+03          87.0       1 56.5                 1    96
## 2294           5.689992e+03          39.0      40 58.0                 4    99
## 2295           5.579199e+03          94.0      15  6.6                 1    99
## 2296           6.407536e+03          87.0    2307 58.0                 3    94
## 2297           6.992899e+01          83.0      23 53.2                 0    83
## 2298           1.059808e+04          87.0       0 53.7                 0    94
## 2299           9.689733e+03          86.0      10 57.3                 1    97
## 2300           1.189233e+04          86.0    1015 54.1                 0    94
## 2301           7.453864e+03          85.0      20 53.7                 0    85
## 2302           2.670513e+02          87.0       0 57.9                 0    96
## 2303           6.403561e+02          94.0      64  6.9                 1    99
## 2304           7.777556e+03          86.0     567 58.5                 3    95
## 2305           6.473715e+01          42.0      39 58.6                 3    99
## 2306           7.002786e+03          47.0     604 59.1                 3    98
## 2307           2.084256e+03          87.0    2022 54.6                 0    96
## 2308           8.285265e+03          87.0     917 59.0                 3    95
## 2309           1.896135e+04          94.0       1 58.4                 0    96
## 2310           1.087341e+04          87.0     109 57.9                 1    97
## 2311           2.052393e+03          95.0       0 58.8                 0    96
## 2312           9.685859e+01          88.0      15 58.6                 1    97
## 2313           6.719377e+02          97.0      33 61.6                 1    98
## 2314           7.641271e+03          88.0     574 59.5                 3    95
## 2315           1.471483e+04          88.0     958 55.0                 0    96
## 2316           6.415357e+03          51.0    1541 59.6                 3    98
## 2317           7.423229e+03          86.0      52 55.2                 0    86
## 2318           1.035621e+03          88.0      15 59.3                 1    97
## 2319           7.280012e+01          65.0    5048  6.1                 3    99
## 2320           8.697907e+02          88.0    1607  6.4                 3    94
## 2321           1.047370e+03           2.0      51 59.9                 1    97
## 2322           1.702853e+04          95.0       6 59.6                 0    96
## 2323           8.272307e+03          89.0      68 55.7                 0    89
## 2324           7.135297e+02          97.0     576 62.3                 1    98
## 2325           6.839191e+02          74.0   14949  6.6                 3    99
## 2326           1.162657e+03           2.0      10  6.5                 1    97
## 2327           7.878372e+03          92.0      36 56.1                 0    92
## 2328           1.837933e+04          90.0      61 56.2                 0    96
## 2329           8.399133e+02          88.0     166  6.9                 3    94
## 2330           6.644739e+02          98.0     109 62.6                 1    99
## 2331           7.513794e+02          78.0       0 61.1                 3    99
## 2332           2.284582e+03          94.0       2  6.1                 0    99
## 2333           7.023594e+02          98.0      39 63.0                 1    99
## 2334           8.958780e+02          88.0    1771 61.4                 3    94
## 2335           0.000000e+00          99.0       0 43.5                 0    99
## 2336           9.058501e+01          95.0       0 56.6                 0    95
## 2337           1.475030e+03          51.0    2632 61.0                 1    97
## 2338           1.551575e+04          94.0       0  6.5                 0    99
## 2339           7.163349e+03          98.0      70 63.4                 1    99
## 2340           9.417563e+02          88.0     443 61.9                 3    94
## 2341           1.491704e+03          92.0     140 61.6                 1    96
## 2342           6.739678e+03          83.0     267 62.0                 3    98
## 2343           1.625516e+04          94.0       0  6.9                 0    99
## 2344           8.350194e+03          98.0     117 57.1                 0    98
## 2345           1.947991e+04          93.0      23 57.0                 0    96
## 2346           0.000000e+00          88.0    2464 62.3                 3    94
## 2347           0.000000e+00          86.0     157 62.5                 3    98
## 2348           0.000000e+00          93.5      35 57.4                 0    97
## 2349           0.000000e+00          94.0       0 61.3                 0    99
## 2350           0.000000e+00          98.0      47 63.7                 1    99
##      Total.expenditure Diphtheria HIV.AIDS Population.x thinness..1.19.years
## 1                7.470          9      0.1 3.857700e+06                  0.3
## 2                8.800          9      0.1 1.915300e+04                  0.7
## 3                8.180         92      0.1 1.941300e+04                  0.7
## 4                7.580          9      0.1 3.880500e+06                  0.3
## 5                7.890          9      0.1 3.948500e+06                  0.3
## 6                8.390         92      0.1 1.965140e+05                  0.7
## 7                8.320         93      0.1 1.989540e+05                  0.7
## 8                7.710          9      0.1 4.027200e+06                  0.3
## 9                8.570         92      0.1 2.127400e+04                  0.7
## 10               7.890         89      0.1 4.087500e+06                  0.3
## 11               8.250         89      0.1 4.133900e+06                  0.3
## 12               8.450         92      0.1 2.394800e+04                  0.7
## 13               8.650         89      0.1 4.184600e+06                  0.3
## 14               8.490         92      0.1 2.697900e+04                  0.7
## 15               8.530         92      0.1 2.827600e+04                  0.7
## 16               8.780         92      0.1 2.124920e+05                  0.7
## 17              11.210         92      0.1 4.302600e+06                  0.3
## 18              11.200         93      0.1 4.350700e+06                  0.3
## 19               9.200         92      0.1 2.234240e+05                  0.6
## 20              11.240         95      0.1 4.384000e+06                  0.3
## 21              11.530         93      0.1 4.408100e+06                  0.3
## 22               9.360         92      0.1 2.272825e+07                  0.6
## 23              11.170         92      0.1 4.442100e+06                  0.3
## 24               9.360         91      0.1 2.311735e+07                  0.6
## 25              11.300         93      0.1 4.516500e+06                  0.4
## 26               5.755         92      0.1 4.609400e+06                  0.4
## 27               5.755         93      0.1 2.378934e+07                  0.6
## 28               4.680         99      0.1 2.568878e+06                  3.6
## 29               3.940         97      0.1 4.516131e+06                  3.6
## 30               4.160         97      0.1 1.488363e+07                  2.7
## 31               4.640         83      0.3 6.216250e+05                  4.2
## 32               3.470         95      0.1 1.485834e+07                  2.6
## 33               4.590         85      0.3 6.327125e+06                  4.1
## 34               3.870         95      0.1 4.564800e+04                  3.6
## 35               5.280         99      0.2 2.496445e+06                  3.4
## 36               5.440         99      0.2 2.527185e+06                  3.3
## 37               3.340         98      0.1 4.612000e+03                  3.5
## 38               4.480         85      0.3 6.447688e+06                  4.0
## 39               5.170         98      0.3 2.556765e+06                  3.3
## 40               5.430         98      0.1 3.606253e+06                  3.5
## 41               3.700         99      0.1 1.499180e+05                  2.5
## 42               3.850         83      0.1 4.655741e+06                  3.5
## 43               5.570         99      0.1 2.049710e+06                  3.4
## 44               5.700         86      0.3 6.712841e+06                  3.9
## 45               4.300         97      0.1 4.733980e+05                  3.4
## 46               3.950         82      0.1 1.512985e+06                  2.5
## 47               5.890         84      0.3 6.854176e+06                  3.8
## 48               6.730         92      0.1 1.009995e+05                  3.3
## 49               5.490         96      0.4 2.648825e+06                  3.2
## 50               5.700         83      0.3 7.557000e+03                  3.8
## 51               3.730         99      0.1 1.538840e+05                  2.4
## 52               2.900         98      0.1 4.811500e+04                  3.3
## 53               2.160         98      0.1 4.871370e+05                  3.3
## 54               6.870         94      0.1 3.819761e+06                  3.3
## 55               3.190         93      0.1 1.548419e+07                  2.4
## 56               5.810         96      0.3 2.686800e+04                  3.1
## 57               5.350         86      0.3 7.152385e+06                  3.8
## 58               5.920         98      0.3 2.732800e+04                  3.1
## 59               3.650         99      0.1 1.567400e+04                  2.4
## 60               6.700         95      0.2 3.835280e+05                  3.3
## 61               5.580         86      0.3 7.397280e+05                  3.8
## 62               1.930         96      0.1 4.935762e+06                  3.2
## 63               4.130         98      0.1 1.692710e+05                  2.3
## 64               6.790         95      0.1 2.234725e+05                  3.3
## 65               1.880         96      0.1 5.795000e+03                  3.2
## 66               5.930         93      0.2 7.472819e+06                  3.7
## 67               5.340         99      0.2 2.856240e+05                  3.0
## 68               1.990         96      0.1 5.872100e+04                  3.2
## 69               5.980         96      0.2 7.815949e+06                  3.7
## 70               6.180         96      0.2 4.054275e+05                  3.2
## 71               5.650         99      0.1 2.933940e+05                  3.0
## 72               1.980         97      0.1 5.174610e+05                  3.2
## 73               4.600         99      0.1 1.655660e+05                  2.3
## 74               6.970         96      0.1 3.033701e+06                  3.2
## 75               1.960         97      0.1 5.267839e+06                  3.2
## 76               4.320         99      0.1 1.679143e+07                  2.4
## 77               6.390         94      0.2 7.995620e+05                  3.6
## 78               6.490         99      0.1 2.977450e+05                  3.0
## 79               6.680         97      0.1 1.276532e+06                  3.3
## 80               2.120         98      0.1 5.366277e+06                  3.2
## 81               6.320         99      0.1 3.243200e+04                  3.0
## 82               4.300         98      0.1 1.735275e+06                  2.4
## 83               5.840         99      0.1 3.757700e+04                  3.0
## 84               6.880         97      0.2 8.362745e+06                  3.6
## 85               4.360         95      0.1 1.728922e+07                  2.4
## 86               2.700         98      0.1 5.466241e+06                  3.3
## 87               6.480         96      0.1 6.914493e+06                  3.3
## 88               5.755         99      0.1 3.129890e+05                  3.0
## 89               4.600         85      0.1 1.262645e+06                  5.9
## 90               4.230         97      0.1 1.262645e+06                  1.6
## 91               7.530         85      0.1 1.268430e+05                  1.6
## 92               5.450         95      0.1 2.419776e+06                  2.5
## 93               4.560         86      0.1 1.271850e+05                  5.7
## 94               7.750         95      0.1 1.271490e+05                  1.7
## 95               4.760         97      0.1 1.271850e+05                  1.6
## 96               4.610         97      0.1 1.274450e+05                  1.6
## 97               5.810         98      0.1 2.443659e+06                  2.4
## 98               7.850         96      0.1 1.274450e+05                  1.7
## 99               6.180         98      0.1 2.469286e+06                  2.4
## 100              4.820         86      0.1 1.288400e+04                  5.3
## 101              5.755         68      0.1 1.277180e+05                  5.8
## 102              4.960         88      0.1 1.296750e+05                  1.6
## 103              5.755         72      0.1 1.296750e+05                  5.7
## 104              8.300         99      0.1 1.277610e+05                  1.7
## 105              5.990         99      0.1 2.496832e+06                  2.3
## 106              5.330         96      0.1 1.277730e+05                  1.6
## 107              5.900         99      0.1 2.526446e+06                  2.3
## 108              8.180         98      0.1 1.277730e+05                  1.7
## 109              5.755         79      0.1 1.277730e+05                  5.7
## 110              8.190         98      0.1 1.278540e+05                  1.7
## 111              4.680         99      0.1 2.558120e+05                  2.2
## 112              5.760         98      0.1 1.278540e+05                  1.5
## 113              4.520         93      0.1 1.311200e+04                  4.8
## 114              5.755         89      0.1 1.278540e+05                  5.6
## 115              5.755         92      0.1 2.591670e+05                  5.5
## 116              5.600         95      0.1 2.591670e+05                  2.2
## 117              5.990         91      0.1 2.591670e+05                  1.5
## 118              6.160         94      0.1 1.324655e+06                  1.5
## 119              8.600         98      0.1 1.286300e+04                  1.8
## 120              4.590         97      0.1 1.324655e+06                  4.5
## 121              5.755         92      0.1 1.324655e+06                  5.4
## 122              5.580         96      0.1 2.628131e+06                  2.2
## 123              9.510         97      0.1 1.284700e+04                  1.8
## 124              5.755         93      0.1 1.331260e+05                  5.3
## 125              5.290         95      0.1 2.668289e+06                  2.2
## 126              9.580         97      0.1 1.287000e+03                  1.9
## 127              6.790         94      0.1 1.337750e+05                  1.5
## 128              4.700         96      0.1 2.712650e+05                  2.2
## 129              5.755         93      0.1 1.337750e+05                  5.2
## 130              4.890         99      0.1 1.337750e+05                  4.2
## 131              6.830         99      0.1 1.344130e+05                  1.5
## 132              1.700         97      0.1 1.278330e+05                  1.9
## 133              5.300         99      0.1 1.344130e+05                  4.1
## 134              4.450         99      0.1 2.761516e+06                  2.2
## 135              7.100         99      0.1 1.356950e+05                  1.5
## 136              5.755         96      0.1 1.356950e+05                  5.1
## 137              1.170         97      0.1 1.276290e+05                  1.9
## 138              5.260         99      0.1 1.356950e+05                  3.9
## 139              4.220         99      0.1 2.814226e+06                  2.2
## 140              1.250         96      0.1 1.274450e+05                  2.0
## 141              7.200         99      0.1 1.357380e+05                  1.5
## 142              5.755         93      0.1 1.357380e+05                  5.0
## 143              1.230         96      0.1 1.272760e+05                  2.0
## 144              7.370         99      0.1 1.364270e+05                  1.5
## 145              4.730         99      0.1 2.923896e+06                  2.2
## 146              5.550         99      0.1 1.364270e+05                  3.7
## 147              5.755         96      0.1 1.371220e+05                  4.9
## 148              5.755         99      0.1 1.371220e+05                  3.6
## 149              5.755         99      0.1 2.976877e+06                  2.2
## 150              5.755         98      0.1 1.371220e+05                  1.5
## 151              5.755         96      0.1 1.271410e+05                  2.1
## 152              6.310         98      0.1 1.025506e+07                  2.3
## 153              5.500         98      0.1 3.825863e+07                  2.5
## 154              7.600         99      0.1 1.219710e+05                  2.3
## 155              5.420         96      0.2 1.465966e+08                  2.9
## 156              6.650         95      0.1 1.634902e+07                  3.6
## 157              5.590         99      0.7 4.917585e+07                  3.0
## 158              5.500         99      0.1 1.634902e+07                  1.6
## 159              6.130         99      0.1 9.979610e+05                  2.7
## 160              6.700         93      0.1 8.171720e+05                  2.5
## 161              4.330         99      0.1 2.244297e+07                  4.0
## 162              5.670         96      0.3 1.459768e+07                  2.8
## 163              4.360         99      0.1 2.213197e+06                  3.8
## 164              7.000         97      0.1 6.876713e+06                  3.5
## 165              6.620         99      0.1 9.928549e+06                  2.6
## 166              6.420         98      0.1 1.021661e+07                  2.2
## 167              5.660         99      0.8 4.868387e+07                  2.9
## 168              7.230         94      0.1 8.914200e+04                  2.4
## 169              5.860         98      0.1 3.824876e+06                  2.5
## 170              7.110         99      0.1 1.187576e+06                  2.2
## 171              5.500         99      0.1 6.876713e+06                  1.5
## 172              8.310         97      0.1 2.998430e+06                  3.4
## 173              5.630         99      0.1 2.998430e+06                  1.5
## 174              6.800         98      0.1 1.019692e+07                  2.2
## 175              6.250         99      0.9 4.822500e+04                  2.9
## 176              6.470         99      0.1 9.865548e+06                  2.5
## 177              6.320         99      0.1 3.823364e+06                  2.5
## 178              4.570         98      0.1 2.173496e+06                  3.7
## 179              6.590          5      0.1 9.796749e+06                  2.5
## 180              6.930         97      0.9 4.781295e+06                  2.8
## 181              7.130         97      0.1 1.019400e+07                  2.2
## 182              8.420         99      0.1 1.129552e+06                  2.1
## 183              5.820         99      0.1 8.786038e+06                  1.5
## 184              5.300         97      0.1 2.157433e+07                  3.5
## 185              7.430         96      0.1 7.775327e+06                  2.3
## 186              5.610         96      0.4 1.446483e+08                  2.6
## 187              8.240         98      0.1 8.786038e+06                  3.3
## 188              6.220         99      0.1 3.824570e+05                  2.4
## 189              6.590         99      0.1 9.731460e+05                  2.4
## 190              7.900         95      0.1 7.716860e+05                  2.3
## 191              5.190         97      0.3 1.446754e+06                  2.5
## 192              8.800         99      0.1 1.171460e+05                  2.1
## 193              7.210         99      0.1 1.209950e+06                  1.4
## 194              8.490         98      0.1 1.209950e+06                  3.2
## 195              5.430         97      0.1 2.145175e+07                  3.4
## 196              6.610         99      1.0 4.745160e+05                  2.7
## 197              6.190         99      0.1 3.818222e+07                  2.4
## 198              6.930         97      0.1 1.021122e+07                  2.1
## 199              7.400         99      0.1 9.937566e+06                  1.4
## 200              7.800         96      0.1 7.658972e+06                  2.2
## 201              6.200         99      0.1 3.816545e+07                  2.3
## 202              8.280         99      0.1 1.876500e+04                  2.0
## 203              6.410         96      0.9 4.715150e+05                  2.7
## 204              5.210         98      0.3 1.435185e+08                  2.4
## 205              5.470         97      0.1 2.131969e+07                  3.3
## 206              8.100         99      0.1 1.713700e+04                  2.0
## 207              6.340         99      0.1 9.649240e+05                  2.2
## 208              1.630         97      0.1 3.399076e+06                  3.1
## 209              7.350         99      0.1 3.399076e+06                  1.4
## 210              6.170         99      0.1 3.814127e+07                  2.3
## 211              6.390         98      0.8 4.678775e+06                  2.6
## 212              6.690         98      0.1 1.023891e+07                  2.0
## 213              5.300         98      0.3 1.434953e+07                  2.4
## 214              6.670         95      0.1 7.612200e+04                  2.2
## 215              1.880         92      0.1 1.192771e+06                  3.0
## 216              6.520         99      0.1 1.029883e+07                  2.0
## 217              6.410         95      0.1 7.545338e+06                  2.1
## 218              5.210         96      0.1 2.882982e+06                  3.2
## 219              6.280         99      0.1 3.812560e+05                  2.2
## 220              6.440         95      0.1 9.569530e+05                  2.2
## 221              7.760         99      0.1 1.192771e+06                  1.3
## 222              5.380         98      0.3 1.428588e+06                  2.4
## 223              6.360         98      0.7 4.659350e+05                  2.5
## 224              6.610         95      0.1 7.492561e+06                  2.1
## 225              5.950         97      0.1 9.527985e+06                  2.1
## 226              7.330         99      0.1 1.381880e+05                  1.9
## 227              8.200         99      0.1 8.510273e+06                  1.3
## 228              5.330         96      0.1 2.537875e+06                  3.1
## 229              6.880         99      0.1 3.812576e+07                  2.2
## 230              6.220         98      0.3 1.427424e+07                  2.3
## 231              7.550         99      0.1 1.226500e+04                  1.8
## 232              7.120         99      0.1 3.815163e+06                  2.1
## 233              6.780         94      0.1 7.444443e+06                  2.0
## 234              7.850         99      0.1 1.044394e+07                  1.9
## 235              9.150         99      0.1 3.091325e+06                  1.3
## 236             12.490         85      0.1 3.091325e+06                  2.9
## 237              7.800         71      0.3 4.653300e+04                  2.5
## 238              7.440         98      0.3 1.427853e+08                  2.3
## 239              7.810         52      0.2 4.587700e+04                  2.4
## 240              5.550         98      0.1 9.495830e+05                  2.0
## 241              7.850         99      0.1 1.230000e+02                  1.8
## 242              8.510         99      0.1 3.044833e+06                  1.3
## 243              5.830         94      0.1 2.246871e+06                  3.0
## 244             12.800          9      0.1 3.044833e+06                  2.8
## 245              7.240         94      0.1 7.395599e+06                  2.0
## 246              6.830         97      0.2 1.428494e+08                  2.3
## 247              5.530         89      0.1 2.147528e+06                  2.9
## 248              7.960         99      0.1 8.410750e+06                  1.2
## 249              6.700         99      0.1 3.863255e+06                  2.0
## 250              6.980          5      0.2 4.576100e+04                  2.4
## 251              4.920         98      0.1 9.473172e+06                  2.0
## 252              1.610         93      0.1 8.410750e+06                  2.8
## 253              7.500         99      0.1 1.049609e+07                  1.9
## 254              7.840         99      0.1 9.971727e+06                  1.7
## 255              5.100         98      0.1 9.464495e+06                  2.0
## 256              8.150         99      0.1 2.427763e+06                  1.2
## 257              7.550         99      0.1 1.051079e+07                  1.8
## 258              7.470         76      0.2 4.559330e+05                  2.4
## 259             11.870         92      0.1 2.427763e+06                  2.7
## 260              7.740         99      0.1 9.923620e+05                  1.7
## 261              7.490         98      0.1 1.051427e+07                  1.8
## 262              1.500          9      0.1 8.365556e+06                  2.7
## 263              7.900         97      0.2 1.435691e+07                  2.3
## 264              7.670         76      0.2 4.548960e+05                  2.3
## 265              6.700         98      0.1 9.465997e+06                  2.0
## 266              7.930         95      0.1 7.265115e+06                  1.9
## 267              6.400         99      0.1 3.841960e+05                  2.0
## 268              5.600         92      0.1 1.998369e+07                  2.7
## 269              7.700         97      0.1 1.438197e+08                  2.3
## 270              5.570         94      0.1 1.998979e+06                  2.6
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## 273              7.400         99      0.1 9.866468e+06                  1.7
## 274              1.320          9      0.1 9.670490e+06                  2.7
## 275              7.100         23      0.2 4.527195e+07                  2.3
## 276              5.755         99      0.1 9.843280e+05                  1.6
## 277              5.755         97      0.1 1.054606e+07                  1.8
## 278              5.755         96      0.1 8.333804e+06                  1.2
## 279              5.755         87      0.1 8.333804e+06                  2.7
## 280              5.755         97      0.1 1.449687e+06                  2.3
## 281              5.755         98      0.1 3.798641e+07                  1.9
## 282              5.755         89      0.1 1.981548e+07                  2.5
## 283              5.755         99      0.1 9.489616e+06                  1.9
## 284              8.170         99      0.4 5.867626e+06                  2.1
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## 286              6.700         95      0.1 1.110579e+07                  3.6
## 287              5.910         79      0.1 4.439580e+05                  2.6
## 288              3.980         91      0.3 2.473150e+05                  3.8
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## 290              8.100         86      0.1 5.327000e+03                  2.5
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## 292              5.810         93      2.2 2.656864e+06                  2.0
## 293              5.390         83      0.4 5.267960e+05                  2.2
## 294              4.170          9      0.9 1.267984e+06                  6.7
## 295              5.530          7      0.4 1.962424e+06                  4.5
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## 323              7.250         91      0.1 3.996798e+06                  2.3
## 324              7.670         96      0.1 1.079360e+05                  4.2
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## 327              4.980          9      0.5 2.626136e+07                  1.4
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## 334              7.900         81      0.4 5.943300e+04                  2.0
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## 337              8.300         99      0.2 3.149265e+06                  2.3
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## 339              8.310         93      0.1 3.788937e+06                  1.2
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## 345              7.130         99      0.1 1.815121e+06                  3.3
## 346              3.930         99      0.4 1.625345e+06                  3.9
## 347              6.670         98      0.1 1.082310e+05                  4.1
## 348              5.710         85      0.4 5.171734e+06                  2.2
## 349              6.330         74      0.1 1.625345e+06                  4.4
## 350              5.470         48      4.8 8.834733e+06                  4.6
## 351              7.280         95      1.5 6.863157e+06                  2.7
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## 353              4.620         88      0.3 1.372600e+04                  1.5
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## 355              6.530         77      0.1 1.625345e+06                  1.4
## 356              5.890         97      0.1 1.087400e+05                  4.0
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## 358              8.450         88      0.1 4.125971e+06                  2.2
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## 360              4.530         96      1.5 2.691300e+04                  3.6
## 361              7.600         98      0.1 3.291740e+05                  2.2
## 362              5.970          9      2.1 7.518570e+05                  5.8
## 363              6.880         84      0.4 1.254780e+05                  1.4
## 364              8.290         92      1.4 7.338210e+05                  2.6
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## 368              7.340         96      0.1 1.579954e+07                  1.0
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## 371              4.600         94      0.4 2.693774e+07                  1.3
## 372              6.620         75      1.0 4.883320e+05                  3.5
## 373              6.120         86      0.3 5.248790e+05                  2.1
## 374              4.530         99      0.1 7.807500e+04                  3.5
## 375              5.920         92      0.1 4.215215e+07                  2.5
## 376              4.930         68      0.1 1.112869e+06                  1.7
## 377              5.530         79      2.3 8.967760e+05                  3.6
## 378              3.910         99      0.4 1.112869e+06                  3.8
## 379              5.220         94      1.0 1.295350e+05                  6.3
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## 381              6.930         93      0.1 1.597378e+07                  0.9
## 382              5.730         91      1.9 7.516520e+05                  5.8
## 383              6.130         79      0.3 5.397300e+04                  2.1
## 384              7.700         99      0.1 1.847385e+08                  3.2
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## 386              7.890         94      1.2 7.241530e+05                  2.6
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## 398              7.800          9      0.1 4.187380e+05                  2.1
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## 426              7.630         95      0.8 7.541460e+05                  2.4
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## 429              6.330         88      0.3 5.452110e+05                  2.0
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## 441              7.670         89      0.1 1.126063e+07                  3.4
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## 474              5.250         62      0.1 1.189903e+06                  1.6
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## 491              5.900         94      0.1 3.616500e+04                  3.5
## 492              5.760         99      0.1 1.124780e+05                  3.8
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## 497              5.920         85      1.2 5.151480e+05                  3.5
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## 499              8.400         93      0.6 7.872658e+06                  2.3
## 500              5.920         63      2.4 9.752900e+04                  4.2
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## 502              3.980          5      0.1 6.967155e+05                  1.6
## 503              5.580         94      0.1 1.469128e+07                  1.3
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## 505              4.860         99      0.1 8.453400e+04                  3.4
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## 507              7.560         85      0.1 3.579385e+06                  2.0
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## 511              4.410         82      1.2 9.767758e+06                  3.4
## 512              6.790         92      0.4 1.431628e+06                  1.3
## 513              6.140         87      0.6 5.261900e+04                  3.5
## 514              6.600         95      0.1 1.155523e+07                  1.7
## 515              9.690         86      0.1 4.488263e+06                  1.9
## 516              5.810         84      0.1 2.397192e+06                  1.6
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## 518              6.820         98      0.2 5.666581e+06                  1.9
## 519              7.430         96      0.1 2.397192e+06                  2.5
## 520              8.780         95      0.1 3.362755e+06                  1.5
## 521              5.130         99      0.2 2.397192e+06                  3.6
## 522              6.830         91      0.3 6.137276e+06                  1.7
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## 526              5.160          9      0.6 2.848200e+04                  1.9
## 527             11.780         96      0.1 1.128319e+07                  3.4
## 528              5.810         97      0.3 3.139290e+05                  3.5
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## 530              6.640         94      0.4 1.463417e+06                  1.3
## 531              6.390         95      0.1 1.173189e+08                  1.6
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## 533              5.400         78      0.1 3.508819e+06                  1.6
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## 535              5.300         94      0.5 2.817210e+05                  1.8
## 536              8.900         66      1.9 9.999617e+06                  4.0
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## 540              6.910         89      0.3 6.164626e+06                  1.7
## 541              5.630         98      0.1 8.569500e+04                  3.3
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## 543              8.630         95      0.1 3.374415e+06                  1.5
## 544              8.500         94      0.1 3.643222e+06                  2.0
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## 546              4.600         88      0.9 9.897985e+06                  3.3
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## 549              4.710         99      0.1 3.508819e+06                  3.5
## 550              9.100         89      0.1 6.298770e+05                  2.1
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## 555              5.600          9      0.4 1.334788e+06                  5.9
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## 559              7.500         87      0.1 3.777820e+05                  2.0
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## 563              7.000         94      0.1 1.715336e+07                  0.8
## 564              7.630         98      0.1 5.754225e+05                  2.5
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## 566              4.990         96      0.1 5.754225e+05                  3.5
## 567              9.420         89      0.1 6.293783e+06                  2.1
## 568              6.800         93      0.4 7.491000e+03                  5.6
## 569              5.890         91      0.1 4.165688e+07                  1.0
## 570              8.900         99      0.1 1.986867e+08                  2.9
## 571              4.220         84      0.7 1.279500e+04                  3.3
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## 574              5.930         86      0.1 5.315890e+05                  3.5
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## 577              6.640         85      0.1 4.646646e+06                  2.2
## 578              5.490         95      0.2 5.754225e+05                  1.2
## 579              6.810         89      0.3 6.192560e+05                  1.7
## 580              1.410         68      1.5 1.145540e+05                  4.0
## 581              5.560         93      0.1 1.312213e+06                  1.2
## 582              8.740         95      0.1 3.396777e+06                  1.5
## 583              6.930         91      0.1 4.688148e+07                  2.1
## 584              6.700         92      0.3 6.221246e+06                  1.6
## 585              1.330         87      0.1 6.379219e+06                  2.0
## 586              6.480         87      0.1 1.541967e+07                  1.3
## 587              7.430         98      0.2 1.312213e+06                  2.5
## 588              4.800         81      0.1 1.312213e+06                  1.6
## 589              6.210         99      0.1 1.282837e+06                  1.6
## 590              8.350         98      0.1 1.312213e+06                  4.3
## 591              6.330         96      0.4 1.527156e+06                  1.2
## 592              5.780         92      0.4 1.341588e+06                  5.9
## 593              8.590         99      0.1 1.130929e+07                  3.4
## 594              6.900         84      0.9 5.377700e+04                  3.5
## 595              8.260         95      0.1 2.569830e+05                  2.8
## 596              6.570         97      0.3 7.539100e+04                  5.6
## 597              9.780         97      0.4 8.556460e+05                  2.2
## 598              5.200         91      0.1 4.296739e+06                  1.0
## 599              7.250         85      0.1 3.772938e+06                  1.9
## 600              8.400         98      0.1 5.877180e+05                  1.8
## 601              5.450         98      0.1 3.367100e+04                  3.5
## 602              9.880         67      0.8 1.289210e+05                  3.9
## 603              9.470         95      0.1 4.764100e+04                  1.7
## 604              5.980         92      0.3 1.348248e+06                  5.8
## 605              5.230         88      0.1 3.565716e+06                  1.1
## 606              5.330         99      0.2 8.849700e+04                  3.3
## 607              8.100         68      0.5 1.431776e+06                  3.9
## 608              5.210         97      0.1 1.348248e+06                  3.5
## 609              6.950         92      0.2 6.257770e+05                  1.6
## 610              6.140         96      0.1 1.348248e+06                  3.7
## 611              4.940         82      0.1 1.348248e+06                  1.6
## 612              7.850         99      0.1 1.348248e+06                  4.3
## 613              7.530         91      0.1 1.746298e+07                  0.8
## 614              6.150         97      0.1 1.169450e+05                  3.8
## 615              5.960         94      0.1 1.348248e+06                  1.2
## 616              6.300         83      0.1 1.225360e+08                  1.6
## 617              4.120         83      0.3 1.281296e+06                  3.3
## 618              8.480         97      0.1 2.248632e+06                  2.8
## 619              1.490         86      0.2 6.465740e+05                  2.0
## 620              7.290         87      0.1 1.566155e+07                  1.3
## 621              7.570         91      0.1 2.768650e+05                  3.8
## 622              5.580         96      0.1 6.881900e+04                  2.7
## 623              4.990         94      0.1 4.253993e+07                  1.0
## 624              5.100         98      0.3 7.588100e+04                  5.5
## 625              9.480         99      0.1 1.132158e+07                  3.4
## 626              9.150         97      0.4 8.657785e+06                  2.2
## 627              7.500         97      0.1 1.348248e+06                  2.5
## 628              5.790         95      0.2 3.441810e+05                  3.4
## 629              8.430         98      0.1 5.945747e+06                  1.8
## 630              5.910         93      0.6 2.851870e+05                  1.8
## 631              6.300         85      0.4 1.559621e+07                  1.2
## 632              5.960         86      0.4 5.425400e+04                  3.5
## 633              9.810         87      0.2 6.552584e+06                  2.0
## 634              8.580         95      0.1 3.419546e+06                  1.5
## 635              5.540         99      0.2 8.923600e+04                  3.3
## 636              6.720         99      0.1 1.463480e+06                  4.3
## 637              6.330         98      0.1 1.463480e+06                  1.2
## 638              5.930         92      0.3 1.354493e+06                  5.8
## 639              5.470         88      0.1 3.973354e+06                  1.1
## 640              8.320         93      0.1 2.421313e+07                  2.7
## 641              5.260         78      0.1 1.463480e+06                  1.6
## 642              5.250         98      0.3 7.633930e+05                  5.5
## 643              8.630         98      0.1 1.463480e+06                  3.5
## 644              6.100         97      0.1 1.179720e+05                  3.8
## 645              8.720         97      0.3 8.892160e+05                  2.1
## 646             11.600         99      0.1 1.133203e+07                  3.4
## 647              7.740         96      0.1 1.463480e+06                  2.5
## 648              4.380         91      0.3 1.458440e+05                  3.3
## 649              6.770         94      0.2 6.281189e+06                  1.6
## 650              6.200         73      0.4 1.592356e+07                  1.2
## 651              5.790         95      0.2 3.516940e+05                  3.4
## 652              9.160         83      0.1 1.593112e+06                  1.2
## 653              8.300          8      0.1 3.939860e+05                  1.9
## 654              7.470         94      0.1 2.774930e+05                  3.8
## 655              5.360         92      0.5 2.862870e+05                  1.8
## 656              5.690         85      0.4 5.479280e+05                  3.5
## 657              7.790         95      0.1 1.761380e+07                  0.8
## 658              6.300         87      0.1 1.242216e+06                  1.6
## 659              5.755          9      0.1 3.137667e+07                  1.1
## 660              5.755         73      0.1 3.969249e+06                  1.9
## 661              5.755         92      0.1 1.189800e+05                  3.8
## 662              5.755         96      0.1 2.596218e+06                  2.7
## 663              5.755          6      0.5 1.711610e+05                  3.9
## 664              5.755         94      0.2 3.592880e+05                  3.5
## 665              5.755         85      0.3 1.528394e+06                  3.3
## 666              5.755         98      0.1 2.734076e+06                  3.5
## 667              5.755         99      0.1 1.133989e+07                  3.5
## 668              5.755         87      0.1 1.258995e+07                  1.5
## 669              5.755         91      0.1 4.822870e+07                  2.1
## 670              5.755         93      0.2 6.639119e+06                  2.0
## 671              5.755         95      0.3 7.685140e+05                  5.5
## 672              5.755         98      0.1 6.823500e+04                  1.8
## 673              5.755         99      0.2 8.994100e+04                  3.3
## 674              5.755         91      0.5 2.871934e+06                  1.8
## 675              5.755         95      0.1 3.431552e+06                  1.5
## 676              5.755         96      0.1 1.776268e+07                  0.8
## 677              5.755         91      0.2 6.312478e+06                  1.6
## 678              5.755         89      0.4 5.532800e+04                  3.5
## 679              5.755         87      0.1 2.734076e+06                  1.6
## 680              5.755         74      0.4 1.625243e+07                  1.2
## 681              5.755         97      0.1 2.780830e+05                  3.8
## 682              5.755         99      0.1 2.734076e+06                  1.2
## 683              5.755         78      0.1 1.614437e+07                  1.2
## 684              5.755         94      0.1 4.341777e+07                  1.0
## 685              5.755         99      0.1 2.734076e+06                  4.3
## 686              3.280         71      0.1 1.856300e+04                  1.7
## 687              4.560         86      0.1 4.126900e+04                  1.4
## 688              3.980         59      1.1 5.572222e+06                  1.6
## 689              6.680         55      1.3 5.716152e+06                  1.5
## 690              3.370          7      0.1 1.892900e+04                  1.7
## 691              6.440         84      0.1 4.238530e+05                  1.4
## 692              3.520          7      0.1 1.939560e+05                  1.7
## 693              6.900         78      0.1 4.352620e+05                  1.4
## 694              3.480         93      0.1 8.156910e+05                  4.2
## 695              6.790         68      1.4 6.172400e+04                  1.5
## 696              6.000         84      0.1 4.467690e+05                  1.3
## 697              4.200         69      0.1 1.989640e+05                  1.6
## 698              3.350         94      0.1 8.166280e+05                  4.2
## 699              8.390         62      1.5 6.161517e+06                  1.5
## 700              3.610         95      0.1 8.183540e+05                  4.2
## 701              5.640          9      0.1 4.583240e+05                  1.3
## 702              6.420         72      1.5 6.314790e+05                  1.4
## 703              3.870         68      0.1 2.937000e+03                  1.6
## 704              3.610         96      0.1 8.218170e+05                  4.1
## 705              7.830         89      0.1 4.698850e+05                  1.3
## 706              3.840         98      0.1 8.274110e+05                  4.1
## 707              3.960         68      0.1 2.146340e+05                  1.6
## 708              6.660         99      0.1 4.814220e+05                  1.3
## 709              3.670         67      0.1 2.199530e+05                  1.6
## 710              4.400         71      1.4 6.627922e+06                  1.4
## 711              3.740         99      0.1 8.348120e+05                  4.1
## 712              3.680         99      0.1 8.433400e+04                  4.0
## 713              3.660         67      0.1 2.253400e+04                  1.5
## 714              5.970         89      0.1 5.447700e+04                  1.2
## 715              4.600         63      1.3 6.787187e+06                  1.4
## 716              4.260         99      0.1 8.519670e+05                  4.0
## 717              3.900         66      0.1 2.378500e+04                  1.5
## 718              4.360         73      1.1 6.947447e+06                  1.4
## 719              7.920         92      0.1 5.167900e+04                  1.2
## 720              4.230         99      0.1 8.599500e+04                  4.0
## 721              4.180         67      1.1 7.182390e+05                  1.4
## 722              7.470          9      0.1 5.277900e+04                  1.2
## 723              4.600         99      0.1 8.678600e+04                  4.0
## 724              3.850         65      0.1 2.418710e+05                  1.5
## 725              4.940         72      1.0 7.269348e+06                  1.3
## 726              5.800         99      0.1 5.396140e+05                  1.2
## 727              4.160         99      0.1 8.735960e+05                  4.0
## 728              4.550         74      1.0 7.438360e+05                  1.3
## 729              5.480         99      0.1 5.515310e+05                  1.2
## 730              3.700         64      0.1 2.474850e+05                  1.5
## 731              3.920         64      0.1 2.531420e+05                  1.5
## 732              4.780         79      0.8 7.592865e+06                  1.3
## 733              5.420         94      0.1 5.635130e+05                  1.1
## 734              4.260         99      0.1 8.797150e+05                  4.0
## 735              4.490         99      0.1 8.858600e+04                  4.0
## 736              4.260         73      0.7 7.755785e+06                  1.3
## 737              5.500         88      0.1 5.755400e+04                  1.1
## 738              5.755         73      0.6 7.919825e+06                  1.3
## 739              5.755         64      0.1 2.646300e+04                  1.5
## 740              5.755         98      0.1 5.874820e+05                  1.1
## 741              8.120          9      0.1 8.446000e+03                  0.2
## 742              7.880         85      0.1 8.446000e+03                  0.3
## 743              9.000         85      0.1 8.585800e+04                  0.2
## 744              8.580         75      0.1 8.585800e+04                  0.3
## 745              9.100         77      0.1 8.734300e+04                  0.2
## 746              8.200         84      0.1 8.734300e+04                  0.2
## 747              9.980          7      0.1 8.889500e+04                  0.2
## 748              9.690         92      0.1 8.889500e+04                  0.2
## 749              1.390         62      0.1 9.542000e+03                  0.2
## 750              1.640         78      0.1 9.542000e+03                  0.2
## 751             12.110         94      0.1 9.232500e+04                  0.2
## 752              1.600         79      0.1 9.232500e+04                  0.2
## 753              1.930         86      0.1 9.426000e+03                  0.2
## 754             11.920         67      0.1 9.426000e+03                  0.2
## 755             13.660         94      0.1 9.631100e+04                  0.2
## 756             12.230         82      0.1 9.844000e+03                  0.2
## 757             12.940         85      0.1 9.844000e+03                  0.2
## 758             12.240         86      0.1 1.568000e+03                  0.1
## 759              1.520         91      0.1 1.265200e+04                  0.1
## 760              1.420         99      0.1 1.465600e+04                  0.1
## 761             12.770         81      0.1 1.661300e+04                  0.2
## 762              1.150         95      0.1 1.853500e+04                  0.1
## 763             13.380         81      0.1 1.461450e+04                  0.2
## 764              9.270         99      0.1 2.920000e+02                  0.1
## 765              4.650         87      0.1 1.069400e+04                  0.1
## 766              1.210         75      0.1 1.145800e+04                  0.1
## 767             13.710         77      0.1 1.145800e+04                  0.2
## 768              5.755         72      0.1 1.124700e+04                  0.2
## 769              5.755         78      0.1 1.124700e+04                  0.1
## 770              3.410         94      0.1 5.154790e+06                  5.7
## 771              5.400         97      0.1 9.699197e+06                  6.6
## 772              3.490         86      0.1 3.118366e+06                  6.5
## 773              5.290         98      0.1 9.785710e+05                  6.5
## 774              4.600         94      0.1 5.275916e+06                  5.6
## 775              4.440         96      0.1 2.918183e+07                  6.7
## 776              2.960         66      0.2 2.794550e+05                  3.3
## 777              2.950          6      0.2 2.867957e+07                  3.3
## 778              5.320         96      0.1 9.864326e+06                  6.5
## 779              4.570         93      0.1 5.405326e+06                  5.6
## 780              5.970         97      0.1 9.864326e+06                  3.4
## 781              5.310         94      0.1 2.951237e+07                  6.6
## 782              5.250         91      0.1 2.984394e+07                  6.6
## 783              4.600         95      0.1 5.542641e+06                  5.6
## 784              5.360         95      0.1 9.939678e+06                  6.4
## 785              3.600         87      0.1 3.243514e+06                  6.3
## 786              3.180         69      0.2 2.943594e+07                  3.3
## 787              5.410         98      0.1 9.939678e+06                  3.3
## 788              3.460         97      0.1 5.687563e+06                  5.5
## 789              3.390         74      0.2 3.186341e+06                  3.3
## 790              3.540         86      0.1 3.283196e+06                  6.2
## 791              5.220         97      0.1 3.179285e+06                  6.5
## 792              5.210         97      0.1 3.186341e+06                  3.3
## 793              3.180         78      0.2 3.911914e+06                  3.3
## 794              2.710         98      0.1 5.837986e+06                  5.5
## 795              5.600         98      0.1 3.521700e+04                  6.5
## 796              5.600         98      0.1 3.911914e+06                  3.2
## 797              3.930         78      0.2 3.167640e+05                  3.3
## 798              5.240         98      0.1 3.869346e+06                  3.2
## 799              3.360         95      0.1 3.377792e+07                  6.1
## 800              4.720         84      0.3 3.228253e+07                  3.3
## 801              4.950         98      0.1 6.097177e+06                  3.1
## 802              2.630         98      0.1 6.097177e+06                  5.5
## 803              3.820         95      0.1 3.437600e+04                  6.0
## 804              5.480         95      0.1 3.122588e+07                  6.4
## 805              2.400         98      0.1 6.228370e+06                  5.5
## 806              4.200         93      0.1 3.486715e+06                  6.0
## 807              5.410         99      0.1 3.159686e+07                  6.4
## 808              4.820         97      0.1 6.228370e+06                  3.1
## 809              8.400         81      0.3 3.365619e+06                  3.3
## 810              6.180         99      0.1 1.521834e+06                  6.3
## 811              5.360         95      0.1 3.546576e+06                  6.0
## 812              5.100         97      0.1 3.546576e+06                  3.0
## 813              5.670         99      0.1 3.198990e+07                  6.4
## 814              3.160         98      0.1 6.360191e+06                  5.6
## 815              6.540         98      0.1 1.639931e+06                  6.3
## 816              5.120         95      0.1 3.611764e+07                  5.9
## 817              5.860         99      0.1 3.249639e+06                  6.3
## 818              4.800         97      0.1 6.491988e+06                  3.0
## 819              7.970          9      0.3 3.438596e+07                  3.3
## 820              3.500         98      0.1 6.491988e+06                  5.6
## 821              5.990         99      0.1 3.285882e+07                  6.3
## 822              5.400         96      0.1 3.285882e+07                  2.9
## 823              5.290         95      0.1 3.681956e+07                  5.9
## 824              6.150         99      0.1 3.333379e+07                  6.3
## 825              5.290         93      0.1 5.869870e+06                  2.9
## 826              4.300         98      0.1 5.869870e+06                  5.6
## 827              7.180         97      0.1 1.886668e+06                  6.4
## 828              5.940         99      0.1 3.382477e+07                  6.4
## 829              4.330         96      0.1 5.985221e+06                  5.7
## 830              7.120         95      0.1 3.833856e+07                  5.9
## 831              5.460         97      0.1 3.382477e+07                  2.9
## 832              7.260         98      0.1 1.114558e+06                  6.4
## 833              8.420         93      0.3 3.684992e+07                  3.3
## 834              4.970         94      0.1 6.097764e+06                  5.7
## 835              8.430         94      0.3 3.773791e+07                  3.3
## 836              7.210         95      0.1 3.911331e+07                  6.0
## 837              7.000         98      0.1 1.114398e+06                  6.5
## 838              5.640         94      0.1 6.097764e+06                  2.8
## 839              5.755         93      0.3 3.864783e+06                  3.3
## 840              5.755         98      0.1 1.127366e+07                  6.5
## 841              5.755         95      0.1 3.987153e+07                  6.0
## 842              5.755         97      0.1 6.192235e+06                  5.8
## 843              5.755         99      0.1 3.483322e+06                  6.4
## 844             13.700         94      0.1 3.769700e+04                  0.8
## 845              8.670         89      0.1 3.769700e+04                  0.5
## 846             13.730         94      0.1 3.181900e+04                  0.8
## 847              9.100         89      0.1 3.181900e+04                  0.5
## 848             14.550         94      0.1 3.136200e+04                  0.8
## 849              9.540         91      0.1 3.167600e+04                  0.5
## 850              9.560         91      0.1 3.199500e+04                  0.5
## 851             15.140         96      0.1 3.199500e+04                  0.7
## 852              9.570         93      0.1 3.231200e+04                  0.5
## 853             15.270         96      0.1 3.257550e+05                  0.7
## 854              9.830         94      0.1 3.288793e+07                  0.5
## 855             15.570         96      0.1 3.288793e+07                  0.7
## 856              1.300         92      0.1 3.324577e+07                  0.5
## 857             16.200         96      0.1 3.324577e+07                  0.7
## 858             11.200         89      0.1 3.452740e+05                  0.5
## 859             17.600         96      0.1 3.434278e+06                  0.7
## 860             17.200         94      0.1 3.475545e+06                  0.7
## 861              1.780         95      0.1 3.475545e+06                  0.5
## 862              1.670         91      0.1 3.515545e+07                  0.5
## 863              1.450         91      0.1 3.554456e+07                  0.5
## 864              5.755         91      0.1 3.584861e+06                  0.6
## 865              5.755         95      0.1 3.584861e+06                  0.8
## 866              5.280         93      0.1 1.396985e+06                  2.5
## 867              6.300         86      0.1 3.851740e+05                  0.3
## 868              8.270          9      0.1 4.499670e+05                  0.8
## 869              7.220         99      0.1 5.176290e+05                  0.9
## 870              9.280         98      0.1 2.812500e+04                  1.0
## 871              6.460         94      0.1 3.499536e+06                  3.4
## 872              8.700         97      0.1 5.339616e+06                  1.3
## 873              6.000         96      0.1 2.367550e+05                  2.8
## 874              6.940         91      0.1 5.176290e+05                  0.7
## 875              8.180         99      0.1 8.872190e+05                  1.4
## 876              8.650         91      0.1 4.513751e+06                  0.8
## 877              7.430         98      0.1 5.188800e+04                  0.9
## 878              6.170         97      0.1 2.337170e+05                  2.8
## 879              7.310         91      0.1 8.895960e+05                  0.7
## 880              8.860         99      0.1 8.895960e+05                  1.3
## 881              4.850         94      0.1 1.388115e+06                  2.4
## 882              9.120         92      0.1 2.849680e+05                  1.0
## 883              6.600         84      0.1 3.866243e+06                  0.3
## 884              7.810         98      0.1 5.259800e+04                  0.9
## 885              9.620         93      0.1 4.538159e+06                  0.8
## 886              9.860         95      0.1 2.875230e+05                  1.0
## 887              4.840         94      0.1 1.379350e+05                  2.3
## 888              6.290         97      0.1 2.311730e+05                  2.7
## 889              9.330         98      0.1 5.375931e+06                  1.2
## 890              9.230         99      0.1 8.924958e+06                  1.3
## 891              8.150         98      0.1 5.213140e+05                  0.9
## 892              4.920         94      0.1 1.377200e+04                  2.2
## 893              9.510         96      0.1 5.395740e+05                  1.2
## 894              9.850         92      0.1 4.564855e+06                  0.8
## 895              7.810         91      0.1 2.287955e+06                  0.7
## 896              6.150         98      0.1 2.287955e+06                  2.6
## 897              7.500         86      0.1 3.996521e+06                  0.3
## 898              1.700         97      0.1 2.895210e+05                  1.0
## 899              5.670         94      0.1 3.377750e+05                  3.1
## 900              8.210         98      0.1 5.228172e+06                  0.9
## 901              6.510         99      0.1 2.263122e+06                  2.5
## 902              9.590         99      0.1 2.927400e+04                  1.0
## 903              7.340         89      0.1 4.726200e+04                  0.3
## 904              9.900         99      0.1 8.993531e+06                  1.3
## 905              9.670         95      0.1 5.445230e+05                  1.2
## 906              9.440         92      0.1 4.591910e+05                  0.8
## 907              6.370         99      0.1 2.238799e+06                  2.5
## 908              9.210         95      0.1 2.967340e+05                  0.9
## 909              9.770         93      0.1 5.419432e+06                  1.2
## 910              7.270          9      0.1 4.159914e+06                  0.3
## 911              8.240         91      0.1 2.238799e+06                  0.7
## 912              8.430         97      0.1 5.246960e+05                  0.9
## 913              5.830         94      0.1 3.322528e+06                  3.0
## 914              6.800         96      0.1 2.218357e+06                  2.4
## 915              8.360         92      0.1 4.666770e+05                  0.7
## 916              8.960         97      0.1 3.378200e+04                  0.9
## 917              8.950         98      0.1 9.855000e+03                  1.3
## 918              9.920         93      0.1 5.437272e+06                  1.2
## 919              7.220         91      0.1 4.273591e+06                  0.3
## 920              6.200         94      0.1 3.269990e+05                  3.0
## 921              8.430         94      0.1 4.666770e+05                  0.8
## 922              8.380         97      0.1 5.266268e+06                  0.9
## 923              8.920         98      0.1 9.148920e+05                  1.3
## 924              8.750         97      0.1 3.115660e+05                  0.9
## 925              9.990         87      0.1 5.461438e+06                  1.2
## 926              7.100         94      0.1 2.232500e+04                  2.4
## 927              8.580         93      0.1 4.791530e+05                  0.7
## 928              8.420         92      0.1 5.288720e+05                  0.7
## 929              6.220         95      0.1 3.231294e+06                  2.9
## 930              8.800         98      0.1 3.174140e+05                  0.9
## 931              8.640         93      0.1 4.489544e+06                  0.3
## 932              9.230         98      0.1 9.219637e+06                  1.3
## 933              8.850         92      0.1 4.489544e+06                  0.8
## 934              1.180         88      0.1 5.493621e+06                  1.1
## 935              6.610         96      0.1 3.198231e+06                  2.9
## 936              6.600         95      0.1 1.337900e+04                  2.0
## 937              9.810         93      0.1 3.162916e+06                  0.8
## 938              9.530         94      0.1 4.535375e+06                  0.3
## 939             11.470         89      0.1 5.523950e+05                  1.1
## 940              9.120         96      0.1 3.184990e+05                  0.9
## 941              6.840         94      0.1 2.141669e+06                  2.3
## 942              9.200         99      0.1 5.338871e+06                  0.9
## 943              9.490         94      0.1 4.828726e+06                  0.7
## 944              6.930         95      0.1 1.334515e+06                  2.0
## 945              8.760         94      0.1 4.561550e+05                  0.3
## 946             11.800          9      0.1 5.547683e+06                  1.1
## 947              9.510         94      0.1 1.331475e+06                  0.8
## 948              9.470         98      0.1 9.378126e+06                  1.3
## 949              9.500         99      0.1 5.363352e+06                  0.9
## 950              9.260         93      0.1 4.889252e+06                  0.7
## 951              6.250         94      0.1 1.331475e+06                  1.9
## 952              8.860         96      0.1 3.184100e+04                  0.9
## 953              6.550         92      0.1 2.975550e+05                  2.2
## 954              7.900         95      0.1 3.972820e+05                  2.8
## 955              6.860         92      0.1 3.281150e+05                  2.7
## 956              9.100         99      0.1 5.388272e+06                  0.9
## 957              5.830         93      0.1 1.327439e+06                  1.9
## 958              9.340         95      0.1 5.575720e+05                  0.8
## 959             11.700         98      0.1 9.449213e+06                  1.4
## 960              6.100         92      0.1 2.597900e+04                  2.2
## 961              8.650         95      0.1 3.191400e+04                  0.9
## 962              9.410         95      0.1 2.987773e+06                  0.8
## 963              8.680         89      0.1 3.271600e+04                  1.0
## 964              9.300         99      0.1 5.413971e+06                  0.9
## 965             11.800         98      0.1 9.519374e+06                  1.4
## 966              6.670         93      0.1 2.987773e+06                  2.7
## 967              5.910         91      0.1 2.343190e+05                  2.2
## 968              9.160         95      0.1 5.185730e+05                  0.7
## 969              1.980         94      0.1 5.591572e+06                  1.1
## 970              9.550         98      0.1 5.438972e+06                  0.9
## 971              6.480         94      0.1 1.317997e+06                  1.9
## 972              6.590         93      0.1 2.957689e+06                  2.7
## 973              5.670         94      0.1 2.126470e+05                  2.2
## 974              8.750         91      0.1 3.237640e+05                  1.0
## 975              9.390         94      0.1 5.796230e+05                  0.8
## 976              9.340         95      0.1 1.317997e+06                  0.8
## 977             11.970         98      0.1 9.637900e+04                  1.4
## 978              8.100         96      0.1 4.598294e+06                  0.3
## 979              9.720         93      0.1 5.137232e+06                  0.8
## 980              1.800         94      0.1 5.643475e+06                  1.1
## 981              6.550         93      0.1 2.932367e+06                  2.6
## 982             11.930         98      0.1 9.696110e+05                  1.5
## 983              9.680         98      0.1 5.461512e+06                  0.9
## 984              6.380         93      0.1 1.314545e+06                  1.9
## 985              5.880         92      0.1 1.993782e+06                  2.2
## 986              5.755         93      0.1 2.949100e+04                  2.6
## 987              5.755         95      0.1 1.977527e+06                  2.2
## 988              5.755         93      0.1 1.315470e+05                  1.9
## 989              5.755         97      0.1 5.479531e+06                  0.9
## 990              5.755         96      0.1 1.977527e+06                  0.8
## 991              5.755         95      0.1 5.188670e+05                  0.8
## 992              5.755         93      0.1 5.683483e+06                  1.1
## 993              5.755         98      0.1 9.799186e+06                  1.5
## 994              4.750         91      0.1 9.882000e+03                  0.1
## 995              5.310         95      0.1 1.746100e+04                  0.2
## 996              5.160         85      0.1 1.755660e+05                  0.2
## 997              5.660         89      0.1 9.861100e+04                  0.1
## 998              5.300         84      0.1 9.918400e+04                  0.1
## 999              5.900          9      0.1 9.978900e+04                  0.1
## 1000             4.710         83      0.1 1.776620e+05                  0.2
## 1001             4.870          9      0.1 1.460000e+02                  0.1
## 1002             4.450         55      0.1 1.787810e+05                  0.2
## 1003             6.520         89      0.1 1.141000e+03                  0.1
## 1004             4.470         49      0.1 1.799290e+05                  0.2
## 1005             5.610         88      0.1 1.168900e+04                  0.1
## 1006             4.680         39      0.1 1.819400e+04                  0.2
## 1007             5.820         87      0.1 1.235700e+04                  0.1
## 1008             4.520         26      0.1 1.835260e+05                  0.2
## 1009             5.130         86      0.1 1.350000e+02                  0.1
## 1010             5.700         62      0.1 1.862500e+04                  0.2
## 1011             4.590         82      0.1 1.413700e+04                  0.1
## 1012             5.800         65      0.1 1.876650e+05                  0.2
## 1013             4.600         82      0.1 1.457700e+04                  0.1
## 1014             4.510         77      0.1 1.495100e+04                  0.1
## 1015             5.200         64      0.1 1.891940e+05                  0.2
## 1016             7.200         99      0.1 1.532800e+04                  0.1
## 1017             3.580         98      0.1 1.532800e+04                  0.1
## 1018             7.220         63      0.1 1.922900e+04                  0.2
## 1019             5.180          8      0.1 1.578200e+04                  0.1
## 1020             5.755         78      0.1 1.636400e+04                  0.1
## 1021             5.755         66      0.1 1.937590e+05                  0.2
## 1022             3.500         99      0.1 3.339260e+05                  6.8
## 1023             3.260         93      0.1 8.716700e+04                 12.2
## 1024             1.840         82      0.4 4.695462e+06                 13.3
## 1025             3.400         97      0.8 6.295821e+06                  9.4
## 1026             3.410         51      0.1 4.695462e+06                  1.5
## 1027             3.400         98      0.1 2.318568e+06                  9.8
## 1028             1.980         75      0.1 2.115443e+07                 11.0
## 1029             5.870         59      2.1 1.215235e+07                 11.6
## 1030             3.210         78      0.1 7.799157e+07                  1.0
## 1031             4.890         96      0.1 4.695462e+06                 15.8
## 1032             2.710         98      0.1 4.027887e+06                  2.1
## 1033             4.320         52      0.1 2.369897e+06                  1.4
## 1034             1.800         73      0.4 4.662799e+07                 13.3
## 1035             3.750         93      0.1 8.925310e+05                 12.1
## 1036             3.400         96      0.1 2.369897e+06                  9.7
## 1037             5.700          6      2.2 1.242473e+06                 11.6
## 1038             3.600         97      0.1 3.407480e+05                  6.8
## 1039             5.170         96      0.1 2.369897e+06                 15.7
## 1040             3.320         96      0.8 6.354332e+07                  9.3
## 1041             2.370         96      0.1 4.138012e+06                  2.1
## 1042             2.500         79      0.4 4.714220e+05                 13.3
## 1043             4.700         75      0.2 2.175859e+06                 15.6
## 1044             2.790         79      0.1 8.135260e+05                  1.0
## 1045             4.400         53      0.1 2.175859e+06                  1.3
## 1046             2.840         94      0.1 4.175950e+06                  2.1
## 1047             3.890         54      0.1 9.238250e+05                 12.1
## 1048             5.950         54      2.1 1.263473e+07                 11.6
## 1049             3.400         94      0.1 3.474630e+05                  6.7
## 1050             2.480         55      0.1 9.685200e+04                 12.1
## 1051             4.840         99      0.2 8.331954e+06                 15.6
## 1052             3.630         96      0.1 4.114826e+06                  2.1
## 1053             1.970         78      0.5 4.762489e+07                 13.3
## 1054             2.530         71      0.1 2.254521e+07                  1.9
## 1055             6.740         69      1.9 1.285312e+07                 11.6
## 1056             3.950         96      0.1 2.468873e+06                  9.3
## 1057             3.900         92      0.1 3.540450e+05                  6.6
## 1058             3.580         98      0.6 6.455495e+07                  9.1
## 1059             4.910         49      0.1 8.331954e+06                  1.2
## 1060             3.510         98      0.5 6.522310e+05                  9.0
## 1061             3.170         95      0.1 4.166664e+06                  2.1
## 1062             5.900         96      0.2 1.363377e+06                 15.4
## 1063             3.740         95      0.1 2.517419e+06                  9.2
## 1064             3.100         92      0.1 3.604610e+05                  6.5
## 1065             4.540         45      0.2 1.363377e+06                  1.1
## 1066             3.230         88      0.1 8.467849e+07                  1.0
## 1067             6.430         85      1.7 1.363377e+06                 11.6
## 1068             4.320         49      0.2 6.542547e+06                  1.0
## 1069             5.380         95      0.2 6.542547e+06                 15.3
## 1070             2.620         94      0.1 3.667170e+05                  6.4
## 1071             1.500         55      0.1 1.264840e+05                 12.0
## 1072             3.550         98      0.5 6.542547e+06                  8.9
## 1073             3.740         96      0.1 4.265762e+06                  2.1
## 1074             3.290         96      0.1 2.565939e+07                  9.0
## 1075             3.910         89      0.1 8.627424e+07                  1.0
## 1076             2.790         72      0.1 2.267127e+07                  1.9
## 1077             5.840         82      1.4 1.327210e+05                 11.5
## 1078             0.650         63      0.1 1.486210e+05                 11.9
## 1079             3.660         95      0.1 4.401365e+06                  2.1
## 1080             5.560         94      0.2 1.347449e+07                 15.1
## 1081             3.950         88      0.1 8.789419e+06                  1.0
## 1082             1.780         82      0.6 4.884647e+07                 13.2
## 1083             4.140         57      0.2 1.347449e+07                  9.9
## 1084             2.240         97      0.1 3.728080e+05                  6.3
## 1085             3.650         95      0.1 2.614357e+07                  8.8
## 1086             2.910         72      0.1 2.298382e+07                  1.8
## 1087             4.480          8      1.1 1.347449e+07                 11.4
## 1088             2.320         99      0.1 3.787480e+05                  6.2
## 1089             3.560         98      0.4 6.619562e+07                  8.6
## 1090             3.460         97      0.1 4.588599e+06                  2.1
## 1091             6.900         92      0.2 1.367669e+07                 14.9
## 1092             0.370          7      0.1 1.649730e+05                 11.8
## 1093             1.680         86      0.6 4.917159e+07                 13.2
## 1094             3.100         73      0.2 2.329891e+08                  1.8
## 1095             3.750         82      0.9 1.367669e+07                 11.3
## 1096             3.920         99      0.3 6.654576e+06                  8.5
## 1097             2.230         98      0.1 3.845680e+05                  6.1
## 1098             3.470         97      0.1 2.711169e+06                  8.5
## 1099             3.910         97      0.1 4.839396e+06                  2.1
## 1100             0.740         79      0.1 1.781100e+04                 11.7
## 1101             1.870         85      0.6 4.947975e+07                 13.2
## 1102             2.770         61      0.2 4.839396e+06                  9.6
## 1103             4.500         91      0.1 9.751864e+06                  1.0
## 1104             5.530         93      0.2 4.839396e+06                 14.7
## 1105             2.810         77      0.2 2.361593e+08                  1.7
## 1106             3.770         67      0.2 2.765383e+06                  9.4
## 1107             6.360         94      0.6 1.492800e+04                 11.1
## 1108             2.850         99      0.1 3.903110e+05                  6.0
## 1109             1.200         72      0.1 1.922100e+04                 11.6
## 1110             4.110         99      0.3 6.688187e+07                  8.3
## 1111             2.500          9      0.6 4.986900e+04                 13.1
## 1112             2.830         78      0.3 2.393448e+07                  1.7
## 1113             4.410         87      0.1 9.222879e+06                  1.0
## 1114             2.750         74      0.3 5.076732e+06                  9.3
## 1115             2.740         81      0.3 2.425241e+08                  1.6
## 1116             5.950         89      0.5 1.438740e+05                 11.0
## 1117             2.730         95      0.1 3.960530e+05                  5.9
## 1118             1.920          9      0.5 5.155896e+06                 13.1
## 1119             3.960         96      0.1 5.076732e+06                  2.1
## 1120             6.360         93      0.1 5.076732e+06                 14.5
## 1121             4.370         79      0.1 9.372662e+07                  1.0
## 1122             6.200         95      0.1 5.183688e+06                 14.4
## 1123             2.710         81      0.3 2.457751e+07                  1.6
## 1124             0.760         67      0.1 1.131523e+06                 11.3
## 1125             4.120         99      0.2 6.753130e+05                  8.1
## 1126             2.250         97      0.1 4.015060e+05                  5.9
## 1127             2.200         78      0.3 5.183688e+06                  9.2
## 1128             1.870         84      0.5 5.553310e+05                 13.0
## 1129             3.890         96      0.1 2.863513e+07                  8.0
## 1130             4.290         87      0.1 9.527794e+06                  1.0
## 1131             4.100         97      0.1 2.917456e+06                  7.9
## 1132             1.100         83      0.1 1.156760e+05                 11.2
## 1133             6.960         97      0.1 5.986514e+06                 14.4
## 1134             2.120         79      0.3 5.986514e+06                  9.1
## 1135             2.300         99      0.1 4.066340e+05                  5.8
## 1136             6.240         86      0.3 1.477687e+07                 11.0
## 1137             4.460         88      0.1 9.686664e+07                  1.0
## 1138             2.220         84      0.5 5.986514e+06                 13.0
## 1139             4.220         97      0.1 5.312437e+06                  2.2
## 1140             2.610         99      0.1 4.117020e+05                  5.8
## 1141             2.000         87      0.3 5.399162e+06                  9.0
## 1142             1.290         82      0.1 1.184366e+06                 11.1
## 1143             5.930         83      0.2 1.522692e+06                 11.0
## 1144             4.530         97      0.1 5.399162e+06                  2.2
## 1145             7.170         59      0.1 5.399162e+06                 14.3
## 1146             2.930         85      0.3 2.523226e+07                  1.5
## 1147             4.560         89      0.1 9.848132e+06                  1.0
## 1148             4.000         99      0.1 6.814365e+06                  7.9
## 1149             5.680         88      0.2 1.527790e+05                  1.9
## 1150             4.170         97      0.1 3.228170e+05                  7.6
## 1151             2.280         88      0.3 5.192418e+07                 12.9
## 1152             2.650         99      0.1 4.166560e+05                  5.7
## 1153             4.920         96      0.1 5.469724e+06                  2.2
## 1154             2.850         78      0.3 2.551311e+08                  1.4
## 1155             1.480         77      0.1 1.212814e+06                  1.9
## 1156             7.700         95      0.1 1.212814e+06                 14.3
## 1157             1.870         88      0.2 1.212814e+06                  8.9
## 1158             4.710         67      0.1 1.122490e+05                  1.0
## 1159             4.120         99      0.1 6.841677e+07                  7.8
## 1160             5.755         89      0.2 5.243669e+06                  8.8
## 1161             5.755         96      0.1 5.535002e+06                  2.2
## 1162             5.755         99      0.1 4.214370e+05                  5.7
## 1163             5.755         78      0.3 2.581621e+08                  1.4
## 1164             5.755         99      0.1 6.865760e+05                  7.7
## 1165             5.755          6      0.1 1.171636e+07                  1.0
## 1166             5.755         89      0.2 1.551764e+07                  1.9
## 1167             5.755         97      0.1 5.243669e+06                 14.2
## 1168             5.755         76      0.1 1.249770e+05                  1.9
## 1169             6.910         92      0.1 5.734160e+05                 19.2
## 1170             4.470         99      0.1 1.054664e+06                  7.8
## 1171             8.000         98      0.1 2.860000e+02                 14.8
## 1172             4.260         58      0.3 1.535912e+06                 27.7
## 1173             2.330         82      0.1 1.315812e+08                  2.9
## 1174             2.790         62      0.1 1.385233e+08                 22.2
## 1175             3.770         99      0.1 1.865500e+04                 15.3
## 1176             8.200         24      0.1 2.937560e+05                  2.3
## 1177             5.200         96      0.1 2.154090e+06                  7.7
## 1178             3.810         98      0.1 1.879700e+04                 15.4
## 1179             7.800         33      0.1 2.966463e+06                  2.1
## 1180             5.910         88      0.1 5.896000e+03                 18.9
## 1181             5.840         98      0.1 2.920000e+02                 14.7
## 1182             5.360         72      0.1 2.416178e+07                 18.3
## 1183             2.470         85      0.1 1.341716e+06                  2.7
## 1184             3.890         98      0.1 1.893900e+04                 15.4
## 1185             7.750         86      0.1 6.639900e+04                 18.6
## 1186             5.390         99      0.1 1.017689e+07                  7.6
## 1187             5.780         98      0.1 2.970000e+02                 14.6
## 1188             4.400         59      0.3 1.898711e+07                 27.4
## 1189             2.760         68      0.1 1.446541e+08                 21.8
## 1190             7.760         36      0.1 2.197992e+07                 19.9
## 1191             5.420         99      0.1 1.050388e+06                  7.5
## 1192             2.610         67      0.1 1.477341e+06                 21.6
## 1193             8.820         41      0.1 2.364851e+06                 19.7
## 1194             3.950         99      0.1 1.983000e+03                 15.4
## 1195             5.900         98      0.1 3.400000e+01                 14.6
## 1196             4.900         95      0.2 6.234340e+05                 18.3
## 1197             4.300         61      0.3 1.182785e+07                 27.3
## 1198             2.510         87      0.1 1.391910e+05                  2.3
## 1199             2.620         99      0.1 1.413749e+07                  2.1
## 1200             8.790          5      0.1 2.411898e+07                 19.5
## 1201             4.220         63      0.3 1.126136e+09                 27.2
## 1202             5.890         99      0.1 1.301866e+06                  7.4
## 1203             5.890         96      0.1 3.120000e+02                 14.5
## 1204             4.280         97      0.1 1.922800e+04                 15.4
## 1205             4.410         89      0.3 6.428200e+04                 18.0
## 1206             2.680         93      0.1 1.434311e+07                 19.9
## 1207             8.700         58      0.1 2.577980e+05                 19.3
## 1208             5.720         75      0.2 2.564287e+06                 17.6
## 1209             6.600         95      0.1 1.610463e+06                  7.4
## 1210             9.520         98      0.1 3.210000e+02                 14.4
## 1211             4.600         99      0.1 1.937300e+04                 15.4
## 1212             5.270         95      0.3 6.722280e+05                 17.5
## 1213             2.800         94      0.1 1.453684e+06                 19.7
## 1214             5.700         89      0.2 2.594618e+06                 17.4
## 1215             3.400         78      0.1 1.579399e+07                 21.0
## 1216             4.600         98      0.1 1.952000e+03                 15.4
## 1217             7.430         58      0.1 2.589345e+06                 19.2
## 1218             4.250         65      0.3 1.161978e+09                 27.1
## 1219             3.760         98      0.1 1.966800e+04                 15.4
## 1220             5.840         99      0.1 2.127391e+07                  7.5
## 1221             5.880         95      0.3 6.869580e+05                 17.3
## 1222             6.730         63      0.1 2.661679e+07                 19.0
## 1223             2.800         94      0.1 1.471392e+08                 19.5
## 1224             4.230         64      0.3 1.179681e+09                 27.1
## 1225             3.350         75      0.1 1.633297e+07                  2.8
## 1226             6.640         98      0.1 3.490000e+02                 14.3
## 1227             3.440         98      0.1 1.981700e+04                 15.4
## 1228             2.850         96      0.1 1.488581e+07                 19.3
## 1229             4.340          7      0.3 1.197147e+08                 27.0
## 1230             6.280         99      0.1 8.807623e+06                  7.6
## 1231             3.260         62      0.1 1.636446e+07                  2.7
## 1232             8.330         64      0.1 2.729431e+06                 18.8
## 1233             9.300         98      0.1 3.620000e+02                 14.2
## 1234             7.630         99      0.1 1.129968e+06                  7.7
## 1235             3.370         97      0.1 1.996800e+04                 15.3
## 1236             2.940         71      0.1 1.674958e+06                  2.5
## 1237             9.420         63      0.1 2.843310e+05                 18.6
## 1238             5.170         91      0.5 7.276410e+05                 16.6
## 1239             3.430         99      0.1 2.119000e+03                 15.3
## 1240             9.200         66      0.1 2.883167e+06                 18.4
## 1241             6.430         82      0.2 2.723137e+06                 16.7
## 1242             8.200         99      0.1 2.239660e+06                  7.8
## 1243             4.280         79      0.2 1.239869e+07                 27.0
## 1244             7.930         96      0.1 3.670000e+02                 14.0
## 1245             3.280         99      0.1 2.271000e+03                 15.3
## 1246             6.730         92      0.2 2.732715e+07                 16.5
## 1247             4.730         95      0.5 7.451000e+03                 16.3
## 1248             3.100         74      0.1 1.741843e+08                  2.0
## 1249             7.870         68      0.1 2.978599e+06                 18.2
## 1250             4.330         82      0.2 1.247236e+08                 26.9
## 1251             8.110         96      0.1 3.770000e+02                 13.9
## 1252             3.160         96      0.1 1.539119e+08                 18.7
## 1253             9.160         99      0.1 3.850000e+02                 13.8
## 1254             3.210         99      0.1 2.425000e+03                 15.3
## 1255             8.520         67      0.1 3.696958e+06                 17.9
## 1256             3.700         97      0.6 7.529670e+05                 16.1
## 1257             6.980         99      0.1 9.634856e+06                  8.0
## 1258             5.890          9      0.2 2.764993e+07                 16.3
## 1259             3.800         94      0.1 1.557275e+07                 18.5
## 1260             2.760         72      0.1 1.779115e+08                 19.8
## 1261             4.390         82      0.2 1.263659e+08                 26.9
## 1262             3.680         99      0.1 2.585000e+03                 15.2
## 1263             3.830         97      0.6 7.649610e+05                 15.9
## 1264             8.130         64      0.1 3.173169e+07                 17.7
## 1265            11.160         99      0.1 3.930000e+02                 13.7
## 1266             2.700         72      0.1 1.817126e+08                 19.6
## 1267             2.880         96      0.1 1.575713e+08                 18.3
## 1268             3.500         99      0.1 2.771000e+03                 15.2
## 1269             3.570         99      0.5 7.764480e+05                 15.7
## 1270             2.610         72      0.1 1.855463e+08                 19.4
## 1271             6.890         99      0.1 8.360864e+06                  8.3
## 1272             2.820         97      0.1 1.594528e+07                 18.1
## 1273             4.690         85      0.2 1.293859e+09                 26.8
## 1274             5.800         92      0.1 2.832324e+07                 15.9
## 1275             8.160         65      0.1 3.373649e+07                 17.2
## 1276             5.755         72      0.1 1.893851e+07                 19.2
## 1277             5.755         99      0.1 2.966000e+03                 15.1
## 1278             5.755         99      0.1 4.916300e+04                 13.6
## 1279             5.755         98      0.1 1.504142e+06                  8.5
## 1280             5.755         91      0.1 2.865628e+07                 15.7
## 1281             5.755         87      0.2 1.395398e+06                 26.7
## 1282             6.530         95      0.1 7.516346e+06                  2.8
## 1283             7.210         95      0.1 4.567864e+06                  0.6
## 1284             7.600         89      0.1 1.858800e+04                  0.9
## 1285             7.910         87      0.1 5.694218e+06                  0.5
## 1286             7.320         93      0.1 6.495000e+03                  2.6
## 1287             6.260         97      0.1 3.892700e+04                  2.1
## 1288             7.660         93      0.1 4.426000e+03                  2.1
## 1289             8.520         95      0.1 3.766760e+05                  2.8
## 1290             7.900         85      0.1 3.766760e+05                  3.3
## 1291             9.100         97      0.1 1.362722e+06                  0.8
## 1292             8.180         91      0.1 4.854120e+05                  2.8
## 1293             7.160         94      0.1 4.440000e+02                  2.0
## 1294             7.240         96      0.1 4.854120e+05                  0.6
## 1295             7.160         91      0.1 3.771284e+06                  3.2
## 1296             8.570         92      0.1 1.992600e+04                  2.2
## 1297             8.230         93      0.1 6.738900e+04                  2.5
## 1298             8.470         91      0.1 1.862132e+06                  0.9
## 1299             6.890         93      0.1 7.534330e+05                  2.8
## 1300             6.300         98      0.1 3.511000e+03                  2.0
## 1301             9.100         96      0.1 1.994530e+05                  2.7
## 1302             6.190         95      0.1 4.440000e+02                  2.0
## 1303             8.720         92      0.1 1.922200e+04                  0.8
## 1304             8.330         93      0.1 6.982800e+04                  2.5
## 1305             7.860         95      0.1 3.959690e+05                  0.7
## 1306             9.150         98      0.1 1.419631e+06                  0.8
## 1307             7.250         98      0.1 4.143156e+07                  0.6
## 1308             7.100          8      0.1 3.775870e+05                  3.1
## 1309             8.620         93      0.1 1.994530e+05                  2.1
## 1310             6.350         94      0.1 4.440000e+02                  1.9
## 1311             8.610         94      0.1 1.928700e+04                  0.8
## 1312             6.270         97      0.1 3.396160e+05                  1.9
## 1313             8.600         94      0.1 3.985820e+05                  0.7
## 1314             8.130         89      0.1 7.485910e+05                  2.7
## 1315             9.540         99      0.1 1.458821e+06                  0.7
## 1316             8.910         93      0.1 6.122670e+05                  2.4
## 1317             8.170         96      0.1 5.731323e+06                  0.5
## 1318             6.560         96      0.1 4.439000e+03                  1.9
## 1319             6.380         97      0.1 3.269390e+05                  1.8
## 1320             8.300         95      0.1 1.955141e+06                  0.8
## 1321             8.460         89      0.1 4.126800e+04                  0.7
## 1322             8.640         94      0.1 1.483861e+06                  2.6
## 1323             8.450         93      0.1 6.133530e+05                  2.3
## 1324             8.240         88      0.1 7.463157e+06                  2.6
## 1325             9.400         84      0.1 3.781287e+06                  3.0
## 1326             9.360         96      0.1 1.987314e+06                  0.8
## 1327             8.500         95      0.1 2.474000e+03                  1.9
## 1328             8.710         95      0.1 5.796948e+07                  0.5
## 1329             9.980         93      0.1 1.533300e+04                  0.7
## 1330             6.120         98      0.1 3.114870e+05                  1.8
## 1331             8.830         92      0.1 4.383400e+04                  0.7
## 1332             8.460         93      0.1 6.142610e+05                  2.3
## 1333             6.890         96      0.1 4.442000e+03                  1.8
## 1334             8.120         96      0.1 4.365316e+07                  0.6
## 1335             8.500         93      0.1 3.781530e+05                  2.9
## 1336             7.950         97      0.1 3.781530e+05                  2.5
## 1337             5.860         97      0.1 2.992547e+06                  1.7
## 1338             7.610         93      0.1 1.522288e+06                  2.5
## 1339             9.340         98      0.1 1.123620e+05                  0.8
## 1340             8.820         96      0.1 5.814398e+07                  0.5
## 1341             9.670         97      0.1 1.522288e+06                  0.7
## 1342             6.950         96      0.1 4.440000e+02                  1.8
## 1343             8.420         97      0.1 2.686800e+04                  1.8
## 1344             8.990         92      0.1 7.411569e+06                  2.5
## 1345             8.280         87      0.1 3.779468e+06                  2.9
## 1346             6.100         98      0.1 2.971700e+04                  1.6
## 1347             8.360         96      0.1 4.522683e+06                  0.6
## 1348             8.360         74      0.1 4.672400e+04                  0.7
## 1349             9.410         99      0.1 1.148473e+06                  0.8
## 1350             8.370         95      0.1 3.774000e+03                  2.8
## 1351             7.440         96      0.1 4.436000e+03                  1.8
## 1352             7.980         97      0.1 2.181220e+05                  1.8
## 1353             6.900         95      0.1 6.158750e+05                  2.4
## 1354             1.200         94      0.1 7.381579e+06                  2.4
## 1355             9.620         97      0.1 1.542964e+06                  0.7
## 1356             6.740         92      0.1 6.158750e+05                  2.1
## 1357             9.900         97      0.1 1.558177e+06                  0.7
## 1358             8.890         96      0.1 5.882673e+07                  0.5
## 1359             5.870         99      0.1 2.947314e+06                  1.6
## 1360             8.580         91      0.1 3.763599e+06                  2.8
## 1361             8.150         72      0.1 4.937900e+04                  0.7
## 1362             6.130         95      0.1 6.169690e+05                  2.1
## 1363             9.900         95      0.1 7.328700e+04                  2.3
## 1364             5.790         98      0.1 2.927519e+06                  1.5
## 1365             9.520         96      0.1 4.636295e+07                  0.6
## 1366             9.640          9      0.1 3.746561e+06                  2.7
## 1367             9.410         96      0.1 5.995365e+06                  0.5
## 1368             1.420         96      0.1 1.568247e+06                  0.7
## 1369             6.740         96      0.1 6.182940e+05                  2.3
## 1370             8.330         73      0.1 4.124770e+05                  0.8
## 1371             9.760         99      0.1 1.117170e+05                  0.8
## 1372             6.700         92      0.1 6.182940e+05                  2.0
## 1373             8.180         96      0.1 4.429780e+05                  1.7
## 1374             8.300         76      0.1 4.145800e+04                  0.8
## 1375             5.340         99      0.1 2.913210e+05                  1.4
## 1376             9.560         97      0.1 4.657690e+07                  0.6
## 1377             9.180         99      0.1 1.112134e+07                  0.8
## 1378             6.900         94      0.1 6.194280e+05                  2.0
## 1379             1.440         98      0.1 1.573100e+04                  0.7
## 1380             1.900         91      0.1 7.291436e+06                  2.2
## 1381             9.580         89      0.1 3.722840e+05                  2.6
## 1382             6.830         95      0.1 6.194280e+05                  2.3
## 1383             8.250         97      0.1 4.417781e+06                  1.6
## 1384             9.700         96      0.1 2.485830e+05                  1.6
## 1385             6.920         95      0.1 6.279000e+03                  1.9
## 1386             9.600         96      0.1 4.162680e+05                  0.8
## 1387             5.710         99      0.1 2.951950e+05                  1.4
## 1388             9.270         96      0.1 5.937945e+07                  0.5
## 1389             9.770         99      0.1 1.114899e+06                  0.8
## 1390             9.720         94      0.1 7.234990e+05                  2.2
## 1391             9.480         97      0.1 4.674270e+07                  0.6
## 1392             7.800         96      0.1 4.286220e+05                  1.6
## 1393             1.700         97      0.1 1.557560e+05                  0.7
## 1394             9.710         88      0.1 3.688865e+06                  2.6
## 1395             6.610         96      0.1 4.286220e+05                  2.2
## 1396             9.740         98      0.1 1.514844e+06                  0.7
## 1397             9.890         91      0.1 7.199770e+05                  2.1
## 1398             9.370         96      0.1 2.571590e+05                  1.5
## 1399             9.950         99      0.1 4.194550e+05                  0.8
## 1400             6.760         95      0.1 4.194550e+05                  2.2
## 1401             5.590         99      0.1 2.941000e+03                  1.3
## 1402             9.240         99      0.1 1.145110e+05                  0.8
## 1403             9.280         97      0.1 5.953972e+07                  0.5
## 1404             7.800         96      0.1 4.267558e+06                  1.5
## 1405             9.940         92      0.1 3.648200e+04                  2.5
## 1406             9.390         97      0.1 4.677355e+06                  0.6
## 1407             6.500         69      0.1 3.328500e+04                  3.3
## 1408             9.890         99      0.1 4.233740e+05                  0.8
## 1409             5.660         99      0.1 2.895920e+05                  1.3
## 1410             9.290         95      0.1 2.599530e+05                  1.4
## 1411             6.430         94      0.1 6.212700e+04                  1.8
## 1412             6.700         98      0.1 4.448095e+05                  2.2
## 1413             1.120         95      0.1 7.164132e+06                  2.1
## 1414             9.260         99      0.1 1.965211e+06                  0.8
## 1415             9.460         89      0.1 3.649990e+05                  2.4
## 1416             9.220         96      0.1 6.233948e+06                  0.5
## 1417             7.800         95      0.1 4.238389e+06                  1.5
## 1418             9.750         99      0.1 4.273640e+05                  0.8
## 1419             9.570         86      0.1 3.566200e+04                  2.4
## 1420             6.480         95      0.1 4.273640e+05                  2.2
## 1421             6.420         91      0.1 6.218100e+04                  1.8
## 1422             9.500         98      0.1 1.416200e+04                  0.7
## 1423             1.370         93      0.1 7.135760e+05                  2.1
## 1424             9.300         97      0.1 4.648882e+06                  0.6
## 1425             9.250         95      0.1 6.789140e+05                  0.6
## 1426             8.800         99      0.1 1.892413e+06                  0.8
## 1427             9.230         95      0.1 2.619800e+04                  1.4
## 1428             5.755         94      0.1 4.236400e+04                  1.5
## 1429             5.755         95      0.1 7.953830e+05                  2.0
## 1430             5.755         82      0.1 3.535961e+06                  2.3
## 1431             5.755         99      0.1 1.828830e+05                  0.8
## 1432             5.755         98      0.1 1.358760e+05                  0.7
## 1433             5.755         93      0.1 6.735820e+05                  0.6
## 1434             6.000         99      0.1 2.887300e+04                  1.2
## 1435             5.755         91      0.1 4.318740e+05                  2.1
## 1436             2.890         45      9.5 1.231122e+06                  8.0
## 1437             4.340         78      2.0 6.865951e+06                  9.7
## 1438             5.800         57      0.6 1.576686e+06                  8.7
## 1439             8.700         73     21.3 4.489686e+07                 16.3
## 1440             2.130         33      7.8 1.243229e+06                  9.5
## 1441             4.980          8      5.2 6.476000e+03                  9.0
## 1442             6.110         79     22.8 1.899257e+06                 15.7
## 1443             3.610          8      2.0 1.243229e+06                  1.2
## 1444             4.620         98      0.1 8.113100e+04                  6.3
## 1445             4.810          9      0.8 4.357900e+04                  9.6
## 1446             4.220          9      8.5 8.257300e+04                  7.6
## 1447             5.750         46      4.1 7.175840e+05                  6.4
## 1448             4.480         62      7.7 1.527423e+07                  7.7
## 1449             6.700         75     25.5 1.137617e+07                  8.0
## 1450             5.910         46      3.1 2.884522e+06                  9.2
## 1451             6.280         36      4.6 8.342559e+06                 11.5
## 1452             6.290         43      2.5 1.967690e+05                 11.0
## 1453             3.780         88      0.1 1.186873e+06                  8.1
## 1454             6.100         34      1.5 1.135297e+07                 12.8
## 1455             3.000         88      3.6 1.893876e+07                  9.2
## 1456             8.860         82      1.5 1.386600e+04                  8.0
## 1457            13.630         44      1.2 4.564297e+06                  1.3
## 1458             2.640         79     12.8 1.243229e+06                  8.3
## 1459             4.360          3      5.0 6.653733e+07                 11.9
## 1460             3.560          7      0.1 5.423570e+05                  7.9
## 1461             2.730         34      1.9 6.143230e+05                  1.7
## 1462             5.260         84     46.4 1.614680e+05                  9.4
## 1463             6.160          7     12.2 1.867687e+06                  4.2
## 1464             5.260         51      1.1 2.793590e+05                  1.9
## 1465             4.430         81      1.9 3.392810e+05                  1.2
## 1466             5.755         93      2.7 6.765600e+04                  3.3
## 1467             3.460         46      3.0 8.885460e+05                  1.3
## 1468             1.450          4      2.5 1.243229e+06                 12.4
## 1469             2.840         29      4.9 1.223529e+06                 14.3
## 1470             5.755         33      0.8 8.721465e+06                  8.0
## 1471             6.000         65      7.1 1.243229e+06                  8.1
## 1472             4.380         77      8.1 8.329460e+05                  7.4
## 1473             8.310         71     24.0 4.531294e+07                 15.4
## 1474             5.190          9      0.8 4.437160e+05                  9.4
## 1475             7.100         36      1.6 1.177198e+07                 12.7
## 1476             5.170          6      0.7 1.626932e+06                  8.6
## 1477             3.230         45     10.1 1.262259e+06                  7.8
## 1478             6.180         78     23.9 1.933596e+06                 15.2
## 1479             5.110         84     48.8 1.729270e+05                  9.0
## 1480             3.870         92      0.1 1.196287e+06                  8.0
## 1481             4.620          8     16.9 3.232148e+07                  9.0
## 1482             6.900         26      4.8 8.663120e+05                 11.3
## 1483             1.780         35      2.3 6.397620e+05                  1.6
## 1484             1.280         92      1.5 1.416220e+05                  7.8
## 1485             5.730         97     37.2 1.754935e+06                 11.8
## 1486             3.710         87      2.3 1.933596e+06                  1.0
## 1487             4.260         32      4.9 6.849226e+07                 11.8
## 1488             4.690         76      2.1 7.767330e+05                  9.5
## 1489             5.370         53      4.3 7.327110e+05                  6.3
## 1490             2.440         31      7.6 1.933596e+06                  9.4
## 1491             6.390         49      2.4 1.129326e+07                  1.8
## 1492             4.850         62      3.6 1.194459e+07                 11.2
## 1493             3.950          4     13.9 3.832230e+05                  1.4
## 1494             7.260         55     10.8 2.485489e+07                  6.9
## 1495             3.250         27      5.1 1.254634e+08                 14.1
## 1496             5.400         53      3.6 1.267512e+06                  1.0
## 1497             3.950         86      2.0 3.497124e+06                  1.0
## 1498             5.755         33      0.8 9.070747e+06                  7.9
## 1499             3.560         79      3.5 1.942165e+06                  9.0
## 1500             2.860          7      0.1 5.558880e+05                  7.8
## 1501             5.640         73     13.4 1.858876e+07                  4.1
## 1502             2.670          3      2.4 1.933596e+06                 12.2
## 1503             4.340         75      1.2 2.797290e+05                  1.7
## 1504             5.755         93      3.0 6.974442e+06                  3.3
## 1505             4.850         66      7.0 1.933596e+06                  7.9
## 1506             4.980         52      0.6 1.134497e+06                 12.1
## 1507             4.290          5      5.3 5.111770e+05                  9.2
## 1508             3.650          5      3.0 8.971139e+06                  1.1
## 1509             4.180         88      8.0 8.536250e+05                  7.2
## 1510             4.240         88      0.1 1.246210e+05                  7.9
## 1511             8.900          7     26.6 4.585548e+07                 14.5
## 1512             6.550         39      1.6 1.226200e+04                 12.5
## 1513             3.630         41      2.3 1.757265e+07                  1.5
## 1514             6.910         84     32.5 1.923120e+05                  1.6
## 1515             6.530         71     39.8 1.255250e+05                  1.2
## 1516             4.210         99      0.1 8.372300e+04                  6.1
## 1517             4.860         66      7.8 1.684886e+06                  7.4
## 1518             5.150         81      5.2 6.741569e+06                  8.7
## 1519             6.170         77     24.6 1.962147e+06                 14.7
## 1520             6.930         84     18.4 1.112490e+05                  7.4
## 1521             5.290         62      0.7 1.676512e+07                  8.5
## 1522             5.260         69      3.2 1.229310e+05                 11.0
## 1523             5.840         57      4.1 1.293523e+06                  9.8
## 1524             3.590         89     12.1 1.396861e+06                  8.0
## 1525             4.820         64     24.7 1.213711e+06                  7.7
## 1526             5.170         91      0.8 4.521600e+04                  9.2
## 1527             4.730         35      4.6 7.497192e+06                 11.7
## 1528             1.210         92      1.4 1.448890e+05                  7.6
## 1529             5.430         39      3.1 3.628630e+05                  8.8
## 1530             6.470         97     34.6 1.779953e+06                 11.4
## 1531             2.450         41      7.2 1.396861e+06                  9.3
## 1532             4.470         64      6.9 1.396861e+06                  7.7
## 1533             3.390         89      0.1 5.694790e+05                  7.7
## 1534             4.270         75      2.1 7.295394e+06                  9.3
## 1535             8.330         25      5.0 9.168900e+04                 11.1
## 1536             4.540         84     15.7 3.321490e+05                  8.9
## 1537             4.700         59      5.3 5.251472e+06                  9.0
## 1538             3.700         78      3.5 1.992452e+07                  8.8
## 1539             5.160         85     49.9 1.893000e+03                  8.6
## 1540             4.200          9      1.9 3.614639e+06                  9.9
## 1541             5.310         89      1.2 2.873228e+06                  1.5
## 1542             3.750         87      2.5 1.396861e+06                  9.8
## 1543             7.780         57     10.0 2.571848e+06                  6.8
## 1544             2.590         38      2.4 1.396861e+06                 12.1
## 1545             5.755          4      0.9 9.411103e+06                  7.8
## 1546             5.755         93      3.3 7.237276e+06                  3.3
## 1547             4.160         44     13.4 3.976120e+05                  1.2
## 1548             2.500         36      2.9 6.664700e+04                  1.4
## 1549             6.320         61      2.3 1.163893e+07                  1.5
## 1550             5.600          6      0.7 1.396861e+06                 12.0
## 1551             6.450         76     14.5 1.913966e+07                  4.0
## 1552             6.340         96      8.1 8.683460e+05                  7.0
## 1553             6.520         68     36.7 1.263390e+07                  9.8
## 1554             4.410          4      2.4 1.823369e+06                  1.4
## 1555             5.250         82      5.1 6.953113e+06                  8.5
## 1556             7.130          9     33.8 1.918970e+05                  1.2
## 1557             4.150         99      0.1 1.213370e+05                  7.9
## 1558             4.640         37      4.4 7.254514e+07                 11.6
## 1559             6.250         63      2.2 1.251280e+05                  1.3
## 1560             3.120          8      3.4 2.446782e+06                  8.6
## 1561             8.260         69     28.9 4.641819e+07                 13.5
## 1562            11.690         73      1.9 5.199549e+06                  9.7
## 1563             5.620          6      4.6 1.321220e+05                  9.6
## 1564             4.970         73      7.7 1.651382e+07                  7.2
## 1565             3.440         35      3.2 3.116233e+06                  8.7
## 1566             5.610         79      2.9 1.265462e+07                  1.7
## 1567             4.640         99      0.1 8.278100e+04                  6.1
## 1568             4.630         73      2.1 7.525550e+05                  9.1
## 1569             2.610          5      6.8 1.823369e+06                  9.1
## 1570             2.230         37      3.6 6.946110e+05                  1.2
## 1571             4.450         73     14.5 3.413852e+06                  8.8
## 1572             5.710         85     50.6 1.873920e+05                  8.2
## 1573             4.600         95     11.5 1.823369e+06                  7.9
## 1574             3.200         41      2.2 1.823369e+06                 11.9
## 1575             6.520         79     24.7 1.986535e+06                 14.2
## 1576            11.120         94      1.6 1.483720e+05                  7.4
## 1577             5.000         72      5.2 5.391410e+05                  8.8
## 1578             4.310         47     12.8 3.981665e+06                  1.0
## 1579             5.000         92      0.9 4.614700e+04                  8.9
## 1580             5.755          4      0.9 9.758281e+06                  7.7
## 1581             3.450         57      2.9 9.398480e+05                  9.7
## 1582             6.220         68      4.2 7.586150e+05                  6.1
## 1583             4.650         96     31.9 1.843390e+05                  1.9
## 1584             4.500         29      5.4 1.319725e+08                 13.5
## 1585             3.650          8      0.1 5.832110e+05                  7.6
## 1586             6.390         85     15.3 1.971660e+07                  4.0
## 1587             4.650         61      6.7 1.823369e+06                  7.5
## 1588             5.755         93      3.5 7.516420e+05                  3.3
## 1589             4.710          4      2.5 1.886572e+07                  1.2
## 1590             4.170         99      0.1 8.247500e+04                  6.0
## 1591             3.260         45     11.1 1.364250e+05                  7.4
## 1592             6.470         81     24.0 2.922800e+04                 13.7
## 1593             7.930         74     29.7 4.717990e+03                 12.6
## 1594             6.610         43      1.6 1.312712e+06                 12.1
## 1595             6.240         89      7.7 8.818438e+06                  6.9
## 1596             7.130         65     33.6 1.277751e+07                  9.4
## 1597             4.290         98      0.1 1.221300e+04                  7.8
## 1598             7.820         89     23.4 1.267638e+06                  7.5
## 1599             9.940         96      1.6 1.519690e+05                  7.2
## 1600             6.960          9     34.6 1.933728e+06                  9.7
## 1601             2.560         67      6.3 1.267638e+06                  9.0
## 1602             6.280         69      2.0 1.239196e+06                  1.1
## 1603             4.350         87      2.9 1.267638e+06                  9.4
## 1604             8.770         31      3.2 3.176414e+06                  8.5
## 1605             5.410         64      5.0 1.353450e+05                  9.4
## 1606             3.960          8      3.2 2.986536e+06                  8.4
## 1607             8.900         62      8.9 2.756844e+07                  6.6
## 1608             4.100         95     10.8 1.267638e+06                  7.8
## 1609             4.230          4      4.1 7.462445e+06                 11.5
## 1610             7.330         83     17.6 1.173175e+07                  7.2
## 1611             3.140          6      2.8 9.492290e+05                  9.5
## 1612             5.910         83     15.9 2.312750e+05                  3.9
## 1613             5.720         21      5.2 9.714300e+04                  1.7
## 1614            11.660         65      2.1 5.439695e+06                  9.5
## 1615             4.560         72      2.1 7.754000e+03                  8.9
## 1616             5.600         93      0.8 4.676640e+05                  8.7
## 1617             5.880         86     50.3 1.955300e+04                  7.7
## 1618             3.340         54      2.1 1.267638e+06                 11.7
## 1619             5.755         93      3.8 7.787655e+06                  3.3
## 1620             2.400         38      4.4 7.248170e+05                  1.0
## 1621             4.330         33      5.4 1.353936e+08                 13.2
## 1622             5.680         87      0.7 1.955944e+06                 11.6
## 1623             5.240         67      6.5 1.267638e+06                  7.3
## 1624             3.960         76      0.1 5.972280e+05                  7.5
## 1625             5.600         71      5.1 5.534598e+06                  8.6
## 1626             9.840         87      4.3 7.423289e+06                  8.2
## 1627             7.320         86     22.1 2.321960e+05                 13.1
## 1628             6.830         95      7.1 8.991735e+06                  6.8
## 1629             2.820         59      2.7 9.679745e+06                  9.3
## 1630             7.770         79     29.5 4.766672e+05                 11.6
## 1631             4.100         38      2.6 1.955254e+07                  1.0
## 1632             4.470         97      0.1 1.228254e+06                  7.7
## 1633             2.760         45     10.9 1.431260e+05                  7.2
## 1634            12.250         65      2.2 5.658379e+06                  9.3
## 1635             4.750          8      7.4 1.742795e+06                  6.9
## 1636             3.140          6      2.0 1.252156e+06                 11.5
## 1637             4.730          7      2.1 7.982225e+06                  8.7
## 1638             1.400         97      1.6 1.556300e+04                  7.0
## 1639             4.200         44      3.7 7.672783e+06                 11.5
## 1640             8.200         93     22.4 1.339711e+06                  7.4
## 1641             2.970         96      1.6 3.969700e+04                  9.4
## 1642             5.720         68      5.4 1.388380e+05                  9.2
## 1643             6.870         82      2.3 1.342193e+06                  1.3
## 1644             6.340         77      1.9 1.279876e+07                  9.9
## 1645             7.560         82     17.0 1.252156e+06                  7.1
## 1646             8.400          6      3.1 3.261230e+05                  8.3
## 1647             4.860         95      0.8 4.745670e+05                  8.5
## 1648             4.970         95      3.0 1.252156e+06                  9.2
## 1649             4.510         84      3.1 2.154290e+05                  8.1
## 1650             7.150         45      1.6 1.361845e+07                 11.9
## 1651             5.620         96     20.6 1.855852e+06                  1.0
## 1652             6.800         86     49.1 1.158730e+05                  7.3
## 1653             4.360         76     11.6 3.648288e+06                  8.6
## 1654             4.210         71      1.3 3.137200e+04                  9.8
## 1655             4.110         36      5.4 1.389395e+08                 12.9
## 1656             5.300         85      0.6 1.833672e+07                  8.1
## 1657             2.420         62      5.9 1.252156e+06                  8.8
## 1658             6.870          8     16.2 2.923700e+04                  3.9
## 1659             5.390         76      6.1 1.252156e+06                  7.2
## 1660             5.755         35      0.9 1.046729e+07                  7.5
## 1661             5.170         82      5.0 5.683268e+06                  8.4
## 1662             5.755         93      3.9 8.188770e+05                  3.3
## 1663             4.290         54     11.2 4.127910e+05                  9.7
## 1664             9.360         64      8.7 2.854394e+06                  6.5
## 1665             7.210         71      3.9 7.832540e+05                  5.9
## 1666             5.350         84      0.7 1.125127e+07                 11.4
## 1667             4.320         68      0.1 6.116270e+05                  7.5
## 1668             1.630         39      4.9 7.573170e+05                  9.8
## 1669             4.380         97      0.1 1.233996e+06                  7.6
## 1670            11.490         92      3.8 7.675338e+06                  8.1
## 1671             3.390         62      2.0 1.965662e+06                 11.3
## 1672             4.930         96     14.4 1.884238e+06                  9.6
## 1673             4.540         34      2.5 2.262399e+06                  9.8
## 1674             1.200         99      6.2 9.265800e+04                  6.8
## 1675             5.870         71      5.6 1.412669e+06                  8.9
## 1676             8.990         99     21.1 1.342926e+07                  7.3
## 1677             7.120         89     34.1 1.965662e+06                  8.8
## 1678             7.570         82     28.1 4.823384e+06                  1.6
## 1679             7.840         97      1.2 1.593280e+05                  6.9
## 1680             5.755         93      4.1 8.468152e+06                  3.3
## 1681             1.900          6      3.0 3.375838e+06                  8.1
## 1682             7.390         51      1.5 1.413264e+06                 11.6
## 1683             9.860         64      8.6 2.955662e+06                  6.4
## 1684             2.130          4      5.3 7.922170e+05                  9.7
## 1685             6.110         81     15.9 1.238345e+07                  7.0
## 1686             3.200         57      2.6 9.881428e+06                  9.1
## 1687             5.520         95      3.0 1.965662e+06                  9.0
## 1688             5.870         77      5.8 1.965662e+06                  7.0
## 1689             5.755         26      0.9 1.078497e+07                  7.4
## 1690             6.580         86      2.0 1.382918e+07                  1.0
## 1691             7.200         86     19.2 2.557340e+05                 12.6
## 1692             4.470         46      3.3 7.885689e+06                 11.4
## 1693             2.370         73      5.5 1.965662e+06                  8.7
## 1694             5.110         85      0.6 1.888268e+06                  8.0
## 1695             2.880         45     10.7 1.444844e+06                  7.1
## 1696             5.560         84      5.0 5.837792e+06                  8.1
## 1697             6.810         87     43.7 1.125140e+05                  6.9
## 1698             3.210         68      1.3 3.226530e+05                  9.6
## 1699             5.110         96      0.6 4.879500e+04                  8.3
## 1700             6.560         78      1.8 1.322764e+06                  9.7
## 1701             4.750         74      2.0 8.216896e+06                  8.5
## 1702             6.510         78     16.3 2.154746e+07                  3.8
## 1703             4.240          8     10.3 3.752500e+04                  8.5
## 1704             5.440         89      0.7 1.155676e+07                 11.2
## 1705             3.660          4      5.3 1.426149e+07                 12.6
## 1706             3.300         94      1.4 4.666480e+05                  9.3
## 1707             3.380         73      2.6 2.997687e+06                  9.6
## 1708             9.760         73      8.4 3.594870e+05                  6.3
## 1709             5.300         94      2.6 2.272120e+05                  7.7
## 1710             4.240         97      0.1 1.239630e+05                  7.5
## 1711             6.100         74      5.7 1.445958e+06                  8.7
## 1712             3.800         63      2.4 1.967270e+05                  8.9
## 1713             3.350         28      4.9 1.775780e+05                  1.0
## 1714             4.710         96     13.4 1.914414e+06                  9.2
## 1715             4.370          8     13.6 1.272597e+07                  6.9
## 1716             5.755         93      4.2 8.856800e+04                  3.3
## 1717             7.440         97      1.2 1.631100e+04                  6.7
## 1718             5.250         75     14.1 2.218839e+07                  3.8
## 1719             4.300         98      0.6 4.864380e+05                  8.1
## 1720             3.290         91      1.3 4.153332e+06                  9.2
## 1721             9.310         87     19.3 1.384969e+06                  7.1
## 1722             6.350         76      5.3 1.384969e+06                  6.8
## 1723             4.720         83      8.5 1.384969e+06                  7.5
## 1724             4.470         73     23.7 1.332999e+06                  8.2
## 1725             3.300         99      0.1 8.533000e+03                  5.9
## 1726             4.980         84      0.6 1.943352e+07                  7.9
## 1727             4.690          5      2.8 8.149000e+03                 11.3
## 1728             5.550         82      5.1 5.997385e+06                  7.9
## 1729             1.120         64      2.2 6.154170e+05                  8.9
## 1730             7.720         88      3.5 8.942000e+03                  5.8
## 1731             6.940         57      1.4 1.466834e+07                 11.4
## 1732             6.990         86     15.2 2.799150e+05                 12.0
## 1733             4.550         82      2.0 8.454791e+06                  8.3
## 1734             4.760         82      7.0 1.839539e+07                  6.6
## 1735             4.720         94      0.7 1.187356e+07                 11.0
## 1736             6.970         74      1.7 1.367566e+06                  9.4
## 1737             4.930         75      0.1 6.416200e+04                  7.3
## 1738             3.540         75      1.3 3.312665e+06                  9.4
## 1739             4.800         81      9.1 3.885990e+05                  8.4
## 1740             4.400         48      9.0 4.275800e+04                  9.4
## 1741             5.760         95      3.1 1.384969e+06                  8.8
## 1742             5.550         96     12.7 1.946351e+06                  8.8
## 1743             7.150         83     11.7 2.163750e+05                 11.5
## 1744             3.960         99      0.4 4.917230e+05                  7.8
## 1745             3.210          6      2.3 1.323142e+06                  8.6
## 1746             4.460         65      1.8 2.329864e+06                  1.8
## 1747             4.850         93      2.2 2.329864e+06                  7.5
## 1748             4.940         88      0.6 1.223957e+06                  1.8
## 1749             5.660         99      0.9 1.669130e+05                  6.5
## 1750             4.500         77      0.5 1.999647e+07                  7.8
## 1751             6.740         74      1.6 1.413822e+07                  9.2
## 1752             4.870         87     11.9 1.382517e+06                  6.8
## 1753             4.000         53      5.0 1.534739e+06                 12.0
## 1754             3.690         94      1.1 4.232636e+06                  9.1
## 1755             7.860         92      2.9 8.212264e+06                  7.9
## 1756             4.960         75     20.5 1.355847e+07                  7.8
## 1757             8.850         88     27.3 1.999930e+05                  8.0
## 1758             2.640         99      0.1 8.695600e+04                  5.9
## 1759             6.500         77      6.0 1.488410e+05                  8.5
## 1760             6.210         74      4.1 2.329864e+06                  6.6
## 1761             4.300         45      8.3 4.345386e+06                  9.3
## 1762             6.770         93      1.5 1.468973e+07                  9.5
## 1763             8.500         89      3.3 8.229340e+05                  5.7
## 1764             6.760         67      1.3 1.522853e+07                 11.2
## 1765             4.200         75      1.8 8.696916e+06                  8.1
## 1766             2.900         79      4.3 2.329864e+06                  8.4
## 1767             1.700         91     16.9 1.427123e+07                  7.0
## 1768             5.950         96      3.0 2.329864e+06                  8.6
## 1769             2.920         19      4.7 1.113386e+07                  9.8
## 1770             3.230         74      1.3 3.475410e+05                  9.2
## 1771             3.900         88      6.4 3.914842e+07                  8.3
## 1772             8.190         88     40.2 1.158897e+06                  6.1
## 1773             9.100         71      8.2 3.166390e+07                  6.2
## 1774             5.180         84      6.7 1.897800e+04                  6.4
## 1775             3.840         69      2.6 2.175942e+06                  9.5
## 1776             4.210         86      7.4 2.329864e+06                  7.3
## 1777             1.290         77      1.9 6.165372e+06                  8.7
## 1778             7.660         97      3.7 9.781690e+05                  6.7
## 1779             9.800         91     18.2 2.192900e+04                  7.6
## 1780             2.640         99      0.1 8.729800e+04                  5.8
## 1781             3.430         76      8.0 1.586754e+06                  6.7
## 1782             5.755         93      4.2 9.676670e+05                  3.3
## 1783             6.980         71      1.1 1.581391e+07                 11.0
## 1784             8.460         88     33.7 1.186750e+05                  5.8
## 1785             4.700         77      0.5 2.569121e+06                  7.7
## 1786             3.850         57      2.3 1.556524e+06                  8.4
## 1787             6.850         73      1.6 1.466597e+06                  9.0
## 1788             4.240         99      0.4 4.969630e+05                  7.6
## 1789             5.320         43      7.3 9.911100e+04                  9.2
## 1790             6.960         94      2.4 8.489310e+05                  7.8
## 1791             5.430         74     11.3 2.352463e+06                  3.7
## 1792             4.410         58      2.0 8.541625e+07                 11.1
## 1793             4.810         86      0.5 1.255917e+06                  1.6
## 1794             8.390         76     19.0 5.255813e+06                  8.1
## 1795             3.310         24      4.4 1.152786e+06                  9.6
## 1796             6.260         73     18.1 1.381599e+06                  7.5
## 1797             7.200         97      2.8 9.977446e+06                  6.6
## 1798             6.410         81      3.7 1.381599e+06                  6.5
## 1799             8.370         89      3.2 8.368400e+04                  5.7
## 1800             3.300         92      1.0 4.313340e+05                  9.0
## 1801             5.850         98      2.7 1.381599e+06                  8.4
## 1802             3.820         83      0.1 6.732520e+05                  7.2
## 1803             5.755         42      0.8 1.173004e+07                  7.1
## 1804             3.790         64      1.2 3.562880e+05                  8.9
## 1805             8.430         79      8.1 3.277190e+07                  6.1
## 1806             5.170         94      2.1 2.393831e+06                  7.3
## 1807             4.370          6      2.5 2.254955e+07                  9.3
## 1808             4.240         63      4.9 1.544218e+07                 11.7
## 1809             5.610         72      1.7 1.381599e+06                  1.6
## 1810             1.180         93     14.9 1.471462e+06                  6.9
## 1811             4.170         88      5.0 4.237240e+05                  8.2
## 1812             4.970         99      0.1 1.247429e+06                  7.3
## 1813             7.410         92      1.1 1.514199e+06                  9.3
## 1814             2.270         78      4.0 1.381599e+06                  8.3
## 1815             4.730         94      9.1 1.345642e+07                  6.7
## 1816            14.390         81      2.1 3.811528e+06                  7.6
## 1817            13.130         84      1.7 6.312600e+04                  8.5
## 1818             4.460         79      1.6 8.944760e+05                  7.9
## 1819             6.650         98      0.9 1.781300e+04                  6.3
## 1820             6.810          8      6.0 1.517448e+06                  8.3
## 1821             1.870         93     13.4 2.455100e+04                  7.2
## 1822             5.280         84      5.5 1.997495e+06                  6.1
## 1823             6.360          7      0.9 1.642558e+07                  1.7
## 1824             5.750         97      2.1 8.766930e+05                  8.2
## 1825             5.380         74     10.8 2.422145e+06                  3.7
## 1826             3.590         99      0.1 8.977000e+03                  5.8
## 1827             8.820         96      1.9 8.766930e+05                  7.7
## 1828             5.755         45      0.8 1.202665e+07                  7.0
## 1829             8.840         88      3.1 8.511460e+05                  5.6
## 1830             4.860          7      0.5 2.115164e+06                  7.6
## 1831             8.500         72     11.0 5.979432e+06                  7.3
## 1832             4.950         76      1.4 9.199259e+06                  7.8
## 1833             7.890         83      6.2 2.173170e+05                  1.4
## 1834             5.640         95      6.2 2.148660e+05                  8.0
## 1835             3.900         45      6.6 4.448525e+06                  9.0
## 1836             1.500         93     13.7 1.516795e+06                  6.8
## 1837             4.410         83      6.8 1.385330e+05                  6.7
## 1838            11.200          8      8.0 3.391513e+07                  6.0
## 1839             3.240          9      0.9 4.398400e+04                  8.9
## 1840             3.390         77      2.5 2.336913e+07                  9.1
## 1841             4.620         89      0.4 1.291623e+07                  1.4
## 1842             3.470         54      4.8 1.585783e+08                 11.3
## 1843             5.330         94      1.9 2.451214e+06                  7.1
## 1844             5.290         99      0.2 1.254000e+03                  7.2
## 1845             6.350         73      1.5 1.575850e+05                  8.8
## 1846             5.370         83      3.8 6.529520e+05                  7.3
## 1847             2.290         74      3.8 8.766930e+05                  8.1
## 1848             2.950         39      4.1 1.188722e+06                  9.4
## 1849             5.370         89     15.7 1.486317e+06                  7.1
## 1850             3.840         44      7.2 9.511400e+04                  9.0
## 1851             3.280         64      1.2 3.695430e+05                  8.7
## 1852             7.170         91      1.0 1.565217e+06                  9.0
## 1853             5.240         98      0.5 1.747760e+05                  6.1
## 1854             4.400          6      1.6 8.766930e+05                  1.4
## 1855             6.320         85      3.3 8.766930e+05                  6.3
## 1856             6.700         83      5.9 1.555880e+05                  8.0
## 1857             1.320         86      1.6 6.458720e+05                  8.3
## 1858             7.910         97      2.3 1.246842e+06                  6.5
## 1859            11.870          7      1.8 3.948125e+06                  7.4
## 1860             5.210         85      2.6 6.679282e+06                  7.1
## 1861             8.780         82      4.7 2.215621e+06                  9.9
## 1862             4.240         73      0.4 2.174395e+07                  7.5
## 1863             3.120         75      6.0 1.697110e+05                  6.4
## 1864            11.790         96     10.5 2.641660e+05                  6.8
## 1865             3.380         99      0.1 8.744100e+04                  5.7
## 1866             3.730         47      5.8 4.476153e+06                  8.8
## 1867             5.250         95      5.5 2.513390e+05                  7.7
## 1868             6.230         76      9.6 2.493950e+05                  3.7
## 1869             6.420         62      3.3 1.225258e+06                  6.1
## 1870             8.580         96      1.5 9.435800e+04                  7.6
## 1871             3.960         82      4.9 2.524470e+05                  6.0
## 1872            11.670         97     11.2 1.562762e+07                  6.7
## 1873             5.370         75      1.4 9.468200e+04                  7.6
## 1874             6.550         65      1.4 9.467560e+05                  1.9
## 1875             3.690         48      4.7 1.628778e+07                 11.0
## 1876             3.530         74      1.6 1.225258e+06                  1.2
## 1877             5.170         91      0.9 1.681940e+05                  8.8
## 1878             6.240         96      1.8 1.225258e+06                  8.0
## 1879             8.610         91     15.7 1.225258e+06                  5.1
## 1880             3.600         96      0.7 4.474690e+05                  8.8
## 1881             3.380         71      2.5 2.421857e+07                  8.9
## 1882             4.730         63      2.0 1.135170e+05                  8.0
## 1883             3.170         33      3.9 1.228865e+07                  9.2
## 1884             2.870         75      1.2 3.717672e+06                  8.5
## 1885             8.610         69      8.5 5.172935e+07                  6.6
## 1886             2.790         82      3.5 1.225258e+06                  8.0
## 1887            11.980         89      1.3 6.611692e+06                  8.1
## 1888             6.310         93     13.3 1.438665e+07                  6.8
## 1889             9.900         82      6.8 3.593648e+06                  5.9
## 1890             5.755         61      3.9 1.448857e+06                  3.3
## 1891             5.460         86      5.7 1.596154e+06                  7.8
## 1892             4.810         91      1.3 2.512180e+07                  6.9
## 1893             5.230         96      3.4 4.248684e+07                  8.1
## 1894             7.710         97      1.3 1.516710e+05                  6.3
## 1895             5.440         96      0.5 1.788000e+03                  6.0
## 1896             8.240         84      3.7 2.263934e+06                  9.5
## 1897             5.580         76      6.9 2.567666e+06                  3.6
## 1898            11.140         95      9.0 2.899280e+05                  6.4
## 1899             3.620         47      5.1 4.494160e+05                  8.7
## 1900             5.490         94      3.0 4.364663e+07                  8.0
## 1901             6.110         71      0.7 1.773163e+07                  1.3
## 1902             6.140         82      2.9 1.638139e+06                  5.9
## 1903             5.110         84      1.7 6.859482e+06                  7.0
## 1904             8.950         81      1.9 8.811850e+05                  5.6
## 1905             6.690         95      8.8 1.471826e+06                  6.5
## 1906             1.190          8      1.2 4.181563e+06                  7.0
## 1907             3.360          8      1.2 3.832390e+05                  8.3
## 1908             6.120         98      1.4 1.638139e+06                  7.8
## 1909            12.600         96      8.3 1.697350e+05                  6.6
## 1910             3.300         75      2.6 2.596150e+05                  8.8
## 1911             4.340         85      4.6 2.182383e+06                  5.9
## 1912             3.300         42      4.4 1.672973e+08                  1.7
## 1913             4.790         92      0.9 2.573349e+06                  6.7
## 1914             7.580         78      4.6 3.636796e+06                  5.8
## 1915             5.720         92      2.4 1.638139e+06                  6.9
## 1916             3.980         85      3.3 1.638139e+06                  7.9
## 1917             5.770         69      1.2 9.244418e+07                  1.7
## 1918             6.270         95      4.4 2.893150e+05                  7.3
## 1919             4.610         94      0.3 5.139790e+05                  7.1
## 1920             3.000          4      3.6 1.275135e+06                  9.0
## 1921             6.470         66      1.5 1.666700e+04                  8.3
## 1922             7.110         86      0.8 7.238680e+05                  6.9
## 1923             5.330          9      0.8 1.657122e+07                  8.6
## 1924             4.860          8      1.3 9.729160e+05                  7.4
## 1925             2.980         94      0.6 3.252596e+06                  8.7
## 1926             8.790         65      7.6 5.256516e+06                  6.0
## 1927             8.760         95     12.2 1.248158e+06                  4.8
## 1928             5.960         87      5.3 1.638139e+06                  7.7
## 1929             4.310         91      0.4 1.373513e+06                  1.0
## 1930             4.000         24      8.2 1.385930e+05                  8.7
## 1931             7.680         98      0.7 1.788853e+06                  6.1
## 1932             5.390         62      1.9 1.128147e+07                  7.8
## 1933             5.570         87      3.0 4.482685e+07                  7.9
## 1934            11.700         93      9.6 2.117361e+06                  6.1
## 1935             9.760         97      0.2 1.874500e+04                  5.7
## 1936             3.890         74      1.2 1.772723e+06                  9.9
## 1937             4.260         77      2.3 2.599834e+06                  8.6
## 1938             5.810          8      2.4 1.772723e+06                  5.8
## 1939             3.820         23      5.1 4.499653e+06                  8.5
## 1940             4.590         77      1.2 1.445100e+04                  7.2
## 1941             4.150         74      0.4 2.296115e+07                  7.3
## 1942             5.900         67      0.6 1.842637e+07                  1.0
## 1943             3.580         98      0.1 8.994900e+04                  5.7
## 1944             5.120         84      1.5 7.429480e+05                  6.8
## 1945             5.190         72      0.9 9.488772e+07                  1.6
## 1946             3.420         39      3.1 1.313359e+07                  8.8
## 1947             7.470         78      4.0 3.755373e+07                  5.7
## 1948             6.580         69      1.6 1.647782e+07                  8.1
## 1949             5.910         88      0.7 1.772723e+06                  8.4
## 1950             6.490         97      1.6 1.772723e+06                  7.6
## 1951             3.630          8      1.1 3.946170e+05                  8.1
## 1952             5.900         78      5.1 2.643437e+07                  3.6
## 1953             2.620         45      3.6 1.117749e+06                  3.3
## 1954             6.880         95      6.8 1.554560e+05                  6.2
## 1955             5.840         95      2.8 2.128570e+05                  7.0
## 1956             4.290         89      4.0 2.165572e+07                  5.8
## 1957             4.820         98      0.1 1.258653e+06                  7.0
## 1958             4.630          9      0.9 2.634625e+07                  6.6
## 1959             3.730          3      5.7 1.837460e+05                  8.6
## 1960             6.140         87      4.5 1.681495e+06                  7.5
## 1961             1.960         89      6.3 1.657715e+07                  6.5
## 1962             9.140         82      2.1 8.966880e+05                  5.6
## 1963             4.510         92      0.3 1.412320e+05                  9.9
## 1964             7.690         98      0.5 1.165151e+06                  5.9
## 1965             3.700         46      3.9 1.718293e+07                  1.4
## 1966             3.100         94      0.5 3.296367e+06                  8.6
## 1967             5.570         91      2.1 1.772723e+06                  6.8
## 1968             5.755         42      0.8 1.285249e+07                  6.8
## 1969            11.590         92      0.8 6.922790e+05                  7.7
## 1970             4.290         93      0.2 5.216000e+03                  6.9
## 1971             5.820         68      0.5 1.914822e+07                  9.8
## 1972             4.590         78      1.1 1.286712e+06                  7.1
## 1973             8.930         88      2.2 2.379920e+05                  8.6
## 1974             1.620         93      9.4 2.145785e+06                  5.8
## 1975             5.410         95      2.3 2.168573e+06                  6.7
## 1976             4.330          8      1.1 1.875713e+06                  9.7
## 1977             6.440         91      6.3 1.541168e+07                  5.9
## 1978             5.720         76      2.0 1.875713e+06                  5.6
## 1979            11.380         91      5.1 1.768838e+06                  6.5
## 1980             7.530         98      0.4 1.134536e+07                  5.8
## 1981             2.740         39      3.5 1.153971e+06                  3.3
## 1982             5.590         87      3.4 1.725744e+06                  7.3
## 1983             4.200         47      4.5 4.515392e+06                  8.4
## 1984             4.960         91      0.6 1.758598e+07                  8.2
## 1985             7.220         78      3.2 3.883334e+07                  5.7
## 1986             3.560         98      0.8 2.696256e+07                  6.4
## 1987             7.540         95      0.7 9.891790e+05                  7.4
## 1988             4.990         86      4.3 1.562974e+06                  6.3
## 1989             6.980         79      4.1 2.721238e+07                  3.6
## 1990             9.250         98      7.3 1.295970e+05                  4.3
## 1991             5.640         51      0.5 1.185590e+05                  7.5
## 1992             8.350         95      0.2 1.912660e+05                  5.6
## 1993            11.900         83      0.6 7.791620e+05                  7.5
## 1994             4.810         97      0.1 1.269340e+05                  7.0
## 1995             4.660         89      0.3 1.454611e+07                  9.7
## 1996             6.750         87      0.8 7.593850e+05                  6.8
## 1997             1.570         78      2.1 9.121640e+05                  5.6
## 1998             1.400          5      0.9 4.397370e+05                  6.7
## 1999             4.880         77      0.6 9.736677e+07                  1.5
## 2000             3.770         84      0.9 4.639200e+04                  8.0
## 2001             3.670         49      3.9 1.764652e+06                  1.1
## 2002             4.760         95      0.2 5.264370e+05                  6.8
## 2003             3.620         37      2.9 1.356944e+07                  8.7
## 2004             5.150          9      3.0 1.875713e+06                  7.6
## 2005             7.340         96      1.7 1.875713e+06                  7.5
## 2006             5.755         69      0.3 2.423488e+06                  7.1
## 2007             5.755         82      1.0 1.575952e+06                  6.9
## 2008             5.755         97      0.1 9.341900e+04                  5.7
## 2009             5.755         88      4.8 1.757367e+06                  6.4
## 2010             5.755         49      3.7 1.811817e+08                  9.8
## 2011             5.755         87      6.2 1.577745e+07                  5.6
## 2012             5.755         31      3.4 1.188214e+07                  3.3
## 2013             5.755         92      2.1 2.425561e+06                  8.2
## 2014             5.755          8      2.7 1.931750e+05                  6.1
## 2015             5.755         98      0.4 1.162955e+07                  5.7
## 2016             5.755         54      0.5 1.291533e+06                  7.3
## 2017             5.755         93      9.3 2.174645e+06                  5.5
## 2018             5.755         83      1.9 1.746795e+06                  5.5
## 2019             5.755         96      0.2 1.955530e+05                  5.5
## 2020             5.755         89      2.8 4.723626e+07                  7.8
## 2021             5.755         98      1.4 1.746795e+06                  6.7
## 2022             5.755         95      2.2 2.291970e+05                  6.4
## 2023             5.755         94      0.7 1.199270e+05                  7.3
## 2024             5.755         87      3.2 1.775260e+05                  7.1
## 2025             5.755         86      0.5 7.237250e+05                  7.4
## 2026             5.755          8      3.9 2.816910e+05                  3.6
## 2027             5.755         47      4.4 4.546100e+04                  8.2
## 2028             5.755         84      3.5 2.283452e+07                  5.6
## 2029             5.755          9      7.1 1.319110e+05                  4.0
## 2030             5.755         78      3.1 4.144870e+05                  5.6
## 2031             5.755         52      0.9 4.499621e+06                  6.5
## 2032             5.755         42      0.7 1.376391e+07                  6.6
## 2033             5.755         91      0.8 7.774240e+05                  6.7
## 2034             5.755         84      2.1 9.274140e+05                  5.6
## 2035             5.755          9      4.1 1.615870e+05                  6.3
## 2036             5.755         75      3.6 5.511977e+06                  4.4
## 2037             5.755         46      2.8 1.494130e+05                  8.5
## 2038             5.755         64      1.9 2.785935e+06                  8.3
## 2039             5.755         97      0.1 1.262650e+05                  6.9
## 2040             5.755         93      0.2 5.329130e+05                  6.6
## 2041             5.755         73      0.9 4.182341e+06                  7.8
## 2042             5.755         64      1.5 1.746795e+06                  7.7
## 2043             5.755         88      0.7 2.758282e+07                  6.2
## 2044             5.755         95      0.4 3.340006e+06                  8.4
## 2045             4.920         84      0.1 1.641848e+06                  6.8
## 2046             5.770         97      0.1 9.432860e+05                  0.9
## 2047             4.950         85      0.1 6.324121e+06                  5.3
## 2048             5.755          8      0.1 2.356541e+07                  5.6
## 2049             2.180          8      0.1 6.459370e+05                  4.8
## 2050             4.670         76      0.1 8.486000e+03                  3.2
## 2051             2.380         94      0.1 3.275333e+06                  5.4
## 2052             4.240         95      0.1 2.154739e+07                  7.3
## 2053             1.860         83      0.1 3.235366e+06                  4.9
## 2054             6.250         93      0.1 3.695880e+05                  2.1
## 2055             2.510         98      0.1 1.934901e+06                  3.2
## 2056             6.940          8      0.1 4.418300e+04                  3.1
## 2057             3.700         99      0.1 2.344253e+06                  7.2
## 2058             4.140         74      0.1 1.292567e+06                 14.1
## 2059             3.510         97      0.1 7.114420e+05                  6.2
## 2060             4.920         82      0.1 1.676690e+07                  6.7
## 2061             2.480         94      0.1 3.454198e+06                  5.3
## 2062             5.755         78      0.1 2.425165e+07                  5.6
## 2063             3.800         99      0.1 7.302570e+05                  6.2
## 2064             7.610         92      0.1 6.439000e+03                  1.1
## 2065             3.610         99      0.1 1.991674e+06                  3.2
## 2066             9.900         99      0.1 5.193482e+06                  4.0
## 2067             4.490         97      0.1 2.208593e+07                  7.3
## 2068             3.800         99      0.1 2.374653e+06                  7.1
## 2069             4.340         73      0.1 2.183164e+06                 14.0
## 2070             5.160         88      0.1 6.419147e+07                  5.2
## 2071             5.780         97      0.1 9.628200e+04                  0.9
## 2072             5.940         94      0.1 3.565500e+04                  2.1
## 2073             2.560         93      0.1 6.788310e+05                  4.8
## 2074             7.490          9      0.1 6.570000e+02                  1.1
## 2075             3.890         98      0.1 7.483240e+05                  6.2
## 2076             1.500         77      0.1 3.522837e+06                  4.8
## 2077             4.940         84      0.1 1.787910e+05                  6.6
## 2078             3.560         99      0.1 2.047364e+06                  3.2
## 2079             4.280         95      0.1 2.262342e+07                  7.3
## 2080             2.720         94      0.1 3.633655e+06                  5.3
## 2081             5.755         77      0.1 2.493930e+07                  5.5
## 2082             8.720         84      0.1 4.357000e+03                  2.9
## 2083             2.710         96      0.1 7.131860e+05                  4.8
## 2084             4.470         76      0.1 8.171950e+05                  3.1
## 2085             5.400         94      0.1 3.338970e+05                  2.1
## 2086             3.230         99      0.1 2.101506e+06                  3.2
## 2087             9.150         97      0.1 5.396774e+06                  3.9
## 2088             5.120         83      0.1 1.741527e+07                  6.6
## 2089             7.440         93      0.1 6.689700e+04                  1.1
## 2090             3.740         97      0.1 7.782560e+05                  6.1
## 2091             2.650         94      0.1 3.813443e+06                  5.2
## 2092             9.300         74      0.1 3.714640e+05                  4.8
## 2093             6.830         98      0.1 9.935630e+05                  0.9
## 2094             5.340         68      0.1 6.685830e+05                  5.1
## 2095             4.200         95      0.1 2.315085e+07                  7.2
## 2096             4.140         92      0.1 7.485250e+05                  4.8
## 2097             5.560         94      0.1 3.178600e+04                  2.0
## 2098             6.560         77      0.1 8.234100e+04                  3.0
## 2099             8.490         75      0.1 4.310000e+02                  2.9
## 2100             5.000         61      0.1 8.859095e+05                 14.0
## 2101             3.170         99      0.1 2.431600e+06                  7.1
## 2102             2.760         98      0.1 2.153481e+06                  3.2
## 2103             3.580         96      0.1 2.366181e+07                  7.2
## 2104             3.610         96      0.1 7.779430e+05                  4.8
## 2105             5.370         85      0.1 6.778550e+05                  5.1
## 2106             8.530         78      0.1 4.245000e+03                  2.8
## 2107             9.500         95      0.1 5.535595e+06                  3.9
## 2108             6.420         98      0.1 1.141000e+03                  0.9
## 2109             7.920         77      0.1 8.365000e+03                  3.0
## 2110             8.910         75      0.1 3.863267e+06                  4.7
## 2111             5.500         91      0.1 3.612000e+03                  2.0
## 2112             3.370         98      0.1 8.334510e+05                  6.1
## 2113             2.980         99      0.1 2.468855e+06                  7.1
## 2114             2.460         94      0.1 3.993339e+06                  5.2
## 2115             4.110          8      0.1 1.829461e+07                  6.5
## 2116             4.130         65      0.1 2.784260e+05                  5.4
## 2117             5.450          9      0.1 6.793460e+05                  5.0
## 2118             7.860         75      0.1 8.391850e+05                  2.9
## 2119             8.880         95      0.1 5.714111e+06                  3.9
## 2120             8.600         82      0.1 4.190000e+02                  2.8
## 2121             7.440         93      0.1 6.931000e+03                  1.1
## 2122             2.590         99      0.1 2.515192e+06                  7.0
## 2123             5.250          9      0.1 2.981259e+06                  2.0
## 2124             4.580         79      0.1 1.568662e+06                 13.9
## 2125             2.380         99      0.1 2.235403e+06                  3.2
## 2126             3.420         96      0.1 2.439764e+07                  7.2
## 2127             3.160         98      0.1 9.019210e+05                  6.1
## 2128             2.320         94      0.1 4.280993e+06                  5.1
## 2129             6.170         78      0.1 8.484550e+05                  2.9
## 2130             5.810          9      0.1 6.876345e+06                  5.0
## 2131             8.800         98      0.1 5.934232e+06                  3.9
## 2132             2.580         96      0.1 1.015060e+06                  4.9
## 2133             3.000         59      0.1 2.769791e+07                  5.4
## 2134             6.280         97      0.1 1.455900e+04                  0.9
## 2135             8.390         88      0.1 4.136000e+03                  2.7
## 2136             4.820         78      0.1 1.689235e+06                 13.9
## 2137             2.250         99      0.1 2.363409e+06                  3.2
## 2138             4.580         87      0.1 2.958500e+04                  2.0
## 2139             7.380         95      0.1 7.537000e+03                  1.1
## 2140             8.900          8      0.1 4.864660e+05                  4.7
## 2141             4.920         79      0.1 1.597590e+06                 13.8
## 2142             3.690         57      0.1 2.839433e+06                  5.4
## 2143             2.310         94      0.1 1.231893e+06                  4.9
## 2144             6.400         96      0.1 6.959728e+07                  5.0
## 2145             5.100         79      0.1 8.581300e+04                  2.8
## 2146             6.500         97      0.1 1.637120e+05                  0.9
## 2147             2.570         92      0.1 5.872624e+06                  5.1
## 2148             7.370         95      0.1 7.181000e+03                  1.1
## 2149             2.430         99      0.1 2.605700e+06                  7.0
## 2150             2.130         99      0.1 2.506769e+06                  3.2
## 2151             3.800         97      0.1 1.040532e+06                  6.1
## 2152             3.720          8      0.1 1.963286e+06                  6.4
## 2153             4.310         88      0.1 2.933560e+05                  2.0
## 2154             1.930         99      0.1 2.650930e+06                  3.3
## 2155             4.370         81      0.1 8.763400e+04                  2.8
## 2156             1.870         97      0.1 1.444277e+06                  5.0
## 2157             3.170         97      0.1 1.110343e+06                  6.0
## 2158             2.930         92      0.1 6.988685e+06                  5.1
## 2159             6.700         96      0.1 7.443200e+04                  5.0
## 2160             8.990         92      0.1 4.300000e+01                  2.6
## 2161             2.100         99      0.1 2.651028e+06                  6.9
## 2162             2.870         98      0.1 2.743735e+07                  7.2
## 2163             6.890         97      0.1 1.815630e+05                  0.9
## 2164             3.400         79      0.1 2.325443e+06                  6.4
## 2165             7.330         94      0.1 7.388000e+03                  1.1
## 2166             7.420         81      0.1 4.183156e+06                  4.7
## 2167             9.540         98      0.1 6.821116e+06                  3.8
## 2168             7.400         99      0.1 1.987600e+04                  0.9
## 2169             6.800         96      0.1 7.133919e+07                  4.9
## 2170             2.630         99      0.1 1.610274e+06                  5.0
## 2171             7.460         96      0.1 7.485600e+04                  1.2
## 2172             5.850         81      0.1 8.947243e+06                  2.8
## 2173             1.190         88      0.1 3.978000e+03                  2.6
## 2174             5.320         76      0.1 2.856739e+06                 13.8
## 2175             4.550         93      0.1 2.888584e+06                  2.0
## 2176             4.650         78      0.1 2.989465e+07                  5.4
## 2177             4.500         93      0.1 7.992644e+06                  5.1
## 2178             4.900         98      0.1 2.848380e+07                  7.3
## 2179             3.550          8      0.1 2.824893e+06                  6.4
## 2180             3.790         98      0.1 1.179453e+06                  6.0
## 2181             7.230         99      0.1 1.112670e+05                  0.9
## 2182             2.900         97      0.1 1.713504e+06                  5.0
## 2183             8.420         98      0.1 7.182390e+05                  3.8
## 2184             3.490         98      0.1 2.941193e+07                  7.3
## 2185             5.610         97      0.1 7.232691e+07                  4.9
## 2186             1.500         92      0.1 3.926000e+03                  2.6
## 2187             2.760         98      0.1 2.943356e+06                  3.3
## 2188             7.190         81      0.1 4.337141e+06                  4.7
## 2189             3.640         99      0.1 1.213645e+06                  6.0
## 2190             4.560         94      0.1 2.877311e+06                  2.0
## 2191             7.360         95      0.1 7.623600e+04                  1.2
## 2192             2.740         99      0.1 2.881914e+06                  6.9
## 2193             3.930         94      0.1 8.481771e+06                  5.1
## 2194             7.540         99      0.1 1.124835e+06                  0.9
## 2195             3.570         98      0.1 3.015095e+07                  7.4
## 2196             5.290         97      0.1 7.349455e+06                  4.9
## 2197             8.390         98      0.1 7.574943e+06                  3.8
## 2198             7.120         81      0.1 4.588368e+06                  4.7
## 2199             2.490         99      0.1 3.206870e+06                  6.9
## 2200             3.230         72      0.1 2.863993e+06                  6.3
## 2201             3.710         95      0.1 2.875581e+06                  2.0
## 2202             7.390         94      0.1 7.765800e+04                  1.2
## 2203             3.700         95      0.1 8.575205e+06                  5.1
## 2204             3.400         99      0.1 1.212077e+06                  6.1
## 2205             9.380         94      0.1 3.875000e+03                  2.6
## 2206             5.400         69      0.1 3.009703e+06                 13.7
## 2207             3.320         79      0.1 3.172753e+06                  5.3
## 2208             8.000         98      0.1 7.992573e+06                  3.9
## 2209             8.570         92      0.1 3.825000e+03                  2.6
## 2210             6.990         81      0.1 4.916440e+05                  4.8
## 2211             5.730         67      0.1 3.138293e+06                 13.7
## 2212             5.260         69      0.1 3.277657e+07                  5.3
## 2213             4.480         95      0.1 2.881922e+06                  2.0
## 2214             3.860         98      0.1 3.082154e+07                  7.5
## 2215             4.370         99      0.1 1.224939e+06                  6.1
## 2216             2.520         98      0.1 3.535579e+06                  7.0
## 2217             7.440         99      0.1 1.135620e+05                  0.9
## 2218             5.370         89      0.1 9.295784e+06                  2.8
## 2219             2.570         98      0.1 3.394663e+06                  3.4
## 2220             6.630         81      0.1 5.276120e+05                  4.8
## 2221             5.380         98      0.1 7.578733e+07                  4.9
## 2222             7.250         93      0.1 3.776000e+03                  2.7
## 2223             2.560         99      0.1 3.646518e+06                  3.4
## 2224             2.760         98      0.1 3.816680e+06                  7.0
## 2225             4.250         98      0.1 3.148250e+07                  7.6
## 2226             5.540         93      0.1 9.416810e+05                  2.8
## 2227             3.250         41      0.1 1.989141e+06                  6.3
## 2228             7.460         99      0.1 1.143896e+06                  0.9
## 2229             3.490         98      0.1 8.751847e+06                  5.2
## 2230             4.690         99      0.1 1.261673e+06                  6.1
## 2231             4.550         95      0.1 2.893590e+05                  2.1
## 2232             5.920         68      0.1 3.388315e+07                  5.3
## 2233             7.450         98      0.1 8.893600e+04                  3.9
## 2234             7.370         99      0.1 1.152390e+05                  0.9
## 2235             5.410         96      0.1 7.736280e+05                  4.9
## 2236             6.390         81      0.1 5.632790e+05                  4.8
## 2237             7.810         95      0.1 8.215700e+04                  1.2
## 2238             5.640         73      0.1 6.684535e+05                 13.7
## 2239             3.400         95      0.1 3.761584e+06                  3.4
## 2240             4.480         93      0.1 2.962200e+04                  2.1
## 2241             4.980         98      0.1 1.311134e+06                  6.1
## 2242             5.755         99      0.1 9.159320e+05                  4.0
## 2243             5.755         99      0.1 8.916899e+06                  5.3
## 2244             5.755         94      0.1 2.916950e+05                  2.1
## 2245             5.755         97      0.1 7.827147e+07                  4.9
## 2246             5.755         58      0.1 3.611565e+07                  5.3
## 2247             5.755         99      0.1 3.908743e+06                  3.5
## 2248             5.755         98      0.1 3.274985e+07                  7.8
## 2249             5.755         95      0.1 8.381000e+03                  1.2
## 2250             5.755         96      0.1 9.649341e+06                  2.8
## 2251             5.755         99      0.1 2.414573e+06                  5.2
## 2252             5.755         98      0.1 1.362142e+06                  6.2
## 2253             5.755         41      0.1 1.873499e+07                  6.3
## 2254             5.755         94      0.1 3.717100e+04                  2.7
## 2255             5.755         69      0.1 4.050260e+06                 13.6
## 2256             9.910         93      0.1 7.184250e+05                  0.7
## 2257             1.100          9      0.1 8.221158e+06                  1.2
## 2258             7.480         99      0.1 4.363000e+03                  1.0
## 2259             9.770         97      0.1 6.912498e+06                  0.7
## 2260             8.120         95      0.1 1.251250e+05                  0.8
## 2261             1.600         81      0.1 8.115660e+05                  1.7
## 2262             1.150         93      0.1 8.234993e+07                  1.2
## 2263             1.120         84      0.1 8.422930e+05                  1.7
## 2264             7.790         97      0.1 1.646180e+05                  1.1
## 2265             7.400         99      0.1 4.415250e+05                  1.0
## 2266             1.280         93      0.1 7.229854e+06                  0.7
## 2267             8.290         95      0.1 1.286570e+05                  0.8
## 2268             9.890         97      0.1 6.135743e+07                  0.7
## 2269             8.270         99      0.1 4.461750e+05                  1.0
## 2270             1.270         83      0.1 8.819570e+05                  1.7
## 2271             1.610         93      0.1 7.284753e+06                  0.6
## 2272             1.220         97      0.1 6.185267e+06                  0.7
## 2273             1.400         93      0.1 8.248850e+07                  1.2
## 2274             8.340         97      0.1 1.614893e+07                  1.1
## 2275             9.300         95      0.1 1.376133e+06                  0.8
## 2276             8.460         98      0.1 1.622532e+06                  1.1
## 2277             1.430         97      0.1 6.224488e+07                  0.6
## 2278             1.480         84      0.1 8.121423e+06                  1.7
## 2279             9.320         95      0.1 1.421137e+06                  0.8
## 2280             1.530         98      0.1 6.274897e+06                  0.6
## 2281             8.200         99      0.1 4.589500e+04                  1.0
## 2282             8.520         98      0.1 1.628178e+07                  1.0
## 2283             1.370         96      0.1 8.251626e+06                  1.1
## 2284             1.960         93      0.1 7.389625e+06                  0.6
## 2285             1.600         98      0.1 6.317936e+07                  0.6
## 2286             9.240         97      0.1 1.478617e+06                  0.8
## 2287             7.950         99      0.1 4.651580e+05                  1.0
## 2288             1.530         86      0.1 8.227829e+06                  1.7
## 2289             1.860         94      0.1 7.437115e+06                  0.6
## 2290             9.600         96      0.1 1.631987e+07                  1.0
## 2291             1.520         96      0.1 8.246942e+07                  1.1
## 2292             7.750         99      0.1 4.726370e+05                  0.9
## 2293             9.360         96      0.1 1.634611e+06                  1.0
## 2294             1.530         99      0.1 6.362138e+07                  0.6
## 2295             9.170         98      0.1 1.547958e+06                  0.8
## 2296             1.340         96      0.1 8.237645e+07                  1.1
## 2297             1.350         83      0.1 8.268641e+06                  1.7
## 2298             1.390         94      0.1 7.483934e+06                  0.6
## 2299             9.360         97      0.1 1.638170e+07                  1.0
## 2300             1.210         94      0.1 7.551117e+06                  0.5
## 2301             1.400         85      0.1 8.295487e+06                  1.7
## 2302             6.800         99      0.1 4.799930e+05                  0.9
## 2303             9.250         98      0.1 1.625700e+04                  0.8
## 2304             1.180         96      0.1 8.226637e+07                  1.1
## 2305             1.450         98      0.1 6.416229e+06                  0.6
## 2306             1.570         98      0.1 6.437499e+06                  0.6
## 2307             1.290         95      0.1 7.647675e+06                  0.5
## 2308             1.390         96      0.1 8.211970e+05                  1.1
## 2309             7.340         99      0.1 4.886500e+04                  0.9
## 2310             9.570         97      0.1 1.644559e+07                  1.0
## 2311             8.110         99      0.1 4.977830e+05                  0.9
## 2312             1.290         97      0.1 1.653388e+06                  1.0
## 2313             1.390         98      0.1 1.796493e+06                  0.9
## 2314            11.400         96      0.1 8.192370e+05                  1.1
## 2315            11.000         95      0.1 7.743831e+06                  0.5
## 2316            11.280         98      0.1 6.477440e+05                  0.6
## 2317            11.170         86      0.1 8.363440e+05                  1.7
## 2318             1.480         97      0.1 1.661539e+07                  1.0
## 2319            11.200         99      0.1 6.527512e+06                  0.6
## 2320             1.930         95      0.1 8.274983e+06                  1.1
## 2321             1.530         97      0.1 1.669374e+06                  1.0
## 2322             7.340         99      0.1 5.183470e+05                  0.9
## 2323             1.940         89      0.1 8.391643e+06                  1.7
## 2324             1.420         98      0.1 1.147744e+06                  0.9
## 2325            11.330         99      0.1 6.534278e+07                  0.6
## 2326            11.100         97      0.1 1.675496e+07                  1.0
## 2327            11.170         92      0.1 8.429991e+06                  1.8
## 2328            11.590         96      0.1 7.996861e+06                  0.5
## 2329             1.990         95      0.1 8.425823e+06                  1.1
## 2330             1.540         99      0.1 1.112825e+07                  0.9
## 2331            11.440         99      0.1 6.565979e+06                  0.6
## 2332             7.180         99      0.1 5.394600e+04                  0.9
## 2333             1.570         99      0.1 1.118282e+07                  1.0
## 2334            11.160         95      0.1 8.645650e+05                  1.1
## 2335             4.300         99      0.1 3.542500e+04                  3.3
## 2336            11.140         95      0.1 8.479375e+06                  1.8
## 2337            11.400         97      0.1 1.684432e+06                  1.0
## 2338             7.100         99      0.1 5.433600e+04                  0.9
## 2339             1.590         99      0.1 1.129570e+05                  1.0
## 2340            11.300         95      0.1 8.982500e+04                  1.1
## 2341             1.900         96      0.1 1.686580e+05                  1.0
## 2342            11.540         98      0.1 6.633196e+07                  0.6
## 2343             6.940         99      0.1 5.563190e+05                  1.0
## 2344            11.210         98      0.1 8.541575e+06                  1.8
## 2345            11.660         96      0.1 8.188649e+06                  0.4
## 2346             5.755         95      0.1 8.168661e+07                  1.1
## 2347             5.755         98      0.1 6.662468e+06                  0.7
## 2348             5.755         97      0.1 8.282396e+06                  0.4
## 2349             5.755         99      0.1 5.696400e+04                  1.0
## 2350             5.755         99      0.1 1.127420e+07                  1.0
##      thinness.5.9.years Income.composition.of.resources Schooling   region
## 1                   0.3                           0.864      17.2  Oceania
## 2                   0.7                           0.897      20.4  Oceania
## 3                   0.7                           0.899      20.5  Oceania
## 4                   0.3                           0.868      17.4  Oceania
## 5                   0.3                           0.873      17.5  Oceania
## 6                   0.7                           0.902      20.1  Oceania
## 7                   0.7                           0.905      20.6  Oceania
## 8                   0.3                           0.881      18.2  Oceania
## 9                   0.6                           0.908      20.7  Oceania
## 10                  0.3                           0.884      18.4  Oceania
## 11                  0.3                           0.886      18.9  Oceania
## 12                  0.6                           0.910      20.3  Oceania
## 13                  0.3                           0.888      19.1  Oceania
## 14                  0.6                           0.915      20.3  Oceania
## 15                  0.6                           0.918      19.0  Oceania
## 16                  0.6                           0.921      19.1  Oceania
## 17                  0.3                           0.895      19.3  Oceania
## 18                  0.3                           0.899      20.3  Oceania
## 19                  0.6                           0.927      19.8  Oceania
## 20                  0.3                           0.901      19.7  Oceania
## 21                  0.3                           0.904      19.5  Oceania
## 22                  0.6                           0.930      20.1  Oceania
## 23                  0.3                           0.908      19.3  Oceania
## 24                  0.6                           0.933      20.3  Oceania
## 25                  0.3                           0.910      19.2  Oceania
## 26                  0.3                           0.913      19.2  Oceania
## 27                  0.6                           0.937      20.4  Oceania
## 28                  3.6                           0.586      11.4     Asia
## 29                  3.6                           0.000       0.0     Asia
## 30                  2.7                           0.676      12.1     Asia
## 31                  4.1                           0.529       9.6     Asia
## 32                  2.7                           0.685      12.3     Asia
## 33                  4.1                           0.535       9.7     Asia
## 34                  3.5                           0.000      10.2     Asia
## 35                  3.3                           0.594      10.7     Asia
## 36                  3.3                           0.600      11.0     Asia
## 37                  3.5                           0.000      10.2     Asia
## 38                  4.0                           0.543       9.8     Asia
## 39                  3.3                           0.607      11.3     Asia
## 40                  3.5                           0.602      12.2     Asia
## 41                  2.6                           0.714      13.1     Asia
## 42                  3.4                           0.000      10.3     Asia
## 43                  3.4                           0.609      12.5     Asia
## 44                  3.9                           0.563      10.5     Asia
## 45                  3.4                           0.000      10.3     Asia
## 46                  2.6                           0.725      13.5     Asia
## 47                  3.9                           0.572      10.6     Asia
## 48                  3.4                           0.613      12.5     Asia
## 49                  3.2                           0.626      11.8     Asia
## 50                  3.9                           0.579      10.7     Asia
## 51                  2.5                           0.747      14.3     Asia
## 52                  3.3                           0.000      10.4     Asia
## 53                  3.3                           0.000      10.4     Asia
## 54                  3.4                           0.618      12.6     Asia
## 55                  2.5                           0.754      14.7     Asia
## 56                  3.1                           0.631      11.8     Asia
## 57                  3.8                           0.586      10.9     Asia
## 58                  3.1                           0.644      11.9     Asia
## 59                  2.5                           0.758      14.6     Asia
## 60                  3.4                           0.624      12.6     Asia
## 61                  3.8                           0.592      10.8     Asia
## 62                  3.3                           0.000      10.5     Asia
## 63                  2.5                           0.758      14.6     Asia
## 64                  3.4                           0.629      12.4     Asia
## 65                  3.3                           0.000      10.5     Asia
## 66                  3.8                           0.601      11.1     Asia
## 67                  3.1                           0.657      11.9     Asia
## 68                  3.3                           0.000      10.6     Asia
## 69                  3.7                           0.608      11.1     Asia
## 70                  3.3                           0.632      12.1     Asia
## 71                  3.1                           0.664      12.0     Asia
## 72                  3.3                           0.665      10.6     Asia
## 73                  2.5                           0.766      14.4     Asia
## 74                  3.3                           0.638      12.3     Asia
## 75                  3.3                           0.672      10.7     Asia
## 76                  2.5                           0.774      14.7     Asia
## 77                  3.7                           0.613      11.1     Asia
## 78                  3.1                           0.673      12.0     Asia
## 79                  3.3                           0.647      12.5     Asia
## 80                  3.3                           0.678      10.7     Asia
## 81                  3.1                           0.681      12.0     Asia
## 82                  2.5                           0.782      15.0     Asia
## 83                  3.1                           0.690      12.1     Asia
## 84                  3.7                           0.622      11.3     Asia
## 85                  2.5                           0.789      15.0     Asia
## 86                  3.3                           0.683      10.8     Asia
## 87                  3.4                           0.656      12.8     Asia
## 88                  3.1                           0.697      12.1     Asia
## 89                  5.1                           0.583       9.5     Asia
## 90                  1.1                           0.677      12.3     Asia
## 91                  1.4                           0.852      14.5     Asia
## 92                  2.6                           0.588       9.4     Asia
## 93                  5.0                           0.592       9.6     Asia
## 94                  1.4                           0.856      14.6     Asia
## 95                  1.1                           0.677      12.3     Asia
## 96                  1.1                           0.677      12.3     Asia
## 97                  2.5                           0.599      10.1     Asia
## 98                  1.4                           0.860      14.7     Asia
## 99                  2.5                           0.609      10.5     Asia
## 100                 4.7                           0.610       9.9     Asia
## 101                 5.8                           0.677      12.3     Asia
## 102                 1.0                           0.677      12.3     Asia
## 103                 5.7                           0.677      12.3     Asia
## 104                 1.4                           0.866      14.8     Asia
## 105                 2.4                           0.621      11.2     Asia
## 106                 1.0                           0.677      12.3     Asia
## 107                 2.4                           0.637      11.8     Asia
## 108                 1.5                           0.870      14.9     Asia
## 109                 5.7                           0.677      12.3     Asia
## 110                 1.5                           0.873      14.9     Asia
## 111                 2.4                           0.649      12.7     Asia
## 112                 1.0                           0.677      12.3     Asia
## 113                 4.3                           0.646      11.0     Asia
## 114                 5.6                           0.677      12.3     Asia
## 115                 5.5                           0.677      12.3     Asia
## 116                 2.4                           0.661      13.0     Asia
## 117                 1.0                           0.677      12.3     Asia
## 118                 1.0                           0.677      12.3     Asia
## 119                 1.5                           0.880      15.0     Asia
## 120                 4.0                           0.672      11.9     Asia
## 121                 5.4                           0.677      12.3     Asia
## 122                 2.3                           0.673      13.4     Asia
## 123                 1.6                           0.881      15.0     Asia
## 124                 5.3                           0.677      12.3     Asia
## 125                 2.3                           0.686      13.8     Asia
## 126                 1.6                           0.879      15.1     Asia
## 127                 1.0                           0.677      12.3     Asia
## 128                 2.3                           0.693      14.3     Asia
## 129                 5.2                           0.677      12.3     Asia
## 130                 3.6                           0.691      12.5     Asia
## 131                 1.0                           0.677      12.3     Asia
## 132                 1.6                           0.884      15.1     Asia
## 133                 3.5                           0.700      12.8     Asia
## 134                 2.3                           0.701      14.6     Asia
## 135                 1.0                           0.677      12.3     Asia
## 136                 5.1                           0.677      12.3     Asia
## 137                 1.7                           0.889      15.3     Asia
## 138                 3.3                           0.703      12.4     Asia
## 139                 2.3                           0.712      14.7     Asia
## 140                 1.7                           0.894      15.3     Asia
## 141                 1.0                           0.677      12.3     Asia
## 142                 5.0                           0.677      12.3     Asia
## 143                 1.7                           0.899      15.3     Asia
## 144                 1.0                           0.677      12.3     Asia
## 145                 2.3                           0.729      14.8     Asia
## 146                 3.0                           0.723      13.1     Asia
## 147                 4.9                           0.677      12.3     Asia
## 148                 2.9                           0.734      13.5     Asia
## 149                 2.3                           0.733      14.8     Asia
## 150                 1.0                           0.677      12.3     Asia
## 151                 1.8                           0.902      15.3     Asia
## 152                 2.3                           0.677      12.3   Europe
## 153                 2.8                           0.777      14.6   Europe
## 154                 2.3                           0.761      13.9   Europe
## 155                 3.0                           0.709      12.1   Europe
## 156                 3.7                           0.677      12.3   Europe
## 157                 3.1                           0.669      13.3   Europe
## 158                 1.7                           0.761      13.0   Europe
## 159                 2.8                           0.675      13.1   Europe
## 160                 2.5                           0.709      12.9   Europe
## 161                 4.3                           0.703      11.5   Europe
## 162                 3.0                           0.720      12.5   Europe
## 163                 4.2                           0.708      11.7   Europe
## 164                 3.6                           0.677      12.3   Europe
## 165                 2.7                           0.681      13.3   Europe
## 166                 2.3                           0.677      12.3   Europe
## 167                 3.0                           0.673      13.2   Europe
## 168                 2.5                           0.713      12.9   Europe
## 169                 2.7                           0.784      14.7   Europe
## 170                 2.2                           0.769      14.2   Europe
## 171                 1.6                           0.763      13.3   Europe
## 172                 3.6                           0.677      12.3   Europe
## 173                 1.6                           0.763      13.3   Europe
## 174                 2.3                           0.677      12.3   Europe
## 175                 3.0                           0.683      13.9   Europe
## 176                 2.7                           0.687      13.6   Europe
## 177                 2.6                           0.790      15.0   Europe
## 178                 4.1                           0.714      12.0   Europe
## 179                 2.6                           0.695      13.9   Europe
## 180                 2.9                           0.691      14.3   Europe
## 181                 2.2                           0.677      12.3   Europe
## 182                 2.1                           0.784      14.9   Europe
## 183                 1.6                           0.771      13.6   Europe
## 184                 4.0                           0.722      12.5   Europe
## 185                 2.4                           0.729      12.9   Europe
## 186                 2.8                           0.733      13.2   Europe
## 187                 3.5                           0.677      12.3   Europe
## 188                 2.6                           0.796      15.3   Europe
## 189                 2.5                           0.703      14.1   Europe
## 190                 2.3                           0.738      13.3   Europe
## 191                 2.8                           0.741      13.6   Europe
## 192                 2.1                           0.793      15.3   Europe
## 193                 1.5                           0.776      13.8   Europe
## 194                 3.4                           0.677      12.3   Europe
## 195                 3.9                           0.733      12.9   Europe
## 196                 2.8                           0.700      14.6   Europe
## 197                 2.5                           0.800      15.5   Europe
## 198                 2.1                           0.677      12.3   Europe
## 199                 1.5                           0.784      14.0   Europe
## 200                 2.3                           0.745      13.5   Europe
## 201                 2.5                           0.797      14.8   Europe
## 202                 2.0                           0.795      15.0   Europe
## 203                 2.8                           0.707      14.5   Europe
## 204                 2.7                           0.748      13.7   Europe
## 205                 3.8                           0.745      13.4   Europe
## 206                 2.0                           0.802      15.2   Europe
## 207                 2.4                           0.723      14.6   Europe
## 208                 3.3                           0.677      12.3   Europe
## 209                 1.5                           0.793      14.3   Europe
## 210                 2.4                           0.803      15.0   Europe
## 211                 2.7                           0.716      14.7   Europe
## 212                 2.1                           0.677      12.3   Europe
## 213                 2.7                           0.754      13.8   Europe
## 214                 2.2                           0.750      13.5   Europe
## 215                 3.2                           0.677      12.3   Europe
## 216                 2.1                           0.677      12.3   Europe
## 217                 2.2                           0.755      13.5   Europe
## 218                 3.6                           0.766      14.1   Europe
## 219                 2.4                           0.808      15.0   Europe
## 220                 2.3                           0.739      14.9   Europe
## 221                 1.4                           0.802      14.5   Europe
## 222                 2.6                           0.761      13.8   Europe
## 223                 2.7                           0.723      14.8   Europe
## 224                 2.1                           0.761      13.8   Europe
## 225                 2.3                           0.755      15.1   Europe
## 226                 1.9                           0.812      15.3   Europe
## 227                 1.4                           0.813      14.8   Europe
## 228                 3.5                           0.780      14.7   Europe
## 229                 2.3                           0.813      15.0   Europe
## 230                 2.5                           0.769      13.9   Europe
## 231                 1.8                           0.816      15.3   Europe
## 232                 2.3                           0.818      15.1   Europe
## 233                 2.1                           0.768      13.8   Europe
## 234                 2.0                           0.677      12.3   Europe
## 235                 1.4                           0.820      14.9   Europe
## 236                 3.1                           0.677      12.3   Europe
## 237                 2.6                           0.734      14.9   Europe
## 238                 2.5                           0.776      14.0   Europe
## 239                 2.5                           0.728      14.9   Europe
## 240                 2.2                           0.780      15.5   Europe
## 241                 1.8                           0.817      15.3   Europe
## 242                 1.3                           0.822      15.0   Europe
## 243                 3.2                           0.797      15.8   Europe
## 244                 3.0                           0.677      12.3   Europe
## 245                 2.0                           0.770      13.9   Europe
## 246                 2.5                           0.773      13.7   Europe
## 247                 3.1                           0.798      15.7   Europe
## 248                 1.3                           0.829      15.0   Europe
## 249                 2.2                           0.829      15.4   Europe
## 250                 2.5                           0.734      14.9   Europe
## 251                 2.1                           0.787      15.5   Europe
## 252                 3.0                           0.677      12.3   Europe
## 253                 1.9                           0.677      12.3   Europe
## 254                 1.7                           0.821      15.4   Europe
## 255                 2.1                           0.793      15.6   Europe
## 256                 1.3                           0.835      15.0   Europe
## 257                 1.9                           0.677      12.3   Europe
## 258                 2.4                           0.739      15.1   Europe
## 259                 2.9                           0.677      12.3   Europe
## 260                 1.7                           0.823      15.4   Europe
## 261                 1.9                           0.677      12.3   Europe
## 262                 2.9                           0.677      12.3   Europe
## 263                 2.3                           0.799      14.6   Europe
## 264                 2.4                           0.744      15.2   Europe
## 265                 2.0                           0.796      15.7   Europe
## 266                 1.9                           0.781      14.4   Europe
## 267                 2.1                           0.838      15.4   Europe
## 268                 2.9                           0.794      14.7   Europe
## 269                 2.3                           0.803      14.9   Europe
## 270                 2.8                           0.797      14.7   Europe
## 271                 2.1                           0.850      16.4   Europe
## 272                 1.9                           0.787      14.8   Europe
## 273                 1.6                           0.834      15.8   Europe
## 274                 2.8                           0.677      12.3   Europe
## 275                 2.4                           0.746      15.2   Europe
## 276                 1.6                           0.834      15.6   Europe
## 277                 1.8                           0.677      12.3   Europe
## 278                 1.2                           0.842      15.0   Europe
## 279                 2.8                           0.677      12.3   Europe
## 280                 2.3                           0.805      15.0   Europe
## 281                 2.0                           0.852      16.4   Europe
## 282                 2.7                           0.798      14.7   Europe
## 283                 2.0                           0.798      15.6   Europe
## 284                 2.0                           0.607      11.3 Americas
## 285                 4.8                           0.439       7.8 Americas
## 286                 3.4                           0.679      12.1 Americas
## 287                 2.3                           0.650      11.3 Americas
## 288                 3.7                           0.668      11.7 Americas
## 289                 3.6                           0.000      11.1 Americas
## 290                 2.4                           0.625      11.6 Americas
## 291                 4.2                           0.741      14.0 Americas
## 292                 1.9                           0.682      11.4 Americas
## 293                 2.1                           0.562      10.1 Americas
## 294                 7.2                           0.709      11.7 Americas
## 295                 4.5                           0.000      12.8 Americas
## 296                 3.6                           0.000       0.0 Americas
## 297                 1.7                           0.670      10.6 Americas
## 298                 2.7                           0.551       9.8 Americas
## 299                 4.2                           0.000      14.1 Americas
## 300                 1.4                           0.674      13.5 Americas
## 301                 1.1                           0.755      13.5 Americas
## 302                 1.6                           0.539       8.2 Americas
## 303                 3.4                           0.677      14.1 Americas
## 304                 1.4                           0.600      13.3 Americas
## 305                 1.5                           0.668      12.4 Americas
## 306                 2.3                           0.716      12.1 Americas
## 307                 4.2                           0.750      14.0 Americas
## 308                 1.7                           0.742      14.2 Americas
## 309                 2.4                           0.624      11.8 Americas
## 310                 1.1                           0.771      15.6 Americas
## 311                 3.5                           0.000       0.0 Americas
## 312                 3.7                           0.677      11.8 Americas
## 313                 2.0                           0.615      11.6 Americas
## 314                 4.7                           0.443       7.9 Americas
## 315                 5.7                           0.606      10.9 Americas
## 316                 1.5                           0.546       8.5 Americas
## 317                 1.8                           0.680      10.9 Americas
## 318                 2.3                           0.653      11.4 Americas
## 319                 1.9                           0.700      11.6 Americas
## 320                 3.9                           0.673      12.8 Americas
## 321                 1.0                           0.761      13.7 Americas
## 322                 7.1                           0.715      11.8 Americas
## 323                 2.2                           0.708      11.7 Americas
## 324                 4.2                           0.000      14.3 Americas
## 325                 2.1                           0.570      10.4 Americas
## 326                 1.7                           0.672      10.4 Americas
## 327                 1.4                           0.677      13.4 Americas
## 328                 4.5                           0.684      12.6 Americas
## 329                 3.6                           0.656      12.3 Americas
## 330                 2.7                           0.557       9.9 Americas
## 331                 1.8                           0.690      11.7 Americas
## 332                 3.6                           0.678      11.9 Americas
## 333                 5.7                           0.609      11.0 Americas
## 334                 1.9                           0.621      11.8 Americas
## 335                 4.1                           0.749      14.0 Americas
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## 337                 2.2                           0.725      12.6 Americas
## 338                 1.0                           0.768      13.9 Americas
## 339                 1.0                           0.776      16.3 Americas
## 340                 1.8                           0.703      11.6 Americas
## 341                 3.5                           0.000      11.0 Americas
## 342                 1.7                           0.746      14.7 Americas
## 343                 2.2                           0.712      11.9 Americas
## 344                 2.3                           0.656      11.5 Americas
## 345                 3.3                           0.692      14.6 Americas
## 346                 3.8                           0.677      12.9 Americas
## 347                 4.1                           0.000      14.4 Americas
## 348                 2.1                           0.577      10.7 Americas
## 349                 4.5                           0.681      12.5 Americas
## 350                 4.7                           0.444       8.0 Americas
## 351                 2.6                           0.561      10.1 Americas
## 352                 1.4                           0.686      13.9 Americas
## 353                 1.4                           0.675      12.5 Americas
## 354                 1.7                           0.684      11.0 Americas
## 355                 1.3                           0.610      14.0 Americas
## 356                 4.1                           0.000      14.6 Americas
## 357                 3.3                           0.694      12.9 Americas
## 358                 2.1                           0.715      12.1 Americas
## 359                 1.8                           0.694      11.9 Americas
## 360                 3.6                           0.684      12.2 Americas
## 361                 2.2                           0.728      12.8 Americas
## 362                 5.6                           0.611      11.1 Americas
## 363                 1.4                           0.560       9.0 Americas
## 364                 2.5                           0.566      10.3 Americas
## 365                 4.1                           0.753      14.2 Americas
## 366                 1.8                           0.708      11.9 Americas
## 367                 1.4                           0.679      12.6 Americas
## 368                 1.0                           0.775      14.0 Americas
## 369                 1.0                           0.770      16.4 Americas
## 370                 2.5                           0.783      12.2 Americas
## 371                 1.3                           0.686      13.3 Americas
## 372                 3.5                           0.000      10.9 Americas
## 373                 2.0                           0.583      11.0 Americas
## 374                 3.5                           0.000       0.0 Americas
## 375                 2.2                           0.659      11.6 Americas
## 376                 1.6                           0.688      11.6 Americas
## 377                 3.5                           0.665      12.4 Americas
## 378                 3.8                           0.682      13.0 Americas
## 379                 6.8                           0.736      12.2 Americas
## 380                 1.8                           0.689      11.1 Americas
## 381                 1.0                           0.781      14.3 Americas
## 382                 5.6                           0.613      11.2 Americas
## 383                 2.0                           0.587      11.0 Americas
## 384                 3.2                           0.695      14.0 Americas
## 385                 4.0                           0.757      14.4 Americas
## 386                 2.5                           0.571      10.4 Americas
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## 388                 3.4                           0.000       0.0 Americas
## 389                 1.2                           0.620      14.6 Americas
## 390                 1.8                           0.714      12.1 Americas
## 391                 3.5                           0.691      12.5 Americas
## 392                 3.5                           0.000      11.1 Americas
## 393                 1.4                           0.564       9.3 Americas
## 394                 4.0                           0.000      14.8 Americas
## 395                 1.6                           0.750      15.5 Americas
## 396                 3.5                           0.666      12.5 Americas
## 397                 3.7                           0.689      13.2 Americas
## 398                 2.0                           0.719      12.2 Americas
## 399                 4.5                           0.450       8.1 Americas
## 400                 1.9                           0.592      11.0 Americas
## 401                 1.3                           0.688      12.8 Americas
## 402                 2.4                           0.577      10.6 Americas
## 403                 1.8                           0.644      12.7 Americas
## 404                 2.5                           0.786      12.4 Americas
## 405                 2.0                           0.723      12.4 Americas
## 406                 1.7                           0.719      12.2 Americas
## 407                 3.4                           0.668      12.6 Americas
## 408                 1.6                           0.700      11.8 Americas
## 409                 6.7                           0.745      12.3 Americas
## 410                 1.2                           0.622      14.4 Americas
## 411                 4.4                           0.689      12.2 Americas
## 412                 1.4                           0.567       9.6 Americas
## 413                 1.3                           0.692      13.0 Americas
## 414                 3.1                           0.694      13.8 Americas
## 415                 4.0                           0.761      14.6 Americas
## 416                 1.7                           0.706      12.4 Americas
## 417                 4.4                           0.452       8.2 Americas
## 418                 1.0                           0.780      16.3 Americas
## 419                 5.5                           0.619      11.4 Americas
## 420                 2.2                           0.646      12.3 Americas
## 421                 3.7                           0.692      13.3 Americas
## 422                 2.1                           0.658      11.1 Americas
## 423                 1.6                           0.753      15.5 Americas
## 424                 1.6                           0.756      15.2 Americas
## 425                 4.3                           0.455       8.3 Americas
## 426                 2.4                           0.583      10.8 Americas
## 427                 2.0                           0.744      12.9 Americas
## 428                 3.4                           0.677      12.6 Americas
## 429                 1.9                           0.597      11.0 Americas
## 430                 6.6                           0.751      12.3 Americas
## 431                 2.5                           0.788      12.4 Americas
## 432                 1.2                           0.625      14.3 Americas
## 433                 1.7                           0.709      12.5 Americas
## 434                 4.4                           0.694      12.4 Americas
## 435                 1.2                           0.693      13.0 Americas
## 436                 3.9                           0.766      14.8 Americas
## 437                 3.1                           0.698      13.8 Americas
## 438                 3.9                           0.000      15.1 Americas
## 439                 5.5                           0.622      11.7 Americas
## 440                 1.7                           0.723      12.2 Americas
## 441                 3.2                           0.732      14.7 Americas
## 442                 0.9                           0.782      16.1 Americas
## 443                 1.9                           0.727      12.6 Americas
## 444                 3.4                           0.773      14.7 Americas
## 445                 2.2                           0.648      12.1 Americas
## 446                 1.4                           0.570       9.8 Americas
## 447                 3.5                           0.692      12.3 Americas
## 448                 2.1                           0.669      11.5 Americas
## 449                 1.6                           0.714      12.4 Americas
## 450                 0.9                           0.796      14.9 Americas
## 451                 0.9                           0.788      16.3 Americas
## 452                 0.9                           0.797      14.8 Americas
## 453                 1.9                           0.734      12.8 Americas
## 454                 3.4                           0.685      12.7 Americas
## 455                 3.0                           0.700      13.5 Americas
## 456                 4.4                           0.707      12.8 Americas
## 457                 3.4                           0.684      11.7 Americas
## 458                 1.2                           0.626      14.1 Americas
## 459                 2.0                           0.743      12.9 Americas
## 460                 3.2                           0.754      16.0 Americas
## 461                 1.7                           0.657      12.9 Americas
## 462                 2.3                           0.590      10.9 Americas
## 463                 2.5                           0.790      12.5 Americas
## 464                 3.5                           0.700      12.8 Americas
## 465                 2.1                           0.649      12.0 Americas
## 466                 1.7                           0.714      12.5 Americas
## 467                 5.5                           0.620      11.2 Americas
## 468                 2.1                           0.675      11.9 Americas
## 469                 3.3                           0.781      14.5 Americas
## 470                 1.7                           0.731      12.3 Americas
## 471                 4.2                           0.458       8.4 Americas
## 472                 1.9                           0.601      11.0 Americas
## 473                 1.3                           0.578      10.1 Americas
## 474                 1.5                           0.728      12.9 Americas
## 475                 1.1                           0.632      14.0 Americas
## 476                 2.0                           0.683      12.2 Americas
## 477                 3.3                           0.786      14.4 Americas
## 478                 3.6                           0.704      13.3 Americas
## 479                 1.5                           0.770      15.7 Americas
## 480                 1.6                           0.735      12.3 Americas
## 481                 0.9                           0.804      15.2 Americas
## 482                 1.2                           0.700      13.2 Americas
## 483                 0.9                           0.792      16.3 Americas
## 484                 1.7                           0.659      13.4 Americas
## 485                 4.4                           0.710      12.6 Americas
## 486                 1.2                           0.698      13.0 Americas
## 487                 1.8                           0.607      11.1 Americas
## 488                 3.2                           0.771      17.1 Americas
## 489                 2.1                           0.654      11.9 Americas
## 490                 1.8                           0.740      12.9 Americas
## 491                 3.4                           0.699      12.8 Americas
## 492                 3.9                           0.000      15.4 Americas
## 493                 3.9                           0.775      15.3 Americas
## 494                 3.0                           0.704      13.3 Americas
## 495                 3.3                           0.692      12.8 Americas
## 496                 1.3                           0.589      10.4 Americas
## 497                 3.4                           0.691      11.9 Americas
## 498                 2.5                           0.791      12.6 Americas
## 499                 2.3                           0.597      11.1 Americas
## 500                 4.2                           0.462       8.4 Americas
## 501                 1.7                           0.718      12.6 Americas
## 502                 1.5                           0.745      13.4 Americas
## 503                 1.2                           0.702      13.1 Americas
## 504                 4.1                           0.466       8.5 Americas
## 505                 3.3                           0.788      14.2 Americas
## 506                 1.2                           0.706      13.3 Americas
## 507                 1.9                           0.755      12.8 Americas
## 508                 1.1                           0.636      13.8 Americas
## 509                 2.2                           0.603      11.3 Americas
## 510                 4.4                           0.717      12.7 Americas
## 511                 3.3                           0.695      12.9 Americas
## 512                 1.3                           0.596      10.4 Americas
## 513                 3.4                           0.696      12.1 Americas
## 514                 1.6                           0.738      12.5 Americas
## 515                 1.8                           0.747      13.1 Americas
## 516                 1.5                           0.754      14.0 Americas
## 517                 3.8                           0.000      15.6 Americas
## 518                 1.8                           0.613      11.3 Americas
## 519                 2.5                           0.791      12.6 Americas
## 520                 1.5                           0.774      15.5 Americas
## 521                 3.5                           0.709      13.3 Americas
## 522                 1.6                           0.662      12.8 Americas
## 523                 5.4                           0.618      10.5 Americas
## 524                 2.0                           0.663      12.1 Americas
## 525                 0.9                           0.794      16.5 Americas
## 526                 1.7                           0.721      12.7 Americas
## 527                 3.2                           0.782      17.7 Americas
## 528                 3.4                           0.700      12.7 Americas
## 529                 1.2                           0.703      13.1 Americas
## 530                 1.3                           0.602      10.5 Americas
## 531                 1.6                           0.739      12.5 Americas
## 532                 1.1                           0.708      13.3 Americas
## 533                 1.5                           0.754      14.0 Americas
## 534                 0.9                           0.815      15.2 Americas
## 535                 1.7                           0.721      12.7 Americas
## 536                 4.0                           0.470       8.6 Americas
## 537                 3.2                           0.784      17.6 Americas
## 538                 4.3                           0.724      12.8 Americas
## 539                 1.8                           0.614      11.4 Americas
## 540                 1.6                           0.662      12.9 Americas
## 541                 3.3                           0.783      14.1 Americas
## 542                 1.8                           0.749      13.3 Americas
## 543                 1.5                           0.777      15.6 Americas
## 544                 1.9                           0.756      12.8 Americas
## 545                 3.4                           0.700      12.3 Americas
## 546                 3.3                           0.697      12.9 Americas
## 547                 2.5                           0.788      12.6 Americas
## 548                 3.8                           0.781      15.8 Americas
## 549                 3.5                           0.711      13.3 Americas
## 550                 2.0                           0.664      12.4 Americas
## 551                 1.1                           0.643      13.8 Americas
## 552                 3.4                           0.700      12.4 Americas
## 553                 3.8                           0.000      15.8 Americas
## 554                 2.9                           0.716      13.8 Americas
## 555                 6.2                           0.774      12.6 Americas
## 556                 1.6                           0.745      12.6 Americas
## 557                 1.5                           0.756      14.1 Americas
## 558                 3.8                           0.780      15.5 Americas
## 559                 1.9                           0.758      12.9 Americas
## 560                 4.3                           0.733      12.9 Americas
## 561                 3.3                           0.782      14.1 Americas
## 562                 1.1                           0.721      13.4 Americas
## 563                 0.8                           0.820      15.4 Americas
## 564                 2.5                           0.788      12.6 Americas
## 565                 1.7                           0.752      13.4 Americas
## 566                 3.5                           0.712      13.3 Americas
## 567                 2.0                           0.675      12.3 Americas
## 568                 5.3                           0.624      10.3 Americas
## 569                 0.9                           0.816      17.1 Americas
## 570                 2.8                           0.724      14.0 Americas
## 571                 3.2                           0.703      13.0 Americas
## 572                 1.8                           0.620      11.5 Americas
## 573                 1.7                           0.722      12.8 Americas
## 574                 3.4                           0.704      12.5 Americas
## 575                 2.2                           0.611      11.7 Americas
## 576                 1.5                           0.780      15.5 Americas
## 577                 2.0                           0.700      13.0 Americas
## 578                 1.1                           0.649      13.8 Americas
## 579                 1.6                           0.666      13.0 Americas
## 580                 4.0                           0.470       8.7 Americas
## 581                 1.1                           0.655      13.8 Americas
## 582                 1.5                           0.784      15.5 Americas
## 583                 1.9                           0.707      13.2 Americas
## 584                 1.6                           0.670      13.2 Americas
## 585                 2.0                           0.679      12.3 Americas
## 586                 1.2                           0.717      13.3 Americas
## 587                 2.5                           0.789      12.6 Americas
## 588                 1.5                           0.767      14.1 Americas
## 589                 1.5                           0.748      12.7 Americas
## 590                 4.3                           0.735      13.0 Americas
## 591                 1.2                           0.616      10.6 Americas
## 592                 6.1                           0.772      12.6 Americas
## 593                 3.2                           0.778      15.7 Americas
## 594                 3.4                           0.708      12.7 Americas
## 595                 2.8                           0.730      14.2 Americas
## 596                 5.3                           0.630      10.6 Americas
## 597                 2.1                           0.614      11.6 Americas
## 598                 0.9                           0.822      17.2 Americas
## 599                 1.9                           0.765      12.8 Americas
## 600                 1.7                           0.625      11.5 Americas
## 601                 3.4                           0.702      12.5 Americas
## 602                 3.9                           0.477       8.9 Americas
## 603                 1.7                           0.762      13.7 Americas
## 604                 6.0                           0.773      12.7 Americas
## 605                 1.1                           0.731      13.4 Americas
## 606                 3.3                           0.781      13.9 Americas
## 607                 3.9                           0.483       9.1 Americas
## 608                 3.4                           0.717      13.3 Americas
## 609                 1.6                           0.675      13.2 Americas
## 610                 3.6                           0.749      13.4 Americas
## 611                 1.5                           0.770      14.2 Americas
## 612                 4.3                           0.734      13.1 Americas
## 613                 0.8                           0.831      15.6 Americas
## 614                 3.8                           0.746      15.8 Americas
## 615                 1.1                           0.661      13.8 Americas
## 616                 1.5                           0.753      12.9 Americas
## 617                 3.2                           0.709      13.2 Americas
## 618                 2.7                           0.734      14.2 Americas
## 619                 1.9                           0.679      12.3 Americas
## 620                 1.1                           0.725      13.4 Americas
## 621                 3.8                           0.792      15.3 Americas
## 622                 2.6                           0.721      12.7 Americas
## 623                 0.9                           0.823      17.3 Americas
## 624                 5.3                           0.633      10.3 Americas
## 625                 3.3                           0.773      14.7 Americas
## 626                 2.1                           0.614      11.6 Americas
## 627                 2.5                           0.790      12.6 Americas
## 628                 3.4                           0.706      12.9 Americas
## 629                 1.7                           0.630      11.5 Americas
## 630                 1.7                           0.727      12.8 Americas
## 631                 1.2                           0.611      10.7 Americas
## 632                 3.5                           0.719      12.7 Americas
## 633                 1.9                           0.688      12.3 Americas
## 634                 1.4                           0.791      15.5 Americas
## 635                 3.3                           0.782      13.9 Americas
## 636                 4.3                           0.723      13.1 Americas
## 637                 1.1                           0.666      13.8 Americas
## 638                 6.0                           0.778      12.7 Americas
## 639                 1.1                           0.735      13.4 Americas
## 640                 2.7                           0.747      15.2 Americas
## 641                 1.5                           0.771      14.2 Americas
## 642                 5.3                           0.636      10.3 Americas
## 643                 3.4                           0.720      13.3 Americas
## 644                 3.8                           0.749      15.8 Americas
## 645                 2.1                           0.618      11.4 Americas
## 646                 3.3                           0.772      14.0 Americas
## 647                 2.5                           0.789      12.6 Americas
## 648                 3.2                           0.712      13.2 Americas
## 649                 1.6                           0.676      13.2 Americas
## 650                 1.2                           0.614      10.7 Americas
## 651                 3.4                           0.705      12.8 Americas
## 652                 1.1                           0.737      14.0 Americas
## 653                 1.8                           0.780      13.0 Americas
## 654                 3.7                           0.793      15.3 Americas
## 655                 1.7                           0.727      12.8 Americas
## 656                 3.5                           0.722      12.7 Americas
## 657                 0.8                           0.841      16.2 Americas
## 658                 1.5                           0.754      13.1 Americas
## 659                 1.1                           0.737      13.4 Americas
## 660                 1.8                           0.785      13.0 Americas
## 661                 3.8                           0.751      15.8 Americas
## 662                 2.6                           0.754      15.2 Americas
## 663                 3.9                           0.490       9.1 Americas
## 664                 3.4                           0.706      12.8 Americas
## 665                 3.2                           0.718      13.2 Americas
## 666                 3.4                           0.720      13.3 Americas
## 667                 3.3                           0.773      13.9 Americas
## 668                 1.5                           0.758      13.3 Americas
## 669                 1.9                           0.724      13.6 Americas
## 670                 1.9                           0.692      12.3 Americas
## 671                 5.3                           0.638      10.3 Americas
## 672                 1.7                           0.642      11.7 Americas
## 673                 3.3                           0.784      13.9 Americas
## 674                 1.7                           0.729      12.8 Americas
## 675                 1.4                           0.794      15.5 Americas
## 676                 0.8                           0.845      16.3 Americas
## 677                 1.5                           0.678      13.2 Americas
## 678                 3.5                           0.723      12.7 Americas
## 679                 1.5                           0.769      14.3 Americas
## 680                 1.2                           0.637      10.7 Americas
## 681                 3.7                           0.794      15.3 Americas
## 682                 1.1                           0.671      13.8 Americas
## 683                 1.1                           0.739      14.0 Americas
## 684                 0.9                           0.826      17.3 Americas
## 685                 4.3                           0.735      13.1 Americas
## 686                 1.7                           0.000       9.6  Oceania
## 687                 1.4                           0.455       7.2  Oceania
## 688                 1.5                           0.418       6.2  Oceania
## 689                 1.5                           0.422       6.6  Oceania
## 690                 1.6                           0.000      10.1  Oceania
## 691                 1.4                           0.442       6.6  Oceania
## 692                 1.6                           0.000      10.2  Oceania
## 693                 1.4                           0.446       7.3  Oceania
## 694                 3.9                           0.687      13.3  Oceania
## 695                 1.4                           0.433       7.2  Oceania
## 696                 1.3                           0.453       8.0  Oceania
## 697                 1.6                           0.000      10.4  Oceania
## 698                 3.9                           0.689      13.3  Oceania
## 699                 1.4                           0.439       7.6  Oceania
## 700                 3.9                           0.691      13.4  Oceania
## 701                 1.3                           0.459       8.1  Oceania
## 702                 1.4                           0.446       7.9  Oceania
## 703                 1.5                           0.000      10.6  Oceania
## 704                 3.8                           0.699      13.9  Oceania
## 705                 1.3                           0.465       8.3  Oceania
## 706                 3.8                           0.695      14.0  Oceania
## 707                 1.5                           0.572      10.6  Oceania
## 708                 1.3                           0.470       8.4  Oceania
## 709                 1.5                           0.579      10.7  Oceania
## 710                 1.3                           0.461       8.6  Oceania
## 711                 3.8                           0.698      14.2  Oceania
## 712                 3.7                           0.700      14.3  Oceania
## 713                 1.5                           0.582      10.7  Oceania
## 714                 1.2                           0.489       9.2  Oceania
## 715                 1.3                           0.469       8.9  Oceania
## 716                 3.7                           0.704      14.5  Oceania
## 717                 1.5                           0.589      10.7  Oceania
## 718                 1.3                           0.477       9.2  Oceania
## 719                 1.2                           0.494       9.3  Oceania
## 720                 3.7                           0.706      14.6  Oceania
## 721                 1.3                           0.485       9.6  Oceania
## 722                 1.2                           0.492       9.3  Oceania
## 723                 3.7                           0.709      14.7  Oceania
## 724                 1.4                           0.591      10.8  Oceania
## 725                 1.3                           0.494       9.9  Oceania
## 726                 1.2                           0.497       9.4  Oceania
## 727                 3.7                           0.714      14.9  Oceania
## 728                 1.3                           0.501       9.9  Oceania
## 729                 1.2                           0.505       9.4  Oceania
## 730                 1.4                           0.592      10.8  Oceania
## 731                 1.4                           0.591      10.8  Oceania
## 732                 1.3                           0.506      10.0  Oceania
## 733                 1.2                           0.509       9.5  Oceania
## 734                 3.7                           0.719      15.0  Oceania
## 735                 3.7                           0.727      15.2  Oceania
## 736                 1.3                           0.511      10.0  Oceania
## 737                 1.2                           0.512       9.6  Oceania
## 738                 1.3                           0.515      10.0  Oceania
## 739                 1.4                           0.598      10.8  Oceania
## 740                 1.2                           0.514       9.6  Oceania
## 741                 0.2                           0.000      10.0  Oceania
## 742                 0.3                           0.000       0.0  Oceania
## 743                 0.2                           0.000      10.4  Oceania
## 744                 0.2                           0.604      10.1  Oceania
## 745                 0.2                           0.000      11.7  Oceania
## 746                 0.2                           0.608      10.2  Oceania
## 747                 0.2                           0.000      11.6  Oceania
## 748                 0.2                           0.612      10.4  Oceania
## 749                 0.2                           0.000      12.4  Oceania
## 750                 0.2                           0.616      10.5  Oceania
## 751                 0.2                           0.617      10.7  Oceania
## 752                 0.2                           0.000      12.2  Oceania
## 753                 0.1                           0.576      12.1  Oceania
## 754                 0.2                           0.622      10.9  Oceania
## 755                 0.1                           0.574      11.8  Oceania
## 756                 0.1                           0.572      11.6  Oceania
## 757                 0.2                           0.628      11.2  Oceania
## 758                 0.1                           0.576      11.9  Oceania
## 759                 0.1                           0.584      11.9  Oceania
## 760                 0.1                           0.585      11.9  Oceania
## 761                 0.2                           0.640      11.7  Oceania
## 762                 0.1                           0.589      11.9  Oceania
## 763                 0.2                           0.641      11.7  Oceania
## 764                 0.1                           0.779      14.2  Oceania
## 765                 0.1                           0.677       9.6  Oceania
## 766                 0.1                           0.597      11.9  Oceania
## 767                 0.2                           0.639      11.7  Oceania
## 768                 0.2                           0.637      11.7  Oceania
## 769                 0.1                           0.586      11.9  Oceania
## 770                 5.5                           0.727      15.5   Africa
## 771                 6.5                           0.646      12.8   Africa
## 772                 6.4                           0.636      10.7   Africa
## 773                 6.4                           0.654      13.1   Africa
## 774                 5.5                           0.732      15.7   Africa
## 775                 6.5                           0.530       8.5   Africa
## 776                 3.3                           0.399       5.6   Africa
## 777                 3.3                           0.403       5.6   Africa
## 778                 6.4                           0.662      13.3   Africa
## 779                 5.4                           0.736      15.8   Africa
## 780                 3.4                           0.617      11.2   Africa
## 781                 6.5                           0.540       8.8   Africa
## 782                 6.4                           0.551       9.3   Africa
## 783                 5.4                           0.740      16.0   Africa
## 784                 6.3                           0.667      13.5   Africa
## 785                 6.1                           0.663      11.5   Africa
## 786                 3.3                           0.409       5.6   Africa
## 787                 3.3                           0.621      11.3   Africa
## 788                 5.4                           0.747      15.9   Africa
## 789                 3.3                           0.415       5.7   Africa
## 790                 6.1                           0.673      11.7   Africa
## 791                 6.4                           0.561       9.6   Africa
## 792                 3.2                           0.623      11.2   Africa
## 793                 3.3                           0.423       6.1   Africa
## 794                 5.4                           0.748      15.7   Africa
## 795                 6.3                           0.569       9.8   Africa
## 796                 3.2                           0.629      11.4   Africa
## 797                 3.3                           0.430       6.2   Africa
## 798                 3.1                           0.636      11.5   Africa
## 799                 6.0                           0.686      12.3   Africa
## 800                 3.3                           0.440       6.4   Africa
## 801                 3.1                           0.644      11.7   Africa
## 802                 5.4                           0.756      15.1   Africa
## 803                 5.9                           0.690      12.3   Africa
## 804                 6.3                           0.581      10.0   Africa
## 805                 5.4                           0.757      14.8   Africa
## 806                 5.9                           0.697      12.6   Africa
## 807                 6.3                           0.589      10.3   Africa
## 808                 3.0                           0.651      11.9   Africa
## 809                 3.3                           0.456       6.8   Africa
## 810                 6.3                           0.706      14.4   Africa
## 811                 5.9                           0.705      13.1   Africa
## 812                 3.0                           0.659      12.0   Africa
## 813                 6.2                           0.596      10.5   Africa
## 814                 5.4                           0.757      14.6   Africa
## 815                 6.3                           0.710      14.4   Africa
## 816                 5.8                           0.714      13.6   Africa
## 817                 6.2                           0.603      10.7   Africa
## 818                 2.9                           0.665      12.2   Africa
## 819                 3.3                           0.461       7.0   Africa
## 820                 5.4                           0.755      14.3   Africa
## 821                 6.2                           0.612      11.2   Africa
## 822                 2.9                           0.671      12.4   Africa
## 823                 5.8                           0.724      14.0   Africa
## 824                 6.2                           0.623      11.6   Africa
## 825                 2.8                           0.673      12.4   Africa
## 826                 5.4                           0.706      13.7   Africa
## 827                 6.3                           0.717      14.6   Africa
## 828                 6.2                           0.634      12.1   Africa
## 829                 5.5                           0.735      13.4   Africa
## 830                 5.8                           0.737      14.4   Africa
## 831                 2.8                           0.681      12.8   Africa
## 832                 6.3                           0.720      14.7   Africa
## 833                 3.3                           0.478       7.0   Africa
## 834                 5.5                           0.730      13.4   Africa
## 835                 3.3                           0.485       7.2   Africa
## 836                 5.8                           0.741      14.4   Africa
## 837                 6.4                           0.722      14.7   Africa
## 838                 2.8                           0.686      13.1   Africa
## 839                 3.3                           0.488       7.2   Africa
## 840                 6.4                           0.723      14.6   Africa
## 841                 5.8                           0.743      14.4   Africa
## 842                 5.5                           0.719      13.4   Africa
## 843                 6.2                           0.645      12.1   Africa
## 844                 0.7                           0.677      12.3 Americas
## 845                 0.5                           0.864      15.9 Americas
## 846                 0.6                           0.677      12.3 Americas
## 847                 0.4                           0.867      15.8 Americas
## 848                 0.6                           0.677      12.3 Americas
## 849                 0.4                           0.877      15.8 Americas
## 850                 0.4                           0.881      15.8 Americas
## 851                 0.6                           0.677      12.3 Americas
## 852                 0.4                           0.886      15.8 Americas
## 853                 0.6                           0.677      12.3 Americas
## 854                 0.4                           0.894      15.8 Americas
## 855                 0.6                           0.677      12.3 Americas
## 856                 0.4                           0.897      15.8 Americas
## 857                 0.6                           0.677      12.3 Americas
## 858                 0.4                           0.898      15.9 Americas
## 859                 0.6                           0.677      12.3 Americas
## 860                 0.6                           0.677      12.3 Americas
## 861                 0.5                           0.907      15.9 Americas
## 862                 0.5                           0.909      15.9 Americas
## 863                 0.5                           0.912      15.9 Americas
## 864                 0.5                           0.919      16.3 Americas
## 865                 0.6                           0.677      12.3 Americas
## 866                 2.5                           0.764      14.4   Europe
## 867                 0.3                           0.848      16.2   Europe
## 868                 0.7                           0.911      17.1   Europe
## 869                 0.9                           0.847      17.3   Europe
## 870                 0.9                           0.847      16.8   Europe
## 871                 3.4                           0.745      14.0   Europe
## 872                 1.0                           0.860      16.5   Europe
## 873                 2.8                           0.716      13.7   Europe
## 874                 0.5                           0.677      12.3   Europe
## 875                 1.3                           0.873      15.9   Europe
## 876                 0.7                           0.917      17.5   Europe
## 877                 0.8                           0.856      17.7   Europe
## 878                 2.8                           0.728      14.2   Europe
## 879                 0.5                           0.677      12.3   Europe
## 880                 1.3                           0.877      15.9   Europe
## 881                 2.5                           0.781      15.0   Europe
## 882                 0.9                           0.854      17.1   Europe
## 883                 0.3                           0.857      16.4   Europe
## 884                 0.8                           0.863      18.0   Europe
## 885                 0.7                           0.916      17.1   Europe
## 886                 0.9                           0.859      17.2   Europe
## 887                 2.4                           0.791      15.4   Europe
## 888                 2.7                           0.746      14.8   Europe
## 889                 1.0                           0.875      16.6   Europe
## 890                 1.3                           0.880      15.9   Europe
## 891                 0.8                           0.866      18.1   Europe
## 892                 2.3                           0.798      15.6   Europe
## 893                 1.0                           0.882      16.3   Europe
## 894                 0.7                           0.918      17.1   Europe
## 895                 0.5                           0.677      12.3   Europe
## 896                 2.6                           0.761      15.2   Europe
## 897                 0.2                           0.870      16.8   Europe
## 898                 0.9                           0.866      17.6   Europe
## 899                 3.1                           0.792      16.3   Europe
## 900                 0.8                           0.869      18.3   Europe
## 901                 2.6                           0.776      15.5   Europe
## 902                 0.9                           0.873      18.3   Europe
## 903                 0.2                           0.880      17.1   Europe
## 904                 1.3                           0.888      16.0   Europe
## 905                 1.0                           0.893      16.5   Europe
## 906                 0.7                           0.924      17.5   Europe
## 907                 2.5                           0.791      15.9   Europe
## 908                 0.9                           0.879      17.9   Europe
## 909                 1.0                           0.897      16.6   Europe
## 910                 0.2                           0.889      17.5   Europe
## 911                 0.5                           0.677      12.3   Europe
## 912                 0.8                           0.864      17.1   Europe
## 913                 3.1                           0.798      16.2   Europe
## 914                 2.5                           0.807      16.2   Europe
## 915                 0.5                           0.677      12.3   Europe
## 916                 0.9                           0.884      18.1   Europe
## 917                 1.3                           0.892      15.9   Europe
## 918                 0.9                           0.902      16.9   Europe
## 919                 0.2                           0.896      17.6   Europe
## 920                 3.0                           0.807      16.4   Europe
## 921                 0.7                           0.931      17.5   Europe
## 922                 0.8                           0.869      17.2   Europe
## 923                 1.3                           0.895      15.8   Europe
## 924                 0.9                           0.887      18.2   Europe
## 925                 0.9                           0.904      16.7   Europe
## 926                 2.4                           0.814      16.2   Europe
## 927                 0.7                           0.934      17.6   Europe
## 928                 0.5                           0.677      12.3   Europe
## 929                 3.0                           0.812      16.4   Europe
## 930                 0.9                           0.892      18.2   Europe
## 931                 0.2                           0.908      17.9   Europe
## 932                 1.3                           0.897      15.7   Europe
## 933                 0.5                           0.677      12.3   Europe
## 934                 0.9                           0.906      16.8   Europe
## 935                 2.9                           0.820      16.5   Europe
## 936                 2.1                           0.835      16.1   Europe
## 937                 0.5                           0.677      12.3   Europe
## 938                 0.2                           0.909      17.9   Europe
## 939                 0.9                           0.906      16.8   Europe
## 940                 0.9                           0.894      18.4   Europe
## 941                 2.3                           0.821      16.4   Europe
## 942                 0.8                           0.878      17.0   Europe
## 943                 0.7                           0.936      17.4   Europe
## 944                 2.0                           0.836      16.1   Europe
## 945                 0.2                           0.907      18.2   Europe
## 946                 0.9                           0.906      16.8   Europe
## 947                 0.5                           0.677      12.3   Europe
## 948                 1.3                           0.895      15.8   Europe
## 949                 0.8                           0.874      16.8   Europe
## 950                 0.7                           0.936      17.4   Europe
## 951                 2.0                           0.833      16.2   Europe
## 952                 0.9                           0.894      18.4   Europe
## 953                 2.3                           0.815      16.0   Europe
## 954                 2.8                           0.824      16.8   Europe
## 955                 2.8                           0.826      16.7   Europe
## 956                 0.8                           0.878      16.9   Europe
## 957                 2.0                           0.838      16.4   Europe
## 958                 0.5                           0.677      12.3   Europe
## 959                 1.3                           0.901      16.0   Europe
## 960                 2.3                           0.810      15.8   Europe
## 961                 0.9                           0.894      18.6   Europe
## 962                 0.5                           0.677      12.3   Europe
## 963                 0.9                           0.901      18.7   Europe
## 964                 0.8                           0.884      17.0   Europe
## 965                 1.3                           0.903      15.8   Europe
## 966                 2.7                           0.830      16.5   Europe
## 967                 2.2                           0.812      15.5   Europe
## 968                 0.7                           0.941      17.6   Europe
## 969                 0.9                           0.922      18.4   Europe
## 970                 0.8                           0.887      17.0   Europe
## 971                 1.9                           0.856      16.5   Europe
## 972                 2.7                           0.834      16.4   Europe
## 973                 2.2                           0.814      15.4   Europe
## 974                 0.9                           0.907      19.0   Europe
## 975                 0.7                           0.942      17.5   Europe
## 976                 0.5                           0.677      12.3   Europe
## 977                 1.3                           0.904      15.8   Europe
## 978                 0.2                           0.902      18.6   Europe
## 979                 0.7                           0.945      17.7   Europe
## 980                 0.9                           0.926      19.2   Europe
## 981                 2.7                           0.841      16.5   Europe
## 982                 1.3                           0.906      15.8   Europe
## 983                 0.8                           0.890      17.0   Europe
## 984                 1.9                           0.860      16.5   Europe
## 985                 2.2                           0.822      16.0   Europe
## 986                 2.6                           0.846      16.5   Europe
## 987                 2.1                           0.828      16.0   Europe
## 988                 1.9                           0.863      16.5   Europe
## 989                 0.8                           0.893      17.0   Europe
## 990                 0.6                           0.677      12.3   Europe
## 991                 0.7                           0.948      17.7   Europe
## 992                 0.9                           0.923      19.2   Europe
## 993                 1.4                           0.909      15.9   Europe
## 994                 0.1                           0.676      13.7  Oceania
## 995                 0.2                           0.640      12.1  Oceania
## 996                 0.2                           0.645      12.0  Oceania
## 997                 0.1                           0.674      13.2  Oceania
## 998                 0.1                           0.679      13.5  Oceania
## 999                 0.1                           0.683      13.7  Oceania
## 1000                0.2                           0.659      12.3  Oceania
## 1001                0.1                           0.693      14.6  Oceania
## 1002                0.2                           0.665      12.4  Oceania
## 1003                0.1                           0.694      14.6  Oceania
## 1004                0.2                           0.671      12.6  Oceania
## 1005                0.1                           0.695      14.6  Oceania
## 1006                0.2                           0.677      12.7  Oceania
## 1007                0.1                           0.698      14.5  Oceania
## 1008                0.2                           0.688      12.9  Oceania
## 1009                0.1                           0.698      14.5  Oceania
## 1010                0.2                           0.690      12.9  Oceania
## 1011                0.1                           0.707      14.4  Oceania
## 1012                0.1                           0.693      12.9  Oceania
## 1013                0.1                           0.712      14.4  Oceania
## 1014                0.1                           0.717      14.4  Oceania
## 1015                0.1                           0.698      12.9  Oceania
## 1016                0.1                           0.677      12.3  Oceania
## 1017                0.1                           0.677      12.3  Oceania
## 1018                0.1                           0.701      12.9  Oceania
## 1019                0.1                           0.716      14.3  Oceania
## 1020                0.1                           0.718      14.3  Oceania
## 1021                0.1                           0.702      12.9  Oceania
## 1022                6.3                           0.818      13.4     Asia
## 1023               12.2                           0.000       0.0     Asia
## 1024               13.7                           0.417       7.5     Asia
## 1025                9.7                           0.640      10.9     Asia
## 1026                1.5                           0.459       8.0     Asia
## 1027                9.6                           0.715      11.6     Asia
## 1028               11.2                           0.597      10.7     Asia
## 1029               11.9                           0.401       7.2     Asia
## 1030                9.6                           0.618      11.4     Asia
## 1031               16.4                           0.569      10.4     Asia
## 1032                2.0                           0.810      12.5     Asia
## 1033                1.5                           0.463       8.0     Asia
## 1034               13.7                           0.427       7.6     Asia
## 1035               12.2                           0.470       9.8     Asia
## 1036                9.4                           0.725      11.9     Asia
## 1037               11.8                           0.412       7.6     Asia
## 1038                6.2                           0.819      13.4     Asia
## 1039               16.4                           0.576      10.6     Asia
## 1040                9.6                           0.649      11.2     Asia
## 1041                2.0                           0.820      12.7     Asia
## 1042               13.7                           0.435       7.6     Asia
## 1043               16.3                           0.584      10.7     Asia
## 1044                9.7                           0.625      11.4     Asia
## 1045                1.4                           0.468       8.0     Asia
## 1046                2.0                           0.818      12.6     Asia
## 1047               12.1                           0.475       9.8     Asia
## 1048               11.8                           0.427       8.2     Asia
## 1049                6.1                           0.820      13.3     Asia
## 1050               12.1                           0.485       9.8     Asia
## 1051               16.2                           0.592      10.9     Asia
## 1052                2.0                           0.819      12.7     Asia
## 1053               13.6                           0.445       7.7     Asia
## 1054               11.0                           0.613      10.8     Asia
## 1055               11.7                           0.445       9.3     Asia
## 1056                9.1                           0.724      12.1     Asia
## 1057                6.1                           0.823      13.4     Asia
## 1058                9.3                           0.666      11.8     Asia
## 1059                1.3                           0.477       8.3     Asia
## 1060                9.2                           0.674      11.9     Asia
## 1061                2.0                           0.820      12.7     Asia
## 1062               16.1                           0.601      11.0     Asia
## 1063                8.9                           0.731      12.7     Asia
## 1064                6.0                           0.828      13.7     Asia
## 1065                1.2                           0.485       8.6     Asia
## 1066                9.7                           0.636      11.6     Asia
## 1067               11.7                           0.458       9.7     Asia
## 1068                1.1                           0.494       8.7     Asia
## 1069               16.0                           0.609      11.1     Asia
## 1070                5.9                           0.834      14.1     Asia
## 1071               11.9                           0.492      10.6     Asia
## 1072                9.1                           0.682      12.0     Asia
## 1073                2.0                           0.821      12.6     Asia
## 1074                8.8                           0.734      12.9     Asia
## 1075                9.7                           0.642      11.6     Asia
## 1076                1.9                           0.629      11.1     Asia
## 1077               11.6                           0.470      10.0     Asia
## 1078               11.9                           0.511      11.0     Asia
## 1079                2.0                           0.839      13.9     Asia
## 1080               15.9                           0.618      11.3     Asia
## 1081                9.7                           0.646      11.5     Asia
## 1082               13.5                           0.474       8.0     Asia
## 1083                9.9                           0.503       9.0     Asia
## 1084                5.8                           0.837      14.3     Asia
## 1085                8.6                           0.732      12.7     Asia
## 1086                1.8                           0.632      10.9     Asia
## 1087               11.6                           0.483      10.1     Asia
## 1088                5.7                           0.840      14.3     Asia
## 1089                8.8                           0.687      12.3     Asia
## 1090                2.0                           0.873      14.1     Asia
## 1091               15.8                           0.625      11.4     Asia
## 1092               11.8                           0.541      11.3     Asia
## 1093               13.5                           0.484       8.1     Asia
## 1094                1.7                           0.638      11.0     Asia
## 1095               11.5                           0.495      10.3     Asia
## 1096                8.6                           0.700      12.9     Asia
## 1097                5.6                           0.840      14.2     Asia
## 1098                8.3                           0.747      12.5     Asia
## 1099                2.1                           0.880      14.2     Asia
## 1100               11.7                           0.566      11.7     Asia
## 1101               13.4                           0.493       8.2     Asia
## 1102                9.7                           0.518       9.2     Asia
## 1103                9.7                           0.655      11.5     Asia
## 1104               15.7                           0.633      11.6     Asia
## 1105                1.7                           0.641      11.7     Asia
## 1106                9.6                           0.525       9.4     Asia
## 1107               11.4                           0.520      10.5     Asia
## 1108                5.5                           0.841      14.1     Asia
## 1109               11.6                           0.599      12.1     Asia
## 1110                8.5                           0.706      13.0     Asia
## 1111               13.4                           0.504       8.5     Asia
## 1112                1.6                           0.645      11.7     Asia
## 1113                9.7                           0.661      11.7     Asia
## 1114                9.5                           0.535       9.6     Asia
## 1115                1.5                           0.656      12.1     Asia
## 1116               11.3                           0.519      10.6     Asia
## 1117                5.4                           0.845      14.2     Asia
## 1118               13.3                           0.515       8.8     Asia
## 1119                2.1                           0.889      14.5     Asia
## 1120               15.4                           0.647      11.9     Asia
## 1121                9.7                           0.662      11.4     Asia
## 1122               15.2                           0.655      12.0     Asia
## 1123                1.5                           0.662      12.3     Asia
## 1124               11.4                           0.607      12.5     Asia
## 1125                8.2                           0.720      13.3     Asia
## 1126                5.4                           0.846      14.1     Asia
## 1127                9.4                           0.542       9.9     Asia
## 1128               13.3                           0.526       9.1     Asia
## 1129                7.8                           0.774      13.0     Asia
## 1130                9.7                           0.669      11.5     Asia
## 1131                7.7                           0.776      12.9     Asia
## 1132               11.3                           0.618      12.5     Asia
## 1133               15.0                           0.662      12.2     Asia
## 1134                9.2                           0.554      10.2     Asia
## 1135                5.3                           0.852      14.4     Asia
## 1136               11.2                           0.540      10.7     Asia
## 1137                9.7                           0.666      11.6     Asia
## 1138               13.2                           0.533       9.1     Asia
## 1139                2.1                           0.917      15.4     Asia
## 1140                5.2                           0.860      14.9     Asia
## 1141                9.1                           0.563      10.4     Asia
## 1142               11.2                           0.620      12.5     Asia
## 1143               11.1                           0.546      10.8     Asia
## 1144                2.2                           0.920      15.4     Asia
## 1145               14.9                           0.668      12.3     Asia
## 1146                1.3                           0.677      12.9     Asia
## 1147                9.7                           0.671      11.7     Asia
## 1148                7.9                           0.733      13.6     Asia
## 1149               11.0                           0.553      10.9     Asia
## 1150                7.4                           0.783      13.0     Asia
## 1151               13.1                           0.547       9.1     Asia
## 1152                5.2                           0.863      15.0     Asia
## 1153                2.2                           0.922      15.4     Asia
## 1154                1.2                           0.682      12.9     Asia
## 1155               11.1                           0.612      12.5     Asia
## 1156               14.7                           0.675      12.5     Asia
## 1157                9.0                           0.573      10.6     Asia
## 1158                9.7                           0.676      11.7     Asia
## 1159                7.8                           0.737      13.6     Asia
## 1160                8.9                           0.582      10.8     Asia
## 1161                2.2                           0.924      15.4     Asia
## 1162                5.1                           0.864      14.9     Asia
## 1163                1.2                           0.686      12.9     Asia
## 1164                7.7                           0.738      13.6     Asia
## 1165                9.7                           0.679      11.7     Asia
## 1166                1.9                           0.558      10.9     Asia
## 1167               14.5                           0.678      12.6     Asia
## 1168               11.1                           0.603      12.5     Asia
## 1169               19.9                           0.000       7.3     Asia
## 1170                7.9                           0.660      11.6     Asia
## 1171               14.8                           0.577      11.3     Asia
## 1172               28.6                           0.489       8.3     Asia
## 1173               21.5                           0.459       7.3     Asia
## 1174               22.6                           0.445       5.3     Asia
## 1175               15.5                           0.677      12.4     Asia
## 1176                2.5                           0.338       5.5     Asia
## 1177                7.8                           0.666      11.6     Asia
## 1178               15.6                           0.686      12.5     Asia
## 1179                2.4                           0.340       5.9     Asia
## 1180               19.6                           0.000       7.6     Asia
## 1181               14.8                           0.587      11.8     Asia
## 1182               19.0                           0.446       9.0     Asia
## 1183               21.3                           0.468       7.5     Asia
## 1184               15.6                           0.699      12.6     Asia
## 1185               19.4                           0.000       8.0     Asia
## 1186                7.7                           0.674      11.9     Asia
## 1187               14.7                           0.597      12.0     Asia
## 1188               28.4                           0.499       8.4     Asia
## 1189               22.2                           0.457       5.5     Asia
## 1190                2.2                           0.341       6.2     Asia
## 1191                7.7                           0.679      11.8     Asia
## 1192               22.0                           0.465       5.6     Asia
## 1193               19.9                           0.373       6.5     Asia
## 1194               15.5                           0.697      12.7     Asia
## 1195               14.7                           0.601      11.8     Asia
## 1196               19.1                           0.000       8.4     Asia
## 1197               28.3                           0.505       8.6     Asia
## 1198                2.9                           0.484       7.9     Asia
## 1199                2.7                           0.491       8.1     Asia
## 1200               19.7                           0.381       6.8     Asia
## 1201               28.2                           0.518       9.2     Asia
## 1202                7.7                           0.686      11.8     Asia
## 1203               14.6                           0.617      12.2     Asia
## 1204               15.5                           0.705      12.8     Asia
## 1205               18.8                           0.000       8.8     Asia
## 1206                2.5                           0.499       8.2     Asia
## 1207               19.5                           0.396       7.9     Asia
## 1208               18.2                           0.469       9.4     Asia
## 1209                7.7                           0.687      11.4     Asia
## 1210               14.5                           0.625      12.1     Asia
## 1211               15.5                           0.712      12.9     Asia
## 1212               18.3                           0.000       9.6     Asia
## 1213                2.3                           0.506       8.4     Asia
## 1214               18.0                           0.476       9.6     Asia
## 1215               21.5                           0.501       6.5     Asia
## 1216               15.5                           0.718      13.1     Asia
## 1217               19.3                           0.405       8.1     Asia
## 1218               28.0                           0.536       9.7     Asia
## 1219               15.5                           0.725      13.2     Asia
## 1220                7.8                           0.704      11.8     Asia
## 1221               18.1                           0.000      10.1     Asia
## 1222               19.1                           0.415       8.4     Asia
## 1223                2.1                           0.513       8.6     Asia
## 1224               28.0                           0.546       9.9     Asia
## 1225               21.3                           0.505       6.7     Asia
## 1226               14.4                           0.632      11.9     Asia
## 1227               15.4                           0.731      13.3     Asia
## 1228               19.9                           0.520       8.6     Asia
## 1229               27.9                           0.556      10.2     Asia
## 1230                7.8                           0.716      12.1     Asia
## 1231               21.1                           0.513       7.3     Asia
## 1232               18.9                           0.433       8.7     Asia
## 1233               14.3                           0.641      11.8     Asia
## 1234                7.9                           0.728      12.8     Asia
## 1235               15.4                           0.735      13.4     Asia
## 1236                2.9                           0.514       7.3     Asia
## 1237               18.7                           0.434       8.9     Asia
## 1238               17.3                           0.000      11.4     Asia
## 1239               15.3                           0.739      13.5     Asia
## 1240               18.4                           0.448       9.2     Asia
## 1241               17.2                           0.515      11.1     Asia
## 1242                8.0                           0.735      12.9     Asia
## 1243               27.8                           0.569      10.4     Asia
## 1244               14.1                           0.653      11.6     Asia
## 1245               15.3                           0.746      13.6     Asia
## 1246               16.9                           0.529      12.0     Asia
## 1247               17.0                           0.572      11.9     Asia
## 1248                2.4                           0.525       7.5     Asia
## 1249               18.2                           0.454       9.5     Asia
## 1250               27.7                           0.580      10.8     Asia
## 1251               14.0                           0.663      11.8     Asia
## 1252               19.2                           0.545       9.4     Asia
## 1253               13.9                           0.675      12.1     Asia
## 1254               15.2                           0.752      13.7     Asia
## 1255               18.0                           0.463       9.8     Asia
## 1256               16.7                           0.581      12.3     Asia
## 1257                8.2                           0.755      13.6     Asia
## 1258               16.7                           0.538      12.3     Asia
## 1259               19.0                           0.557       9.9     Asia
## 1260                2.2                           0.529       7.6     Asia
## 1261               27.6                           0.590      11.3     Asia
## 1262               15.1                           0.757      13.8     Asia
## 1263               16.5                           0.589      12.6     Asia
## 1264               17.7                           0.470       9.9     Asia
## 1265               13.8                           0.683      12.4     Asia
## 1266                2.0                           0.538       7.7     Asia
## 1267               18.8                           0.565      10.0     Asia
## 1268               15.0                           0.760      14.0     Asia
## 1269               16.2                           0.596      12.5     Asia
## 1270               19.8                           0.542       7.8     Asia
## 1271                8.4                           0.770      14.9     Asia
## 1272               18.6                           0.570      10.0     Asia
## 1273               27.4                           0.607      11.6     Asia
## 1274               16.3                           0.551      12.4     Asia
## 1275               17.3                           0.479      10.1     Asia
## 1276               19.6                           0.548       8.1     Asia
## 1277               15.0                           0.764      14.0     Asia
## 1278               13.6                           0.701      12.7     Asia
## 1279                8.6                           0.774      14.8     Asia
## 1280               16.1                           0.555      12.2     Asia
## 1281               27.3                           0.615      11.6     Asia
## 1282                2.9                           0.702      13.0   Europe
## 1283                0.5                           0.820      15.7   Europe
## 1284                0.8                           0.794      13.9   Europe
## 1285                0.5                           0.823      14.8   Europe
## 1286                2.7                           0.000       0.0   Europe
## 1287                2.2                           0.656      10.7   Europe
## 1288                2.1                           0.739      12.2   Europe
## 1289                2.8                           0.000      11.7   Europe
## 1290                3.2                           0.000       0.0   Europe
## 1291                0.6                           0.782      15.7   Europe
## 1292                2.8                           0.000      11.8   Europe
## 1293                2.0                           0.749      12.3   Europe
## 1294                0.5                           0.825      15.7   Europe
## 1295                3.2                           0.000      11.6   Europe
## 1296                2.2                           0.824      14.7   Europe
## 1297                2.6                           0.000       0.0   Europe
## 1298                0.8                           0.801      14.2   Europe
## 1299                2.8                           0.709      13.1   Europe
## 1300                2.1                           0.670      10.7   Europe
## 1301                2.7                           0.000      11.9   Europe
## 1302                2.0                           0.759      12.6   Europe
## 1303                0.8                           0.811      14.6   Europe
## 1304                2.5                           0.000       0.0   Europe
## 1305                0.7                           0.786      13.8   Europe
## 1306                0.6                           0.788      15.9   Europe
## 1307                0.5                           0.828      15.7   Europe
## 1308                3.1                           0.000      11.9   Europe
## 1309                2.2                           0.835      15.6   Europe
## 1310                1.9                           0.765      12.9   Europe
## 1311                0.8                           0.823      15.2   Europe
## 1312                2.0                           0.674      10.7   Europe
## 1313                0.7                           0.790      13.8   Europe
## 1314                2.7                           0.715      13.0   Europe
## 1315                0.6                           0.789      15.8   Europe
## 1316                2.4                           0.000       0.0   Europe
## 1317                0.5                           0.841      15.4   Europe
## 1318                1.9                           0.771      13.3   Europe
## 1319                1.9                           0.681      10.9   Europe
## 1320                0.8                           0.830      15.3   Europe
## 1321                0.7                           0.797      14.2   Europe
## 1322                2.6                           0.000      11.9   Europe
## 1323                2.4                           0.740      12.6   Europe
## 1324                2.6                           0.720      13.1   Europe
## 1325                3.0                           0.000      12.3   Europe
## 1326                0.7                           0.839      15.6   Europe
## 1327                2.0                           0.853      16.3   Europe
## 1328                0.5                           0.851      15.8   Europe
## 1329                0.6                           0.790      15.4   Europe
## 1330                1.8                           0.685      10.8   Europe
## 1331                0.7                           0.805      14.8   Europe
## 1332                2.3                           0.746      12.8   Europe
## 1333                1.8                           0.777      13.6   Europe
## 1334                0.5                           0.837      15.8   Europe
## 1335                2.9                           0.000      12.5   Europe
## 1336                2.6                           0.000      11.9   Europe
## 1337                1.8                           0.696      11.4   Europe
## 1338                2.5                           0.703      12.1   Europe
## 1339                0.7                           0.850      16.3   Europe
## 1340                0.5                           0.856      16.0   Europe
## 1341                0.5                           0.793      15.4   Europe
## 1342                1.8                           0.783      13.9   Europe
## 1343                1.9                           0.858      16.7   Europe
## 1344                2.5                           0.739      13.4   Europe
## 1345                2.8                           0.697      12.7   Europe
## 1346                1.7                           0.703      11.6   Europe
## 1347                0.5                           0.849      16.0   Europe
## 1348                0.7                           0.808      14.4   Europe
## 1349                0.7                           0.855      16.4   Europe
## 1350                2.8                           0.703      12.9   Europe
## 1351                1.7                           0.793      14.3   Europe
## 1352                1.8                           0.865      16.8   Europe
## 1353                2.5                           0.709      12.2   Europe
## 1354                2.4                           0.743      13.5   Europe
## 1355                0.5                           0.797      15.4   Europe
## 1356                2.2                           0.762      13.6   Europe
## 1357                0.5                           0.804      15.8   Europe
## 1358                0.5                           0.866      16.3   Europe
## 1359                1.6                           0.713      12.0   Europe
## 1360                2.7                           0.710      13.1   Europe
## 1361                0.7                           0.813      14.6   Europe
## 1362                2.1                           0.774      14.2   Europe
## 1363                2.3                           0.754      13.6   Europe
## 1364                1.6                           0.721      12.2   Europe
## 1365                0.5                           0.858      16.3   Europe
## 1366                2.7                           0.716      13.3   Europe
## 1367                0.5                           0.868      16.3   Europe
## 1368                0.5                           0.809      16.0   Europe
## 1369                2.4                           0.730      13.0   Europe
## 1370                0.7                           0.815      14.4   Europe
## 1371                0.7                           0.857      16.2   Europe
## 1372                2.1                           0.785      14.6   Europe
## 1373                1.6                           0.803      14.2   Europe
## 1374                0.7                           0.819      14.6   Europe
## 1375                1.5                           0.725      12.5   Europe
## 1376                0.5                           0.860      16.4   Europe
## 1377                0.7                           0.859      16.4   Europe
## 1378                2.0                           0.787      15.0   Europe
## 1379                0.5                           0.812      16.0   Europe
## 1380                2.3                           0.755      13.6   Europe
## 1381                2.6                           0.717      13.3   Europe
## 1382                2.3                           0.732      13.0   Europe
## 1383                1.6                           0.803      14.2   Europe
## 1384                1.6                           0.872      16.9   Europe
## 1385                2.0                           0.792      15.1   Europe
## 1386                0.7                           0.826      14.8   Europe
## 1387                1.5                           0.738      13.3   Europe
## 1388                0.5                           0.872      16.4   Europe
## 1389                0.7                           0.860      16.7   Europe
## 1390                2.2                           0.757      13.5   Europe
## 1391                0.5                           0.867      16.9   Europe
## 1392                1.5                           0.808      14.5   Europe
## 1393                0.5                           0.818      16.2   Europe
## 1394                2.5                           0.711      13.4   Europe
## 1395                2.3                           0.735      12.9   Europe
## 1396                0.5                           0.824      16.3   Europe
## 1397                2.1                           0.767      14.0   Europe
## 1398                1.5                           0.877      16.8   Europe
## 1399                0.7                           0.821      14.1   Europe
## 1400                2.2                           0.739      12.9   Europe
## 1401                1.4                           0.752      14.2   Europe
## 1402                0.7                           0.858      16.8   Europe
## 1403                0.6                           0.877      16.6   Europe
## 1404                1.5                           0.815      14.6   Europe
## 1405                2.5                           0.728      13.9   Europe
## 1406                0.5                           0.871      17.2   Europe
## 1407                3.3                           0.677      15.1   Europe
## 1408                0.7                           0.828      14.2   Europe
## 1409                1.4                           0.759      14.2   Europe
## 1410                1.4                           0.878      16.8   Europe
## 1411                1.9                           0.799      15.1   Europe
## 1412                2.2                           0.741      12.9   Europe
## 1413                2.1                           0.766      14.1   Europe
## 1414                0.7                           0.860      17.1   Europe
## 1415                2.4                           0.735      14.2   Europe
## 1416                0.6                           0.876      16.5   Europe
## 1417                1.5                           0.820      15.1   Europe
## 1418                0.8                           0.847      14.3   Europe
## 1419                2.4                           0.742      14.2   Europe
## 1420                2.2                           0.743      12.9   Europe
## 1421                1.9                           0.803      15.1   Europe
## 1422                0.5                           0.837      16.8   Europe
## 1423                2.1                           0.771      14.3   Europe
## 1424                0.5                           0.877      17.6   Europe
## 1425                0.6                           0.877      16.3   Europe
## 1426                0.7                           0.862      17.2   Europe
## 1427                1.4                           0.888      17.6   Europe
## 1428                1.4                           0.823      15.3   Europe
## 1429                2.0                           0.775      14.4   Europe
## 1430                2.3                           0.747      14.2   Europe
## 1431                0.7                           0.865      17.2   Europe
## 1432                0.5                           0.841      16.6   Europe
## 1433                0.6                           0.881      16.3   Europe
## 1434                1.3                           0.762      14.2   Europe
## 1435                2.1                           0.746      12.9   Europe
## 1436                7.8                           0.637      12.2   Africa
## 1437                9.6                           0.389       6.4   Africa
## 1438                8.6                           0.000       8.0   Africa
## 1439               19.1                           0.635      13.0   Africa
## 1440                9.2                           0.487       9.8   Africa
## 1441                8.9                           0.268       4.5   Africa
## 1442               15.9                           0.559      11.5   Africa
## 1443                1.2                           0.377       6.5   Africa
## 1444                6.7                           0.000      12.3   Africa
## 1445                9.5                           0.000      11.3   Africa
## 1446                7.7                           0.318       6.6   Africa
## 1447                6.1                           0.361       2.9   Africa
## 1448                7.8                           0.433       6.9   Africa
## 1449                7.9                           0.391      10.7   Africa
## 1450                9.2                           0.338       8.7   Africa
## 1451               11.4                           0.000       4.7   Africa
## 1452                1.9                           0.291       4.4   Africa
## 1453                8.1                           0.667      12.1   Africa
## 1454               12.9                           0.253       2.8   Africa
## 1455                9.2                           0.480       7.7   Africa
## 1456                8.1                           0.488       9.3   Africa
## 1457                1.4                           0.292       6.7   Africa
## 1458                8.3                           0.677      12.3   Africa
## 1459               11.8                           0.000       3.9   Africa
## 1460                7.9                           0.000       8.2   Africa
## 1461                1.6                           0.000       0.0   Africa
## 1462                9.6                           0.516       9.4   Africa
## 1463                4.1                           0.291       5.4   Africa
## 1464                1.7                           0.443       6.4   Africa
## 1465                1.1                           0.000       3.9   Africa
## 1466                3.3                           0.000       0.0   Africa
## 1467                1.3                           0.316       4.8   Africa
## 1468               12.3                           0.677      12.3   Africa
## 1469               14.4                           0.000       7.6   Africa
## 1470                7.9                           0.677      12.3   Africa
## 1471                8.1                           0.677      12.3   Africa
## 1472                7.5                           0.332       7.1   Africa
## 1473               18.1                           0.629      13.0   Africa
## 1474                9.3                           0.562      11.0   Africa
## 1475               12.7                           0.255       2.9   Africa
## 1476                8.5                           0.456       8.2   Africa
## 1477                7.7                           0.633      12.3   Africa
## 1478               15.4                           0.556      11.7   Africa
## 1479                9.2                           0.506       9.3   Africa
## 1480                8.0                           0.673      12.2   Africa
## 1481                9.0                           0.447       8.4   Africa
## 1482               11.2                           0.300       4.9   Africa
## 1483                1.4                           0.527       8.0   Africa
## 1484                7.8                           0.497       9.4   Africa
## 1485               11.8                           0.560      11.8   Africa
## 1486                1.0                           0.384       6.8   Africa
## 1487               11.7                           0.283       4.3   Africa
## 1488                9.4                           0.395       6.6   Africa
## 1489                6.1                           0.363       2.9   Africa
## 1490                9.0                           0.487       9.7   Africa
## 1491                1.7                           0.297       4.6   Africa
## 1492                1.8                           0.000       3.5   Africa
## 1493                1.4                           0.314       5.3   Africa
## 1494                6.9                           0.396      10.8   Africa
## 1495               14.1                           0.000       8.0   Africa
## 1496                1.0                           0.000       6.7   Africa
## 1497                1.0                           0.000       4.3   Africa
## 1498                7.7                           0.677      12.3   Africa
## 1499                9.0                           0.485       8.0   Africa
## 1500                7.8                           0.000       8.5   Africa
## 1501                4.0                           0.298       5.8   Africa
## 1502               12.1                           0.677      12.3   Africa
## 1503                1.5                           0.444       6.5   Africa
## 1504                3.3                           0.000       0.0   Africa
## 1505                7.9                           0.677      12.3   Africa
## 1506               12.1                           0.381       5.4   Africa
## 1507                9.1                           0.426       9.4   Africa
## 1508                1.1                           0.322       5.1   Africa
## 1509                7.4                           0.343       7.2   Africa
## 1510                7.9                           0.683      12.5   Africa
## 1511               17.1                           0.620      12.9   Africa
## 1512               12.5                           0.261       2.9   Africa
## 1513                1.5                           0.401       5.5   Africa
## 1514                1.6                           0.446      10.4   Africa
## 1515                1.3                           0.427      10.0   Africa
## 1516                6.6                           0.712      12.1   Africa
## 1517                7.5                           0.452       8.4   Africa
## 1518                8.7                           0.268       4.4   Africa
## 1519               14.8                           0.556      11.8   Africa
## 1520                7.3                           0.433      10.0   Africa
## 1521                8.4                           0.462       8.3   Africa
## 1522                1.6                           0.000       3.6   Africa
## 1523                9.7                           0.000       7.1   Africa
## 1524                8.0                           0.677      12.3   Africa
## 1525                7.6                           0.388      10.4   Africa
## 1526                9.1                           0.569      11.3   Africa
## 1527               11.6                           0.298       4.9   Africa
## 1528                7.6                           0.501       9.6   Africa
## 1529                8.9                           0.376      10.4   Africa
## 1530               11.3                           0.558      11.9   Africa
## 1531                8.9                           0.488       9.5   Africa
## 1532                7.7                           0.677      12.3   Africa
## 1533                7.7                           0.000       8.8   Africa
## 1534                9.2                           0.407       7.3   Africa
## 1535               11.0                           0.303       5.1   Africa
## 1536                8.9                           0.451       8.5   Africa
## 1537                8.9                           0.428       9.7   Africa
## 1538                8.8                           0.484       7.6   Africa
## 1539                8.8                           0.502       9.2   Africa
## 1540                9.9                           0.000       4.4   Africa
## 1541                1.3                           0.446       6.5   Africa
## 1542                9.8                           0.392       7.0   Africa
## 1543                6.8                           0.404      11.0   Africa
## 1544               11.9                           0.677      12.3   Africa
## 1545                7.6                           0.677      12.3   Africa
## 1546                3.3                           0.000       0.0   Africa
## 1547                1.2                           0.315       5.4   Africa
## 1548                1.3                           0.542       8.2   Africa
## 1549                1.5                           0.308       4.9   Africa
## 1550               11.9                           0.397       5.7   Africa
## 1551                4.0                           0.311       6.2   Africa
## 1552                7.3                           0.359       7.6   Africa
## 1553                9.9                           0.418       9.5   Africa
## 1554                1.3                           0.406       5.9   Africa
## 1555                8.5                           0.276       4.7   Africa
## 1556                1.1                           0.440      10.5   Africa
## 1557                7.8                           0.687      12.6   Africa
## 1558               11.5                           0.306       5.2   Africa
## 1559                1.2                           0.318       5.2   Africa
## 1560                8.5                           0.489       7.9   Africa
## 1561               16.1                           0.613      12.9   Africa
## 1562                9.8                           0.322       7.4   Africa
## 1563                9.5                           0.000       7.4   Africa
## 1564                7.3                           0.452       8.1   Africa
## 1565                8.7                           0.373      10.3   Africa
## 1566                1.3                           0.000       3.8   Africa
## 1567                6.5                           0.713      12.1   Africa
## 1568                9.0                           0.416       7.7   Africa
## 1569                8.8                           0.492       9.4   Africa
## 1570                1.1                           0.554       8.4   Africa
## 1571                8.8                           0.450       8.2   Africa
## 1572                8.4                           0.493       9.1   Africa
## 1573                7.9                           0.677      12.3   Africa
## 1574               11.7                           0.677      12.3   Africa
## 1575               14.3                           0.554      11.7   Africa
## 1576                7.4                           0.504       9.7   Africa
## 1577                8.7                           0.428       9.9   Africa
## 1578                1.1                           0.316       5.6   Africa
## 1579                8.9                           0.572      11.3   Africa
## 1580                7.5                           0.677      12.3   Africa
## 1581                9.7                           0.338       5.9   Africa
## 1582                5.9                           0.378       3.5   Africa
## 1583                1.8                           0.567      11.8   Africa
## 1584               13.6                           0.000       8.1   Africa
## 1585                7.6                           0.000       9.2   Africa
## 1586                3.9                           0.318       6.7   Africa
## 1587                7.5                           0.677      12.3   Africa
## 1588                3.3                           0.000       0.0   Africa
## 1589                1.1                           0.415       6.4   Africa
## 1590                6.4                           0.715      12.3   Africa
## 1591                7.2                           0.640      12.3   Africa
## 1592               13.7                           0.559      11.7   Africa
## 1593               15.0                           0.611      12.9   Africa
## 1594               12.0                           0.270       3.1   Africa
## 1595                7.1                           0.371       8.2   Africa
## 1596                9.4                           0.407       9.2   Africa
## 1597                7.7                           0.696      12.8   Africa
## 1598                7.4                           0.366      10.0   Africa
## 1599                7.2                           0.509       9.8   Africa
## 1600                9.7                           0.439      10.7   Africa
## 1601                8.6                           0.497       9.2   Africa
## 1602                1.0                           0.333       5.5   Africa
## 1603                9.3                           0.404       7.6   Africa
## 1604                8.5                           0.335      10.2   Africa
## 1605                9.3                           0.000       7.7   Africa
## 1606                8.3                           0.491       7.7   Africa
## 1607                6.6                           0.427      11.6   Africa
## 1608                7.8                           0.677      12.3   Africa
## 1609               11.3                           0.310       5.4   Africa
## 1610                7.1                           0.456      10.5   Africa
## 1611                9.5                           0.325       5.1   Africa
## 1612                3.8                           0.332       7.0   Africa
## 1613                1.6                           0.301       5.6   Africa
## 1614                9.5                           0.332       7.6   Africa
## 1615                8.8                           0.423       8.1   Africa
## 1616                8.7                           0.574      11.1   Africa
## 1617                7.9                           0.492       9.4   Africa
## 1618               11.5                           0.677      12.3   Africa
## 1619                3.3                           0.000       0.0   Africa
## 1620                1.0                           0.553       8.5   Africa
## 1621               13.2                           0.445       8.5   Africa
## 1622               11.5                           0.408       6.2   Africa
## 1623                7.3                           0.677      12.3   Africa
## 1624                7.5                           0.000       9.5   Africa
## 1625                8.5                           0.432      10.0   Africa
## 1626                8.3                           0.286       5.6   Africa
## 1627               13.1                           0.565      11.6   Africa
## 1628                7.0                           0.388       8.8   Africa
## 1629                9.3                           0.346       6.6   Africa
## 1630               13.9                           0.609      12.9   Africa
## 1631                9.9                           0.426       6.8   Africa
## 1632                7.6                           0.704      13.0   Africa
## 1633                7.1                           0.640      12.4   Africa
## 1634                9.3                           0.341       7.8   Africa
## 1635                7.0                           0.456       8.3   Africa
## 1636               11.3                           0.677      12.3   Africa
## 1637                8.6                           0.430       8.5   Africa
## 1638                7.0                           0.514      10.0   Africa
## 1639               11.2                           0.325       5.8   Africa
## 1640                7.2                           0.371       9.7   Africa
## 1641                9.5                           0.000       5.4   Africa
## 1642                9.0                           0.000       8.0   Africa
## 1643                9.8                           0.000       4.3   Africa
## 1644                9.7                           0.338       5.8   Africa
## 1645                7.0                           0.467      10.7   Africa
## 1646                8.3                           0.372      10.1   Africa
## 1647                8.5                           0.582      11.2   Africa
## 1648                9.1                           0.412       7.8   Africa
## 1649                8.1                           0.499       8.1   Africa
## 1650               11.8                           0.278       3.5   Africa
## 1651                9.9                           0.593      11.9   Africa
## 1652                7.5                           0.495       9.7   Africa
## 1653                8.5                           0.474       9.6   Africa
## 1654                9.6                           0.461       7.2   Africa
## 1655               12.9                           0.463       8.9   Africa
## 1656                8.0                           0.473       8.9   Africa
## 1657                8.5                           0.496       9.4   Africa
## 1658                3.8                           0.341       7.3   Africa
## 1659                7.1                           0.677      12.3   Africa
## 1660                7.3                           0.677      12.3   Africa
## 1661                8.3                           0.435      10.1   Africa
## 1662                3.3                           0.000       0.0   Africa
## 1663                9.7                           0.319       5.9   Africa
## 1664                6.5                           0.429      10.9   Africa
## 1665                5.8                           0.396       4.0   Africa
## 1666               11.3                           0.415       6.4   Africa
## 1667                7.4                           0.434       9.7   Africa
## 1668                9.8                           0.563       8.7   Africa
## 1669                7.5                           0.713      13.4   Africa
## 1670                8.2                           0.290       5.9   Africa
## 1671               11.1                           0.677      12.3   Africa
## 1672                9.4                           0.610      11.9   Africa
## 1673                9.7                           0.439       7.2   Africa
## 1674                6.8                           0.404       9.3   Africa
## 1675                8.8                           0.388       8.3   Africa
## 1676                7.1                           0.377       9.6   Africa
## 1677                8.7                           0.437      10.7   Africa
## 1678               12.8                           0.609      12.9   Africa
## 1679                6.8                           0.521      10.2   Africa
## 1680                3.3                           0.000       0.0   Africa
## 1681                8.1                           0.377      10.0   Africa
## 1682               11.5                           0.286       3.7   Africa
## 1683                6.4                           0.434      10.6   Africa
## 1684                9.6                           0.569       9.0   Africa
## 1685                6.9                           0.479      10.9   Africa
## 1686                9.1                           0.356       7.1   Africa
## 1687                8.9                           0.415       8.1   Africa
## 1688                6.9                           0.677      12.3   Africa
## 1689                7.2                           0.677      12.3   Africa
## 1690                9.6                           0.325       4.7   Africa
## 1691               12.6                           0.570      11.4   Africa
## 1692               11.1                           0.346       6.6   Africa
## 1693                8.3                           0.507       9.6   Africa
## 1694                7.9                           0.478       9.0   Africa
## 1695                6.9                           0.646      12.4   Africa
## 1696                8.0                           0.436      10.2   Africa
## 1697                7.1                           0.502       9.9   Africa
## 1698                9.4                           0.466       7.2   Africa
## 1699                8.3                           0.596      11.9   Africa
## 1700                9.5                           0.350       6.1   Africa
## 1701                8.4                           0.434       8.7   Africa
## 1702                3.7                           0.353       7.9   Africa
## 1703                8.4                           0.483       9.7   Africa
## 1704               11.1                           0.422       6.6   Africa
## 1705               12.6                           0.466       9.0   Africa
## 1706                9.3                           0.405       5.3   Africa
## 1707                9.6                           0.454       7.7   Africa
## 1708                6.3                           0.442      10.3   Africa
## 1709                7.6                           0.519       9.1   Africa
## 1710                7.4                           0.720      13.5   Africa
## 1711                8.6                           0.394       8.8   Africa
## 1712                8.8                           0.364       7.6   Africa
## 1713                1.0                           0.306       5.7   Africa
## 1714                9.0                           0.630      12.1   Africa
## 1715                6.8                           0.492      11.1   Africa
## 1716                3.3                           0.000       0.0   Africa
## 1717                6.6                           0.527      10.3   Africa
## 1718                3.7                           0.360       8.2   Africa
## 1719                8.0                           0.602      11.9   Africa
## 1720                9.2                           0.405       5.3   Africa
## 1721                7.0                           0.387       9.7   Africa
## 1722                6.7                           0.677      12.3   Africa
## 1723                7.4                           0.677      12.3   Africa
## 1724                8.2                           0.414       9.6   Africa
## 1725                6.3                           0.733      13.1   Africa
## 1726                7.8                           0.483       9.1   Africa
## 1727               11.0                           0.362       7.1   Africa
## 1728                7.8                           0.443      10.6   Africa
## 1729                8.9                           0.357       8.2   Africa
## 1730                5.7                           0.416       4.5   Africa
## 1731               11.3                           0.293       3.8   Africa
## 1732               12.0                           0.578      11.3   Africa
## 1733                8.2                           0.438       8.9   Africa
## 1734                6.6                           0.456       8.0   Africa
## 1735                1.9                           0.425       6.8   Africa
## 1736                9.3                           0.363       6.4   Africa
## 1737                7.2                           0.459      10.0   Africa
## 1738                9.1                           0.475       7.4   Africa
## 1739                8.3                           0.494      10.1   Africa
## 1740                9.4                           0.330       6.2   Africa
## 1741                8.7                           0.420       8.4   Africa
## 1742                8.6                           0.646      12.1   Africa
## 1743               11.4                           0.589      11.3   Africa
## 1744                7.8                           0.615      12.2   Africa
## 1745                8.6                           0.371       7.9   Africa
## 1746                1.7                           0.677      12.3   Africa
## 1747                7.4                           0.530       9.8   Africa
## 1748                1.7                           0.435       7.1   Africa
## 1749                6.4                           0.531      10.4   Africa
## 1750                7.7                           0.491       9.4   Africa
## 1751                9.0                           0.360       5.8   Africa
## 1752                6.7                           0.504      11.4   Africa
## 1753               11.9                           0.481       9.2   Africa
## 1754                9.1                           0.406       5.2   Africa
## 1755                7.9                           0.319       7.9   Africa
## 1756                7.8                           0.421       9.7   Africa
## 1757                7.8                           0.447      10.7   Africa
## 1758                6.3                           0.739      13.2   Africa
## 1759                8.4                           0.398       8.8   Africa
## 1760                6.6                           0.677      12.3   Africa
## 1761                9.2                           0.338       6.3   Africa
## 1762                9.1                           0.345       5.4   Africa
## 1763                5.6                           0.427       5.0   Africa
## 1764               11.0                           0.298       4.0   Africa
## 1765                8.0                           0.444       9.1   Africa
## 1766                8.0                           0.527      10.0   Africa
## 1767                6.9                           0.400       9.6   Africa
## 1768                8.5                           0.426       8.6   Africa
## 1769                9.7                           0.338       6.0   Africa
## 1770                8.9                           0.475       7.2   Africa
## 1771                8.2                           0.506      10.4   Africa
## 1772                6.3                           0.514      10.6   Africa
## 1773                6.2                           0.453      10.6   Africa
## 1774                6.5                           0.466       8.8   Africa
## 1775                9.4                           0.468       8.1   Africa
## 1776                7.3                           0.677      12.3   Africa
## 1777                8.7                           0.367       8.3   Africa
## 1778                6.6                           0.438      10.4   Africa
## 1779                7.4                           0.453      10.8   Africa
## 1780                6.2                           0.739      13.2   Africa
## 1781                6.5                           0.652      12.4   Africa
## 1782                3.3                           0.000       0.0   Africa
## 1783                1.8                           0.307       4.2   Africa
## 1784                5.9                           0.519      10.8   Africa
## 1785                7.6                           0.500       9.7   Africa
## 1786                8.4                           0.376       8.1   Africa
## 1787                8.8                           0.385       7.1   Africa
## 1788                7.6                           0.621      12.4   Africa
## 1789                9.2                           0.590       9.1   Africa
## 1790                7.8                           0.336       8.6   Africa
## 1791                3.6                           0.382       9.2   Africa
## 1792                1.8                           0.393       8.1   Africa
## 1793                1.5                           0.444       7.5   Africa
## 1794                9.8                           0.622      12.8   Africa
## 1795                9.5                           0.343       6.3   Africa
## 1796                7.4                           0.419       9.9   Africa
## 1797                6.4                           0.447      10.2   Africa
## 1798                6.4                           0.677      12.3   Africa
## 1799                5.6                           0.436       5.3   Africa
## 1800                8.9                           0.402       5.2   Africa
## 1801                8.3                           0.434       8.9   Africa
## 1802                7.0                           0.465      10.3   Africa
## 1803                6.9                           0.677      12.3   Africa
## 1804                8.7                           0.476       7.1   Africa
## 1805                6.1                           0.464      10.8   Africa
## 1806                7.2                           0.542      10.4   Africa
## 1807                9.2                           0.480       8.5   Africa
## 1808               11.6                           0.487       9.3   Africa
## 1809                1.4                           0.677      12.3   Africa
## 1810                6.8                           0.415       9.9   Africa
## 1811                8.1                           0.514      10.7   Africa
## 1812                7.3                           0.734      13.8   Africa
## 1813                8.8                           0.356       5.9   Africa
## 1814                7.9                           0.545      10.3   Africa
## 1815                6.6                           0.518      11.6   Africa
## 1816                7.4                           0.400       9.7   Africa
## 1817                8.4                           0.375       8.5   Africa
## 1818                7.8                           0.448       9.3   Africa
## 1819                6.2                           0.533      10.1   Africa
## 1820                8.1                           0.401       8.9   Africa
## 1821                7.0                           0.464      10.9   Africa
## 1822                6.2                           0.480       9.7   Africa
## 1823                1.6                           0.312       4.5   Africa
## 1824                8.1                           0.439       8.8   Africa
## 1825                3.6                           0.390       9.3   Africa
## 1826                6.2                           0.740      13.2   Africa
## 1827                7.7                           0.361       9.3   Africa
## 1828                6.8                           0.677      12.3   Africa
## 1829                5.6                           0.441       5.5   Africa
## 1830                7.5                           0.503      10.2   Africa
## 1831                8.9                           0.630      12.8   Africa
## 1832                7.6                           0.451       9.5   Africa
## 1833                1.4                           0.604      11.4   Africa
## 1834                7.8                           0.669      12.3   Africa
## 1835                8.9                           0.352       6.6   Africa
## 1836                6.7                           0.430      10.2   Africa
## 1837                6.5                           0.533      11.8   Africa
## 1838                6.0                           0.473      10.9   Africa
## 1839                8.8                           0.404       5.1   Africa
## 1840                9.0                           0.488       9.0   Africa
## 1841                1.3                           0.449       7.7   Africa
## 1842               11.2                           0.492       9.5   Africa
## 1843                7.0                           0.547      10.5   Africa
## 1844                7.2                           0.740      14.0   Africa
## 1845                8.5                           0.396       7.3   Africa
## 1846                7.2                           0.449      11.0   Africa
## 1847                7.7                           0.548      10.5   Africa
## 1848                9.3                           0.360       6.7   Africa
## 1849                7.0                           0.436      10.0   Africa
## 1850                9.0                           0.589       9.2   Africa
## 1851                8.5                           0.484       7.6   Africa
## 1852                8.6                           0.365       6.3   Africa
## 1853                6.0                           0.542      10.6   Africa
## 1854                1.2                           0.677      12.3   Africa
## 1855                6.2                           0.677      12.3   Africa
## 1856                7.9                           0.405       8.9   Africa
## 1857                8.2                           0.384       8.7   Africa
## 1858                6.3                           0.454      10.0   Africa
## 1859                7.2                           0.403       9.6   Africa
## 1860                7.0                           0.457      11.5   Africa
## 1861                9.9                           0.612      11.5   Africa
## 1862                7.4                           0.504      10.2   Africa
## 1863                6.3                           0.664      12.5   Africa
## 1864                6.6                           0.469      11.0   Africa
## 1865                6.1                           0.744      13.3   Africa
## 1866                8.8                           0.361       6.8   Africa
## 1867                7.4                           0.678      12.4   Africa
## 1868                3.6                           0.397       9.5   Africa
## 1869                6.0                           0.677      12.3   Africa
## 1870                7.6                           0.385       9.9   Africa
## 1871                6.0                           0.486      10.0   Africa
## 1872                6.6                           0.444      10.6   Africa
## 1873                7.5                           0.454       9.8   Africa
## 1874                1.6                           0.411       8.2   Africa
## 1875                1.9                           0.500       9.6   Africa
## 1876                1.0                           0.677      12.3   Africa
## 1877                8.4                           0.377       6.7   Africa
## 1878                7.9                           0.441       8.7   Africa
## 1879                5.2                           0.526      11.2   Africa
## 1880                8.7                           0.405       5.0   Africa
## 1881                8.8                           0.495       9.4   Africa
## 1882                8.0                           0.385       8.4   Africa
## 1883                9.1                           0.370       6.7   Africa
## 1884                8.3                           0.487       7.7   Africa
## 1885                8.0                           0.638      12.8   Africa
## 1886                7.6                           0.558      10.7   Africa
## 1887                8.0                           0.392       8.9   Africa
## 1888                6.7                           0.452      10.1   Africa
## 1889                5.9                           0.477      10.7   Africa
## 1890                3.3                           0.429       4.9   Africa
## 1891                7.7                           0.410       9.0   Africa
## 1892                6.8                           0.554      10.9   Africa
## 1893                7.9                           0.530      11.1   Africa
## 1894                6.2                           0.464      10.2   Africa
## 1895                5.9                           0.546      10.6   Africa
## 1896                9.4                           0.619      11.5   Africa
## 1897                3.5                           0.400       9.2   Africa
## 1898                6.2                           0.479      11.0   Africa
## 1899                8.6                           0.366       7.1   Africa
## 1900                7.8                           0.536      11.1   Africa
## 1901                1.1                           0.331       5.1   Africa
## 1902                5.9                           0.677      12.3   Africa
## 1903                6.8                           0.464      12.0   Africa
## 1904                5.5                           0.460       6.3   Africa
## 1905                6.4                           0.464       9.8   Africa
## 1906                6.9                           0.416       9.6   Africa
## 1907                8.1                           0.491       7.8   Africa
## 1908                7.7                           0.440       8.8   Africa
## 1909                6.5                           0.454      10.7   Africa
## 1910                8.6                           0.508      10.3   Africa
## 1911                5.9                           0.496      10.4   Africa
## 1912                1.6                           0.507       9.7   Africa
## 1913                6.6                           0.563      11.2   Africa
## 1914                5.8                           0.477      10.0   Africa
## 1915                6.8                           0.677      12.3   Africa
## 1916                7.5                           0.557      10.2   Africa
## 1917                1.5                           0.422       8.4   Africa
## 1918                7.0                           0.687      12.5   Africa
## 1919                7.1                           0.636      13.2   Africa
## 1920                8.9                           0.381       7.3   Africa
## 1921                8.1                           0.411       7.7   Africa
## 1922                6.7                           0.484      10.8   Africa
## 1923                8.1                           0.384       7.2   Africa
## 1924                7.3                           0.458      10.0   Africa
## 1925                8.6                           0.410       5.0   Africa
## 1926                7.3                           0.644      12.8   Africa
## 1927                4.9                           0.534      11.3   Africa
## 1928                7.5                           0.416       9.1   Africa
## 1929                9.9                           0.463       8.3   Africa
## 1930                8.7                           0.583       9.2   Africa
## 1931                6.1                           0.475      10.5   Africa
## 1932                7.8                           0.396       8.5   Africa
## 1933                7.7                           0.541      11.1   Africa
## 1934                5.9                           0.484      11.1   Africa
## 1935                5.5                           0.559      11.0   Africa
## 1936                9.6                           0.677      12.3   Africa
## 1937                8.5                           0.523      11.4   Africa
## 1938                5.7                           0.677      12.3   Africa
## 1939                8.5                           0.370       7.1   Africa
## 1940                7.1                           0.466      10.3   Africa
## 1941                7.2                           0.508      10.3   Africa
## 1942                9.9                           0.341       5.3   Africa
## 1943                6.1                           0.762      13.5   Africa
## 1944                6.6                           0.470      12.0   Africa
## 1945                1.4                           0.427       8.4   Africa
## 1946                8.7                           0.387       7.3   Africa
## 1947                5.7                           0.478      10.0   Africa
## 1948                7.9                           0.421       8.0   Africa
## 1949                7.9                           0.392       7.5   Africa
## 1950                7.5                           0.445       8.9   Africa
## 1951                7.9                           0.501       8.2   Africa
## 1952                3.5                           0.405       9.1   Africa
## 1953                3.3                           0.417       4.9   Africa
## 1954                6.0                           0.488      10.4   Africa
## 1955                6.7                           0.693      12.6   Africa
## 1956                5.8                           0.501      10.4   Africa
## 1957                7.0                           0.765      14.7   Africa
## 1958                6.4                           0.570      11.5   Africa
## 1959                8.6                           0.586       9.2   Africa
## 1960                7.3                           0.415       9.1   Africa
## 1961                6.4                           0.459      10.7   Africa
## 1962                5.4                           0.464       6.3   Africa
## 1963                9.7                           0.474       8.7   Africa
## 1964                5.9                           0.485      10.8   Africa
## 1965                1.2                           0.514       9.8   Africa
## 1966                8.4                           0.414       5.0   Africa
## 1967                6.7                           0.677      12.3   Africa
## 1968                6.6                           0.677      12.3   Africa
## 1969                7.6                           0.413       9.3   Africa
## 1970                6.9                           0.643      13.6   Africa
## 1971                9.6                           0.345       5.3   Africa
## 1972                6.9                           0.475      10.7   Africa
## 1973                8.5                           0.632      11.7   Africa
## 1974                5.6                           0.491      10.8   Africa
## 1975                6.4                           0.697      12.6   Africa
## 1976                9.5                           0.677      12.3   Africa
## 1977                5.7                           0.498      10.3   Africa
## 1978                5.6                           0.677      12.3   Africa
## 1979                6.3                           0.466      10.7   Africa
## 1980                5.8                           0.488      10.8   Africa
## 1981                3.3                           0.421       4.9   Africa
## 1982                7.1                           0.419       9.2   Africa
## 1983                8.3                           0.345       7.1   Africa
## 1984                7.7                           0.398       7.7   Africa
## 1985                5.6                           0.483      10.0   Africa
## 1986                6.3                           0.576      11.7   Africa
## 1987                7.3                           0.404      10.6   Africa
## 1988                6.2                           0.570      12.5   Africa
## 1989                3.5                           0.409       9.1   Africa
## 1990                4.3                           0.541      11.4   Africa
## 1991                7.4                           0.412       8.6   Africa
## 1992                5.4                           0.562      11.1   Africa
## 1993                7.4                           0.426       9.5   Africa
## 1994                6.9                           0.769      14.7   Africa
## 1995                9.5                           0.483       9.1   Africa
## 1996                6.6                           0.497      11.1   Africa
## 1997                5.4                           0.467       6.3   Africa
## 1998                6.5                           0.426       9.9   Africa
## 1999                1.3                           0.435       8.4   Africa
## 2000                7.7                           0.509       8.5   Africa
## 2001                9.9                           0.521      10.0   Africa
## 2002                6.7                           0.643      13.5   Africa
## 2003                8.5                           0.390       7.3   Africa
## 2004                7.3                           0.581      11.1   Africa
## 2005                7.3                           0.449       8.9   Africa
## 2006                7.1                           0.511      10.3   Africa
## 2007                6.8                           0.481      10.7   Africa
## 2008                6.0                           0.781      14.1   Africa
## 2009                6.2                           0.473      10.8   Africa
## 2010                9.7                           0.525      10.0   Africa
## 2011                5.5                           0.507      10.3   Africa
## 2012                3.3                           0.421       4.9   Africa
## 2013                8.1                           0.637      11.7   Africa
## 2014                5.9                           0.694      12.6   Africa
## 2015                5.7                           0.493      10.8   Africa
## 2016                7.3                           0.414       8.8   Africa
## 2017                5.3                           0.495      10.7   Africa
## 2018                5.5                           0.677      12.3   Africa
## 2019                5.3                           0.565      11.2   Africa
## 2020                7.6                           0.550      11.1   Africa
## 2021                6.5                           0.677      12.3   Africa
## 2022                6.1                           0.698      12.6   Africa
## 2023                7.2                           0.406      10.6   Africa
## 2024                7.0                           0.421       9.2   Africa
## 2025                7.3                           0.431       9.5   Africa
## 2026                3.5                           0.414       9.1   Africa
## 2027                8.2                           0.347       7.1   Africa
## 2028                5.5                           0.514      10.4   Africa
## 2029                4.1                           0.541      11.4   Africa
## 2030                5.6                           0.488      10.0   Africa
## 2031                6.4                           0.427       9.9   Africa
## 2032                6.4                           0.677      12.3   Africa
## 2033                6.5                           0.498      11.1   Africa
## 2034                5.4                           0.470       6.3   Africa
## 2035                6.1                           0.576      12.5   Africa
## 2036                5.3                           0.665      13.0   Africa
## 2037                8.4                           0.394       7.3   Africa
## 2038                8.2                           0.531      11.4   Africa
## 2039                6.8                           0.779      15.2   Africa
## 2040                6.6                           0.646      13.5   Africa
## 2041                7.5                           0.513       8.5   Africa
## 2042                7.5                           0.438       8.4   Africa
## 2043                6.1                           0.575      11.4   Africa
## 2044                8.2                           0.418       5.0   Africa
## 2045                6.6                           0.588      10.0     Asia
## 2046                1.0                           0.798      12.5     Asia
## 2047                5.2                           0.641      10.7     Asia
## 2048                5.4                           0.603       8.6     Asia
## 2049                4.5                           0.808      13.0     Asia
## 2050                3.1                           0.636      10.1     Asia
## 2051                5.1                           0.791      11.8     Asia
## 2052                7.4                           0.737      11.8     Asia
## 2053                4.8                           0.000      14.9     Asia
## 2054                2.2                           0.639      11.2     Asia
## 2055                3.1                           0.786      14.1     Asia
## 2056                3.1                           0.000      11.4     Asia
## 2057                6.9                           0.000      10.4     Asia
## 2058               14.1                           0.436       7.7     Asia
## 2059                6.0                           0.786      13.2     Asia
## 2060                6.5                           0.589      10.1     Asia
## 2061                5.1                           0.798      12.0     Asia
## 2062                5.3                           0.607       8.7     Asia
## 2063                6.0                           0.794      13.3     Asia
## 2064                1.1                           0.850      15.1     Asia
## 2065                3.0                           0.786      14.0     Asia
## 2066                3.9                           0.706      12.7     Asia
## 2067                7.3                           0.742      12.0     Asia
## 2068                6.9                           0.705      10.7     Asia
## 2069               14.0                           0.444       7.9     Asia
## 2070                5.1                           0.653      11.1     Asia
## 2071                1.0                           0.800      12.4     Asia
## 2072                2.1                           0.644      11.1     Asia
## 2073                4.5                           0.809      12.6     Asia
## 2074                1.1                           0.855      15.3     Asia
## 2075                5.9                           0.796      13.5     Asia
## 2076                4.7                           0.000      15.2     Asia
## 2077                6.5                           0.596      10.2     Asia
## 2078                3.0                           0.785      13.9     Asia
## 2079                7.3                           0.745      12.1     Asia
## 2080                5.0                           0.803      12.1     Asia
## 2081                5.3                           0.614       9.1     Asia
## 2082                3.0                           0.677      11.8     Asia
## 2083                4.5                           0.807      12.2     Asia
## 2084                3.1                           0.651      10.6     Asia
## 2085                2.1                           0.645      10.8     Asia
## 2086                3.0                           0.788      14.1     Asia
## 2087                3.9                           0.717      13.2     Asia
## 2088                6.4                           0.599      10.3     Asia
## 2089                1.1                           0.863      16.0     Asia
## 2090                5.9                           0.798      13.7     Asia
## 2091                5.0                           0.808      12.3     Asia
## 2092                4.7                           0.000      14.8     Asia
## 2093                1.0                           0.815      13.0     Asia
## 2094                5.0                           0.668      11.9     Asia
## 2095                7.3                           0.747      12.2     Asia
## 2096                4.5                           0.815      12.8     Asia
## 2097                2.1                           0.657      10.8     Asia
## 2098                3.0                           0.659      10.8     Asia
## 2099                3.0                           0.684      11.8     Asia
## 2100               13.9                           0.457       8.2     Asia
## 2101                6.8                           0.725      11.2     Asia
## 2102                3.0                           0.791      14.4     Asia
## 2103                7.3                           0.754      12.3     Asia
## 2104                4.5                           0.826      13.5     Asia
## 2105                4.9                           0.675      12.0     Asia
## 2106                3.0                           0.694      12.0     Asia
## 2107                3.8                           0.723      13.5     Asia
## 2108                1.0                           0.823      13.4     Asia
## 2109                3.0                           0.668      11.0     Asia
## 2110                4.6                           0.000      14.2     Asia
## 2111                2.1                           0.668      10.9     Asia
## 2112                5.9                           0.803      13.9     Asia
## 2113                6.8                           0.734      11.5     Asia
## 2114                4.9                           0.813      12.4     Asia
## 2115                6.3                           0.624      11.0     Asia
## 2116                5.2                           0.628      10.1     Asia
## 2117                4.9                           0.681      11.9     Asia
## 2118                3.0                           0.675      11.2     Asia
## 2119                3.8                           0.730      13.8     Asia
## 2120                2.9                           0.703      12.2     Asia
## 2121                1.1                           0.866      15.8     Asia
## 2122                6.8                           0.742      11.5     Asia
## 2123                2.1                           0.679      10.9     Asia
## 2124               13.8                           0.470       8.6     Asia
## 2125                3.1                           0.789      14.2     Asia
## 2126                7.3                           0.761      12.4     Asia
## 2127                5.9                           0.806      14.0     Asia
## 2128                4.9                           0.818      12.6     Asia
## 2129                2.9                           0.682      10.7     Asia
## 2130                4.8                           0.687      11.9     Asia
## 2131                3.8                           0.733      13.7     Asia
## 2132                4.5                           0.835      13.7     Asia
## 2133                5.1                           0.631      10.2     Asia
## 2134                1.0                           0.829      13.4     Asia
## 2135                2.9                           0.714      12.6     Asia
## 2136               13.8                           0.475       8.7     Asia
## 2137                3.1                           0.787      14.1     Asia
## 2138                2.1                           0.692      11.2     Asia
## 2139                1.1                           0.870      15.7     Asia
## 2140                4.6                           0.731      12.9     Asia
## 2141               13.8                           0.477       8.6     Asia
## 2142                5.1                           0.636      10.2     Asia
## 2143                4.5                           0.830      12.6     Asia
## 2144                4.8                           0.697      12.3     Asia
## 2145                2.9                           0.708      11.6     Asia
## 2146                1.0                           0.836      13.5     Asia
## 2147                4.9                           0.826      12.9     Asia
## 2148                1.1                           0.872      15.7     Asia
## 2149                6.8                           0.753      11.5     Asia
## 2150                3.1                           0.787      13.9     Asia
## 2151                5.9                           0.813      14.4     Asia
## 2152                6.2                           0.644      11.5     Asia
## 2153                2.1                           0.707      11.7     Asia
## 2154                3.1                           0.787      13.8     Asia
## 2155                2.9                           0.719      11.6     Asia
## 2156                4.5                           0.825      11.7     Asia
## 2157                5.9                           0.815      14.4     Asia
## 2158                4.9                           0.829      13.1     Asia
## 2159                4.8                           0.705      12.5     Asia
## 2160                2.8                           0.735      13.1     Asia
## 2161                6.8                           0.765      11.9     Asia
## 2162                7.3                           0.779      12.8     Asia
## 2163                1.0                           0.844      13.7     Asia
## 2164                6.2                           0.651      11.6     Asia
## 2165                1.1                           0.877      15.8     Asia
## 2166                4.7                           0.746      13.2     Asia
## 2167                3.8                           0.742      13.6     Asia
## 2168                1.0                           0.849      14.1     Asia
## 2169                4.8                           0.709      12.5     Asia
## 2170                4.6                           0.828      11.8     Asia
## 2171                1.1                           0.876      15.6     Asia
## 2172                2.9                           0.728      11.6     Asia
## 2173                2.8                           0.734      12.8     Asia
## 2174               13.7                           0.483       8.4     Asia
## 2175                2.1                           0.725      11.9     Asia
## 2176                5.1                           0.643      10.3     Asia
## 2177                4.9                           0.831      13.2     Asia
## 2178                7.3                           0.787      13.0     Asia
## 2179                6.2                           0.648      11.8     Asia
## 2180                5.9                           0.814      14.4     Asia
## 2181                1.0                           0.853      14.6     Asia
## 2182                4.6                           0.825      12.0     Asia
## 2183                3.8                           0.739      13.2     Asia
## 2184                7.4                           0.792      13.3     Asia
## 2185                4.7                           0.715      13.0     Asia
## 2186                2.8                           0.738      13.3     Asia
## 2187                3.2                           0.790      13.5     Asia
## 2188                4.7                           0.752      13.3     Asia
## 2189                5.9                           0.810      14.4     Asia
## 2190                2.1                           0.720      12.3     Asia
## 2191                1.1                           0.878      15.7     Asia
## 2192                6.8                           0.797      13.5     Asia
## 2193                4.9                           0.826      13.3     Asia
## 2194                1.0                           0.847      13.8     Asia
## 2195                7.4                           0.804      13.9     Asia
## 2196                4.7                           0.737      13.8     Asia
## 2197                3.9                           0.737      13.1     Asia
## 2198                4.7                           0.758      13.2     Asia
## 2199                6.8                           0.797      13.6     Asia
## 2200                6.1                           0.646      12.0     Asia
## 2201                2.1                           0.729      12.7     Asia
## 2202                1.1                           0.883      15.8     Asia
## 2203                4.9                           0.824      13.3     Asia
## 2204                6.0                           0.812      14.4     Asia
## 2205                2.8                           0.742      13.3     Asia
## 2206               13.6                           0.493       8.6     Asia
## 2207                5.1                           0.649      10.4     Asia
## 2208                3.9                           0.735      12.9     Asia
## 2209                2.8                           0.749      13.4     Asia
## 2210                4.8                           0.763      13.3     Asia
## 2211               13.6                           0.494       9.0     Asia
## 2212                5.1                           0.656      10.5     Asia
## 2213                2.1                           0.732      12.7     Asia
## 2214                7.4                           0.818      14.5     Asia
## 2215                6.0                           0.812      14.5     Asia
## 2216                6.8                           0.797      13.7     Asia
## 2217                1.0                           0.850      13.8     Asia
## 2218                2.8                           0.742      11.8     Asia
## 2219                3.3                           0.794      13.2     Asia
## 2220                4.8                           0.766      13.3     Asia
## 2221                4.7                           0.754      14.4     Asia
## 2222                2.8                           0.755      13.5     Asia
## 2223                3.3                           0.796      13.1     Asia
## 2224                6.8                           0.796      13.7     Asia
## 2225                7.5                           0.830      15.2     Asia
## 2226                2.8                           0.745      11.9     Asia
## 2227                6.1                           0.635      13.0     Asia
## 2228                1.0                           0.850      13.8     Asia
## 2229                5.0                           0.829      13.3     Asia
## 2230                6.0                           0.815      14.5     Asia
## 2231                2.1                           0.736      12.7     Asia
## 2232                5.1                           0.659      10.3     Asia
## 2233                3.9                           0.737      13.1     Asia
## 2234                1.0                           0.850      14.0     Asia
## 2235                4.7                           0.759      14.5     Asia
## 2236                4.9                           0.763      13.3     Asia
## 2237                1.1                           0.895      16.0     Asia
## 2238               13.5                           0.500       9.0     Asia
## 2239                3.4                           0.787      13.0     Asia
## 2240                2.1                           0.739      12.7     Asia
## 2241                6.0                           0.820      14.5     Asia
## 2242                4.0                           0.741      13.1     Asia
## 2243                5.1                           0.836      13.3     Asia
## 2244                2.2                           0.741      12.7     Asia
## 2245                4.8                           0.764      14.5     Asia
## 2246                5.1                           0.649      10.1     Asia
## 2247                3.4                           0.799      13.3     Asia
## 2248                7.6                           0.845      16.1     Asia
## 2249                1.1                           0.898      16.0     Asia
## 2250                2.9                           0.758      12.7     Asia
## 2251                4.9                           0.855      13.4     Asia
## 2252                6.1                           0.823      14.5     Asia
## 2253                6.1                           0.553       9.0     Asia
## 2254                2.8                           0.768      13.9     Asia
## 2255               13.4                           0.499       9.0     Asia
## 2256                0.5                           0.879      15.1   Europe
## 2257                1.2                           0.855      16.2   Europe
## 2258                1.0                           0.848      13.5   Europe
## 2259                0.6                           0.844      15.7   Europe
## 2260                0.8                           0.869      18.0   Europe
## 2261                1.9                           0.833      15.4   Europe
## 2262                1.1                           0.860      16.2   Europe
## 2263                1.9                           0.837      15.5   Europe
## 2264                1.1                           0.878      16.7   Europe
## 2265                1.0                           0.854      13.4   Europe
## 2266                0.5                           0.888      15.2   Europe
## 2267                0.8                           0.873      18.2   Europe
## 2268                0.6                           0.849      15.6   Europe
## 2269                0.9                           0.860      13.5   Europe
## 2270                1.9                           0.847      16.1   Europe
## 2271                0.5                           0.890      15.2   Europe
## 2272                0.6                           0.851      15.5   Europe
## 2273                1.1                           0.867      16.3   Europe
## 2274                1.0                           0.882      16.9   Europe
## 2275                0.8                           0.878      18.6   Europe
## 2276                1.0                           0.881      16.5   Europe
## 2277                0.6                           0.852      15.4   Europe
## 2278                1.9                           0.837      14.7   Europe
## 2279                0.8                           0.880      18.8   Europe
## 2280                0.6                           0.857      15.5   Europe
## 2281                0.9                           0.867      13.5   Europe
## 2282                1.0                           0.885      16.5   Europe
## 2283                1.1                           0.877      16.4   Europe
## 2284                0.4                           0.895      15.1   Europe
## 2285                0.6                           0.860      15.5   Europe
## 2286                0.8                           0.861      15.7   Europe
## 2287                0.9                           0.874      13.5   Europe
## 2288                1.9                           0.848      14.9   Europe
## 2289                0.4                           0.899      15.2   Europe
## 2290                1.0                           0.888      16.4   Europe
## 2291                1.1                           0.884      16.4   Europe
## 2292                0.9                           0.880      13.5   Europe
## 2293                1.0                           0.893      16.5   Europe
## 2294                0.6                           0.870      16.1   Europe
## 2295                0.8                           0.865      15.7   Europe
## 2296                1.1                           0.892      16.5   Europe
## 2297                1.9                           0.854      15.0   Europe
## 2298                0.4                           0.904      15.2   Europe
## 2299                1.0                           0.899      16.6   Europe
## 2300                0.4                           0.911      15.3   Europe
## 2301                1.9                           0.860      15.2   Europe
## 2302                0.9                           0.877      13.5   Europe
## 2303                0.8                           0.871      15.8   Europe
## 2304                1.1                           0.898      16.6   Europe
## 2305                0.6                           0.873      16.1   Europe
## 2306                0.6                           0.877      16.1   Europe
## 2307                0.4                           0.914      15.3   Europe
## 2308                1.1                           0.903      16.6   Europe
## 2309                0.9                           0.887      13.5   Europe
## 2310                0.9                           0.905      16.8   Europe
## 2311                0.9                           0.888      13.5   Europe
## 2312                0.9                           0.906      16.9   Europe
## 2313                0.9                           0.876      15.8   Europe
## 2314                1.1                           0.906      16.7   Europe
## 2315                0.4                           0.916      15.3   Europe
## 2316                0.6                           0.879      16.0   Europe
## 2317                1.9                           0.872      15.4   Europe
## 2318                0.9                           0.906      17.0   Europe
## 2319                0.6                           0.879      16.0   Europe
## 2320                1.1                           0.912      16.8   Europe
## 2321                0.9                           0.911      17.2   Europe
## 2322                0.9                           0.894      13.9   Europe
## 2323                2.0                           0.880      15.7   Europe
## 2324                0.9                           0.884      16.1   Europe
## 2325                0.6                           0.882      16.1   Europe
## 2326                0.9                           0.921      18.1   Europe
## 2327                2.0                           0.884      15.7   Europe
## 2328                0.3                           0.932      15.7   Europe
## 2329                1.1                           0.916      16.9   Europe
## 2330                0.9                           0.886      16.2   Europe
## 2331                0.6                           0.885      16.1   Europe
## 2332                0.9                           0.892      13.9   Europe
## 2333                0.9                           0.889      16.3   Europe
## 2334                1.1                           0.919      16.9   Europe
## 2335                3.3                           0.677      12.3   Europe
## 2336                2.0                           0.887      15.7   Europe
## 2337                0.9                           0.922      18.1   Europe
## 2338                0.9                           0.892      13.9   Europe
## 2339                1.0                           0.890      16.3   Europe
## 2340                1.1                           0.920      17.0   Europe
## 2341                0.9                           0.923      18.1   Europe
## 2342                0.6                           0.890      16.2   Europe
## 2343                0.9                           0.892      13.9   Europe
## 2344                2.0                           0.892      15.9   Europe
## 2345                0.3                           0.936      15.9   Europe
## 2346                1.1                           0.924      17.1   Europe
## 2347                0.6                           0.894      16.3   Europe
## 2348                0.3                           0.938      16.0   Europe
## 2349                0.9                           0.896      13.9   Europe
## 2350                1.0                           0.895      16.6   Europe
##           GDP Life_Expectancy Hepatitis.B.y Population.y linfant.deaths
## 1       52623          78.600           9.0    1938426.5      0.0000000
## 2      416168          79.500           9.0    1938426.5      0.0000000
## 3      379629          79.900          51.5    1949956.5      0.0000000
## 4       53872          78.500          51.5    1949956.5      0.0000000
## 5       66628          79.110          92.0    2072507.0      0.0000000
## 6      395789          80.370          92.0    2072507.0      0.0000000
## 7      467739          83.000          92.0    2113077.0      0.0000000
## 8       88251          79.100          92.0    2113077.0      0.0000000
## 9      614660          86.000          91.5    2054387.0      0.0000000
## 10     103905          79.200          91.5    2054387.0      0.0000000
## 11     114720          79.900          91.0    2078924.0      0.0000000
## 12     695693          81.000          91.0    2078924.0      0.0000000
## 13     111539          79.900          91.0    2105789.5      0.0000000
## 14     748418          81.200          91.0    2105789.5      0.0000000
## 15     855007          81.235          91.0    2126038.0      0.0000000
## 16    1056112          81.300          51.5    2236146.0      0.0000000
## 17     121374          85.000          93.5    2259758.5      0.0000000
## 18     146518          89.000          50.5    2286937.5      0.0000000
## 19    1398701          82.000          93.5    2303712.0      0.0000000
## 20     168291          86.000          93.5    2303712.0      0.0000000
## 21     176207          81.100          92.0   13568177.0      0.0000000
## 22    1547650          82.300          92.0   13568177.0      0.0000000
## 23     190907          81.300          92.0   13779726.5      0.0000000
## 24    1577302          82.500          92.0   13779726.5      0.0000000
## 25     201313          81.500          92.0    3431597.0      0.0000000
## 26     178064          81.600          92.5   14199369.0      0.0000000
## 27    1351769          82.800          92.5   14199369.0      0.0000000
## 28       1370          66.600          71.5    2568878.0      1.3862944
## 29       2905          63.800          71.5    2568878.0      1.9459101
## 30      18292          63.900          71.5    2568878.0      2.1972246
## 31        861          63.700          71.5    2568878.0      2.6390573
## 32      22153          64.400          76.0    4411785.0      2.0794415
## 33       1081          64.000          76.0    4411785.0      2.5649494
## 34       3535          64.000          76.0    4411785.0      1.9459101
## 35      11401          67.400          76.0    4411785.0      3.3322045
## 36       9688          67.100          95.0    4487436.5      3.2958369
## 37       4462          63.300          95.0    4487436.5      1.9459101
## 38       1221          64.300          95.0    4487436.5      2.4849066
## 39      10134          67.200          99.0    3606253.0      3.2188758
## 40       1919          66.600          99.0    3606253.0      1.3862944
## 41      30834          64.400          99.0    3606253.0      2.0794415
## 42       5977          63.400          99.0    3606253.0      1.9459101
## 43       2212          67.100          99.0    2049710.0      1.3862944
## 44       2076          65.900          99.0    2049710.0      2.3978953
## 45       6838          63.500          99.0    2049710.0      1.7917595
## 46      43152          64.700          99.0    2049710.0      2.0794415
## 47       2312          65.500          97.0    3134685.0      2.3025851
## 48       2834          66.700          98.0     100999.5      1.3862944
## 49      17331          67.600          98.0     100999.5      3.1354942
## 50       2830          65.900          98.0     100999.5      2.3025851
## 51      81004          65.000          98.0     100999.5      2.0794415
## 52      10277          63.700          98.0     100999.5      1.7917595
## 53      12664          64.100          94.0    3819761.0      1.7917595
## 54       3803          67.200          94.0    3819761.0      1.3862944
## 55     104850          65.300          94.0    3819761.0      2.0794415
## 56      22311          67.800          94.0    3819761.0      3.0910425
## 57       3720          66.100          94.0    3819761.0      2.3025851
## 58      29549          67.900          96.0     383528.0      3.0910425
## 59     133442          66.600          96.0     383528.0      2.0794415
## 60       5140          67.600          96.0     383528.0      1.3862944
## 61       5161          66.400          96.0     383528.0      2.3025851
## 62      19272          64.500          96.0     383528.0      1.7917595
## 63     115309          67.800          97.0     223472.5      1.9459101
## 64       4690          68.500          97.0     223472.5      1.3862944
## 65      20214          65.600          97.0     223472.5      1.7917595
## 66       4979          66.700          97.0     223472.5      2.3025851
## 67      49766          68.300          96.0     524893.5      2.9957323
## 68      22583          65.800          96.0     524893.5      1.9459101
## 69       6523          68.100          97.0     405427.5      2.3025851
## 70       6198          69.400          97.0     405427.5      1.3862944
## 71      60179          68.500          97.0     405427.5      2.9444390
## 72      29233          65.600          97.0     405427.5      1.9459101
## 73     192626          68.500          97.0     405427.5      1.9459101
## 74       6605          69.900          96.0    3033700.5      1.0986123
## 75      35164          65.600          96.0    3033700.5      1.9459101
## 76     207999          69.100          96.0    3033700.5      1.7917595
## 77       7633          68.800          96.0    3033700.5      2.3025851
## 78      67517          68.800          96.0    3033700.5      2.8903718
## 79       7335          77.000          98.0    1276532.0      1.0986123
## 80      39198          65.400          98.0    1276532.0      1.9459101
## 81      73180          69.100          98.0    1276532.0      2.8332133
## 82     236635          69.500          98.0    1276532.0      1.6094379
## 83      80845          69.200          97.0    6914493.0      2.7725887
## 84       9113          69.600          97.0    6914493.0      2.3025851
## 85     221416          69.900          97.0    6914493.0      1.6094379
## 86      43524          66.000          97.0    6914493.0      1.9459101
## 87       7468          78.000          97.0    6914493.0      1.0986123
## 88      86196          69.400          98.0    7056967.5      2.7080502
## 89    1211332          71.700          93.0    1262645.0      6.1944054
## 90     576179          76.000          93.0    1262645.0      1.3862944
## 91    4968359          81.100          93.0    1262645.0      1.3862944
## 92       1268          63.200          89.0     127185.0      0.6931472
## 93    1339401          72.200          89.0     127185.0      6.1246834
## 94    4374712          81.500          89.0     127185.0      1.3862944
## 95     547656          76.700          89.0     127185.0      1.0986123
## 96     627247          77.100          92.0     127445.0      1.0986123
## 97       1397          65.033          92.0     127445.0      0.6931472
## 98    4182846          82.000          92.0     127445.0      1.0986123
## 99       1595          64.000          83.0     127718.0      0.6931472
## 100   1660281          73.100          83.0     127718.0      5.9687076
## 101     20982          68.100          83.0     127718.0      2.4849066
## 102    793176          78.200          95.0     129675.0      1.0986123
## 103     20982          68.400          95.0     129675.0      2.3978953
## 104   4893116          82.100          95.0     129675.0      1.0986123
## 105      1992          64.000          95.0     129675.0      0.6931472
## 106    934901          78.700          95.0     127773.0      0.6931472
## 107      2523          64.500          95.0     127773.0      0.6931472
## 108   4831467          82.000          95.0     127773.0      1.0986123
## 109     20982          68.500          95.0     127773.0      2.3025851
## 110   4601663          82.400          97.0     127854.0      1.0986123
## 111      3414          65.000          97.0     127854.0      0.6931472
## 112   1053217          79.400          97.0     127854.0      0.6931472
## 113   2752119          74.200          97.0     127854.0      5.7268477
## 114     20982          68.500          97.0     127854.0      2.3025851
## 115     20982          68.500          92.0     259167.0      2.1972246
## 116      4235          66.803          92.0     259167.0      0.6931472
## 117   1172614          79.800          92.0     259167.0      0.6931472
## 118   1047339          83.000          94.5    1324655.0      0.6931472
## 119   5106679          82.700          94.5    1324655.0      1.0986123
## 120   4594337          74.500          94.5    1324655.0      5.5834963
## 121     20982          68.600          94.5    1324655.0      2.1972246
## 122      5623          67.400          94.5    1324655.0      0.6931472
## 123   5289493          83.000          95.5     133126.0      1.0986123
## 124     20982          68.700          95.5     133126.0      2.1972246
## 125      4584          66.900          95.5     133126.0      0.0000000
## 126   5759072          83.000          95.0     133775.0      1.0986123
## 127   1143672          87.000          95.0     133775.0      0.6931472
## 128      7189          66.300          95.0     133775.0      0.0000000
## 129     20982          69.000          95.0     133775.0      2.0794415
## 130   6087192          75.000          95.0     133775.0      5.4424177
## 131   1253290          81.100          99.0     134413.0      0.6931472
## 132   6233147          82.500          99.0     134413.0      1.0986123
## 133   7551546          75.200          99.0     134413.0      5.3706380
## 134     10410          67.300          99.0     134413.0      0.0000000
## 135   1278047          81.200          99.0     135695.0      0.0000000
## 136     20982          69.800          99.0     135695.0      1.9459101
## 137   6272363          83.300          99.0     135695.0      0.6931472
## 138   8532185          75.400          99.0     135695.0      5.3033049
## 139     12293          67.800          99.0     135695.0      0.0000000
## 140   5212328          83.500          98.5     135738.0      0.6931472
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## 1066    95002          67.300          94.0    1363377.0      4.1896547
## 1067     5338          61.500          94.0    1363377.0      2.9444390
## 1068     2736          61.000          94.0    6542547.0      2.3978953
## 1069    57633          74.400          94.0    6542547.0      3.3672958
## 1070     9531          76.200          94.0    6542547.0      0.0000000
## 1071      462          63.700          94.0    6542547.0      1.0986123
## 1072   189318          72.500          94.0    6542547.0      2.5649494
## 1073   127808          82.000          94.0    6542547.0      0.0000000
## 1074   143534          73.400          94.0    6542547.0      1.0986123
## 1075   107420          67.000          94.0    6542547.0      4.1743873
## 1076   285869          67.200          94.0    6542547.0      5.0937502
## 1077     6293          62.900          94.0    6542547.0      2.8903718
## 1078      454          64.900          85.0   13474489.0      0.6931472
## 1079   148627          87.000          85.0   13474489.0      0.0000000
## 1080    66372          74.600          85.0   13474489.0      3.3322045
## 1081   127653          67.300          85.0   13474489.0      4.1431347
## 1082    14503          64.200          85.0   13474489.0      4.1108739
## 1083     3455          61.500          85.0   13474489.0      2.3978953
## 1084    11470          76.300          85.0   13474489.0      0.0000000
## 1085   162692          73.600          85.0   13474489.0      1.0986123
## 1086   364571          67.300          85.0   13474489.0      5.0689042
## 1087     7275          64.100          85.0   13474489.0      2.8332133
## 1088    12248          76.000          86.0   13676693.0      0.0000000
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## 1090   180942          79.972          86.0   13676693.0      0.0000000
## 1091    77414          74.700          86.0   13676693.0      3.3322045
## 1092      543          65.800          86.0   13676693.0      0.6931472
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## 1096   291383          73.500          88.0    4839396.0      2.3978953
## 1097    14393          77.200          88.0    4839396.0      0.0000000
## 1098   230812          73.800          88.0    4839396.0      1.0986123
## 1099   193617          81.400          88.0    4839396.0      0.0000000
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## 1108    10733          76.800          92.0    2765383.0      0.0000000
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## 1117    13707          76.900          89.0    5076732.0      0.0000000
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## 1119   239808          82.000          89.0    5076732.0      0.0000000
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## 1126    18525          77.400          88.0    5183688.0      0.0000000
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## 1135    19048          78.300          88.0    5986514.0      0.0000000
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## 1138    59938          65.900          88.0    5986514.0      3.7841896
## 1139   295093          82.500          88.0    5986514.0      0.0000000
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## 1144   307576          82.700          87.0    5399162.0      0.0000000
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## 1147   283903          68.100          87.0    5399162.0      4.0073332
## 1148   420334          74.500          87.0    5399162.0      2.1972246
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## 1152    17098          77.600          88.0    1212814.0      0.0000000
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## 1158   297484          68.400          88.0    1212814.0      3.9889840
## 1159   407339          74.600          88.0    1212814.0      2.0794415
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## 1161   307999          83.100          89.0    5243669.0      0.0000000
## 1162    12930          77.700          89.0    5243669.0      0.0000000
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## 1164   401296          74.900          89.0    5243669.0      2.0794415
## 1165   306446          68.500          89.0    5243669.0      3.9512437
## 1166    18050          68.700          89.0    5243669.0      2.3025851
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## 1168     1595          68.300          89.0    5243669.0      0.6931472
## 1169      424          62.000          97.0    1054664.0      0.0000000
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## 1171      624          69.600          97.0    1054664.0      0.0000000
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## 1173    53370          65.300          97.0    1054664.0      5.4424177
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## 1178    15750          72.700          91.5    2154089.5      1.6094379
## 1179    20982          55.300          91.5    2154089.5      4.4773368
## 1180      461          61.700          91.5    2154089.5      0.0000000
## 1181      870          78.000          91.5    2154089.5      0.0000000
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## 1183    53991          65.800          91.5    2154089.5      5.3890717
## 1184    16537          70.815          90.5   10176889.5      1.6094379
## 1185      521          62.500          90.5   10176889.5      0.0000000
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## 1187      897          71.800          90.5   10176889.5      0.0000000
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## 1189    97923          63.610          90.5   10176889.5      5.9162021
## 1190     3826          42.129          90.5   10176889.5      4.4773368
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## 1192   112372          63.500          64.0    1050387.5      5.9026333
## 1193     4521          56.700          64.0    1050387.5      4.4659081
## 1194    18882          73.900          64.0    1050387.5      1.6094379
## 1195     1052          72.700          64.0    1050387.5      0.0000000
## 1196      604          63.300          64.0    1050387.5      0.0000000
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## 1198    60159          66.800          64.0    1050387.5      5.2781147
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## 1200     5225          57.000          65.0    1301865.5      4.4659081
## 1201   709149          64.000          65.0    1301865.5      7.3777589
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## 1203     1227          73.400          65.0    1301865.5      0.0000000
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## 1205      683          64.200          65.0    1301865.5      0.0000000
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## 1207     6203          57.300          66.0    1610463.0      4.4426513
## 1208     8130          65.400          66.0    1610463.0      3.4965076
## 1209   226452          72.000          66.0    1610463.0      3.2958369
## 1210     1163          74.300          66.0    1610463.0      0.0000000
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## 1212      875          65.800          86.0    2021514.5      0.0000000
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## 1217     6972          57.300          86.0    2021514.5      4.4308168
## 1218   940260          64.800          86.0    2021514.5      7.3132204
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## 1220   349882          72.400          95.0   21273910.5      3.2188758
## 1221     1168          66.500          95.0   21273910.5      0.0000000
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## 1224  1216736          64.698          95.0   21273910.5      7.2442275
## 1225   184141          65.483          95.0   21273910.5      5.9053618
## 1226     1868          75.400          95.0   21273910.5      0.0000000
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## 1229  1198895          65.500          96.0    8807622.5      7.1701195
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## 1233     2272          75.900          96.0    8807622.5      0.0000000
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## 1244     2588          76.700          91.0    2239659.5      0.0000000
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## 1247     1777          68.300          95.0   15152873.0      0.0000000
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## 1256     1781          68.700          94.0    9634855.5      0.0000000
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## 1265     3295          77.900          96.0   17265109.5      0.0000000
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## 1286      984          73.000          89.0     376676.0      0.0000000
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## 1289     3773          72.600          89.0     376676.0      0.0000000
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## 1295     5801          74.900          83.0     485412.0      0.0000000
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## 1329   197254          77.700          93.0     378153.0      0.0000000
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## 1368   244668          79.300          95.0     618294.0      0.0000000
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## 1389   282996          85.000          96.0     428622.0      0.0000000
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## 1425  2162010          82.500          95.0     427364.0      0.6931472
## 1426   235458          88.000          95.0     427364.0      0.0000000
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## 1439   151753          57.300          86.0    1243229.0      3.9318256
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## 1441      870          58.000          86.0    1243229.0      3.2188758
## 1442     3922          57.400          86.0    1243229.0      1.0986123
## 1443      783          55.900          86.0    1243229.0      1.0986123
## 1444      654          71.800          86.0    1243229.0      0.0000000
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## 1447      551          57.400          86.0    1243229.0      0.6931472
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## 1452     2961          49.800          86.0    1243229.0      4.0943446
## 1453     4663          71.000          86.0    1243229.0      0.0000000
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## 1455     4983          57.200          86.0    1243229.0      3.7612001
## 1456    20982          62.600          86.0    1243229.0      0.0000000
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## 1458    13376          49.200          86.0    1243229.0      4.7361984
## 1459     8242          51.200          86.0    1243229.0      5.5333895
## 1460      351          59.500          86.0    1243229.0      0.0000000
## 1461     1046          52.700          86.0    1243229.0      1.0986123
## 1462     1738          48.400          86.0    1243229.0      1.0986123
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## 1465      706          45.300          86.0    1243229.0      1.9459101
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## 1474      563          73.000          86.0    1933596.0      0.0000000
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## 1476     5438          58.700          86.0    1933596.0      3.7376696
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## 1478     3557          56.500          86.0    1933596.0      1.0986123
## 1479     1542          47.100          86.0    1933596.0      1.0986123
## 1480     4614          71.500          86.0    1933596.0      0.0000000
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## 1482     1711          48.000          86.0    1933596.0      3.7376696
## 1483     1461          53.100          86.0    1933596.0      1.0986123
## 1484       76          62.800          86.0    1933596.0      0.0000000
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## 1486      687          56.300          86.0    1933596.0      1.0986123
## 1487     8231          52.500          86.0    1933596.0      5.5053315
## 1488     3666          55.500          86.0    1933596.0      3.2188758
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## 1491     3468          55.000          86.0    1933596.0      4.0943446
## 1492     3190          56.000          86.0    1933596.0      3.8712010
## 1493      933          45.600          86.0    1933596.0      2.8332133
## 1494     5841          47.700          86.0    1933596.0      4.7449321
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## 1496      393          52.500          86.0    1933596.0      1.6094379
## 1497      752          58.100          86.0    1933596.0      1.9459101
## 1498    20982          57.000          86.0    1933596.0      3.8286414
## 1499     5315          57.400          86.0    1933596.0      3.7376696
## 1500      379          59.500          86.0    1933596.0      0.0000000
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## 1502     7438          51.800          86.0    1933596.0      5.4249500
## 1503     1746          61.000          86.0    1933596.0      1.9459101
## 1504    20982          49.600          86.0    1933596.0      3.4011974
## 1505    16811          47.800          86.0    1933596.0      4.1743873
## 1506     6508          57.900          86.0    1933596.0      3.2580965
## 1507     1482          54.600          86.0    1933596.0      2.6390573
## 1508     2829          52.500          86.0    1933596.0      3.5835189
## 1509     1966          43.413          76.0    1396861.0      3.4339872
## 1510     4841          71.954          76.0    1396861.0      0.0000000
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## 1512     2782          54.496          76.0    1396861.0      4.0430513
## 1513    15286          41.003          76.0    1396861.0      4.5643482
## 1514      776          44.593          76.0    1396861.0      1.6094379
## 1515     6342          39.989          76.0    1396861.0      3.2188758
## 1516      742          72.100          76.0    1396861.0      0.0000000
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## 1518      825          47.360          76.0    1396861.0      3.1780538
## 1519     3349          51.479          76.0    1396861.0      1.0986123
## 1520     4194          39.193          76.0    1396861.0      3.7135721
## 1521     5352          57.286          76.0    1396861.0      3.7135721
## 1522     3622          50.650          76.0    1396861.0      3.8918203
## 1523      418          45.504          76.0    1396861.0      1.6094379
## 1524    14135          52.000          76.0    1396861.0      4.6634391
## 1525     5087          45.009          76.0    1396861.0      3.8286414
## 1526      621          77.000          76.0    1396861.0      0.0000000
## 1527     7851          50.725          76.0    1396861.0      5.4680601
## 1528       85          64.337          76.0    1396861.0      0.0000000
## 1529      927          43.753          76.0    1396861.0      2.5649494
## 1530     5439          46.634          76.0    1396861.0      0.6931472
## 1531     3034          52.600          76.0    1396861.0      2.1972246
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## 1542      578          58.041          76.0    1396861.0      1.0986123
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## 1544     8728          52.100          76.0    1396861.0      5.4337220
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## 1546    20982          52.000          76.0    1396861.0      3.4011974
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## 1548     1807          49.348          76.0    1396861.0      1.0986123
## 1549     3908          51.818          76.0    1396861.0      4.0943446
## 1550     7006          61.600          76.0    1396861.0      3.2188758
## 1551     5951          44.026          76.0    1396861.0      4.4659081
## 1552     2138          52.000          71.0    1823369.0      3.3672958
## 1553     5728          44.500          71.0    1823369.0      3.2580965
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## 1555      785          51.900          71.0    1823369.0      3.1780538
## 1556     1158          45.500          71.0    1823369.0      1.6094379
## 1557     5817          71.500          71.0    1823369.0      0.0000000
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## 1559     4714          52.000          71.0    1823369.0      4.0775374
## 1560     7633          57.900          71.0    1823369.0      3.7135721
## 1561   197019          54.000          71.0    1823369.0      4.0073332
## 1562     1370          41.500          71.0    1823369.0      3.4011974
## 1563      477          53.000          71.0    1823369.0      1.6094379
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## 1565      748          50.000          71.0    1823369.0      2.5649494
## 1566     4741          51.600          71.0    1823369.0      3.8918203
## 1567      751          72.100          71.0    1823369.0      0.0000000
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## 1569     3504          53.200          71.0    1823369.0      2.1972246
## 1570     2485          53.800          71.0    1823369.0      1.0986123
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## 1572     2198          45.900          71.0    1823369.0      1.0986123
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## 1574     8938          52.800          71.0    1823369.0      5.4424177
## 1575     4926          55.000          71.0    1823369.0      1.0986123
## 1576      102          63.400          71.0    1823369.0      0.0000000
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## 1578     1142          45.700          71.0    1823369.0      2.8332133
## 1579      813          71.100          71.0    1823369.0      0.0000000
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## 1581     3446          53.300          71.0    1823369.0      3.5263605
## 1582      622          58.000          71.0    1823369.0      0.6931472
## 1583     7512          46.400          71.0    1823369.0      0.6931472
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## 1585      547          59.600          71.0    1823369.0      0.6931472
## 1586     6584          51.000          71.0    1823369.0      4.4426513
## 1587    21252          48.000          71.0    1823369.0      4.1588831
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## 1590      893          72.100          76.0    1267638.0      0.0000000
## 1591     7770          59.700          76.0    1267638.0      0.6931472
## 1592     6609          54.700          76.0    1267638.0      1.0986123
## 1593   255807          53.700          76.0    1267638.0      4.0073332
## 1594     3760          52.900          76.0    1267638.0      4.0253517
## 1595     2377          53.400          76.0    1267638.0      3.2580965
## 1596     5806          44.300          76.0    1267638.0      3.2958369
## 1597     6579          71.900          76.0    1267638.0      0.0000000
## 1598     5059          45.100          76.0    1267638.0      3.6888795
## 1599      115          63.800          76.0    1267638.0      0.0000000
## 1600     1511          44.800          76.0    1267638.0      1.6094379
## 1601     4657          54.100          76.0    1267638.0      2.1972246
## 1602     5454          52.800          76.0    1267638.0      4.0604430
## 1603      962          57.300          76.0    1267638.0      1.0986123
## 1604      897          54.000          76.0    1267638.0      2.4849066
## 1605      532          53.500          76.0    1267638.0      1.6094379
## 1606     8881          58.300          76.0    1267638.0      3.7135721
## 1607     7939          51.300          76.0    1267638.0      4.6443909
## 1608    16679          51.500          76.0    1267638.0      4.6051702
## 1609    10131          55.000          76.0    1267638.0      5.3798974
## 1610     6221          47.900          76.0    1267638.0      3.5835189
## 1611     3635          54.000          76.0    1267638.0      3.4965076
## 1612     7937          54.000          76.0    1267638.0      4.4067192
## 1613     4423          48.500          76.0    1267638.0      3.7841896
## 1614     1430          42.300          76.0    1267638.0      3.4011974
## 1615     6190          56.100          76.0    1267638.0      3.2188758
## 1616      925          71.400          76.0    1267638.0      0.0000000
## 1617     2770          45.600          76.0    1267638.0      1.0986123
## 1618    10297          53.500          76.0    1267638.0      5.4467374
## 1619    20982          51.400          76.0    1267638.0      3.3672958
## 1620     4411          54.100          76.0    1267638.0      1.0986123
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## 1623    23511          48.200          76.0    1267638.0      4.1588831
## 1624      634          59.800          76.0    1267638.0      0.6931472
## 1625     2260          54.900          76.0    1267638.0      2.7080502
## 1626     1117          53.400          82.5    1252156.0      3.1780538
## 1627     7248          55.100          82.5    1252156.0      1.0986123
## 1628     2934          55.300          82.5    1252156.0      3.1780538
## 1629     2937          54.700          82.5    1252156.0      3.4657359
## 1630   288867          53.800          82.5    1252156.0      4.0073332
## 1631    36971          47.400          82.5    1252156.0      4.5217886
## 1632     6489          72.100          82.5    1252156.0      0.0000000
## 1633     9583          65.000          82.5    1252156.0      0.6931472
## 1634     1627          43.300          82.5    1252156.0      3.4011974
## 1635    19510          52.800          82.5    1252156.0      4.0604430
## 1636    11964          54.300          82.5    1252156.0      5.4510385
## 1637     6568          56.500          82.5    1252156.0      3.2188758
## 1638      136          64.300          82.5    1252156.0      0.0000000
## 1639    12401          56.000          82.5    1252156.0      5.3278762
## 1640     5320          46.000          82.5    1252156.0      3.6635616
## 1641     1098          59.400          82.5    1252156.0      1.9459101
## 1642      587          53.900          82.5    1252156.0      1.6094379
## 1643     6146          53.300          82.5    1252156.0      3.8712010
## 1644     6248          53.600          82.5    1252156.0      4.0430513
## 1645     8332          49.300          82.5    1252156.0      3.5263605
## 1646      949          55.300          82.5    1252156.0      2.4849066
## 1647      972          71.800          82.5    1252156.0      0.0000000
## 1648     1028          57.700          82.5    1252156.0      1.0986123
## 1649    10745          58.900          82.5    1252156.0      3.7135721
## 1650     4383          53.700          82.5    1252156.0      4.0073332
## 1651     9919          51.700          82.5    1252156.0      0.6931472
## 1652     3178          46.000          82.5    1252156.0      1.0986123
## 1653    18738          54.100          82.5    1252156.0      4.2484952
## 1654     2936          66.000          82.5    1252156.0      2.0794415
## 1655   175671          49.200          82.5    1252156.0      6.3207683
## 1656     5859          69.000          82.5    1252156.0      3.6109179
## 1657     6650          55.300          82.5    1252156.0      2.0794415
## 1658     8869          58.000          82.5    1252156.0      4.3820266
## 1659    24037          48.700          82.5    1252156.0      4.1431347
## 1660    20982          51.600          82.5    1252156.0      3.9120230
## 1661     2281          55.000          82.5    1252156.0      2.7080502
## 1662    20982          51.900          82.5    1252156.0      3.3322045
## 1663     1338          45.900          82.5    1252156.0      2.8332133
## 1664     9239          53.200          82.5    1252156.0      4.5951199
## 1665      709          58.600          82.5    1252156.0      0.6931472
## 1666    11009          65.000          82.5    1252156.0      3.1354942
## 1667      654          60.000          82.5    1252156.0      0.6931472
## 1668     8217          54.400          82.5    1252156.0      1.0986123
## 1669     7029          71.800          81.0    1965662.0      0.0000000
## 1670     1273          54.100          81.0    1965662.0      3.1780538
## 1671    14452          55.000          81.0    1965662.0      5.4595855
## 1672     9919          54.800          81.0    1965662.0      0.6931472
## 1673    52381          47.700          81.0    1965662.0      4.4998097
## 1674     3320          57.600          81.0    1965662.0      3.0910425
## 1675      592          54.400          81.0    1965662.0      1.6094379
## 1676     5818          47.100          81.0    1965662.0      3.6375862
## 1677     1800          45.300          81.0    1965662.0      1.6094379
## 1678   303859          54.000          81.0    1965662.0      3.9889840
## 1679      143          64.700          81.0    1965662.0      0.0000000
## 1680    20982          52.500          81.0    1965662.0      3.3322045
## 1681     1119          56.700          81.0    1965662.0      2.3978953
## 1682     4756          54.500          81.0    1965662.0      3.9889840
## 1683     9978          54.900          81.0    1965662.0      4.5325995
## 1684    10087          54.800          81.0    1965662.0      1.0986123
## 1685    12757          58.000          81.0    1965662.0      3.4965076
## 1686     4220          55.600          81.0    1965662.0      3.4339872
## 1687     1054          58.200          81.0    1965662.0      1.0986123
## 1688    25281          49.400          81.0    1965662.0      4.1271344
## 1689    20982          51.500          81.0    1965662.0      3.9318256
## 1690     6547          54.300          81.0    1965662.0      3.8501476
## 1691     8002          57.000          81.0    1965662.0      1.0986123
## 1692    15281          57.200          81.0    1965662.0      5.2781147
## 1693     8072          56.900          81.0    1965662.0      2.0794415
## 1694     6396          61.400          81.0    1965662.0      3.5835189
## 1695    10328          61.400          81.0    1965662.0      0.6931472
## 1696     2352          55.700          81.0    1965662.0      2.7080502
## 1697     3291          47.800          81.0    1965662.0      1.0986123
## 1698     3920          69.000          81.0    1965662.0      2.0794415
## 1699     1108          72.100          81.0    1965662.0      0.0000000
## 1700     6906          54.300          81.0    1965662.0      4.0430513
## 1701     7034          56.800          81.0    1965662.0      3.2188758
## 1702     9510          51.200          81.0    1965662.0      4.3567088
## 1703    25826          55.300          81.0    1965662.0      4.2195077
## 1704    11698          61.300          81.0    1965662.0      3.1354942
## 1705   238455          49.800          81.0    1965662.0      6.3080984
## 1706     1211          59.700          81.0    1965662.0      1.9459101
## 1707    65266          42.731          81.5    1384969.0      4.4659081
## 1708    11903          51.542          81.5    1384969.0      4.4773368
## 1709    24827          60.022          81.5    1384969.0      3.7135721
## 1710     8150          72.801          81.5    1384969.0      0.0000000
## 1711      697          46.388          81.5    1384969.0      1.6094379
## 1712     6282          56.007          81.5    1384969.0      3.4339872
## 1713     8650          50.651          81.5    1384969.0      3.8286414
## 1714    10567          50.728          81.5    1384969.0      0.6931472
## 1715    14057          42.384          81.5    1384969.0      3.4657359
## 1716    20982          53.100          81.5    1384969.0      3.2958369
## 1717      149          65.528          81.5    1384969.0      0.0000000
## 1718    10811          42.082          81.5    1384969.0      4.3040651
## 1719     1650          72.300          81.5    1384969.0      0.0000000
## 1720     1318          58.040          81.5    1384969.0      1.7917595
## 1721     6451          48.303          81.5    1384969.0      3.6109179
## 1722    28760          49.900          81.5    1384969.0      4.1108739
## 1723    21860          54.500          81.5    1384969.0      4.5432948
## 1724     5292          43.487          81.5    1384969.0      3.3672958
## 1725     1077          72.200          81.5    1384969.0      0.0000000
## 1726     8525          59.443          81.5    1384969.0      3.5553481
## 1727    19708          52.947          81.5    1384969.0      5.2257467
## 1728     3760          58.420          81.5    1384969.0      2.6390573
## 1729     2127          42.568          81.5    1384969.0      3.3672958
## 1730      848          54.791          81.5    1384969.0      0.0000000
## 1731     5731          56.867          81.5    1384969.0      3.9702919
## 1732     8840          52.906          81.5    1384969.0      1.0986123
## 1733     8169          56.728          81.5    1384969.0      3.2188758
## 1734    23928          50.430          81.5    1384969.0      4.0430513
## 1735    13994          63.062          81.5    1384969.0      3.0910425
## 1736     8156          54.467          81.5    1384969.0      4.0253517
## 1737      796          65.152          81.5    1384969.0      0.6931472
## 1738     4346          64.164          81.5    1384969.0      2.0794415
## 1739    31958          54.110          81.5    1384969.0      4.1896547
## 1740     1700          44.741          81.5    1384969.0      2.8332133
## 1741     1280          59.448          81.5    1384969.0      1.0986123
## 1742    10731          57.500          81.0    2329864.0      0.6931472
## 1743     8607          61.700          81.0    2329864.0      1.0986123
## 1744     1960          72.400          81.0    2329864.0      0.0000000
## 1745     6964          56.800          81.0    2329864.0      3.4011974
## 1746    19789          56.300          81.0    2329864.0      5.4680601
## 1747    28679          63.000          81.0    2329864.0      3.7135721
## 1748    16854          62.800          81.0    2329864.0      3.0910425
## 1749      188          65.400          81.0    2329864.0      0.0000000
## 1750    10725          62.300          81.0    2329864.0      3.5263605
## 1751     9838          55.500          81.0    2329864.0      4.0073332
## 1752    17911          55.700          81.0    2329864.0      3.4339872
## 1753   339476          59.000          81.0    2329864.0      6.2841342
## 1754     1380          67.000          81.0    2329864.0      1.7917595
## 1755     1612          55.300          81.0    2329864.0      3.1354942
## 1756     4416          48.200          81.0    2329864.0      3.4011974
## 1757     1767          47.800          81.0    2329864.0      1.6094379
## 1758      980          72.200          81.0    2329864.0      0.0000000
## 1759      868          55.600          81.0    2329864.0      1.6094379
## 1760    34078          54.000          81.0    2329864.0      4.0943446
## 1761     1993          47.600          81.0    2329864.0      2.8332133
## 1762     9451          56.100          81.0    2329864.0      3.8066625
## 1763      999          62.000          81.0    2329864.0      0.0000000
## 1764     7298          56.000          81.0    2329864.0      3.9512437
## 1765     9788          57.600          81.0    2329864.0      3.2188758
## 1766    11650          59.400          81.0    2329864.0      2.0794415
## 1767     7744          50.000          81.0    2329864.0      3.5835189
## 1768     1562          58.700          81.0    2329864.0      1.0986123
## 1769    10394          49.600          81.0    2329864.0      3.8286414
## 1770     5206          61.400          81.0    2329864.0      2.0794415
## 1771    35895          57.900          81.0    2329864.0      4.1588831
## 1772     3294          51.400          81.0    2329864.0      1.0986123
## 1773    14440          56.300          81.0    2329864.0      4.4308168
## 1774    27715          54.200          81.0    2329864.0      4.0253517
## 1775    88539          48.700          81.0    2329864.0      4.4308168
## 1776    27948          56.200          81.0    2329864.0      4.5217886
## 1777     2452          46.200          81.0    2329864.0      3.3672958
## 1778     5180          68.000          81.0    2329864.0      2.8903718
## 1779     1741          49.400          80.0    1381599.0      1.3862944
## 1780      851          72.300          80.0    1381599.0      0.0000000
## 1781    12114          61.700          80.0    1381599.0      0.6931472
## 1782    12231          54.300          80.0    1381599.0      3.2958369
## 1783     7352          57.100          80.0    1381599.0      3.9318256
## 1784     3580          52.600          80.0    1381599.0      1.0986123
## 1785     9617          62.800          80.0    1381599.0      3.4965076
## 1786     6717          57.300          80.0    1381599.0      3.3672958
## 1787    10232          56.000          80.0    1381599.0      4.0073332
## 1788     1852          72.400          80.0    1381599.0      0.0000000
## 1789    15028          55.700          80.0    1381599.0      1.0986123
## 1790     1781          56.200          80.0    1381599.0      3.1354942
## 1791    12264          53.800          80.0    1381599.0      4.2484952
## 1792    32437          68.000          80.0    1381599.0      5.1298987
## 1793    16146          63.500          80.0    1381599.0      3.0445224
## 1794   329754          56.500          80.0    1381599.0      3.8286414
## 1795     9291          57.000          80.0    1381599.0      3.8286414
## 1796     9666          50.000          80.0    1381599.0      3.4011974
## 1797     5675          61.000          80.0    1381599.0      2.8332133
## 1798    33887          51.000          80.0    1381599.0      4.0943446
## 1799     1049          69.000          80.0    1381599.0      0.0000000
## 1800     1857          61.400          80.0    1381599.0      1.7917595
## 1801     1450          59.000          80.0    1381599.0      1.0986123
## 1802      905          61.300          80.0    1381599.0      0.6931472
## 1803    20982          52.200          80.0    1381599.0      3.9512437
## 1804     4715          61.700          80.0    1381599.0      2.0794415
## 1805    25128          57.500          80.0    1381599.0      4.4067192
## 1806    26049          66.000          80.0    1381599.0      3.7135721
## 1807    70307          49.100          80.0    1381599.0      4.3944492
## 1808   295009          51.600          80.0    1381599.0      6.2672005
## 1809    18648          56.700          80.0    1381599.0      5.4722707
## 1810     9010          51.500          80.0    1381599.0      3.5835189
## 1811    42347          59.100          80.0    1381599.0      4.1271344
## 1812     9129          72.800          80.0    1381599.0      0.0000000
## 1813     9451          56.900          80.0    1381599.0      3.7841896
## 1814     9723          68.000          80.0    1381599.0      1.9459101
## 1815    15328          57.400          80.0    1381599.0      3.4011974
## 1816     1768          59.200          80.0    1381599.0      2.3025851
## 1817     2419          47.100          80.0    1381599.0      3.3322045
## 1818     9739          58.400          80.0    1381599.0      3.2188758
## 1819      201          65.800          80.0    1381599.0      0.0000000
## 1820      830          56.300          80.0    1381599.0      1.3862944
## 1821     2235          51.100          83.0     876693.0      1.3862944
## 1822    27508          55.300          83.0     876693.0      3.9702919
## 1823     7851          58.200          83.0     876693.0      3.9120230
## 1824     1543          59.300          83.0     876693.0      1.0986123
## 1825    11412          54.000          83.0     876693.0      4.2341065
## 1826      982          72.400          83.0     876693.0      0.0000000
## 1827     2032          56.800          83.0     876693.0      3.1354942
## 1828    20982          52.400          83.0     876693.0      3.9512437
## 1829     1129          61.300          83.0     876693.0      0.0000000
## 1830     9983          63.300          83.0     876693.0      3.4657359
## 1831   417364          58.000          83.0     876693.0      3.7612001
## 1832     9535          58.700          83.0     876693.0      3.2188758
## 1833    11431          63.000          83.0     876693.0      1.0986123
## 1834    12637          61.100          83.0     876693.0      0.6931472
## 1835     2143          49.200          83.0     876693.0      2.8332133
## 1836    10128          52.900          83.0     876693.0      3.5553481
## 1837    20266          58.000          83.0     876693.0      3.4011974
## 1838    26673          58.400          83.0     876693.0      4.3694479
## 1839     1590          62.100          83.0     876693.0      1.7917595
## 1840    83799          49.600          83.0     876693.0      4.3567088
## 1841    16121          64.300          83.0     876693.0      3.0445224
## 1842   366990          52.000          83.0     876693.0      6.2557500
## 1843    32198          69.000          83.0     876693.0      3.6888795
## 1844    10004          73.300          83.0     876693.0      0.0000000
## 1845    10689          56.500          83.0     876693.0      3.9889840
## 1846     4746          57.400          83.0     876693.0      2.6390573
## 1847    13148          62.000          83.0     876693.0      1.9459101
## 1848    10668          51.200          83.0     876693.0      3.8286414
## 1849    12042          52.400          83.0     876693.0      3.3672958
## 1850    16314          56.100          83.0     876693.0      1.0986123
## 1851     5629          62.000          83.0     876693.0      2.0794415
## 1852    10110          57.500          83.0     876693.0      3.7612001
## 1853      190          66.200          83.0     876693.0      0.0000000
## 1854    21566          57.400          83.0     876693.0      5.4764636
## 1855    34936          51.500          83.0     876693.0      4.0943446
## 1856      850          56.700          83.0     876693.0      1.3862944
## 1857     2578          48.100          83.0     876693.0      3.2958369
## 1858     6125          62.800          83.0     876693.0      2.7725887
## 1859     1998          59.700          83.0     876693.0      2.1972246
## 1860     5422          58.300          82.0    1225258.0      2.6390573
## 1861    12523          64.300          82.0    1225258.0      1.0986123
## 1862    11552          63.800          82.0    1225258.0      3.4339872
## 1863    18210          62.800          82.0    1225258.0      0.6931472
## 1864     2579          52.300          82.0    1225258.0      1.3862944
## 1865     1059          72.600          82.0    1225258.0      0.0000000
## 1866     2438          49.800          82.0    1225258.0      2.7725887
## 1867    15111          62.200          82.0    1225258.0      0.6931472
## 1868    14619          54.300          82.0    1225258.0      4.1896547
## 1869    36694          51.700          82.0    1225258.0      4.0943446
## 1870     2236          57.400          82.0    1225258.0      3.0910425
## 1871    30631          55.600          82.0    1225258.0      3.9318256
## 1872    11648          54.100          82.0    1225258.0      3.4657359
## 1873    10693          59.100          82.0    1225258.0      3.2188758
## 1874    31953          62.600          82.0    1225258.0      5.0498560
## 1875   414467          52.300          82.0    1225258.0      6.2402758
## 1876    25840          57.900          82.0    1225258.0      5.4764636
## 1877    12080          58.100          82.0    1225258.0      3.7376696
## 1878     1410          59.800          82.0    1225258.0      1.0986123
## 1879     4820          55.000          82.0    1225258.0      0.6931472
## 1880     2065          62.900          82.0    1225258.0      1.7917595
## 1881   111790          51.000          82.0    1225258.0      4.3174881
## 1882     6785          58.100          82.0    1225258.0      3.3322045
## 1883    12172          51.600          82.0    1225258.0      3.8286414
## 1884     6765          62.200          82.0    1225258.0      2.0794415
## 1885   458199          58.900          82.0    1225258.0      3.7612001
## 1886    15655          62.900          82.0    1225258.0      1.9459101
## 1887     2932          48.900          82.0    1225258.0      3.2580965
## 1888    14102          54.900          82.0    1225258.0      3.3322045
## 1889    27872          59.300          82.0    1225258.0      4.3307333
## 1890    14907          55.400          82.0    1225258.0      3.2958369
## 1891     1100          57.100          82.0    1225258.0      1.3862944
## 1892    39337          61.200          82.0    1225258.0      3.6888795
## 1893    46869          61.200          82.0    1225258.0      4.0943446
## 1894     6885          63.800          82.0    1225258.0      2.6390573
## 1895      226          66.600          82.0    1225258.0      0.0000000
## 1896    13042          65.800          84.0    1638139.0      1.0986123
## 1897    16688          54.800          84.0    1638139.0      4.1588831
## 1898     2478          52.200          84.0    1638139.0      1.3862944
## 1899     2510          53.000          84.0    1638139.0      2.7725887
## 1900    56397          62.100          84.0    1638139.0      4.0775374
## 1901     9427          63.000          84.0    1638139.0      3.8918203
## 1902    36302          52.000          84.0    1638139.0      4.0775374
## 1903     5414          58.900          84.0    1638139.0      2.6390573
## 1904     1354          62.200          84.0    1638139.0      0.0000000
## 1905    17115          56.600          84.0    1638139.0      3.2580965
## 1906     2792          67.000          84.0    1638139.0      2.1972246
## 1907     6728          62.500          84.0    1638139.0      2.0794415
## 1908     1415          62.000          84.0    1638139.0      1.0986123
## 1909     8773          55.300          84.0    1638139.0      3.4339872
## 1910   128053          56.000          84.0    1638139.0      4.2766661
## 1911    30155          55.900          84.0    1638139.0      3.9120230
## 1912   463971          52.700          84.0    1638139.0      6.2245584
## 1913    41272          61.600          84.0    1638139.0      3.6635616
## 1914    27306          60.000          84.0    1638139.0      4.2904594
## 1915    39650          58.600          84.0    1638139.0      4.4659081
## 1916    17693          63.700          84.0    1638139.0      1.9459101
## 1917    43311          63.300          84.0    1638139.0      5.0106353
## 1918    13907          63.400          84.0    1638139.0      0.6931472
## 1919     1913          72.700          84.0    1638139.0      0.0000000
## 1920    12367          51.800          84.0    1638139.0      3.8286414
## 1921    12442          57.200          84.0    1638139.0      3.9702919
## 1922     1016          62.500          84.0    1638139.0      0.6931472
## 1923    12561          58.600          84.0    1638139.0      3.7135721
## 1924    11141          59.300          84.0    1638139.0      3.2188758
## 1925    20982          63.600          84.0    1638139.0      1.7917595
## 1926   434401          59.200          84.0    1638139.0      3.7612001
## 1927     4887          56.500          84.0    1638139.0      0.6931472
## 1928      989          57.600          84.0    1638139.0      1.3862944
## 1929    17661          65.600          84.0    1638139.0      2.9957323
## 1930    22388          56.700          84.0    1638139.0      1.0986123
## 1931     7655          64.600          84.0    1638139.0      2.5649494
## 1932     7638          58.400          84.0    1638139.0      3.3322045
## 1933    61671          62.600          84.5    1772723.0      4.0604430
## 1934     2367          52.100          84.5    1772723.0      1.3862944
## 1935      267          67.100          84.5    1772723.0      0.0000000
## 1936    32680          58.800          84.5    1772723.0      5.4722707
## 1937   132339          51.100          84.5    1772723.0      4.2341065
## 1938    42760          52.300          84.5    1772723.0      4.0775374
## 1939     1692          49.900          84.5    1772723.0      2.7725887
## 1940    12518          59.500          84.5    1772723.0      3.2188758
## 1941    12424          64.700          84.5    1772723.0      3.3672958
## 1942    10225          69.000          84.5    1772723.0      3.8918203
## 1943     1325          72.900          84.5    1772723.0      0.0000000
## 1944     6022          59.400          84.5    1772723.0      2.6390573
## 1945    47648          63.700          84.5    1772723.0      4.9767337
## 1946    12954          52.200          84.5    1772723.0      3.8286414
## 1947    28916          67.000          84.5    1772723.0      4.2626799
## 1948    13243          57.300          84.5    1772723.0      3.9702919
## 1949    13444          59.000          84.5    1772723.0      3.6888795
## 1950     1376          66.000          84.5    1772723.0      1.0986123
## 1951     7223          62.700          84.5    1772723.0      2.0794415
## 1952    17198          55.300          84.5    1772723.0      4.1271344
## 1953    18426          56.400          84.5    1772723.0      3.2580965
## 1954    19091          58.000          84.5    1772723.0      3.2188758
## 1955    14272          64.200          84.5    1772723.0      0.6931472
## 1956    33729          56.400          84.5    1772723.0      3.8712010
## 1957    12293          74.100          84.5    1772723.0      0.0000000
## 1958    62825          61.900          84.5    1772723.0      3.6375862
## 1959    21949          57.400          84.5    1772723.0      1.0986123
## 1960     1046          58.100          84.5    1772723.0      1.3862944
## 1961     8032          56.700          84.5    1772723.0      3.3672958
## 1962     2043          62.700          84.5    1772723.0      0.0000000
## 1963    18919          66.000          84.5    1772723.0      2.9957323
## 1964     7821          65.200          84.5    1772723.0      2.4849066
## 1965   520117          53.200          84.5    1772723.0      6.2106001
## 1966    20982          64.000          84.5    1772723.0      1.7917595
## 1967    45649          59.700          84.5    1772723.0      4.4543473
## 1968     5836          54.200          84.5    1772723.0      3.9318256
## 1969     4920          54.000          84.5    1772723.0      3.1354942
## 1970     2029          72.800          84.5    1772723.0      0.0000000
## 1971    10863          61.400          86.0    1875713.0      3.8918203
## 1972    13285          59.700          86.0    1875713.0      3.2188758
## 1973    12435          65.900          86.0    1875713.0      0.6931472
## 1974     2441          52.100          86.0    1875713.0      1.3862944
## 1975    15470          65.100          86.0    1875713.0      0.6931472
## 1976    35909          59.300          86.0    1875713.0      5.4680601
## 1977    19496          59.200          86.0    1875713.0      3.1354942
## 1978    48843          52.800          86.0    1875713.0      4.0604430
## 1979     8801          57.600          86.0    1875713.0      3.2958369
## 1980     8240          65.700          86.0    1875713.0      2.4849066
## 1981    13962          56.600          86.0    1875713.0      3.2580965
## 1982     1055          58.400          86.0    1875713.0      1.3862944
## 1983     1895          58.000          86.0    1875713.0      2.7080502
## 1984    13943          59.300          86.0    1875713.0      3.6635616
## 1985    32612          61.500          86.0    1875713.0      4.2195077
## 1986    54783          62.100          86.0    1875713.0      3.6109179
## 1987     2706          59.100          86.0    1875713.0      3.0910425
## 1988    27141          61.100          86.0    1875713.0      3.3322045
## 1989    17978          56.700          86.0    1875713.0      4.1108739
## 1990     4423          58.400          86.0    1875713.0      0.6931472
## 1991     8778          58.100          86.0    1875713.0      3.2958369
## 1992      293          67.300          86.0    1875713.0      0.0000000
## 1993     5015          48.100          86.0    1875713.0      3.1354942
## 1994    13074          74.200          86.0    1875713.0      0.0000000
## 1995    19797          66.400          86.0    1875713.0      2.9444390
## 1996     1150          63.200          86.0    1875713.0      0.0000000
## 1997     2215          63.000          86.0    1875713.0      0.0000000
## 1998     3226          58.100          86.0    1875713.0      2.0794415
## 1999    55612          64.200          86.0    1875713.0      4.9416424
## 2000     6593          63.000          86.0    1875713.0      2.0794415
## 2001   574184          53.600          86.0    1875713.0      6.1944054
## 2002     2042          73.000          86.0    1875713.0      0.0000000
## 2003    13941          52.600          86.0    1875713.0      3.8286414
## 2004    17919          64.200          86.0    1875713.0      1.9459101
## 2005     1229          68.000          86.0    1875713.0      1.0986123
## 2006    11323          65.500          83.5    1746795.0      3.3322045
## 2007    11388          60.000          83.5    1746795.0      3.2188758
## 2008     1391          73.200          83.5    1746795.0      0.0000000
## 2009     9219          58.300          83.5    1746795.0      3.2580965
## 2010   493027          54.500          83.5    1746795.0      6.1800167
## 2011    19963          67.000          83.5    1746795.0      3.0910425
## 2012    11998          57.300          83.5    1746795.0      3.2580965
## 2013    11335          65.800          83.5    1746795.0      0.6931472
## 2014    14383          66.000          83.5    1746795.0      0.6931472
## 2015     8545          66.100          83.5    1746795.0      2.3978953
## 2016     8794          59.000          83.5    1746795.0      3.2580965
## 2017     2360          53.700          83.5    1746795.0      1.3862944
## 2018    45815          53.300          83.5    1746795.0      4.0430513
## 2019      260          67.500          83.5    1746795.0      0.0000000
## 2020    70120          63.400          83.5    1746795.0      3.9889840
## 2021    47414          61.800          83.5    1746795.0      4.4426513
## 2022    13531          65.700          83.5    1746795.0      0.6931472
## 2023     3104          59.600          83.5    1746795.0      3.0445224
## 2024     1048          58.900          83.5    1746795.0      1.3862944
## 2025     4252          51.000          83.5    1746795.0      3.0910425
## 2026    16209          57.600          83.5    1746795.0      4.0943446
## 2027     1696          52.500          83.5    1746795.0      2.7080502
## 2028    32210          57.300          83.5    1746795.0      3.8066625
## 2029     4063          58.900          83.5    1746795.0      0.6931472
## 2030    32387          62.300          83.5    1746795.0      4.1896547
## 2031     3227          61.400          83.5    1746795.0      2.0794415
## 2032     6985          55.000          83.5    1746795.0      3.9120230
## 2033      966          63.500          83.5    1746795.0      0.0000000
## 2034     2424          63.500          83.5    1746795.0      0.0000000
## 2035    21251          61.800          83.5    1746795.0      3.2958369
## 2036   346710          62.900          83.5    1746795.0      3.7376696
## 2037    10950          53.100          83.5    1746795.0      3.8286414
## 2038    90496          52.400          83.5    1746795.0      4.1896547
## 2039    12007          74.600          83.5    1746795.0      0.0000000
## 2040     1750          73.300          83.5    1746795.0      0.0000000
## 2041     6167          63.100          83.5    1746795.0      2.0794415
## 2042    13105          58.200          83.5    1746795.0      3.9512437
## 2043    49406          62.400          83.5    1746795.0      3.6109179
## 2044    20982          64.700          83.5    1746795.0      1.6094379
## 2045    80590          72.600          89.0    1292567.0      2.3025851
## 2046     9986          78.100          89.0    1292567.0      0.0000000
## 2047   274295          74.000          89.0    1292567.0      3.7841896
## 2048    48364          70.000          89.0    1292567.0      3.4011974
## 2049    17760          76.200          89.0    1292567.0      0.0000000
## 2050     5273          66.600          89.0    1292567.0      2.1972246
## 2051   104337          74.200          89.0    1292567.0      0.0000000
## 2052   189515          72.600          89.0    1292567.0      2.3025851
## 2053    17260          72.700          89.0    1292567.0      0.0000000
## 2054     1912          72.000          89.0    1292567.0      0.0000000
## 2055    37719          73.200          89.0    1292567.0      0.0000000
## 2056     3057          71.800          89.0    1292567.0      0.6931472
## 2057    19507          72.600          89.0    1292567.0      0.0000000
## 2058     9679          68.000          89.0    1292567.0      3.8712010
## 2059     9063          74.500          89.0    1292567.0      0.0000000
## 2060    86771          72.700          90.5    2183163.5      2.3025851
## 2061   103312          74.500          90.5    2183163.5      0.0000000
## 2062    36176          72.000          90.5    2183163.5      3.4011974
## 2063     8976          74.700          90.5    2183163.5      0.0000000
## 2064   134636          79.300          90.5    2183163.5      0.0000000
## 2065    34890          73.200          90.5    2183163.5      0.0000000
## 2066     8976          71.900          90.5    2183163.5      1.3862944
## 2067   184138          72.800          90.5    2183163.5      2.3025851
## 2068    19452          72.900          90.5    2183163.5      0.0000000
## 2069     9853          61.100          90.5    2183163.5      3.8286414
## 2070   201753          78.000          90.5    2183163.5      3.7135721
## 2071    10398          78.200          90.5    2183163.5      0.0000000
## 2072     2118          72.600          90.5    2183163.5      0.0000000
## 2073    17538          76.300          90.5    2183163.5      0.0000000
## 2074   125061          79.696          91.0    1512165.0      0.0000000
## 2075     9594          74.795          91.0    1512165.0      0.0000000
## 2076    19152          71.028          91.0    1512165.0      0.0000000
## 2077    90558          72.800          91.0    1512165.0      2.1972246
## 2078    38136          76.904          91.0    1512165.0      0.0000000
## 2079   189606          71.626          91.0    1512165.0      2.3025851
## 2080   109816          74.700          91.0    1512165.0      0.0000000
## 2081    32928          57.046          91.0    1512165.0      3.4011974
## 2082     3396          71.700          91.0    1512165.0      0.6931472
## 2083    19364          76.400          91.0    1512165.0      0.0000000
## 2084     6236          67.800          91.0    1512165.0      1.9459101
## 2085     2376          72.600          91.0    1512165.0      0.0000000
## 2086    47875          73.400          92.0     885909.5      0.0000000
## 2087    10196          72.300          92.0     885909.5      1.3862944
## 2088    95694          73.000          92.0     885909.5      2.1972246
## 2089   131300          79.700          92.0     885909.5      0.0000000
## 2090    11075          75.000          92.0     885909.5      0.0000000
## 2091   124346          74.900          92.0     885909.5      0.0000000
## 2092    20083          73.500          92.0     885909.5      0.0000000
## 2093    14547          78.500          92.0     885909.5      0.0000000
## 2094   314596          71.600          92.0     885909.5      3.5553481
## 2095   215808          73.000          92.0     885909.5      2.1972246
## 2096    23534          76.500          92.0     885909.5      0.0000000
## 2097     2807          72.700          92.0     885909.5      0.0000000
## 2098     7276          67.800          92.0     885909.5      1.9459101
## 2099     3991          72.700          92.0     885909.5      0.0000000
## 2100    11778          61.900          92.0     885909.5      3.7612001
## 2101    21634          73.600          92.0     885909.5      0.0000000
## 2102    59439          73.500          91.0    1310044.5      0.0000000
## 2103   258742          73.100          91.0    1310044.5      2.1972246
## 2104    31734          76.600          91.0    1310044.5      0.0000000
## 2105   408865          72.000          91.0    1310044.5      3.4965076
## 2106     5125          72.300          91.0    1310044.5      0.0000000
## 2107    11412          72.500          91.0    1310044.5      1.3862944
## 2108    17321          78.600          91.0    1310044.5      0.0000000
## 2109     8680          68.400          91.0    1310044.5      1.7917595
## 2110    21160          73.700          91.0    1310044.5      0.0000000
## 2111     3577          73.000          91.0    1310044.5      0.0000000
## 2112    13150          75.200          91.0    1310044.5      0.0000000
## 2113    24764          74.000          91.0    1310044.5      0.0000000
## 2114   147824          75.100          91.0    1310044.5      0.0000000
## 2115   134204          73.500          91.0    1568662.0      2.1972246
## 2116    49955          66.800          91.0    1568662.0      3.4339872
## 2117   506315          72.400          91.0    1568662.0      3.4011974
## 2118    13245          68.400          91.0    1568662.0      1.7917595
## 2119    12589          72.400          91.0    1568662.0      1.3862944
## 2120     6411          73.900          91.0    1568662.0      0.0000000
## 2121   147084          80.000          91.0    1568662.0      0.0000000
## 2122    31082          74.300          91.0    1568662.0      0.0000000
## 2123     4900          73.000          91.0    1568662.0      0.0000000
## 2124    16732          62.600          91.0    1568662.0      3.6888795
## 2125    80799          73.600          91.0    1568662.0      0.0000000
## 2126   328460          73.100          91.0    1568662.0      2.1972246
## 2127    15969          75.300          91.0    1568662.0      0.0000000
## 2128   180617          75.300          91.0    1568662.0      0.0000000
## 2129    20982          69.200          92.0    1689234.5      1.7917595
## 2130   557076          72.800          92.0    1689234.5      3.3322045
## 2131    15057          72.800          92.0    1689234.5      1.3862944
## 2132    60882          76.600          92.0    1689234.5      0.0000000
## 2133    65140          64.700          92.0    1689234.5      3.4339872
## 2134    20073          78.800          92.0    1689234.5      0.0000000
## 2135     7745          73.900          92.0    1689234.5      0.0000000
## 2136    19063          63.000          92.0    1689234.5      3.6635616
## 2137   101557          73.600          92.0    1689234.5      0.0000000
## 2138     6384          72.900          92.0    1689234.5      0.0000000
## 2139   158670          84.000          92.0    1689234.5      0.0000000
## 2140    24827          71.993          94.0    1597589.5      0.0000000
## 2141    21651          63.400          94.0    1597589.5      3.6375862
## 2142    88837          59.545          94.0    1597589.5      3.4339872
## 2143    79712          76.700          94.0    1597589.5      0.0000000
## 2144   681321          71.777          94.0    1597589.5      3.2580965
## 2145    33049          73.000          94.0    1597589.5      1.7917595
## 2146    23969          78.900          94.0    1597589.5      0.0000000
## 2147   257916          75.600          94.0    1597589.5      0.0000000
## 2148   184052          80.745          94.0    1597589.5      0.0000000
## 2149    42085          75.640          94.0    1597589.5      0.0000000
## 2150   114634          77.588          94.0    1597589.5      0.0000000
## 2151    21730          75.635          94.0    1597589.5      0.0000000
## 2152   180030          73.800          94.0    1597589.5      2.0794415
## 2153     9206          73.500          94.0    1597589.5      0.0000000
## 2154   147380          73.800          92.0    1277310.0      0.0000000
## 2155    48851          73.000          92.0    1277310.0      1.7917595
## 2156   115270          76.800          92.0    1277310.0      0.0000000
## 2157    25711          75.800          92.0    1277310.0      0.0000000
## 2158   315475          75.800          92.0    1277310.0      0.0000000
## 2159   770449          73.500          92.0    1277310.0      3.2188758
## 2160    12795          73.900          92.0    1277310.0      0.0000000
## 2161    60905          75.200          92.0    1277310.0      0.0000000
## 2162   519797          73.300          92.0    1277310.0      2.1972246
## 2163    27845          79.100          92.0    1277310.0      0.0000000
## 2164   218090          73.800          92.0    1277310.0      2.0794415
## 2165   220531          81.000          92.0    1277310.0      0.0000000
## 2166    35400          74.700          94.0    2856738.5      0.0000000
## 2167    24538          73.300          94.0    2856738.5      1.3862944
## 2168    25945          79.300          94.0    2856738.5      0.0000000
## 2169   649289          73.900          94.0    2856738.5      3.1354942
## 2170    97798          77.000          94.0    2856738.5      0.0000000
## 2171   211970          81.500          94.0    2856738.5      0.0000000
## 2172    44292          78.000          94.0    2856738.5      1.7917595
## 2173    10767          73.200          94.0    2856738.5      0.0000000
## 2174    25130          64.100          94.0    2856738.5      3.5835189
## 2175     8648          73.300          94.0    2856738.5      0.0000000
## 2176   111658          74.000          94.0    2856738.5      3.4657359
## 2177   253547          76.000          94.0    2856738.5      0.0000000
## 2178   429098          73.400          94.0    2856738.5      2.0794415
## 2179   224562          73.800          94.0    2856738.5      1.9459101
## 2180    22938          76.000          94.0    2856738.5      0.0000000
## 2181    25732          79.500          96.0    1916169.0      0.0000000
## 2182   125122          77.300          96.0    1916169.0      0.0000000
## 2183    27134          73.400          96.0    1916169.0      1.3862944
## 2184   528207          73.700          96.0    1916169.0      2.0794415
## 2185   776967          74.200          96.0    1916169.0      3.0445224
## 2186    12243          73.800          96.0    1916169.0      0.0000000
## 2187   115417          74.000          96.0    1916169.0      0.0000000
## 2188    38444          74.900          96.0    1916169.0      0.0000000
## 2189    25713          76.100          96.0    1916169.0      0.0000000
## 2190     9260          73.500          96.0    1916169.0      0.0000000
## 2191   238364          81.700          96.0    1916169.0      0.0000000
## 2192    64993          75.600          96.0    1916169.0      0.0000000
## 2193   300189          76.200          96.0    1916169.0      0.0000000
## 2194    27565          79.700          95.0    3009703.0      0.0000000
## 2195   676635          73.900          95.0    3009703.0      2.0794415
## 2196   838785          74.500          95.0    3009703.0      2.9957323
## 2197    29524          73.600          95.0    3009703.0      1.3862944
## 2198    39927          75.000          95.0    3009703.0      0.0000000
## 2199    77498          75.800          95.0    3009703.0      0.0000000
## 2200    67539          71.700          95.0    3009703.0      1.9459101
## 2201    10142          73.900          95.0    3009703.0      0.0000000
## 2202   266792          81.800          95.0    3009703.0      0.0000000
## 2203   360833          76.300          95.0    3009703.0      0.0000000
## 2204    28777          76.100          95.0    3009703.0      0.0000000
## 2205    15107          73.900          95.0    3009703.0      0.0000000
## 2206    32726          64.600          95.0    3009703.0      3.5553481
## 2207   185750          77.000          95.0    3009703.0      3.4657359
## 2208    31635          73.700          96.0    3138292.5      1.3862944
## 2209    16489          74.200          96.0    3138292.5      0.0000000
## 2210    44017          75.000          96.0    3138292.5      0.0000000
## 2211    35401          64.700          96.0    3138292.5      3.5835189
## 2212   218002          76.000          96.0    3138292.5      3.4657359
## 2213    10619          74.400          96.0    3138292.5      0.0000000
## 2214   741850          74.100          96.0    3138292.5      2.0794415
## 2215    30749          76.500          96.0    3138292.5      0.0000000
## 2216    87409          76.000          96.0    3138292.5      0.0000000
## 2217    24977          80.000          96.0    3138292.5      0.0000000
## 2218    69680          71.900          96.0    3138292.5      1.6094379
## 2219   174048          74.300          96.0    3138292.5      0.0000000
## 2220    46880          74.900          97.0    2012321.0      0.0000000
## 2221   957799          75.200          97.0    2012321.0      2.8332133
## 2222    17190          74.500          97.0    2012321.0      0.0000000
## 2223   174168          74.500          97.0    2012321.0      0.0000000
## 2224    89936          76.200          97.0    2012321.0      0.0000000
## 2225   753865          74.300          97.0    2012321.0      2.0794415
## 2226    74161          72.200          97.0    2012321.0      1.6094379
## 2227    21361          63.600          97.0    2012321.0      1.9459101
## 2228    23899          81.000          97.0    2012321.0      0.0000000
## 2229   400219          76.700          97.0    2012321.0      0.0000000
## 2230    32539          76.700          97.0    2012321.0      0.0000000
## 2231    11121          74.400          97.0    2012321.0      0.0000000
## 2232   234638          69.500          97.0    2012321.0      3.4657359
## 2233    36848          74.000          96.0     668453.5      1.3862944
## 2234    23156          83.000          96.0     668453.5      0.0000000
## 2235   938935          75.500          96.0     668453.5      2.7725887
## 2236    48095          74.800          96.0     668453.5      0.0000000
## 2237   314330          82.200          96.0     668453.5      0.0000000
## 2238    43229          65.400          96.0     668453.5      3.6109179
## 2239   162650          74.600          96.0     668453.5      0.0000000
## 2240    11610          74.600          96.0     668453.5      0.0000000
## 2241    33388          76.800          96.0     668453.5      0.0000000
## 2242    38587          74.100          97.0    4050259.5      1.3862944
## 2243   370275          77.100          97.0    4050259.5      0.0000000
## 2244    10553          74.800          97.0    4050259.5      0.0000000
## 2245   864314          75.800          97.0    4050259.5      2.7080502
## 2246   166774          68.900          97.0    4050259.5      3.4657359
## 2247   114586          74.700          97.0    4050259.5      0.0000000
## 2248   669484          74.500          97.0    4050259.5      1.9459101
## 2249   303414          82.500          97.0    4050259.5      0.0000000
## 2250    53076          72.700          97.0    4050259.5      1.6094379
## 2251   161740          78.200          97.0    4050259.5      0.0000000
## 2252    31051          76.900          97.0    4050259.5      0.0000000
## 2253    16468          64.500          97.0    4050259.5      1.7917595
## 2254    14954          74.400          97.0    4050259.5      0.0000000
## 2255    42444          65.700          97.0    4050259.5      3.6109179
## 2256   279216          79.700          33.0     811566.0      0.0000000
## 2257  1947982          78.000          33.0     811566.0      1.0986123
## 2258    21230          77.800          33.0     811566.0      0.0000000
## 2259  1365640          78.800          33.0     811566.0      1.0986123
## 2260   236792          77.600          33.0     811566.0      0.0000000
## 2261   197290          78.100          33.0     811566.0      0.0000000
## 2262  1945791          78.300          44.0     842293.0      1.0986123
## 2263   197509          78.600          44.0     842293.0      0.0000000
## 2264   431587          78.300          44.0     842293.0      0.0000000
## 2265    21388          78.000          44.0     842293.0      0.0000000
## 2266   286583          82.000          44.0     842293.0      0.0000000
## 2267   236746          78.000          44.0     842293.0      0.0000000
## 2268  1377657          79.000          44.0     842293.0      1.0986123
## 2269    23650          78.300          81.0    6185267.0      0.0000000
## 2270   214395          78.980          81.0    6185267.0      0.0000000
## 2271   309301          80.620          81.0    6185267.0      0.0000000
## 2272  1501409          79.590          81.0    6185267.0      1.0986123
## 2273  2078485          78.670          81.0    6185267.0      1.0986123
## 2274   473862          78.530          81.0    6185267.0      0.0000000
## 2275   318083          78.300          64.0    1622532.0      0.0000000
## 2276   580070          78.700          64.0    1622532.0      0.0000000
## 2277  1844545          79.300          64.0    1622532.0      1.0986123
## 2278   262274          78.800          64.0    1622532.0      0.0000000
## 2279   369215          78.800          83.0    7389625.0      0.0000000
## 2280  2119633          82.000          83.0    7389625.0      1.0986123
## 2281    35065          78.700          83.0    7389625.0      0.0000000
## 2282   658380          79.200          83.0    7389625.0      0.0000000
## 2283  2814354          79.100          83.0    7389625.0      1.0986123
## 2284   403913          81.000          83.0    7389625.0      0.0000000
## 2285  2196945          81.000          77.0    8227829.0      1.0986123
## 2286   385715          78.900          77.0    8227829.0      0.0000000
## 2287    37672          78.800          77.0    8227829.0      0.0000000
## 2288   316092          79.400          77.0    8227829.0      0.0000000
## 2289   418285          81.100          77.0    8227829.0      0.0000000
## 2290   685348          79.400          77.0    8227829.0      0.0000000
## 2291  2846864          79.200          77.0    8227829.0      1.0986123
## 2292    42910          79.400          87.0    7483934.0      0.0000000
## 2293   733955          79.800          87.0    7483934.0      0.0000000
## 2294  2320536          86.000          87.0    7483934.0      1.0986123
## 2295   408260          79.400          87.0    7483934.0      0.0000000
## 2296  2994704          79.600          87.0    7483934.0      1.0986123
## 2297   336280          79.800          87.0    7483934.0      0.0000000
## 2298   441635          81.500          87.0    7483934.0      0.0000000
## 2299   848559          79.762          86.0    7551117.0      0.0000000
## 2300   490741          81.701          86.0    7551117.0      0.0000000
## 2301   389186          79.829          86.0    7551117.0      0.0000000
## 2302    51587          79.700          86.0    7551117.0      0.0000000
## 2303   470922          79.441          86.0    7551117.0      0.0000000
## 2304  3425578          79.406          86.0    7551117.0      1.0986123
## 2305  2660591          80.657          86.0    7551117.0      1.0986123
## 2306  2930304          89.000          87.0    6437499.0      1.0986123
## 2307   567268          82.000          87.0    6437499.0      0.0000000
## 2308  3745264          79.900          87.0    6437499.0      0.6931472
## 2309    58844          80.000          87.0    6437499.0      0.0000000
## 2310   951870          83.000          87.0    6437499.0      0.0000000
## 2311    54467          83.000          88.0    1653388.0      0.0000000
## 2312   871519          86.000          88.0    1653388.0      0.0000000
## 2313   483254          79.800          88.0    1653388.0      0.0000000
## 2314  3411261          80.000          88.0    1653388.0      0.6931472
## 2315   554213          82.100          88.0    1653388.0      0.0000000
## 2316  2700887          81.100          88.0    1653388.0      1.0986123
## 2317   392275          84.000          88.0    1895586.0      0.0000000
## 2318   847381          88.000          88.0    1895586.0      0.0000000
## 2319  2645188          81.300          88.0    1895586.0      1.0986123
## 2320  3749315          85.000          88.5    7912398.0      0.6931472
## 2321   905271          81.100          88.5    7912398.0      0.0000000
## 2322    61696          88.000          88.5    7912398.0      0.0000000
## 2323   431685          88.000          88.5    7912398.0      0.0000000
## 2324   523330          83.000          88.5    7912398.0      0.0000000
## 2325  2865158          81.700          88.5    7912398.0      1.0986123
## 2326   838923          81.100          90.0    8425823.0      0.0000000
## 2327   409402          88.000          90.0    8425823.0      0.0000000
## 2328   686420          82.700          90.0    8425823.0      0.0000000
## 2329  3527143          86.000          90.0    8425823.0      0.6931472
## 2330   496153          83.000          90.0    8425823.0      0.0000000
## 2331  2683672          81.500          90.0    8425823.0      1.0986123
## 2332    59776          81.100          90.0    8425823.0      0.0000000
## 2333   521791          87.000          94.0    1286889.0      0.0000000
## 2334  3733805          86.000          94.0    1286889.0      0.6931472
## 2335     6556          72.000          94.0    1286889.0      0.0000000
## 2336   430191          81.100          94.0    1286889.0      0.0000000
## 2337   877173          81.400          94.0    1286889.0      0.0000000
## 2338    65203          81.400          94.0    1286889.0      0.0000000
## 2339   535390          89.000          93.0     556319.0      0.0000000
## 2340  3889093          89.000          93.0     556319.0      0.6931472
## 2341   892168          81.700          93.0     556319.0      0.0000000
## 2342  2855964          82.200          93.0     556319.0      1.0986123
## 2343    68805          81.700          93.0     556319.0      0.0000000
## 2344   442585          81.400          93.0     556319.0      0.0000000
## 2345   726538          83.200          93.0     556319.0      0.0000000
## 2346  3357586          81.000          93.5    8633169.0      0.6931472
## 2347  2439189          82.400          93.5    8633169.0      0.6931472
## 2348   694118          83.400          93.5    8633169.0      0.0000000
## 2349    60072          82.000          93.5    8633169.0      0.0000000
## 2350   462336          81.100          93.5    8633169.0      0.0000000
##          lAlcohol lpercentage.expenditure   lMeasles lTotal.expenditure
## 1     2.187174241              7.66997183  4.1743873         2.01089500
## 2     2.319442210              5.84986458  4.6821312         2.17475172
## 3     2.254444718              8.02757481  4.9487599         2.10169215
## 4     2.169053700              7.69892983  4.1743873         2.02551320
## 5     2.211565695              7.96979249  3.0445224         2.06559613
## 6     2.286455711              3.83702317  3.4657359         2.12704052
## 7     2.299580584              8.25050282  4.5108595         2.11866225
## 8     2.187174241              8.20570818  4.1896547         2.04251819
## 9     2.286455711              6.37769310  4.2484952         2.14826773
## 10    2.213753879              6.09216356  3.4965076         2.06559613
## 11    2.231089091              6.19655787  2.9957323         2.11021320
## 12    2.332143895              6.36153244  2.3025851         2.13416644
## 13    2.234306252              6.20702502  2.9957323         2.15755932
## 14    2.333114298              8.73021562  0.0000000         2.13888900
## 15    2.357073278              6.77147567  2.3978953         2.14358936
## 16    2.375835555              9.05336983  4.1743873         2.17247641
## 17    2.223541886              4.15225258  5.2882670         2.41680624
## 18    2.263844265              8.80449750  3.7612001         2.41591378
## 19    2.332143895              9.30440116  5.2470241         2.21920348
## 20    2.248128907              9.02910691  6.3919171         2.41947884
## 21    2.219203484              6.82932375  4.2195077         2.44495233
## 22    2.305580602              9.36862523  5.2933048         2.23644529
## 23    2.217027205              9.21224618  2.0794415         2.41323161
## 24    2.289499853              9.37031865  5.0625950         2.23644529
## 25    2.204972264              6.94724368  5.6347896         2.42480273
## 26    2.163323026              0.00000000  2.3025851         1.75006904
## 27    1.323088285              0.00000000  4.3040651         1.75006904
## 28    0.756121980              0.00000000  2.7725887         1.54329811
## 29    1.064710737              4.48010157  4.7273878         1.37118072
## 30    1.791759469              4.72331899  5.5012582         1.42551507
## 31   -0.994252273              2.19087183  5.2574954         1.53471437
## 32    1.749199855              2.53439814  4.5432948         1.24415459
## 33   -0.150822890              0.13278445  3.6375862         1.52388002
## 34    0.854415328              4.66514242  2.1972246         1.35325451
## 35    0.425267735              3.77652066  3.0910425         1.66392610
## 36    0.385262401              3.21865129  3.2188758         1.69377906
## 37    0.845868268              4.87044163  2.3978953         1.20597081
## 38   -0.510825624              2.36851092  6.8319536         1.49962305
## 39    0.431782416              3.35065320  4.4426513         1.64287269
## 40    1.258460990              0.00000000  1.7917595         1.69193913
## 41    1.884034745              3.15418828  3.1780538         1.30833282
## 42    1.057790294              5.19081928  0.0000000         1.34807315
## 43    1.226712291              0.00000000  2.0794415         1.71739505
## 44   -0.967584026              0.73894322  1.3862944         1.74046617
## 45    1.050821625              5.22629167  0.0000000         1.45861502
## 46    1.879465050              3.52390462  7.6980292         1.37371558
## 47   -0.994252273              2.98753492  0.0000000         1.77325600
## 48    0.908258560              0.00000000  3.2958369         1.90657514
## 49    0.672944473              4.34731770  6.7129562         1.70292826
## 50   -0.967584026              0.96555122  1.0986123         1.74046617
## 51    1.957273908              4.33334426  4.6913479         1.31640823
## 52    0.996948635              3.37664351  3.8712010         1.06471074
## 53    0.947789399             -1.02540433  4.0775374         0.77010822
## 54    1.018847320              0.00000000  3.6888795         1.92716411
## 55    2.006870849              6.21406878  2.5649494         1.16002092
## 56    0.765467842              2.22904443  6.7604147         1.75958057
## 57   -1.049822124              0.82083870  0.6931472         1.67709656
## 58    0.858661619              2.63118444  0.6931472         1.77833645
## 59    2.028148247              6.56290808  2.9957323         1.29472717
## 60    0.928219303              0.00000000  2.7725887         1.90210753
## 61   -1.139434283              1.42391835  0.0000000         1.71918878
## 62    0.875468737              3.53338854  0.0000000         0.65752000
## 63    1.893111963              6.69486313  0.0000000         1.41827741
## 64    0.871293366              0.00000000  0.0000000         1.91545094
## 65    0.854415328              3.63454630  0.0000000         0.63127178
## 66   -1.203972804              3.57560263  0.0000000         1.78002421
## 67    1.004301609              4.78295744  4.7621739         1.67522565
## 68    0.908258560              5.95408756  0.0000000         0.68813464
## 69   -1.139434283              3.95108837  0.0000000         1.78842057
## 70    1.187843422              0.00000000  5.4026774         1.82131827
## 71    1.040276712              4.94656264  6.1654179         1.73165555
## 72    0.936093359              6.19525836  0.0000000         0.68309684
## 73    1.891604804              5.18833582  4.8441871         1.52605630
## 74   -4.605170186              0.00000000  0.0000000         1.94161522
## 75    1.011600912              6.36201522  0.0000000         0.67294447
## 76    1.919859472              5.46110184  4.0073332         1.46325540
## 77   -4.605170186              4.26982222  2.7725887         1.85473427
## 78   -4.605170186              2.81625046  0.0000000         1.87026253
## 79   -4.605170186              0.00000000  0.0000000         1.89911799
## 80    1.075002423              4.15493956  0.0000000         0.75141609
## 81   -4.605170186              2.95295366  0.0000000         1.84371921
## 82    1.868720510              3.27363920  4.2904594         1.45861502
## 83   -4.605170186             -0.81463165  2.0794415         1.76473080
## 84   -4.605170186              2.05783589  0.0000000         1.92861865
## 85    1.838961071              3.19641494  5.7714411         1.47247206
## 86    1.064710737              6.53833279  0.0000000         0.99325177
## 87   -4.605170186              0.00000000  5.7620514         1.86872051
## 88    1.323088285              0.00000000  3.0910425         1.75006904
## 89    1.118414916              2.85994541 11.1717442         1.52605630
## 90    2.335052283              0.00000000 10.3935082         1.44220199
## 91    2.075684493              8.68715479 10.0211372         2.01889504
## 92    1.054312030              4.12469947  9.2758472         1.69561561
## 93    1.043804052              2.65539774 11.3959646         1.51732262
## 94    2.083184528              8.61004801 10.0235790         2.04769284
## 95    2.437989730              0.00000000 10.0458548         1.56024767
## 96    2.256541154              0.00000000  4.1271344         1.52822786
## 97    0.887891257              4.01834114  7.0942348         1.75958057
## 98    2.063058062              8.56603082 10.4285710         2.06051353
## 99    0.270027137              4.02636661  2.8903718         1.82131827
## 100   1.085189268              4.81166825 11.1827394         1.57277393
## 101   1.141033005              0.00000000  0.0000000         1.75006904
## 102   2.217027205              0.00000000  2.3978953         1.60140574
## 103   1.141033005              0.00000000  0.0000000         1.75006904
## 104   2.041220329              8.81674671  9.0770375         2.11625551
## 105   0.559615788              4.29376227  0.0000000         1.79009141
## 106   2.200552367              0.00000000  1.9459101         1.67335124
## 107   1.011600912              4.59191958  0.0000000         1.77495235
## 108   2.078190760              8.82462854  0.0000000         2.10169215
## 109   1.166270937              0.00000000  0.0000000         1.75006904
## 110   2.013568798              8.77988617  6.2538288         2.10291390
## 111   1.068153081              4.80500948  3.2580965         1.54329811
## 112   2.178155015              0.00000000  3.3322045         1.75093747
## 113   1.187843422              3.39260826 11.5089375         1.50851199
## 114   1.187843422              0.00000000  0.0000000         1.75006904
## 115   1.141033005              0.00000000  8.1747029         1.75006904
## 116   1.332366019              4.84180716  2.4849066         1.72276660
## 117   2.202764758              0.00000000  5.2678582         1.79009141
## 118   2.231089091              0.00000000  0.6931472         1.81807678
## 119   1.961502244              8.89743285  9.3070133         2.15176220
## 120   1.451613827              3.66931678 11.7863134         1.52388002
## 121   1.150572028              0.00000000  2.0794415         1.75006904
## 122   1.449269160              5.19856514  3.4339872         1.71918878
## 123   1.958685341              6.80148160  6.6080006         2.25234388
## 124   1.208960346              0.00000000  0.0000000         1.75006904
## 125   1.528227857              4.89909195  2.0794415         1.66581825
## 126   1.931521412              6.76042182  6.1092476         2.25967759
## 127   2.222459049              0.00000000  4.7361984         1.91545094
## 128   1.757857918              3.10531479  1.9459101         1.54756251
## 129   1.137833002              0.00000000  0.0000000         1.75006904
## 130   1.749199855              1.73355725 10.5495169         1.58719230
## 131   2.234306252              0.00000000  3.7376696         1.92132467
## 132   2.000127735              9.15891329  6.0730445         0.53062825
## 133   1.728109442              4.51379473  9.2046241         1.66770682
## 134  -4.605170186              5.55234046  0.0000000         1.49290410
## 135   2.257587727              0.00000000  0.6931472         1.96009478
## 136   1.283707772              0.00000000  0.0000000         1.75006904
## 137   2.000127735              4.80062937  5.4293456         0.15700375
## 138   1.747459210              4.54790601  8.7295589         1.66013103
## 139  -4.605170186              5.53665918  0.0000000         1.43983513
## 140   2.021547563              4.54790421  5.4337220         0.22314355
## 141   2.233235015              0.00000000  4.6728288         1.97408103
## 142   1.208960346              0.00000000  0.0000000         1.75006904
## 143  -4.605170186              4.48676521  6.1355649         0.20701417
## 144  -4.605170186              0.00000000  6.0913099         1.99741771
## 145  -4.605170186              5.63836321  0.0000000         1.55392520
## 146   1.754403683              4.69933781 10.8710036         1.71379793
## 147   1.323088285              0.00000000  0.0000000         1.75006904
## 148   1.323088285              0.00000000 10.6539834         1.75006904
## 149   1.323088285              0.00000000  9.9212784         1.75006904
## 150   1.323088285              0.00000000  1.9459101         1.75006904
## 151   1.323088285              0.00000000  3.5553481         1.75006904
## 152   2.581730834              0.00000000  2.1972246         1.84213568
## 153   2.128231706              6.02207231  4.3438054         1.70474809
## 154   2.503073954              4.32230999  0.0000000         2.02814825
## 155   2.320425011              5.41369763  8.4763712         1.69009582
## 156   2.291524146              0.00000000  6.5323343         1.89461685
## 157   1.501852702              2.06480894  6.7056391         1.72097929
## 158   2.403334996              0.00000000  0.0000000         1.70474809
## 159   2.563409711              3.18839511  3.0445224         1.81319475
## 160   2.271094426              2.72364316  3.8286414         1.90210753
## 161   2.318458442              5.02806183  3.5553481         1.46556754
## 162   2.348514025              0.97173571  7.6362696         1.73518912
## 163   2.280339484              5.19356507  2.3025851         1.47247206
## 164   2.396075436              0.00000000  6.1246834         1.94591015
## 165   2.373975089              2.64343466  3.8066625         1.89009537
## 166   2.592265168              0.00000000  1.7917595         1.85941812
## 167   1.460937904              2.18576151  9.7392024         1.73342389
## 168   2.372111156              3.22137785  2.0794415         1.97823904
## 169   2.046401688              6.14576874  4.8903491         1.76814960
## 170   2.578700529              2.02829198  2.9957323         1.96150224
## 171   2.373043557              0.00000000  0.0000000         1.70474809
## 172   1.903598951              0.00000000  8.5028914         2.11745961
## 173   2.377692565              0.00000000  0.0000000         1.72810944
## 174   2.600464990              0.00000000  1.3862944         1.91692261
## 175   1.587192303              4.75133743  8.9341915         1.83258146
## 176   2.503891950              4.97964923  2.6390573         1.86717611
## 177   2.081938422              6.24621420  3.5263605         1.84371921
## 178   2.263844265              3.63291078  2.6390573         1.51951320
## 179   2.413231613              3.17118806  3.0445224         1.88555335
## 180   1.778336449              3.05512619  6.0185932         1.93585981
## 181   2.565718293              0.00000000  3.4011974         1.96431123
## 182   2.583242551              6.93752791  0.0000000         2.13060983
## 183   2.287471455              0.00000000  0.0000000         1.76130026
## 184   2.172476408              5.92739000  2.1972246         1.66770682
## 185   2.415020522              3.47773120  0.0000000         2.00552586
## 186   2.426571073              5.80878754  8.0989467         1.72455072
## 187   2.098017927              0.00000000  4.4659081         2.10900034
## 188   2.203869120              6.29530936  3.8712010         1.82776991
## 189   2.489064660              3.74560092  0.6931472         1.88555335
## 190   2.394252282              5.95102608  0.0000000         2.06686276
## 191   2.442347035              3.83978763  7.8013913         1.64673370
## 192   2.586259144              4.98948521  0.0000000         2.17475172
## 193   2.305580602              0.00000000  0.6931472         1.97546895
## 194   2.507157259              0.00000000  1.3862944         2.13888900
## 195   2.284421122              6.06686195  4.7621739         1.69193913
## 196   1.915450942              5.19492040  4.9836066         1.88858365
## 197   2.218115936              6.47400542  2.3978953         1.82293509
## 198   2.579458967              0.00000000  0.0000000         1.93585981
## 199   2.380471632              0.00000000  0.0000000         2.00148000
## 200   2.349468679              6.12323917  1.0986123         2.05412373
## 201   2.251291799              4.37468760  2.5649494         1.82454929
## 202   2.560323289              7.18317509  0.6931472         2.11384297
## 203   1.989243274              5.38189777  7.7798851         1.85785927
## 204   2.448415541              6.43856441  6.1180972         1.65057986
## 205   2.038619547              6.42227746  8.5257564         1.69927862
## 206   2.577181926              7.16970354  0.0000000         2.09186406
## 207   2.533696814              5.89832366  5.0039463         1.84687877
## 208   2.123458427              0.00000000  3.5263605         0.48858001
## 209   2.330200260              0.00000000  0.0000000         1.99470031
## 210   2.341805806              2.21326807  4.7874917         1.81969884
## 211   2.078190760              3.38037295 10.6625161         1.85473427
## 212   2.567254391              0.00000000  1.9459101         1.90061387
## 213   2.467251715              2.50567620  7.0449051         1.66770682
## 214   2.340843805              6.23172174  0.0000000         1.89761986
## 215   2.267993648              0.00000000  2.3025851         0.63127178
## 216   2.597491011              0.00000000  0.6931472         1.87487438
## 217   2.387844937              6.38267875  0.0000000         1.85785927
## 218   2.360854001              6.82346820  5.8664681         1.65057986
## 219   2.388762789              2.66055636  3.6888795         1.83736998
## 220   2.654649424              6.14005159  0.0000000         1.86252854
## 221   2.358965426              0.00000000  0.0000000         2.04898233
## 222   2.500615943              2.40027168  5.1532916         1.68268837
## 223   2.181546765              3.83291171  6.9127428         1.85002838
## 224   2.396075436              4.68197022  0.0000000         1.88858365
## 225   2.685804592              6.21821282  0.0000000         1.78339122
## 226   2.454447442              5.20270588  0.0000000         1.99197552
## 227   2.430978308              0.00000000  0.0000000         2.10413415
## 228   2.476538400              4.85265952  2.4849066         1.67335124
## 229   2.433613355              2.75459966  0.0000000         1.92861865
## 230   2.488234440              5.08592930  3.2958369         1.82776991
## 231   2.438862711              7.15551803  0.0000000         2.02154756
## 232   2.370243741              7.16947299  4.7449321         1.96290773
## 233   2.391511302              6.49453180  7.7182410         1.91397710
## 234   2.582486978              0.00000000  1.6094379         2.06051353
## 235   2.363680192              0.00000000  0.0000000         2.21375388
## 236   2.134166441              0.00000000  0.0000000         2.52492832
## 237   2.164471791              5.78243694  0.0000000         2.05412373
## 238   2.416806237              4.92002717  4.6151205         2.00687085
## 239   2.127040520              5.92874713  3.6635616         2.05540496
## 240   2.670002133              2.13937124  0.0000000         1.71379793
## 241   2.377692565              2.95596389  0.0000000         2.06051353
## 242   2.315501318              0.00000000  0.0000000         2.14124194
## 243   2.197224577              6.89086525  5.2626902         1.76301700
## 244   2.110213200              0.00000000  0.0000000         2.54944517
## 245   2.379546134              6.64176358  9.9989795         1.97962121
## 246   2.402430428              5.09257654  4.8598124         1.92132467
## 247   2.208274414              2.33465420  8.3402173         1.71018782
## 248   2.326301620              0.00000000  0.0000000         2.07442900
## 249   2.391511302              5.52177038  0.0000000         1.90210753
## 250   2.137710450              6.02867066  7.1951873         1.94304892
## 251   2.851284369              6.74159598  3.9120230         1.59330853
## 252   2.246014742              0.00000000  0.0000000         0.47623418
## 253   2.520112906              0.00000000  2.8332133         2.01490302
## 254   2.443216223              2.88038982  1.6094379         2.05923883
## 255   2.794227897              4.51862729  2.3025851         1.62924054
## 256   2.314513664              0.00000000  0.0000000         2.09801793
## 257   2.542389085              0.00000000  3.0910425         2.02154756
## 258   2.132982309              6.11761930  9.4529728         2.01089500
## 259   2.368372834              0.00000000  2.3978953         2.47401421
## 260   2.422144328              5.10156828  0.6931472         2.04640169
## 261   2.521720623              0.00000000  2.7080502         2.01356880
## 262   2.350422422              0.00000000  3.2958369         0.40546511
## 263   2.358965426              7.33269471  7.7574788         2.06686276
## 264   2.132982309              3.95938922  0.0000000         2.03731662
## 265   2.685122696              7.01198431  2.7725887         1.90210753
## 266   2.489894191              5.00836525  2.6390573         2.07065304
## 267   2.453587967              3.15424492  4.4308168         1.85629799
## 268   2.260720889              7.11537758  7.0553128         1.72276660
## 269   2.314513664              7.20083802  8.4576555         2.04122033
## 270  -4.605170186              0.45514958  4.0775374         1.71739505
## 271   2.371177884              5.49638298  0.0000000         1.84845481
## 272   2.487403530              5.03135277  0.0000000         2.13298231
## 273  -4.605170186              5.08106228  0.0000000         2.00148000
## 274   2.301584593              0.00000000  0.6931472         0.27763174
## 275   2.086913557              1.73410375  0.0000000         1.96009478
## 276   1.323088285              0.00000000  0.0000000         1.75006904
## 277   1.323088285              0.00000000  2.1972246         1.75006904
## 278   1.323088285              0.00000000  0.0000000         1.75006904
## 279   1.323088285              0.00000000  0.0000000         1.75006904
## 280   1.323088285              0.00000000  6.7369670         1.75006904
## 281   1.323088285              0.00000000  0.0000000         1.75006904
## 282   1.323088285              0.00000000  1.3862944         1.75006904
## 283   1.323088285              0.00000000  0.6931472         1.75006904
## 284   1.026041596              5.86836154  0.0000000         2.10046891
## 285   1.566530411              4.31026651  6.8997231         1.88706965
## 286   1.366091654              3.89873668  0.0000000         1.90210753
## 287   1.539015448              6.16779775  0.0000000         1.77664583
## 288   1.566530411              5.38918124  0.0000000         1.38128182
## 289   1.456286733              5.59167256  0.0000000         2.26695792
## 290   1.913977102              5.61157901  0.0000000         2.09186406
## 291   2.005525859              7.03932353  0.0000000         1.64093658
## 292   1.241268589              3.21195709  0.0000000         1.75958057
## 293   1.283707772              2.72491965  0.0000000         1.68454538
## 294   1.543298110              3.77494773  0.0000000         1.42791604
## 295   2.458733775              0.00000000  0.0000000         1.71018782
## 296   1.983756292              7.02797399  0.0000000         1.41827741
## 297   2.080690761              0.00000000  3.0910425         1.59127394
## 298   0.959350221              3.36066392  0.0000000         1.89160480
## 299   2.240709689              6.51699954  0.0000000         1.89009537
## 300   1.523880024              5.69545198  0.0000000         1.57484647
## 301   1.830980182              4.30606889  0.0000000         1.85629799
## 302   0.966983846              5.47536245  0.0000000         1.65822808
## 303   1.982379829              5.19005113  3.5835189         1.98787435
## 304   0.841567186              0.00000000  4.8040210         1.73518912
## 305   1.383791231              4.43290117  0.0000000         1.21787571
## 306   1.719188776              2.28960334  0.0000000         2.04898233
## 307   1.998773639              4.92845921  0.0000000         1.69927862
## 308   1.868720510              6.04377334  0.0000000         2.00955541
## 309   1.896119485              5.45467501  0.0000000         2.02946317
## 310   2.048982334              4.81228896  0.0000000         2.23857976
## 311   2.016235466              5.09844895  0.0000000         1.49962305
## 312   1.589235205              5.52807378  0.0000000         1.50407740
## 313   1.057790294              5.80545317  0.6931472         2.10413415
## 314   1.827769907              4.10723049  5.0689042         1.72810944
## 315   1.903598951              2.74404693  0.0000000         1.76130026
## 316   0.928219303              5.41637590  0.0000000         1.91102289
## 317   1.358409158              5.07666172  0.0000000         1.67522565
## 318   1.488399584              6.00245539  1.0986123         1.78507048
## 319   1.581038438              2.58859792  1.0986123         1.67709656
## 320   1.553925203              0.00000000  0.0000000         1.29198368
## 321   1.808288771              6.53307882  0.0000000         1.87333946
## 322   1.515127233              6.24748420  0.0000000         1.48160454
## 323   1.456286733              6.76661946  0.0000000         1.98100147
## 324   2.262804223              4.39585014  0.0000000         2.03731662
## 325   1.255616037              3.10709271  0.0000000         1.66013103
## 326   2.085672091              0.00000000  4.7449321         1.65057986
## 327   1.439835128              5.71219997  0.0000000         1.60542989
## 328   2.487403530              0.00000000  0.0000000         1.80828877
## 329   1.813194750              5.82901619  4.7273878         1.72097929
## 330   1.007957920              2.73188084  0.0000000         1.92861865
## 331   1.324418957              5.35239984  0.0000000         1.58103844
## 332   1.607435910              5.57150713  0.0000000         1.47704872
## 333   2.045108863              2.39209108  0.0000000         1.76473080
## 334   1.088561953              3.39065176  0.0000000         2.06686276
## 335   2.026831591              4.89109690  0.0000000         1.75093747
## 336   1.733423892              5.02932225  0.0000000         1.91250109
## 337   1.708377860              4.36703231  0.0000000         2.11625551
## 338   1.801709800              6.51586883  0.0000000         1.86872051
## 339   2.055404964              6.15313031  0.0000000         2.11745961
## 340   1.562346305              2.50028548  0.0000000         1.70837786
## 341   1.483874689              5.52430183  0.0000000         1.96571278
## 342   1.768149604              3.31305117  0.0000000         1.97129938
## 343   1.427916036              4.72693971  0.0000000         2.10778601
## 344   1.492904096              5.97603960  4.9344739         1.73518912
## 345   1.945910149              4.94863560  0.0000000         1.96431123
## 346   1.597365331              0.00000000  0.0000000         1.36863943
## 347   2.371177884              6.24095114  0.0000000         1.89761986
## 348   1.252762968              0.73828492  0.0000000         1.74221902
## 349   2.472327868              0.00000000  0.0000000         1.84530024
## 350   1.808288771              3.91771840  0.0000000         1.69927862
## 351   1.128171091              5.04254483  0.0000000         1.98513086
## 352   1.393766376              3.70223434  0.0000000         1.59736533
## 353   1.355835154              5.23316186  0.0000000         1.53039471
## 354   1.930071085              0.00000000  7.7798851         1.59533899
## 355   0.815364813              0.00000000  0.0000000         1.87640694
## 356   2.277267285              4.35600900  0.0000000         1.77325600
## 357   1.479329227              4.10001928  0.0000000         1.84213568
## 358   1.396244692              6.97566530  0.0000000         2.13416644
## 359   1.247032294              5.04721449  0.0000000         1.51732262
## 360   1.735189118              5.74556271  0.0000000         1.51072194
## 361   1.708377860              4.06833866  0.0000000         2.02814825
## 362   2.070653036              2.80211659  0.0000000         1.78674693
## 363   0.896088025              5.51876246  0.0000000         1.92861865
## 364   1.111857515              5.27009058  0.0000000         2.11504997
## 365   2.034705648              2.60372557  0.0000000         1.76130026
## 366   1.585145220              6.66083924  3.7841896         1.82454929
## 367   1.305626458              2.90481324  0.0000000         1.86562932
## 368   1.851599470              6.37007108  0.0000000         1.99333884
## 369   2.030776370              4.05325645  0.0000000         2.10657021
## 370   2.368372834              0.00000000  0.0000000         1.72633166
## 371   1.504077397              3.54683580  0.0000000         1.52605630
## 372   1.510721939              3.47711491  0.0000000         1.89009537
## 373   1.327075001              0.93312303  0.0000000         1.81156210
## 374   1.968509981              7.05450601  0.0000000         1.51072194
## 375   1.446918983              6.03501216  0.0000000         1.77833645
## 376   1.840549633              0.00000000  0.0000000         1.59533899
## 377   1.843719208              5.68023971  0.0000000         1.71018782
## 378   1.629240540              0.00000000  0.0000000         1.36353737
## 379   1.761300262              2.47241236  0.0000000         1.65249740
## 380   1.300191662              5.25917433  0.0000000         1.56861592
## 381   1.843719208              4.36673086  0.0000000         1.93585981
## 382   2.059238834              0.57446558  0.0000000         1.74571553
## 383   1.337629189              3.60593828  0.0000000         1.81319475
## 384   1.924248652              5.22901578  0.0000000         2.04122033
## 385   2.038619547              5.11203805  0.0000000         1.74221902
## 386   1.105256831              5.23777045  0.0000000         2.06559613
## 387   2.479056236              0.00000000  0.0000000         1.82454929
## 388   1.985130862              3.12951779  0.0000000         1.43746265
## 389   0.978326123              0.00000000  0.0000000         1.65249740
## 390   1.589235205              6.82527371  4.1588831         1.80992677
## 391   1.824549292              5.78591760  0.0000000         1.47932923
## 392   1.515127233              1.44281095  0.0000000         1.92861865
## 393   0.875468737              5.66435404  0.0000000         1.91250109
## 394   2.131796772              4.61478257  0.0000000         1.65632150
## 395   1.733423892              6.78259601  0.0000000         2.45014266
## 396   1.640936579              5.20738696  0.0000000         1.45395301
## 397   1.690095815              0.00000000  0.0000000         1.31372367
## 398   1.408544970              6.94995995  0.0000000         2.05412373
## 399   1.808288771              4.16509086  0.0000000         1.72455072
## 400   1.308332820              5.38711373  0.0000000         1.80992677
## 401   1.264126727              2.89553458  0.0000000         1.76985463
## 402   1.172482137              5.31671454  0.0000000         2.05540496
## 403   1.018847320              6.08814357  0.0000000         1.97269117
## 404   2.350422422              0.00000000  0.0000000         1.78339122
## 405   1.410986974              6.91058455  0.0000000         2.04640169
## 406   1.595338988              6.90610372  1.7917595         1.85629799
## 407   1.742219024              5.66899041  0.0000000         1.44926916
## 408   2.069391206              0.00000000  0.0000000         1.54543258
## 409   1.811562097              7.07998398  0.0000000         1.66959184
## 410   1.050821625              0.00000000  0.0000000         1.73518912
## 411   2.511223958              0.00000000  0.0000000         1.83258146
## 412   0.854415328              3.72589717  0.0000000         1.91545094
## 413   1.490654376              6.01996591  0.0000000         1.55180880
## 414   1.941615225              3.16815924  1.7917595         2.11263451
## 415   2.080690761              7.17888137  0.0000000         1.68268837
## 416   1.278152203              2.83174852  0.0000000         1.54756251
## 417   1.717395054              3.64045159  0.0000000         1.48387469
## 418   2.018895042              4.56608142  0.0000000         1.92424865
## 419   1.994700313              2.86014500  0.0000000         1.76301700
## 420   1.853168097              3.02918508  0.0000000         1.90210753
## 421   1.798404012              0.00000000  0.0000000         1.29746315
## 422   1.477048724              6.27660743  0.0000000         1.76130026
## 423   1.848454813              5.02745859  0.0000000         2.41143950
## 424   1.884034745              7.44554927  0.0000000         2.41323161
## 425   1.821318271              1.94527515  0.0000000         1.74046617
## 426   1.172482137              5.26232630  0.0000000         2.03208785
## 427   1.743968805              6.44750421  0.0000000         1.94591015
## 428   1.824549292              5.86634093  0.0000000         1.46787435
## 429   1.305626458              3.06391580  0.0000000         1.84530024
## 430   1.848454813              4.63832513  0.0000000         1.50185270
## 431   2.404238747              0.00000000  0.0000000         1.93585981
## 432   1.172482137              0.00000000  0.0000000         1.64673370
## 433   1.289232648              5.26833521  0.0000000         1.43983513
## 434   2.598979106              0.00000000  0.0000000         1.85159947
## 435   1.439835128              6.10650393  0.0000000         1.49738841
## 436   2.127040520              5.20125613  0.0000000         1.66203036
## 437   1.960094784              3.41127137  4.0430513         2.12345843
## 438   2.203869120              6.49566784  0.0000000         1.79009141
## 439   1.951608170              5.13951261  0.0000000         1.54115907
## 440   1.631199404              6.88781146  3.1354942         1.76301700
## 441   1.427916036              6.26048436  0.0000000         2.03731662
## 442   2.047692843              6.86815906  0.0000000         1.89911799
## 443   1.423108334              7.07784596  0.0000000         2.05668455
## 444   2.189416395              5.37673426  0.0000000         1.46787435
## 445   1.724550720              3.26502341  0.0000000         1.86097454
## 446   0.867100488              5.86370075  0.0000000         2.04122033
## 447   1.868720510              5.95928348  0.0000000         1.48160454
## 448   1.510721939              4.13415977  0.0000000         1.80992677
## 449   2.112634509              0.00000000  4.3567088         1.57897870
## 450   1.991975516              7.15124219  0.0000000         1.82131827
## 451   2.099244169              7.00819684  0.0000000         1.87026253
## 452   2.000127735              5.34466449  0.0000000         1.84845481
## 453   1.435084525              5.01654545  0.0000000         2.12465388
## 454   1.800058272              4.31510860  0.0000000         1.46787435
## 455   1.972691172              5.97871393  0.0000000         2.11384297
## 456   2.540025949              0.00000000  0.0000000         1.91839212
## 457   1.551808800              6.52946250  0.0000000         1.77833645
## 458   1.244154594              0.00000000  0.0000000         1.60140574
## 459   1.818076778              4.33402796  0.0000000         1.84213568
## 460   1.418277407              6.62102577  0.0000000         0.35065687
## 461   1.040276712              3.95702930  0.0000000         1.84371921
## 462   1.150572028              5.40484770  0.0000000         2.06559613
## 463   2.374905755              0.00000000  0.0000000         2.05412373
## 464   1.979621206              4.24320284  0.0000000         1.56024767
## 465   1.724550720              5.76399975  0.0000000         1.85785927
## 466   1.291983682              3.24350960  0.0000000         1.58309394
## 467   1.974081026              5.89404527  0.0000000         1.86408013
## 468   1.539015448              6.66005603  0.0000000         1.83258146
## 469   2.156402583              5.55282985  0.0000000         1.45161383
## 470   1.677096561              4.66105525  0.0000000         1.77833645
## 471   1.805004696              4.03915927  0.0000000         1.71559811
## 472   1.342864803              5.53339258  0.0000000         1.93296964
## 473   0.875468737              5.94270290  0.0000000         1.92570744
## 474   2.163323026              0.00000000  3.4657359         1.65822808
## 475   1.327075001              0.00000000  0.0000000         1.60943791
## 476   1.492904096              6.88558166  0.0000000         1.89009537
## 477   2.112634509              5.19726019  0.0000000         1.54543258
## 478   1.934415770              0.00000000  0.0000000         1.54756251
## 479   1.911022890              3.20807461  0.0000000         2.10046891
## 480   1.678963975              5.07440619  0.0000000         1.88706965
## 481   1.989243274              5.48709031  0.0000000         1.92716411
## 482   1.578978705              4.06900922  0.0000000         1.55392520
## 483   2.129421474              7.25399072  0.0000000         1.89611948
## 484   0.985816795              3.98823374  0.0000000         1.82616090
## 485   2.492378665              0.00000000  0.0000000         2.00552586
## 486   1.324418957              5.28791499  0.0000000         1.73342389
## 487   1.291983682              5.61700538  0.0000000         1.94304892
## 488   1.449269160              6.56331348  0.0000000         0.58221562
## 489   1.814824742              3.54787005  0.0000000         2.02814825
## 490   1.439835128              7.52784542  0.0000000         2.20827441
## 491   1.976854953              3.93676097  0.0000000         1.77495235
## 492   2.188295947              6.62666439  0.0000000         1.75093747
## 493   2.191653532              3.23957104  0.0000000         1.80828877
## 494   1.975468951              6.26601971  0.0000000         2.10900034
## 495   1.811562097              3.89370463  0.0000000         1.43508453
## 496   0.792992516              6.15745239  0.0000000         1.89461685
## 497   1.597365331              6.70372245  0.0000000         1.77833645
## 498   2.317473705              0.00000000  0.0000000         1.98787435
## 499   1.144222800              5.44635493  0.0000000         2.12823171
## 500   1.783391220              4.15625396  0.0000000         1.77833645
## 501   1.255616037              3.45838893  0.6931472         1.68639895
## 502   2.101692151              0.00000000  0.0000000         1.38128182
## 503   1.353254507              5.64241760  0.0000000         1.71918878
## 504   1.766441661              3.72088174  0.0000000         1.89911799
## 505   2.056684555              5.00635103  0.0000000         1.58103844
## 506   1.545432582              6.34643121  0.0000000         1.67896398
## 507   1.927164106              6.99590841  0.0000000         2.02287119
## 508   1.353254507              0.00000000  0.0000000         1.75093747
## 509   1.124929597              5.65641530  0.0000000         2.17928688
## 510   2.406043801              0.00000000  0.0000000         2.09433015
## 511   1.800058272              6.37652765  0.0000000         1.48387469
## 512   0.760805829              6.09906780  0.0000000         1.91545094
## 513   1.635105659              6.78567123  0.0000000         1.81482474
## 514   1.662030363              6.78189318  0.0000000         1.88706965
## 515   1.403642999              3.21435376  0.0000000         2.27109443
## 516   2.026831591              0.00000000  0.0000000         1.75958057
## 517   2.130609828              4.98660520  0.0000000         1.83098018
## 518   1.211940974              5.67932960  0.0000000         1.91985947
## 519   2.228938553              0.00000000  0.0000000         2.00552586
## 520   1.897619860              7.53462192  0.0000000         2.17247641
## 521   1.924248652              0.00000000  0.0000000         1.63510566
## 522   0.936093359              6.03172760  0.0000000         1.92132467
## 523   2.013568798              6.14562102  0.0000000         1.99061033
## 524   1.684545385              3.43189455  0.0000000         2.21266039
## 525   2.119863456              7.24282841  1.0986123         2.03208785
## 526   1.202972304              5.46258841  0.0000000         1.64093658
## 527   1.388791241              6.70793401  0.0000000         2.46640318
## 528   1.924248652              6.30957205  0.0000000         1.75958057
## 529   1.373715579              5.90788880  0.0000000         1.77495235
## 530   0.760805829              6.09430274  0.0000000         1.89311196
## 531   1.650579856              6.94026094  0.0000000         1.85473427
## 532   1.551808800              4.24045364  0.0000000         1.66770682
## 533   1.976854953              0.00000000  0.0000000         1.68639895
## 534   2.070653036              5.17892844  0.0000000         1.94161522
## 535   1.266947603              5.98299654  0.0000000         1.66770682
## 536   1.750937475              3.59162261  0.0000000         2.18605128
## 537   1.418277407              6.66858500  0.0000000         0.17395331
## 538   2.386006701              0.00000000  0.0000000         2.09186406
## 539   1.217875709              5.71275722  0.0000000         1.88403475
## 540   0.858661619              6.15143487  0.0000000         1.93296964
## 541   2.059238834              7.59284858  0.0000000         1.72810944
## 542   1.275362800              7.77359880  0.0000000         2.26799365
## 543   1.826160896              7.75428119  0.0000000         2.15524451
## 544   1.937301775              7.08950999  0.0000000         2.14006616
## 545   1.660131027              4.59593723  0.0000000         1.75958057
## 546   1.795087259              6.49912295  0.0000000         1.52605630
## 547   2.218115936              0.00000000  0.0000000         2.00687085
## 548   2.129421474              5.04318694  0.0000000         1.81969884
## 549   1.945910149              0.00000000  0.0000000         1.54968791
## 550   1.731655545              5.88603747  0.0000000         2.20827441
## 551   1.373715579              0.00000000  0.0000000         1.69377906
## 552   1.911022890              6.34555340  0.0000000         1.76644166
## 553   2.068127782              4.98251150  0.0000000         1.85785927
## 554   2.017566138              7.01318798  4.2195077         2.11263451
## 555   1.871802177              4.97663078  0.0000000         1.72276660
## 556   1.667706821              7.01857734  1.0986123         1.85629799
## 557   1.908059925              0.00000000  0.0000000         1.65632150
## 558   2.141241943              5.15895508  0.0000000         1.89761986
## 559   1.931521412              4.78090701  1.3862944         2.01490302
## 560   2.344686269              0.00000000  0.0000000         2.02551320
## 561   2.059238834              7.50156561  0.0000000         1.73165555
## 562   1.574846468              6.63271045  0.0000000         1.59533899
## 563   1.982379829              5.35476524  1.7917595         1.94591015
## 564   2.234306252              0.00000000  0.0000000         2.03208785
## 565   1.226712291              7.79558676  0.0000000         2.27521390
## 566   1.948763218              0.00000000  0.0000000         1.60743591
## 567   1.756132292              6.15738840  0.0000000         2.24283509
## 568   2.022871190              6.28456924  0.0000000         1.91692261
## 569   2.093097868              7.31610254  1.0986123         1.77325600
## 570   2.025513200              6.98933505  3.7612001         2.18605128
## 571   1.776645831              6.73790092  0.6931472         1.43983513
## 572   1.220829921              5.77334977  0.0000000         1.85473427
## 573   1.275362800              3.50180553  0.0000000         1.65057986
## 574   1.729884066              6.89682208  0.0000000         1.78002421
## 575   1.131402111              3.47085030  0.0000000         2.14826773
## 576   1.786746927              6.03527027  0.0000000         2.14593128
## 577   1.474763009              5.21660481  1.7917595         1.89311196
## 578   1.368639426              0.00000000  0.0000000         1.70292826
## 579   0.862889955              6.30860525  0.0000000         1.91839212
## 580   1.736951233              1.41256727  0.0000000         0.34358970
## 581   1.358409158              0.00000000  0.0000000         1.71559811
## 582   1.752672081              5.82811895  0.0000000         2.16791019
## 583   1.490654376              7.30511870  0.0000000         1.93585981
## 584   0.908258560              6.38312777  0.0000000         1.90210753
## 585   1.678963975              6.09095829  0.0000000         0.28517894
## 586   1.366091654              3.73482933  4.2766661         1.86872051
## 587   2.251291799              0.00000000  0.0000000         2.00552586
## 588   1.902107526              0.00000000  0.0000000         1.56861592
## 589   1.665818246              4.72469824  0.0000000         1.82616090
## 590   2.301584593              0.00000000  0.0000000         2.12226154
## 591   0.703097511              6.18356891  0.0000000         1.84530024
## 592   1.902107526              7.30400230  0.0000000         1.75440368
## 593   1.425515074              6.60961363  0.0000000         2.15059874
## 594   1.745715531              7.06332560  0.0000000         1.93152141
## 595   2.021547563              6.73719780  0.6931472         2.11142459
## 596   2.024193067              6.20953917  0.0000000         1.88251383
## 597   1.134622726              5.89597780  0.0000000         2.28033948
## 598   2.122261539              7.03311664  0.6931472         1.64865863
## 599   1.938741660              5.30702466  0.0000000         1.98100147
## 600   1.289232648              5.81358538  0.0000000         2.12823171
## 601   1.896119485              6.36784874  0.0000000         1.69561561
## 602   1.736951233              3.27258437  0.0000000         2.29051251
## 603   1.229640551              5.95619459  0.0000000         2.24812891
## 604   1.903598951              5.11958411  0.0000000         1.78842057
## 605   1.682688374              6.85293167  0.0000000         1.65441128
## 606   2.149433913              7.59660844  0.0000000         1.67335124
## 607   1.736951233              1.60737826  0.0000000         2.09186406
## 608   1.955860480              0.00000000  0.0000000         1.65057986
## 609   0.883767540              6.48263706  0.0000000         1.93874166
## 610   2.144761008              0.00000000  0.0000000         1.81482474
## 611   1.903598951              0.00000000  0.0000000         1.59736533
## 612   2.275213896              0.00000000  0.0000000         2.06051353
## 613   1.974081026              7.80066358  0.0000000         2.01889504
## 614   2.110213200              6.65986546  0.0000000         1.81645208
## 615   1.329724010              0.00000000  0.0000000         1.78507048
## 616   1.654411278              5.01335742  0.0000000         1.84054963
## 617   1.780024213              4.58007918  0.0000000         1.41585316
## 618   1.979621206              6.82031200  5.3936275         2.13771045
## 619   1.615419984              6.35164406  0.0000000         0.39877612
## 620   1.327075001              4.07971308  0.0000000         1.98650355
## 621   2.167910190              5.57229579  0.0000000         2.02419307
## 622  -4.605170186              2.43532724  0.0000000         1.71918878
## 623   2.113842968              6.90955000  0.0000000         1.60743591
## 624   2.022871190              5.84616251  0.0000000         1.62924054
## 625   1.430311247              4.56096447  0.0000000         2.24918432
## 626   1.134622726              5.74221865  0.0000000         2.21375388
## 627   2.242835089              0.00000000  0.0000000         2.01490302
## 628   1.880990603              6.44445213  0.0000000         1.75613229
## 629   1.275362800              5.90395536  0.0000000         2.13179677
## 630   1.332366019              1.69695221  0.0000000         1.77664583
## 631   0.657520003              6.36672292  0.0000000         1.84054963
## 632   1.795087259              7.02373488  0.0000000         1.78507048
## 633  -4.605170186              6.33108979  0.0000000         2.28340227
## 634   1.796747011              6.13910792  0.0000000         2.14943391
## 635   2.147100190              7.79276163  0.0000000         1.71199450
## 636   2.299580584              0.00000000  0.0000000         1.90508815
## 637   1.286474026              0.00000000  0.0000000         1.84530024
## 638   1.937301775              7.36446616  0.0000000         1.78002421
## 639  -4.605170186              6.88113270  0.0000000         1.69927862
## 640   1.990610328              4.42082242  6.7753661         2.11866225
## 641   1.867176109              0.00000000  0.0000000         1.66013103
## 642   2.033397603              1.42100814  0.0000000         1.65822808
## 643   1.947337701              0.00000000  0.0000000         2.15524451
## 644   2.130609828              6.67111665  0.0000000         1.80828877
## 645   1.054312030              5.84463841  0.0000000         2.16561924
## 646   1.474763009              2.61513795  0.0000000         2.45100510
## 647   2.246014742              0.00000000  0.0000000         2.04640169
## 648   1.778336449              6.99232154  0.0000000         1.47704872
## 649   0.924258902              6.50087821  0.0000000         1.91250109
## 650   0.631271777              6.48848777  0.0000000         1.82454929
## 651   1.884034745              6.50741515  0.0000000         1.75613229
## 652   1.340250423              4.37091846  0.0000000         2.21484618
## 653   1.908059925              7.51885897  0.0000000         2.11625551
## 654   2.177021870              5.68665550  0.0000000         2.01089500
## 655   1.342864803              6.05749911  0.0000000         1.67896398
## 656   1.843719208              7.03212327  0.0000000         1.73871025
## 657   1.968509981              7.76344621  0.0000000         2.05284086
## 658   1.660131027              5.12499769  1.0986123         1.84054963
## 659   1.323088285              0.00000000  1.3862944         1.75006904
## 660   1.323088285              0.00000000  0.0000000         1.75006904
## 661   1.323088285              0.00000000  0.0000000         1.75006904
## 662   1.323088285              0.00000000  5.3659760         1.75006904
## 663   1.323088285              0.00000000  0.0000000         1.75006904
## 664   1.323088285              0.00000000  0.0000000         1.75006904
## 665   1.323088285              0.00000000  0.0000000         1.75006904
## 666   1.323088285              0.00000000  0.0000000         1.75006904
## 667   1.323088285              0.00000000  0.0000000         1.75006904
## 668   1.323088285              0.00000000  0.0000000         1.75006904
## 669   1.323088285              0.00000000  0.0000000         1.75006904
## 670   1.323088285              0.00000000  0.0000000         1.75006904
## 671   1.323088285              0.00000000  0.0000000         1.75006904
## 672   1.323088285              0.00000000  0.0000000         1.75006904
## 673   1.323088285              0.00000000  0.0000000         1.75006904
## 674   1.323088285              0.00000000  0.0000000         1.75006904
## 675   1.323088285              0.00000000  0.0000000         1.75006904
## 676   1.323088285              0.00000000  2.1972246         1.75006904
## 677   1.323088285              0.00000000  0.0000000         1.75006904
## 678   1.323088285              0.00000000  0.0000000         1.75006904
## 679   1.323088285              0.00000000  0.0000000         1.75006904
## 680   1.323088285              0.00000000  0.0000000         1.75006904
## 681   1.323088285              0.00000000  0.0000000         1.75006904
## 682   1.323088285              0.00000000  0.0000000         1.75006904
## 683   1.323088285              0.00000000  0.0000000         1.75006904
## 684   1.323088285              0.00000000  0.0000000         1.75006904
## 685   1.323088285              0.00000000  0.0000000         1.75006904
## 686   0.190620360              3.08652099  2.1972246         1.18784342
## 687  -0.342490309              1.44674502  0.0000000         1.51732262
## 688  -0.314710745              4.13616987  8.8727675         1.38128182
## 689  -0.385662481              4.53659992  8.2997832         1.89911799
## 690  -0.094310679              5.09439596  1.9459101         1.21491274
## 691  -0.356674944              5.78416812  0.0000000         1.86252854
## 692   0.215111380              5.14246652  4.6151205         1.25846099
## 693   0.076961041              5.05167996  0.0000000         1.93152141
## 694   0.615185639              5.32822410  5.7170277         1.24703229
## 695  -0.527632742              4.82333284  8.2591994         1.91545094
## 696   0.165514438              2.82326436  0.0000000         1.79175947
## 697   0.182321557              3.30682775  5.1059455         1.43508453
## 698   0.565313809              5.53662406  5.7203118         1.20896035
## 699  -0.544727175              5.06260735  7.2334554         2.12704052
## 700   0.488580015              3.78406519  3.6109179         1.28370777
## 701   0.165514438              5.27569306  0.0000000         1.72988407
## 702  -0.174353387              2.48952264  7.1082441         1.85941812
## 703  -0.127833372              5.82095580  1.0986123         1.35325451
## 704   0.703097511              4.16498994  0.0000000         1.28370777
## 705  -0.105360516              3.23126119  0.0000000         2.05796251
## 706   0.722705983              3.95362863  4.9126549         1.34547237
## 707   0.000000000              3.76578975  0.0000000         1.37624403
## 708  -0.010050336              5.48265822  0.0000000         1.89611948
## 709   0.009950331              5.83624496  0.0000000         1.30019166
## 710  -0.342490309              4.45105745  0.0000000         1.48160454
## 711   0.737164066              1.77317556  0.0000000         1.31908561
## 712   0.667829373              4.39502382  0.0000000         1.30291275
## 713   0.165514438              5.84452671  0.0000000         1.29746315
## 714   0.086177696              2.98311765  0.0000000         1.78674693
## 715  -0.210721031              4.64176990  0.0000000         1.52605630
## 716   0.837247525              4.10513092  0.0000000         1.44926916
## 717  -0.186329578              5.88913858  0.0000000         1.36097655
## 718  -0.198450939              3.02204676  0.0000000         1.47247206
## 719   0.190620360              5.49879659  0.0000000         2.06939121
## 720   0.810930216              4.12847921  0.0000000         1.44220199
## 721  -0.235722334              2.94441896  0.0000000         1.43031125
## 722   0.095310180              3.38509508  0.0000000         2.01089500
## 723  -4.605170186              5.99593729  0.0000000         1.52605630
## 724  -0.162518929              6.12681061  0.0000000         1.34807315
## 725  -0.127833372              3.15304849  0.0000000         1.59736533
## 726  -0.010050336              5.43663805  0.0000000         1.75785792
## 727  -4.605170186              6.06723388  0.0000000         1.42551507
## 728  -4.605170186              3.45428829  0.0000000         1.51512723
## 729  -4.605170186              5.51322400  0.0000000         1.70110510
## 730  -4.605170186              6.05909638  0.0000000         1.30833282
## 731  -4.605170186              6.10377853  0.0000000         1.36609165
## 732  -4.605170186              3.24683401  2.4849066         1.56444055
## 733  -4.605170186              3.20814995  0.0000000         1.69009582
## 734  -4.605170186              6.13263589  0.0000000         1.44926916
## 735  -4.605170186              3.92275489  0.0000000         1.50185270
## 736  -4.605170186              5.33864881  7.7402295         1.44926916
## 737  -4.605170186              1.31330390  0.0000000         1.70474809
## 738   1.323088285              0.00000000  3.6375862         1.75006904
## 739   1.323088285              0.00000000  3.6635616         1.75006904
## 740   1.323088285              0.00000000  0.0000000         1.75006904
## 741  -0.776528789              2.40472944  0.0000000         2.09433015
## 742   0.802001585              0.00000000  0.0000000         2.06432790
## 743  -0.510825624              4.09387543  0.0000000         2.19722458
## 744   1.036736885              0.00000000  0.0000000         2.14943391
## 745  -0.713349888              4.25923341  0.0000000         2.20827441
## 746   1.022450928              0.00000000  0.0000000         2.10413415
## 747  -0.693147181              0.56838491  0.0000000         2.30058309
## 748   1.147402453              0.00000000  0.0000000         2.27109443
## 749  -0.733969175              2.36314139  0.0000000         0.32930375
## 750   0.703097511              0.00000000  0.0000000         0.49469624
## 751   0.641853886              0.00000000  0.0000000         2.49403156
## 752  -0.510825624              4.71616770  0.0000000         0.47000363
## 753  -0.274436846              2.90112368  0.0000000         0.65752000
## 754   0.548121409              0.00000000  0.0000000         2.47821766
## 755  -0.385662481              5.24021609  0.0000000         2.61447185
## 756  -0.776528789              5.12170044  0.0000000         2.50389195
## 757   0.678033543              0.00000000  0.0000000         2.56032329
## 758  -0.616186139              5.08938714  0.0000000         2.50470928
## 759  -0.733969175              2.90233405  0.0000000         0.41871033
## 760  -0.634878272              3.41664541  0.0000000         0.35065687
## 761   1.091923301              0.00000000  0.0000000         2.54709867
## 762  -4.605170186              4.92187107  0.0000000         0.13976194
## 763   0.512823626              0.00000000  0.0000000         2.59376105
## 764   1.323088285              5.84264729  0.0000000         2.22678338
## 765  -4.605170186              2.74769364  0.0000000         1.53686722
## 766  -4.605170186              4.58365982  0.0000000         0.19062036
## 767   0.457424847              0.00000000  4.9416424         2.61812549
## 768   1.323088285              0.00000000  0.0000000         1.75006904
## 769   1.323088285              0.00000000  0.0000000         1.75006904
## 770  -4.605170186              6.12538385  0.0000000         1.22671229
## 771   0.190620360              5.57891523  3.8501476         1.68639895
## 772  -1.386294361              5.03990890  0.0000000         1.24990174
## 773   0.173953307              5.55019557  5.4424177         1.66581825
## 774  -4.605170186              5.89269834  6.4504704         1.52605630
## 775  -0.776528789              4.26431867  7.9098567         1.49065438
## 776   0.593326845              3.36317343  8.3806859         1.08518927
## 777   0.463734016              3.42174729  8.4182564         1.08180517
## 778   0.157003749              5.57146366  4.5849675         1.67147330
## 779  -4.605170186              3.37191785  8.2661644         1.51951320
## 780  -1.897119985              0.00000000  6.4815771         1.78674693
## 781  -0.776528789              4.20064472  8.6995147         1.66959184
## 782  -0.544727175              4.47921076  9.2910905         1.65822808
## 783  -4.605170186              5.68737071  0.0000000         1.52605630
## 784   0.292669614              5.77383519  3.0910425         1.67896398
## 785  -1.078809661              3.21961645  9.6404330         1.28093385
## 786   0.553885113              3.56537328  8.3850323         1.15688120
## 787  -1.897119985              0.00000000  5.0998664         1.68824909
## 788  -4.605170186              3.45967171  7.9269635         1.24126859
## 789   0.463734016              3.61212798  9.1655522         1.22082992
## 790  -0.798507696              5.39541549  8.0983388         1.26412673
## 791  -0.579818495              4.60880191  8.7638970         1.65249740
## 792  -1.832581464              0.00000000  4.3820266         1.65057986
## 793   0.438254931              3.62674859  7.2254815         1.15688120
## 794  -4.605170186              6.15762434  5.6767538         0.99694863
## 795  -0.755022584              2.24806251  0.0000000         1.72276660
## 796  -1.832581464              0.00000000  4.3438054         1.72276660
## 797   0.641853886              4.09994315  5.4293456         1.36863943
## 798  -1.714798428              0.00000000  6.8596149         1.65632150
## 799  -1.021651248              5.59931118  6.8501262         1.21194097
## 800   0.698134722              4.45587717  5.7899602         1.55180880
## 801  -1.560647748              0.00000000  7.4289272         1.59938758
## 802  -4.605170186              4.00512913  4.0775374         0.96698385
## 803  -0.820980552              5.76933275  0.0000000         1.34025042
## 804  -0.579818495              5.06033390  7.7177962         1.70110510
## 805  -4.605170186              6.27790210  2.0794415         0.87546874
## 806  -0.776528789              3.76322535  5.3798974         1.43508453
## 807  -0.673344553              5.14380102  7.2827612         1.68824909
## 808  -1.427116356              0.00000000  6.5042882         1.57277393
## 809   0.688134639              2.83636677  4.2195077         2.12823171
## 810   0.336472237              6.37268953  0.0000000         1.82131827
## 811  -0.693147181              5.86381196  4.6728288         1.67896398
## 812  -1.560647748              0.00000000  6.4101749         1.62924054
## 813  -0.478035801              5.23798485  6.7262334         1.73518912
## 814  -4.605170186              4.15185379  5.7960578         1.15057203
## 815   0.246860078              4.17217201  0.0000000         1.87793717
## 816  -0.798507696              6.06545262  4.6347290         1.63315444
## 817  -0.579818495              5.21308197  6.4504704         1.76814960
## 818  -1.514127733              0.00000000  2.7725887         1.56861592
## 819   0.570979547              5.14755138  6.5220928         2.07568449
## 820  -4.605170186              3.96088825  0.0000000         1.25276297
## 821  -0.616186139              3.09533099  6.8895913         1.79009141
## 822  -1.514127733              0.00000000  3.2580965         1.68639895
## 823  -0.579818495              6.23245203  4.7184989         1.66581825
## 824  -0.597837001              2.95274843  6.5042882         1.81645208
## 825  -1.469675970              0.00000000  5.5012582         1.66581825
## 826  -4.605170186              0.00000000  5.7683210         1.45861502
## 827   0.262364264              6.37311102  3.8712010         1.97129938
## 828  -0.798507696              5.19217819  4.5217886         1.78170913
## 829  -4.605170186              0.00000000  0.0000000         1.46556754
## 830  -0.634878272              6.29977748  3.2188758         1.96290773
## 831  -1.560647748              0.00000000  6.0038871         1.69744879
## 832   0.254642218              6.38796511  2.7725887         1.98237983
## 833  -4.605170186              5.42862309  7.9420068         2.13060983
## 834  -4.605170186              0.00000000  5.9188939         1.60341984
## 835  -4.605170186              5.53579233  6.5161931         2.13179677
## 836  -4.605170186              3.99336920  0.0000000         1.97546895
## 837   0.329303747              6.40501378  2.7080502         1.94591015
## 838  -1.560647748              0.00000000  7.1808312         1.72988407
## 839   1.323088285              0.00000000  8.1845138         1.75006904
## 840   1.323088285              0.00000000  2.7725887         1.75006904
## 841   1.323088285              0.00000000  4.1431347         1.75006904
## 842   1.323088285              0.00000000  4.4067192         1.75006904
## 843   1.323088285              0.00000000  2.8332133         1.75006904
## 844   2.105352923              0.00000000  4.4426513         2.61739583
## 845   2.028148247              8.23946001  5.3278762         2.15986879
## 846   2.110213200              0.00000000  4.7535902         2.61958322
## 847   2.028148247              8.20660809  3.5263605         2.20827441
## 848   2.119863456              0.00000000  3.7135721         2.67759099
## 849   2.041220329              8.45272839  2.7080502         2.25549349
## 850   2.054123734              8.61492406  1.9459101         2.25758773
## 851   2.137710450              0.00000000  3.6109179         2.71734025
## 852   2.079441542              8.75355744  1.7917595         2.25863321
## 853   2.155244505              0.00000000  4.0073332         2.72589012
## 854   2.116255515              8.98051751  4.6151205         2.28543893
## 855   2.167910190              0.00000000  3.7612001         2.74534599
## 856   2.116255515              9.04001894  4.1271344         0.26236426
## 857   2.167910190              0.00000000  4.9416424         2.78501124
## 858   2.128231706              9.06527702  4.5951199         2.41591378
## 859   2.159868791              0.00000000  5.3936275         2.86789890
## 860   2.177021870              0.00000000  4.0073332         2.84490938
## 861   2.116255515              9.18488268  2.3025851         0.57661336
## 862   2.104134154              9.18330088  4.4188406         0.51282363
## 863   2.091864062              4.62683595  6.0354814         0.37156356
## 864   1.323088285              0.00000000  5.2729996         1.75006904
## 865   1.323088285              0.00000000  5.2364420         1.75006904
## 866  -4.605170186              1.67674033  2.1972246         1.66392610
## 867   2.644044871              8.24132940  0.0000000         1.84054963
## 868   1.735189118              8.73088613  0.0000000         2.11263451
## 869   2.150598736              5.98583214  0.0000000         1.97685495
## 870   1.819698838              8.66718472  0.0000000         2.22786155
## 871   2.289499853              5.92227671  2.9444390         1.86562932
## 872   2.458733775              6.23195613  2.6390573         2.16332303
## 873   1.964311234              5.67338195  0.0000000         1.79175947
## 874   2.359910160              0.00000000  4.6443909         1.93730177
## 875   1.824549292              8.21330783  4.0775374         2.10169215
## 876   1.702928256              8.75728468  1.3862944         2.15755932
## 877   2.190535589              7.92852690  0.0000000         2.00552586
## 878   1.899117988              5.80596345  0.0000000         1.81969884
## 879   2.389679800              0.00000000  4.2904594         1.98924327
## 880   1.887069649              8.17598275  1.6094379         2.18154676
## 881  -4.605170186              4.48446429  0.0000000         1.57897870
## 882   1.851599470              8.52680177  0.0000000         2.21046980
## 883   2.658159431              8.35809879  5.4847969         1.88706965
## 884   2.224623552              8.03895005  0.0000000         2.05540496
## 885   1.773255998              6.61964957  1.6094379         2.26384426
## 886   1.888583654              8.69082658  0.0000000         2.28848617
## 887   2.440606391              2.05489815  0.0000000         1.57691472
## 888   2.006870849              5.93080388  0.0000000         1.83896107
## 889   2.428336298              8.47669325  3.4657359         2.23323501
## 890   1.931521412              8.29357449  2.1972246         2.22245905
## 891   2.231089091              8.26075815  0.0000000         2.09801793
## 892   2.454447442              4.88826720  0.0000000         1.59330853
## 893   2.445819261              6.47848100  0.0000000         2.25234388
## 894   1.798404012              6.78076026  2.0794415         2.28747146
## 895   2.472327868              0.00000000  6.1312265         2.05540496
## 896   2.109000344              6.16974564  0.0000000         1.81645208
## 897   2.583242551              6.51502890  6.3699010         2.01490302
## 898   1.888583654              6.58684083  0.0000000         0.53062825
## 899   2.493205453              4.33548358  0.0000000         1.73518912
## 900   2.291524146              8.41378769  0.0000000         2.10535292
## 901   2.175887440              4.38243702  0.0000000         1.87333946
## 902   1.915450942              9.04853900  0.0000000         2.26072089
## 903   2.589266665              8.99221178  5.8111410         1.99333884
## 904   1.887069649              8.66446834  1.6094379         2.29253476
## 905   2.422144328              8.84633000  0.0000000         2.26902831
## 906   1.827769907              6.91753234  1.9459101         2.24495598
## 907   2.294552921              4.46505189  0.6931472         1.85159947
## 908   1.953027617              9.27154871  0.0000000         2.22028985
## 909   2.423031246              8.93950394  0.6931472         2.27931647
## 910   2.588515632              6.88108408  4.5538769         1.98375629
## 911   2.489064660              0.00000000  4.3694479         2.10900034
## 912   2.297572551              8.47982141  0.0000000         2.13179677
## 913   2.509599262              6.81750177  0.0000000         1.76301700
## 914   2.341805806              7.00238235  1.9459101         1.91692261
## 915   2.451866796              0.00000000  6.6385678         2.12345843
## 916   1.974081026              6.91089016  0.0000000         2.19277023
## 917   1.871802177              8.75927879  2.9444390         2.19165353
## 918   2.399711804              6.74635864  3.2958369         2.29455292
## 919   2.598235335              9.11898479  4.4659081         1.97685495
## 920   2.541601993              4.75793386  0.0000000         1.82454929
## 921   1.867176109              9.45948332  0.0000000         2.13179677
## 922   2.317473705              6.26297441  0.0000000         2.12584791
## 923   1.931521412              8.93503362  0.0000000         2.18829595
## 924   2.018895042              9.39623667  0.0000000         2.16905370
## 925   2.396985768              9.18019742  0.6931472         2.30158459
## 926   2.494856981              5.14159580  0.0000000         1.96009478
## 927   1.887069649              9.60436780  0.0000000         2.14943391
## 928   2.471483629              0.00000000  6.9295168         2.13060983
## 929   2.595254707              7.36613658  0.0000000         1.82776991
## 930   2.138889000              8.93771964  0.0000000         2.17475172
## 931   2.538447417              9.16201431  4.0430513         2.15640258
## 932   1.931521412              9.00030933  3.2188758         2.22245905
## 933   2.439734931              0.00000000  7.2758646         2.18041746
## 934   2.370243741              9.28370069  2.6390573         0.16551444
## 935   2.587764035              7.54335274  0.0000000         1.88858365
## 936   2.832624936              5.41642196  0.0000000         1.88706965
## 937   2.378619779              0.00000000  7.1000272         2.28340227
## 938   2.434490164              8.93863971  5.0998664         2.25444472
## 939   2.310553263              9.18662303  1.7917595         2.43973493
## 940   2.324346585              6.53317475  0.0000000         2.21046980
## 941   2.287471455              7.03669689  0.0000000         1.92278773
## 942   2.298577072              6.36257703  0.6931472         2.21920348
## 943   1.899117988              4.95846402  0.6931472         2.25023861
## 944   2.710713319              7.44838553  0.0000000         1.93585981
## 945   2.474856314              8.41388275  6.0935698         2.17019590
## 946   2.330200260              6.86117360  1.6094379         2.46809953
## 947   2.386926241              0.00000000  6.0935698         2.25234388
## 948   1.974081026              6.65704491  1.7917595         2.24812891
## 949   2.274185618              6.38294759  1.6094379         2.25129180
## 950   1.885553349              9.63351864  1.0986123         2.22570405
## 951   2.706048198              7.49666220  0.0000000         1.83258146
## 952   2.110213200              8.70044361  0.0000000         2.18154676
## 953   2.282382386              7.01208782  0.0000000         1.87946505
## 954   2.557227311              7.26108631  0.6931472         2.06686276
## 955   2.538447417              7.47239998  1.9459101         1.92570744
## 956   2.283402274              4.26290814  3.2958369         2.20827441
## 957  -4.605170186              7.67180153  1.9459101         1.76301700
## 958   2.368372834              0.00000000  7.0139155         2.23430625
## 959   2.001480000              9.34815843  3.2580965         2.45958884
## 960   2.316487998              3.20714369  0.0000000         1.80828877
## 961   2.095560924              1.95275701  0.0000000         2.15755932
## 962   2.343727036              0.00000000  7.6458758         2.24177295
## 963   2.055404964              8.82740159  0.0000000         2.16102153
## 964   2.223541886              8.68084361  0.0000000         2.23001440
## 965   2.001480000              9.30082285  3.4011974         2.46809953
## 966   2.717340248              7.49946277  0.0000000         1.89761986
## 967   2.323367632              7.21231081  1.0986123         1.77664583
## 968   1.826160896              7.64692258  1.3862944         2.21484618
## 969   2.225704049              6.83348107  0.6931472         0.68309684
## 970   2.193885676              8.71858126  0.6931472         2.25654115
## 971  -4.605170186              5.56563657  0.6931472         1.86872051
## 972   2.710713319              7.58518804  3.5553481         1.88555335
## 973   2.338917022              5.01271106  0.0000000         1.73518912
## 974   1.989243274              6.63927967  0.0000000         2.16905370
## 975   1.826160896              5.45866118  2.0794415         2.23964529
## 976   2.334083760              0.00000000  7.5595595         2.23430625
## 977   1.987874348              7.10057679  3.9318256         2.48240352
## 978   2.350422422              6.55614283  3.9318256         2.09186406
## 979   1.801709800              5.17974939  1.0986123         2.27418562
## 980   2.265921109              9.25615114  3.2958369         0.58778666
## 981   2.720637317              7.70153670  2.3978953         1.87946505
## 982   1.987874348              7.04072237  3.2580965         2.47905624
## 983   2.174751721              8.72655507  0.0000000         2.27006190
## 984  -4.605170186              7.90103411  0.0000000         1.85316810
## 985  -4.605170186              7.34124791  3.5835189         1.77155676
## 986   1.323088285              0.00000000  3.9120230         1.75006904
## 987   1.323088285              0.00000000  0.0000000         1.75006904
## 988   1.323088285              0.00000000  1.3862944         1.75006904
## 989   1.323088285              0.00000000  0.6931472         1.75006904
## 990   2.366498419              0.00000000  4.5108595         1.75006904
## 991   1.786746927              0.00000000  2.6390573         1.75006904
## 992   1.323088285              0.00000000  2.1972246         1.75006904
## 993   1.323088285              0.00000000  3.0910425         1.75006904
## 994   0.215111380              3.70108686  0.0000000         1.55814462
## 995   1.098612289              3.05655924  0.0000000         1.66959184
## 996   1.232560261              5.29537219  0.0000000         1.64093658
## 997   0.300104592              5.79939788  1.3862944         1.73342389
## 998   0.412109651              5.73921505  0.0000000         1.66770682
## 999   0.582215620              3.82539827  0.0000000         1.77495235
## 1000  1.427916036              3.21876267  0.0000000         1.54968791
## 1001  0.587786665              6.04807016  0.0000000         1.58309394
## 1002  1.286474026              5.73854380  0.0000000         1.49290410
## 1003  0.451075619              6.53661047  0.0000000         1.87487438
## 1004  1.289232648              5.66110853  0.0000000         1.49738841
## 1005  0.582215620              6.22175886  0.0000000         1.72455072
## 1006  1.258460990              3.69457711  0.0000000         1.54329811
## 1007  0.717839793              6.34365067  0.0000000         1.76130026
## 1008  1.378766095              3.85762184  0.0000000         1.50851199
## 1009  0.095310180              6.34497913  0.0000000         1.63510566
## 1010  1.101940079              6.07487251  2.0794415         1.74046617
## 1011  0.215111380              6.15662038  0.0000000         1.52388002
## 1012  0.765467842              6.32564961  0.0000000         1.75785792
## 1013 -0.040821995              1.95075281  0.0000000         1.52605630
## 1014 -4.605170186              4.15579943  0.0000000         1.50629715
## 1015 -4.605170186              6.19859096  0.0000000         1.64865863
## 1016 -4.605170186              0.00000000  0.0000000         1.97408103
## 1017 -4.605170186              0.00000000  0.0000000         1.27536280
## 1018 -4.605170186              6.49266064  0.0000000         1.97685495
## 1019 -4.605170186              6.33853616  0.0000000         1.64480506
## 1020  1.323088285              0.00000000  0.0000000         1.75006904
## 1021  1.323088285              0.00000000  0.0000000         1.75006904
## 1022 -0.994252273              2.46783349  3.7376696         1.25276297
## 1023 -0.693147181              3.89324116  0.0000000         1.18172720
## 1024 -1.049822124              0.92085522  6.7393366         0.60976557
## 1025  1.771556762             -1.28862965  8.3123806         1.22377543
## 1026  1.640936579              0.00000000  5.8051350         1.22671229
## 1027 -0.616186139              3.15152470  8.7302056         1.22377543
## 1028 -2.813410717              1.23353461  8.1149230         0.68309684
## 1029  0.412109651             -1.11346792  9.4122194         1.76985463
## 1030  1.553925203              2.45933621  8.8706630         1.16627094
## 1031  0.470003629              0.00000000  9.7118427         1.58719230
## 1032  0.708035793              7.52608667  4.9487599         0.99694863
## 1033  1.141033005              0.00000000  4.5432948         1.46325540
## 1034 -0.967584026              0.65084701  7.8316173         0.58778666
## 1035 -0.693147181              1.88046966  0.0000000         1.32175584
## 1036 -0.634878272              5.34825782  7.6953031         1.22377543
## 1037  0.536493371              3.32106088  8.2324402         1.74046617
## 1038 -0.755022584              6.98347707  2.3978953         1.28093385
## 1039  0.609765572              0.00000000  9.3974836         1.64287269
## 1040  1.778336449              5.17083916  8.8982290         1.19996478
## 1041  0.732367894              6.91111650  6.0112672         0.86288996
## 1042 -0.891598119              1.23019038  6.6012301         0.91629073
## 1043  0.708035793              0.00000000  8.8180383         1.54756251
## 1044  1.486139696             -2.30386401  8.8540939         1.02604160
## 1045  1.202972304              0.00000000  7.6353039         1.48160454
## 1046  0.770108222              4.95652387  5.3518581         1.04380405
## 1047 -0.733969175              1.73150039  0.0000000         1.35840916
## 1048  0.357674444              3.43109935  7.2159750         1.78339122
## 1049 -2.040220829              6.84769067  0.0000000         1.22377543
## 1050 -0.820980552              3.83711254  4.5432948         0.90825856
## 1051  0.783901544              0.00000000  7.7393592         1.57691472
## 1052  0.357674444              7.72447684  3.4965076         1.28923265
## 1053 -0.916290732              1.34135256  6.7214257         0.67803354
## 1054 -2.995732274              2.13536758 10.1046718         0.92821930
## 1055  0.364643114              4.01810117  6.4815771         1.90805992
## 1056 -0.733969175              5.57689416  6.4488894         1.37371558
## 1057 -2.120263536              7.24886812  3.1780538         1.36097655
## 1058  1.814824742              5.64486885  8.4160460         1.27536280
## 1059  1.226712291              0.00000000  7.5010821         1.59127394
## 1060  1.819698838              5.70830483  8.3344716         1.25561604
## 1061  0.371563556              5.31933587  4.5643482         1.15373159
## 1062  1.050821625              0.00000000  5.3798974         1.77495235
## 1063 -0.713349888              5.75467814  8.6532963         1.31908561
## 1064 -2.207274913              7.31608298  2.7725887         1.13140211
## 1065  1.261297871              0.00000000  7.3072023         1.51292701
## 1066  1.492904096              2.59518389  8.0146664         1.17248214
## 1067  0.322083499              2.12657787  5.8636312         1.86097454
## 1068  1.302912752              0.00000000  5.6869754         1.46325540
## 1069  0.993251773              0.00000000  6.0161572         1.68268837
## 1070 -1.832581464              5.19137105  2.1972246         0.96317432
## 1071 -1.021651248              1.96391069  5.3132060         0.40546511
## 1072  1.834180185              5.77204935  8.1679194         1.26694760
## 1073  0.398776120              7.76503097  3.4965076         1.31908561
## 1074 -0.776528789              5.69572135  7.2492151         1.19088756
## 1075  1.439835128              4.66089528  4.7706846         1.36353737
## 1076 -2.813410717              1.68301965  9.6711140         1.02604160
## 1077  0.688134639              4.13064712  5.5759491         1.76473080
## 1078 -3.218875825              3.33668037  4.4998097        -0.43078292
## 1079  0.438254931              7.87829817  3.1354942         1.29746315
## 1080  0.940007258              0.00000000  7.5898415         1.71559811
## 1081  1.406096988              4.79878232  2.1972246         1.37371558
## 1082 -1.272965676              1.53315632  6.6333184         0.57661336
## 1083  1.305626458              0.00000000  4.0604430         1.42069579
## 1084 -0.400477567              3.21788851  0.0000000         0.80647587
## 1085 -0.867500568              5.90239122  6.3350543         1.29472717
## 1086 -2.813410717              4.27688737  9.9243680         1.06815308
## 1087  0.708035793              3.94166862  5.2364420         1.49962305
## 1088 -0.162518929              7.62489113  0.0000000         0.84156719
## 1089  1.824549292              6.25529679  8.2669353         1.26976054
## 1090  0.470003629              8.03364984  2.7080502         1.24126859
## 1091  1.101940079              0.00000000  2.8332133         1.93152141
## 1092 -2.995732274              2.46450571  0.0000000        -0.99425227
## 1093 -1.347073648             -0.63379810  6.9920964         0.51879379
## 1094 -2.813410717              4.63116376  9.8759108         1.13140211
## 1095  0.732367894              4.05586647  5.9763509         1.32175584
## 1096  1.778336449              6.41337889  8.9605961         1.36609165
## 1097 -0.400477567              7.83950236  1.0986123         0.80200159
## 1098 -0.755022584              6.08325016  5.8111410         1.24415459
## 1099  0.530628251              8.13274497  2.8903718         1.36353737
## 1100 -2.813410717              3.60255846  0.0000000        -0.30110509
## 1101 -1.203972804              2.25449512  5.8081425         0.62593843
## 1102  1.629240540              0.00000000  5.1590553         1.01884732
## 1103  1.437462648              5.04649628  5.8318825         1.50407740
## 1104  1.275362800              0.00000000  5.8636312         1.71018782
## 1105 -2.659260037              2.32858525  9.6401078         1.03318448
## 1106  1.644805056              0.00000000  4.3567088         1.32707500
## 1107  0.756121980              3.87855391  8.4719866         1.85002838
## 1108 -1.386294361              7.53566335  0.6931472         1.04731899
## 1109 -2.407945609              3.58904495  2.3025851         0.18232156
## 1110  1.771556762              6.30483290  8.7112786         1.41342303
## 1111 -1.272965676              2.40265475  5.7960578         0.91629073
## 1112 -2.525728644              4.83467798  9.9435733         1.04027671
## 1113  1.486139696              5.07226239  7.2923372         1.48387469
## 1114  1.783391220              0.00000000  5.0304379         1.01160091
## 1115 -2.525728644              5.24989030  9.8452756         1.00795792
## 1116  0.788457360              4.04101700  7.0527210         1.78339122
## 1117 -0.127833372              7.70452537  0.0000000         1.00430161
## 1118 -1.203972804              2.86122541  5.2470241         0.65232519
## 1119  0.609765572              8.42080205  3.9120230         1.37624403
## 1120  1.368639426              0.00000000  7.9405838         1.85002838
## 1121  1.578978705              5.28956104  8.7590407         1.47476301
## 1122  1.371180723              0.00000000  6.6200732         1.82454929
## 1123 -2.525728644              5.35601224  9.9939222         0.99694863
## 1124 -0.693147181              1.00304463  6.6372580        -0.27443685
## 1125  1.803358605              6.61799786  8.0570607         1.41585316
## 1126 -0.030459207              5.68959233  1.3862944         0.81093022
## 1127  1.684545385              0.00000000  4.7273878         0.78845736
## 1128 -1.108662625              3.05574440  7.6236419         0.62593843
## 1129 -0.673344553              2.22246190  7.3581938         1.35840916
## 1130  1.601405741              5.25486158  8.7853866         1.45628673
## 1131 -0.634878272              4.62113453  7.5326236         1.41098697
## 1132 -4.605170186              3.40717897  2.7725887         0.09531018
## 1133  1.415853163              0.00000000  6.3595739         1.94017947
## 1134 -4.605170186              0.00000000  3.4657359         0.75141609
## 1135 -4.605170186              8.06860169  0.0000000         0.83290912
## 1136 -4.605170186              1.93365305  2.7080502         1.83098018
## 1137  1.613429934              5.36007945  7.3369369         1.49514877
## 1138 -0.597837001              3.64878397  7.6847839         0.79750720
## 1139  0.636576829              8.70646702  3.7376696         1.43983513
## 1140 -4.605170186              7.95342605  0.0000000         0.95935022
## 1141 -4.605170186              0.00000000  4.2626799         0.69314718
## 1142 -4.605170186              1.21783868  1.3862944         0.25464222
## 1143 -4.605170186              2.16999206  0.0000000         1.78002421
## 1144  0.604315967              6.57136478  4.9272537         1.51072194
## 1145  1.386294361              0.00000000  7.0237590         1.96990565
## 1146 -2.407945609              3.12885618  9.0382463         1.07500242
## 1147  1.528227857              3.20232904  7.9793389         1.51732262
## 1148  1.871802177              6.67036997  7.8789129         1.38629436
## 1149 -4.605170186              2.49975591  0.0000000         1.73695123
## 1150 -0.653926467              6.58114600  5.3981627         1.42791604
## 1151 -4.605170186              3.81414304  4.8040210         0.82417544
## 1152 -4.605170186              5.59524387  0.0000000         0.97455964
## 1153  0.604315967              8.98364632  0.0000000         1.59330853
## 1154 -2.407945609              5.29865953  9.4683104         1.04731899
## 1155 -4.605170186              3.33739761  3.8501476         0.39204209
## 1156  1.408544970              0.00000000  9.6180031         2.04122033
## 1157 -4.605170186              0.00000000  5.8260001         0.62593843
## 1158  1.508511994              3.44273342 10.9827131         1.54968791
## 1159  1.857859271              6.67086428  0.0000000         1.41585316
## 1160  1.323088285              0.00000000  4.0253517         1.75006904
## 1161  0.582215620              0.00000000  0.0000000         1.75006904
## 1162  1.323088285              0.00000000  1.3862944         1.75006904
## 1163  1.323088285              0.00000000  9.6223838         1.75006904
## 1164  1.323088285              0.00000000  5.0369526         1.75006904
## 1165  1.323088285              0.00000000  6.4281053         1.75006904
## 1166  1.323088285              0.00000000  0.0000000         1.75006904
## 1167  1.323088285              0.00000000  5.5451774         1.75006904
## 1168  1.323088285              0.00000000  3.7612001         1.75006904
## 1169 -1.771956842              4.53644937  6.0354814         1.93296964
## 1170 -4.605170186              0.00000000  9.3821064         1.49738841
## 1171  0.604315967              5.70432267  2.9957323         2.07944154
## 1172 -0.072570693              2.95835006 10.5670772         1.44926916
## 1173 -4.605170186              1.30734057  8.5366036         0.84586827
## 1174 -3.912023005              2.93626583  7.6324011         1.02604160
## 1175  0.371563556              4.10249429  9.7127507         1.32707500
## 1176 -4.605170186              2.34420293  8.7844685         2.10413415
## 1177 -4.605170186              0.00000000  9.1676416         1.64865863
## 1178  0.518793793              3.98178759  5.7333413         1.33762919
## 1179 -4.605170186              2.35846702  9.0781795         2.05412373
## 1180 -1.966112856              2.14873785  6.6280414         1.77664583
## 1181  0.683096845              3.72102927  0.0000000         1.76473080
## 1182 -2.407945609              3.08777069  9.2918282         1.67896398
## 1183 -4.605170186              1.22232431  8.3925366         0.90421815
## 1184  0.482426149              4.08825869  4.9344739         1.35840916
## 1185 -1.237874356              5.02371945  3.2958369         2.04769284
## 1186 -4.605170186              0.00000000  9.1647152         1.68454538
## 1187  0.667829373              1.45839486  6.8308742         1.75440368
## 1188  0.095310180              2.87987556 10.5977341         1.48160454
## 1189 -4.605170186              3.10878752  8.2695008         1.01523068
## 1190 -4.605170186              2.82656487  7.8184303         2.04898233
## 1191 -4.605170186              0.00000000  9.3625463         1.69009582
## 1192 -4.605170186              3.18777958  8.4637924         0.95935022
## 1193 -4.605170186              2.40595838  6.6821086         2.17702187
## 1194  0.524728529              4.28259420  4.1743873         1.37371558
## 1195  0.559615788              6.19745765  4.3174881         1.77495235
## 1196 -0.653926467              2.95264944  0.0000000         1.58923521
## 1197  0.173953307              2.96943287 10.7610257         1.45861502
## 1198 -4.605170186              3.56909851  8.3106609         0.92028275
## 1199 -4.605170186              1.41456512  9.1843044         0.96317432
## 1200 -3.912023005              2.72759570  6.1441856         2.17361471
## 1201  0.182321557              3.30827799 10.9231107         1.43983513
## 1202 -4.605170186              0.00000000  1.0986123         1.77325600
## 1203  0.470003629              6.41658416  3.6109179         1.77325600
## 1204  0.444685821              2.73133843  3.5553481         1.45395301
## 1205 -0.040821995              0.95038225  1.0986123         1.48387469
## 1206 -4.605170186              3.63902250 10.1633101         0.98581679
## 1207 -3.912023005              0.32833042  7.1670379         2.16332303
## 1208 -1.609437912              1.44921107  8.5217826         1.74396881
## 1209 -4.605170186              0.00000000  1.9459101         1.88706965
## 1210  0.385262401              6.43125361  7.2406497         2.25339485
## 1211  0.678033543              4.58258066  1.0986123         1.52605630
## 1212 -1.237874356              5.13109561  0.6931472         1.66203036
## 1213 -4.605170186              3.74550680  8.7310134         1.02961942
## 1214 -1.609437912              3.82602710  7.9508549         1.74046617
## 1215 -3.506557897              3.69804482  8.9412838         1.22377543
## 1216  0.672944473              4.78954939  0.0000000         1.52605630
## 1217 -3.506557897              2.84325205  7.5958899         2.00552586
## 1218  0.314810740              3.55132359 11.0695248         1.44691898
## 1219  0.828551818              4.84919618  3.7841896         1.32441896
## 1220 -3.912023005              0.00000000  4.8903491         1.76473080
## 1221 -1.832581464              5.64829174  2.3978953         1.77155676
## 1222 -3.912023005              2.38969410  7.0396603         1.90657514
## 1223 -4.605170186              3.83655278  7.9807078         1.02961942
## 1224  0.463734016              1.65532297 10.6248334         1.44220199
## 1225 -3.506557897              1.36423905  7.9377318         1.20896035
## 1226  0.576613364              1.87049187  2.9957323         1.89311196
## 1227  0.741937345              2.87999833  3.4965076         1.23547147
## 1228 -4.605170186              3.74923699  7.8860814         1.04731899
## 1229  0.657520003              3.76190761 10.6977914         1.46787435
## 1230 -3.912023005              0.00000000  4.8441871         1.83736998
## 1231 -3.506557897              1.69508953  7.0290876         1.18172720
## 1232 -3.506557897              3.25323572  7.3771337         2.11986346
## 1233  0.565313809              6.98259564  0.0000000         2.23001440
## 1234 -3.506557897              0.00000000  5.5683445         2.03208785
## 1235  0.717839793              2.59457701  3.0445224         1.21491274
## 1236 -3.506557897             -0.36066062  6.7604147         1.07840958
## 1237 -4.605170186              4.03887091  7.9589265         2.24283509
## 1238 -1.272965676              5.49732885  3.0445224         1.64287269
## 1239  0.837247525              5.25607123  4.3694479         1.23256026
## 1240 -4.605170186              4.37801067  7.5953873         2.21920348
## 1241 -1.427116356              4.43820640  5.2470241         1.86097454
## 1242 -3.506557897              0.00000000  6.2878586         2.10413415
## 1243  1.018847320              4.05583930 10.3564086         1.45395301
## 1244  0.604315967              4.51239369  0.0000000         2.07065304
## 1245  1.108562620              3.03653940  4.0943446         1.18784342
## 1246 -1.309333320              4.71959562  7.7659931         1.90657514
## 1247 -1.469675970              5.66937185  2.3025851         1.55392520
## 1248 -3.218875825              4.05832634  8.3861729         1.13140211
## 1249 -4.605170186              1.95968748  8.0106915         2.06305806
## 1250  1.098612289              4.16830575 10.4232927         1.46556754
## 1251  0.652325186              6.98461775  0.0000000         2.09309787
## 1252 -4.605170186              4.13276183  8.6349762         1.15057203
## 1253 -4.605170186              7.13881968  0.0000000         2.21484618
## 1254  1.029619417              3.03345057  3.9318256         1.16627094
## 1255 -4.605170186              4.35906778  7.9327210         2.14241634
## 1256 -4.605170186              5.24035645  0.0000000         1.30833282
## 1257 -4.605170186              0.00000000  5.8051350         1.94304892
## 1258 -1.347073648              4.38934831  8.1202913         1.77325600
## 1259 -4.605170186              4.08191641  7.5938778         1.33500107
## 1260 -3.218875825              4.08864504  8.9929304         1.01523068
## 1261  1.131402111              4.17392016  9.8345661         1.47932923
## 1262  0.940007258              3.72859370  7.6530204         1.30291275
## 1263 -4.605170186              2.98520578  0.0000000         1.34286480
## 1264 -4.605170186              4.29345827  6.0637852         2.09556092
## 1265 -4.605170186              7.39424181  0.0000000         2.41233596
## 1266 -3.218875825              4.09744788  9.0766947         0.99325177
## 1267 -4.605170186              3.96707665  5.4680601         1.05779029
## 1268  0.862889955              3.75492063  7.4301141         1.25276297
## 1269 -4.605170186              5.34420874  0.0000000         1.27256560
## 1270 -4.605170186              4.13185887  7.2225660         0.95935022
## 1271 -4.605170186              0.00000000  4.5951199         1.93007109
## 1272 -4.605170186              2.34625774  5.6664267         1.03673688
## 1273  1.121677562              4.46039339 11.2843044         1.54543258
## 1274 -4.605170186              2.14282546  7.1538338         1.75785792
## 1275 -4.605170186              4.26661050  7.0509894         2.09924417
## 1276  1.323088285              0.00000000  5.9558374         1.75006904
## 1277  1.323088285              0.00000000  7.3575562         1.75006904
## 1278  1.323088285              0.00000000  0.0000000         1.75006904
## 1279  1.323088285              0.00000000  6.4216223         1.75006904
## 1280  1.323088285              0.00000000  7.3771337         1.75006904
## 1281  1.323088285              0.00000000 11.4118557         1.75006904
## 1282  1.998773639              2.47311077  3.6375862         1.87640694
## 1283  2.408745289              7.56755153  5.0238805         1.97546895
## 1284  2.137710450              4.80551461  4.0253517         2.02814825
## 1285  2.280339484              3.45017236  7.2841348         2.06812778
## 1286 -4.605170186              5.61512342  0.0000000         1.99061033
## 1287  1.297463147              4.51864822  6.4952656         1.83418019
## 1288  2.543961413              6.47603498  2.1972246         2.03601198
## 1289  1.050821625              0.00000000  3.5835189         2.14241634
## 1290  1.291983682              5.10967707  3.7612001         2.06686276
## 1291  2.503073954              7.41296216  0.0000000         2.20827441
## 1292  1.184789985              0.00000000  3.2958369         2.10169215
## 1293  2.576421759              6.47844328  2.0794415         1.96850998
## 1294  2.288486169              7.62274700  0.0000000         1.97962121
## 1295  1.348073148              4.96490369  0.0000000         1.96850998
## 1296  2.379546134              5.27965747  0.0000000         2.14826773
## 1297 -4.605170186              3.51660170  0.0000000         2.10778601
## 1298  2.154085085              7.24638391  2.4849066         2.13653051
## 1299  2.018895042              5.40495663  3.5553481         1.93007109
## 1300  1.316408234              4.64934893  2.7725887         1.84054963
## 1301  0.928219303              0.00000000  2.9444390         2.20827441
## 1302  2.594508160              2.45411675  1.7917595         1.82293509
## 1303  2.090628731              5.08071920  1.6094379         2.16561924
## 1304 -4.605170186              3.59677075  0.0000000         2.11986346
## 1305  1.745715531              7.34777667  1.9459101         2.06178661
## 1306  2.484906650              7.55171343  2.0794415         2.21375388
## 1307  2.506341931              5.43089838  4.2046926         1.98100147
## 1308  1.345472367              5.01820610  3.3322045         1.96009478
## 1309  2.228938553              7.38862059  0.0000000         2.15408508
## 1310  2.623218266              4.53985339  2.9444390         1.84845481
## 1311  2.247072383              7.66149015  0.0000000         2.15292432
## 1312  1.456286733              2.68915880  2.0794415         1.83577635
## 1313  1.902107526              7.42559193  1.3862944         2.15176220
## 1314  1.981001469              5.96550941  2.7080502         2.09556092
## 1315  2.653945942              7.73363619  2.0794415         2.25549349
## 1316 -4.605170186              6.20471592  0.0000000         2.18717424
## 1317  2.230014400              8.16600560  9.3040128         2.10046891
## 1318  2.573375298              7.01786137  3.9889840         1.88099060
## 1319  1.512927012              5.40196902  1.9459101         1.85316810
## 1320  2.257587727              5.66161392  0.0000000         2.11625551
## 1321  1.876406943              5.31476019  1.3862944         2.13534917
## 1322  0.727548607              0.00000000  2.1972246         2.15640258
## 1323 -4.605170186              4.04518761  0.0000000         2.13416644
## 1324  2.004179057              6.13709548  2.3978953         2.10900034
## 1325  1.446918983              1.24700898  3.3322045         2.24070969
## 1326  2.297572551              7.93205319  4.8040210         2.23644529
## 1327  2.410542234              7.82553061  0.0000000         2.14006616
## 1328  2.157559321              8.41322192  4.9052748         2.16447179
## 1329  2.590017134              7.94235701  1.9459101         2.30058309
## 1330  1.640936579              3.29558207  1.7917595         1.81156210
## 1331  1.857859271              7.71736716  1.7917595         2.17815501
## 1332  1.323088285              6.26778420  0.0000000         2.13534917
## 1333  2.450142657              5.11938201  0.6931472         1.93007109
## 1334  2.478217662              6.00499164  3.0910425         2.09433015
## 1335  1.517322624              3.82239459  3.1354942         2.14006616
## 1336  0.559615788              0.00000000  1.6094379         2.07317193
## 1337  1.669591835              1.19457504  4.2195077         1.76814960
## 1338  0.553885113              0.00000000  1.0986123         2.02946317
## 1339  2.242835089              5.76387570  0.0000000         2.23430625
## 1340  2.132982309              6.15950026  6.0844994         2.17702187
## 1341  2.573375298              7.96694050  0.0000000         2.26902831
## 1342  2.470638678              7.34965002  0.0000000         1.93874166
## 1343  2.506341931              7.90992204  0.0000000         2.13060983
## 1344  2.149433913              6.29494187  0.6931472         2.19611285
## 1345  1.572773928              3.64425181  2.8332133         2.11384297
## 1346  1.719188776              3.47341113  3.0910425         1.80828877
## 1347  2.402430428              6.23623788  5.5872487         2.12345843
## 1348  2.008214032              7.85511370  0.6931472         2.12345843
## 1349  2.269028309              8.19760568  0.6931472         2.24177295
## 1350  1.640936579              2.10904353  5.1119878         2.12465388
## 1351  2.530517161              7.61076010  0.0000000         2.00687085
## 1352  2.399711804              8.08847707  0.0000000         2.07693841
## 1353  0.559615788              0.00000000  0.0000000         1.93152141
## 1354  2.230014400              6.65011090  5.3033049         0.18232156
## 1355  2.531313023              5.80921373  0.0000000         2.26384426
## 1356  1.605429891              6.51991233  0.0000000         1.90805992
## 1357  2.513656063              8.20326826  0.0000000         2.29253476
## 1358  2.074429000              4.19537178  7.3883279         2.18492705
## 1359  1.724550720              3.60065102  0.0000000         1.76985463
## 1360  1.635105659              4.19035677  2.0794415         2.14943391
## 1361  1.965712776              7.88441599  0.0000000         2.09801793
## 1362  1.819698838              6.56404045  0.0000000         1.81319475
## 1363  2.287471455              6.71029277  0.0000000         2.29253476
## 1364  1.756132292              5.85236325  0.0000000         1.75613229
## 1365  2.301584593              8.52659962  3.7135721         2.25339485
## 1366  1.558144618              6.46928334  3.0910425         2.26592111
## 1367  1.981001469              8.56470952  5.8607862         2.24177295
## 1368  2.487403530              5.82038660  1.0986123         0.35065687
## 1369  0.570979547              0.00000000  1.6094379         1.90805992
## 1370  1.998773639              5.81567578  0.0000000         2.11986346
## 1371  2.206074193              5.92073467  0.6931472         2.27829240
## 1372  1.864080131              6.19375594  0.0000000         1.90210753
## 1373  2.502255288              7.67803950  0.6931472         2.10169215
## 1374  2.068127782              5.62786822  0.0000000         2.11625551
## 1375  1.663926098              3.73344062  2.3025851         1.67522565
## 1376  2.280339484              6.36085629  5.7104270         2.25758773
## 1377  2.197224577              8.06769921  5.0039463         2.21702720
## 1378  1.880990603              6.45438839  1.6094379         1.93152141
## 1379  2.505525937              8.04537987  1.6094379         0.36464311
## 1380  2.266957915              6.65213975  2.9957323         0.64185389
## 1381  1.512927012              6.44633607  3.8066625         2.25967759
## 1382  0.385262401              0.00000000  5.3798974         1.92132467
## 1383  2.493205453              5.33217187  1.9459101         2.11021320
## 1384  2.334083760              8.06699100  0.6931472         2.27212589
## 1385  1.880990603              6.50239632  1.6094379         1.93441577
## 1386  1.932969638              8.18904669  1.0986123         2.26176310
## 1387  1.680827909              6.08007529  3.3322045         1.74221902
## 1388  1.943048917              8.60147768  8.5542963         2.22678338
## 1389  2.081938422              8.06868092  3.6888795         2.27931647
## 1390  2.257587727              6.81927272  5.9135030         2.27418562
## 1391  2.263844265              8.49163306  8.2432825         2.24918432
## 1392  2.500615943              7.55661438  2.4849066         2.05412373
## 1393  2.478217662              8.04182757  0.6931472         0.53062825
## 1394  1.534714366              2.07431984  2.3025851         2.27315628
## 1395  0.148420005              0.00000000  6.5525079         1.88858365
## 1396  2.481567749              5.80349819  3.1354942         2.27624112
## 1397  2.238579763              6.61003765  0.0000000         2.29152415
## 1398  2.393339456              8.09652049  0.6931472         2.23751310
## 1399  2.037316615              5.83809013  0.0000000         2.29757255
## 1400  0.207014169              0.00000000  1.9459101         1.91102289
## 1401  1.637053079              6.02209888  2.1972246         1.72097929
## 1402  2.104134154              7.83557645  1.0986123         2.22354189
## 1403  2.013568798              8.47510058  5.9295891         2.22786155
## 1404  2.441477092              7.52386658  0.6931472         2.05412373
## 1405  1.528227857              6.54221637  3.0910425         2.29656702
## 1406  2.235376343              8.35603374  7.0934046         2.23964529
## 1407 -4.605170186              0.00000000  0.0000000         1.87180218
## 1408  2.149433913              5.92504353  0.0000000         2.29152415
## 1409  1.560247668              6.06582262  0.0000000         1.73342389
## 1410  2.254444718              5.55983003  0.0000000         2.22893855
## 1411 -4.605170186              6.56123530  0.0000000         1.86097454
## 1412  0.029558802              0.00000000  1.3862944         1.90210753
## 1413  2.214846179              6.78064930  0.0000000         0.11332869
## 1414  2.009555414              7.68850436  1.0986123         2.22570405
## 1415  1.415853163              4.32559687  0.0000000         2.24707238
## 1416  1.994700313              6.18041344  0.0000000         2.22137504
## 1417  2.496505786              7.54120490  0.0000000         2.05412373
## 1418  2.138889000              6.01518113  0.0000000         2.27726729
## 1419  1.393766376              6.59696321  8.0063676         2.25863321
## 1420  0.122217633              0.00000000  4.7535902         1.86872051
## 1421 -4.605170186              6.58759020  0.0000000         1.85941812
## 1422  2.290512512              5.60305769  0.0000000         2.25129180
## 1423  2.207174908              2.15376118  3.6109179         0.31481074
## 1424 -4.605170186              3.76093209  5.0369526         2.23001440
## 1425  2.022871190              8.48294223  0.0000000         2.22462355
## 1426  2.018895042              7.67927150  0.0000000         2.17475172
## 1427  2.347558459              3.43833027  3.9512437         2.22245905
## 1428  1.323088285              0.00000000  5.3278762         1.75006904
## 1429  1.323088285              0.00000000  5.9480350         1.75006904
## 1430  1.323088285              0.00000000  7.4247618         1.75006904
## 1431  1.323088285              0.00000000  0.0000000         1.75006904
## 1432  1.323088285              0.00000000  2.0794415         1.75006904
## 1433  1.323088285              0.00000000  5.0689042         1.75006904
## 1434  1.526056303              5.89982948  0.0000000         1.79175947
## 1435  1.323088285              0.00000000  0.0000000         1.75006904
## 1436  2.182674796              5.38528717  2.7080502         1.06125650
## 1437  0.292669614              3.62118449  8.3532615         1.46787435
## 1438  0.148420005              3.57406468 10.4703910         1.75785792
## 1439  1.987874348              3.82785431  7.2855065         2.16332303
## 1440  0.815364813              0.00000000  7.4253579         0.75612198
## 1441  1.888583654              2.27178450  9.8180930         1.60542989
## 1442  1.745715531              3.57822118  6.1506028         1.80992677
## 1443  0.779324877              0.00000000  5.8171112         1.28370777
## 1444  2.109000344              6.39986004  0.0000000         1.53039471
## 1445  1.249901736              4.80871876  0.6931472         1.57069708
## 1446  1.964311234              2.91332400  7.6473088         1.43983513
## 1447  0.292669614              4.52125321  5.2094862         1.74919985
## 1448  1.363537374              1.55193454  9.5907611         1.49962305
## 1449  0.165514438              2.62196218  5.7170277         1.90210753
## 1450  1.495148766              2.50119801  8.6956740         1.77664583
## 1451 -1.386294361              3.06930871  8.1735755         1.83736998
## 1452 -0.755022584              3.17576251  7.3639135         1.83896107
## 1453  1.526056303              5.81806705  0.0000000         1.32972401
## 1454 -2.302585093              2.59210336  9.9673540         1.80828877
## 1455  0.470003629              3.02792492 10.0462017         1.09861229
## 1456  1.623340818              0.00000000  0.0000000         2.18154676
## 1457  1.378766095              3.01532325  8.1817205         2.61227325
## 1458  1.358409158              0.00000000  9.5921274         0.97077892
## 1459 -0.127833372              2.45055824  7.4145729         1.47247206
## 1460 -2.407945609              3.55619017  0.0000000         1.26976054
## 1461  1.495148766              2.70501314  0.0000000         1.00430161
## 1462  1.972691172              3.22751175  2.3025851         1.66013103
## 1463  0.131028262              3.85381125  8.9058512         1.81807678
## 1464 -3.506557897              2.15113064  0.0000000         1.66013103
## 1465 -0.186329578             -0.30660619  6.6707663         1.48839958
## 1466  1.323088285              0.00000000  0.0000000         1.75006904
## 1467 -1.771956842              0.79569751  9.3320269         1.24126859
## 1468  0.683096845              0.00000000  9.0218398         0.37156356
## 1469  2.222459049              3.11270503 12.2652044         1.04380405
## 1470 -4.605170186              0.00000000  8.2852611         1.75006904
## 1471  1.238374231              0.00000000  8.6532963         1.79175947
## 1472  1.743968805             -0.94609610  6.7979404         1.47704872
## 1473  1.998773639              5.90060552  7.0613344         2.11745961
## 1474  1.337629189              5.01557963  0.0000000         1.64673370
## 1475 -2.207274913              0.59764333 11.0220332         1.96009478
## 1476  0.048790164              3.75099275  9.1438800         1.64287269
## 1477  2.228938553              5.21329353  8.5426660         1.17248214
## 1478  1.627277831              5.32694313  6.0306853         1.82131827
## 1479  1.905088155              4.96716905  3.8918203         1.63119940
## 1480  1.477048724              4.25071235  0.0000000         1.35325451
## 1481  0.488580015              1.34745032  9.3329119         1.53039471
## 1482 -1.203972804              3.29117382 10.1229443         1.93152141
## 1483  1.623340818              5.28717530  7.1996783         0.57661336
## 1484  1.613429934              1.34579226  0.0000000         0.24686008
## 1485  1.701105101              5.72669378  0.0000000         1.74571553
## 1486  0.810930216              0.00000000  4.5951199         1.31103188
## 1487 -0.162518929              0.17077817  7.7689560         1.44926916
## 1488  0.254642218              3.81407415  8.6757342         1.54543258
## 1489 -0.051293294              4.52718589  4.3694479         1.68082791
## 1490  0.832909123              0.00000000  7.6741529         0.89199804
## 1491 -0.673344553              1.48066904  8.4038005         1.85473427
## 1492  1.517322624              3.13990577  8.3366301         1.57897870
## 1493  0.418710335              3.51610687  7.9505024         1.37371558
## 1494  2.358019800              3.29495693 10.7902053         1.98237983
## 1495  2.259677592              2.76196910 12.0323560         1.17865500
## 1496  0.936093359             -0.14074768  4.8362819         1.68639895
## 1497 -0.494296322              1.72162658  5.3181200         1.37371558
## 1498 -4.605170186              0.00000000  8.1806009         1.75006904
## 1499  0.398776120              3.24102131  9.5086656         1.26976054
## 1500 -2.525728644              2.98150202  0.0000000         1.05082162
## 1501  0.737164066              3.63297342  8.8657352         1.72988407
## 1502  0.641853886              0.00000000  8.9961566         0.98207847
## 1503 -4.605170186              3.35975870  7.2427979         1.46787435
## 1504  1.323088285              0.00000000  0.0000000         1.75006904
## 1505  1.147402453              0.00000000  8.6638876         1.57897870
## 1506 -1.078809661              1.80240613 10.1181553         1.60542989
## 1507 -0.051293294              0.71714437  7.5137092         1.45628673
## 1508 -1.771956842              2.99061467  8.9103158         1.29472717
## 1509  2.056684555              0.67598973  7.9149830         1.43031125
## 1510  1.420695788              5.91250713  0.0000000         1.44456327
## 1511  1.951608170              5.84797401  6.9498565         2.18605128
## 1512 -2.302585093              2.86717291 10.3604059         1.87946505
## 1513  1.036736885              3.17963350  9.3880681         1.28923265
## 1514  1.081805170              1.26259264  0.0000000         1.93296964
## 1515  1.488399584              0.00000000  5.7170277         1.87640694
## 1516  2.411439498              6.33214254  0.0000000         1.43746265
## 1517  1.521698998              3.98352425  7.2779386         1.58103844
## 1518  1.788420568              2.26799470  6.9236286         1.63899671
## 1519  1.627277831              5.31680682  7.1530516         1.81969884
## 1520  0.891998039              3.98978892 10.1280701         1.93585981
## 1521 -0.105360516              3.86128143  9.2868383         1.66581825
## 1522  1.510721939              1.16176448  7.4639366         1.66013103
## 1523  0.904218151              3.20508588  5.6970935         1.76473080
## 1524  1.214912744              0.00000000  8.5430559         1.27815220
## 1525  0.095310180              1.35722459  4.5217886         1.57277393
## 1526  1.340250423              5.04476143  0.0000000         1.64287269
## 1527 -0.223143551              2.38181448  8.1113280         1.55392520
## 1528  1.757857918              3.92793207  0.0000000         0.19062036
## 1529  1.451613827              2.34414624  4.8751973         1.69193913
## 1530  1.857859271              1.84530137  1.9459101         1.86717611
## 1531  0.936093359              0.00000000  7.9330798         0.89608802
## 1532  1.141033005              0.00000000  8.6796521         1.49738841
## 1533 -2.525728644              3.38163987  0.0000000         1.22082992
## 1534  0.207014169              3.70100940  7.3702306         1.45161383
## 1535 -1.021651248              1.11175593  8.8924740         2.11986346
## 1536  0.506817602              3.48849804  6.6411822         1.51292701
## 1537  0.000000000              0.69073573  5.8944028         1.54756251
## 1538  0.470003629              1.20490376  9.4164598         1.30833282
## 1539  1.708377860              4.87551885  3.6109179         1.64093658
## 1540 -0.186329578             -0.35221038  6.1312265         1.43508453
## 1541 -3.912023005              1.41419906  6.7833252         1.66959184
## 1542  0.732367894              0.00000000  3.4657359         1.32175584
## 1543  2.343727036              0.98987491 10.8171950         2.05155634
## 1544  0.615185639              0.00000000 10.3243666         0.95165788
## 1545 -4.605170186              0.00000000  9.1652384         1.75006904
## 1546  1.323088285              0.00000000  0.0000000         1.75006904
## 1547  0.385262401              3.45297225  6.8437499         1.42551507
## 1548  1.793424749              5.45868051  3.1780538         0.91629073
## 1549 -0.634878272              1.30195190  6.5750758         1.84371921
## 1550 -1.021651248              3.90671120  9.8082974         1.72276660
## 1551  0.770108222              3.70931842  8.8755667         1.86408013
## 1552  1.896119485              3.50564332  6.9697907         1.84687877
## 1553  1.401182974              0.00000000  6.9057533         1.87487438
## 1554  1.249901736              3.58166976  7.0867379         1.48387469
## 1555  1.764730797              1.87874168  5.4116461         1.65822808
## 1556  0.688134639              1.66787700  0.0000000         1.96431123
## 1557  1.406096988              6.01072600  6.6554404         1.42310833
## 1558 -0.235722334              2.39534832  5.4293456         1.53471437
## 1559 -0.616186139              1.89618732  5.4467374         1.83258146
## 1560  0.425267735              3.43702624  7.5699277         1.13783300
## 1561  1.935859813              6.25220514  5.4971682         2.11142459
## 1562  1.403642999              3.65363386  6.3733198         2.45873378
## 1563  0.770108222              0.92707850  7.0544497         1.72633166
## 1564  1.534714366              4.21418848  6.8012830         1.60341984
## 1565  1.437462648              2.27813350  4.9558271         1.23547147
## 1566  1.521698998              3.72832881  7.9882036         1.72455072
## 1567  2.002830439              6.73710771  0.0000000         1.53471437
## 1568  0.300104592              2.18962100  5.3798974         1.53255687
## 1569  0.896088025              0.00000000  8.2193261         0.95935022
## 1570  1.964311234              5.73587353  2.8903718         0.80200159
## 1571  0.398776120              3.57940066  4.1743873         1.49290410
## 1572  1.731655545              1.03642637  5.8579332         1.74221902
## 1573  0.850150929              0.00000000  7.4223737         1.52605630
## 1574  0.604315967              0.00000000  9.9967957         1.16315081
## 1575  1.663926098              5.68581249  5.5683445         1.87487438
## 1576  1.877937165              4.45930522  0.0000000         2.40874529
## 1577  0.019802627              1.09726466  5.6869754         1.60943791
## 1578  0.398776120              3.83116418  6.4800446         1.46093790
## 1579  1.425515074              5.34274804  0.0000000         1.60943791
## 1580 -4.605170186              0.00000000  9.0188166         1.75006904
## 1581 -1.714798428              0.87348371  7.8228453         1.23837423
## 1582  0.019802627              4.54470898  3.6109179         1.82776991
## 1583  1.706564623              5.70167066  4.0775374         1.53686722
## 1584  2.277267285              3.40769319 11.8583433         1.50407740
## 1585 -1.347073648              3.80866290  0.0000000         1.29472717
## 1586  0.518793793              3.75013671 10.2715277         1.85473427
## 1587  1.137833002              0.00000000  8.4701016         1.53686722
## 1588  1.323088285              0.00000000  0.0000000         1.75006904
## 1589  1.261297871              2.18231143  3.3672958         1.54968791
## 1590  2.068127782              2.56057409  0.0000000         1.42791604
## 1591  2.095560924              6.09464157  4.1431347         1.18172720
## 1592  1.568615918              5.90885662  1.3862944         1.86717611
## 1593  1.940179474              6.43301052  6.7214257         2.07065304
## 1594 -2.207274913              3.03789022 11.0517944         1.88858365
## 1595  1.909542505              3.46372331  5.9558374         1.83098018
## 1596  1.472472057              0.00000000  3.4339872         1.96431123
## 1597  1.425515074              6.23321392  3.3322045         1.45628673
## 1598  0.104360015              4.06278223  7.0175061         2.05668455
## 1599  1.754403683              2.19872277  0.0000000         2.29656702
## 1600  0.587786665              4.21823658  3.4339872         1.94017947
## 1601  0.947789399              0.00000000  8.1673520         0.94000726
## 1602 -0.713349888              4.04509213  5.1474945         1.83736998
## 1603  0.920282753              0.00000000  0.0000000         1.47017585
## 1604  1.444563269              2.88249123  1.3862944         2.17133681
## 1605  0.947789399              2.60490911  8.1679194         1.68824909
## 1606  0.378436436              3.97476791  4.0943446         1.37624403
## 1607  2.291524146              3.60021469  4.9487599         2.18605128
## 1608  1.337629189              0.00000000  7.2577077         1.41098697
## 1609 -0.150822890              0.41009602  4.2904594         1.44220199
## 1610  0.900161350              2.12463615  3.5553481         1.99197552
## 1611 -1.078809661              2.94075391  2.3025851         1.14422280
## 1612  0.431782416              3.84121326  9.1480393         1.77664583
## 1613 -1.078809661              4.28199236  9.2422266         1.74396881
## 1614  1.383791231              3.65129564  1.9459101         2.45616418
## 1615  0.139761942              2.37362872  5.5683445         1.51732262
## 1616  1.432700734              5.48122090  0.0000000         1.72276660
## 1617  1.754403683              3.62270163  0.0000000         1.77155676
## 1618  0.364643114              0.00000000 10.7129500         1.20597081
## 1619  1.323088285              0.00000000  0.0000000         1.75006904
## 1620  1.837369980              3.79656014  3.6375862         0.87546874
## 1621  2.278292400              4.04700062 10.3584093         1.46556754
## 1622 -1.049822124              4.18999352  3.4339872         1.73695123
## 1623  1.124929597              0.00000000  8.1507565         1.65632150
## 1624 -1.309333320              1.97576166  0.0000000         1.37624403
## 1625  0.009950331              1.38377330  4.1108739         1.72276660
## 1626  1.711994501              0.55815240  0.0000000         2.28645571
## 1627  1.587192303              6.12625776  1.3862944         1.99061033
## 1628  1.947337701              3.67494956  4.8598124         1.92132467
## 1629 -1.560647748              0.09500648  4.5951199         1.03673688
## 1630  2.162172939              6.56430267  6.4216223         2.05027016
## 1631  1.617406082              4.58691916  5.5529596         1.41098697
## 1632  1.371180723              6.17362652  1.9459101         1.49738841
## 1633  2.043814364              5.86715848  0.0000000         1.01523068
## 1634  1.342864803              3.73978474  3.3672958         2.50552594
## 1635  1.615419984              4.29090813  6.4052285         1.55814462
## 1636  0.357674444              0.00000000 12.1144233         1.14422280
## 1637  0.122217633              1.96107984  5.3471075         1.55392520
## 1638  1.662030363              2.38083358  0.0000000         0.33647224
## 1639 -0.010050336              2.89245466  5.8777358         1.43508453
## 1640  0.039220713              1.73530200  5.2149358         2.10413415
## 1641  0.067658648              1.62229273  2.9444390         1.08856195
## 1642  1.131402111              3.09546809  0.0000000         1.74396881
## 1643  1.585145220              2.17133559  5.5333895         1.92716411
## 1644 -0.597837001              4.09787352  3.4965076         1.84687877
## 1645  0.845868268              4.80303147  3.8066625         2.02287119
## 1646  1.432700734              3.10890417  2.0794415         2.12823171
## 1647  1.449269160              1.20890571  0.0000000         1.58103844
## 1648  0.815364813              0.00000000  0.0000000         1.60341984
## 1649  0.405465108              4.36578594  6.0753460         1.50629715
## 1650 -2.207274913              1.32221319  7.6884554         1.96711236
## 1651  1.851599470              6.44546989  1.6094379         1.72633166
## 1652  1.625311262              5.91933770  0.0000000         1.91692261
## 1653  0.598836501              3.67773698  5.0304379         1.47247206
## 1654 -4.605170186              4.00954656  4.8441871         1.43746265
## 1655  2.273156282              1.85883427 11.6166276         1.41342303
## 1656 -0.328504067              3.51891707  0.0000000         1.66770682
## 1657  0.708035793              0.00000000  4.9836066         0.88376754
## 1658  0.207014169              4.20966215  9.4412934         1.92716411
## 1659  1.134622726              0.00000000  4.7449321         1.68454538
## 1660 -4.605170186              0.00000000  0.0000000         1.75006904
## 1661  0.131028262              3.60064213  3.6375862         1.64287269
## 1662  1.323088285              0.00000000  0.0000000         1.75006904
## 1663  0.405465108              3.71166976  6.1548581         1.45628673
## 1664  2.311544834              3.79607643  3.0910425         2.23644529
## 1665  0.207014169              2.54185860  5.6970935         1.97546895
## 1666 -1.108662625              4.56473615  0.0000000         1.67709656
## 1667 -1.427116356              4.24803147  6.8156400         1.46325540
## 1668  1.972691172              2.49040543  0.0000000         0.48858001
## 1669  1.316408234              6.21936575  1.0986123         1.47704872
## 1670  1.504077397              3.05631705  6.6644090         2.44147709
## 1671  0.425267735              0.00000000 11.2913182         1.22082992
## 1672  1.864080131              4.33491772  1.7917595         1.59533899
## 1673  1.764730797              3.22234533  6.6398758         1.51292701
## 1674  1.928618652              4.36271896  6.2025355         0.18232156
## 1675  1.169381360              3.06962144  0.0000000         1.76985463
## 1676  0.165514438              1.92381553  0.0000000         2.19611285
## 1677  0.959350221              4.26487150  0.0000000         1.96290773
## 1678  2.140066163              6.59595199  4.3944492         2.02419307
## 1679  1.697448790              3.85204604  0.0000000         2.05923883
## 1680  1.323088285              0.00000000  0.0000000         1.75006904
## 1681  1.398716881              2.75996826  2.9957323         0.64185389
## 1682 -2.207274913              3.77096463  4.0775374         2.00012773
## 1683  2.283402274              3.92866406  8.6545174         2.28848617
## 1684  1.985130862              6.71852745  0.0000000         0.75612198
## 1685  0.810930216              0.62057850  6.1290502         1.80992677
## 1686 -1.832581464              2.34025978  1.3862944         1.16315081
## 1687  1.075002423              0.00000000  0.0000000         1.70837786
## 1688  0.974559640              0.00000000  2.3978953         1.76985463
## 1689 -4.605170186              0.00000000  1.9459101         1.75006904
## 1690  1.553925203              4.16262999  4.8283137         1.88403475
## 1691  1.597365331              6.12939272  1.0986123         1.97408103
## 1692  0.198850859              3.09962022  7.2800083         1.49738841
## 1693  0.810930216              0.00000000  4.8362819         0.86288996
## 1694 -0.385662481              3.64854442  0.6931472         1.63119940
## 1695  2.080690761              3.70222002  4.4998097         1.05779029
## 1696  0.314810740              1.82874191  3.2580965         1.71559811
## 1697  1.710187816              6.08011680  0.0000000         1.91839212
## 1698 -4.605170186              4.02174465  3.0910425         1.16627094
## 1699  1.446918983              3.27530652  0.0000000         1.63119940
## 1700 -0.634878272              4.21522217  4.8520303         1.88099060
## 1701  0.173953307              4.32960501  5.1704840         1.55814462
## 1702  0.182321557              4.07067403  5.2094862         1.87333946
## 1703  0.565313809              3.96278939  7.5213180         1.44456327
## 1704 -1.078809661              2.34470795  1.0986123         1.69377906
## 1705  2.267993648              2.33773930  6.5567784         1.29746315
## 1706 -0.030459207              2.36110847  4.8520303         1.19392247
## 1707  1.848454813              5.21938965  6.9216582         1.21787571
## 1708  2.266957915              1.79218066  8.2364205         2.27829240
## 1709  0.223143551              1.15731306  1.7917595         1.66770682
## 1710  1.175573330              6.36735386  2.5649494         1.44456327
## 1711  1.091923301              3.43622103  0.0000000         1.80828877
## 1712 -1.660731207              0.33620558  1.0986123         1.33500107
## 1713 -0.867500568              1.78556089  6.0890449         1.20896035
## 1714  1.826160896              6.23947396  0.0000000         1.54968791
## 1715  0.732367894              2.38430168  6.2822667         1.47476301
## 1716  1.323088285              0.00000000  0.0000000         1.75006904
## 1717  1.420695788              3.91076185  0.0000000         2.00687085
## 1718  0.029558802              3.98806286  5.5872487         1.65822808
## 1719  1.663926098              5.84488761  0.0000000         1.45861502
## 1720  0.207014169              2.43570412  4.0073332         1.19088756
## 1721  0.165514438              1.45149939  4.9628446         2.23108909
## 1722  0.947789399              0.00000000  1.6094379         1.84845481
## 1723  1.481604541              0.00000000  8.9523465         1.55180880
## 1724  1.355835154              3.39499707  5.4889377         1.49738841
## 1725  2.094330154              6.82053389  0.0000000         1.19392247
## 1726 -0.342490309              4.01512718  0.0000000         1.60542989
## 1727  0.058268908              3.41656267  7.2765564         1.54543258
## 1728  0.314810740             -0.39203134  2.0794415         1.71379793
## 1729  1.350667183              3.81927350  0.0000000         0.11332869
## 1730 -0.798507696              3.03825460  3.1780538         2.04381436
## 1731 -2.302585093              3.57820757  5.6419071         1.93730177
## 1732  1.633154439              4.12891333  3.0445224         1.94448056
## 1733  0.113328685              2.01394490  5.8318825         1.51512723
## 1734  1.693779061              2.02325378  4.6051702         1.56024767
## 1735 -1.139434283              2.11735767  2.3978953         1.55180880
## 1736 -0.597837001              4.40477224  0.6931472         1.94161522
## 1737 -1.832581464              2.20691505  0.0000000         1.59533899
## 1738 -3.912023005              1.99524448  2.3978953         1.26412673
## 1739  0.678033543              4.09156760  7.3238306         1.56861592
## 1740  0.405465108              4.09515837  3.8918203         1.48160454
## 1741  0.970778917              0.00000000  0.0000000         1.75093747
## 1742  1.880990603              6.16722837  0.0000000         1.71379793
## 1743  1.837369980              4.08682193  0.0000000         1.96711236
## 1744  1.425515074              5.88782722  0.0000000         1.37624403
## 1745 -1.560647748              2.97986213  4.4886364         1.16627094
## 1746  0.737164066              0.00000000  9.4303590         1.49514877
## 1747  0.576613364              5.08147047  4.4067192         1.57897870
## 1748 -1.272965676              0.08464522  1.7917595         1.59736533
## 1749  1.472472057              4.14085572  0.0000000         1.73342389
## 1750 -0.385662481              1.86388827  1.0986123         1.50407740
## 1751 -0.562118918              4.62635788  4.5849675         1.90805992
## 1752  0.751416089              5.03486195  4.9416424         1.58309394
## 1753  2.230014400              4.65957374  9.2063324         1.38629436
## 1754 -0.713349888              2.46519048  0.0000000         1.30562646
## 1755  1.465567542              2.77222315  5.1532916         2.06178661
## 1756  1.269760545              3.03703873  0.0000000         1.60140574
## 1757  1.011600912              4.52020393  0.0000000         2.18041746
## 1758  1.845300236              6.55372346  0.0000000         0.97077892
## 1759  0.970778917              3.34292934  2.4849066         1.87180218
## 1760  0.989541194              0.00000000  2.4849066         1.82616090
## 1761  0.418710335              4.20977484  2.4849066         1.45861502
## 1762  1.504077397              4.68026684  5.9788858         1.91250109
## 1763 -0.713349888              5.14614848  4.9628446         2.14006616
## 1764 -2.120263536              3.69829392  7.1831117         1.91102289
## 1765  0.246860078              2.03017647  6.8330317         1.43508453
## 1766  0.947789399              0.00000000  0.6931472         1.06471074
## 1767  0.239016900              4.30871413  2.9957323         0.53062825
## 1768  1.026041596              0.00000000  0.0000000         1.78339122
## 1769 -0.798507696              3.89369573  4.1431347         1.07158362
## 1770 -3.912023005              4.12329862  1.3862944         1.17248214
## 1771  0.536493371              4.10289706  7.1561766         1.36097655
## 1772  1.583093937              6.02346285  0.0000000         2.10291390
## 1773  2.281361457              4.28840578  7.1846292         2.20827441
## 1774  1.774952351              4.22985552  6.2045578         1.64480506
## 1775  1.955860480              5.52110164  5.5797298         1.34547237
## 1776  1.235471471              0.00000000  8.1353469         1.43746265
## 1777  1.363537374              1.68261522  3.7841896         0.25464222
## 1778  1.854734268             -0.41318427  1.7917595         2.03601198
## 1779  1.011600912              4.64741012  0.0000000         2.28238239
## 1780  1.597365331              4.32049237  0.0000000         0.97077892
## 1781  2.156402583              3.95720405  0.0000000         1.23256026
## 1782  1.323088285              0.00000000  0.0000000         1.75006904
## 1783 -2.207274913              1.73437840  6.6858609         1.94304892
## 1784  1.589235205              3.86317834  3.2580965         2.13534917
## 1785 -0.094310679              4.26501535  0.0000000         1.54756251
## 1786 -1.714798428              3.21276260  5.5759491         1.34807315
## 1787 -0.527632742              4.43834068  7.9858247         1.92424865
## 1788  1.492904096              5.82888013  0.0000000         1.44456327
## 1789  2.075684493              4.74553405  4.3567088         1.67147330
## 1790  1.398716881              0.70827944  5.7203118         1.94017947
## 1791  0.165514438              3.68266441  4.0943446         1.69193913
## 1792  0.157003749              3.98478152  7.0698741         1.48387469
## 1793 -1.203972804              0.16337459  6.9067548         1.57069708
## 1794  2.028148247              6.66262007  8.6753928         2.12704052
## 1795 -0.755022584              1.60601213  5.1059455         1.19694819
## 1796  1.534714366              0.03924101  6.7487595         1.83418019
## 1797  1.961502244              2.21545898  1.6094379         1.97408103
## 1798  1.071583616              0.00000000  5.2094862         1.85785927
## 1799 -0.713349888              5.17765798  3.8712010         2.12465388
## 1800 -0.462035460              0.45435698  4.4067192         1.19392247
## 1801  1.095273387              0.00000000  0.0000000         1.76644166
## 1802 -1.771956842              4.04286747  0.0000000         1.34025042
## 1803 -4.605170186              0.00000000  2.5649494         1.75006904
## 1804 -4.605170186              2.41099482  5.7745515         1.33236602
## 1805  2.264883226              4.46642924  7.3783837         2.13179677
## 1806  0.565313809              3.42500847  4.6151205         1.64287269
## 1807  1.947337701              5.36093028  7.9398716         1.47476301
## 1808  2.202764758              2.67880310  7.1483457         1.44456327
## 1809  0.756121980              0.00000000  4.0430513         1.72455072
## 1810  0.148420005              2.06876869  3.0445224         0.16551444
## 1811  0.620576488              1.96667190  7.1049654         1.42791604
## 1812  1.040276712              6.43652879  2.7080502         1.60341984
## 1813  1.515127233              4.39621361 10.8989221         2.00283044
## 1814  1.244154594              0.00000000  0.0000000         0.81977983
## 1815  0.832909123              4.96890933  3.2580965         1.55392520
## 1816  1.321755840              1.72136745  1.7917595         2.66653352
## 1817  1.378766095              3.90876022  3.4339872         2.57489969
## 1818  0.148420005              4.26287693  7.2868764         1.49514877
## 1819  1.418277407              2.41019096  0.0000000         1.89461685
## 1820  0.936093359              3.85290322  0.0000000         1.91839212
## 1821  0.996948635              5.04258993  7.8192345         0.62593843
## 1822  1.816452082              4.61411749  5.4806389         1.66392610
## 1823 -2.120263536              1.77219610  5.9188939         1.85002838
## 1824  1.247032294              0.00000000  0.6931472         1.74919985
## 1825 -0.040821995              1.74805027  7.7497534         1.68268837
## 1826  1.873339456              2.80289501  0.0000000         1.27815220
## 1827  1.425515074              3.43855340  6.2045578         2.17702187
## 1828 -4.605170186              0.00000000  4.7449321         1.75006904
## 1829 -0.820980552              5.23375756  1.9459101         2.17928688
## 1830  0.029558802              4.33865480  0.0000000         1.58103844
## 1831  1.985130862              6.94590391  9.4334039         2.14006616
## 1832  0.285178942              4.54602912  5.9712618         1.59938758
## 1833  2.025513200              6.57863090  8.0513409         2.06559613
## 1834  1.790091412              6.30451949  6.7487595         1.72988407
## 1835  0.512823626              3.77238367  0.6931472         1.36097655
## 1836  0.076961041              2.27500887 11.6844557         0.40546511
## 1837  0.904218151              5.21691700  9.6648496         1.48387469
## 1838  2.305580602              4.75533835  7.1800699         2.41591378
## 1839 -0.494296322              2.85401880  3.9318256         1.17557333
## 1840  2.054123734              5.25569031  7.0817086         1.22082992
## 1841 -1.272965676              0.01987298  6.0591232         1.53039471
## 1842  2.186051277              4.89127417  9.0467621         1.24415459
## 1843  0.524728529              5.27802518  6.4630295         1.67335124
## 1844  1.081805170             -2.22510592  2.4849066         1.66581825
## 1845 -0.510825624              2.26026034  7.4494980         1.84845481
## 1846  0.190620360              3.73675145  4.7874917         1.68082791
## 1847  1.261297871              0.00000000  1.3862944         0.82855182
## 1848 -0.693147181              3.77444433  5.2678582         1.08180517
## 1849  1.650579856              3.97609731  9.1794687         1.68082791
## 1850  2.295560478              7.08397209  0.0000000         1.34547237
## 1851 -4.605170186              2.12262971  7.1639467         1.18784342
## 1852  1.515127233              4.50490978  7.8284364         1.96990565
## 1853  1.719188776              4.14377463  0.0000000         1.65632150
## 1854  0.593326845              0.00000000  8.5954497         1.48160454
## 1855  1.147402453              0.00000000  6.0890449         1.84371921
## 1856  1.166270937              3.97608317  3.2580965         1.90210753
## 1857  1.345472367              1.67666984  6.9930151         0.27763174
## 1858  2.069391206              4.15555311  4.7957905         2.06812778
## 1859  1.291983682              3.73553697  7.6962126         2.47401421
## 1860  0.364643114              3.66567698  5.2311086         1.65057986
## 1861  2.059238834              2.06638605  4.3694479         2.17247641
## 1862 -0.030459207              4.36690883  0.0000000         1.44456327
## 1863  2.186051277              4.89426901  0.6931472         1.13783300
## 1864  0.871293366              5.27722269  5.1474945         2.46725171
## 1865  2.274185618              7.02240055  0.0000000         1.21787571
## 1866  0.506817602              4.06953047  6.5206211         1.31640823
## 1867  1.750937475              6.50571871  2.0794415         1.65822808
## 1868 -0.061875404              3.70883353  5.1761497         1.82937633
## 1869  1.141033005              0.00000000  6.4425402         1.85941812
## 1870  1.425515074              1.27981665  4.8598124         2.14943391
## 1871  1.822935087              4.42101550  6.2225763         1.37624403
## 1872  0.207014169              2.62294062  3.2580965         2.45702145
## 1873  0.336472237              4.70287170  6.0544393         1.68082791
## 1874  0.277631737              4.21620304  8.0879476         1.87946505
## 1875  2.169053700              5.23416980  9.8438968         1.30562646
## 1876  0.598836501              0.00000000 11.8041164         1.26129787
## 1877  1.506297154              4.44917030  6.7569324         1.64287269
## 1878  1.226712291              0.00000000  0.0000000         1.83098018
## 1879  1.648658626              6.60083479  0.0000000         2.15292432
## 1880 -0.478035801              3.04356575  3.8712010         1.28093385
## 1881  2.086913557              5.48018629  7.2786289         1.21787571
## 1882 -1.514127733              3.74371773  2.3978953         1.55392520
## 1883 -0.579818495              4.21601176  9.0653146         1.15373159
## 1884 -4.605170186              4.37294281  5.4553211         1.05431203
## 1885  1.998773639              4.81829035  4.5217886         2.15292432
## 1886  1.340250423              0.00000000  5.7525726         1.02604160
## 1887  1.329724010              4.00124043  7.5310163         2.48323859
## 1888  1.791759469              4.15497750  0.0000000         1.84213568
## 1889  2.324346585              4.54856669  8.1053075         2.29253476
## 1890  1.323088285              0.00000000  7.1356873         1.75006904
## 1891  1.272565596              3.70015746  0.0000000         1.69744879
## 1892  0.494696242              5.41708635  4.7874917         1.57069708
## 1893  0.587786665              4.69779662  7.7811385         1.65441128
## 1894  2.121063216              2.20547593  3.4339872         2.04251819
## 1895  1.738710248              2.01428968  0.0000000         1.69377906
## 1896 -4.605170186              6.68069585  4.4543473         2.10900034
## 1897  0.173953307              3.91021882  4.9767337         1.71918878
## 1898 -4.605170186              5.12476663  5.1873858         2.41054223
## 1899 -4.605170186              1.99399370  4.9487599         1.28647403
## 1900  0.593326845              5.03842535  0.0000000         1.70292826
## 1901 -4.605170186              3.39300323  5.6058021         1.80992677
## 1902  1.175573330              0.00000000  4.9199809         1.81482474
## 1903 -4.605170186              3.72810689  5.4722707         1.63119940
## 1904 -0.653926467              5.38087650  6.5638555         2.19165353
## 1905  1.806648082              4.52831437  0.0000000         1.90061387
## 1906 -4.605170186              3.87325961  3.7612001         0.17395331
## 1907 -4.605170186              4.13491365  3.5553481         1.21194097
## 1908 -4.605170186              0.00000000  0.0000000         1.81156210
## 1909 -4.605170186              4.41604948  2.3978953         2.53369681
## 1910  2.109000344              5.54565594  8.4024555         1.19392247
## 1911 -4.605170186              4.22768581  6.4118183         1.46787435
## 1912  2.144761008              5.32163648  8.7713702         1.19392247
## 1913 -4.605170186              5.02321865  7.3858511         1.56653041
## 1914 -4.605170186              4.53138347  7.6143121         2.02551320
## 1915  1.381281819              0.00000000  7.4193806         1.74396881
## 1916 -4.605170186              0.00000000  5.5606816         1.38128182
## 1917  0.609765572              4.46390049  8.3772412         1.75267208
## 1918 -4.605170186              2.55213480  1.9459101         1.83577635
## 1919 -4.605170186              3.51330181  0.0000000         1.52822786
## 1920 -0.478035801              4.05740860  4.7874917         1.09861229
## 1921 -4.605170186              4.57002561  5.8318825         1.86717611
## 1922 -4.605170186              4.36169746  0.0000000         1.96150224
## 1923  1.558144618              4.36653061  8.9040869         1.67335124
## 1924 -4.605170186              2.28279808  5.6629605         1.58103844
## 1925 -4.605170186              0.00000000  5.2678582         1.09192330
## 1926  1.998773639              6.99389154  3.4657359         2.17361471
## 1927 -4.605170186              6.57957532  0.0000000         2.17019590
## 1928 -4.605170186             -0.05284569  0.0000000         1.78507048
## 1929 -1.272965676              2.32303404  3.8286414         1.46093790
## 1930  2.475697711              7.31349544  7.0817086         1.38629436
## 1931 -4.605170186              2.27979500  4.3174881         2.03861955
## 1932 -4.605170186              1.46900985  1.7917595         1.68454538
## 1933  0.609765572              5.11156901  5.2470241         1.71739505
## 1934 -4.605170186              5.03268582  6.2461068         2.45958884
## 1935 -4.605170186              5.30161243  0.0000000         2.27829240
## 1936 -4.605170186              0.00000000 11.3894123         1.35840916
## 1937  2.091864062              3.58236752  9.0505237         1.44926916
## 1938  1.147402453              0.00000000  3.8712010         1.75958057
## 1939 -4.605170186              3.95848028  6.3902407         1.34025042
## 1940 -4.605170186              4.47058730  6.4567697         1.52388002
## 1941 -0.139262067              4.37586802  1.7917595         1.42310833
## 1942 -4.605170186              3.45006476  7.1098795         1.77495235
## 1943 -4.605170186              7.32756550  0.0000000         1.27536280
## 1944 -4.605170186              3.88630452  6.3350543         1.63315444
## 1945  0.620576488              2.11785448  8.5665546         1.64673370
## 1946 -0.446287103              4.33760213  5.4205350         1.22964055
## 1947 -4.605170186              4.50823457  8.9718293         2.01089500
## 1948 -4.605170186              3.60715525  5.3981627         1.88403475
## 1949  1.534714366              4.48830375  5.9269260         1.77664583
## 1950 -4.605170186              0.00000000  0.0000000         1.87026253
## 1951 -4.605170186              2.18383322  4.1271344         1.28923265
## 1952  0.148420005              1.76015502  2.0794415         1.77495235
## 1953  1.323088285              3.85956124  6.2633983         0.96317432
## 1954  1.854734268              2.36712742  0.0000000         1.92861865
## 1955 -4.605170186              0.11137255  0.0000000         1.76473080
## 1956 -4.605170186              4.14438635  6.6333184         1.45628673
## 1957 -4.605170186              6.82161730  0.0000000         1.57277393
## 1958 -4.605170186              3.35581564  5.7651911         1.53255687
## 1959  2.372111156              5.05235780  5.7714411         1.31640823
## 1960 -4.605170186              2.10421189  0.0000000         1.81482474
## 1961 -4.605170186              4.02233064  0.0000000         0.67294447
## 1962 -0.634878272              5.43564596  3.3322045         2.21266039
## 1963 -1.347073648              2.47135963  2.8332133         1.50629715
## 1964 -4.605170186              2.46052059  2.8332133         2.03992078
## 1965  2.116255515              5.26890549 10.8752508         1.30833282
## 1966 -4.605170186              0.00000000  3.8066625         1.13140211
## 1967  1.435084525              0.00000000  5.2203558         1.71739505
## 1968 -4.605170186              0.00000000  8.0624328         1.75006904
## 1969 -4.605170186              0.27874027  2.7080502         2.45014266
## 1970 -4.605170186              5.78576135  0.0000000         1.45628673
## 1971 -4.605170186              1.19514593  7.0405364         1.76130026
## 1972 -4.605170186              4.50116506  6.6669568         1.52388002
## 1973 -4.605170186              6.62193583  6.1675165         2.18941639
## 1974 -4.605170186              5.08838498  0.0000000         0.48242615
## 1975 -4.605170186              6.49647660  0.0000000         1.68824909
## 1976 -4.605170186              0.00000000 10.4255795         1.46556754
## 1977  1.871802177              2.38163610  0.0000000         1.86252854
## 1978 -4.605170186              0.00000000  3.9120230         1.74396881
## 1979 -4.605170186              4.08576535  1.0986123         2.43185743
## 1980 -4.605170186              2.02152071  2.3025851         2.01889504
## 1981  1.323088285              3.83025897  6.0890449         1.00795792
## 1982 -4.605170186              3.91323298  0.0000000         1.72097929
## 1983 -4.605170186              3.97855285  5.3471075         1.43508453
## 1984 -4.605170186              2.12660413  5.8377304         1.60140574
## 1985 -4.605170186              2.65096484  5.7493930         1.97685495
## 1986 -4.605170186              4.58167580  4.8202816         1.26976054
## 1987 -4.605170186              3.71968967  0.0000000         2.02022218
## 1988 -4.605170186              5.28151488  2.1972246         1.60743591
## 1989 -4.605170186              4.00572452  2.1972246         1.94304892
## 1990 -4.605170186              6.35330776  0.0000000         2.22462355
## 1991 -4.605170186              3.92355159  5.1647860         1.72988407
## 1992 -4.605170186              5.41934303  0.0000000         2.12226154
## 1993 -4.605170186              0.36692270  6.9137374         2.47653840
## 1994 -4.605170186              4.74735032  0.0000000         1.57069708
## 1995 -1.347073648              2.54985800  3.4657359         1.53901545
## 1996 -4.605170186              4.30225060  0.0000000         1.90954250
## 1997 -0.967584026              3.20813824  0.0000000         0.45107562
## 1998 -4.605170186              3.99588554  3.5263605         0.33647224
## 1999 -4.605170186              4.49934354  9.4524234         1.58514522
## 2000 -4.605170186              4.39354502  2.6390573         1.32707500
## 2001 -4.605170186              5.57295638  8.8327336         1.30019166
## 2002 -4.605170186              6.02592453  0.0000000         1.56024767
## 2003 -4.605170186              2.42498561  7.1507015         1.28647403
## 2004 -4.605170186              0.00000000  4.2626799         1.63899671
## 2005 -4.605170186              0.00000000  0.0000000         1.99333884
## 2006  1.323088285              0.00000000  1.0986123         1.75006904
## 2007  1.323088285              0.00000000  4.0073332         1.75006904
## 2008  1.323088285              0.00000000  0.0000000         1.75006904
## 2009  1.323088285              0.00000000  0.0000000         1.75006904
## 2010  1.323088285              0.00000000  9.4273049         1.75006904
## 2011  1.323088285              0.00000000  0.0000000         1.75006904
## 2012  1.323088285              0.00000000  6.7776466         1.75006904
## 2013  1.323088285              0.00000000  5.3565863         1.75006904
## 2014  1.323088285              0.00000000  3.2958369         1.75006904
## 2015  1.323088285              0.00000000  0.0000000         1.75006904
## 2016  1.323088285              0.00000000  5.4930614         1.75006904
## 2017  1.323088285              0.00000000  0.0000000         1.75006904
## 2018  1.323088285              0.00000000  4.1743873         1.75006904
## 2019  1.323088285              0.00000000  0.0000000         1.75006904
## 2020  1.323088285              0.00000000  4.5538769         1.75006904
## 2021  1.323088285              0.00000000  3.4011974         1.75006904
## 2022  1.323088285              0.00000000  0.0000000         1.75006904
## 2023  1.323088285              0.00000000  2.1972246         1.75006904
## 2024  1.323088285              0.00000000  5.0304379         1.75006904
## 2025  1.323088285              0.00000000  6.4085288         1.75006904
## 2026  1.323088285              0.00000000  4.3694479         1.75006904
## 2027  1.323088285              0.00000000  5.0106353         1.75006904
## 2028  1.323088285              0.00000000  7.5005295         1.75006904
## 2029  1.323088285              0.00000000  0.0000000         1.75006904
## 2030  1.323088285              0.00000000  6.1696107         1.75006904
## 2031  1.323088285              0.00000000  6.9660242         1.75006904
## 2032  1.323088285              0.00000000  8.9222582         1.75006904
## 2033  1.323088285              0.00000000  0.0000000         1.75006904
## 2034  1.323088285              0.00000000  3.8501476         1.75006904
## 2035  1.323088285              0.00000000  2.1972246         1.75006904
## 2036  1.323088285              0.00000000  2.8332133         1.75006904
## 2037  1.323088285              0.00000000  6.0354814         1.75006904
## 2038  1.323088285              0.00000000  4.7706846         1.75006904
## 2039  1.323088285              0.00000000  0.0000000         1.75006904
## 2040  1.323088285              0.00000000  0.0000000         1.75006904
## 2041  1.323088285              0.00000000  0.0000000         1.75006904
## 2042  1.323088285              0.00000000  5.3706380         1.75006904
## 2043  1.323088285              0.00000000  3.1354942         1.75006904
## 2044  1.323088285              0.00000000  5.2882670         1.75006904
## 2045  0.343589704              4.40339019  4.9836066         1.59330853
## 2046  2.257587727              6.85730667  0.0000000         1.75267208
## 2047  0.431782416              6.04333487  9.6954789         1.59938758
## 2048 -1.609437912              0.00000000  6.5875500         1.75006904
## 2049 -0.693147181              7.35198405  3.8286414         0.77932488
## 2050 -0.430782916              3.55804803  5.3471075         1.54115907
## 2051  0.494696242              5.57199797  4.2341065         0.86710049
## 2052 -2.995732274              6.66208487  0.0000000         1.44456327
## 2053  0.815364813              6.00237467  1.6094379         0.62057649
## 2054  1.064710737              3.48909435  2.7080502         1.83258146
## 2055 -4.605170186              6.86685605  1.7917595         0.92028275
## 2056  1.187843422              3.86738210  3.9120230         1.93730177
## 2057 -0.967584026              4.14101462  2.7080502         1.30833282
## 2058 -2.659260037              0.00000000  0.0000000         1.42069579
## 2059  0.765467842              5.12233804  1.7917595         1.25561604
## 2060  0.254642218              4.53796947  5.6698809         1.59330853
## 2061  0.512823626              5.49615916  3.4011974         0.90825856
## 2062 -1.771956842              0.00000000  8.3158111         1.75006904
## 2063  0.667829373              7.04788069  1.6094379         1.33500107
## 2064  0.928219303              3.10338983  2.9444390         2.02946317
## 2065 -4.605170186              4.72915426  0.0000000         1.28370777
## 2066 -0.597837001              5.51623715  4.1108739         2.29253476
## 2067 -2.995732274              6.56596225  5.0434251         1.50185270
## 2068 -0.597837001              6.33601579  2.7080502         1.33500107
## 2069 -2.525728644              0.00000000  6.1841489         1.46787435
## 2070  0.398776120              5.54687200 10.3257770         1.64093658
## 2071  2.318458442              4.61322386  0.0000000         1.75440368
## 2072  1.050821625              3.97394053  4.2341065         1.78170913
## 2073 -0.274436846              5.13608930  3.1354942         0.94000726
## 2074  0.904218151              7.43908669  0.6931472         2.01356880
## 2075  0.688134639              4.66749063  2.0794415         1.35840916
## 2076  0.683096845              4.25038030  3.5835189         0.40546511
## 2077  0.223143551              4.51856129  6.2878586         1.59736533
## 2078 -4.605170186              7.09811159  0.0000000         1.26976054
## 2079 -2.995732274              6.53393020  5.7397929         1.45395301
## 2080  0.542324291              7.86282156  3.9702919         1.00063188
## 2081 -1.897119985              0.00000000  0.0000000         1.75006904
## 2082  1.000631880              4.10360460  5.2933048         2.16561924
## 2083 -0.139262067              5.24004342  3.5263605         0.99694863
## 2084 -0.597837001              3.67205209  8.3786205         1.49738841
## 2085  1.050821625              4.04617103  3.6888795         1.68639895
## 2086 -3.506557897              5.06896629  0.0000000         1.17248214
## 2087 -0.616186139              5.43277750  4.3307333         2.21375388
## 2088  0.254642218              4.55130930  6.6858609         1.63315444
## 2089  0.841567186              7.45689106  4.8202816         2.00687085
## 2090  0.770108222              7.10213564  2.4849066         1.31908561
## 2091  0.553885113              5.62467373  3.7376696         0.97455964
## 2092  0.783901544              6.26894033  6.2653012         2.23001440
## 2093  2.362739016              5.06707070  0.0000000         1.92132467
## 2094  0.350656872              6.12929268  8.6731708         1.67522565
## 2095 -2.995732274              6.72427570  7.0967214         1.43508453
## 2096  0.000000000              8.30646533  3.1780538         1.42069579
## 2097  1.108562620              1.99354225  1.3862944         1.71559811
## 2098 -0.597837001              3.74749999  7.5898415         1.88099060
## 2099  1.211940974              4.25620619  5.3752784         2.13888900
## 2100 -3.218875825              0.00000000  9.0520478         1.60943791
## 2101 -0.579818495              4.18443376  0.0000000         1.15373159
## 2102 -3.912023005              7.45649703  3.1354942         1.01523068
## 2103 -2.813410717              6.70500181  7.5390271         1.27536280
## 2104  0.104360015              8.31010601  3.3672958         1.28370777
## 2105  0.300104592              0.12466311  9.0968357         1.68082791
## 2106  1.319085611              1.96467088  8.8315659         2.14358936
## 2107 -0.616186139              3.48201628  3.0445224         2.25129180
## 2108  2.567254391              7.36942690  0.0000000         1.85941812
## 2109 -0.478035801              2.15139062  6.7178047         2.06939121
## 2110  0.741937345              6.42707321  5.3612922         2.18717424
## 2111  1.337629189              4.58231987  7.4860526         1.70474809
## 2112  0.770108222              7.23000405  2.3978953         1.21491274
## 2113 -0.494296322              4.25515338  2.8903718         1.09192330
## 2114  0.570979547              7.99714136  3.0910425         0.90016135
## 2115 -0.083381609              4.75581697  5.9269260         1.41342303
## 2116 -1.714798428              4.08072645  6.8112444         1.41827741
## 2117  0.254642218              6.72497987  8.7323046         1.69561561
## 2118 -0.314710745              4.39800863  7.1212525         2.06178661
## 2119 -0.597837001              3.31209374  3.3322045         2.18380156
## 2120  1.547562509              2.24547231  7.2122945         2.15176220
## 2121  0.879626748              5.52519128  0.6931472         2.00687085
## 2122 -0.462035460              6.74994475  3.2188758         0.95165788
## 2123  1.446918983              3.00658459  7.7323692         1.65822808
## 2124 -3.218875825              0.00000000  8.7459211         1.52169900
## 2125 -4.605170186              5.47886710  2.3025851         0.86710049
## 2126 -2.995732274              7.01844489  5.9215784         1.22964055
## 2127  0.717839793              7.34824574  1.3862944         1.15057203
## 2128  0.582215620              8.13953399  3.3672958         0.84156719
## 2129 -0.162518929              4.65997770  5.4026774         1.81969884
## 2130  0.254642218              4.63980131  3.5263605         1.75958057
## 2131 -0.527632742              5.74736099  0.0000000         2.17475172
## 2132  0.246860078              6.10612114  4.9698133         0.94778940
## 2133 -3.506557897              4.32092218  6.1612073         1.09861229
## 2134  2.439734931              7.43887843  0.0000000         1.83736998
## 2135  1.821318271              4.70151464  5.8111410         2.12704052
## 2136 -3.218875825              0.00000000  8.9970234         1.57277393
## 2137 -4.605170186              7.80116391  0.0000000         0.81093022
## 2138  1.388791241              5.49935958  4.9199809         1.52169900
## 2139  0.802001585              3.51411546  2.1972246         1.99877364
## 2140  0.542324291              2.18682976  5.9215784         2.18605128
## 2141 -2.995732274              0.00000000  2.5649494         1.59330853
## 2142 -1.966112856              4.98880302  5.4380793         1.30562646
## 2143  0.215111380              3.78838678  5.8888780         0.83724752
## 2144  0.231111721              4.74996389  1.0986123         1.85629799
## 2145  0.019802627              5.17054485  0.0000000         1.62924054
## 2146  2.447550863              7.57994737  0.0000000         1.87180218
## 2147  0.524728529              8.23202987  0.0000000         0.94390590
## 2148  0.845868268              1.46904914  6.2897156         1.99741771
## 2149 -0.562118918              4.48244172  3.1780538         0.88789126
## 2150 -3.506557897              7.84592643  0.0000000         0.75612198
## 2151  0.693147181              5.62891625  1.9459101         1.33500107
## 2152 -0.186329578              2.88933577  5.9989366         1.31372367
## 2153  1.383791231              3.79711034  0.0000000         1.46093790
## 2154 -3.506557897              7.63935016  0.0000000         0.65752000
## 2155  0.165514438              5.32914533  1.6094379         1.47476301
## 2156  0.314810740              8.60961617  0.0000000         0.62593843
## 2157  0.693147181              5.44478673  0.6931472         1.15373159
## 2158  0.620576488              8.29502631  4.0073332         1.07500242
## 2159  0.329303747              3.12116237  0.0000000         1.90210753
## 2160  1.969905655              5.02231724  4.0253517         2.19611285
## 2161 -0.562118918              4.81296966  2.8903718         0.74193734
## 2162 -2.407945609              2.74127016  5.0625950         1.05431203
## 2163  2.485739636              5.47914194  0.0000000         1.93007109
## 2164 -0.223143551              0.00000000  2.9444390         1.22377543
## 2165  0.904218151              6.15603220  6.8362593         1.99197552
## 2166  0.482426149              2.09683608  3.0910425         2.00417906
## 2167 -0.527632742              6.50540242  0.0000000         2.25549349
## 2168  2.379546134              5.43917618  0.0000000         2.00148000
## 2169  0.336472237              4.67234544  1.3862944         1.91692261
## 2170  0.104360015              8.21302782  4.7184989         0.96698385
## 2171  0.936093359              6.23178875  1.6094379         2.00955541
## 2172  0.741937345              3.11290995  0.0000000         1.76644166
## 2173  1.896119485              2.91946823  3.1354942         0.17395331
## 2174 -3.506557897              0.00000000  4.8675345         1.67147330
## 2175  1.376244025              5.30422760  0.0000000         1.51512723
## 2176 -1.609437912              5.22379153 10.3198267         1.53686722
## 2177  0.548121409              5.67813048  0.0000000         1.50407740
## 2178 -2.407945609              4.77003017  4.4067192         1.58923521
## 2179 -0.210721031              0.00000000  3.0910425         1.26694760
## 2180  0.667829373              5.80794657  1.0986123         1.33236602
## 2181  2.426571073              5.64661239  2.8903718         1.97823904
## 2182  0.148420005              3.63147511  5.6869754         1.06471074
## 2183 -0.673344553              6.57363954  0.0000000         2.13060983
## 2184 -2.407945609              7.08836398  5.8111410         1.24990174
## 2185  0.398776120              3.48989051  1.9459101         1.72455072
## 2186  1.979621206              5.26875088  3.0910425         0.40546511
## 2187 -4.605170186              7.60567884  2.5649494         1.01523068
## 2188  0.457424847              6.69133363  2.4849066         1.97269117
## 2189  0.657520003              5.58638541  0.0000000         1.29198368
## 2190  1.442201993              5.41307896  0.6931472         1.51732262
## 2191  0.966983846              6.01471937  3.1354942         1.99605993
## 2192 -0.579818495              4.86156339  1.0986123         1.00795792
## 2193  0.524728529              5.73031429  4.4659081         1.36863943
## 2194  2.369308725              7.80111511  0.0000000         2.02022218
## 2195 -2.407945609              5.15661301  5.8916442         1.27256560
## 2196  0.425267735              7.15138951  4.7095302         1.66581825
## 2197 -0.843970070              4.23216597  0.0000000         2.12704052
## 2198  0.451075619              6.72750679  2.1972246         1.96290773
## 2199 -0.616186139              5.06434717  1.6094379         0.91228271
## 2200 -0.274436846              0.00000000  2.5649494         1.17248214
## 2201  1.408544970              5.56450655  0.0000000         1.31103188
## 2202  0.982078472              8.24095515  4.2484952         2.00012773
## 2203  0.548121409              5.96042525  0.0000000         1.30833282
## 2204  0.506817602              5.28712228  0.0000000         1.22377543
## 2205  2.096790180              5.29304730  4.1588831         2.23857976
## 2206 -3.218875825              0.00000000  7.8920784         1.68639895
## 2207 -1.771956842              5.65290918  2.7080502         1.19996478
## 2208 -0.891598119              4.21511145  1.0986123         2.07944154
## 2209  2.042518188              5.06422410  3.4339872         2.14826773
## 2210  0.425267735              5.01829047  2.1972246         1.94448056
## 2211 -3.218875825              0.00000000  7.6857031         1.74571553
## 2212 -4.605170186              6.06300004  2.7080502         1.66013103
## 2213  1.358409158              5.61368525  0.0000000         1.49962305
## 2214 -2.407945609              5.28005579  5.6835798         1.35066718
## 2215  0.530628251              7.70129777  0.0000000         1.47476301
## 2216 -0.673344553              6.96208767  2.5649494         0.92425890
## 2217  2.356125860              7.67775063  0.0000000         2.00687085
## 2218 -4.605170186              5.65462861  0.0000000         1.68082791
## 2219 -4.605170186              7.99225984  3.2958369         0.94390590
## 2220  0.254642218              2.67801047  7.4736371         1.89160480
## 2221  0.343589704              5.23720781  8.9099107         1.68268837
## 2222  1.776645831              5.19505855  8.9710674         1.98100147
## 2223 -4.605170186              7.93475612  4.1271344         0.94000726
## 2224 -0.776528789              7.05176339  0.0000000         1.01523068
## 2225 -2.407945609              7.62418584  7.0596176         1.44691898
## 2226  0.760805829              5.61913736  5.0998664         1.71199450
## 2227 -4.605170186              0.00000000  6.6066502         1.17865500
## 2228  2.201659174              5.35699150  0.0000000         2.00955541
## 2229  0.598836501              5.93277797  0.0000000         1.24990174
## 2230  0.500775288              1.37843757  0.0000000         1.54543258
## 2231  1.332366019              5.63274853  2.3025851         1.51512723
## 2232 -4.605170186              6.10338488  6.5057841         1.77833645
## 2233 -0.891598119              4.15698209  2.9957323         2.00821403
## 2234 -4.605170186              5.33418725  2.3025851         1.99741771
## 2235  0.371563556              5.20350314  6.3368257         1.68824909
## 2236  0.277631737              4.94433263  4.7184989         1.85473427
## 2237  0.963174318              8.37754836  1.7917595         2.05540496
## 2238 -4.605170186              0.00000000  6.7031881         1.72988407
## 2239 -4.605170186              7.81637545  4.0073332         1.22377543
## 2240  1.363537374              5.68903667  2.5649494         1.49962305
## 2241  0.451075619              5.90605827  3.8286414         1.60542989
## 2242  1.323088285              0.00000000  0.0000000         1.75006904
## 2243  1.323088285              0.00000000  5.8493248         1.75006904
## 2244  1.323088285              0.00000000  3.4965076         1.75006904
## 2245  1.323088285              0.00000000  5.8348107         1.75006904
## 2246  1.323088285              0.00000000  7.2675254         1.75006904
## 2247  1.323088285              0.00000000  2.8903718         1.75006904
## 2248  1.323088285              0.00000000  5.3890717         1.75006904
## 2249  1.323088285              0.00000000  4.3820266         1.75006904
## 2250  1.323088285              0.00000000  0.0000000         1.75006904
## 2251  1.323088285              0.00000000  2.8903718         1.75006904
## 2252  1.323088285              0.00000000  0.0000000         1.75006904
## 2253  1.323088285              0.00000000  3.8066625         1.75006904
## 2254  1.323088285              0.00000000  6.0661081         1.75006904
## 2255  1.323088285              0.00000000  6.1484683         1.75006904
## 2256  2.421256623              8.67155791  0.0000000         2.29354435
## 2257  2.558002205              8.35197416  0.0000000         0.09531018
## 2258  2.575661013              9.01749933  0.0000000         2.01223279
## 2259  2.612273246              8.13455098  9.2103404         2.27931647
## 2260  2.416806237              5.66020827  0.0000000         2.09433015
## 2261  2.580216830              8.17680082  0.0000000         0.47000363
## 2262  2.522523513              8.30835616  8.7035068         0.13976194
## 2263  2.517696473              8.18391338  0.0000000         0.11332869
## 2264  2.297572551              8.02437629  0.0000000         2.05284086
## 2265  2.556451817              8.97174513  0.0000000         2.00148000
## 2266  2.408745289              8.77622053  6.5510803         0.24686008
## 2267  2.398803951              7.98731230  4.4188406         2.11504997
## 2268  2.631169157              8.14647295  0.0000000         2.29152415
## 2269  2.558002205              6.81400079  0.0000000         2.11263451
## 2270  2.525728644              8.28880032  0.0000000         0.23901690
## 2271  2.384165080              8.83253350  0.0000000         0.47623418
## 2272  2.623218266              8.23738809  8.5535251         0.19885086
## 2273  2.505525937              6.08017565  8.4461267         0.33647224
## 2274  2.270061901              8.14763477  1.0986123         2.12106322
## 2275  2.423031246              6.22911470  3.7841896         2.23001440
## 2276  2.257587727              8.40572772  1.3862944         2.13534917
## 2277  2.601948670              8.42780269  0.0000000         0.35767444
## 2278  2.501435952              6.22343081  4.4998097         0.39204209
## 2279  2.489064660              8.54879038  4.1108739         2.23216263
## 2280  2.578700529              8.57380692  8.4002098         0.42526774
## 2281  2.519308077              9.42319533  0.0000000         2.10413415
## 2282  2.257587727              8.55065325  2.3978953         2.14241634
## 2283  2.470638678              8.67289263  4.7957905         0.31481074
## 2284  2.356125860              9.15857755  3.6635616         0.67294447
## 2285  2.501435952              8.60368299  3.5835189         0.47000363
## 2286  2.507157259              8.53074386  3.2580965         2.22354189
## 2287  2.471483629              7.20507577  0.0000000         2.07317193
## 2288  2.517696473              8.69827866  2.1972246         0.42526774
## 2289  2.317473705              9.21586009  4.0943446         0.62057649
## 2290  2.271094426              8.79141125  1.3862944         2.26176310
## 2291  2.457021446              8.70166674  6.6567265         0.41871033
## 2292  2.483238593              9.63857694  2.0794415         2.04769284
## 2293  2.281361457              9.02929924  0.0000000         2.23644529
## 2294  2.517696473              8.64646411  3.6888795         0.42526774
## 2295  2.396075436              8.62680051  2.7080502         2.21593729
## 2296  2.464703942              8.76523007  7.7437033         0.29266961
## 2297  2.517696473              4.24748035  3.1354942         0.30010459
## 2298  2.326301620              9.26842831  0.0000000         0.32930375
## 2299  2.254444718              9.17882213  2.3025851         2.23644529
## 2300  2.345644582              9.38364929  6.9226439         0.19062036
## 2301  2.525728644              8.91648789  2.9957323         0.33647224
## 2302  2.463853241              5.58744082  0.0000000         1.91692261
## 2303  2.327277706              6.46202442  4.1588831         2.22462355
## 2304  2.442347035              8.95899747  6.3403593         0.16551444
## 2305  2.501435952              4.17033521  3.6635616         0.37156356
## 2306  2.476538400              8.85406334  6.4035742         0.45107562
## 2307  2.331172550              7.64216701  7.6118424         0.25464222
## 2308  2.430098413              9.02223387  6.8211075         0.32930375
## 2309  2.444952334              9.85015790  0.0000000         1.99333884
## 2310  2.263844265              9.29407523  4.6913479         2.25863321
## 2311  2.435366204              7.62676175  0.0000000         2.09309787
## 2312  2.222459049              4.57325206  2.7080502         0.25464222
## 2313  2.307572635              6.51016556  3.4965076         0.32930375
## 2314  2.417697900              8.94131918  6.3526294         2.43361336
## 2315  2.317473705              9.59661083  6.8648478         2.39789527
## 2316  2.468099531              8.76644998  7.3401868         2.42303125
## 2317  2.493205453              8.91236939  3.9512437         2.41323161
## 2318  2.233235015              6.94275695  2.7080502         0.39204209
## 2319  2.459588842              4.28771762  8.5267474         2.41591378
## 2320  2.415913778              6.76825265  7.3821244         0.65752000
## 2321  2.192770227              6.95403777  3.9318256         0.42526774
## 2322  2.442347035              9.74264533  1.7917595         1.99333884
## 2323  2.488234440              9.02066868  4.2195077         0.66268797
## 2324  2.313525033              6.57022411  6.3561077         0.35065687
## 2325  2.468099531              6.52783957  9.6123997         2.42745408
## 2326  2.202764758              7.05846298  2.3025851         2.40694511
## 2327  2.506341931              8.97187661  3.5835189         2.41323161
## 2328  2.288486169              9.81898193  4.1108739         2.45014266
## 2329  2.414126468              6.73329870  5.1119878         0.68813464
## 2330  2.310553263              6.49899560  4.6913479         0.43178242
## 2331  2.442347035              6.62191066  0.0000000         2.43711599
## 2332  2.428336298              7.73393842  0.6931472         1.97129938
## 2333  2.465553921              6.55444518  3.6635616         0.45107562
## 2334  2.392425797              6.79780419  7.4792996         2.41233596
## 2335 -4.605170186              0.00000000  0.0000000         1.45861502
## 2336  2.469793012              4.50628877  0.0000000         2.41054223
## 2337  2.161021529              7.29643388  7.8754993         2.43361336
## 2338  2.399711804              9.64961107  0.0000000         1.96009478
## 2339  2.533696814              8.87673288  4.2484952         0.46373402
## 2340  2.400618833              6.84774653  6.0935698         2.42480273
## 2341 -4.605170186              7.30767410  4.9416424         0.64185389
## 2342  2.442347035              8.81576737  5.5872487         2.44581926
## 2343  2.408745289              9.69616580  0.0000000         1.93730177
## 2344  2.511223958              9.03003999  4.7621739         2.41680624
## 2345  2.262804223              9.87713904  3.1354942         2.45616418
## 2346  1.323088285              0.00000000  7.8095413         1.75006904
## 2347  1.323088285              0.00000000  5.0562458         1.75006904
## 2348  1.323088285              0.00000000  3.5553481         1.75006904
## 2349  1.323088285              0.00000000  0.0000000         1.75006904
## 2350  1.323088285              0.00000000  3.8501476         1.75006904
##      lPopulation   lHIV.AIDS      lGDP
## 1      15.165582 -2.30258509 10.870909
## 2       9.860215 -2.30258509 12.938844
## 3       9.873698 -2.30258509 12.846950
## 4      15.171475 -2.30258509 10.894366
## 5      15.188846 -2.30258509 11.106880
## 6      12.188489 -2.30258509 12.888637
## 7      12.200829 -2.30258509 13.055666
## 8      15.208582 -2.30258509 11.387940
## 9       9.965241 -2.30258509 13.328825
## 10     15.223444 -2.30258509 11.551232
## 11     15.234732 -2.30258509 11.650250
## 12     10.083640 -2.30258509 13.452664
## 13     15.246922 -2.30258509 11.622130
## 14     10.202814 -2.30258509 13.525717
## 15     10.249769 -2.30258509 13.658865
## 16     12.266660 -2.30258509 13.870105
## 17     15.274730 -2.30258509 11.706632
## 18     15.285847 -2.30258509 11.894904
## 19     12.316827 -2.30258509 14.151055
## 20     15.293472 -2.30258509 12.033450
## 21     15.298954 -2.30258509 12.079415
## 22     16.939119 -2.30258509 14.252248
## 23     15.306638 -2.30258509 12.159542
## 24     16.956094 -2.30258509 14.271226
## 25     15.323248 -2.30258509 12.212616
## 26     15.343608 -2.30258509 12.089898
## 27     16.984748 -2.30258509 14.116925
## 28     14.758980 -2.30258509  7.222566
## 29     15.323166 -2.30258509  7.974189
## 30     16.515772 -2.30258509  9.814219
## 31     13.340092 -1.20397280  6.758095
## 32     16.514072 -2.30258509 10.005728
## 33     15.660357 -1.20397280  6.985642
## 34     10.728715 -2.30258509  8.170469
## 35     14.730378 -1.60943791  9.341456
## 36     14.742617 -1.60943791  9.178643
## 37      8.436417 -2.30258509  8.403352
## 38     15.679232 -1.20397280  7.107425
## 39     14.754253 -1.20397280  9.223651
## 40     15.098180 -2.30258509  7.559559
## 41     11.917844 -2.30258509 10.336373
## 42     15.353612 -2.30258509  8.695674
## 43     14.533209 -2.30258509  7.701652
## 44     15.719533 -1.20397280  7.638198
## 45     13.067692 -2.30258509  8.830251
## 46     14.229595 -2.30258509 10.672484
## 47     15.740369 -1.20397280  7.745868
## 48     11.522871 -2.30258509  7.949444
## 49     14.789627 -0.91629073  9.760252
## 50      8.930230 -1.20397280  7.948032
## 51     11.943954 -2.30258509 11.302254
## 52     10.781349 -2.30258509  9.237664
## 53     13.096301 -2.30258509  9.446519
## 54     15.155698 -2.30258509  8.243546
## 55     16.555330 -2.30258509 11.560286
## 56     10.198691 -1.20397280 10.012835
## 57     15.782956 -1.20397280  8.221479
## 58     10.215667 -1.20397280 10.293805
## 59      9.659759 -2.30258509 11.801422
## 60     12.857168 -1.60943791  8.544808
## 61     13.514038 -1.20397280  8.548886
## 62     15.412018 -2.30258509  9.866409
## 63     12.039256 -2.30258509 11.655371
## 64     12.317044 -2.30258509  8.453188
## 65      8.664751 -2.30258509  9.914131
## 66     15.826783 -1.60943791  8.512984
## 67     12.562432 -1.60943791 10.815087
## 68     10.980553 -2.30258509 10.024953
## 69     15.871677 -1.60943791  8.783090
## 70     12.912697 -1.60943791  8.731982
## 71     12.589272 -2.30258509 11.005079
## 72     13.156689 -2.30258509 10.283053
## 73     12.017125 -2.30258509 12.168506
## 74     14.925294 -2.30258509  8.795582
## 75     15.477131 -2.30258509 10.467778
## 76     16.636379 -2.30258509 12.245289
## 77     13.591819 -1.60943791  8.940236
## 78     12.603993 -2.30258509 11.120135
## 79     14.059658 -2.30258509  8.900413
## 80     15.495645 -2.30258509 10.576381
## 81     10.386901 -2.30258509 11.200677
## 82     14.366676 -2.30258509 12.374274
## 83     10.534147 -2.30258509 11.300289
## 84     15.939297 -1.60943791  9.117457
## 85     16.665594 -2.30258509 12.307799
## 86     15.514102 -2.30258509 10.681068
## 87     15.749130 -2.30258509  8.918383
## 88     12.653923 -2.30258509 11.364379
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## 491    10.495847 -2.30258509  7.457032
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## 493    12.515889 -2.30258509  8.473241
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## 502    13.454132 -2.30258509 12.663349
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## 514    16.262649 -2.30258509 13.757285
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## 517    11.637344 -2.30258509  6.647688
## 518    15.550096 -1.60943791  9.023890
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## 520    15.028271 -2.30258509 10.395375
## 521    14.689808 -1.60943791  6.570883
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## 524    15.628352 -2.30258509 10.014805
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## 538    15.070790 -2.30258509  7.301148
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## 549    15.070790 -2.30258509  6.579251
## 550    13.353280 -2.30258509 10.213212
## 551    15.070790 -1.60943791  9.885833
## 552    10.378727 -1.60943791  7.461066
## 553    11.644296 -2.30258509  6.647688
## 554    19.097680 -2.30258509 14.607977
## 555    14.104283 -0.91629073 10.143803
## 556    11.694555 -2.30258509 14.021723
## 557    13.262860 -2.30258509 12.665022
## 558    12.526292 -2.30258509  8.445912
## 559    12.842073 -2.30258509 10.454091
## 560    13.262860 -2.30258509  7.357556
## 561    11.370544 -2.30258509  7.155396
## 562    17.208675 -1.60943791 12.053865
## 563    16.657704 -2.30258509 12.434733
## 564    13.262860 -2.30258509  9.217316
## 565    10.746648 -2.30258509 10.663429
## 566    13.262860 -2.30258509  6.570883
## 567    15.655073 -2.30258509 10.426913
## 568     8.921458 -0.91629073  8.213653
## 569    17.544977 -2.30258509 13.180930
## 570    19.107240 -2.30258509 14.777217
## 571     9.456810 -0.35667494 10.968715
## 572    10.981591 -2.30258509  9.187481
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## 574    13.183626 -2.30258509  8.394347
## 575    11.332794 -0.91629073  9.781885
## 576    15.035049 -2.30258509 10.826595
## 577    15.351656 -2.30258509 12.721784
## 578    13.262860 -1.60943791 10.084266
## 579    13.336274 -1.20397280  9.917588
## 580    11.648802  0.40546511  9.473397
## 581    14.087225 -2.30258509 10.206698
## 582    15.038338 -2.30258509 10.901026
## 583    17.663133 -2.30258509 12.823124
## 584    15.643481 -1.20397280  9.970492
## 585    15.668556 -2.30258509 10.412471
## 586    16.551154 -2.30258509 11.384239
## 587    14.087225 -1.60943791  9.279866
## 588    14.087225 -2.30258509 12.851305
## 589    14.064585 -2.30258509 14.042734
## 590    14.087225 -2.30258509  7.376508
## 591    14.238918 -0.91629073 10.811625
## 592    14.109365 -0.91629073 10.215923
## 593    16.241135 -2.30258509 11.200144
## 594    10.892601 -0.10536052  8.513185
## 595    12.456765 -2.30258509 14.717795
## 596    11.230443 -1.20397280  8.309677
## 597    13.659612 -0.91629073  9.827092
## 598    15.273367 -2.30258509 13.210341
## 599    15.143365 -2.30258509 10.607327
## 600    13.284003 -2.30258509  9.262174
## 601    10.424392 -2.30258509  7.549609
## 602    11.766955 -0.22314355  9.525808
## 603    10.771449 -2.30258509 10.838600
## 604    14.114317 -1.20397280 10.265001
## 605    15.086875 -2.30258509 12.211935
## 606    11.390724 -1.60943791  7.189168
## 607    14.174426 -0.69314718  9.609251
## 608    14.114317 -2.30258509  6.639876
## 609    13.346749 -1.60943791  9.998389
## 610    14.114317 -2.30258509  6.774224
## 611    14.114317 -2.30258509 12.823971
## 612    14.114317 -2.30258509  7.414573
## 613    16.675594 -2.30258509 12.533198
## 614    11.669459 -2.30258509  6.736967
## 615    14.114317 -2.30258509 10.330682
## 616    18.623915 -2.30258509 14.098760
## 617    14.063383 -1.20397280 11.045830
## 618    14.625833 -2.30258509 14.720870
## 619    13.379443 -1.60943791 10.558439
## 620    16.566719 -2.30258509 11.463000
## 621    12.531285 -2.30258509  8.452335
## 622    11.139235 -2.30258509  6.210600
## 623    17.565954 -2.30258509 13.221349
## 624    11.236922 -1.20397280  8.335192
## 625    16.242221 -2.30258509 11.253481
## 626    15.973969 -0.91629073  9.825526
## 627    14.114317 -2.30258509  9.249176
## 628    12.748923 -1.60943791  7.611842
## 629    15.598187 -2.30258509  9.304104
## 630    12.560900 -0.51082562  9.565494
## 631    16.562539 -0.91629073 10.877972
## 632    10.901432 -0.91629073  8.545975
## 633    15.695370 -1.60943791 10.606040
## 634    15.045018 -2.30258509 11.026727
## 635    11.399040 -1.60943791  7.229114
## 636    14.196327 -2.30258509  7.466799
## 637    14.196327 -2.30258509 10.404142
## 638    14.118938 -1.20397280 10.298902
## 639    15.195121 -2.30258509 12.209995
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## 642    13.545528 -1.20397280  8.325548
## 643    14.196327 -2.30258509  6.647688
## 644    11.678203 -2.30258509  6.814543
## 645    13.698095 -1.20397280  9.891263
## 646    16.243143 -2.30258509 11.297948
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## 648    11.890293 -1.20397280 11.115131
## 649    15.653070 -1.60943791 10.025395
## 650    16.583310 -0.91629073 10.965643
## 651    12.770517 -1.60943791  7.661527
## 652    14.281200 -2.30258509 11.530038
## 653    12.884071 -2.30258509 10.818197
## 654    12.533551 -2.30258509  8.457018
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## 656    13.213899 -0.91629073  8.564268
## 657    16.684193 -2.30258509 12.466747
## 658    14.032407 -2.30258509 14.126304
## 659    17.261575 -2.30258509 12.153742
## 660    15.194087 -2.30258509 10.898442
## 661    11.686711 -2.30258509  6.904751
## 662    14.769566 -2.30258509 14.404525
## 663    12.050360 -0.69314718  9.605755
## 664    12.791880 -1.60943791  7.693937
## 665    14.239728 -1.20397280 11.172756
## 666    14.821304 -2.30258509  6.668228
## 667    16.243838 -2.30258509 11.375191
## 668    16.348409 -2.30258509 14.008850
## 669    17.691465 -2.30258509 12.589606
## 670    15.708490 -1.60943791 10.497118
## 671    13.552214 -1.20397280  8.361708
## 672    11.130713 -2.30258509  9.453835
## 673    11.406909 -1.60943791  7.271009
## 674    14.870496 -0.69314718  9.560222
## 675    15.048523 -2.30258509 10.962666
## 676    16.692610 -2.30258509 12.398551
## 677    15.658039 -1.60943791 10.062114
## 678    10.921034 -0.91629073  8.542081
## 679    14.821304 -2.30258509  9.951420
## 680    16.603753 -0.91629073 11.037885
## 681    12.535675 -2.30258509  8.462526
## 682    14.821304 -2.30258509 10.404263
## 683    16.597082 -2.30258509 11.505800
## 684    17.586379 -2.30258509 13.295895
## 685    14.821304 -2.30258509  7.499423
## 686     9.828926 -2.30258509  5.605802
## 687    10.627867 -2.30258509  6.040255
## 688    15.533304  0.09531018  8.166500
## 689    15.558806  0.26236426  8.033009
## 690     9.848450 -2.30258509  5.552960
## 691    12.957142 -2.30258509  6.016157
## 692    12.175387 -2.30258509  5.572154
## 693    12.983703 -2.30258509  5.846439
## 694    13.611791 -2.30258509  7.513709
## 695    11.030428  0.33647224  8.170751
## 696    13.009797 -2.30258509  6.035481
## 697    12.200879 -2.30258509  5.749393
## 698    13.612939 -2.30258509  7.740664
## 699    15.633834  0.40546511  8.275631
## 700    13.615050 -2.30258509  7.903966
## 701    13.035332 -2.30258509  6.148468
## 702    13.355820  0.40546511  8.490028
## 703     7.985144 -2.30258509  5.978886
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## 705    13.060243 -2.30258509  6.315358
## 706    13.626057 -2.30258509  8.031385
## 707    12.276690 -2.30258509  6.084499
## 708    13.084500 -2.30258509  6.424869
## 709    12.301169 -2.30258509  6.246107
## 710    15.706802  0.33647224  9.163773
## 711    13.634962 -2.30258509  8.125039
## 712    11.342540 -2.30258509  8.167068
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## 714    10.905534 -2.30258509  6.654153
## 715    15.730547  0.26236426  9.364862
## 716    13.655303 -2.30258509  7.962416
## 717    10.076810 -2.30258509  6.385194
## 718    15.753885  0.09531018  9.360397
## 719    10.852807 -2.30258509  6.692084
## 720    11.362044 -2.30258509  8.051978
## 721    13.484558  0.09531018  9.564582
## 722    10.873869 -2.30258509  6.800170
## 723    11.371201 -2.30258509  8.237215
## 724    12.396160 -2.30258509  6.646391
## 725    15.799177  0.00000000  9.797293
## 726    13.198609 -2.30258509  6.969791
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## 731    12.441706 -2.30258509  6.630683
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## 734    13.687353 -2.30258509  8.340456
## 735    11.391729 -2.30258509  8.488176
## 736    15.863950 -0.35667494 10.052382
## 737    10.960479 -2.30258509  7.197435
## 738    15.884880 -0.51082562  9.986127
## 739    10.183503 -2.30258509  6.594413
## 740    13.283601 -2.30258509  7.176255
## 741     9.041448 -2.30258509  4.204693
## 742     9.041448 -2.30258509  5.451038
## 743    11.360450 -2.30258509  4.143135
## 744    11.360450 -2.30258509  5.484797
## 745    11.377598 -2.30258509  4.276666
## 746    11.377598 -2.30258509  5.493061
## 747    11.395211 -2.30258509  4.499810
## 748    11.395211 -2.30258509  5.501258
## 749     9.163458 -2.30258509  4.624973
## 750     9.163458 -2.30258509  5.480639
## 751    11.433070 -2.30258509  5.521461
## 752    11.433070 -2.30258509  4.718499
## 753     9.151227 -2.30258509  4.700480
## 754     9.151227 -2.30258509  5.537334
## 755    11.475338 -2.30258509  4.890349
## 756     9.194617 -2.30258509  4.948760
## 757     9.194617 -2.30258509  5.572154
## 758     7.357556 -2.30258509  4.882802
## 759     9.445571 -2.30258509  5.043425
## 760     9.592605 -2.30258509  5.198497
## 761     9.717941 -2.30258509  5.789960
## 762     9.827416 -2.30258509  5.220356
## 763     9.589769 -2.30258509  5.758902
## 764     5.676754 -2.30258509  5.398163
## 765     9.277438 -2.30258509  4.543295
## 766     9.346443 -2.30258509  5.181784
## 767     9.346443 -2.30258509  5.765191
## 768     9.327857 -2.30258509  5.755742
## 769     9.327857 -2.30258509  5.135798
## 770    15.455437 -2.30258509 10.552448
## 771    16.087554 -2.30258509  9.974598
## 772    14.952820 -2.30258509 10.911263
## 773    13.793849 -2.30258509 10.001793
## 774    15.478663 -2.30258509 10.437405
## 775    17.189057 -2.30258509 10.688097
## 776    12.540597 -1.60943791  9.662435
## 777    17.171695 -1.60943791  9.805709
## 778    16.104435 -2.30258509 10.049404
## 779    15.502895 -2.30258509  9.927302
## 780    16.104435 -2.30258509 11.352123
## 781    17.200320 -2.30258509 10.759540
## 782    17.211492 -2.30258509 10.968698
## 783    15.527982 -2.30258509 10.176031
## 784    16.112045 -2.30258509 10.220267
## 785    14.992168 -2.30258509 11.125261
## 786    17.197727 -1.60943791  9.969041
## 787    16.112045 -2.30258509 11.293375
## 788    15.553792 -2.30258509 10.407953
## 789    14.974384 -1.60943791 10.190394
## 790    15.004328 -2.30258509 11.354317
## 791    14.972167 -2.30258509 11.099136
## 792    14.974384 -2.30258509 11.274440
## 793    15.179537 -1.60943791 10.468318
## 794    15.579896 -2.30258509 10.765005
## 795    10.469284 -2.30258509 11.139729
## 796    15.179537 -2.30258509 11.403122
## 797    12.665912 -1.60943791 10.720267
## 798    15.168596 -2.30258509 11.584558
## 799    17.335318 -2.30258509 11.670160
## 800    17.290037 -1.20397280 10.992723
## 801    15.623336 -2.30258509 11.778653
## 802    15.623336 -2.30258509 11.127748
## 803    10.445114 -2.30258509 11.812860
## 804    17.256758 -2.30258509 11.373066
## 805    15.644625 -2.30258509 11.370336
## 806    15.064471 -2.30258509 12.049425
## 807    17.268568 -2.30258509 11.530991
## 808    15.644625 -2.30258509 12.000388
## 809    15.029122 -1.20397280 10.973615
## 810    14.235427 -2.30258509 10.679504
## 811    15.081493 -2.30258509 11.829275
## 812    15.081493 -2.30258509 12.150280
## 813    17.280931 -2.30258509 11.524409
## 814    15.665569 -2.30258509 11.015493
## 815    14.310165 -2.30258509 10.740865
## 816    17.402292 -2.30258509 11.990445
## 817    14.994054 -2.30258509 11.521538
## 818    15.686079 -2.30258509 12.296754
## 819    17.353159 -1.20397280 11.213859
## 820    15.686079 -2.30258509 11.230311
## 821    17.307731 -2.30258509 11.608972
## 822    17.307731 -2.30258509 12.371545
## 823    17.421540 -2.30258509 12.206138
## 824    17.322082 -2.30258509 11.579995
## 825    15.585343 -2.30258509 12.539386
## 826    15.585343 -2.30258509 11.435407
## 827    14.450323 -2.30258509 10.764498
## 828    17.336704 -2.30258509 11.659093
## 829    15.604804 -2.30258509 11.229912
## 830    17.461967 -2.30258509 12.253695
## 831    17.336704 -2.30258509 12.572222
## 832    13.923968 -2.30258509 10.793126
## 833    17.422364 -1.20397280 11.097819
## 834    15.623433 -2.30258509 10.957312
## 835    17.446176 -1.20397280 11.249207
## 836    17.481973 -2.30258509 12.272843
## 837    13.923825 -2.30258509 10.825204
## 838    15.623433 -2.30258509 12.630016
## 839    15.167416 -1.20397280 11.350230
## 840    16.237980 -2.30258509 10.731581
## 841    17.501173 -2.30258509 12.019617
## 842    15.638807 -2.30258509 10.793804
## 843    15.063497 -2.30258509 11.611992
## 844    10.537336 -2.30258509 16.142881
## 845    10.537336 -2.30258509 13.520835
## 846    10.367819 -2.30258509 16.174658
## 847    10.367819 -2.30258509 13.513029
## 848    10.353352 -2.30258509 16.206941
## 849    10.363315 -2.30258509 13.705183
## 850    10.373335 -2.30258509 13.841851
## 851    10.373335 -2.30258509 16.318355
## 852    10.383194 -2.30258509 13.975168
## 853    12.693901 -2.30258509 16.441308
## 854    17.308616 -2.30258509 14.199970
## 855    17.308616 -2.30258509 16.487880
## 856    17.319438 -2.30258509 14.255693
## 857    17.319438 -2.30258509 16.508099
## 858    12.752094 -2.30258509 14.296295
## 859    15.049317 -2.30258509 16.562764
## 860    15.061262 -2.30258509 16.603848
## 861    15.061262 -2.30258509 14.418933
## 862    17.375290 -2.30258509 14.428855
## 863    17.386298 -2.30258509 14.406487
## 864    15.092230 -2.30258509 14.257956
## 865    15.092230 -2.30258509 16.717263
## 866    14.149827 -2.30258509  8.645938
## 867    12.861450 -2.30258509 11.515003
## 868    13.016930 -2.30258509 12.052088
## 869    13.157014 -2.30258509 11.744196
## 870    10.244414 -2.30258509  9.107865
## 871    15.068141 -2.30258509  9.352274
## 872    15.490664 -2.30258509 12.008591
## 873    12.374781 -2.30258509  8.982059
## 874    13.157014 -2.30258509 14.325657
## 875    13.695847 -2.30258509 12.479282
## 876    15.322639 -2.30258509 12.068183
## 877    10.856843 -2.30258509 11.771691
## 878    12.361866 -2.30258509  9.031453
## 879    13.698523 -2.30258509 14.316181
## 880    13.698523 -2.30258509 12.398328
## 881    14.143457 -2.30258509  8.741136
## 882    12.560132 -2.30258509  9.016149
## 883    15.167794 -2.30258509 11.602282
## 884    10.870433 -2.30258509 11.852279
## 885    15.328032 -2.30258509 12.185436
## 886    12.569058 -2.30258509  9.139703
## 887    11.834538 -2.30258509  8.904902
## 888    12.350922 -2.30258509  9.165029
## 889    15.497442 -2.30258509 12.093100
## 890    16.004362 -2.30258509 12.494438
## 891    13.164108 -2.30258509 12.053224
## 892     9.530393 -2.30258509  9.197660
## 893    13.198535 -2.30258509 12.292691
## 894    15.333897 -2.30258509 12.343157
## 895    14.643169 -2.30258509 14.535506
## 896    14.643169 -2.30258509  9.373479
## 897    15.200935 -2.30258509 12.011705
## 898    12.575983 -2.30258509  9.343909
## 899    12.730135 -2.30258509 10.026943
## 900    15.469572 -2.30258509 12.193388
## 901    14.632256 -2.30258509  9.577480
## 902    10.284455 -2.30258509  9.534234
## 903    10.763462 -2.30258509 12.177529
## 904    16.012016 -2.30258509 12.861305
## 905    13.207665 -2.30258509 12.434693
## 906    13.037222 -2.30258509 12.488500
## 907    14.621450 -2.30258509  9.741145
## 908    12.600591 -2.30258509  9.732284
## 909    15.505502 -2.30258509 12.485472
## 910    15.241005 -2.30258509 12.263761
## 911    14.621450 -2.30258509 14.748926
## 912    13.170574 -2.30258509 12.230204
## 913    15.016236 -2.30258509 10.169614
## 914    14.612277 -2.30258509  9.979059
## 915    13.053393 -2.30258509 14.811884
## 916    10.427683 -2.30258509  9.767954
## 917     9.195734 -2.30258509 12.955347
## 918    15.508788 -2.30258509 12.552796
## 919    15.267965 -2.30258509 12.355273
## 920    12.697712 -2.30258509 10.315067
## 921    13.053393 -2.30258509 12.756835
## 922    15.476833 -2.30258509 12.288063
## 923    13.726561 -2.30258509 13.104715
## 924    12.649366 -2.30258509  9.982899
## 925    15.513223 -2.30258509 12.674272
## 926    10.013462 -2.30258509 10.343483
## 927    13.079775 -2.30258509 12.905806
## 928    13.178502 -2.30258509 14.943847
## 929    14.988393 -2.30258509 10.589056
## 930    12.667962 -2.30258509  9.802285
## 931    15.317262 -2.30258509 12.526151
## 932    16.036846 -2.30258509 13.157163
## 933    15.317262 -2.30258509 14.890312
## 934    15.519098 -2.30258509 12.775245
## 935    14.978108 -2.30258509 10.774739
## 936     9.501442 -2.30258509 10.099959
## 937    14.967005 -2.30258509 14.696315
## 938    15.327418 -2.30258509 12.373462
## 939    13.222019 -2.30258509 12.679947
## 940    12.671375 -2.30258509  9.484481
## 941    14.577096 -2.30258509 10.181536
## 942    15.490525 -2.30258509 12.443111
## 943    15.390093 -2.30258509 12.868699
## 944    14.104078 -2.30258509  9.884967
## 945    13.030588 -2.30258509 12.310045
## 946    15.528891 -2.30258509 12.682291
## 947    14.101798 -2.30258509 14.725978
## 948    16.053891 -2.30258509 13.113954
## 949    15.495100 -2.30258509 12.426910
## 950    15.402550 -2.30258509 12.973984
## 951    14.101798 -2.30258509  9.879349
## 952    10.368510 -2.30258509  9.528867
## 953    12.603354 -2.30258509 10.083974
## 954    12.892402 -2.30258509 10.522154
## 955    12.701119 -2.30258509 10.681320
## 956    15.499735 -2.30258509 12.526720
## 957    14.098762 -2.30258509 10.052511
## 958    13.231347 -2.30258509 14.795266
## 959    16.061442 -2.30258509 13.260548
## 960    10.165044 -2.30258509 10.220995
## 961    10.370800 -2.30258509  9.630497
## 962    14.910039 -2.30258509 14.811385
## 963    10.395620 -2.30258509  9.599134
## 964    15.504493 -2.30258509 12.461838
## 965    16.068840 -2.30258509 13.222180
## 966    14.910039 -2.30258509 10.667256
## 967    12.364439 -2.30258509 10.246013
## 968    13.158836 -2.30258509 13.147596
## 969    15.536771 -2.30258509 12.698171
## 970    15.509101 -2.30258509 12.511209
## 971    14.091624 -2.30258509 10.131260
## 972    14.899919 -2.30258509 10.747702
## 973    12.267389 -2.30258509 10.315763
## 974    12.687770 -2.30258509  9.688126
## 975    13.270133 -2.30258509 13.173083
## 976    14.091624 -2.30258509 14.839706
## 977    11.476044 -2.30258509 13.282511
## 978    15.341196 -2.30258509 12.380496
## 979    15.452025 -2.30258509 13.125829
## 980    15.546011 -2.30258509 12.774206
## 981    14.891321 -2.30258509 10.790020
## 982    13.784650 -2.30258509 13.274164
## 983    15.513236 -2.30258509 12.524028
## 984    14.089001 -2.30258509 10.189944
## 985    14.505544 -2.30258509 10.354149
## 986    10.291840 -2.30258509 10.631905
## 987    14.497358 -2.30258509 10.213286
## 988    11.787119 -2.30258509 10.038499
## 989    15.516530 -2.30258509 12.365356
## 990    14.497358 -2.30258509 14.889800
## 991    13.159403 -2.30258509 12.869173
## 992    15.553075 -2.30258509 12.620408
## 993    16.097810 -2.30258509 13.132520
## 994     9.198470 -2.30258509  5.323010
## 995     9.767725 -2.30258509  5.556828
## 996    12.075770 -2.30258509  5.583496
## 997    11.498938 -2.30258509  5.198497
## 998    11.504732 -2.30258509  5.209486
## 999    11.510813 -2.30258509  5.308268
## 1000   12.087638 -2.30258509  5.808142
## 1001    4.983607 -2.30258509  5.442418
## 1002   12.093917 -2.30258509  6.011267
## 1003    7.039660 -2.30258509  5.568345
## 1004   12.100318 -2.30258509  6.167516
## 1005    9.366404 -2.30258509  5.676754
## 1006    9.808847 -2.30258509  6.214608
## 1007    9.421978 -2.30258509  5.700444
## 1008   12.120112 -2.30258509  6.463029
## 1009    4.905275 -2.30258509  5.840642
## 1010    9.832260 -2.30258509  6.522093
## 1011    9.556551 -2.30258509  5.905362
## 1012   12.142414 -2.30258509  6.612041
## 1013    9.587200 -2.30258509  6.028279
## 1014    9.612533 -2.30258509  6.154858
## 1015   12.150528 -2.30258509  6.650279
## 1016    9.637437 -2.30258509  9.951420
## 1017    9.637437 -2.30258509  9.951420
## 1018    9.864175 -2.30258509  6.680855
## 1019    9.666625 -2.30258509  6.086775
## 1020    9.702839 -2.30258509  6.079933
## 1021   12.174370 -2.30258509  6.714171
## 1022   12.718675 -2.30258509  8.699681
## 1023   11.375581 -2.30258509  5.905362
## 1024   15.362107 -0.91629073  9.094368
## 1025   15.655397 -0.22314355 11.747143
## 1026   15.362107 -2.30258509  7.456455
## 1027   14.656460 -2.30258509 11.448814
## 1028   16.867360 -2.30258509 12.013828
## 1029   16.313033  0.74193734  8.203578
## 1030   18.172111 -2.30258509 11.334636
## 1031   15.362107 -2.30258509 10.347308
## 1032   15.208752 -2.30258509 11.472905
## 1033   14.678357 -2.30258509  7.478170
## 1034   17.657712 -0.91629073  8.776167
## 1035   13.701817 -2.30258509  6.167516
## 1036   14.678357 -2.30258509 11.438029
## 1037   14.032614  0.78845736  8.290042
## 1038   12.738898 -2.30258509  8.630700
## 1039   14.678357 -2.30258509 10.394672
## 1040   17.967232 -0.22314355 11.697711
## 1041   15.235726 -2.30258509 11.405273
## 1042   13.063509 -0.91629073  8.821437
## 1043   14.592934 -1.60943791 10.464930
## 1044   13.609133 -2.30258509 11.342220
## 1045   14.592934 -2.30258509  7.471932
## 1046   15.244852 -2.30258509 11.435375
## 1047   13.736278 -2.30258509  6.150603
## 1048   16.351960  0.74193734  8.362642
## 1049   12.758413 -2.30258509  8.673000
## 1050   11.480939 -2.30258509  6.194405
## 1051   15.935609 -1.60943791 10.585397
## 1052   15.230107 -2.30258509 11.489104
## 1053   17.678866 -0.69314718  9.255983
## 1054   16.931033 -2.30258509 12.366370
## 1055   16.369097  0.64185389  8.446341
## 1056   14.719272 -2.30258509 11.610070
## 1057   12.777179 -2.30258509  8.788288
## 1058   17.983027 -0.51082562 11.933483
## 1059   15.935609 -2.30258509  7.612337
## 1060   13.388154 -0.69314718 12.060446
## 1061   15.242626 -2.30258509 11.652983
## 1062   14.125475 -1.60943791 10.723884
## 1063   14.738745 -2.30258509 11.734059
## 1064   12.795139 -2.30258509  8.971067
## 1065   14.125475 -1.60943791  7.768956
## 1066   18.254372 -2.30258509 11.461653
## 1067   14.125475  0.53062825  8.582606
## 1068   15.693837 -1.60943791  7.914252
## 1069   15.693837 -1.60943791 10.961851
## 1070   12.812346 -2.30258509  9.162305
## 1071   11.747871 -2.30258509  6.135565
## 1072   15.693837 -0.69314718 12.151183
## 1073   15.266131 -2.30258509 11.758284
## 1074   17.060420 -2.30258509 11.874327
## 1075   18.273042 -2.30258509 11.584502
## 1076   16.936609 -2.30258509 12.563289
## 1077   11.796004  0.33647224  8.747193
## 1078   11.909155 -2.30258509  6.118097
## 1079   15.297425 -2.30258509 11.909195
## 1080   16.416309 -1.60943791 11.103031
## 1081   15.989059 -2.30258509 11.757071
## 1082   17.704193 -0.51082562  9.582111
## 1083   16.416309 -1.60943791  8.147578
## 1084   12.828819 -2.30258509  9.347490
## 1085   17.079114 -2.30258509 11.999614
## 1086   16.950301 -2.30258509 12.806477
## 1087   16.416309  0.09531018  8.892199
## 1088   12.844626 -2.30258509  9.413118
## 1089   18.008125 -0.91629073 12.479693
## 1090   15.339085 -2.30258509 12.105932
## 1091   16.431204 -1.60943791 11.256923
## 1092   12.013537 -2.30258509  6.297109
## 1093   17.710826 -0.51082562  9.912546
## 1094   19.266502 -1.60943791 12.976683
## 1095   16.431204 -0.10536052  9.064042
## 1096   15.710815 -1.20397280 12.582394
## 1097   12.859876 -2.30258509  9.574497
## 1098   14.812890 -2.30258509 12.349359
## 1099   15.392300 -2.30258509 12.173637
## 1100    9.787572 -2.30258509  6.475433
## 1101   17.717074 -0.51082562 10.369201
## 1102   15.392300 -1.60943791  8.602637
## 1103   16.092969 -2.30258509 12.109699
## 1104   15.392300 -1.60943791 11.504187
## 1105   19.280017 -1.60943791 13.142615
## 1106   14.832690 -1.60943791  8.671801
## 1107    9.610994 -0.51082562  9.249753
## 1108   12.874699 -2.30258509  9.281078
## 1109    9.863759 -2.30258509  6.588926
## 1110   18.018438 -1.20397280 12.548637
## 1111   10.817155 -0.51082562 10.516129
## 1112   16.990831 -1.20397280 13.198546
## 1113   16.037198 -2.30258509 12.078097
## 1114   15.440178 -1.20397280  8.872347
## 1115   19.306612 -1.20397280 13.534598
## 1116   11.876693 -0.69314718  9.327412
## 1117   12.889303 -2.30258509  9.525662
## 1118   15.455651 -0.69314718 10.810556
## 1119   15.440178 -2.30258509 12.387594
## 1120   15.440178 -2.30258509 11.899554
## 1121   18.355893 -2.30258509 12.247066
## 1122   15.461027 -2.30258509 12.058703
## 1123   17.017342 -1.20397280 13.702307
## 1124   13.939075 -2.30258509  6.949856
## 1125   13.422932 -1.60943791 12.823469
## 1126   12.902978 -2.30258509  9.826876
## 1127   15.461027 -1.20397280  9.076809
## 1128   13.227320 -0.69314718 11.001716
## 1129   17.170145 -2.30258509 12.604688
## 1130   16.069724 -2.30258509 12.364003
## 1131   14.886223 -2.30258509 12.658558
## 1132   11.658548 -2.30258509  7.057037
## 1133   15.605020 -2.30258509 12.183781
## 1134   15.605020 -1.20397280  9.229456
## 1135   12.915669 -2.30258509  9.854717
## 1136   16.508573 -1.20397280  9.550662
## 1137   18.388846 -2.30258509 12.475798
## 1138   15.605020 -0.69314718 11.001066
## 1139   15.485561 -2.30258509 12.595046
## 1140   12.928055 -2.30258509  9.803336
## 1141   15.501754 -1.20397280  9.391244
## 1142   13.984718 -2.30258509  7.241366
## 1143   14.235990 -1.60943791  9.630891
## 1144   15.501754 -2.30258509 12.636477
## 1145   15.501754 -2.30258509 12.272371
## 1146   17.043634 -1.20397280 13.723970
## 1147   16.102792 -2.30258509 12.556388
## 1148   15.734543 -2.30258509 12.948805
## 1149   11.936748 -1.60943791  9.723344
## 1150   12.684841 -2.30258509 12.730996
## 1151   17.765295 -1.20397280 11.088981
## 1152   12.940016 -2.30258509  9.746717
## 1153   15.514739 -2.30258509 12.659896
## 1154   19.357288 -1.20397280 13.699892
## 1155   14.008454 -2.30258509  7.277939
## 1156   14.008454 -2.30258509 12.360727
## 1157   14.008454 -1.60943791  9.493939
## 1158   11.628475 -2.30258509 12.603116
## 1159   18.041129 -2.30258509 12.917401
## 1160   15.472532 -1.60943791  9.576787
## 1161   15.526602 -2.30258509 12.637852
## 1162   12.951426 -2.30258509  9.467305
## 1163   19.369098 -1.20397280 13.665680
## 1164   13.439472 -2.30258509 12.902455
## 1165   16.276497 -2.30258509 12.632797
## 1166   16.557488 -1.60943791  9.800901
## 1167   15.472532 -2.30258509 12.385298
## 1168   11.735885 -2.30258509  7.374629
## 1169   13.259367 -2.30258509  6.049733
## 1170   13.868733 -2.30258509 11.604520
## 1171    5.655992 -2.30258509  6.436150
## 1172   14.244635 -1.20397280 13.057067
## 1173   18.695135 -2.30258509 10.885004
## 1174   18.746549 -2.30258509 11.507762
## 1175    9.833869 -2.30258509  9.700820
## 1176   12.590505 -2.30258509  9.951420
## 1177   14.582879 -2.30258509 11.750989
## 1178    9.841453 -2.30258509  9.664596
## 1179   14.902881 -2.30258509  9.951420
## 1180    8.682029 -2.30258509  6.133398
## 1181    5.676754 -2.30258509  6.768493
## 1182   17.000282 -2.30258509  8.700681
## 1183   14.109460 -2.30258509 10.896573
## 1184    9.848979 -2.30258509  9.713356
## 1185   11.103437 -2.30258509  6.255750
## 1186   16.135630 -2.30258509 11.764672
## 1187    5.693732 -2.30258509  6.799056
## 1188   16.759271 -1.20397280 13.151802
## 1189   18.789856 -2.30258509 11.491937
## 1190   16.905640 -2.30258509  8.249575
## 1191   13.864670 -2.30258509 11.941749
## 1192   14.205754 -2.30258509 11.629570
## 1193   14.676226 -2.30258509  8.416488
## 1194    7.592366 -2.30258509  9.845964
## 1195    3.526361 -2.30258509  6.958448
## 1196   13.342998 -1.60943791  6.403574
## 1197   16.285967 -1.20397280 13.317435
## 1198   11.843602 -2.30258509 11.004746
## 1199   16.464341 -2.30258509 11.083818
## 1200   16.998510 -2.30258509  8.561210
## 1201   20.842058 -1.20397280 13.471821
## 1202   14.079309 -2.30258509 12.155006
## 1203    5.743003 -2.30258509  7.112327
## 1204    9.864123 -2.30258509  9.936100
## 1205   11.071035 -1.20397280  6.526495
## 1206   16.478780 -2.30258509 11.148262
## 1207   12.459932 -2.30258509  8.732788
## 1208   14.757191 -1.60943791  9.003316
## 1209   14.292032 -2.30258509 12.330288
## 1210    5.771441 -2.30258509  7.058758
## 1211    9.871636 -2.30258509 10.102584
## 1212   13.418353 -1.20397280  6.774224
## 1213   14.189612 -2.30258509 11.181904
## 1214   14.768950 -1.60943791  9.109857
## 1215   16.575140 -2.30258509 11.994555
## 1216    7.576610 -2.30258509 10.249910
## 1217   14.766916 -2.30258509  8.849657
## 1218   20.873389 -1.20397280 13.753912
## 1219    9.886748 -2.30258509 10.384369
## 1220   16.872992 -2.30258509 12.765351
## 1221   13.440028 -1.20397280  7.063048
## 1222   17.097053 -2.30258509  9.184817
## 1223   18.806890 -2.30258509 11.284920
## 1224   20.888510 -1.20397280 14.011682
## 1225   16.608697 -2.30258509 12.123457
## 1226    5.855072 -2.30258509  7.532624
## 1227    9.894295 -2.30258509 10.614327
## 1228   16.515919 -2.30258509 11.425525
## 1229   18.600622 -1.20397280 13.996911
## 1230   15.991128 -2.30258509 12.929594
## 1231   16.610623 -2.30258509 12.217032
## 1232   14.819604 -2.30258509  9.221181
## 1233    5.891644 -2.30258509  7.728416
## 1234   13.937700 -2.30258509 12.939394
## 1235    9.901886 -2.30258509 10.646995
## 1236   14.331299 -2.30258509 12.140670
## 1237   12.557894 -2.30258509  9.426741
## 1238   13.497563 -0.69314718  7.344719
## 1239    7.658700 -2.30258509 10.979104
## 1240   14.874400 -2.30258509  9.671366
## 1241   14.817295 -1.60943791  9.680531
## 1242   14.621834 -2.30258509 13.095625
## 1243   16.333101 -1.60943791 14.331691
## 1244    5.905362 -2.30258509  7.858641
## 1245    7.727976 -2.30258509 11.123624
## 1246   17.123391 -1.60943791  9.979244
## 1247    8.916104 -0.69314718  7.482682
## 1248   18.975624 -2.30258509 12.348384
## 1249   14.906964 -2.30258509  9.787235
## 1250   18.641611 -1.60943791 14.416023
## 1251    5.932245 -2.30258509  7.928046
## 1252   18.851891 -2.30258509 11.764758
## 1253    5.953243 -2.30258509  7.967627
## 1254    7.793587 -2.30258509 11.162616
## 1255   15.123021 -2.30258509  9.898827
## 1256   13.531777 -0.51082562  7.484930
## 1257   16.080898 -2.30258509 13.375510
## 1258   17.135134 -1.60943791  9.985206
## 1259   16.561033 -2.30258509 11.800778
## 1260   18.996797 -2.30258509 12.429644
## 1261   18.654692 -1.60943791 14.418535
## 1262    7.857481 -2.30258509 11.251574
## 1263   13.547580 -0.51082562  7.470794
## 1264   17.272826 -2.30258509  9.910761
## 1265    5.973810 -2.30258509  8.100161
## 1266   19.017937 -2.30258509 12.463258
## 1267   18.875389 -2.30258509 11.918331
## 1268    7.926964 -2.30258509 11.320905
## 1269   13.562485 -0.69314718  7.553287
## 1270   19.038815 -2.30258509 12.511312
## 1271   15.939072 -2.30258509 13.039814
## 1272   16.584673 -2.30258509 12.060382
## 1273   20.980895 -1.60943791 14.528032
## 1274   17.159193 -2.30258509 10.031529
## 1275   17.334091 -2.30258509  9.859222
## 1276   16.756708 -2.30258509 12.611418
## 1277    7.994970 -2.30258509 11.352064
## 1278   10.802897 -2.30258509  8.326033
## 1279   14.223733 -2.30258509 12.919544
## 1280   17.170883 -2.30258509 10.100739
## 1281   14.148690 -1.60943791 14.559155
## 1282   15.832591 -2.30258509  8.835792
## 1283   15.334556 -2.30258509 13.301953
## 1284    9.830271 -2.30258509 11.778807
## 1285   15.554962 -2.30258509 13.952379
## 1286    8.778788 -2.30258509  6.891626
## 1287   10.569443 -2.30258509  8.154788
## 1288    8.395252 -2.30258509 10.004644
## 1289   12.839141 -2.30258509  8.235626
## 1290   12.839141 -2.30258509  8.624791
## 1291   14.124995 -2.30258509 11.708525
## 1292   13.092753 -2.30258509  8.218787
## 1293    6.095825 -2.30258509 10.045985
## 1294   13.092753 -2.30258509 13.350025
## 1295   15.142926 -2.30258509  8.665786
## 1296    9.899781 -2.30258509  9.946355
## 1297   11.118237 -2.30258509  7.056175
## 1298   14.437233 -2.30258509 11.822680
## 1299   13.532395 -2.30258509  9.469700
## 1300    8.163656 -2.30258509  8.377471
## 1301   12.203334 -2.30258509  8.298540
## 1302    6.095825 -2.30258509 10.194551
## 1303    9.863811 -2.30258509 11.948364
## 1304   11.153790 -2.30258509  7.158514
## 1305   12.889091 -2.30258509  8.405144
## 1306   14.165908 -2.30258509 11.811518
## 1307   17.539553 -2.30258509 13.471268
## 1308   12.841556 -2.30258509  8.814033
## 1309   12.203334 -2.30258509 10.064330
## 1310    6.095825 -2.30258509 10.470363
## 1311    9.867187 -2.30258509 12.217853
## 1312   12.735571 -2.30258509  8.632484
## 1313   12.895669 -2.30258509  8.603004
## 1314   13.525948 -2.30258509 10.020470
## 1315   14.193139 -2.30258509 12.015070
## 1316   13.324924 -2.30258509  7.443078
## 1317   15.561457 -2.30258509 14.271429
## 1318    8.398184 -2.30258509 10.641967
## 1319   12.697529 -2.30258509  8.879751
## 1320   14.485973 -2.30258509 12.392403
## 1321   10.627843 -2.30258509  8.715716
## 1322   14.210158 -2.30258509  8.645235
## 1323   13.326696 -2.30258509  7.636752
## 1324   15.825489 -2.30258509 10.171298
## 1325   15.145575 -2.30258509  9.225918
## 1326   14.502295 -2.30258509 12.420680
## 1327    7.813592 -2.30258509 10.496980
## 1328   17.875427 -2.30258509 14.435128
## 1329    9.637763 -2.30258509 12.192248
## 1330   12.649113 -2.30258509  8.993676
## 1331   10.688165 -2.30258509  8.766550
## 1332   13.328175 -2.30258509  7.721792
## 1333    8.398860 -2.30258509 10.714973
## 1334   17.591786 -2.30258509 13.958499
## 1335   12.843054 -2.30258509  9.325721
## 1336   12.843054 -2.30258509  8.741776
## 1337   14.911635 -2.30258509  9.093357
## 1338   14.235725 -2.30258509  8.833608
## 1339   11.629481 -2.30258509 12.519229
## 1340   17.878433 -2.30258509 14.483110
## 1341   14.235725 -2.30258509 12.248921
## 1342    6.095825 -2.30258509 10.811786
## 1343   10.198691 -2.30258509 10.583575
## 1344   15.818553 -2.30258509 10.388441
## 1345   15.145094 -2.30258509  9.462266
## 1346   10.299475 -2.30258509  9.275847
## 1347   15.324616 -2.30258509 14.203492
## 1348   10.752013 -2.30258509  8.977778
## 1349   13.953944 -2.30258509 12.672642
## 1350    8.235891 -2.30258509  9.666435
## 1351    8.397508 -2.30258509 10.990685
## 1352   12.292810 -2.30258509 10.780351
## 1353   13.330799 -2.30258509  9.028339
## 1354   15.814498 -2.30258509 10.672924
## 1355   14.249216 -2.30258509 12.390459
## 1356   13.330799 -2.30258509  8.210940
## 1357   14.259027 -2.30258509 12.481490
## 1358   17.890107 -2.30258509 14.694579
## 1359   14.896405 -2.30258509  9.463509
## 1360   15.140886 -2.30258509  9.858124
## 1361   10.807281 -2.30258509  9.114930
## 1362   13.332574 -2.30258509  8.422003
## 1363   11.202139 -2.30258509 10.718033
## 1364   14.889666 -2.30258509  9.396322
## 1365   17.652011 -2.30258509 14.215275
## 1366   15.136349 -2.30258509  9.776449
## 1367   15.606497 -2.30258509 14.603936
## 1368   14.265469 -2.30258509 12.407657
## 1369   13.334719 -2.30258509  9.148678
## 1370   12.929936 -2.30258509  9.070618
## 1371   11.623724 -2.30258509 12.710807
## 1372   13.334719 -2.30258509  8.333030
## 1373   13.001275 -2.30258509 11.036276
## 1374   10.632436 -2.30258509  9.108972
## 1375   12.582181 -2.30258509  9.386560
## 1376   17.656615 -2.30258509 14.167651
## 1377   16.224376 -2.30258509 12.601908
## 1378   13.336552 -2.30258509  8.329175
## 1379    9.663389 -2.30258509 12.380501
## 1380   15.802211 -2.30258509 10.641106
## 1381   12.827412 -2.30258509  9.751268
## 1382   13.336552 -2.30258509  9.149209
## 1383   15.301148 -2.30258509 10.982220
## 1384   12.423532 -2.30258509 10.783280
## 1385    8.744966 -2.30258509  8.421563
## 1386   12.939085 -2.30258509  9.173573
## 1387   12.595391 -2.30258509  9.464285
## 1388   17.899459 -2.30258509 14.646241
## 1389   13.924274 -2.30258509 12.553188
## 1390   13.491854 -2.30258509 10.804827
## 1391   17.660169 -2.30258509 14.208032
## 1392   12.968331 -2.30258509 11.046691
## 1393   11.956046 -2.30258509 12.409495
## 1394   15.120829 -2.30258509  9.833280
## 1395   12.968331 -2.30258509  9.258654
## 1396   14.230823 -2.30258509 12.284070
## 1397   13.486975 -2.30258509 10.676116
## 1398   12.457450 -2.30258509 10.748884
## 1399   12.946712 -2.30258509  9.155039
## 1400   12.946712 -2.30258509  9.184510
## 1401    7.986505 -2.30258509  9.418979
## 1402   11.648426 -2.30258509 12.396813
## 1403   17.902154 -2.30258509 14.551218
## 1404   15.266552 -2.30258509 10.957015
## 1405   10.504574 -2.30258509  9.754233
## 1406   15.358243 -2.30258509 14.096735
## 1407   10.412862 -2.30258509  7.425954
## 1408   12.956011 -2.30258509  9.263976
## 1409   12.576228 -2.30258509  9.455324
## 1410   12.468256 -2.30258509 10.787586
## 1411   11.036936 -2.30258509  8.404248
## 1412   13.005401 -2.30258509  9.288967
## 1413   15.784597 -2.30258509 10.787131
## 1414   14.491110 -2.30258509 12.383834
## 1415   12.807650 -2.30258509  9.808022
## 1416   15.645520 -2.30258509 14.577215
## 1417   15.259694 -2.30258509 10.991073
## 1418   12.965391 -2.30258509  9.360999
## 1419   10.481841 -2.30258509  9.828710
## 1420   12.965391 -2.30258509  9.338030
## 1421   11.037805 -2.30258509  8.432506
## 1422    9.558318 -2.30258509 12.345408
## 1423   13.478044 -2.30258509 10.759221
## 1424   15.352137 -2.30258509 14.131650
## 1425   13.428250 -2.30258509 14.586549
## 1426   14.453363 -2.30258509 12.369288
## 1427   10.173438 -2.30258509 10.819718
## 1428   10.654054 -2.30258509 10.836773
## 1429   13.586579 -2.30258509 10.587998
## 1430   15.078496 -2.30258509  9.705280
## 1431   12.116602 -2.30258509 12.184256
## 1432   11.819498 -2.30258509 12.203038
## 1433   13.420365 -2.30258509 14.423447
## 1434   10.270662 -2.30258509  9.340228
## 1435   12.975889 -2.30258509  9.216819
## 1436   14.023437  2.25129180  8.533067
## 1437   15.742085  0.69314718  8.166216
## 1438   14.270836 -0.51082562  8.440096
## 1439   17.619878  3.05870707 11.930009
## 1440   14.033223  2.05412373  8.079618
## 1441    8.775858  1.64865863  6.768493
## 1442   14.456973  3.12676054  8.274357
## 1443   14.033223  0.69314718  6.663133
## 1444   11.303820 -2.30258509  6.483107
## 1445   10.682331 -0.22314355  6.289716
## 1446   11.321438  2.14006616  7.634821
## 1447   13.483645  1.41098697  6.311735
## 1448   16.541678  2.04122033  9.265491
## 1449   16.247032  3.23867845  7.838738
## 1450   14.874870  1.13140211  6.773080
## 1451   15.936881  1.52605630  7.236339
## 1452   12.189786  0.91629073  7.993282
## 1453   13.986833 -2.30258509  8.447414
## 1454   16.244990  0.40546511  7.715124
## 1455   16.756721  1.28093385  8.513787
## 1456    9.537195  0.40546511  9.951420
## 1457   15.333775  0.18232156  6.455199
## 1458   14.033223  2.54944517  9.501217
## 1459   18.013274  1.60943791  9.016998
## 1460   13.203680 -2.30258509  5.860786
## 1461   13.328276  0.64185389  6.952729
## 1462   11.992062  3.83729946  7.460490
## 1463   14.440211  2.50143595  8.687948
## 1464   12.540253  0.09531018  7.484369
## 1465   12.734584  0.64185389  6.559615
## 1466   11.122191  0.99325177  9.951420
## 1467   13.697342  1.09861229  8.004700
## 1468   14.033223  0.91629073  9.856815
## 1469   14.017250  1.58923521 11.144337
## 1470   15.981298 -0.22314355  9.951420
## 1471   14.033223  1.96009478  9.715832
## 1472   13.632724  2.09186406  7.584265
## 1473   17.629103  3.17805383 11.816210
## 1474   13.002940 -0.22314355  6.333280
## 1475   16.281232  0.47000363  7.803435
## 1476   14.302207 -0.35667494  8.601167
## 1477   14.048414  2.31253542  8.521783
## 1478   14.474892  3.17387846  8.176673
## 1479   12.060625  3.88773031  7.340836
## 1480   13.994733 -2.30258509  8.436850
## 1481   17.291243  2.82731362  9.471627
## 1482   13.672000  1.56861592  7.444833
## 1483   13.368852  0.83290912  7.286876
## 1484   11.860917  0.40546511  4.330733
## 1485   14.377942  3.61630876  8.610684
## 1486   14.474892  0.83290912  6.532334
## 1487   18.042231  1.58923521  9.015663
## 1488   13.562852  0.74193734  8.206856
## 1489   13.504507  1.45861502  6.349139
## 1490   14.474892  2.02814825  7.936303
## 1491   16.239716  0.87546874  8.151333
## 1492   16.295789  1.28093385  8.067776
## 1493   12.856372  2.63188884  6.838405
## 1494   17.028565  2.37954613  8.672657
## 1495   18.647525  1.62924054 11.205829
## 1496   14.052566  1.28093385  5.973810
## 1497   15.067451  0.69314718  6.622736
## 1498   16.020565 -0.22314355  9.951420
## 1499   14.479314  1.25276297  8.578288
## 1500   13.228322 -2.30258509  5.937536
## 1501   16.738068  2.59525471  8.639411
## 1502   14.474892  0.87546874  8.914357
## 1503   12.541577  0.18232156  7.465083
## 1504   15.757763  1.09861229  9.951420
## 1505   14.474892  1.94591015  9.729789
## 1506   13.941700 -0.51082562  8.780787
## 1507   13.144471  1.66770682  7.301148
## 1508   16.009523  1.09861229  7.947679
## 1509   13.657247  2.07944154  7.583756
## 1510   11.733032 -2.30258509  8.484877
## 1511   17.641005  3.28091122 11.768250
## 1512    9.414260  0.47000363  7.930925
## 1513   16.681854  0.83290912  9.634693
## 1514   12.166874  3.48124009  6.654153
## 1515   11.740260  3.68386691  8.754949
## 1516   11.335269 -2.30258509  6.609349
## 1517   14.337208  2.05412373  9.426822
## 1518   15.723803  1.64865863  6.715383
## 1519   14.489550  3.20274644  8.116417
## 1520   11.619526  2.91235066  8.341410
## 1521   16.634811 -0.35667494  8.585226
## 1522   11.719379  1.16315081  8.194782
## 1523   14.072880  1.41098697  6.035481
## 1524   14.149738  2.49320545  9.556409
## 1525   14.009193  3.20680324  8.534444
## 1526   10.719206 -0.22314355  6.431331
## 1527   15.830039  1.52605630  8.968396
## 1528   11.883723  0.33647224  4.442651
## 1529   12.801781  1.13140211  6.831954
## 1530   14.392098  3.54385368  8.601350
## 1531   14.149738  1.97408103  8.017637
## 1532   14.149738  1.93152141  9.801123
## 1533   13.252477 -2.30258509  6.054439
## 1534   15.802754  0.74193734  8.341410
## 1535   11.426158  1.60943791  7.599401
## 1536   12.713339  2.75366071  9.484025
## 1537   15.474019  1.66770682  7.442493
## 1538   16.807462  1.25276297  8.726806
## 1539    7.545918  3.91002100  7.266827
## 1540   15.100503  0.64185389  6.591674
## 1541   14.870947  0.18232156  7.482682
## 1542   14.149738  0.91629073  6.359574
## 1543   14.760135  2.30258509  8.728912
## 1544   14.149738  0.87546874  9.074292
## 1545   16.057401 -0.10536052  9.951420
## 1546   15.794755  1.19392247  9.951420
## 1547   12.893232  2.59525471  6.903747
## 1548   11.107165  1.06471074  7.499423
## 1549   16.269866  0.83290912  8.270781
## 1550   14.149738 -0.35667494  8.854522
## 1551   16.767273  2.67414865  8.691315
## 1552   13.674346  2.09186406  7.667626
## 1553   16.351894  3.60277676  8.653122
## 1554   14.416196  0.87546874  9.787684
## 1555   15.754700  1.62924054  6.665684
## 1556   12.164714  3.52046080  7.054450
## 1557   11.706327 -2.30258509  8.668540
## 1558   18.099720  1.48160454  9.062304
## 1559   11.737092  0.78845736  8.458292
## 1560   14.710284  1.22377543  8.940236
## 1561   17.653202  3.36384160 12.191055
## 1562   15.464082  0.64185389  7.222566
## 1563   11.791481  1.52605630  6.167516
## 1564   16.619708  2.04122033  9.678467
## 1565   14.952135  1.16315081  6.617403
## 1566   16.353533  1.06471074  8.464003
## 1567   11.323954 -2.30258509  6.621406
## 1568   13.531229  0.74193734  8.584665
## 1569   14.416196  1.91692261  8.161660
## 1570   13.451107  1.28093385  7.818028
## 1571   15.043352  2.67414865  9.609452
## 1572   12.140958  3.92395158  7.695303
## 1573   14.416196  2.44234704  9.630169
## 1574   14.416196  0.78845736  9.098067
## 1575   14.501902  3.20680324  8.502283
## 1576   11.907478  0.47000363  4.624973
## 1577   13.197732  1.64865863  7.657283
## 1578   15.197211  2.54944517  7.040536
## 1579   10.739587 -0.10536052  6.700731
## 1580   16.093627 -0.10536052  9.951420
## 1581   13.753473  1.06471074  8.144969
## 1582   13.539250  1.43508453  6.432940
## 1583   12.124532  3.46260601  8.924257
## 1584   18.698104  1.68639895 11.559227
## 1585   13.276304 -2.30258509  6.304449
## 1586   16.796971  2.72785283  8.792398
## 1587   14.416196  1.90210753  9.964206
## 1588   13.530015  1.25276297  9.951420
## 1589   16.752857  0.91629073 10.066966
## 1590   11.320250 -2.30258509  6.794587
## 1591   11.823530  2.40694511  8.958025
## 1592   10.282882  3.17805383  8.796188
## 1593    8.459138  3.39114705 12.452179
## 1594   14.087606  0.47000363  8.232174
## 1595   15.992355  2.04122033  7.773594
## 1596   16.363197  3.51452607  8.666647
## 1597    9.410256 -2.30258509  8.791638
## 1598   14.052666  3.15273602  8.528924
## 1599   11.931432  0.47000363  4.744932
## 1600   14.474960  3.54385368  7.320527
## 1601   14.052666  1.84054963  8.446127
## 1602   14.029973  0.69314718  8.604105
## 1603   14.052666  1.06471074  6.869014
## 1604   14.971263  1.16315081  6.799056
## 1605   11.815582  1.60943791  6.276643
## 1606   14.909625  1.16315081  9.091669
## 1607   17.132182  2.18605128  8.979543
## 1608   14.052666  2.37954613  9.721906
## 1609   15.825394  1.41098697  9.223355
## 1610   16.277809  2.86789890  8.735686
## 1611   13.763405  1.02961942  8.198364
## 1612   12.351363  2.76631911  8.979291
## 1613   11.483939  1.64865863  8.394573
## 1614   15.509234  0.74193734  7.265430
## 1615    8.955964  0.74193734  8.730690
## 1616   13.055505 -0.22314355  6.829794
## 1617    9.880884  3.91800508  7.926603
## 1618   14.052666  0.74193734  9.239608
## 1619   15.868050  1.33500107  9.951420
## 1620   13.493674  1.48160454  8.391857
## 1621   18.723697  1.68639895 11.818681
## 1622   14.486383 -0.35667494  9.218011
## 1623   14.052666  1.87180218 10.065224
## 1624   13.300054 -2.30258509  6.452049
## 1625   15.526529  1.62924054  7.723120
## 1626   15.820133  1.45861502  7.018402
## 1627   12.355337  3.09557761  8.888481
## 1628   16.011816  1.96009478  7.984122
## 1629   16.085546  0.99325177  7.985144
## 1630   13.074574  3.38439026 12.573722
## 1631   16.788616  0.95551145 10.517889
## 1632   14.021104 -2.30258509  8.777864
## 1633   11.871481  2.38876279  9.167746
## 1634   15.548648  0.78845736  7.394493
## 1635   14.371001  2.00148000  9.878682
## 1636   14.040377  0.69314718  9.389657
## 1637   15.892728  0.74193734  8.789965
## 1638    9.652652  0.47000363  4.912655
## 1639   15.853190  1.30833282  9.425532
## 1640   14.107964  3.10906096  8.579229
## 1641   10.589031  0.47000363  7.001246
## 1642   11.841063  1.68639895  6.375025
## 1643   14.109815  0.83290912  8.723557
## 1644   16.364859  0.64185389  8.740017
## 1645   14.040377  2.83321334  9.027859
## 1646   12.695030  1.13140211  6.855409
## 1647   13.070158 -0.22314355  6.879356
## 1648   14.040377  1.09861229  6.935370
## 1649   12.280387  1.13140211  9.282196
## 1650   16.426936  0.47000363  8.385489
## 1651   14.433854  3.02529108  9.202207
## 1652   11.660250  3.89385903  8.064007
## 1653   15.109769  2.45100510  9.838309
## 1654   10.353671  0.26236426  7.984803
## 1655   18.749549  1.68639895 12.076368
## 1656   16.724416 -0.51082562  8.675734
## 1657   14.040377  1.77495235  8.802372
## 1658   10.283190  2.78501124  9.090317
## 1659   14.040377  1.80828877 10.087350
## 1660   16.163766 -0.10536052  9.951420
## 1661   15.553037  1.60943791  7.732369
## 1662   13.615689  1.36097655  9.951420
## 1663   12.930697  2.41591378  7.198931
## 1664   14.864370  2.16332303  9.131189
## 1665   13.571212  1.36097655  6.563856
## 1666   16.235991 -0.35667494  9.306468
## 1667   13.323878 -2.30258509  6.483107
## 1668   13.537537  1.58923521  9.013960
## 1669   14.025768 -2.30258509  8.857800
## 1670   15.853523  1.33500107  7.149132
## 1671   14.491340  0.69314718  9.578588
## 1672   14.449034  2.66722821  9.202207
## 1673   14.631936  0.91629073 10.866299
## 1674   11.436671  1.82454929  8.107720
## 1675   14.160991  1.72276660  6.383507
## 1676   16.412947  3.04927304  8.668712
## 1677   14.491340  3.52929738  7.495542
## 1678   15.388986  3.33576958 12.624319
## 1679   11.978720  0.18232156  4.962845
## 1680   15.951823  1.41098697  9.951420
## 1681   15.032154  1.09861229  7.020191
## 1682   14.161412  0.40546511  8.467162
## 1683   14.899233  2.15176220  9.208138
## 1684   13.582591  1.66770682  9.219003
## 1685   16.331871  2.76631911  9.453835
## 1686   16.106168  0.95551145  8.347590
## 1687   14.491340  1.09861229  6.960348
## 1688   14.491340  1.75785792 10.137808
## 1689   16.193664 -0.10536052  9.951420
## 1690   16.442291  0.69314718  8.786762
## 1691   12.451893  2.95491028  8.987447
## 1692   15.880560  1.19392247  9.634366
## 1693   14.491340  1.70474809  8.996157
## 1694   14.451171 -0.51082562  8.763428
## 1695   14.183512  2.37024374  9.242614
## 1696   15.579863  1.60943791  7.763021
## 1697   11.630833  3.77734810  8.098947
## 1698   12.684333  0.26236426  8.273847
## 1699   10.795383 -0.51082562  7.010312
## 1700   14.095234  0.58778666  8.840146
## 1701   15.921703  0.69314718  8.858511
## 1702   16.885769  2.79116511  9.160099
## 1703   10.532763  2.33214390 10.159137
## 1704   16.262781 -0.35667494  9.367173
## 1705   16.473074  1.66770682 12.381936
## 1706   13.053331  0.33647224  7.099202
## 1707   14.913352  0.95551145 11.086227
## 1708   12.792433  2.12823171  9.384546
## 1709   12.333639  0.95551145 10.119687
## 1710   11.727738 -2.30258509  9.005773
## 1711   14.184283  1.74046617  6.546785
## 1712   12.189572  0.87546874  8.745444
## 1713   12.087165  1.58923521  9.065315
## 1714   14.464922  2.59525471  9.265491
## 1715   16.359156  2.61006979  9.550876
## 1716   11.391526  1.43508453  9.951420
## 1717    9.699595  0.18232156  5.003946
## 1718   16.915080  2.64617480  9.288319
## 1719   13.094865 -0.51082562  7.408531
## 1720   15.239421  0.26236426  7.183871
## 1721   14.141188  2.96010510  8.771990
## 1722   14.141188  1.66770682 10.266741
## 1723   14.141188  2.14006616  9.992414
## 1724   14.102942  3.16547505  8.573952
## 1725    9.051696 -2.30258509  6.981935
## 1726   16.782510 -0.51082562  9.050758
## 1727    9.005650  1.02961942  9.888780
## 1728   15.606834  1.62924054  8.232174
## 1729   13.330055  0.78845736  7.662468
## 1730    9.098515  1.25276297  6.742881
## 1731   16.501202  0.33647224  8.653645
## 1732   12.542241  2.72129543  9.087042
## 1733   15.950244  0.69314718  9.008102
## 1734   16.727611  1.94591015 10.082805
## 1735   16.289824 -0.35667494  9.546384
## 1736   14.128543  0.53062825  9.006509
## 1737   11.069166 -2.30258509  6.679599
## 1738   15.013264  0.26236426  8.377011
## 1739   12.870303  2.20827441 10.372178
## 1740   10.663312  2.19722458  7.438384
## 1741   14.141188  1.13140211  7.154615
## 1742   14.481467  2.54160199  9.280892
## 1743   12.284768  2.45958884  9.060331
## 1744   13.105671 -0.91629073  7.580700
## 1745   14.095520  0.83290912  8.848509
## 1746   14.661320  0.58778666  9.892882
## 1747   14.661320  0.78845736 10.263920
## 1748   14.017600 -0.51082562  9.732343
## 1749   12.025228 -0.10536052  5.236442
## 1750   16.811066 -0.69314718  9.280333
## 1751   16.464392  0.47000363  9.194008
## 1752   14.139416  2.47653840  9.793170
## 1753   14.243871  1.60943791 12.735159
## 1754   15.258336  0.09531018  7.229839
## 1755   15.921139  1.06471074  7.385231
## 1756   16.422522  3.02042489  8.392990
## 1757   12.206038  3.30688670  7.477038
## 1758   11.373158 -2.30258509  6.887553
## 1759   11.910634  1.79175947  6.766192
## 1760   14.661320  1.41098697 10.436407
## 1761   15.284625  2.11625551  7.597396
## 1762   16.502659  0.40546511  9.153876
## 1763   13.620631  1.19392247  6.906755
## 1764   16.538681  0.26236426  8.895356
## 1765   15.978479  0.58778666  9.188912
## 1766   14.661320  1.45861502  9.363061
## 1767   16.473756  2.82731362  8.954674
## 1768   14.661320  1.09861229  7.353722
## 1769   16.225502  1.54756251  9.248984
## 1770   12.758638  0.26236426  8.557567
## 1771   17.482871  1.85629799 10.488353
## 1772   13.962979  3.69386700  8.099858
## 1773   17.270688  2.10413415  9.577757
## 1774    9.851036  1.90210753 10.229729
## 1775   14.592972  0.95551145 11.391198
## 1776   14.661320  2.00148000 10.238101
## 1777   15.634459  0.64185389  7.804659
## 1778   13.793438  1.30833282  8.552560
## 1779    9.995565  2.90142159  7.462215
## 1780   11.377083 -2.30258509  6.746412
## 1781   14.277201  2.07944154  9.402117
## 1782   13.782643  1.43508453  9.411729
## 1783   16.576401  0.09531018  8.902728
## 1784   11.684144  3.51749784  8.183118
## 1785   14.759074 -0.69314718  9.171288
## 1786   14.257966  0.83290912  8.812397
## 1787   14.198455  0.47000363  9.233275
## 1788   13.116271 -0.91629073  7.524021
## 1789   11.503996  1.98787435  9.617670
## 1790   13.651733  0.87546874  7.484930
## 1791   14.670973  2.42480273  9.414423
## 1792   18.263047  0.69314718 10.387055
## 1793   14.043377 -0.69314718  9.689428
## 1794   15.474845  2.94443898 12.706102
## 1795   13.957692  1.48160454  9.136801
## 1796   14.138752  2.89591194  9.176370
## 1797   16.115838  1.02961942  8.643826
## 1798   14.138752  1.30833282 10.430787
## 1799   11.334803  1.16315081  6.955593
## 1800   12.974638  0.00000000  7.526718
## 1801   14.138752  0.99325177  7.279319
## 1802   13.419875 -2.30258509  6.807935
## 1803   16.277663 -0.22314355  9.951420
## 1804   12.783495  0.18232156  8.458504
## 1805   17.305082  2.09186406 10.131738
## 1806   14.688406  0.74193734 10.167735
## 1807   16.931226  0.91629073 11.160627
## 1808   16.552613  1.58923521 12.594761
## 1809   14.138752  0.53062825  9.833494
## 1810   14.201767  2.70136121  9.106090
## 1811   12.956838  1.60943791 10.653653
## 1812   14.036595 -2.30258509  9.119211
## 1813   14.230397  0.09531018  9.153876
## 1814   14.138752  1.38629436  9.182249
## 1815   16.414967  2.20827441  9.637437
## 1816   15.153541  0.74193734  7.477604
## 1817   11.052888  0.53062825  7.791110
## 1818   13.703993  0.47000363  9.183894
## 1819    9.787684 -0.10536052  5.303305
## 1820   14.232541  1.79175947  6.721426
## 1821   10.108508  2.59525471  7.711997
## 1822   14.507404  1.70474809 10.222232
## 1823   16.614350 -0.10536052  8.968396
## 1824   13.683912  0.74193734  7.341484
## 1825   14.700164  2.37954613  9.342421
## 1826    9.102421 -2.30258509  6.889591
## 1827   13.683912  0.64185389  7.616776
## 1828   16.302635 -0.22314355  9.951420
## 1829   13.654339  1.13140211  7.029088
## 1830   14.564643 -0.69314718  9.208639
## 1831   15.603836  2.39789527 12.941714
## 1832   16.034633  0.33647224  9.162725
## 1833   12.289112  1.82454929  9.344084
## 1834   12.277770  1.82454929  9.444384
## 1835   15.308083  1.88706965  7.669962
## 1836   14.232110  2.61739583  9.223059
## 1837   11.838864  1.91692261  9.916700
## 1838   17.339372  2.07944154 10.191407
## 1839   10.691581 -0.10536052  7.371489
## 1840   16.966927  0.91629073 11.336176
## 1841   16.373995 -0.91629073  9.687878
## 1842   18.881759  1.56861592 12.813090
## 1843   14.712094  0.64185389 10.379660
## 1844    7.134094 -1.60943791  9.210740
## 1845   11.967720  0.40546511  9.276970
## 1846   13.389259  1.33500107  8.465057
## 1847   13.683912  1.33500107  9.484025
## 1848   13.988389  1.41098697  9.275004
## 1849   14.211812  2.75366071  9.396156
## 1850   11.462831  1.97408103  9.699779
## 1851   12.820022  0.18232156  8.635687
## 1852   14.263535  0.00000000  9.221280
## 1853   12.071260 -0.69314718  5.247024
## 1854   13.683912  0.47000363  9.978873
## 1855   13.683912  1.19392247 10.461273
## 1856   11.954967  1.77495235  6.745236
## 1857   13.378357  0.47000363  7.854769
## 1858   14.036125  0.83290912  8.720134
## 1859   15.188751  0.58778666  7.599902
## 1860   15.714521  0.95551145  8.598220
## 1861   14.611043  1.54756251  9.435322
## 1862   16.894846 -0.91629073  9.354614
## 1863   12.041852  1.79175947  9.809726
## 1864   12.484333  2.35137526  7.855157
## 1865   11.378720 -2.30258509  6.965080
## 1866   15.314275  1.75785792  7.798933
## 1867   12.434558  1.70474809  9.623178
## 1868   12.426793  2.26176310  9.590077
## 1869   14.018662  1.19392247 10.510369
## 1870   11.454851  0.40546511  7.712444
## 1871   12.438957  1.58923521 10.329768
## 1872   16.564550  2.41591378  9.362890
## 1873   11.458279  0.33647224  9.277345
## 1874   13.760797  0.33647224 10.372021
## 1875   16.605925  1.54756251 12.934749
## 1876   14.018662  0.47000363 10.159679
## 1877   12.032873 -0.10536052  9.399306
## 1878   14.018662  0.58778666  7.251345
## 1879   14.018662  2.75366071  8.480529
## 1880   13.011363 -0.35667494  7.632886
## 1881   17.002630  0.91629073 11.624377
## 1882   11.639708  0.69314718  8.822470
## 1883   16.324187  1.36097655  9.406894
## 1884   15.128608  0.18232156  8.819518
## 1885   17.761536  2.14006616 13.035059
## 1886   14.018662  1.25276297  9.658546
## 1887   15.704350  0.26236426  7.983440
## 1888   16.481811  2.58776404  9.554072
## 1889   15.094678  1.91692261 10.235378
## 1890   14.186286  1.36097655  9.609586
## 1891   14.283108  1.74046617  7.003065
## 1892   17.039246  0.26236426 10.579921
## 1893   17.564705  1.22377543 10.755112
## 1894   11.929469  0.26236426  8.837100
## 1895    7.488853 -0.69314718  5.420535
## 1896   14.632615  1.30833282  9.475930
## 1897   14.758508  1.93152141  9.722445
## 1898   12.577388  2.19722458  7.815207
## 1899   13.015704  1.62924054  7.828038
## 1900   17.591637  1.09861229 10.940171
## 1901   16.690861 -0.35667494  9.151333
## 1902   14.309071  1.06471074 10.499628
## 1903   15.741142  0.53062825  8.596743
## 1904   13.689023  0.64185389  7.210818
## 1905   14.202014  2.17475172  9.747711
## 1906   15.246196  0.18232156  7.934513
## 1907   12.856414  0.18232156  8.814033
## 1908   14.309071  0.33647224  7.254885
## 1909   12.041994  2.11625551  9.079434
## 1910   12.466955  0.95551145 11.760200
## 1911   14.595928  1.52605630 10.314106
## 1912   18.935283  1.48160454 13.047577
## 1913   14.760719 -0.10536052 10.627940
## 1914   15.106614  1.52605630 10.214862
## 1915   14.309071  0.87546874 10.587846
## 1916   14.309071  1.19392247  9.780924
## 1917   18.342116  0.18232156 10.676162
## 1918   12.575271  1.48160454  9.540148
## 1919   13.149938 -1.20397280  7.556428
## 1920   14.058563  1.28093385  9.422787
## 1921    9.721186  0.40546511  9.428833
## 1922   13.492364 -0.22314355  6.923629
## 1923   16.623178 -0.22314355  9.438352
## 1924   13.788053  0.26236426  9.318387
## 1925   14.994964 -0.51082562  9.951420
## 1926   15.474979  2.02814825 12.981723
## 1927   14.037179  2.50143595  8.494334
## 1928   14.309071  1.66770682  6.896694
## 1929   14.132882 -0.91629073  9.779114
## 1930   11.839297  2.10413415 10.016280
## 1931   14.397085 -0.35667494  8.943114
## 1932   16.238672  0.64185389  8.940891
## 1933   17.618318  1.09861229 11.029569
## 1934   14.565681  2.26176310  7.769379
## 1935    9.838682 -1.60943791  5.587249
## 1936   14.388027  0.18232156 10.394519
## 1937   14.770958  0.83290912 11.793122
## 1938   14.388027  0.87546874 10.663358
## 1939   15.319511  1.62924054  7.433667
## 1940    9.578519  0.18232156  9.434923
## 1941   16.949314 -0.91629073  9.427385
## 1942   16.729293 -0.51082562  9.232591
## 1943   11.406998 -2.30258509  7.189168
## 1944   13.518381  0.40546511  8.703175
## 1945   18.368205 -0.10536052 10.771596
## 1946   16.390684  1.13140211  9.469160
## 1947   17.441283  1.38629436 10.272150
## 1948   16.617526  0.47000363  9.491224
## 1949   14.388027 -0.35667494  9.506288
## 1950   14.388027  0.47000363  7.226936
## 1951   12.885671  0.09531018  8.885026
## 1952   17.090176  1.62924054  9.752548
## 1953   13.926827  1.28093385  9.821518
## 1954   11.954118  1.91692261  9.856972
## 1955   12.268376  1.02961942  9.566055
## 1956   16.890780  1.38629436 10.426113
## 1957   14.045553 -2.30258509  9.416785
## 1958   17.086837 -0.10536052 11.048108
## 1959   12.121310  1.74046617  9.996477
## 1960   14.335194  1.50407740  6.952729
## 1961   16.623536  1.84054963  8.991189
## 1962   13.706463  0.74193734  7.622175
## 1963   11.858159 -1.20397280  9.847922
## 1964   13.968361 -0.69314718  8.964568
## 1965   16.659427  1.36097655 13.161809
## 1966   15.008332 -0.69314718  9.951420
## 1967   14.388027  0.74193734 10.728737
## 1968   16.369048 -0.22314355  8.671801
## 1969   13.447744 -0.22314355  8.501064
## 1970    8.559486 -1.60943791  7.615298
## 1971   16.767720 -0.69314718  9.293118
## 1972   14.067601  0.09531018  9.494391
## 1973   12.379992  0.78845736  9.428270
## 1974   14.579016  2.24070969  7.800163
## 1975   14.589580  0.83290912  9.646658
## 1976   14.444499  0.09531018 10.488743
## 1977   16.550636  1.84054963  9.877965
## 1978   14.444499  0.69314718 10.796366
## 1979   14.385833  1.62924054  9.082621
## 1980   16.244319 -0.91629073  9.016756
## 1981   13.958720  1.25276297  9.544095
## 1982   14.361169  1.22377543  6.961296
## 1983   15.323003  1.50407740  7.546974
## 1984   16.682612 -0.51082562  9.542733
## 1985   17.474790  1.16315081 10.392436
## 1986   17.109960 -0.22314355 10.911135
## 1987   13.804631 -0.35667494  7.903227
## 1988   14.262101  1.45861502 10.208801
## 1989   17.119183  1.41098697  9.796904
## 1990   11.772185  1.98787435  8.394573
## 1991   11.683166 -0.69314718  9.080004
## 1992   12.161420 -1.60943791  5.680173
## 1993   13.565974 -0.51082562  8.520189
## 1994   11.751423 -2.30258509  9.478381
## 1995   16.492834 -1.20397280  9.893286
## 1996   13.540264 -0.22314355  7.047517
## 1997   13.723575  0.74193734  7.703008
## 1998   12.993932 -0.10536052  8.078998
## 1999   18.393996 -0.51082562 10.926154
## 2000   10.744882 -0.10536052  8.793764
## 2001   14.383464  1.36097655 13.260705
## 2002   13.173887 -1.60943791  7.621685
## 2003   16.423331  1.06471074  9.542589
## 2004   14.444499  1.09861229  9.793617
## 2005   14.444499  0.53062825  7.113956
## 2006   14.700718 -1.20397280  9.334591
## 2007   14.270370  0.00000000  9.340315
## 2008   11.444850 -2.30258509  7.237778
## 2009   14.379327  1.56861592  9.129022
## 2010   19.015011  1.30833282 13.108319
## 2011   16.574092  1.82454929  9.901636
## 2012   16.290547  1.22377543  9.392495
## 2013   14.701573  0.74193734  9.335651
## 2014   12.171352  0.99325177  9.573802
## 2015   16.269060 -0.91629073  9.053102
## 2016   14.071340 -0.69314718  9.081825
## 2017   14.592376  2.23001440  7.766417
## 2018   14.373293  0.64185389 10.732367
## 2019   12.183587 -1.60943791  5.560682
## 2020   17.670672  1.02961942 11.157963
## 2021   14.373293  0.33647224 10.766673
## 2022   12.342337  0.78845736  9.512739
## 2023   11.694639 -0.35667494  8.040447
## 2024   12.086872  1.16315081  6.954639
## 2025   13.492167 -0.69314718  8.355145
## 2026   12.548566  1.36097655  9.693322
## 2027   10.724610  1.48160454  7.436028
## 2028   16.943784  1.25276297 10.380032
## 2029   11.789883  1.96009478  8.309677
## 2030   12.934797  1.13140211 10.385512
## 2031   15.319504 -0.10536052  8.079308
## 2032   16.437560 -0.35667494  8.851520
## 2033   13.563741 -0.22314355  6.873164
## 2034   13.740155  0.74193734  7.793174
## 2035   11.992799  1.41098697  9.964159
## 2036   15.522434  1.28093385 12.756244
## 2037   11.914470  1.02961942  9.301095
## 2038   14.840094  0.64185389 11.413061
## 2039   11.746138 -2.30258509  9.393245
## 2040   13.186113 -1.60943791  7.467371
## 2041   15.246382 -0.10536052  8.726968
## 2042   14.373293  0.40546511  9.480749
## 2043   17.132704 -0.35667494 10.807827
## 2044   15.021483 -0.91629073  9.951420
## 2045   14.311333 -2.30258509 11.297130
## 2046   13.757125 -2.30258509  9.208939
## 2047   15.659882 -2.30258509 12.521959
## 2048   16.975291 -2.30258509 10.786511
## 2049   13.378457 -2.30258509  9.784704
## 2050    9.046173 -2.30258509  8.570355
## 2051   15.001930 -2.30258509 11.555381
## 2052   16.885765 -2.30258509 12.152223
## 2053   14.989653 -2.30258509  9.756147
## 2054   12.820144 -2.30258509  7.555905
## 2055   14.475567 -2.30258509 10.537919
## 2056   10.696095 -2.30258509  8.025189
## 2057   14.667477 -2.30258509  9.878529
## 2058   14.072141 -2.30258509  9.177714
## 2059   13.475049 -2.30258509  9.111955
## 2060   16.634917 -2.30258509 11.371028
## 2061   15.055101 -2.30258509 11.545509
## 2062   17.003995 -2.30258509 10.496151
## 2063   13.501152 -2.30258509  9.102310
## 2064    8.770129 -2.30258509 11.810330
## 2065   14.504486 -2.30258509 10.459956
## 2066   15.462915 -2.30258509  9.102310
## 2067   16.910451 -2.30258509 12.123441
## 2068   14.680362 -2.30258509  9.875705
## 2069   14.596286 -2.30258509  9.195531
## 2070   17.977381 -2.30258509 12.214799
## 2071   11.475037 -2.30258509  9.249369
## 2072   10.481645 -2.30258509  7.658228
## 2073   13.428127 -2.30258509  9.772125
## 2074    6.487684 -2.30258509 11.736557
## 2075   13.525591 -2.30258509  9.168893
## 2076   15.074777 -2.30258509  9.860162
## 2077   12.093973 -2.30258509 11.413746
## 2078   14.532064 -2.30258509 10.548914
## 2079   16.934496 -2.30258509 12.152704
## 2080   15.105750 -2.30258509 11.606562
## 2081   17.031955 -2.30258509 10.402079
## 2082    8.379539 -2.30258509  8.130354
## 2083   13.477498 -2.30258509  9.871171
## 2084   13.613633 -2.30258509  8.738094
## 2085   12.718588 -2.30258509  7.773174
## 2086   14.558165 -2.30258509 10.776349
## 2087   15.501312 -2.30258509  9.229751
## 2088   16.672858 -2.30258509 11.468911
## 2089   11.110909 -2.30258509 11.785240
## 2090   13.564811 -2.30258509  9.312446
## 2091   15.154043 -2.30258509 11.730823
## 2092   12.825207 -2.30258509  9.907629
## 2093   13.809053 -2.30258509  9.585140
## 2094   13.412916 -2.30258509 12.659045
## 2095   16.957542 -2.30258509 12.282144
## 2096   13.525860 -2.30258509 10.066201
## 2097   10.366781 -2.30258509  7.939872
## 2098   11.318624 -2.30258509  8.892337
## 2099    6.066108 -2.30258509  8.291797
## 2100   13.694370 -2.30258509  9.373989
## 2101   14.704060 -2.30258509  9.982021
## 2102   14.582596 -2.30258509 10.992706
## 2103   16.979373 -2.30258509 12.463587
## 2104   13.564409 -2.30258509 10.365144
## 2105   13.426689 -2.30258509 12.921140
## 2106    8.353497 -2.30258509  8.541886
## 2107   15.526710 -2.30258509  9.342421
## 2108    7.039660 -2.30258509  9.759675
## 2109    9.031812 -2.30258509  9.068777
## 2110   15.167024 -2.30258509  9.959868
## 2111    8.192017 -2.30258509  8.182280
## 2112   13.633330 -2.30258509  9.484177
## 2113   14.719265 -2.30258509 10.117146
## 2114   15.200138 -2.30258509 11.903778
## 2115   16.722117 -2.30258509 11.807116
## 2116   12.536908 -2.30258509 10.818878
## 2117   13.428886 -2.30258509 13.134914
## 2118   13.640186 -2.30258509  9.491375
## 2119   15.558449 -2.30258509  9.440579
## 2120    6.037871 -2.30258509  8.765771
## 2121    8.843759 -2.30258509 11.898759
## 2122   14.737860 -2.30258509 10.344384
## 2123   14.907856 -2.30258509  8.496990
## 2124   14.265734 -2.30258509  9.725078
## 2125   14.619932 -2.30258509 11.299720
## 2126   17.009997 -2.30258509 12.702170
## 2127   13.712282 -2.30258509  9.678405
## 2128   15.269696 -2.30258509 12.104134
## 2129   13.651172 -2.30258509  9.951420
## 2130   15.743598 -2.30258509 13.230457
## 2131   15.596248 -2.30258509  9.619598
## 2132   13.830458 -2.30258509 11.016693
## 2133   17.136868 -2.30258509 11.084294
## 2134    9.585965 -2.30258509  9.907131
## 2135    8.327484 -2.30258509  8.954803
## 2136   14.339786 -2.30258509  9.855505
## 2137   14.675616 -2.30258509 11.528375
## 2138   10.295023 -2.30258509  8.761550
## 2139    8.927580 -2.30258509 11.974582
## 2140   13.094922 -2.30258509 10.119687
## 2141   14.284006 -2.30258509  9.982807
## 2142   14.859115 -2.30258509 11.394559
## 2143   14.024063 -2.30258509 11.286175
## 2144   18.058236 -2.30258509 13.431789
## 2145   11.359926 -2.30258509 10.405747
## 2146   12.005864 -2.30258509 10.084517
## 2147   15.585812 -2.30258509 12.460389
## 2148    8.879194 -2.30258509 12.122974
## 2149   14.773212 -2.30258509 10.647447
## 2150   14.734505 -2.30258509 11.649500
## 2151   13.855243 -2.30258509  9.986449
## 2152   14.490130 -2.30258509 12.100879
## 2153   12.589142 -2.30258509  9.127611
## 2154   14.790421 -2.30258509 11.900770
## 2155   11.380924 -2.30258509 10.796530
## 2156   14.183119 -2.30258509 11.655032
## 2157   13.920180 -2.30258509 10.154674
## 2158   15.759803 -2.30258509 12.661835
## 2159   11.217641 -2.30258509 13.554729
## 2160    3.761200 -2.30258509  9.456810
## 2161   14.790458 -2.30258509 11.017071
## 2162   17.127416 -2.30258509 13.161194
## 2163   12.109358 -2.30258509 10.234409
## 2164   14.659421 -2.30258509 12.292663
## 2165    8.907612 -2.30258509 12.303794
## 2166   15.246577 -2.30258509 10.474467
## 2167   15.735534 -2.30258509 10.107978
## 2168    9.897268 -2.30258509 10.163734
## 2169   18.082956 -2.30258509 13.383633
## 2170   14.291915 -2.30258509 11.490659
## 2171   11.223322 -2.30258509 12.264200
## 2172   16.006856 -2.30258509 10.698559
## 2173    8.288534 -2.30258509  9.284241
## 2174   14.865191 -2.30258509 10.131818
## 2175   14.876277 -2.30258509  9.065083
## 2176   17.213190 -2.30258509 11.623196
## 2177   15.894032 -2.30258509 12.443304
## 2178   17.164846 -2.30258509 12.969441
## 2179   14.853981 -2.30258509 12.321907
## 2180   13.980561 -2.30258509 10.040550
## 2181   11.619688 -2.30258509 10.155491
## 2182   14.354051 -2.30258509 11.737045
## 2183   13.484558 -2.30258509 10.208543
## 2184   17.196911 -2.30258509 13.177244
## 2185   18.096707 -2.30258509 13.563153
## 2186    8.275376 -2.30258509  9.412710
## 2187   14.895061 -2.30258509 11.656307
## 2188   15.282726 -2.30258509 10.556958
## 2189   14.009139 -2.30258509 10.154752
## 2190   14.872367 -2.30258509  9.133459
## 2191   11.241589 -2.30258509 12.381554
## 2192   14.873965 -2.30258509 11.082035
## 2193   15.953430 -2.30258509 12.612168
## 2194   13.933147 -2.30258509 10.224302
## 2195   17.221727 -2.30258509 13.424887
## 2196   15.810137 -2.30258509 13.639710
## 2197   15.840356 -2.30258509 10.292959
## 2198   15.339035 -2.30258509 10.594808
## 2199   14.980806 -2.30258509 11.258007
## 2200   14.867727 -2.30258509 11.120460
## 2201   14.871765 -2.30258509  9.224440
## 2202   11.260070 -2.30258509 12.494225
## 2203   15.964385 -2.30258509 12.796171
## 2204   14.007846 -2.30258509 10.267332
## 2205    8.262301 -2.30258509  9.622913
## 2206   14.917352 -2.30258509 10.395925
## 2207   14.970110 -2.30258509 12.132157
## 2208   15.894023 -2.30258509 10.362019
## 2209    8.249314 -2.30258509  9.710449
## 2210   13.105510 -2.30258509 10.692331
## 2211   14.959189 -2.30258509 10.474495
## 2212   17.305225 -2.30258509 12.292260
## 2213   14.873968 -2.30258509  9.270400
## 2214   17.243724 -2.30258509 13.516902
## 2215   14.018402 -2.30258509 10.333613
## 2216   15.078388 -2.30258509 11.378354
## 2217   11.640104 -2.30258509 10.125711
## 2218   16.045072 -2.30258509 11.151669
## 2219   15.037715 -2.30258509 12.067086
## 2220   13.176116 -2.30258509 10.755346
## 2221   18.143442 -2.30258509 13.772393
## 2222    8.236421 -2.30258509  9.752083
## 2223   15.109283 -2.30258509 12.067776
## 2224   15.154891 -2.30258509 11.406854
## 2225   17.264942 -2.30258509 13.532969
## 2226   13.755422 -2.30258509 11.213994
## 2227   14.503213 -2.30258509  9.969322
## 2228   13.949951 -2.30258509 10.081592
## 2229   15.984775 -2.30258509 12.899767
## 2230   14.047949 -2.30258509 10.390195
## 2231   12.575423 -2.30258509  9.316590
## 2232   17.338428 -2.30258509 12.365799
## 2233   11.395672 -2.30258509 10.514557
## 2234   11.654764 -2.30258509 10.050009
## 2235   13.558846 -2.30258509 13.752502
## 2236   13.241530 -2.30258509 10.780934
## 2237   11.316387 -2.30258509 12.658199
## 2238   13.412722 -2.30258509 10.674267
## 2239   15.140351 -2.30258509 11.999356
## 2240   10.296273 -2.30258509  9.359622
## 2241   14.086403 -2.30258509 10.415952
## 2242   13.727697 -2.30258509 10.560671
## 2243   16.003459 -2.30258509 12.822001
## 2244   12.583464 -2.30258509  9.264165
## 2245   18.175694 -2.30258509 13.669691
## 2246   17.402237 -2.30258509 12.024395
## 2247   15.178726 -2.30258509 11.649081
## 2248   17.304409 -2.30258509 13.414263
## 2249    9.033723 -2.30258509 12.622853
## 2250   16.082400 -2.30258509 10.879480
## 2251   14.697033 -2.30258509 11.993745
## 2252   14.124569 -2.30258509 10.343386
## 2253   16.745903 -2.30258509  9.709174
## 2254   10.523284 -2.30258509  9.612734
## 2255   15.214292 -2.30258509 10.655941
## 2256   13.484817 -2.30258509 12.539741
## 2257   15.922222 -2.30258509 14.482305
## 2258    8.380915 -2.30258509  9.963171
## 2259   15.748842 -2.30258509 14.127134
## 2260   11.737069 -2.30258509 12.374937
## 2261   13.606721 -2.30258509 12.192430
## 2262   18.226488 -2.30258509 14.481179
## 2263   13.643883 -2.30258509 12.193539
## 2264   12.011383 -2.30258509 12.975224
## 2265   12.997990 -2.30258509  9.970585
## 2266   15.793729 -2.30258509 12.565783
## 2267   11.764905 -2.30258509 12.374743
## 2268   17.932227 -2.30258509 14.135895
## 2269   13.008467 -2.30258509 10.071118
## 2270   13.689899 -2.30258509 12.275575
## 2271   15.801294 -2.30258509 12.642070
## 2272   15.637681 -2.30258509 14.221915
## 2273   18.228169 -2.30258509 14.547150
## 2274   16.597364 -2.30258509 13.068671
## 2275   14.134788 -2.30258509 12.670068
## 2276   14.299498 -2.30258509 13.270904
## 2277   17.946587 -2.30258509 14.427743
## 2278   15.910016 -2.30258509 12.477145
## 2279   14.166968 -2.30258509 12.819134
## 2280   15.652068 -2.30258509 14.566754
## 2281   10.734111 -2.30258509 10.464959
## 2282   16.605557 -2.30258509 13.397538
## 2283   15.925921 -2.30258509 14.850243
## 2284   15.815588 -2.30258509 12.908955
## 2285   17.961488 -2.30258509 14.602578
## 2286   14.206618 -2.30258509 12.862854
## 2287   13.050132 -2.30258509 10.536672
## 2288   15.923033 -2.30258509 12.663789
## 2289   15.821994 -2.30258509 12.943918
## 2290   16.607894 -2.30258509 13.437682
## 2291   18.227938 -2.30258509 14.861729
## 2292   13.066083 -2.30258509 10.666860
## 2293   14.306915 -2.30258509 13.506203
## 2294   17.968460 -2.30258509 14.657309
## 2295   14.252447 -2.30258509 12.919660
## 2296   18.226810 -2.30258509 14.912356
## 2297   15.927981 -2.30258509 12.725699
## 2298   15.828269 -2.30258509 12.998239
## 2299   16.611675 -2.30258509 13.651295
## 2300   15.837206 -2.30258509 13.103672
## 2301   15.931222 -2.30258509 12.871813
## 2302   13.081527 -2.30258509 10.851025
## 2303    9.696279 -2.30258509 13.062448
## 2304   18.225473 -2.30258509 15.046781
## 2305   15.674341 -2.30258509 14.794059
## 2306   15.677651 -2.30258509 14.890617
## 2307   15.849912 -2.30258509 13.248587
## 2308   13.618518 -2.30258509 15.136003
## 2309   10.796817 -2.30258509 10.982645
## 2310   16.615568 -2.30258509 13.766184
## 2311   13.117920 -2.30258509 10.905350
## 2312   14.318337 -2.30258509 13.677993
## 2313   14.401347 -2.30258509 13.088298
## 2314   13.616129 -2.30258509 15.042593
## 2315   15.862407 -2.30258509 13.225304
## 2316   13.381251 -2.30258509 14.809091
## 2317   13.636795 -2.30258509 12.879718
## 2318   16.625840 -2.30258509 13.649906
## 2319   15.691536 -2.30258509 14.788253
## 2320   15.928747 -2.30258509 15.137084
## 2321   14.327959 -2.30258509 13.715990
## 2322   13.158400 -2.30258509 11.029974
## 2323   15.942747 -2.30258509 12.975451
## 2324   13.953309 -2.30258509 13.167968
## 2325   17.995157 -2.30258509 14.868134
## 2326   16.634205 -2.30258509 13.639874
## 2327   15.947306 -2.30258509 12.922453
## 2328   15.894560 -2.30258509 13.439245
## 2329   15.946812 -2.30258509 15.075999
## 2330   16.224997 -2.30258509 13.114640
## 2331   15.697412 -2.30258509 14.802697
## 2332   10.895739 -2.30258509 10.998360
## 2333   16.229889 -2.30258509 13.165022
## 2334   13.669982 -2.30258509 15.132938
## 2335   10.475173 -2.30258509  8.788136
## 2336   15.953147 -2.30258509 12.971985
## 2337   14.336939 -2.30258509 13.684460
## 2338   10.902942 -2.30258509 11.085261
## 2339   11.634762 -2.30258509 13.190751
## 2340   11.405619 -2.30258509 15.173687
## 2341   12.035628 -2.30258509 13.701410
## 2342   18.010182 -2.30258509 14.864920
## 2343   13.229097 -2.30258509 11.139032
## 2344   15.960456 -2.30258509 13.000388
## 2345   15.918259 -2.30258509 13.496046
## 2346   18.218401 -2.30258509 15.026733
## 2347   15.712001 -2.30258509 14.707176
## 2348   15.929643 -2.30258509 13.450397
## 2349   10.950175 -2.30258509 11.003299
## 2350   16.238027 -2.30258509 13.044047

Testing_data_Shared3

##        X                      sub.region Year
## 1   1017                 Northern Africa 2011
## 2    679 Latin America and the Caribbean 2010
## 3   2177              Sub-Saharan Africa 2008
## 4    930                      Micronesia 2007
## 5   1533                   Southern Asia 2009
## 6    471 Latin America and the Caribbean 2003
## 7   2347              Sub-Saharan Africa 2011
## 8    270                  Eastern Europe 2007
## 9   1211                 Northern Europe 2013
## 10   597 Latin America and the Caribbean 2007
## 11  1301              South-eastern Asia 2002
## 12  1974              Sub-Saharan Africa 2003
## 13   330                  Eastern Europe 2013
## 14  1799              Sub-Saharan Africa 2000
## 15  1615                 Southern Europe 2001
## 16  1749                 Southern Europe 2013
## 17    37                    Central Asia 2000
## 18  1129                 Northern Europe 2005
## 19   729 Latin America and the Caribbean 2012
## 20   878                       Melanesia 2006
## 21   485 Latin America and the Caribbean 2004
## 22  1826              Sub-Saharan Africa 2000
## 23  2430              Sub-Saharan Africa 2013
## 24   975                 Northern Africa 2004
## 25  2849                  Western Europe 2003
## 26  2900                  Western Europe 2010
## 27  2374              Sub-Saharan Africa 2012
## 28  2378              Sub-Saharan Africa 2012
## 29   554 Latin America and the Caribbean 2006
## 30  1446              South-eastern Asia 2015
## 31  2159              Sub-Saharan Africa 2007
## 32  1948              Sub-Saharan Africa 2003
## 33  2580                    Western Asia 2001
## 34  1530                   Southern Asia 2009
## 35  2604                    Western Asia 2002
## 36   343                  Eastern Europe 2015
## 37  2630                    Western Asia 2004
## 38    40                    Central Asia 2001
## 39   537 Latin America and the Caribbean 2005
## 40  2423              Sub-Saharan Africa 2013
## 41   248                  Eastern Europe 2005
## 42  1222                 Northern Europe 2014
## 43  2426              Sub-Saharan Africa 2013
## 44  2087              Sub-Saharan Africa 2006
## 45  2483              Sub-Saharan Africa 2014
## 46  2858                  Western Europe 2004
## 47  1414              South-eastern Asia 2012
## 48  1304              South-eastern Asia 2002
## 49  1696                 Southern Europe 2008
## 50   526 Latin America and the Caribbean 2005
## 51  2690                    Western Asia 2008
## 52  1069                Northern America 2011
## 53  1426              South-eastern Asia 2013
## 54    22       Australia and New Zealand 2010
## 55  1742                 Southern Europe 2012
## 56  1766                 Southern Europe 2014
## 57  2241              Sub-Saharan Africa 2009
## 58  1395              South-eastern Asia 2011
## 59  2547              Sub-Saharan Africa 2015
## 60  1128                 Northern Europe 2005
## 61   983                 Northern Africa 2005
## 62  1791              Sub-Saharan Africa 2000
## 63  1516                   Southern Asia 2007
## 64  1640                 Southern Europe 2003
## 65  1639                 Southern Europe 2003
## 66   843 Latin America and the Caribbean 2015
## 67   465 Latin America and the Caribbean 2003
## 68   996                 Northern Africa 2007
## 69  1549                   Southern Asia 2011
## 70  1200                 Northern Europe 2012
## 71  1134                 Northern Europe 2005
## 72    84                    Central Asia 2010
## 73  1895              Sub-Saharan Africa 2002
## 74  1165                 Northern Europe 2008
## 75  2300              Sub-Saharan Africa 2010
## 76  2781                    Western Asia 2013
## 77  2907                  Western Europe 2011
## 78  2668                    Western Asia 2006
## 79  1328              South-eastern Asia 2005
## 80   557 Latin America and the Caribbean 2006
## 81  1685                 Southern Europe 2007
## 82   287                  Eastern Europe 2009
## 83  2662                    Western Asia 2006
## 84  2377              Sub-Saharan Africa 2012
## 85  2535              Sub-Saharan Africa 2015
## 86  1522                   Southern Asia 2008
## 87   858                       Melanesia 2001
## 88  1840              Sub-Saharan Africa 2001
## 89  2667                    Western Asia 2006
## 90   576 Latin America and the Caribbean 2007
## 91   990                 Northern Africa 2006
## 92   316                  Eastern Europe 2012
## 93  1075                Northern America 2014
## 94   733 Latin America and the Caribbean 2012
## 95  1314              South-eastern Asia 2003
## 96  2698                    Western Asia 2008
## 97  2936                  Western Europe 2015
## 98   811 Latin America and the Caribbean 2014
## 99   955                 Northern Africa 2000
## 100 2330              Sub-Saharan Africa 2011
## 101 1167                 Northern Europe 2008
## 102 2333              Sub-Saharan Africa 2011
## 103 1706                 Southern Europe 2009
## 104  501 Latin America and the Caribbean 2004
## 105 2559                    Western Asia 2000
## 106  536 Latin America and the Caribbean 2005
## 107 2741                    Western Asia 2011
## 108  988                 Northern Africa 2006
## 109 2785                    Western Asia 2013
## 110 1067                Northern America 2010
## 111 1025                 Northern Africa 2012
## 112   29       Australia and New Zealand 2014
## 113 1942              Sub-Saharan Africa 2003
## 114  838 Latin America and the Caribbean 2015
## 115 1820              Sub-Saharan Africa 2000
## 116 1652                 Southern Europe 2004
## 117 2281              Sub-Saharan Africa 2010
## 118 1317              South-eastern Asia 2004
## 119  573 Latin America and the Caribbean 2007
## 120 1966              Sub-Saharan Africa 2003
## 121  369 Latin America and the Caribbean 2000
## 122 2499              Sub-Saharan Africa 2014
## 123   86                    Central Asia 2010
## 124 1507                   Southern Asia 2006
## 125 2375              Sub-Saharan Africa 2012
## 126 1646                 Southern Europe 2004
## 127  355 Latin America and the Caribbean 2000
## 128 1843              Sub-Saharan Africa 2001
## 129 1073                Northern America 2013
## 130  361 Latin America and the Caribbean 2000
## 131 1340              South-eastern Asia 2006
## 132 1266                       Polynesia 2013
## 133 2806                    Western Asia 2014
## 134 1841              Sub-Saharan Africa 2001
## 135  247                  Eastern Europe 2005
## 136  751 Latin America and the Caribbean 2012
## 137  219                  Eastern Europe 2002
## 138  135                    Eastern Asia 2004
## 139  111                    Central Asia 2015
## 140  532 Latin America and the Caribbean 2005
## 141 2425              Sub-Saharan Africa 2013
## 142  408 Latin America and the Caribbean 2001
## 143 1589                   Southern Asia 2015
## 144  912                       Melanesia 2015
## 145 2515              Sub-Saharan Africa 2015
## 146 2178              Sub-Saharan Africa 2008
## 147 2851                  Western Europe 2003
## 148 1836              Sub-Saharan Africa 2001
## 149  359 Latin America and the Caribbean 2000
## 150 2153              Sub-Saharan Africa 2007
## 151 1148                 Northern Europe 2007
## 152 2042              Sub-Saharan Africa 2005
## 153 1101                 Northern Europe 2002
## 154 1242                       Polynesia 2002
## 155 1218                 Northern Europe 2014
## 156   19       Australia and New Zealand 2009
## 157  273                  Eastern Europe 2008
## 158  418 Latin America and the Caribbean 2002
## 159 1995              Sub-Saharan Africa 2004
## 160 1567                   Southern Asia 2013
## 161 2467              Sub-Saharan Africa 2014
## 162  867                       Melanesia 2004
## 163  686 Latin America and the Caribbean 2010
## 164  403 Latin America and the Caribbean 2001
## 165 1611                 Southern Europe 2001
## 166 1040                 Northern Africa 2015
## 167 1064                Northern America 2009
## 168 1801              Sub-Saharan Africa 2000
## 169  818 Latin America and the Caribbean 2014
## 170 2652                    Western Asia 2005
## 171  634 Latin America and the Caribbean 2009
## 172  664 Latin America and the Caribbean 2010
## 173  719 Latin America and the Caribbean 2011
## 174  500 Latin America and the Caribbean 2004
## 175 2720                    Western Asia 2009
## 176 2277              Sub-Saharan Africa 2010
## 177  423 Latin America and the Caribbean 2002
## 178  421 Latin America and the Caribbean 2002
## 179  989                 Northern Africa 2006
## 180  140                    Eastern Asia 2005
## 181  126                    Eastern Asia 2002
## 182  998                 Northern Africa 2008
## 183 2773                    Western Asia 2012
## 184 2319              Sub-Saharan Africa 2011
## 185 1154                 Northern Europe 2007
## 186 2625                    Western Asia 2004
## 187 1536                   Southern Asia 2009
## 188  504 Latin America and the Caribbean 2004
## 189 1481                   Southern Asia 2003
## 190  358 Latin America and the Caribbean 2000
## 191  785 Latin America and the Caribbean 2013
## 192 2175              Sub-Saharan Africa 2008
## 193 2693                    Western Asia 2008
## 194 1572                   Southern Asia 2013
## 195  305                  Eastern Europe 2011
## 196 1833              Sub-Saharan Africa 2000
## 197 2461              Sub-Saharan Africa 2014
## 198  981                 Northern Africa 2005
## 199 2624                    Western Asia 2004
## 200  129                    Eastern Asia 2003
## 201  309                  Eastern Europe 2011
## 202  441 Latin America and the Caribbean 2002
## 203 2738                    Western Asia 2010
## 204  470 Latin America and the Caribbean 2003
## 205 2610                    Western Asia 2003
## 206 1360              South-eastern Asia 2007
## 207 1822              Sub-Saharan Africa 2000
## 208 1790              Sub-Saharan Africa 2000
## 209  349                  Eastern Europe 2015
## 210  894                       Melanesia 2010
## 211  590 Latin America and the Caribbean 2007
## 212 1956              Sub-Saharan Africa 2003
## 213  474 Latin America and the Caribbean 2003
## 214 2216              Sub-Saharan Africa 2008
## 215 2549              Sub-Saharan Africa 2015
## 216 2761                    Western Asia 2012
## 217  952                 Northern Africa 2000
## 218  455 Latin America and the Caribbean 2003
## 219 2404              Sub-Saharan Africa 2012
## 220 2121              Sub-Saharan Africa 2006
## 221 1577                   Southern Asia 2014
## 222   15       Australia and New Zealand 2007
## 223   62                    Central Asia 2005
## 224  390 Latin America and the Caribbean 2001
## 225 1668                 Southern Europe 2006
## 226 1059                Northern America 2006
## 227  381 Latin America and the Caribbean 2000
## 228 1891              Sub-Saharan Africa 2002
## 229 2125              Sub-Saharan Africa 2007
## 230 2921                  Western Europe 2013
## 231 1351              South-eastern Asia 2007
## 232 2079              Sub-Saharan Africa 2006
## 233 2597                    Western Asia 2002
## 234 2012              Sub-Saharan Africa 2004
## 235 1052                Northern America 2003
## 236 2110              Sub-Saharan Africa 2006
## 237 1172                 Northern Europe 2009
## 238  797 Latin America and the Caribbean 2014
## 239 1596                 Southern Europe 2000
## 240  961                 Northern Africa 2001
## 241  334                  Eastern Europe 2014
## 242 2707                    Western Asia 2009
## 243 1292              South-eastern Asia 2001
## 244 2141              Sub-Saharan Africa 2007
## 245  610 Latin America and the Caribbean 2008
## 246 1265                       Polynesia 2013
## 247 2081              Sub-Saharan Africa 2006
## 248 2485              Sub-Saharan Africa 2014
## 249 2816                    Western Asia 2015
## 250 2265              Sub-Saharan Africa 2009
## 251 2156              Sub-Saharan Africa 2007
## 252 2755                    Western Asia 2011
## 253 1294              South-eastern Asia 2001
## 254 2803                    Western Asia 2014
## 255 2257              Sub-Saharan Africa 2009
## 256 1362              South-eastern Asia 2008
## 257 1633                 Southern Europe 2003
## 258 1760                 Southern Europe 2013
## 259 1608                 Southern Europe 2001
## 260 2796                    Western Asia 2014
## 261  568 Latin America and the Caribbean 2006
## 262 1002                 Northern Africa 2008
## 263  743 Latin America and the Caribbean 2012
## 264 1735                 Southern Europe 2011
## 265 2249              Sub-Saharan Africa 2009
## 266 1378              South-eastern Asia 2009
## 267  116                    Eastern Asia 2000
## 268 2043              Sub-Saharan Africa 2005
## 269 1257                       Polynesia 2009
## 270 1692                 Southern Europe 2008
## 271 1463                   Southern Asia 2001
## 272 1221                 Northern Europe 2014
## 273  462 Latin America and the Caribbean 2003
## 274 1957              Sub-Saharan Africa 2003
## 275 2932                  Western Europe 2015
## 276 2283              Sub-Saharan Africa 2010
## 277 2561                    Western Asia 2000
## 278 1498                   Southern Asia 2005
## 279 2221              Sub-Saharan Africa 2009
## 280 1107                 Northern Europe 2002
## 281 2661                    Western Asia 2006
## 282  407 Latin America and the Caribbean 2001
## 283 2372              Sub-Saharan Africa 2012
## 284 2033              Sub-Saharan Africa 2005
## 285  731 Latin America and the Caribbean 2012
## 286  185                    Eastern Asia 2014
## 287 1204                 Northern Europe 2012
## 288 2512              Sub-Saharan Africa 2015
## 289  493 Latin America and the Caribbean 2004
## 290  675 Latin America and the Caribbean 2010
## 291  966                 Northern Africa 2002
## 292 2492              Sub-Saharan Africa 2014
## 293 1191                 Northern Europe 2011
## 294 2097              Sub-Saharan Africa 2006
## 295 2017              Sub-Saharan Africa 2004
## 296 1495                   Southern Asia 2005
## 297 1697                 Southern Europe 2008
## 298  291                  Eastern Europe 2009
## 299  653 Latin America and the Caribbean 2009
## 300 2804                    Western Asia 2014
## 301 2482              Sub-Saharan Africa 2014
## 302   56                    Central Asia 2004
## 303  934                      Micronesia 2009
## 304  329                  Eastern Europe 2013
## 305  494 Latin America and the Caribbean 2004
## 306 1758                 Southern Europe 2013
## 307 2635                    Western Asia 2004
## 308 2152              Sub-Saharan Africa 2007
## 309 1027                 Northern Africa 2012
## 310  161                    Eastern Asia 2009
## 311 2432              Sub-Saharan Africa 2013
## 312 2484              Sub-Saharan Africa 2014
## 313  127                    Eastern Asia 2002
## 314  260                  Eastern Europe 2006
## 315  717 Latin America and the Caribbean 2011
## 316   60                    Central Asia 2005
## 317 1857              Sub-Saharan Africa 2001
## 318 2496              Sub-Saharan Africa 2014
## 319 2536              Sub-Saharan Africa 2015
## 320  181                    Eastern Asia 2013
## 321 1534                   Southern Asia 2009
## 322 1157                 Northern Europe 2007
## 323 1642                 Southern Europe 2004
## 324 1452                   Southern Asia 2000
## 325 2641                    Western Asia 2005
## 326  676 Latin America and the Caribbean 2010
## 327 1993              Sub-Saharan Africa 2004
## 328 2899                  Western Europe 2010
## 329  611 Latin America and the Caribbean 2008
## 330 1699                 Southern Europe 2008
## 331  148                    Eastern Asia 2007
## 332  150                    Eastern Asia 2007
## 333  121                    Eastern Asia 2001
## 334  169                    Eastern Asia 2011
## 335  598 Latin America and the Caribbean 2007
## 336 1491                   Southern Asia 2004
## 337  108                    Central Asia 2015
## 338 2578                    Western Asia 2001
## 339 1580                   Southern Asia 2014
## 340 1447              South-eastern Asia 2015
## 341 1115                 Northern Europe 2003
## 342 2212              Sub-Saharan Africa 2008
## 343   51                    Central Asia 2003
## 344 2167              Sub-Saharan Africa 2007
## 345 2513              Sub-Saharan Africa 2015
## 346 2763                    Western Asia 2012
## 347 2099              Sub-Saharan Africa 2006
## 348 1783                 Southern Europe 2015
## 349 2429              Sub-Saharan Africa 2013
## 350  436 Latin America and the Caribbean 2002
## 351 2137              Sub-Saharan Africa 2007
## 352 1941              Sub-Saharan Africa 2003
## 353  533 Latin America and the Caribbean 2005
## 354 1907              Sub-Saharan Africa 2002
## 355 1381              South-eastern Asia 2009
## 356 1496                   Southern Asia 2005
## 357  846 Latin America and the Caribbean 2015
## 358 1095                 Northern Europe 2001
## 359 1408              South-eastern Asia 2012
## 360 2363              Sub-Saharan Africa 2012
## 361 2802                    Western Asia 2014
## 362 2852                  Western Europe 2003
## 363  570 Latin America and the Caribbean 2007
## 364 1295              South-eastern Asia 2002
## 365 1926              Sub-Saharan Africa 2002
## 366 1570                   Southern Asia 2013
## 367 1813              Sub-Saharan Africa 2000
## 368 1598                 Southern Europe 2000
## 369 2658                    Western Asia 2006
## 370 1192                 Northern Europe 2011
## 371 1858              Sub-Saharan Africa 2001
## 372 1065                Northern America 2009
## 373  633 Latin America and the Caribbean 2009
## 374  281                  Eastern Europe 2008
## 375 2768                    Western Asia 2012
## 376  724 Latin America and the Caribbean 2011
## 377 2053              Sub-Saharan Africa 2005
## 378 1354              South-eastern Asia 2007
## 379  492 Latin America and the Caribbean 2004
## 380 2068              Sub-Saharan Africa 2005
## 381 2678                    Western Asia 2007
## 382 1103                 Northern Europe 2002
## 383 1949              Sub-Saharan Africa 2003
## 384  514 Latin America and the Caribbean 2005
## 385 1921              Sub-Saharan Africa 2002
## 386 2117              Sub-Saharan Africa 2006
## 387 2576                    Western Asia 2001
## 388 1253                       Polynesia 2007
## 389 2016              Sub-Saharan Africa 2004
## 390 1320              South-eastern Asia 2004
## 391 2189              Sub-Saharan Africa 2008
## 392  132                    Eastern Asia 2003
## 393 2090              Sub-Saharan Africa 2006
## 394 2757                    Western Asia 2011
## 395 1659                 Southern Europe 2005
## 396 2181              Sub-Saharan Africa 2008
## 397 1972              Sub-Saharan Africa 2003
## 398 2342              Sub-Saharan Africa 2011
## 399  750 Latin America and the Caribbean 2012
## 400 1421              South-eastern Asia 2013
## 401 2312              Sub-Saharan Africa 2010
## 402 2225              Sub-Saharan Africa 2009
## 403  944                      Micronesia 2013
## 404 1839              Sub-Saharan Africa 2001
## 405 1628                 Southern Europe 2002
## 406 1392              South-eastern Asia 2010
## 407 1838              Sub-Saharan Africa 2001
## 408 2883                  Western Europe 2008
## 409 1163                 Northern Europe 2008
## 410 1544                   Southern Asia 2010
## 411  320                  Eastern Europe 2012
## 412  852                       Melanesia 2000
## 413  115                    Eastern Asia 2000
## 414 1474                   Southern Asia 2002
## 415 2501              Sub-Saharan Africa 2014
## 416 2444              Sub-Saharan Africa 2013
## 417 2817                    Western Asia 2015
## 418 2830                  Western Europe 2000
## 419  882                       Melanesia 2007
## 420 2207              Sub-Saharan Africa 2008
## 421 2595                    Western Asia 2002
## 422 1784                 Southern Europe 2015
## 423 2018              Sub-Saharan Africa 2004
## 424 2732                    Western Asia 2010
## 425 1818              Sub-Saharan Africa 2000
## 426  109                    Central Asia 2015
## 427 1648                 Southern Europe 2004
## 428  753 Latin America and the Caribbean 2012
## 429 2841                  Western Europe 2002
## 430  393 Latin America and the Caribbean 2001
## 431  648 Latin America and the Caribbean 2009
## 432   45                    Central Asia 2002
## 433  112                    Central Asia 2015
## 434 1051                Northern America 2002
## 435  940                      Micronesia 2012
## 436  222                  Eastern Europe 2002
## 437 2314              Sub-Saharan Africa 2011
## 438  158                    Eastern Asia 2009
## 439 2739                    Western Asia 2010
## 440 1937              Sub-Saharan Africa 2003
## 441  950                 Northern Africa 2000
## 442 2434              Sub-Saharan Africa 2013
## 443 2550              Sub-Saharan Africa 2015
## 444  300                  Eastern Europe 2010
## 445 2007              Sub-Saharan Africa 2004
## 446 1139                 Northern Europe 2006
## 447  340                  Eastern Europe 2014
## 448 2140              Sub-Saharan Africa 2007
## 449  412 Latin America and the Caribbean 2001
## 450 1676                 Southern Europe 2006
## 451   99                    Central Asia 2013
## 452 1667                 Southern Europe 2006
## 453  783 Latin America and the Caribbean 2013
## 454 1190                 Northern Europe 2011
## 455 1459                   Southern Asia 2001
## 456 1021                 Northern Africa 2011
## 457 1776                 Southern Europe 2015
## 458 2672                    Western Asia 2006
## 459 2923                  Western Europe 2013
## 460 1326              South-eastern Asia 2004
## 461 1847              Sub-Saharan Africa 2001
## 462 1232                 Northern Europe 2015
## 463 1018                 Northern Africa 2011
## 464 2593                    Western Asia 2002
## 465  383 Latin America and the Caribbean 2000
## 466  728 Latin America and the Caribbean 2012
## 467  771 Latin America and the Caribbean 2013
## 468 1111                 Northern Europe 2003
## 469  484 Latin America and the Caribbean 2004
## 470  503 Latin America and the Caribbean 2004
## 471 2353              Sub-Saharan Africa 2011
## 472 2160              Sub-Saharan Africa 2007
## 473 2360              Sub-Saharan Africa 2011
## 474 1700                 Southern Europe 2008
## 475   58                    Central Asia 2005
## 476 1509                   Southern Asia 2006
## 477  705 Latin America and the Caribbean 2011
## 478 2021              Sub-Saharan Africa 2004
## 479  342                  Eastern Europe 2014
## 480 1621                 Southern Europe 2002
## 481 2798                    Western Asia 2014
## 482 2139              Sub-Saharan Africa 2007
## 483 2170              Sub-Saharan Africa 2008
## 484   44                    Central Asia 2002
## 485 1803              Sub-Saharan Africa 2000
## 486 2892                  Western Europe 2009
## 487 1124                 Northern Europe 2004
## 488  313                  Eastern Europe 2012
## 489 2004              Sub-Saharan Africa 2004
## 490 1256                       Polynesia 2009
## 491  822 Latin America and the Caribbean 2015
## 492 1384              South-eastern Asia 2010
## 493 1035                 Northern Africa 2014
## 494   81                    Central Asia 2009
## 495 2771                    Western Asia 2012
## 496 2194              Sub-Saharan Africa 2008
## 497 2493              Sub-Saharan Africa 2014
## 498 2779                    Western Asia 2013
## 499 2376              Sub-Saharan Africa 2012
## 500 1401              South-eastern Asia 2011
## 501 2530              Sub-Saharan Africa 2015
## 502  435 Latin America and the Caribbean 2002
## 503 2298              Sub-Saharan Africa 2010
## 504 2463              Sub-Saharan Africa 2014
## 505 1786              Sub-Saharan Africa 2000
## 506  234                  Eastern Europe 2004
## 507  296                  Eastern Europe 2010
## 508  315                  Eastern Europe 2012
## 509 1547                   Southern Asia 2010
## 510 2740                    Western Asia 2010
## 511 1779                 Southern Europe 2015
## 512 2793                    Western Asia 2014
## 513 2897                  Western Europe 2010
## 514  182                    Eastern Asia 2013
## 515   61                    Central Asia 2005
## 516 1372              South-eastern Asia 2009
## 517  510 Latin America and the Caribbean 2005
## 518 1089                 Northern Europe 2001
## 519  649 Latin America and the Caribbean 2009
## 520 1861              Sub-Saharan Africa 2001
## 521 2601                    Western Asia 2002
## 522 1386              South-eastern Asia 2010
## 523 2114              Sub-Saharan Africa 2006
## 524 1637                 Southern Europe 2003
## 525 2293              Sub-Saharan Africa 2010
## 526 2896                  Western Europe 2010
## 527  453 Latin America and the Caribbean 2003
## 528 1983              Sub-Saharan Africa 2004
## 529 1177                 Northern Europe 2009
## 530   17       Australia and New Zealand 2008
## 531 1057                Northern America 2005
## 532 2344              Sub-Saharan Africa 2011
## 533 2684                    Western Asia 2007
## 534 2196              Sub-Saharan Africa 2008
## 535 1525                   Southern Asia 2008
## 536 2324              Sub-Saharan Africa 2011
## 537  624 Latin America and the Caribbean 2008
## 538 1713                 Southern Europe 2010
## 539 2697                    Western Asia 2008
## 540  795 Latin America and the Caribbean 2014
## 541 1473                   Southern Asia 2002
## 542 2820                    Western Asia 2015
## 543 1940              Sub-Saharan Africa 2003
## 544 2389              Sub-Saharan Africa 2012
## 545  472 Latin America and the Caribbean 2003
## 546 2351              Sub-Saharan Africa 2011
## 547 2132              Sub-Saharan Africa 2007
## 548  802 Latin America and the Caribbean 2014
## 549 2436              Sub-Saharan Africa 2013
## 550 2456              Sub-Saharan Africa 2013
## 551 1871              Sub-Saharan Africa 2001
## 552 1694                 Southern Europe 2008
## 553  938                      Micronesia 2011
## 554  909                       Melanesia 2014
## 555 2477              Sub-Saharan Africa 2014
## 556  363 Latin America and the Caribbean 2000
## 557 2402              Sub-Saharan Africa 2012
## 558 1267                       Polynesia 2013
## 559 2792                    Western Asia 2014
## 560  594 Latin America and the Caribbean 2007
## 561 1988              Sub-Saharan Africa 2004
## 562 2373              Sub-Saharan Africa 2012
## 563  702 Latin America and the Caribbean 2011
## 564 2158              Sub-Saharan Africa 2007
## 565 2673                    Western Asia 2007
## 566  959                 Northern Africa 2001
## 567  282                  Eastern Europe 2008
## 568 2273              Sub-Saharan Africa 2010
## 569 2783                    Western Asia 2013
## 570 1489                   Southern Asia 2004
## 571  397 Latin America and the Caribbean 2001
## 572 2354              Sub-Saharan Africa 2011
## 573  935                      Micronesia 2010
## 574 2888                  Western Europe 2008
## 575  744 Latin America and the Caribbean 2012
## 576  564 Latin America and the Caribbean 2006
## 577 1121                 Northern Europe 2004
## 578 2696                    Western Asia 2008
## 579  478 Latin America and the Caribbean 2004
## 580 1597                 Southern Europe 2000
## 581 1592                   Southern Asia 2015
## 582 2290              Sub-Saharan Africa 2010
## 583 1231                 Northern Europe 2015
## 584 2646                    Western Asia 2005
## 585   87                    Central Asia 2010
## 586  217                  Eastern Europe 2002
## 587 1537                   Southern Asia 2009
## 588  860                       Melanesia 2002
##                                                  Country     Status
## 1                                                Tunisia Developing
## 2                                                 Guyana Developing
## 3                                             Mozambique Developing
## 4                       Micronesia (Federated States of) Developing
## 5                                                  India Developing
## 6                                                Uruguay Developing
## 7                                                Liberia Developing
## 8                                                Hungary  Developed
## 9                                                Denmark  Developed
## 10                                              Barbados Developing
## 11                                             Indonesia Developing
## 12                                               Senegal Developing
## 13                                               Hungary  Developed
## 14                                                Zambia Developing
## 15                                                 Italy  Developed
## 16                                                 Spain  Developed
## 17                                            Uzbekistan Developing
## 18                                                Norway  Developed
## 19                                               Grenada Developing
## 20                                      Papua New Guinea Developing
## 21                                               Ecuador Developing
## 22                                               Senegal Developing
## 23                                               Namibia Developing
## 24                                               Tunisia Developing
## 25                                           Switzerland  Developed
## 26                                            Luxembourg  Developed
## 27                                            Madagascar Developing
## 28                                               Somalia Developing
## 29                                              Suriname Developing
## 30                                              Malaysia Developing
## 31                                             Swaziland Developing
## 32                                                 Niger Developing
## 33                                               Georgia Developing
## 34                                                 Nepal Developing
## 35                                                  Oman Developing
## 36                                              Bulgaria  Developed
## 37                                                 Yemen Developing
## 38                                            Kyrgyzstan Developing
## 39                                                  Cuba Developing
## 40                                               Liberia Developing
## 41                                   Republic of Moldova Developing
## 42  United Kingdom of Great Britain and Northern Ireland  Developed
## 43                                                Zambia Developing
## 44                                              Cameroon Developing
## 45                           United Republic of Tanzania Developing
## 46                                               Austria  Developed
## 47                                              Thailand Developing
## 48                                              Thailand Developing
## 49                                              Slovenia  Developed
## 50                                                Belize Developing
## 51                                                  Iraq Developing
## 52                                                Canada Developing
## 53                                              Malaysia Developing
## 54                                             Australia  Developed
## 55                                            Montenegro Developing
## 56                                               Albania Developing
## 57                           United Republic of Tanzania Developing
## 58                                              Cambodia Developing
## 59                                                 Congo Developing
## 60                                                Sweden  Developed
## 61                                               Tunisia Developing
## 62                                              Zimbabwe Developing
## 63                                                 Nepal Developing
## 64                                Bosnia and Herzegovina Developing
## 65                                              Slovenia  Developed
## 66                                            Costa Rica Developing
## 67                                           El Salvador Developing
## 68                                               Tunisia Developing
## 69                            Iran (Islamic Republic of) Developing
## 70                                               Estonia Developing
## 71                                               Estonia Developing
## 72                                            Kyrgyzstan Developing
## 73                                                 Gabon Developing
## 74                                               Finland Developing
## 75                           United Republic of Tanzania Developing
## 76                                                 Qatar Developing
## 77                                           Switzerland  Developed
## 78                                  Syrian Arab Republic Developing
## 79                                               Myanmar Developing
## 80                                           El Salvador Developing
## 81                                                 Italy  Developed
## 82                                               Romania  Developed
## 83                                               Lebanon Developing
## 84                                          Sierra Leone Developing
## 85                                          Burkina Faso Developing
## 86                                                 Nepal Developing
## 87                                                  Fiji Developing
## 88                                              Zimbabwe Developing
## 89                                               Bahrain Developing
## 90                                               Uruguay Developing
## 91                                                 Libya Developing
## 92                                              Bulgaria  Developed
## 93                              United States of America  Developed
## 94                                                 Chile Developing
## 95                                           Philippines Developing
## 96                                               Armenia Developing
## 97                                           Netherlands  Developed
## 98                                              Colombia Developing
## 99                                               Morocco Developing
## 100                                             Djibouti Developing
## 101                                               Norway  Developed
## 102                          United Republic of Tanzania Developing
## 103                                             Slovenia  Developed
## 104                                             Paraguay Developing
## 105                                               Israel Developing
## 106                                             Suriname Developing
## 107                                                Qatar Developing
## 108                                              Tunisia Developing
## 109                                               Israel Developing
## 110                             United States of America  Developed
## 111                                                Sudan Developing
## 112                                            Australia  Developed
## 113                                           Madagascar Developing
## 114                                             Honduras Developing
## 115                                               Uganda Developing
## 116                                                Italy  Developed
## 117                                            Swaziland Developing
## 118                                              Myanmar Developing
## 119                     Saint Vincent and the Grenadines Developing
## 120                                                 Chad Developing
## 121                     Saint Vincent and the Grenadines Developing
## 122                                                 Mali Developing
## 123                                           Kazakhstan Developing
## 124                           Iran (Islamic Republic of) Developing
## 125                                Sao Tome and Principe Developing
## 126                                                Spain  Developed
## 127                                            Argentina Developing
## 128                                               Malawi Developing
## 129                             United States of America  Developed
## 130                                           Costa Rica Developing
## 131                                             Thailand Developing
## 132                                                Tonga Developing
## 133                                 Syrian Arab Republic Developing
## 134                                              Burundi Developing
## 135                                              Belarus Developing
## 136                                             Barbados Developing
## 137                                              Hungary  Developed
## 138                                                China Developing
## 139                                           Kyrgyzstan Developing
## 140                                              Grenada Developing
## 141                                                Gabon Developing
## 142                                              Ecuador Developing
## 143                                               Bhutan Developing
## 144                                                 Fiji Developing
## 145                                                Niger Developing
## 146                                              Comoros Developing
## 147                                              Germany  Developed
## 148                                               Angola Developing
## 149                                              Uruguay Developing
## 150                                         South Africa Developing
## 151                                              Estonia Developing
## 152                                              Lesotho Developing
## 153                                            Lithuania  Developed
## 154                                                Samoa Developing
## 155                                              Ireland  Developed
## 156                                            Australia  Developed
## 157                                              Ukraine Developing
## 158                                                 Cuba Developing
## 159                                         Burkina Faso Developing
## 160                                                Nepal Developing
## 161                                           Seychelles Developing
## 162                                              Vanuatu Developing
## 163                                             Colombia Developing
## 164                                               Panama Developing
## 165                                                Malta  Developed
## 166                                                Egypt Developing
## 167                                               Canada Developing
## 168                                              Lesotho Developing
## 169                                            Argentina Developing
## 170                                               Cyprus  Developed
## 171                                  Trinidad and Tobago Developing
## 172                                             Honduras Developing
## 173                                                 Cuba Developing
## 174                                          El Salvador Developing
## 175                                                 Oman Developing
## 176                                                Gabon Developing
## 177                                            Guatemala Developing
## 178                                  Trinidad and Tobago Developing
## 179                                              Morocco Developing
## 180                                                China Developing
## 181                                                China Developing
## 182                                              Tunisia Developing
## 183                                               Israel Developing
## 184                                              Senegal Developing
## 185                                              Ireland  Developed
## 186                                 Syrian Arab Republic Developing
## 187                                           Bangladesh Developing
## 188                                             Colombia Developing
## 189                                                Nepal Developing
## 190                                               Guyana Developing
## 191                                               Panama Developing
## 192                                          South Sudan Developing
## 193                                                Yemen Developing
## 194                           Iran (Islamic Republic of) Developing
## 195                                   Russian Federation Developing
## 196                                                 Togo Developing
## 197                                                Gabon Developing
## 198                                              Algeria Developing
## 199                                               Israel Developing
## 200                                                Japan  Developed
## 201                                             Bulgaria  Developed
## 202                                   Dominican Republic Developing
## 203                                                Yemen Developing
## 204                     Bolivia (Plurinational State of) Developing
## 205                                                 Iraq Developing
## 206                     Lao People's Democratic Republic Developing
## 207                                                Kenya Developing
## 208                                             Botswana Developing
## 209                                              Ukraine Developing
## 210                                              Vanuatu Developing
## 211                                              Grenada Developing
## 212                                               Uganda Developing
## 213                                               Brazil Developing
## 214                                              Somalia Developing
## 215                                             Ethiopia Developing
## 216                                               Turkey Developing
## 217                                                Egypt Developing
## 218                                  Trinidad and Tobago Developing
## 219                                          South Sudan Developing
## 220                                             Djibouti Developing
## 221                                          Afghanistan Developing
## 222                                          New Zealand  Developed
## 223                                         Turkmenistan Developing
## 224                                                 Cuba Developing
## 225                                                Malta  Developed
## 226                                               Canada Developing
## 227                                              Bahamas Developing
## 228                                         Sierra Leone Developing
## 229                                                Congo Developing
## 230                                          Switzerland  Developed
## 231                                          Philippines Developing
## 232                                                Ghana Developing
## 233                                               Turkey Developing
## 234                                             Botswana Developing
## 235                             United States of America  Developed
## 236                          United Republic of Tanzania Developing
## 237                                               Sweden  Developed
## 238                                            Nicaragua Developing
## 239                                                Malta  Developed
## 240                                                Egypt Developing
## 241                                              Czechia  Developed
## 242                                               Kuwait Developing
## 243                                          Philippines Developing
## 244                                    Equatorial Guinea Developing
## 245                                  Trinidad and Tobago Developing
## 246                                                Samoa Developing
## 247                                         Sierra Leone Developing
## 248                                    Equatorial Guinea Developing
## 249                                                 Oman Developing
## 250                                             Cameroon Developing
## 251                     Democratic Republic of the Congo Developing
## 252                                           Azerbaijan Developing
## 253                                            Indonesia Developing
## 254                                         Saudi Arabia Developing
## 255                             Central African Republic Developing
## 256                                             Cambodia Developing
## 257            The former Yugoslav republic of Macedonia Developing
## 258                                              Croatia  Developed
## 259                                              Albania Developing
## 260                                                Qatar Developing
## 261                     Saint Vincent and the Grenadines Developing
## 262                                                Sudan Developing
## 263                                           Costa Rica Developing
## 264                                             Slovenia  Developed
## 265                                                 Togo Developing
## 266                                            Singapore  Developed
## 267                Democratic People's Republic of Korea Developing
## 268                                           Seychelles Developing
## 269                                                Tonga Developing
## 270                                                Spain  Developed
## 271                                             Pakistan Developing
## 272                                              Iceland  Developed
## 273                                             Paraguay Developing
## 274                                              Eritrea Developing
## 275                                              Austria  Developed
## 276                                              Comoros Developing
## 277                                               Jordan Developing
## 278                                                India Developing
## 279                                              Namibia Developing
## 280                                              Ireland  Developed
## 281                                         Saudi Arabia Developing
## 282                                             Suriname Developing
## 283                     Democratic Republic of the Congo Developing
## 284                                             Zimbabwe Developing
## 285                                  Antigua and Barbuda Developing
## 286                Democratic People's Republic of Korea Developing
## 287                                              Ireland  Developed
## 288                                               Gambia Developing
## 289                   Venezuela (Bolivarian Republic of) Developing
## 290                                  Trinidad and Tobago Developing
## 291                                              Algeria Developing
## 292                                              Somalia Developing
## 293                                              Ireland  Developed
## 294                                                 Chad Developing
## 295                                           Mauritania Developing
## 296                                               Bhutan Developing
## 297            The former Yugoslav republic of Macedonia Developing
## 298                                              Belarus Developing
## 299                                             Barbados Developing
## 300                                           Azerbaijan Developing
## 301                                                 Togo Developing
## 302                                           Uzbekistan Developing
## 303                     Micronesia (Federated States of) Developing
## 304                                             Slovakia  Developed
## 305                                                 Cuba Developing
## 306                                             Portugal  Developed
## 307                                                 Iraq Developing
## 308                                                Gabon Developing
## 309                                              Algeria Developing
## 310                                    Republic of Korea Developing
## 311                                         South Africa Developing
## 312                                               Angola Developing
## 313                Democratic People's Republic of Korea Developing
## 314                                              Romania  Developed
## 315                                              Grenada Developing
## 316                                           Uzbekistan Developing
## 317                          United Republic of Tanzania Developing
## 318                                             Cameroon Developing
## 319                                              Senegal Developing
## 320                                             Mongolia Developing
## 321                                               Bhutan Developing
## 322                                              Finland Developing
## 323                                             Slovenia  Developed
## 324                                                Nepal Developing
## 325                                              Lebanon Developing
## 326                                            Argentina Developing
## 327                                             Cameroon Developing
## 328                                          Switzerland  Developed
## 329                                               Panama Developing
## 330                                               Serbia Developing
## 331                                                China Developing
## 332                                                Japan  Developed
## 333                Democratic People's Republic of Korea Developing
## 334                Democratic People's Republic of Korea Developing
## 335                                                 Peru Developing
## 336                                                Nepal Developing
## 337                                           Kazakhstan Developing
## 338                                           Azerbaijan Developing
## 339                                             Maldives Developing
## 340                                              Myanmar Developing
## 341                                               Sweden  Developed
## 342                                             Ethiopia Developing
## 343                                           Tajikistan Developing
## 344                                              Nigeria Developing
## 345                                                 Togo Developing
## 346                                                Qatar Developing
## 347                                           Seychelles Developing
## 348                                                Spain  Developed
## 349                                               Guinea Developing
## 350                                              Bahamas Developing
## 351                                              Lesotho Developing
## 352                                                Gabon Developing
## 353                                                Chile Developing
## 354                                             Djibouti Developing
## 355                                             Viet Nam Developing
## 356                                             Pakistan Developing
## 357                                              Bahamas Developing
## 358                                              Denmark  Developed
## 359                                            Indonesia Developing
## 360                                           Seychelles Developing
## 361                                 United Arab Emirates Developing
## 362                                           Luxembourg  Developed
## 363                                  Trinidad and Tobago Developing
## 364                                             Malaysia Developing
## 365                                               Guinea Developing
## 366                                                India Developing
## 367                                         Burkina Faso Developing
## 368                                             Portugal  Developed
## 369                                                 Oman Developing
## 370                                               Norway  Developed
## 371                                              Liberia Developing
## 372                             United States of America  Developed
## 373                                                Chile Developing
## 374                                  Republic of Moldova Developing
## 375                                 United Arab Emirates Developing
## 376                                               Belize Developing
## 377                                                 Chad Developing
## 378                                             Malaysia Developing
## 379                                              Bahamas Developing
## 380                          United Republic of Tanzania Developing
## 381                                         Saudi Arabia Developing
## 382 United Kingdom of Great Britain and Northern Ireland  Developed
## 383                                               Malawi Developing
## 384                                  Antigua and Barbuda Developing
## 385                                              Nigeria Developing
## 386                                              Comoros Developing
## 387                                              Lebanon Developing
## 388                                                Samoa Developing
## 389                             Central African Republic Developing
## 390                                          Timor-Leste Developing
## 391                                                 Togo Developing
## 392                                    Republic of Korea Developing
## 393                                             Zimbabwe Developing
## 394                                               Kuwait Developing
## 395                                               Serbia Developing
## 396                                            Mauritius Developing
## 397                                           Mauritania Developing
## 398                                              Somalia Developing
## 399                                                 Peru Developing
## 400                                              Myanmar Developing
## 401                                                Kenya Developing
## 402                                             Botswana Developing
## 403                                     Marshall Islands Developing
## 404                                               Zambia Developing
## 405                                                Italy  Developed
## 406                                             Thailand Developing
## 407                                           Seychelles Developing
## 408                                              Austria  Developed
## 409                                               Latvia  Developed
## 410                                           Bangladesh Developing
## 411                                               Poland  Developed
## 412                                                 Fiji Developing
## 413                                             Mongolia Developing
## 414                                                Nepal Developing
## 415                                              Eritrea Developing
## 416                                              Comoros Developing
## 417                                              Lebanon Developing
## 418                                          Netherlands  Developed
## 419                                      Solomon Islands Developing
## 420                                              Liberia Developing
## 421                                                Yemen Developing
## 422                                                Malta  Developed
## 423                                             Djibouti Developing
## 424                                 Syrian Arab Republic Developing
## 425                             Central African Republic Developing
## 426                                           Tajikistan Developing
## 427                                             Portugal  Developed
## 428                                   Dominican Republic Developing
## 429                                              Belgium  Developed
## 430                                               Brazil Developing
## 431                                             Colombia Developing
## 432                                           Kyrgyzstan Developing
## 433                                         Turkmenistan Developing
## 434                                               Canada Developing
## 435                                             Kiribati Developing
## 436                                             Bulgaria  Developed
## 437                                                Niger Developing
## 438                                                China Developing
## 439                                                 Iraq Developing
## 440                                               Zambia Developing
## 441                                                Sudan Developing
## 442                                              Burundi Developing
## 443                     Democratic Republic of the Congo Developing
## 444                                              Czechia  Developed
## 445                                                Kenya Developing
## 446                                              Estonia Developing
## 447                                              Belarus Developing
## 448                                              Liberia Developing
## 449                     Bolivia (Plurinational State of) Developing
## 450                                           Montenegro Developing
## 451                                           Tajikistan Developing
## 452                                                Spain  Developed
## 453                                             Colombia Developing
## 454                                              Denmark  Developed
## 455                                                India Developing
## 456                                                Sudan Developing
## 457                                           Montenegro Developing
## 458                                 United Arab Emirates Developing
## 459                                               France Developing
## 460                                            Indonesia Developing
## 461                                             Cameroon Developing
## 462                                              Iceland  Developed
## 463                                                Libya Developing
## 464                                               Jordan Developing
## 465                                   Dominican Republic Developing
## 466                     Saint Vincent and the Grenadines Developing
## 467                                              Uruguay Developing
## 468                                            Lithuania  Developed
## 469                                                 Peru Developing
## 470                                            Argentina Developing
## 471                                    Equatorial Guinea Developing
## 472                                              Somalia Developing
## 473                                           Cabo Verde Developing
## 474                                              Croatia  Developed
## 475                                           Kyrgyzstan Developing
## 476                                             Maldives Developing
## 477                                            Guatemala Developing
## 478                                              Somalia Developing
## 479                                             Slovakia  Developed
## 480                                               Serbia Developing
## 481                                                 Iraq Developing
## 482                                         Burkina Faso Developing
## 483                                    Equatorial Guinea Developing
## 484                                           Kazakhstan Developing
## 485                                        Guinea-Bissau Developing
## 486                                              Austria  Developed
## 487                                              Estonia Developing
## 488                                              Romania  Developed
## 489                                              Eritrea Developing
## 490                                                Samoa Developing
## 491                                  Trinidad and Tobago Developing
## 492                                          Timor-Leste Developing
## 493                                              Morocco Developing
## 494                                           Uzbekistan Developing
## 495                                 Syrian Arab Republic Developing
## 496                                                Gabon Developing
## 497                                         South Africa Developing
## 498                                               Jordan Developing
## 499                                               Zambia Developing
## 500                                            Singapore  Developed
## 501                                    Equatorial Guinea Developing
## 502                                  Antigua and Barbuda Developing
## 503                                             Ethiopia Developing
## 504                                           Madagascar Developing
## 505                                               Angola Developing
## 506                                              Czechia  Developed
## 507                                               Poland  Developed
## 508                                   Russian Federation Developing
## 509                                             Pakistan Developing
## 510                                           Azerbaijan Developing
## 511                                             Slovenia  Developed
## 512                                                 Oman Developing
## 513                                              Germany  Developed
## 514                                                China Developing
## 515                                           Kazakhstan Developing
## 516                                             Malaysia Developing
## 517                                               Panama Developing
## 518                                            Lithuania  Developed
## 519                                               Brazil Developing
## 520                                         Sierra Leone Developing
## 521                                               Cyprus  Developed
## 522                                             Malaysia Developing
## 523                             Central African Republic Developing
## 524                                                Spain  Developed
## 525                                           Cabo Verde Developing
## 526                                              Belgium  Developed
## 527                                          Saint Lucia Developing
## 528                                           Madagascar Developing
## 529                                            Lithuania  Developed
## 530                                          New Zealand  Developed
## 531                             United States of America  Developed
## 532                                                 Mali Developing
## 533                                              Georgia Developing
## 534                                         South Africa Developing
## 535                                               Bhutan Developing
## 536                                               Zambia Developing
## 537                                               Guyana Developing
## 538                                                Italy  Developed
## 539                                               Jordan Developing
## 540                                                Haiti Developing
## 541                                           Bangladesh Developing
## 542                                               Cyprus  Developed
## 543                                               Gambia Developing
## 544                                            Mauritius Developing
## 545                                                Haiti Developing
## 546                                            Mauritius Developing
## 547                                              Burundi Developing
## 548                                           Costa Rica Developing
## 549                                            Swaziland Developing
## 550                                                Congo Developing
## 551                                              Lesotho Developing
## 552                                               Greece Developing
## 553                     Micronesia (Federated States of) Developing
## 554                                              Vanuatu Developing
## 555                                                Kenya Developing
## 556                                               Mexico Developing
## 557                                              Burundi Developing
## 558                                               Tuvalu Developing
## 559                                              Georgia Developing
## 560                                              Ecuador Developing
## 561                                              Burundi Developing
## 562                                                Gabon Developing
## 563                                              Ecuador Developing
## 564                                               Rwanda Developing
## 565                                               Jordan Developing
## 566                                              Algeria Developing
## 567                                              Czechia  Developed
## 568                                          South Sudan Developing
## 569                                                Yemen Developing
## 570                                             Pakistan Developing
## 571                                              Bahamas Developing
## 572                                              Comoros Developing
## 573                     Micronesia (Federated States of) Developing
## 574                                              Belgium  Developed
## 575                                              Jamaica Developing
## 576                                              Ecuador Developing
## 577 United Kingdom of Great Britain and Northern Ireland  Developed
## 578                                              Lebanon Developing
## 579                                               Panama Developing
## 580                                             Slovenia  Developed
## 581                                           Bangladesh Developing
## 582                                               Guinea Developing
## 583                                              Ireland  Developed
## 584                                                Qatar Developing
## 585                                           Tajikistan Developing
## 586                                   Russian Federation Developing
## 587                                             Maldives Developing
## 588                                     Papua New Guinea Developing
##     Life.expectancy Adult.Mortality infant.deaths Alcohol
## 1              74.8              13             3   1.290
## 2              65.9             221             0   7.520
## 3              53.2              45            72   1.480
## 4              68.2             175             0   1.640
## 5              66.0               2          1300   2.500
## 6              75.4             121             1   5.110
## 7              62.0             266             9   3.720
## 8              73.5             176             1  12.550
## 9              81.0              75             0   9.500
## 10             74.2             113             0   8.470
## 11             66.7             189           177   0.050
## 12             59.0             251            25   0.330
## 13             75.5             139             0  10.880
## 14             43.8             614            44   2.620
## 15             79.8              75             2   9.690
## 16             82.4               6             1   9.250
## 17             67.1             189            30   1.600
## 18             81.0              73             0   6.370
## 19             73.1             146             0   8.070
## 20             68.0             299            11   0.640
## 21             74.4             148             8   3.650
## 22             57.5              25            27   0.290
## 23             66.1             232             3   0.010
## 24             74.0              15             3   1.360
## 25             85.0              72             0  10.820
## 26             86.0              73             0  11.360
## 27             64.3             235            30   0.870
## 28             53.1             336            51   0.010
## 29             69.3             199             0   4.520
## 30             75.0             123             4   3.755
## 31             50.0              51             3   5.550
## 32             52.1              28            56   0.100
## 33             73.0             121             2   2.760
## 34             67.5             183            25   0.220
## 35             73.3              13             1   0.540
## 36             74.5             137             0   3.755
## 37             62.2             247            42   0.060
## 38             67.2             217             4   2.620
## 39             77.2              19             1   4.480
## 40             61.1             258             9   0.010
## 41             67.3             248             1  10.780
## 42             81.0              71             3  10.370
## 43             63.0             328            29   2.410
## 44             53.3             394            58   5.220
## 45             67.0              34            86   0.010
## 46             79.3              86             0  12.100
## 47             74.3             154             9   6.560
## 48             71.4             192            16   5.930
## 49             78.9              96             0  10.940
## 50             69.0             191             0   6.250
## 51             69.3             167            32   0.170
## 52             81.5              68             2   8.200
## 53             74.6             128             3   0.530
## 54             81.9              64             1  10.520
## 55             75.6              11             0   0.010
## 56             77.5               8             0   4.510
## 57             56.9             368            91   3.970
## 58             67.0              19            13   2.120
## 59             64.7             267             7   3.755
## 60             85.0              66             0   6.500
## 61             74.2              14             3   1.370
## 62             46.0             665            24   1.680
## 63             66.6             194            29   0.200
## 64             75.2              12             0   4.140
## 65             76.5             119             0  11.580
## 66             79.6              95             1   3.755
## 67             69.9              29             3   3.100
## 68             74.6              12             3   1.240
## 69             74.7              93            22   0.030
## 70             76.3             135             0   0.010
## 71             72.8             189             0  15.520
## 72             68.8             199             4   2.730
## 73             59.7             315             2   8.340
## 74             79.6              94             0  10.260
## 75             57.5              36            89   4.190
## 76             77.9               7             0   1.200
## 77             82.6              55             0   9.990
## 78             73.7             123             8   0.970
## 79             63.9             224            64   0.280
## 80             75.0             211             3   2.770
## 81             81.3              63             2   8.370
## 82             73.1             158             2  10.400
## 83             74.1               1             1   1.820
## 84             49.7             411            25   0.010
## 85             59.9              26            38   3.755
## 86             67.0             189            27   0.210
## 87             67.8             221             0   1.930
## 88             45.3             686            25   1.720
## 89             75.5              79             0   2.100
## 90             75.4             124             1   6.670
## 91             72.2             134             2   0.010
## 92             73.9             139             1  10.990
## 93             79.1              14            23   8.820
## 94             79.9              84             2   6.760
## 95             67.2             217            67   4.440
## 96             73.2              14             1   3.960
## 97             81.9              57             1   3.755
## 98             74.6             144            11   4.380
## 99             68.6              16            27   0.450
## 100            61.8             268             1   0.390
## 101            86.0              67             0   6.750
## 102            58.3             348            88   4.040
## 103            79.1               9             0  10.520
## 104            71.9             165             3   6.200
## 105            78.9              76             1   2.530
## 106            68.9              25             0   4.470
## 107            77.5              74             0   1.160
## 108            74.4              12             3   1.460
## 109            82.1              61             1   2.690
## 110            78.7              15            25   8.550
## 111            63.2             235            61   0.010
## 112            82.7               6             1   9.710
## 113            59.9             268            40   0.930
## 114            74.6             147             3   3.755
## 115            46.6             554           116  10.470
## 116            89.0              66             2   8.980
## 117            53.6             459             2   4.930
## 118            63.5             228            66   0.440
## 119            71.9              17             0   5.890
## 120            48.4              43            44   0.420
## 121            79.0             186             0   4.800
## 122            57.8             272            52   0.010
## 123            67.8             236             7   6.830
## 124            72.2             139            26   0.020
## 125            66.9             194             0   0.010
## 126            81.0              79             2  11.960
## 127            74.1             137            12   7.680
## 128            43.5             599            48   1.150
## 129            78.9              16            23   8.820
## 130            77.6              98             1   4.340
## 131            73.0             168            13   6.180
## 132            73.2             137             0   0.010
## 133            64.4             294             7   0.010
## 134            51.3             385            25   6.090
## 135            68.1             252             1  11.010
## 136            75.1              12             0   8.610
## 137            72.5             184             1  13.290
## 138            73.5              11           360   3.040
## 139            71.1             166             3   3.755
## 140            71.5             169             0   8.800
## 141            64.6             255             2   8.860
## 142            73.4             158             9   4.130
## 143            69.8             211             0   3.755
## 144            69.9             188             0   3.755
## 145            61.8              22            49   3.755
## 146            61.0             255             2   0.120
## 147            78.5               9             3  11.920
## 148            45.7              44            97   2.580
## 149            75.1             131             1   6.650
## 150            54.5             486            51   8.480
## 151            73.0             189             0  17.870
## 152            44.5             675             5   2.670
## 153            71.4              22             0  11.000
## 154            76.0             174             0   3.300
## 155            81.2              66             0  10.750
## 156            81.7              66             1  10.620
## 157            67.7             273             5   9.460
## 158            77.7              19             1   4.100
## 159            52.4             323            49   4.540
## 160            69.3             162            19   0.270
## 161            73.0              17             0   0.010
## 162            69.6             169             0   0.850
## 163            73.6              15            12   4.280
## 164            75.5             124             2   5.430
## 165            77.8              79             0   5.620
## 166            79.0             159            51   3.755
## 167            81.0              72             2   8.400
## 168            49.3             543             5   3.100
## 169            76.2             118             8   7.930
## 170            78.7              65             0  11.410
## 171            71.0             183             0   6.370
## 172            73.6             156             4   3.100
## 173            78.8              92             1   4.140
## 174            70.0             215             3   2.900
## 175            75.4              18             1   0.560
## 176            62.3             294             2   8.850
## 177            69.3              21            16   2.410
## 178            69.2             192             0   5.120
## 179            71.0             133            22   0.580
## 180            73.9              99           332   2.920
## 181            72.7              16           422   2.910
## 182            74.7              12             3   1.370
## 183            81.8               6             1   2.780
## 184            64.9              26            20   0.320
## 185            79.5              75             0  13.590
## 186            73.2             131             9   0.930
## 187            69.5             144           135   0.010
## 188            72.8             148            16   4.260
## 189            64.3              22            38   0.200
## 190            65.4             246             1   6.630
## 191            77.5             118             1   6.890
## 192            53.6             377            27   3.755
## 193            63.8             238            37   0.040
## 194            75.3              83            20   0.010
## 195            69.4             242            14  11.040
## 196            54.6             339            14   1.100
## 197            65.5             237             2   0.010
## 198            72.9             136            19   0.500
## 199            81.0              69             1   2.230
## 200            81.9               7             3   7.830
## 201            73.7             144             1  10.670
## 202            71.4             189             7   6.430
## 203            64.4             233            35   0.060
## 204            64.5              23            13   2.370
## 205            66.5             213            30   0.070
## 206            62.1             234            11   5.000
## 207            51.9             428            77   1.510
## 208            47.8             647             2   5.370
## 209            71.3             195             4   3.755
## 210            71.0             145             0   0.910
## 211            71.9             164             0   9.060
## 212            51.0              53           109  10.160
## 213            71.8             172            88   6.950
## 214            51.9             336            52   0.010
## 215            64.8             225           136   3.755
## 216            74.8             112            19   1.540
## 217            68.8             171            65   0.140
## 218            69.3             191             0   5.530
## 219            56.0             347            26   3.755
## 220            59.1              39             2   1.020
## 221            59.9             271            64   0.010
## 222            81.0              76             0   9.190
## 223            63.3             248             6   2.850
## 224            76.7             115             1   4.040
## 225            79.3              66             0   8.840
## 226            85.0              75             2   8.200
## 227            72.6             192             0  12.150
## 228            48.0             513            30   4.060
## 229            58.2             354             8   2.750
## 230            83.0              52             0   9.730
## 231            67.5             216            62   4.190
## 232            59.4             288            41   1.700
## 233            71.2             138            38   1.470
## 234            48.1             652             2   4.900
## 235            77.2             114            28   8.400
## 236            53.1             437            96   4.070
## 237            81.4              62             0   7.300
## 238            74.5             148             2   3.550
## 239            77.5               8             0   5.590
## 240            68.6             177            63   0.140
## 241            78.6              88             0  12.680
## 242            73.9              87             1   0.100
## 243            66.8             221            68   4.540
## 244            55.0             339             3   6.860
## 245            69.9             185             0   6.410
## 246            73.6             131             0   0.010
## 247            44.3             464            30   3.800
## 248            57.9              32             3   0.010
## 249            76.6              99             1   3.755
## 250            54.8             373            54   5.890
## 251            55.7             299           236   1.520
## 252            71.6             125             5   1.980
## 253            66.5             188           182   0.060
## 254            74.4              88             7   0.090
## 255            48.6             453            17   1.560
## 256            65.6             199            16   2.240
## 257            73.2             126             0   2.400
## 258            77.7              97             0  12.390
## 259            73.6              14             1   4.250
## 260            78.1              69             0   1.150
## 261            71.7             173             0   5.930
## 262            61.8             251            64   2.010
## 263            79.2              97             1   3.340
## 264            79.8              84             0  10.610
## 265            56.7             336            14   1.240
## 266            81.7              62             0   1.730
## 267            65.4             192            18   3.520
## 268            72.2             185             0   7.820
## 269            72.5             147             0   1.080
## 270            81.3               7             2  10.240
## 271            63.0             189           377   0.010
## 272            82.5              49             0   7.450
## 273            71.7             166             4   6.640
## 274            58.8             343             7   0.560
## 275            81.5              65             0   3.755
## 276            61.8             246             2   0.150
## 277            71.7             133             4   0.490
## 278            64.4             211          1500   1.270
## 279            62.4              36             3   7.990
## 280            77.4              88             0  14.170
## 281            73.2               1             9   0.080
## 282            67.7             219             0   4.230
## 283            58.3             277           239   0.010
## 284            44.6             717            28   4.140
## 285            75.9             134             0   8.180
## 286            73.0             142             6   0.010
## 287            85.0              69             0  11.490
## 288            61.1             262             3   3.755
## 289            73.3             161            10   7.550
## 290            74.0             179             0   6.500
## 291            71.6             145            20   0.360
## 292            54.3             321            51   0.010
## 293            84.0               7             0  11.720
## 294            48.5             414            45   0.410
## 295            64.0             224             8   0.010
## 296            65.0             254             1   0.730
## 297            74.2             111             0   1.720
## 298            70.0             226             0  14.090
## 299            74.6              19             0   8.460
## 300            72.5             119             5   0.010
## 301            59.7             285            13   0.010
## 302            67.8             183            24   1.590
## 303            68.5             172             0   2.060
## 304            76.1             114             0   9.890
## 305            77.3              17             1   4.380
## 306            86.0              79             0  10.000
## 307            67.2              21            30   0.320
## 308            61.6             291             2   9.020
## 309            75.1             113            21   0.660
## 310            86.0              75             2   8.970
## 311            69.0             371            43   7.340
## 312            51.7             348            67   8.330
## 313            67.6             167            14   3.080
## 314            72.5             157             3   8.510
## 315            72.9              15             0   7.840
## 316            67.3             192            24   1.780
## 317            49.6              46           110   4.090
## 318            56.7             366            47   0.010
## 319            66.7             188            19   3.755
## 320            68.1             227             1   0.010
## 321            67.4             232             1   0.170
## 322            79.3              96             0  10.450
## 323            77.2             113             0  10.000
## 324            62.5             238            46   0.080
## 325            73.9              11             1   1.940
## 326            75.5             121            10   8.150
## 327            52.1             412            59   4.710
## 328            82.3              57             0  10.010
## 329            76.5             127             1   6.740
## 330            74.0             132             1   9.540
## 331            74.4              96           285   3.880
## 332            82.6              67             3   7.290
## 333            66.6             177            16   2.530
## 334            69.4             153             8   3.390
## 335            74.0             133            11   4.290
## 336            64.7             218            35   0.210
## 337            72.0             198             4   3.755
## 338            67.5             151             8   0.510
## 339            78.2              62             0   0.010
## 340            66.6             199            39   3.755
## 341            82.0              69             0   6.900
## 342            59.8             289           177   1.130
## 343            65.2             182            11   0.360
## 344            55.0             388           542   9.550
## 345            59.9             287            13   3.755
## 346            77.8              72             0   1.130
## 347            72.2             185             0   8.120
## 348            82.8              56             1   3.755
## 349            58.8             284            27   0.010
## 350            73.1              19             0  10.850
## 351            46.2             633             4   2.690
## 352            59.7              32             2   6.470
## 353            78.4              93             2   7.570
## 354            57.9             322             2   1.030
## 355            75.0             134            29   3.860
## 356            62.9               2           364   0.040
## 357            76.1             147             0   3.755
## 358            77.0              12             0  11.560
## 359            68.5             183           129   0.080
## 360            72.7             174             0   0.010
## 361            76.9              77             1   1.910
## 362            78.6              92             0  12.610
## 363            69.7             187             0   6.370
## 364            72.9              14             4   0.490
## 365            52.9             337            35   0.210
## 366            67.6             187          1000   3.110
## 367            51.0             348            48   3.710
## 368            76.6              11             1  11.890
## 369            74.7             115             1   0.580
## 370            81.1              67             0   6.530
## 371            51.5             333            14   4.400
## 372            78.5              18            26   8.710
## 373            79.3              91             2   7.670
## 374            68.9             228             1   9.070
## 375            76.5               8             1   1.750
## 376            69.4             188             0   6.640
## 377            48.6              46            45   0.420
## 378            73.7             133             3   0.430
## 379            73.8             174             0  10.100
## 380            52.2             449            97   3.940
## 381            73.2              99             9   0.100
## 382            78.2              87             4  11.440
## 383            44.6             613            43   1.080
## 384            74.6             147             0   8.150
## 385            47.7              49           571   9.610
## 386            63.0             262             2   0.250
## 387            73.0              11             1   2.190
## 388            72.2             149             0   3.850
## 389            45.7             512            17   1.500
## 390            62.3             229             3   0.380
## 391            56.2             344            14   1.330
## 392            77.6              95             3   9.660
## 393            45.4               7            28   4.570
## 394            74.2              85             1   0.020
## 395            73.0             135             1   9.600
## 396            72.7             166             0   2.490
## 397            63.0             226             8   0.010
## 398            53.1             329            51   0.010
## 399            74.9             129             9   5.140
## 400            66.2              22            42   0.700
## 401            63.0             294            61   1.730
## 402            59.2             393             2   5.010
## 403            72.1             144             0   0.010
## 404            44.6             611            43   2.610
## 405            80.0              72             2   9.250
## 406            73.9             158            10   5.950
## 407            72.0             187             0   6.720
## 408            84.0              76             0  12.000
## 409            71.9             199             0  11.840
## 410            69.9             142           126   0.010
## 411            76.8             125             2  10.810
## 412            67.7             221             0   2.050
## 413            62.8             274             2   2.790
## 414            63.1             238            40   0.190
## 415            64.4             261             5   0.010
## 416            62.9             233             1   0.010
## 417            74.9              98             1   3.755
## 418            78.1              84             1  10.060
## 419            67.6               2             0   0.850
## 420            58.6             281            10   3.880
## 421            61.5              25            45   0.070
## 422            81.7              54             0   3.755
## 423            58.1             326             2   1.180
## 424            73.7             127             7   0.780
## 425            46.0              49            16   1.510
## 426            69.7             161            10   3.755
## 427            78.0              99             0  13.450
## 428            72.1             174             6   5.930
## 429            78.0              99             1  11.290
## 430            71.0             179           103   7.130
## 431            73.6              15            13   4.340
## 432            66.7             215             4   3.310
## 433            66.3             215             6   3.755
## 434            79.5              79             2   7.700
## 435            65.7              24             0   0.010
## 436            71.8             157             1  10.200
## 437            59.4             241            50   0.150
## 438            74.9              93           248   4.880
## 439            76.0             145            32   0.190
## 440            46.4              64            39   2.330
## 441            58.6             284            71   1.760
## 442            58.6              33            22   0.010
## 443            59.8             258           236   3.755
## 444            77.5              99             0  12.690
## 445            53.0             432            72   1.430
## 446            73.0             188             0  16.580
## 447            72.0             199             0  13.940
## 448            57.9             286            10   4.030
## 449            63.3             238            14   2.200
## 450            73.8              13             0   5.380
## 451            69.3             163            10   0.010
## 452            88.0              73             2  11.860
## 453            74.4             145            11   4.410
## 454            79.7              79             0  10.470
## 455            62.9             222          1800   1.000
## 456            62.7             241            61   2.120
## 457            76.1              16             0   3.755
## 458            75.4              89             1   1.740
## 459            82.0              81             3  11.100
## 460            65.3             213           174   0.060
## 461            51.5              41            61   4.430
## 462            82.7              49             0   3.755
## 463            71.3             161             2   0.010
## 464            72.1             129             4   0.540
## 465            72.0             176             7   6.580
## 466            72.8             159             0   6.930
## 467            76.8             117             0   5.820
## 468            71.6              22             0  11.290
## 469            72.2             151            14   4.270
## 470            74.7              13            11   7.630
## 471            56.2             344             3  10.990
## 472            51.5              34            52   0.010
## 473            72.6             122             0   5.070
## 474            76.0             116             0  12.060
## 475            66.9             224             4   2.810
## 476            75.0              88             0   1.620
## 477            71.1             193            11   2.160
## 478            51.2             341            49   0.010
## 479            76.4             113             0  10.600
## 480            72.9             133             1   6.950
## 481            67.9             199            32   0.010
## 482            55.3             293            46   4.580
## 483            55.4             338             3   8.340
## 484            64.7             276             8   5.990
## 485            52.1               3             5   2.840
## 486            82.0              77             0  11.300
## 487            72.3             195             0  15.070
## 488            74.4             138             2   9.580
## 489            59.1             342             7   0.640
## 490            76.0             172             0   2.880
## 491            71.2              17             0   3.755
## 492            66.9             163             2   0.100
## 493            74.1              96            18   0.430
## 494            68.0             183            21   2.560
## 495            62.8              32             7   0.010
## 496            61.6             298             2   8.750
## 497            62.0             347            42   7.380
## 498            73.9             114             4   0.400
## 499            59.2             349            29   2.590
## 500            82.2               6             0   1.800
## 501            58.2              32             3   3.755
## 502            74.0             153             0   7.210
## 503            61.8             261           162   1.340
## 504            65.1             225            29   0.010
## 505            45.3              48            97   1.850
## 506            75.8             116             0  13.240
## 507            76.3              13             2  10.590
## 508            69.6             237            14  10.990
## 509            65.1             172           372   0.040
## 510            71.1              13             5   1.980
## 511            88.0              74             0   3.755
## 512            76.4              11             1   0.400
## 513            81.0              76             2  11.200
## 514            75.6              88           185   5.790
## 515            64.6             294             8   6.940
## 516            74.0             131             3   0.470
## 517            75.8             122             1   5.530
## 518            71.2              21             0  10.200
## 519            73.6             157            57   7.330
## 520            41.0             519            30   4.210
## 521            78.4              68             0  11.680
## 522            74.1             131             3   0.490
## 523            46.3              56            17   1.540
## 524            79.4              83             2  12.090
## 525            72.5             123             0   4.750
## 526            80.0              81             0  10.220
## 527            72.2             171             0  12.550
## 528            64.0             267            38   0.810
## 529            72.2             192             0  12.400
## 530            81.0              75             0   9.490
## 531            77.5             112            28   8.520
## 532            56.8             271            54   0.610
## 533            74.4              12             1   8.650
## 534            55.3             473            50   8.190
## 535            67.0             234             1   0.210
## 536            58.2             366            29   2.570
## 537            66.3             218             1   7.320
## 538            81.8               6             2   6.950
## 539            73.1             119             4   0.610
## 540            63.1             245            14   0.010
## 541            66.3             164           207   0.010
## 542            85.0              52             0   3.755
## 543            57.0             297             3   2.470
## 544            73.9             154             0   0.010
## 545            59.7               3            18   6.640
## 546            73.6             158             0   3.030
## 547            54.8             355            24   4.540
## 548            79.5              96             1   3.450
## 549            57.6             393             2   0.010
## 550            63.9             274             7   0.010
## 551            47.8             586             5   2.860
## 552            79.9              77             0   9.510
## 553            68.9             169             0   1.890
## 554            71.7             134             0   0.010
## 555            62.9             255            56   0.010
## 556            74.8             129            55   4.990
## 557            58.0             312            22   0.010
## 558            72.1             144             0   0.010
## 559            74.5             125             1   6.130
## 560            74.7              14             7   3.630
## 561            52.6             378            24   5.720
## 562            63.5             276             2   8.300
## 563            75.3             131             7   3.990
## 564            59.6             295            20   6.780
## 565            73.0              12             4   0.600
## 566            71.4             145            20   0.230
## 567            77.0              16             0  13.250
## 568            55.0             359            27   3.755
## 569            65.4             226            36   0.040
## 570            63.7             183           364   0.010
## 571            72.9             189             0  11.640
## 572            62.2             241             2   0.120
## 573            68.7             171             0   1.760
## 574            79.5              87             0  10.470
## 575            75.3             138             1   3.650
## 576            74.4             144             8   3.520
## 577            78.8              83             4  12.220
## 578            74.5              98             1   1.670
## 579            75.8             123             1   5.690
## 580            76.0             122             0  11.900
## 581            71.8             129            92   3.755
## 582            57.8             291            29   0.200
## 583            81.4              64             0   3.755
## 584            76.6              84             0   1.180
## 585            67.3             171            10   0.320
## 586            64.8             313            20  10.870
## 587            76.3              75             0   1.590
## 588            59.3             327            11   0.610
##     percentage.expenditure Hepatitis.B.x Measles  BMI under.five.deaths Polio
## 1             6.232120e+02          98.0      11 57.4                 3    98
## 2             4.802859e+01          95.0       0 42.4                 1    95
## 3             7.969158e-01          75.0       4 19.7               104    74
## 4             0.000000e+00           9.0       0 64.7                 0    79
## 5             8.441863e-01          37.0   56188 15.4              1700    73
## 6             1.608400e+02          91.0       0 57.0                 1    91
## 7             6.044658e+01          77.0     279 25.0                12    77
## 8             1.633433e+02          98.0       0 59.9                 1    99
## 9             1.026176e+04          93.0      17 58.1                 0    94
## 10            1.641310e+03          93.0       0 48.4                 0    93
## 11            4.317867e+01          63.0   14492 16.7               222     8
## 12            6.221978e+01          71.0    1519 18.7                44    73
## 13            1.551952e+02          96.0       1 63.6                 1    99
## 14            4.561688e+01          86.0   30930 16.8                72    85
## 15            3.122230e+00          95.0       0 55.7                 3    96
## 16            4.236805e+02          95.0     131 65.4                 2    96
## 17            4.850942e+01          71.5      80 34.8                36    99
## 18            1.179253e+04          95.0       0 56.5                 0    91
## 19            8.660000e+02          97.0       0 45.6                 0    98
## 20            1.266142e+02          71.0       1 41.9                14    67
## 21            1.637920e+01          88.0       0 46.5                 9     9
## 22            5.397369e+00          86.0    5839 17.5                50    49
## 23            7.606551e+02          89.0    1028 34.1                 3    89
## 24            3.797659e+02          96.0       1 51.4                 4    97
## 25            8.422768e+02          64.0     574 52.3                 0    95
## 26            2.267252e+03          94.0       0 59.2                 0    96
## 27            5.997914e+01           7.0       2 19.0                42    71
## 28            0.000000e+00          84.0    9983 22.9                82    47
## 29            7.280017e+01          84.0       0 51.8                 0    84
## 30            0.000000e+00          99.0    1318  4.6                 4    99
## 31            4.336650e+01          92.0       0 28.5                 4    88
## 32            2.026877e+01          71.0   54190 14.6               121    44
## 33            5.710319e+01          61.0      35 46.5                 2    83
## 34            6.193570e+00          89.0     189 15.9                32    93
## 35            5.859171e+02          99.0       5 47.3                 1    99
## 36            0.000000e+00          92.0       0 65.7                 1    91
## 37            0.000000e+00          43.0   12708 33.3                56    72
## 38            0.000000e+00          57.0      17 36.0                 5    99
## 39            5.189359e+02          95.0       0 53.8                 1    99
## 40            4.504892e+01          76.0       0 26.1                11    75
## 41            0.000000e+00          99.0       6 48.3                 1    99
## 42            0.000000e+00          93.0     133 66.0                 4    95
## 43            2.062306e+01          79.0      35 22.3                42    74
## 44            9.624971e-01          81.0     196 23.8                91    78
## 45            0.000000e+00          97.0      88 23.2               121    97
## 46            5.316877e+03          83.0      15 52.2                 0    83
## 47            8.010505e+02          98.0    5197  3.1                11    99
## 48            2.763810e+01          95.0   10315  2.2                19    97
## 49            3.929589e+02          96.0       0 55.8                 0    97
## 50            3.657999e+02          96.0       0 43.8                 0    96
## 51            1.921563e+02          66.0    5494 54.5                38    71
## 52            9.719280e+02           7.0     803 64.7                 2    87
## 53            1.106780e+02          96.0     195 38.5                 4    97
## 54            8.875786e+03          92.0      70 63.9                 1    92
## 55            6.481332e+02           9.0       0  6.2                 0    94
## 56            4.287491e+02          98.0       0 57.2                 1    98
## 57            0.000000e+00          85.0    1574  2.2               135    88
## 58            6.018592e+01          88.0     722 17.0                15    87
## 59            0.000000e+00           8.0    1359 27.4                10     8
## 60            5.990392e+02          95.0      13 55.3                 0    98
## 61            3.795140e+02          97.0      15 52.2                 4    98
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## 378           4.099813e+02          96.0     394 32.5                 4    97
## 379           0.000000e+00          93.0       0 57.4                 0    92
## 380           0.000000e+00           9.0      23 18.1               149    91
## 381           1.307890e+03          96.0    4648 61.6                10    96
## 382           0.000000e+00          96.0     314 58.8                 4    91
## 383           4.375316e+00          84.0     167 15.2                70    85
## 384           1.455608e+03          99.0       0 41.4                 0    98
## 385           1.713775e+01          76.0   42007 17.8               928     4
## 386           7.702840e+01          69.0      85 19.6                 2    69
## 387           5.106035e+02           8.0       8 58.6                 1     8
## 388           4.773638e+01          46.0       0  7.9                 0    49
## 389           4.150112e+01          76.0    1233 17.9                26    45
## 390           8.415789e+00          94.0      41 13.2                 3    57
## 391           6.935925e+01          24.0     187  2.4                22     8
## 392           0.000000e+00          91.0      33 26.2                 3    94
## 393           3.426217e+01          68.0     212 27.9                45    71
## 394           2.785098e+03          99.0      32 69.0                 1    99
## 395           5.031116e+02          65.0       2 53.9                 1    98
## 396           6.648982e+00          99.0      12 29.7                 0    99
## 397           2.965371e+01          71.0    3611 22.9                12    75
## 398           0.000000e+00          82.0   17298 22.4                82    49
## 399           8.859858e+02          95.0       0 53.6                11    94
## 400           3.833793e+01          75.0    1010 22.1                55    76
## 401           5.658984e+01           9.0      95 18.9                89     9
## 402           4.267856e+02          94.0     184 34.7                 3    96
## 403           8.718783e+02           8.0       0 81.6                 0    79
## 404           4.683027e+01          86.0   16997 17.1                70    86
## 405           2.883335e+03          95.0    9385 56.4                 3    96
## 406           7.168509e+01          98.0    2583 27.9                12    99
## 407           6.437036e+02          96.0       0 27.6                 0    96
## 408           8.329732e+03          83.0     448 54.2                 0    83
## 409           2.534022e+02          93.0       3 58.1                 0    94
## 410           6.265945e+01          94.0     788 15.2               161    94
## 411           2.300401e+02          97.0      71 59.7                 2    95
## 412           3.125835e+01          98.0       0  5.2                 0    91
## 413           5.643139e+01          93.0     925 38.5                 3    94
## 414           2.318395e+01          90.5    6749 12.4                54    72
## 415           0.000000e+00          94.0     127 18.0                 8    94
## 416           6.157444e+01          88.0       0 23.2                 2    85
## 417           0.000000e+00          81.0      39 66.1                 1    75
## 418           2.944640e+03          33.0    1019 51.8                 1    97
## 419           2.890135e+01           9.0       0 43.8                 0    93
## 420           4.003344e+01          64.0       1 23.4                14    79
## 421           0.000000e+00          31.0     890 32.2                61    64
## 422           0.000000e+00          95.0       2 69.6                 0    97
## 423           1.060355e+02          76.0      71 29.8                 2    64
## 424           0.000000e+00          84.0      26 52.3                 9    83
## 425           3.078383e+01          86.0    3207 16.5                25    38
## 426           0.000000e+00          96.0       3  4.7                11    96
## 427           2.761000e+02          94.0       5 53.3                 1    95
## 428           8.571307e+02          74.0       0 55.8                 7    85
## 429           3.203178e+02           6.0       0 59.0                 1    96
## 430           1.494802e+02          91.0       1 44.5               118    99
## 431           9.416464e+02          92.0       0 53.5                15    92
## 432           0.000000e+00          99.0       2 36.5                 5    99
## 433           0.000000e+00          99.0       0 48.6                 7    99
## 434           3.895856e+03          88.0       6 59.3                 2    88
## 435           1.474550e+02          94.0       0 76.2                 0    92
## 436           3.326778e+01          88.0       0 58.1                 1    94
## 437           3.222493e+01          75.0     771 17.7                93     4
## 438           5.028349e+01          99.0   52461 27.3               288    99
## 439           2.182252e+01          72.0     492 55.8                39    74
## 440           6.578997e+01          71.0     881 17.6                62    85
## 441           3.086001e+01          93.0    2875 43.5               109    62
## 442           4.015128e+01          96.0       0 17.6                32    96
## 443           0.000000e+00          81.0    5020 21.6               308    78
## 444           0.000000e+00          99.0       0 63.6                 0    99
## 445           3.629775e+01          73.0      20 15.9               112    73
## 446           2.443511e+02          95.0      27 55.9                 0    95
## 447           1.147111e+03          97.0      64 61.7                 0    97
## 448           3.686899e+00          81.5       1 22.9                14    67
## 449           0.000000e+00          77.0       0 43.3                19    71
## 450           5.957307e+02           9.0       0 56.5                 0     9
## 451           1.041916e+00          96.0       1 39.0                11    97
## 452           4.460390e+03          97.0     362 61.1                 2    98
## 453           1.516255e+01          91.0       1 56.4                13    91
## 454           1.025111e+04          94.0      84 57.4                 0    91
## 455           1.900341e+01          91.5   51780 11.8              2400    58
## 456           1.966892e+02          93.0    5616 43.5                91    93
## 457           0.000000e+00          82.0       0 61.8                 0    89
## 458           3.749942e+03          92.0       0 55.8                 1    94
## 459           6.646954e+03          74.0     272 61.6                 3    99
## 460           5.536107e+01          64.0   29171 18.2               237    79
## 461           4.173629e+01          86.0   23934 21.3                99    61
## 462           0.000000e+00          94.0       0 61.0                 0    92
## 463           3.611567e+01          98.0       0  6.9                 2    98
## 464           2.591572e+02          95.0      19 55.5                 4    95
## 465           4.479248e+01          68.0     253 43.1                 9    71
## 466           0.000000e+00          96.0       0 51.2                 0    96
## 467           4.828039e+02          94.0       0 62.9                 0    94
## 468           8.099710e+01          95.0       1 57.8                 0    91
## 469           3.569394e+02          92.0       0 48.1                18    81
## 470           7.193664e+02          81.0       0 56.3                12    91
## 471           1.493051e+03          82.0       0 22.6                 4    39
## 472           0.000000e+00          81.5    1149  2.7                84     4
## 473           4.409153e+00           9.0       0 28.2                 0     9
## 474           2.425404e+03          97.0      51 59.4                 0    96
## 475           0.000000e+00          97.0      53 38.0                 4    98
## 476           6.598499e+02          98.0      47 18.7                 0    98
## 477           4.577746e+02          88.0       0 47.9                14    88
## 478           0.000000e+00          76.0   12008 19.4                80     3
## 479           0.000000e+00          97.0       0 58.4                 0    97
## 480           2.926142e+02          91.0      63 52.2                 1    95
## 481           4.352408e+01          62.0    1317 58.5                39    67
## 482           7.392731e+01          89.0      12 15.1                83    93
## 483           1.705679e+03          81.0     436 21.3                 4    55
## 484           1.451023e+02          95.0      18 44.8                 9    95
## 485           6.699419e+00          86.0       0 17.4                 9    52
## 486           8.053558e+03          83.0      49 54.7                 0    83
## 487           1.011201e+02           9.0       0 55.2                 0    95
## 488           1.078358e+03          96.0    7450 58.4                 2    92
## 489           1.026097e+01          84.0      24 13.6                10    98
## 490           4.212368e+01          44.0       0 72.0                 0    45
## 491           0.000000e+00           9.0       0 47.1                 0    88
## 492           3.858377e+01          72.0      50 15.5                 3    72
## 493           1.987343e+02          99.0      10 57.5                21    99
## 494           9.281480e+01          98.0       0  4.0                24    99
## 495           0.000000e+00          43.0      13 54.2                 9    47
## 496           1.105422e+01          82.0       3 32.4                 3    81
## 497           9.220507e+02           8.0      66  5.3                52    77
## 498           5.466235e+02          98.0     120 64.0                 4    98
## 499           1.969152e+02          78.0     896 21.7                43     7
## 500           6.380001e+02          96.0     148 32.1                 0    96
## 501           0.000000e+00          16.0    1250 24.5                 4    17
## 502           9.274076e+02          99.0       0 39.5                 0    93
## 503           6.773374e+01          62.0    4235 15.6               243    69
## 504           5.339066e+00          73.0       3  2.0                39    73
## 505           1.588149e+01          86.0    2219 15.4               160     3
## 506           0.000000e+00          98.0      17  6.8                 0    96
## 507           2.204917e+02          98.0      13 58.4                 2    96
## 508           1.788226e+02          97.0    2123 58.7                16    98
## 509           6.675150e-01          82.0    4321 21.9               461    82
## 510           2.465686e+02           8.0       0 48.0                 6    85
## 511           0.000000e+00          94.0      18  6.1                 0    95
## 512           1.661914e+02          99.0       0 53.5                 1    99
## 513           7.584079e+03          88.0     780 59.9                 3    94
## 514           9.955532e+00          99.0   26883  3.9               216    99
## 515           3.518603e+02          94.0   16118 46.3                 9    99
## 516           4.315452e+02          96.0     153 34.4                 4    97
## 517           6.239101e+02          92.0       0  5.3                 2    88
## 518           4.287209e+01          95.0       7 57.2                 0    97
## 519           5.645234e+02          99.0       0 51.1                64    99
## 520           3.334691e+01          86.0     649 17.5                48    38
## 521           1.128051e+03          88.0       0 53.8                 0    98
## 522           6.556660e+01          96.0      73 35.3                 4    96
## 523           4.690118e+01          81.0       3 18.6                26    47
## 524           3.205020e+03          81.0     256 59.3                 2    99
## 525           2.868907e+02          98.0       0 27.5                 0    99
## 526           6.657356e+02          97.0      40 61.9                 1    98
## 527           0.000000e+00          84.0       0 38.4                 0    91
## 528           2.372796e+01          71.0   35558 15.4                58    74
## 529           1.446529e+03          95.0       0 59.7                 0    98
## 530           6.761289e+03           9.0       0 63.8                 0    89
## 531           0.000000e+00          93.0      66 63.8                33    92
## 532           1.018114e+02          66.0      24 21.3                90    72
## 533           1.061647e+02          94.0      44 49.9                 1    88
## 534           7.800336e+02          76.0      39 45.7                75    77
## 535           3.026676e+02          96.0       7 18.8                 1    96
## 536           1.830462e+02          81.0   13234 21.2                44    83
## 537           4.933279e+02          93.0       0  4.9                 1    93
## 538           5.219669e+03          96.0     372 61.0                 2    96
## 539           5.352786e+02          97.0       2  6.1                 4    98
## 540           5.103249e+00          48.0       0 48.8                19    55
## 541           3.972288e-01          90.5    3484 11.2               280    83
## 542           0.000000e+00          97.0       0  6.3                 0    97
## 543           0.000000e+00          94.0     119 19.7                 6    87
## 544           9.151859e+02          98.0       0 31.8                 0    98
## 545           4.425687e+01          86.0       0 36.5                25    56
## 546           9.188072e+02          98.0       2 31.3                 0    98
## 547           1.726595e+00          99.0      43 14.8                36    93
## 548           3.845129e+02          91.0       1 59.5                 1    91
## 549           7.089557e+02          98.0       0 31.2                 3    98
## 550           0.000000e+00          85.0     124 26.2                10    85
## 551           3.857187e+01          86.0     217 25.4                 7    78
## 552           3.682887e+03          95.0       1 62.4                 0    99
## 553           0.000000e+00          83.0       0 67.0                 0    83
## 554           5.648167e+02          64.0      10 52.5                 0    65
## 555           1.709627e+02          92.0     354 21.3                79    93
## 556           1.022840e+01          97.0      30 52.4                66    97
## 557           3.873171e+01          96.0      49 17.1                33    96
## 558           7.828120e+01           9.0       0 79.3                 0     9
## 559           2.214829e+02          91.0    3188 55.3                 1    91
## 560           1.960468e+01          94.0       0 48.6                 9    95
## 561           1.122655e+01          83.0       2 13.8                38    76
## 562           8.053925e+02          82.0       2 34.6                 3     8
## 563           3.447412e+02          88.0     257 51.4                 8    85
## 564           7.409772e+00          97.0      26 16.5                30    98
## 565           3.732629e+02          98.0      41 59.3                 4    98
## 566           1.479861e+02          93.5    2686 45.3                24    89
## 567           0.000000e+00          99.0       2 62.6                 0    99
## 568           0.000000e+00          83.0       0 43.5                41    93
## 569           0.000000e+00          73.0     400 39.6                46    67
## 570           2.898323e+01          65.0    4248 18.4               461    65
## 571           0.000000e+00          21.0       0 55.2                 0    98
## 572           5.965965e+01          83.0       3 22.1                 2    85
## 573           0.000000e+00          88.0       0 66.4                 0    85
## 574           7.191052e+03          98.0      98 61.3                 1    99
## 575           3.717109e+01          96.0       0 52.0                 1    96
## 576           1.913983e+01          96.0       0 47.9                 9    92
## 577           0.000000e+00          94.0     189  6.1                 4    92
## 578           6.913925e+01          81.0      24 62.5                 1    75
## 579           5.276085e+02          95.0       0 49.5                 2    92
## 580           1.614474e+02          89.0       0 51.2                 0    93
## 581           0.000000e+00          97.0     240 18.3               113    97
## 582           2.974734e+01          64.0      45  2.8                44    62
## 583           0.000000e+00          95.0       4 62.8                 0    95
## 584           4.582476e+03          97.0      74 65.1                 0    98
## 585           4.334100e+01          93.0       0 36.6                12    95
## 586           2.665417e+02          81.0     580 54.5                24    97
## 587           1.005030e+02          98.0       6 21.2                 0    98
## 588           1.109803e+02           6.0   17620 38.9                14    54
##     Total.expenditure Diphtheria HIV.AIDS Population.x thinness..1.19.years
## 1               7.150         98      0.1    1761467.0                  6.4
## 2               6.600         95      0.4     746556.0                  5.6
## 3               4.910         75     12.6   22846758.0                  3.7
## 4              11.990         79      0.1      96311.0                  0.2
## 5               4.380         74      0.2  121427132.0                 27.0
## 6               6.520         91      0.1    3325637.0                  1.7
## 7              11.230         77      1.5      47167.0                  7.2
## 8               7.510         99      0.1      15578.0                  1.9
## 9              11.250         94      0.1    5614932.0                  1.1
## 10              5.640         93      0.1     271444.0                  3.9
## 11              2.270          7      0.1    2175859.0                 11.0
## 12              5.400         73      0.7      16799.0                 11.8
## 13              7.530         99      0.1     989382.0                  1.7
## 14              7.160         85     18.7    1531221.0                  7.5
## 15              8.110         93      0.1     569741.0                  0.5
## 16              9.100         96      0.1     466245.0                  0.6
## 17              5.290         99      0.1      24654.0                  3.4
## 18              8.890         91      0.1    4623291.0                  0.8
## 19              6.360         97      0.1     115912.0                  3.8
## 20              5.920         72      1.5     647272.0                  1.4
## 21              6.220         88      0.3    1359647.0                  1.5
## 22              4.630         52      0.5     988452.0                 12.3
## 23              8.530         89      2.5     231652.0                  9.0
## 24              5.630         97      0.1      11761.0                  6.4
## 25              1.930         93      0.1      73391.0                  0.6
## 26              7.680         99      0.1      56953.0                  0.9
## 27              3.460          7      0.4   22346573.0                  7.4
## 28              5.755         42      0.8   12440326.0                  6.8
## 29              6.220         84      0.6       5437.0                  3.5
## 30              5.755         99      0.1    3723155.0                  7.5
## 31              7.500         87     40.7    1138434.0                  6.5
## 32              6.230         41      1.6    1265687.0                 12.3
## 33              7.820         87      0.1      43864.0                  3.0
## 34              6.410         89      0.2    2674113.0                 16.9
## 35              3.180         99      0.1    2403659.0                  7.1
## 36              5.755         91      0.1    7177991.0                  1.9
## 37              4.900         72      0.1    1310044.5                 13.9
## 38              4.790         99      0.1    4411785.0                  3.6
## 39              9.390         89      0.1   11246114.0                  3.4
## 40              9.250         76      1.1    4286291.0                  6.8
## 41              9.150         98      0.1    9937565.5                  3.1
## 42              9.120         95      0.1    2932367.0                  0.8
## 43              4.990         79      4.8    1515321.0                  6.4
## 44              4.690         81      7.2   17899562.0                  6.7
## 45              5.580         97      1.4    1875713.0                  6.8
## 46              1.560         83      0.1    8171966.0                  1.7
## 47              4.170         99      0.1   67843979.0                  8.0
## 48              3.700         96      0.7    6473164.0                  9.2
## 49              8.470         97      0.1     221316.0                  1.7
## 50              4.450         96      0.8     283277.0                  3.6
## 51              3.930         69      0.1   29111417.0                  5.4
## 52              1.820         87      0.1    3434278.0                  0.5
## 53              4.200         97      0.1    2976724.0                  7.8
## 54              9.200         92      0.1     223175.0                  0.7
## 55              7.250         94      0.1       6261.0                  1.9
## 56              5.880         98      0.1     288914.0                  1.2
## 57              3.970         85      6.4    1381599.0                  7.2
## 58              5.640         88      0.3   14537886.0                 11.0
## 59              5.755          8      2.8    1746795.0                  7.5
## 60              9.600         98      0.1     929572.0                  1.3
## 61              5.570         98      0.1     112482.0                  6.4
## 62              7.100         78     43.5   12222251.0                 11.0
## 63              5.840         82      0.2   26214847.0                 17.2
## 64              7.940         87      0.1    3779247.0                  3.0
## 65              8.770         95      0.1    1995733.0                  2.0
## 66              5.755         92      0.1     487852.0                  1.7
## 67              7.610         94      0.3    5971535.0                  2.0
## 68              5.640         98      0.1     129887.0                  6.3
## 69              7.120         99      0.1   15152873.0                  7.9
## 70              6.360         94      0.1    1322696.0                  1.9
## 71              5.200         96      0.1    1354775.0                  2.1
## 72              6.660         96      0.1     524893.5                  3.2
## 73              3.220         45     10.7     129449.0                  7.7
## 74              8.350         99      0.1    5313399.0                  0.9
## 75              5.300         91      4.6     876693.0                  7.1
## 76              2.150         97      0.1    2035501.0                  5.1
## 77             11.210         96      0.1    7912398.0                  0.5
## 78              3.780          8      0.1   18914977.0                  6.4
## 79              1.830         73      0.5   48482614.0                 13.2
## 80              6.680         96      0.2     656478.0                  1.8
## 81              8.480         97      0.1    5843831.0                  0.5
## 82              5.560         95      0.1    2367487.0                  3.0
## 83              8.830         78      0.1      45735.0                  4.7
## 84             11.240         91      0.9     676613.0                  7.9
## 85              5.755         91      0.6    1811624.0                  8.0
## 86              6.440         82      0.2   26475859.0                 17.0
## 87              3.280         91      0.1     814218.0                  4.3
## 88              6.160         75     42.1   12366165.0                  1.6
## 89              3.800         98      0.1     970981.0                  6.1
## 90              8.230         94      0.1    3339741.0                  1.6
## 91              2.510         98      0.1    5973369.0                  5.5
## 92              7.110         95      0.1     735888.0                  1.9
## 93             17.140         95      0.1   35544564.0                  0.8
## 94              7.240          9      0.1    1739746.0                  0.8
## 95              3.250         84      0.1    8331954.0                  1.0
## 96              3.800         89      0.1      29822.0                  2.0
## 97              5.755         95      0.1   16939923.0                  1.0
## 98              7.200          9      0.1   47791911.0                  2.1
## 99              4.180         95      0.1   28849621.0                  6.7
## 100             8.710         87      2.7     865937.0                  5.6
## 101             8.400         94      0.1    4768212.0                  0.7
## 102             5.720          9      3.1    1225258.0                  7.0
## 103             9.380         96      0.1     239669.0                  1.7
## 104             5.780         92      0.2      57374.0                  2.3
## 105             7.130         93      0.1       6289.0                  1.1
## 106             6.780         83      0.6     498946.0                  3.5
## 107             1.930         93      0.1    1804171.0                  5.1
## 108             5.640         99      0.1    1196136.0                  6.3
## 109             7.890         96      0.1       8595.0                  1.2
## 110            17.200         95      0.1     345274.0                  0.7
## 111             8.200         92      0.3    3599192.0                  3.3
## 112             9.420         92      0.1    2346694.0                  0.6
## 113             4.810         66      0.7   17279141.0                  8.3
## 114             5.755         97      0.3     896829.0                  2.1
## 115             6.770         52     11.6    2439274.0                  7.0
## 116             8.490         94      0.1   57685327.0                  0.5
## 117             8.470         89     21.6     122843.0                  5.4
## 118             1.970         82      0.5     487377.0                 13.3
## 119             3.920         99      0.3    1189903.0                  3.6
## 120             5.490         23      5.1     935321.0                  1.9
## 121             3.730         98      0.7    1962424.0                  4.0
## 122             6.860         73      1.6   16962846.0                  7.9
## 123             4.420         99      0.1   16321581.0                  2.3
## 124             5.950         98      0.1    2021514.5                  7.4
## 125             8.600         96      0.5     182889.0                  5.9
## 126             8.500         97      0.1   42921895.0                  0.6
## 127             9.210         83      0.1    3757452.0                  1.2
## 128             5.700          9     25.1   11695863.0                  7.9
## 129            16.900         94      0.1   35155451.0                  0.7
## 130             7.120         88      0.1    3925443.0                  2.4
## 131             3.490         98      0.5   65824164.0                  8.7
## 132             4.980         82      0.1      15328.0                  0.1
## 133             3.250         43      0.1      19239.0                  6.3
## 134             4.960         81      5.3    6555829.0                  8.8
## 135             6.890         99      0.1    9663915.0                  2.3
## 136             7.430         87      0.1     276197.0                  3.8
## 137             7.470         99      0.1     115868.0                  2.2
## 138             4.720         87      0.1     129675.0                  5.1
## 139             5.755         97      0.1    7056967.5                  3.3
## 140             5.500         99      0.1     110254.0                  3.9
## 141             3.980         79      3.7    1817271.0                  6.2
## 142             3.860         89      0.3   12852755.0                  1.6
## 143             5.755         99      0.5     787386.0                 15.4
## 144             5.755         99      0.1     892149.0                  4.0
## 145             5.755         65      0.4   19896965.0                  9.6
## 146             5.130         81      0.1     657229.0                  7.2
## 147             1.620         97      0.1   82534176.0                  1.1
## 148             5.380         38      2.1   16983266.0                  1.7
## 149             7.820          9      0.1    3321245.0                  1.8
## 150             7.530         82     26.4   48883845.0                  9.7
## 151             5.160         95      0.1      13468.0                  2.0
## 152             6.300         89     34.8    1949543.0                  9.3
## 153             6.400         95      0.1     344367.0                  3.3
## 154             5.100         86      0.1     176582.0                  0.2
## 155             7.780         96      0.1    4617225.0                  0.3
## 156             9.500         92      0.1     216917.0                  0.7
## 157             6.630          9      0.4     462582.0                  2.5
## 158             6.500         99      0.1   11170051.0                  3.5
## 159             6.450         79      2.5     133569.0                  1.5
## 160             5.690         92      0.1    2798531.0                 16.1
## 161             3.370         99      0.1      91359.0                  5.7
## 162             4.120         69      0.1      24143.0                  1.6
## 163             6.760         88      0.1    4591897.0                  2.2
## 164             7.720         99      0.1     389684.0                  2.3
## 165             7.110         95      0.1      39328.0                  0.7
## 166             5.755         93      0.1    6192235.0                  2.8
## 167            11.170         91      0.1   33628571.0                  0.5
## 168             6.920         83     29.8    1868699.0                 11.5
## 169             4.790         94      0.1   42981515.0                  1.0
## 170             6.370         98      0.1     127658.0                  0.9
## 171             6.470          9      0.2    1321618.0                  6.0
## 172             8.450         97      0.4    8194778.0                  2.3
## 173             1.600         97      0.1   11298710.0                  3.4
## 174             7.300          9      0.3       6775.0                  1.9
## 175             2.830         98      0.1    2697537.0                  6.9
## 176             3.410         67      7.0      16421.0                  6.5
## 177             6.710         82      0.3    1228848.0                  1.5
## 178             5.000         96      2.0    1277837.0                  6.5
## 179             5.230         97      0.1    3869346.0                  6.4
## 180             4.660         87      0.1      13372.0                  5.0
## 181             4.790         86      0.1       1284.0                  5.5
## 182             5.630         99      0.1     147336.0                  6.3
## 183             7.730         94      0.1       7915.0                  1.2
## 184             4.420         92      0.4      13391.0                  1.2
## 185             7.570         92      0.1    4398942.0                  0.3
## 186             4.480         81      0.1    1786638.0                  6.5
## 187             2.910         97      0.1    1545478.0                 19.1
## 188             5.370         89      0.1   42724163.0                  2.4
## 189             5.480         78      0.1    2495623.0                 18.0
## 190             5.850         88      1.1      75331.0                  5.9
## 191             8.900          8      0.1    3838462.0                  1.9
## 192             5.755         93      4.2    9263136.0                  3.3
## 193             5.120         78      0.1    1277310.0                 13.8
## 194             6.490         98      0.1   17265109.5                  8.2
## 195             6.610         97      0.3   14296868.0                  2.3
## 196             4.350         64      5.1     497367.0                  9.4
## 197             3.440          7      2.8    1875713.0                  6.1
## 198             3.240         88      0.1   33288437.0                  6.1
## 199             7.350         95      0.1        689.0                  1.1
## 200             8.000         97      0.1     127718.0                  1.7
## 201             6.880         95      0.1    7348328.0                  2.0
## 202             5.790         82      2.4    8832285.0                  3.7
## 203             5.170         76      0.1    1916169.0                 13.7
## 204             5.300         88      0.2    1112868.5                  1.4
## 205             4.360         75      0.1   25627626.0                  5.5
## 206             4.140          5      0.2   13676693.0                  9.7
## 207             4.680         82     18.1    3145483.0                  9.2
## 208             4.640         97     38.8     172834.0                 12.3
## 209             5.755         23      0.2    4515429.0                  2.3
## 210             4.710         65      0.1     236295.0                  1.5
## 211             5.880         96      0.1     111725.0                  3.9
## 212             7.540         59      9.4    2662482.0                  6.7
## 213             6.940         99      0.1  182482149.0                  3.3
## 214             5.755         31      0.9   11444870.0                  7.2
## 215             5.755         77      0.6    9987333.0                  1.4
## 216             5.240         97      0.1   74569867.0                  4.9
## 217             5.550         98      0.1    5154790.0                  3.6
## 218             5.130         91      0.5     128452.0                  6.4
## 219             2.770         59      3.8    1818258.0                  3.3
## 220             7.500         72      3.7      79628.0                  5.8
## 221             8.180         62      0.1     327582.0                 17.5
## 222             8.350         88      0.1    4223800.0                  0.3
## 223             3.510         99      0.1    4754641.0                  3.4
## 224             6.270         98      0.1   11139127.0                  3.6
## 225             8.930         85      0.1       4538.0                  0.7
## 226             9.750         95      0.1     325755.0                  0.5
## 227             5.210         99      0.1    1962424.0                  2.7
## 228            11.960         53      1.7    4957216.0                  9.9
## 229             2.540         72      5.0    1384969.0                  8.5
## 230            11.710         96      0.1     889346.0                  0.4
## 231             3.940         87      0.1    8929349.0                  1.0
## 232             4.640         84      2.9   22113425.0                  7.9
## 233             5.360         78      0.1    6514354.0                  5.2
## 234             5.560         96     28.4     182933.0                  1.5
## 235            15.600         96      0.1      31676.0                  0.7
## 236             6.860          9      9.4    1965662.0                  7.6
## 237             9.940         98      0.1    9298515.0                  1.3
## 238             9.400         98      0.1     613997.0                  1.8
## 239             6.830         94      0.1       3987.0                  0.8
## 240             5.750         99      0.1    5275916.0                  3.5
## 241             7.410         97      0.1   10525347.0                  1.8
## 242             3.870         99      0.1    2795550.0                  3.3
## 243             3.000         79      0.1   79665315.0                  1.0
## 244             2.250         41      5.9     829327.0                  9.5
## 245             4.400          9      0.3    1315372.0                  6.1
## 246             6.910         67      0.1      19757.0                  0.2
## 247             1.680         64      2.2    5848692.0                  9.1
## 248             3.800          2      4.4    1129424.0                  8.5
## 249             5.755         99      0.1    4191776.0                  7.1
## 250             5.700          8      6.3   19432541.0                  6.3
## 251             3.610          7      1.9    1384969.0                 11.1
## 252             5.100         87      0.1     917382.0                  2.8
## 253             2.230         76      0.1    2145652.0                 11.0
## 254             4.680         98      0.1   32125564.0                  7.7
## 255             3.580         42      7.3      44423.0                  9.1
## 256             5.550         91      0.7     138859.0                 11.2
## 257             9.170         96      0.1     748591.0                  2.7
## 258             7.830         96      0.1    4255689.0                  1.5
## 259             6.000         97      0.1      36173.0                  2.1
## 260             2.190         89      0.1    2214465.0                  5.2
## 261             3.880         99      0.3     600844.5                  3.7
## 262             8.170         86      0.3   32955496.0                  3.3
## 263             9.560         91      0.1    4654122.0                  1.8
## 264             9.800         96      0.1     252843.0                  1.6
## 265             6.640         78      4.3     633472.0                  7.5
## 266             4.270         97      0.1    4987573.0                  2.1
## 267             5.755         56      0.1    1262645.0                  6.0
## 268             3.910         99      0.1      82858.0                  6.0
## 269             4.670         84      0.1       1364.0                  0.1
## 270             8.800         97      0.1    4595416.0                  0.6
## 271             2.610         65      0.1   14161437.0                 22.0
## 272             8.860          9      0.1     327386.0                  1.0
## 273             5.990         86      0.1      56795.0                  2.4
## 274             3.500         93      1.9    3738265.0                  9.7
## 275             5.755         93      0.1    8633169.0                  1.9
## 276             5.820         74      0.1     689692.0                  7.1
## 277             9.650         91      0.1      51313.0                  4.0
## 278             4.280         65      0.3 1144118674.0                 27.2
## 279             8.500         83      8.7      21374.0                  1.9
## 280             6.850         83      0.1    3931947.0                  0.3
## 281             3.550         96      0.1   25382870.0                  7.2
## 282             8.380         68      1.8      47774.0                  3.6
## 283             3.770         75      1.5    1638139.0                  1.0
## 284             6.440         68     30.3     129432.0                  9.0
## 285             5.390         98      0.2      87674.0                  3.3
## 286             5.755         93      0.1     136427.0                  4.9
## 287             8.320         95      0.1    4586897.0                  0.3
## 288             5.755         97      1.7    1746795.0                  7.3
## 289             4.780         86      0.1     832325.0                  1.7
## 290             5.290          9      0.4      13281.0                  5.9
## 291             3.730         86      0.1    3199546.0                  6.3
## 292             5.755         42      0.8   13309235.0                  6.7
## 293             8.150         95      0.1    4576794.0                  0.3
## 294             3.320          4      5.1    1421597.0                  1.3
## 295             4.700          7      1.3     342823.0                  1.0
## 296             5.280         95      0.3     656639.0                 17.8
## 297             6.850         95      0.1    1177841.0                  2.4
## 298             6.900         96      0.1     956765.0                  2.1
## 299             6.210         93      0.1     273791.0                  3.8
## 300             6.400         94      0.1     953579.0                  2.8
## 301             5.250         87      1.0    7228915.0                  6.6
## 302             5.110         99      0.3    2586435.0                  3.2
## 303            13.440         91      0.1       1568.0                  0.2
## 304             8.000         98      0.1    8365556.0                  1.2
## 305             6.140         88      0.1   11225294.0                  3.4
## 306             9.550         98      0.1    1457295.0                  0.7
## 307             5.610         74      0.1    2631669.0                  5.4
## 308             2.860         81     10.0    1489193.0                  6.9
## 309             6.140         95      0.1   37565847.0                  5.9
## 310             6.660         94      0.1     133126.0                  1.5
## 311             8.780         73      4.5   53311955.6                  5.4
## 312             3.310         64      2.0    2692466.0                  8.5
## 313             5.755         64      0.1     127445.0                  5.9
## 314             5.600         97      0.1    2119376.0                  3.2
## 315             6.350         95      0.1     114918.0                  3.8
## 316             5.110         99      0.3      26167.0                  3.2
## 317             3.280         87     12.5    1933596.0                  8.2
## 318             4.100         87      3.7    2223994.0                  5.7
## 319             5.755         89      0.3   14976994.0                  9.5
## 320             4.210         98      0.1     286917.0                  2.2
## 321             6.300         93      0.4     714458.0                 16.8
## 322             8.900         99      0.1     528872.0                  0.9
## 323             8.470         94      0.1     199712.0                  2.0
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## 326             6.550         94      0.1   41223889.0                  1.0
## 327             4.730         73      7.5    1695981.0                  7.0
## 328            11.700         95      0.1     782499.0                  0.5
## 329             6.750         86      0.1    3516268.0                  2.0
## 330             1.500         95      0.1     735222.0                  2.3
## 331             4.320         93      0.1    1317885.0                  4.7
## 332             8.250         98      0.1       1281.0                  1.8
## 333             5.755         62      0.1     127185.0                  5.9
## 334             5.755         94      0.1     134413.0                  5.1
## 335             4.600         93      0.3   28292724.0                  1.2
## 336             5.820          8      0.2    2539449.0                 17.8
## 337             5.755         98      0.1   17544126.0                  2.4
## 338             4.480         77      0.1      81112.0                  3.1
## 339            13.730         99      0.1         41.0                 13.6
## 340             5.755         89      0.3    5243669.0                 12.8
## 341             9.310         99      0.1    8958229.0                  1.3
## 342             4.280         54      2.4   83184892.0                 11.2
## 343             4.460         85      0.3    6576877.0                  4.0
## 344             4.470         42      5.2   14641724.0                 12.3
## 345             5.755         88      1.0     741682.0                  6.5
## 346             2.160         92      0.1    1905660.0                  5.1
## 347             3.730         99      0.1        846.0                  5.9
## 348             5.755         97      0.1   46447697.0                  0.6
## 349             5.490         63      1.0   11536615.0                  7.7
## 350             5.260         94      0.1    1625344.5                  2.6
## 351             8.470         88     30.0    1982287.0                  8.4
## 352             3.480         45     11.0    1328146.0                  7.5
## 353             6.690         91      0.1    1614764.0                  0.9
## 354             5.450         62      4.3     746221.0                  6.2
## 355             6.400         96      0.1    2765383.0                 14.6
## 356             2.910         77      0.1   15399667.0                 21.2
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## 358             9.100         97      0.1    5358783.0                  1.3
## 359             2.900         83      0.3  248883232.0                  1.5
## 360             4.800         98      0.1       8833.0                  5.7
## 361             3.640         99      0.1    8835951.0                  5.2
## 362             7.670         98      0.1      45163.0                  1.0
## 363             4.820         88      0.7      13926.0                  6.1
## 364             3.400         94      0.1   24198811.0                  9.5
## 365             3.760         53      3.0    9137345.0                  9.9
## 366             4.530         83      0.2  127856227.0                 26.8
## 367             5.600         45      4.0    1167942.0                 11.4
## 368             9.140         96      0.1    1289898.0                  0.8
## 369             2.310         98      0.1    2560649.0                  7.0
## 370             9.140         94      0.1     495388.0                  0.7
## 371             6.410         42      3.1    2991132.0                  9.0
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## 373             7.390         94      0.1   16829442.0                  0.8
## 374            11.410          9      0.1    8510273.0                  2.9
## 375             3.450         96      0.1    8664969.0                  5.1
## 376             5.610         95      0.5     329192.0                  3.5
## 377             3.910         25      5.2       1679.0                  1.5
## 378             3.610         97      0.1   26625845.0                  8.7
## 379             6.200         93      0.1     832325.0                  2.6
## 380             4.660          9     10.0    1252156.0                  7.7
## 381             3.490         96      0.1   26400068.0                  7.2
## 382             7.570         91      0.1     344367.0                  0.7
## 383             6.350         84     24.2   12336687.0                  7.6
## 384             4.410         99      0.1      79869.0                  3.5
## 385             2.430         25      5.3   12866671.0                 13.8
## 386             4.570         69      0.1     626425.0                  7.4
## 387             1.900          8      0.1    3359859.0                  4.9
## 388             5.250         53      0.1     182286.0                  0.2
## 389             4.100         51     12.0      45536.0                  9.9
## 390             1.310         57      0.1     996698.0                 12.0
## 391             5.730         81      4.8    6161796.0                  7.7
## 392             4.930         97      0.1     127718.0                  1.6
## 393             5.120          7     26.8   13124267.0                  8.6
## 394             2.620         99      0.1    3143825.0                  3.3
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## 396             4.600         99      0.1    1244121.0                  7.4
## 397             4.530         76      1.3    2957117.0                  1.3
## 398             5.755         41      0.8   12216837.0                  6.9
## 399             5.180         95      0.1    3158966.0                  1.1
## 400             2.160         75      0.4   51448196.0                 12.9
## 401             3.970          9      4.3    4135152.0                  8.2
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## 404             6.560         85     18.6    1824125.0                  7.4
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## 406             3.810         99      0.2     672888.0                  8.2
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## 409             6.630         94      0.1    2177322.0                  2.3
## 410             3.600         94      0.1   15214912.0                 18.9
## 411             6.620         99      0.1    3863164.0                  2.0
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## 413             4.920         94      0.1    2397436.0                  2.6
## 414             5.600         72      0.1   24566342.0                 18.2
## 415             3.340         94      0.4    3323425.0                  8.5
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## 418             7.420         97      0.1   15925513.0                  1.1
## 419             6.420          9      0.1      49294.0                  1.2
## 420            11.830         75      2.4    3662993.0                  7.7
## 421             4.220         65      0.1    1512165.0                 14.0
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## 423             6.760         64      4.0      77752.0                  6.0
## 424             3.280          8      0.1    2118834.0                  6.4
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## 426             5.755         96      0.2    8548651.0                  3.6
## 427             9.840         95      0.1    1483861.0                  0.7
## 428             4.260         85      0.4     115495.0                  3.3
## 429             8.460         95      0.1    1332785.0                  0.8
## 430             7.190         98      0.1    1777567.0                  3.4
## 431             7.100         92      0.1   45416181.0                  2.2
## 432             5.430         98      0.1    4487436.5                  3.5
## 433             5.755         99      0.1    5565284.0                  3.3
## 434             9.370         88      0.1      31362.0                  0.5
## 435             1.370         94      0.1      16613.0                  0.1
## 436             7.410         93      0.1    7837161.0                  2.4
## 437             6.660         75      0.7    1764636.0                  1.5
## 438             5.800         99      0.1     133126.0                  4.4
## 439             3.820         74      0.1     376271.0                  5.3
## 440             8.180         83     18.2   11421984.0                  7.3
## 441             3.230         62      0.1    2725535.0                  3.3
## 442             8.300         96      1.0      96186.0                  7.4
## 443             5.755         81      1.1    1746795.0                  9.5
## 444             7.430         99      0.1   10474410.0                  1.9
## 445             4.290         73     13.2    3574931.0                  8.7
## 446             5.100         95      0.1     134681.0                  2.1
## 447             5.690         97      0.1    9474511.0                  1.9
## 448             1.240         65      2.8    3512932.0                  7.9
## 449             6.310         71      0.1     571293.0                  1.5
## 450             8.100          9      0.1      61525.0                  2.2
## 451             6.750         96      0.2     817789.0                  3.6
## 452             8.230         98      0.1   44397319.0                  0.6
## 453             6.840         91      0.1   47342981.0                  2.1
## 454             1.870         91      0.1     557572.0                  1.1
## 455             4.500         59      0.3  171477855.0                 27.5
## 456             8.300         93      0.3   35167314.0                  3.3
## 457             5.755         89      0.1     622159.0                  1.8
## 458             2.330         92      0.1    4898954.0                  5.1
## 459            11.560         99      0.1    6599857.0                  0.6
## 460             2.370         71      0.1  223614649.0                  1.9
## 461             4.700         63      7.9   15671927.0                  7.5
## 462             5.755         92      0.1      33815.0                  1.0
## 463             4.770         98      0.1    6188132.0                  5.6
## 464             9.680         95      0.1    5287488.0                  3.9
## 465             5.900         78      2.5    8562622.0                  3.8
## 466             8.480         96      0.1    1312212.5                  3.5
## 467             8.680         94      0.1       3485.0                  1.5
## 468             6.460         94      0.1    3415213.0                  3.2
## 469             4.560         86      0.4   27273194.0                  1.3
## 470             6.840         98      0.1   38728696.0                  1.1
## 471             3.290         41      7.7      99429.0                  8.9
## 472             5.755          4      0.9   11118092.0                  7.3
## 473             4.600          9      0.3       5867.0                  7.3
## 474             7.700         96      0.1     443458.0                  1.7
## 475             5.820         98      0.1    3134685.0                  3.4
## 476             7.370         98      0.1        333.0                 14.3
## 477             6.280         88      0.4   14948919.0                  1.2
## 478             5.755          3      0.9   10117354.0                  7.6
## 479             8.500         97      0.1    9670489.5                  1.2
## 480             8.900         95      0.1    7496522.0                  2.7
## 481             5.540         64      0.1       3568.0                  5.3
## 482             6.630         89      1.7    1425221.0                  9.8
## 483             2.310         42      6.3     868418.0                  9.3
## 484             3.610         95      0.1   14858948.0                  2.6
## 485             4.940         49      3.1    1243229.0                  1.2
## 486            11.190         83      0.1    8343323.0                  1.7
## 487             5.130         94      0.1     136255.0                  2.2
## 488             5.480         91      0.1      25835.0                  2.8
## 489             3.140         98      1.8    3858623.0                  9.6
## 490             5.400         49      0.1     184826.0                  0.2
## 491             5.755         96      0.3      13692.0                  5.7
## 492             0.920         72      0.1     119591.0                 11.5
## 493             5.910         99      0.1    3431882.0                  6.4
## 494             6.310         98      0.2     277674.0                  3.1
## 495             3.250         45      0.1      24271.0                  6.3
## 496             2.540         82      8.9    1536411.0                  6.8
## 497             8.800         77      3.7   54146734.7                  4.9
## 498             7.230         98      0.1    8413464.0                  3.9
## 499             4.910         78      5.6   14699937.0                  6.5
## 500             3.930         96      0.1    5183688.0                  2.1
## 501             5.755         16      4.2    1175389.0                  8.4
## 502             4.410         98      0.1      77195.0                  3.6
## 503             6.860         61      1.7     877267.0                 11.0
## 504             3.400         73      0.3    2358981.0                  7.2
## 505             2.790         28      2.0    1644924.0                  1.9
## 506             6.900         98      0.1   10197101.0                  2.1
## 507             6.880         99      0.1    3842794.0                  2.1
## 508             6.880         97      0.3   14321676.0                  2.3
## 509             3.200         82      0.1    1756182.0                  2.2
## 510             5.330         81      0.1     954332.0                  2.8
## 511             5.755         95      0.1     263531.0                  1.4
## 512             3.550         99      0.1    4009267.0                  7.1
## 513            11.250         95      0.1    8177693.0                  1.1
## 514             5.390         99      0.1     135738.0                  3.8
## 515             4.700         98      0.1    1514729.0                  2.4
## 516             3.970         97      0.1    2765383.0                  8.3
## 517             7.480         92      0.1     333465.0                  2.1
## 518             6.260         95      0.1     347818.0                  3.3
## 519             8.650         99      0.1  194895996.0                  3.0
## 520            11.830         38      1.5    4739147.0                  1.1
## 521             6.120         98      0.1     976966.0                  0.9
## 522             3.990         96      0.1   28112289.0                  8.2
## 523             3.990         51     10.0     421758.0                  9.6
## 524             7.990         98      0.1   42187645.0                  0.6
## 525             4.830         99      0.4      52384.0                  7.4
## 526             1.170         98      0.1    1895586.0                  0.9
## 527             6.100          9      0.2    1112868.5                  4.4
## 528             4.890         78      0.6    1782997.0                  8.2
## 529             7.530         98      0.1    3162916.0                  2.8
## 530             1.700         89      0.1    4259800.0                  0.3
## 531            15.150         96      0.1      32312.0                  0.7
## 532             6.590         66      1.5    1554989.0                  8.5
## 533             8.170         98      0.1        482.0                  2.7
## 534             7.750         79     23.5   49557573.3                  8.9
## 535             6.580         96      0.4        795.0                 17.1
## 536             4.260         81      6.3   14264756.0                  6.6
## 537             7.460         93      0.8     746314.0                  5.6
## 538             9.420         96      0.1   59277417.0                  0.5
## 539             8.780         97      0.1    6489822.0                  3.8
## 540             7.560         48      0.5    1572466.0                  3.9
## 541             2.590         83      0.1    1366667.0                  2.5
## 542             5.755         97      0.1     116985.0                  1.0
## 543             4.220         87      2.7    1823369.0                  9.6
## 544             4.760         98      0.1    1255882.0                  7.1
## 545             5.320         53      4.6    8976552.0                  4.5
## 546             5.200         98      0.1     125244.0                  7.1
## 547             1.300         99      3.4    7939573.0                  8.0
## 548             9.310         91      0.1    4757575.0                  1.7
## 549             9.660         98      9.8    1271456.0                  4.5
## 550             5.900         85      3.0    1772723.0                  7.7
## 551             7.530         78     31.2    1885955.0                 11.1
## 552             9.760         99      0.1    1177841.0                  0.8
## 553            13.760         84      0.1      14656.0                  0.2
## 554             5.200         64      0.1      25885.0                  1.5
## 555             5.720         92      2.9     462425.0                  7.8
## 556             4.980         97      0.1   11719673.0                  2.0
## 557             8.210         96      1.2     931971.0                  7.5
## 558            16.610          9      0.1       1819.0                  0.2
## 559             7.420         91      0.1       3727.0                  2.7
## 560             5.940         96      0.2    1425453.0                  1.4
## 561             7.100         83      4.8    7182451.0                  8.4
## 562             3.130         82      4.9    1756817.0                  6.3
## 563             5.920         88      0.1   15177355.0                  1.3
## 564             8.490         97      5.0     944742.0                  6.8
## 565             8.350         98      0.1    6193191.0                  3.8
## 566             3.840         89      0.1   31592153.0                  6.4
## 567             6.820         99      0.1   10384603.0                  1.9
## 568             5.755         93      4.0     167192.0                  3.3
## 569             5.780         73      0.1    2012321.0                 13.7
## 570             2.560         65      0.1      15783.0                 21.4
## 571             5.150         99      0.2     571293.0                  2.7
## 572             6.100         83      0.2      76569.0                  7.0
## 573            13.830         85      0.1      12652.0                  0.2
## 574             9.600         99      0.1     179973.0                  0.8
## 575             5.660         96      0.5     284992.0                  1.8
## 576             5.860         96      0.3    1396748.0                  1.4
## 577             7.980         92      0.1     459191.0                  0.7
## 578             8.700         81      0.1     411147.0                  4.7
## 579             8.900         95      0.2    3269541.0                  2.2
## 580             8.260         91      0.1    1988925.0                  2.2
## 581             5.755         97      0.1    1612886.0                 17.9
## 582             4.550         64      2.2     179417.0                  8.2
## 583             5.755         95      0.1    4676835.0                  0.3
## 584             3.100         97      0.1     848710.0                  4.8
## 585             6.400         93      0.2     764163.0                  3.7
## 586             5.990         97      0.3    1453646.0                  2.7
## 587             9.220         98      0.1         36.0                 14.1
## 588             7.690         61      1.4    5862316.0                  1.5
##     thinness.5.9.years Income.composition.of.resources Schooling   region
## 1                  6.3                           0.714      14.5   Africa
## 2                  5.3                           0.618      10.2 Americas
## 3                  3.7                           0.372       8.8   Africa
## 4                  0.2                           0.625      11.0  Oceania
## 5                 27.8                           0.563      10.5     Asia
## 6                  1.6                           0.747      15.0 Americas
## 7                  7.0                           0.406       9.5   Africa
## 8                  1.9                           0.809      15.3   Europe
## 9                  0.9                           0.924      18.7   Europe
## 10                 3.9                           0.771      15.0 Americas
## 11                11.1                           0.608      10.6     Asia
## 12                11.7                           0.401       5.9   Africa
## 13                 1.7                           0.824      15.4   Europe
## 14                 7.5                           0.418       9.6   Africa
## 15                 0.5                           0.828      14.9   Europe
## 16                 0.5                           0.874      17.5   Europe
## 17                 3.4                           0.000      10.6     Asia
## 18                 0.7                           0.929      17.6   Europe
## 19                 3.8                           0.744      15.8 Americas
## 20                 1.4                           0.454       8.2  Oceania
## 21                 1.3                           0.682      12.7 Americas
## 22                12.3                           0.378       5.2   Africa
## 23                 8.9                           0.625      11.6   Africa
## 24                 6.3                           0.673      13.6   Africa
## 25                 0.5                           0.889      15.0   Europe
## 26                 0.9                           0.884      13.7   Europe
## 27                 7.3                           0.506      10.2   Africa
## 28                 6.7                           0.677      12.3   Africa
## 29                 3.4                           0.678      11.5 Americas
## 30                 7.3                           0.787      13.1     Asia
## 31                 6.7                           0.508      10.5   Africa
## 32                12.2                           0.266       3.0   Africa
## 33                 3.1                           0.673      11.7     Asia
## 34                17.4                           0.502      10.5     Asia
## 35                 6.8                           0.716      11.0     Asia
## 36                 1.8                           0.792      15.0   Europe
## 37                13.9                           0.464       8.4     Asia
## 38                 3.6                           0.593      11.8     Asia
## 39                 3.3                           0.719      14.2 Americas
## 40                 6.7                           0.419       9.8   Africa
## 41                 3.3                           0.677      12.3   Europe
## 42                 0.5                           0.677      12.3   Europe
## 43                 6.2                           0.565      12.5   Africa
## 44                 6.8                           0.456       8.2   Africa
## 45                 6.6                           0.677      12.3   Africa
## 46                 1.9                           0.841      14.7   Europe
## 47                 8.1                           0.729      13.7     Asia
## 48                 9.5                           0.657      11.5     Asia
## 49                 1.7                           0.869      16.9   Europe
## 50                 3.5                           0.695      12.8 Americas
## 51                 5.1                           0.638      10.3     Asia
## 52                 0.5                           0.903      15.9 Americas
## 53                 7.6                           0.779      12.9     Asia
## 54                 0.6                           0.927      19.5  Oceania
## 55                 1.9                           0.797      15.1   Europe
## 56                 1.3                           0.761      14.2   Europe
## 57                 7.2                           0.677      12.3   Africa
## 58                11.2                           0.533      10.7     Asia
## 59                 7.1                           0.590      11.1   Africa
## 60                 1.3                           0.890      16.0   Europe
## 61                 6.3                           0.683      13.9   Africa
## 62                11.2                           0.434       9.8   Africa
## 63                17.8                           0.486      10.0     Asia
## 64                 3.0                           0.000      12.1   Europe
## 65                 2.1                           0.843      16.1   Europe
## 66                 1.7                           0.775      14.2 Americas
## 67                 1.9                           0.628      12.0 Americas
## 68                 6.3                           0.695      14.3   Africa
## 69                 8.1                           0.745      13.1     Asia
## 70                 1.9                           0.850      16.5   Europe
## 71                 2.2                           0.812      15.9   Europe
## 72                 3.3                           0.631      12.2     Asia
## 73                 7.5                           0.636      12.3   Africa
## 74                 0.8                           0.876      17.1   Europe
## 75                 7.1                           0.677      12.3   Africa
## 76                 4.7                           0.843      13.4     Asia
## 77                 0.3                           0.932      15.6   Europe
## 78                 6.3                           0.636      11.4     Asia
## 79                13.6                           0.465       7.9     Asia
## 80                 1.7                           0.651      12.9 Americas
## 81                 0.5                           0.862      16.1   Europe
## 82                 3.3                           0.795      15.4   Europe
## 83                 4.6                           0.733      13.2     Asia
## 84                 7.8                           0.401       9.1   Africa
## 85                 7.5                           0.399       7.7   Africa
## 86                17.6                           0.492      10.1     Asia
## 87                 4.0                           0.683      13.2  Oceania
## 88                 1.7                           0.427       9.8   Africa
## 89                 5.9                           0.810      14.2     Asia
## 90                 1.5                           0.760      15.3 Americas
## 91                 5.4                           0.752      15.4   Africa
## 92                 1.9                           0.778      14.3   Europe
## 93                 0.6                           0.677      12.3 Americas
## 94                 0.8                           0.826      15.5 Americas
## 95                 9.7                           0.631      11.6     Asia
## 96                 2.1                           0.721      12.3     Asia
## 97                 0.9                           0.923      18.1   Europe
## 98                 1.9                           0.720      13.6 Americas
## 99                 6.6                           0.519       8.0   Africa
## 100                5.5                           0.451       5.9   Africa
## 101                0.7                           0.936      17.6   Europe
## 102                6.9                           0.677      12.3   Africa
## 103                1.7                           0.873      16.9   Europe
## 104                2.2                           0.639      12.1 Americas
## 105                1.1                           0.845      15.2     Asia
## 106                3.4                           0.672      11.3 Americas
## 107                4.6                           0.827      12.4     Asia
## 108                6.3                           0.689      14.2   Africa
## 109                1.1                           0.891      15.9     Asia
## 110                0.6                           0.677      12.3 Americas
## 111                3.3                           0.468       6.8   Africa
## 112                0.6                           0.936      20.4  Oceania
## 113                8.3                           0.457       8.5   Africa
## 114                2.1                           0.623      11.2 Americas
## 115                7.0                           0.382       9.8   Africa
## 116                0.5                           0.846      15.6   Europe
## 117                5.6                           0.523      11.0   Africa
## 118               13.6                           0.455       7.8     Asia
## 119                3.6                           0.702      13.3 Americas
## 120                1.8                           0.284       5.4   Africa
## 121                3.9                           0.000      12.7 Americas
## 122                7.7                           0.430       8.2   Africa
## 123                2.5                           0.763      14.5     Asia
## 124                7.7                           0.692      11.4     Asia
## 125                5.7                           0.553      10.8   Africa
## 126                0.5                           0.833      15.6   Europe
## 127                1.1                           0.764      15.0 Americas
## 128                7.7                           0.387      10.1   Africa
## 129                0.6                           0.677      12.3 Americas
## 130                2.3                           0.702      11.6 Americas
## 131                8.9                           0.686      12.4     Asia
## 132                0.1                           0.718      14.3  Oceania
## 133                6.1                           0.575       9.0     Asia
## 134                8.8                           0.268       4.5   Africa
## 135                2.5                           0.713      14.4   Europe
## 136                3.8                           0.785      15.3 Americas
## 137                2.2                           0.775      14.6   Europe
## 138                4.6                           0.622      10.2     Asia
## 139                3.4                           0.662      13.0     Asia
## 140                4.0                           0.000      14.9 Americas
## 141                6.1                           0.678      12.5   Africa
## 142                1.5                           0.670      12.4 Americas
## 143               16.0                           0.604      12.5     Asia
## 144                3.7                           0.734      15.3  Oceania
## 145                9.4                           0.351       5.4   Africa
## 146                7.1                           0.461      10.2   Africa
## 147                1.1                           0.872      16.3   Europe
## 148                1.7                           0.391       5.1   Africa
## 149                1.7                           0.738      14.0 Americas
## 150               11.7                           0.612      12.9   Africa
## 151                2.1                           0.829      16.1   Europe
## 152                9.2                           0.437      10.7   Africa
## 153                3.3                           0.770      15.3   Europe
## 154                0.2                           0.653      12.1  Oceania
## 155                0.2                           0.910      18.6   Europe
## 156                0.6                           0.925      19.1  Oceania
## 157                2.6                           0.730      14.9   Europe
## 158                3.3                           0.692      12.5 Americas
## 159                1.1                           0.000       3.9   Africa
## 160               16.5                           0.545      12.3     Asia
## 161                6.0                           0.766      13.2   Africa
## 162                1.5                           0.000      10.7  Oceania
## 163                2.0                           0.695      12.8 Americas
## 164                2.3                           0.721      12.4 Americas
## 165                0.7                           0.783      13.7   Europe
## 166                2.8                           0.688      13.1   Africa
## 167                0.4                           0.898      15.9 Americas
## 168               11.6                           0.445       9.6   Africa
## 169                0.9                           0.825      17.3 Americas
## 170                1.0                           0.826      13.5     Asia
## 171                6.4                           0.773      12.5 Americas
## 172                2.2                           0.606      11.5 Americas
## 173                3.2                           0.780      16.5 Americas
## 174                1.8                           0.636      12.4 Americas
## 175                6.8                           0.782      12.4     Asia
## 176                6.4                           0.660      12.5   Africa
## 177                1.5                           0.553       8.8 Americas
## 178                7.0                           0.721      11.9 Americas
## 179                6.3                           0.575      10.0   Africa
## 180                4.4                           0.634      10.6     Asia
## 181                4.9                           0.600       9.7     Asia
## 182                6.3                           0.701      14.3   Africa
## 183                1.1                           0.889      15.9     Asia
## 184                1.1                           0.455       7.9   Africa
## 185                0.2                           0.902      17.6   Europe
## 186                6.3                           0.610      10.6     Asia
## 187               19.7                           0.523       8.4     Asia
## 188                2.2                           0.658      11.3 Americas
## 189               18.6                           0.457       9.2     Asia
## 190                5.8                           0.602      10.9 Americas
## 191                1.9                           0.773      12.9 Americas
## 192                3.3                           0.000       0.0   Africa
## 193               13.7                           0.480       8.5     Asia
## 194                8.3                           0.769      15.0     Asia
## 195                2.4                           0.785      14.0   Europe
## 196                9.3                           0.425       9.3   Africa
## 197                6.0                           0.687      12.6   Africa
## 198                6.0                           0.680      12.0   Africa
## 199                1.1                           0.863      15.9     Asia
## 200                1.4                           0.863      14.8     Asia
## 201                2.0                           0.775      14.2   Europe
## 202                3.6                           0.660      12.3 Americas
## 203               13.7                           0.488       8.5     Asia
## 204                1.3                           0.617      14.4 Americas
## 205                5.2                           0.616       9.4     Asia
## 206                9.8                           0.509       9.0     Asia
## 207                9.1                           0.448       8.4   Africa
## 208               12.2                           0.559      11.7   Africa
## 209                2.4                           0.748      15.3   Europe
## 210                1.4                           0.590      10.8  Oceania
## 211                3.9                           0.000      15.3 Americas
## 212                6.7                           0.418      11.5   Africa
## 213                3.3                           0.699      14.8 Americas
## 214                7.0                           0.677      12.3   Africa
## 215                1.2                           0.441       8.4   Africa
## 216                4.7                           0.750      14.3     Asia
## 217                3.5                           0.606      11.0   Africa
## 218                6.9                           0.729      12.0 Americas
## 219                3.3                           0.419       4.9   Africa
## 220                5.7                           0.405       4.3   Africa
## 221               17.5                           0.476      10.0     Asia
## 222                0.3                           0.891      19.2  Oceania
## 223                3.4                           0.000      10.3     Asia
## 224                3.4                           0.686      12.3 Americas
## 225                0.7                           0.809      14.8   Europe
## 226                0.4                           0.891      15.8 Americas
## 227                2.6                           0.000      12.0 Americas
## 228                1.0                           0.306       7.2   Africa
## 229                8.2                           0.517       9.8   Africa
## 230                0.3                           0.934      15.8   Europe
## 231                9.7                           0.648      11.4     Asia
## 232                7.9                           0.510       8.7   Africa
## 233                5.0                           0.658      11.5     Asia
## 234                1.4                           0.580      11.8   Africa
## 235                0.6                           0.677      12.3 Americas
## 236                7.5                           0.677      12.3   Africa
## 237                1.3                           0.898      15.8   Europe
## 238                1.7                           0.636      11.6 Americas
## 239                0.7                           0.779      13.8   Europe
## 240                3.4                           0.612      11.1   Africa
## 241                1.9                           0.677      12.3   Europe
## 242                3.2                           0.788      13.6     Asia
## 243                9.7                           0.622      11.4     Asia
## 244                9.5                           0.587       9.0   Africa
## 245                6.4                           0.767      12.4 Americas
## 246                0.1                           0.700      12.9  Oceania
## 247                9.1                           0.348       8.0   Africa
## 248                8.4                           0.582       9.2   Africa
## 249                6.9                           0.795      13.7     Asia
## 250                6.3                           0.473       9.2   Africa
## 251                1.9                           0.677      12.3   Africa
## 252                2.9                           0.741      11.7     Asia
## 253               11.1                           0.604      10.6     Asia
## 254                7.5                           0.841      15.8     Asia
## 255                9.1                           0.345       6.4   Africa
## 256               11.4                           0.511      10.5     Asia
## 257                2.7                           0.000      11.9   Europe
## 258                1.5                           0.817      14.9   Europe
## 259                2.1                           0.662      10.6   Europe
## 260                4.8                           0.854      13.4     Asia
## 261                3.6                           0.695      13.3 Americas
## 262                3.3                           0.444       6.3   Africa
## 263                1.7                           0.758      13.6 Americas
## 264                1.6                           0.876      17.0   Europe
## 265                7.4                           0.442      10.6   Africa
## 266                2.1                           0.887      14.4     Asia
## 267                6.0                           0.677      12.3     Asia
## 268                6.4                           0.712      12.1   Africa
## 269                0.1                           0.703      14.5  Oceania
## 270                0.5                           0.854      16.1   Europe
## 271               22.4                           0.450       5.4     Asia
## 272                0.9                           0.915      19.0   Europe
## 273                2.3                           0.642      12.7 Americas
## 274                9.7                           0.000       4.7   Africa
## 275                2.1                           0.892      15.9   Europe
## 276                6.9                           0.476      10.5   Africa
## 277                4.0                           0.700      12.6     Asia
## 278               28.1                           0.526       9.4     Asia
## 279                1.9                           0.598      11.4   Africa
## 280                0.3                           0.862      16.5   Europe
## 281                7.3                           0.767      12.5     Asia
## 282                3.5                           0.000      11.0 Americas
## 283                9.8                           0.677      12.3   Africa
## 284                9.0                           0.406       9.3   Africa
## 285                3.3                           0.778      13.8 Americas
## 286                4.9                           0.677      12.3     Asia
## 287                0.2                           0.895      18.5   Europe
## 288                7.2                           0.450       8.9   Africa
## 289                1.6                           0.687      11.6 Americas
## 290                6.3                           0.772      12.5 Americas
## 291                6.2                           0.653      11.1   Africa
## 292                6.5                           0.677      12.3   Africa
## 293                0.2                           0.909      18.5   Europe
## 294                1.2                           0.303       5.5   Africa
## 295                9.8                           0.451       6.7   Africa
## 296               18.6                           0.000       9.2     Asia
## 297                2.4                           0.714      12.2   Europe
## 298                2.2                           0.771      15.4   Europe
## 299                3.8                           0.779      15.5 Americas
## 300                2.9                           0.752      12.2     Asia
## 301                6.4                           0.475      12.0   Africa
## 302                3.2                           0.613      11.6     Asia
## 303                0.2                           0.629      11.4  Oceania
## 304                1.3                           0.838      15.0   Europe
## 305                3.3                           0.705      13.2 Americas
## 306                0.5                           0.827      16.3   Europe
## 307                5.2                           0.603       9.8     Asia
## 308                6.8                           0.645      12.4   Africa
## 309                5.8                           0.732      14.4   Africa
## 310                1.0                           0.677      12.3     Asia
## 311                6.5                           0.652      12.8   Africa
## 312                8.3                           0.527      11.4   Africa
## 313                5.9                           0.677      12.3     Asia
## 314                3.7                           0.755      13.7   Europe
## 315                3.8                           0.741      15.8 Americas
## 316                3.2                           0.620      11.7     Asia
## 317                8.1                           0.677      12.3   Africa
## 318                5.7                           0.507      10.4   Africa
## 319                9.3                           0.491       9.5   Africa
## 320                2.3                           0.720      14.7     Asia
## 321               17.5                           0.000      10.9     Asia
## 322                0.8                           0.873      17.2   Europe
## 323                2.0                           0.850      16.6   Europe
## 324               19.2                           0.439       8.9     Asia
## 325                4.6                           0.000      13.7     Asia
## 326                0.9                           0.802      16.8 Americas
## 327                7.1                           0.455       8.2   Africa
## 328                0.4                           0.920      15.4   Europe
## 329                2.0                           0.750      12.8 Americas
## 330                2.4                           0.749      13.5   Europe
## 331                4.1                           0.659      11.4     Asia
## 332                1.5                           0.877      15.0     Asia
## 333                6.0                           0.677      12.3     Asia
## 334                5.2                           0.677      12.3     Asia
## 335                1.2                           0.696      13.2 Americas
## 336               18.4                           0.463       9.3     Asia
## 337                2.5                           0.793      15.0     Asia
## 338                3.1                           0.642      10.4     Asia
## 339               13.7                           0.693      12.7     Asia
## 340               13.0                           0.552       9.1     Asia
## 341                1.3                           0.882      15.9   Europe
## 342                1.9                           0.378       7.6   Africa
## 343                4.0                           0.553      10.1     Asia
## 344               12.3                           0.477       9.1   Africa
## 345                6.2                           0.484      12.0   Africa
## 346                4.7                           0.837      13.4     Asia
## 347                6.3                           0.728      13.1   Africa
## 348                0.5                           0.882      17.7   Europe
## 349                7.6                           0.406       8.5   Africa
## 350                2.6                           0.781      12.1 Americas
## 351                8.3                           0.440      10.6   Africa
## 352                7.4                           0.638      12.3   Africa
## 353                1.0                           0.790      14.6 Americas
## 354                6.0                           0.372       3.3   Africa
## 355               15.5                           0.641      11.7     Asia
## 356               21.7                           0.487       6.1     Asia
## 357                2.5                           0.790      12.6 Americas
## 358                1.0                           0.862      16.2   Europe
## 359                1.4                           0.669      12.6     Asia
## 360                6.1                           0.755      13.5   Africa
## 361                5.0                           0.832      13.3     Asia
## 362                0.9                           0.865      13.6   Europe
## 363                6.5                           0.760      12.4 Americas
## 364                9.3                           0.723      12.0     Asia
## 365                9.9                           0.329       5.5   Africa
## 366               27.5                           0.599      11.5     Asia
## 367               11.1                           0.000       3.4   Africa
## 368                0.6                           0.777      15.5   Europe
## 369                6.8                           0.748      11.6     Asia
## 370                0.7                           0.939      17.6   Europe
## 371                9.0                           0.386      10.5   Africa
## 372                0.6                           0.677      12.3 Americas
## 373                0.9                           0.816      15.3 Americas
## 374                3.1                           0.677      12.3   Europe
## 375                5.0                           0.826      13.3     Asia
## 376                3.4                           0.700      12.4 Americas
## 377                1.4                           0.306       5.6   Africa
## 378                8.5                           0.736      12.3     Asia
## 379                2.5                           0.784      12.3 Americas
## 380                7.6                           0.677      12.3   Africa
## 381                7.3                           0.773      12.7     Asia
## 382                0.5                           0.677      12.3   Europe
## 383                7.5                           0.362      10.3   Africa
## 384                3.4                           0.000       0.0 Americas
## 385               13.8                           0.000       7.7   Africa
## 386                7.3                           0.451       9.9   Africa
## 387                4.7                           0.000      15.0     Asia
## 388                0.2                           0.682      12.9  Oceania
## 389                9.9                           0.315       5.7   Africa
## 390               12.0                           0.484      10.2     Asia
## 391                7.6                           0.441      10.1   Africa
## 392                1.0                           0.677      12.3     Asia
## 393                8.6                           0.408       9.5   Africa
## 394                3.2                           0.792      13.4     Asia
## 395                2.6                           0.730      13.2   Europe
## 396                7.3                           0.728      13.6   Africa
## 397                1.1                           0.447       6.6   Africa
## 398                6.7                           0.677      12.3   Africa
## 399                1.1                           0.725      13.4 Americas
## 400               13.2                           0.540       9.1     Asia
## 401                8.0                           0.523      11.1   Africa
## 402                8.2                           0.661      12.2   Africa
## 403                0.1                           0.677       0.0  Oceania
## 404                7.4                           0.424       9.8   Africa
## 405                0.5                           0.836      15.2   Europe
## 406                8.3                           0.711      13.1     Asia
## 407                6.6                           0.714      12.2   Africa
## 408                1.9                           0.864      15.1   Europe
## 409                2.4                           0.819      16.3   Europe
## 410               19.4                           0.535       8.9     Asia
## 411                2.1                           0.834      15.3   Europe
## 412                4.0                           0.681      13.1  Oceania
## 413                2.6                           0.582       8.9     Asia
## 414               18.8                           0.447       8.6     Asia
## 415                8.3                           0.416       5.0   Africa
## 416                6.6                           0.490      10.9   Africa
## 417                4.9                           0.763      13.3     Asia
## 418                1.1                           0.873      16.5   Europe
## 419                1.2                           0.482       9.0  Oceania
## 420                7.6                           0.394       9.8   Africa
## 421               14.0                           0.450       8.0     Asia
## 422                0.8                           0.853      14.6   Europe
## 423                5.9                           0.388       3.7   Africa
## 424                6.1                           0.650      11.7     Asia
## 425                1.5                           0.312       5.2   Africa
## 426                3.7                           0.625      11.3     Asia
## 427                0.6                           0.792      15.9   Europe
## 428                3.2                           0.706      13.1 Americas
## 429                0.8                           0.875      18.8   Europe
## 430                3.4                           0.685      14.3 Americas
## 431                2.0                           0.691      12.4 Americas
## 432                3.5                           0.601      12.1     Asia
## 433                3.3                           0.688      10.8     Asia
## 434                0.4                           0.872      15.8 Americas
## 435                0.1                           0.581      11.9  Oceania
## 436                2.4                           0.723      12.9   Europe
## 437                1.3                           0.323       4.8   Africa
## 438                3.8                           0.682      12.2     Asia
## 439                5.1                           0.646      10.4     Asia
## 440                7.2                           0.443      10.2   Africa
## 441                3.3                           0.394       5.5   Africa
## 442                7.4                           0.398      10.5   Africa
## 443                9.3                           0.677      12.3   Africa
## 444                2.0                           0.677      12.3   Europe
## 445                8.6                           0.461       8.9   Africa
## 446                2.2                           0.822      16.1   Europe
## 447                2.0                           0.796      15.7   Europe
## 448                7.8                           0.383       9.9   Africa
## 449                1.4                           0.607      13.7 Americas
## 450                2.2                           0.751      13.2   Europe
## 451                3.7                           0.617      11.2     Asia
## 452                0.5                           0.844      15.9   Europe
## 453                1.9                           0.712      13.3 Americas
## 454                0.9                           0.910      16.9   Europe
## 455               28.5                           0.494       8.3     Asia
## 456                3.3                           0.463       7.0   Africa
## 457                1.8                           0.804      15.1   Europe
## 458                4.9                           0.823      12.8     Asia
## 459                0.6                           0.887      16.2   Europe
## 460                1.9                           0.624      11.0     Asia
## 461                7.7                           0.437       7.1   Africa
## 462                0.9                           0.919      19.0   Europe
## 463                5.4                           0.756      14.0   Africa
## 464                3.9                           0.712      13.0     Asia
## 465                3.7                           0.651      12.2 Americas
## 466                3.5                           0.713      13.3 Americas
## 467                1.4                           0.788      15.5 Americas
## 468                3.2                           0.780      15.8   Europe
## 469                1.3                           0.685      12.8 Americas
## 470                1.0                           0.775      16.3 Americas
## 471                8.8                           0.580       9.2   Africa
## 472                7.1                           0.677      12.3   Africa
## 473                7.2                           0.632      13.1   Africa
## 474                1.7                           0.800      14.3   Europe
## 475                3.4                           0.612      12.4     Asia
## 476               14.5                           0.622      12.0     Asia
## 477                1.2                           0.609      10.5 Americas
## 478                7.4                           0.677      12.3   Africa
## 479                1.2                           0.841      15.1   Europe
## 480                2.8                           0.715      13.2   Europe
## 481                5.1                           0.658      10.1     Asia
## 482                9.3                           0.334       4.9   Africa
## 483                9.3                           0.592       9.1   Africa
## 484                2.6                           0.700      12.7     Asia
## 485                1.2                           0.000       6.4   Africa
## 486                1.9                           0.870      15.3   Europe
## 487                2.3                           0.805      15.7   Europe
## 488                3.0                           0.797      15.3   Europe
## 489                9.6                           0.000       5.0   Africa
## 490                0.2                           0.691      12.9  Oceania
## 491                5.9                           0.779      12.7 Americas
## 492               11.5                           0.599      12.4     Asia
## 493                6.2                           0.640      12.1   Africa
## 494                3.1                           0.651      11.8     Asia
## 495                6.1                           0.645      12.5     Asia
## 496                6.6                           0.651      12.4   Africa
## 497                5.9                           0.660      13.0   Africa
## 498                3.9                           0.737      13.1     Asia
## 499                6.3                           0.554      12.3   Africa
## 500                2.1                           0.911      15.2     Asia
## 501                8.3                           0.582       9.2   Africa
## 502                3.5                           0.000       0.0 Americas
## 503                1.7                           0.401       8.1   Africa
## 504                7.1                           0.509      10.3   Africa
## 505                1.9                           0.382       4.6   Africa
## 506                2.2                           0.677      12.3   Europe
## 507                2.2                           0.822      15.1   Europe
## 508                2.4                           0.792      14.3   Europe
## 509                2.7                           0.521       7.5     Asia
## 510                2.9                           0.737      11.7     Asia
## 511                1.3                           0.888      17.3   Europe
## 512                6.9                           0.796      13.7     Asia
## 513                1.1                           0.907      16.7   Europe
## 514                3.2                           0.713      12.7     Asia
## 515                2.5                           0.737      13.9     Asia
## 516                8.2                           0.756      12.6     Asia
## 517                2.1                           0.740      12.9 Americas
## 518                3.3                           0.757      14.7   Europe
## 519                2.9                           0.714      13.8 Americas
## 520                1.2                           0.302       7.0   Africa
## 521                1.0                           0.805      12.5     Asia
## 522                8.0                           0.764      12.8     Asia
## 523                9.6                           0.323       6.0   Africa
## 524                0.5                           0.830      15.6   Europe
## 525                7.4                           0.627      12.7   Africa
## 526                0.9                           0.878      15.9   Europe
## 527                4.4                           0.684      12.4 Americas
## 528                8.1                           0.466       8.7   Africa
## 529                2.9                           0.825      16.6   Europe
## 530                0.3                           0.894      19.5  Oceania
## 531                0.6                           0.677      12.3 Americas
## 532                8.3                           0.404       7.5   Africa
## 533                2.9                           0.722      12.5     Asia
## 534                1.7                           0.616      12.9   Africa
## 535               17.8                           0.000      10.5     Asia
## 536                6.4                           0.543      12.0   Africa
## 537                5.4                           0.618      10.7 Americas
## 538                0.5                           0.869      16.4   Europe
## 539                3.8                           0.739      13.6     Asia
## 540                3.9                           0.487       9.1 Americas
## 541               21.1                           0.476       7.7     Asia
## 542                1.0                           0.854      14.3     Asia
## 543                9.6                           0.395       7.3   Africa
## 544                7.0                           0.756      14.3   Africa
## 545                4.6                           0.447       8.1 Americas
## 546                7.1                           0.748      14.1   Africa
## 547                8.0                           0.309       7.2   Africa
## 548                1.7                           0.768      13.9 Americas
## 549                4.6                           0.539      11.4   Africa
## 550                7.4                           0.576      11.1   Africa
## 551               11.1                           0.443      10.3   Africa
## 552                0.7                           0.853      15.9   Europe
## 553                0.2                           0.638      11.7  Oceania
## 554                1.4                           0.596      10.8  Oceania
## 555                7.7                           0.546      11.1   Africa
## 556                1.9                           0.694      11.4 Americas
## 557                7.5                           0.393      10.3   Africa
## 558                0.1                           0.677       0.0  Oceania
## 559                2.8                           0.759      13.5     Asia
## 560                1.3                           0.696      12.9 Americas
## 561                8.4                           0.279       5.2   Africa
## 562                6.2                           0.669      12.5   Africa
## 563                1.2                           0.710      13.2 Americas
## 564                6.7                           0.424      10.1   Africa
## 565                3.8                           0.736      13.6     Asia
## 566                6.3                           0.644      10.9   Africa
## 567                2.0                           0.677      12.3   Europe
## 568                3.3                           0.000       0.0   Africa
## 569               13.5                           0.498       9.0     Asia
## 570               21.8                           0.474       5.6     Asia
## 571                2.6                           0.779      12.1 Americas
## 572                6.8                           0.479      10.6   Africa
## 573                0.2                           0.633      11.5  Oceania
## 574                0.8                           0.874      15.8   Europe
## 575                1.7                           0.725      12.8 Americas
## 576                1.3                           0.693      12.8 Americas
## 577                0.5                           0.677      12.3   Europe
## 578                4.7                           0.740      13.1     Asia
## 579                2.1                           0.733      12.8 Americas
## 580                2.3                           0.818      14.6   Europe
## 581               18.3                           0.575      10.2     Asia
## 582                8.2                           0.380       8.3   Africa
## 583                0.2                           0.920      18.6   Europe
## 584                4.5                           0.830      13.7     Asia
## 585                3.8                           0.603      11.1     Asia
## 586                2.9                           0.727      12.8   Europe
## 587               14.2                           0.651      11.8     Asia
## 588                1.5                           0.428       6.9  Oceania
##          GDP Life_Expectancy Hepatitis.B.y Population.y linfant.deaths
## 1      48123          74.800          97.0   32858823.0      1.0986123
## 2       3433          65.900          94.0    3508818.5      0.0000000
## 3      12920          53.200          81.0    2329864.0      4.2766661
## 4        257          68.200          52.5      96311.0      0.0000000
## 5    1341888          66.000          93.0    1129968.0      7.1701195
## 6      12046          75.400          86.0    1112868.5      0.0000000
## 7       2398          62.000          82.0    1225258.0      2.1972246
## 8     140187          73.338          98.0    1192770.5      0.0000000
## 9     343584          81.000          93.0    1317997.0      0.0000000
## 10      4674          74.200          93.0    1189903.0      0.0000000
## 11    195661          68.588          95.0    2175859.0      5.1761497
## 12      8769          59.000          71.0    1823369.0      3.2188758
## 13    135684          75.500          96.0    8365556.0      0.0000000
## 14      3601          43.800          86.0    1243229.0      3.7841896
## 15   1168023          79.800          83.0     485412.0      0.6931472
## 16   1355580          82.400          95.5     444809.5      0.0000000
## 17     13761          67.100          71.5    2568878.0      3.4011974
## 18    309979          81.000          95.0    2238799.0      0.0000000
## 19       800          73.100          95.0    1312212.5      0.0000000
## 20      8355          68.000          85.0     564347.0      2.3978953
## 21     36592          74.400          92.0     832325.0      2.0794415
## 22      6013          57.500          86.0    1243229.0      3.2958369
## 23     12043          66.100          84.5    1772723.0      1.0986123
## 24     31184          74.000          96.0    3186341.0      1.0986123
## 25    362075          85.000          64.0    1622532.0      0.0000000
## 26     56214          86.000          88.0    1895586.0      0.0000000
## 27     11579          64.300          84.0    1638139.0      3.4011974
## 28     20982          53.100          84.0    1638139.0      3.9318256
## 29      2626          69.300          92.5     600844.5      0.0000000
## 30    301355          75.000          89.0    5243669.0      1.3862944
## 31      3469          39.613          81.5    1384969.0      1.0986123
## 32      3394          52.100          71.0    1823369.0      4.0253517
## 33      3219          73.000          90.5    2183163.5      0.6931472
## 34     12855          67.500          93.0    1129968.0      3.2188758
## 35     20143          74.193          91.0    1512165.0      0.0000000
## 36     50812          74.500          96.0    8333803.5      0.0000000
## 37     13868          62.200          91.0    1310044.5      3.7376696
## 38      1525          67.200          76.0    4411785.0      1.3862944
## 39     42644          77.200          93.0    1455849.0      0.0000000
## 40      3177          61.100          84.5    1772723.0      2.1972246
## 41      2988          67.300          98.0    9937565.5      0.0000000
## 42   3064708          81.000          93.0    2932367.0      1.0986123
## 43     28037          63.000          84.5    1772723.0      3.3672958
## 44     20911          53.300          81.0    1965662.0      4.0604430
## 45     49987          67.000          86.0    1875713.0      4.4543473
## 46    301458          79.300          83.0    7389625.0      0.0000000
## 47    397558          74.300          88.0    5986514.0      2.1972246
## 48    134301          68.564          95.0    2175859.0      2.7725887
## 49     55779          78.900          96.0    1177841.0      0.0000000
## 50      1468          69.000          93.0    1455849.0      0.0000000
## 51    131614          69.300          92.0    1277310.0      3.4657359
## 52   1793327          81.500          49.0    3434278.0      0.6931472
## 53    323276          74.600          87.0    5399162.0      1.0986123
## 54   1148890          81.900          50.5    2286937.5      0.0000000
## 55      4088          75.600          97.0     419455.0      0.0000000
## 56     13228          77.500          95.0     427364.0      0.0000000
## 57     29401          56.900          80.0    1381599.0      4.5108595
## 58     12830          67.000          88.0    5183688.0      2.5649494
## 59     12435          64.700          83.5    1746795.0      1.9459101
## 60    392218          85.000          95.0    2238799.0      0.0000000
## 61     32272          74.200          96.5    3911914.0      1.0986123
## 62      6690          46.000          86.0    1243229.0      3.1780538
## 63     10326          63.785          95.0   21273910.5      3.3672958
## 64      8499          75.200          93.0     748591.0      0.0000000
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## 375   384610          76.500          96.0    3138292.5      0.0000000
## 376     1819          69.400          92.5     575422.5      0.0000000
## 377     6649          48.600          82.5    1252156.0      3.8066625
## 378   193550          74.241          86.0   13676693.0      1.0986123
## 379     9055          73.800          92.0     832325.0      0.0000000
## 380    18395          52.200          82.5    1252156.0      4.5747110
## 381   415965          72.777          94.0    1597589.5      2.1972246
## 382  1785730          78.200          96.0     344367.0      1.3862944
## 383     4670          44.600          71.0    1823369.0      3.7612001
## 384     1023          74.600          93.0    1455849.0      0.0000000
## 385    95054          46.608          76.0    1396861.0      6.3473892
## 386      698          63.000          81.0    1965662.0      0.6931472
## 387    17650          73.000          90.5    2183163.5      0.0000000
## 388      574          72.200          66.5      97321.5      0.0000000
## 389     1272          45.700          76.0    1267638.0      2.8332133
## 390      441          62.300          94.0    1363377.0      1.0986123
## 391     4579          56.200          81.0    2329864.0      2.6390573
## 392   702715          77.600          83.0     127718.0      1.0986123
## 393     5444          45.400          81.0    1965662.0      3.3322045
## 394   154080          74.200          95.0    3009703.0      0.0000000
## 395    27683          73.000          93.0     378153.0      0.0000000
## 396     9990          72.700          81.0    2329864.0      0.0000000
## 397     2051          63.000          71.0    1823369.0      2.0794415
## 398    20982          53.100          82.0    1225258.0      3.9318256
## 399   192650          74.900          95.0    1312212.5      2.1972246
## 400    60270          66.200          87.0    5399162.0      3.7376696
## 401    45406          63.000          83.0     876693.0      4.1108739
## 402    10118          59.200          80.0    1381599.0      0.6931472
## 403      185          72.000          87.0      14614.5      0.0000000
## 404     4094          44.600          86.0    1933596.0      3.7612001
## 405  1276769          80.240          91.0     199453.0      0.6931472
## 406   341105          73.900          89.0    5076732.0      2.3025851
## 407      662          72.000          86.0    1933596.0      0.0000000
## 408   432052          84.000          87.0    6437499.0      0.0000000
## 409    35854          71.900          94.0    4489544.0      0.0000000
## 410   115279          69.900          91.0    2239659.5      4.8362819
## 411   495231          76.800          97.0    2427763.0      0.6931472
## 412     1678          67.700          69.0     426246.0      0.0000000
## 413     1137          62.800          93.0    1262645.0      0.6931472
## 414     6051          61.340          90.5   10176889.5      3.6888795
## 415    20982          64.400          86.0    1875713.0      1.6094379
## 416     1116          62.900          84.5    1772723.0      0.0000000
## 417    49929          74.900          97.0    4050259.5      0.0000000
## 418   417479          78.100          33.0     811566.0      0.0000000
## 419      695          67.600          35.0     527382.5      0.0000000
## 420     1726          58.600          81.0    2329864.0      2.3025851
## 421    10693          61.500          91.0    1512165.0      3.8066625
## 422    11091          81.700          94.0     431874.0      0.0000000
## 423      666          58.100          76.0    1267638.0      0.6931472
## 424   252518          73.700          96.0    1916169.0      1.9459101
## 425      917          46.000          86.0    1243229.0      2.7725887
## 426     8271          69.700          98.0    7056967.5      2.3025851
## 427   189382          78.000          93.0    1483861.0      0.0000000
## 428    60682          72.100          95.0    1312212.5      1.7917595
## 429   258384          78.320          81.0    6185267.0      0.0000000
## 430   559984          71.000          86.0     571293.0      4.6347290
## 431   232469          73.600          93.5    2397191.5      2.5649494
## 432     1606          66.700          95.0    4487436.5      1.3862944
## 433    35800          66.300          98.0    7056967.5      1.7917595
## 434   760649          79.770          88.0      31362.0      0.6931472
## 435      190          65.700          88.0      16613.0      0.0000000
## 436    16403          72.140          98.0    2998430.0      0.0000000
## 437     8773          59.400          82.0    1225258.0      3.9120230
## 438  5101691          74.900          95.5     133126.0      5.5134287
## 439   138517          76.000          96.0    1916169.0      3.4657359
## 440     4902          46.400          71.0    1823369.0      3.6635616
## 441    12257          58.600          93.0    5154790.0      4.2626799
## 442     2452          58.600          84.5    1772723.0      3.0910425
## 443    37918          59.800          83.5    1746795.0      5.4638318
## 444   209070          77.500          98.0    3044832.5      0.0000000
## 445    16095          53.000          76.0    1267638.0      4.2766661
## 446    17023          73.000          95.0     466677.0      0.0000000
## 447    78813          72.000          96.0    9670489.5      0.0000000
## 448     1373          45.678          81.5    1384969.0      2.3025851
## 449     8142          63.300          86.0     571293.0      2.6390573
## 450     2722          73.800          93.5    1522288.0      0.0000000
## 451     8448          69.300          98.0    1276532.0      2.3025851
## 452  1260399          88.000          93.5    1522288.0      0.6931472
## 453   382094          74.400          94.0    1348248.0      2.3978953
## 454   344003          79.700          94.0     557572.0      0.0000000
## 455   485441          62.900          91.5    2154089.5      7.4955419
## 456    78403          62.700          97.0   32858823.0      4.1108739
## 457     4055          76.100          94.0     431874.0      0.0000000
## 458   222117          75.400          92.0    1689234.5      0.0000000
## 459  2811877          82.000          94.0    1286889.0      1.0986123
## 460   256837          65.300          94.0    1363377.0      5.1590553
## 461    10953          51.500          86.0    1933596.0      4.1108739
## 462    17517          82.700          94.0    1977527.0      0.0000000
## 463    48169          71.300          97.0   32858823.0      0.6931472
## 464     9583          71.263          91.0    1512165.0      1.3862944
## 465    24306          72.000          86.0    1962424.0      1.9459101
## 466      730          72.800          95.0    1312212.5      0.0000000
## 467    61338          76.800          94.0    1348248.0      0.0000000
## 468    18782          71.600          96.5    2287955.0      0.0000000
## 469    66769          72.200          92.0     832325.0      2.6390573
## 470   164658          74.700          92.0     832325.0      2.3978953
## 471    21357          56.200          82.0    1225258.0      1.0986123
## 472    20982          48.159          81.5    1384969.0      3.9512437
## 473     2047          72.600          82.0    1225258.0      0.0000000
## 474    68519          76.000          96.0    1177841.0      0.0000000
## 475     2460          66.900          97.0    3134685.0      1.3862944
## 476     1575          75.000          86.0    2021514.5      0.0000000
## 477    46876          71.100          92.5     575422.5      2.3978953
## 478    20982          51.200          76.0    1267638.0      3.8918203
## 479   101437          76.400          96.0    9670489.5      0.0000000
## 480    17121          73.213          91.0     199453.0      0.0000000
## 481   228416          67.900          96.0     668453.5      3.4657359
## 482     7626          52.295          81.5    1384969.0      3.8286414
## 483    19750          55.400          81.0    2329864.0      1.0986123
## 484    24637          64.700          95.0    4487436.5      2.0794415
## 485      371          52.100          86.0    1243229.0      1.6094379
## 486   401759          82.000          88.0    1653388.0      0.0000000
## 487    12146          72.300          94.0     459191.0      0.0000000
## 488   179133          74.400          97.0    2427763.0      0.6931472
## 489     1109          59.100          76.0    1267638.0      1.9459101
## 490      628          76.000          64.0      93095.0      0.0000000
## 491    27026          71.200          93.0    2734076.0      0.0000000
## 492      882          66.900          89.0    5076732.0      0.6931472
## 493   119131          74.100          94.5    6097764.0      2.8903718
## 494    33689          68.000          97.0     223472.5      3.0445224
## 495    43190          62.800          96.0    3138292.5      1.9459101
## 496    15571          61.600          81.0    2329864.0      0.6931472
## 497   381199          62.000          86.0    1875713.0      3.7376696
## 498    34454          73.900          97.0    2012321.0      1.3862944
## 499    25503          59.200          84.0    1638139.0      3.3672958
## 500   279356          82.200          88.0    5183688.0      0.0000000
## 501    13185          58.200          83.5    1746795.0      1.0986123
## 502      814          74.000          89.0    1625344.5      0.0000000
## 503    29934          61.800          83.0     876693.0      5.0875963
## 504    12523          65.100          86.0    1875713.0      3.3672958
## 505     9130          45.300          86.0    1243229.0      4.5747110
## 506   119814          75.800          98.0    1209950.0      0.0000000
## 507   475697          76.300          98.0    3044832.5      0.6931472
## 508  2208294          69.600          97.0    2427763.0      2.6390573
## 509   196710          65.100          91.0    2239659.5      5.9188939
## 510    52909          71.100          96.0    1916169.0      1.6094379
## 511    43108          88.000          94.0     431874.0      0.0000000
## 512    92699          76.400          96.0     668453.5      0.0000000
## 513  3399668          81.000          88.0    1895586.0      0.6931472
## 514  9570471          75.600          98.5     135738.0      5.2203558
## 515    57124          64.600          97.0    3134685.0      2.0794415
## 516   202257          74.000          92.0    2765383.0      1.0986123
## 517    16374          75.800          93.0    1455849.0      0.0000000
## 518    12237          71.200          95.5     889596.0      0.0000000
## 519  1666996          73.600          93.5    2397191.5      4.0430513
## 520     1075          41.000          86.0    1933596.0      3.4011974
## 521    11420          78.400          91.0    1512165.0      0.0000000
## 522   255018          74.100          89.0    5076732.0      1.0986123
## 523     1462          46.300          81.0    1965662.0      2.8332133
## 524   907492          79.400          93.0     748591.0      0.6931472
## 525     1825          72.500          83.0     876693.0      0.0000000
## 526   481421          80.000          88.0    1895586.0      0.0000000
## 527      987          72.200          86.0    1112868.5      0.0000000
## 528     5065          64.000          76.0    1267638.0      3.6375862
## 529    37388          72.200          95.0    3162916.0      0.0000000
## 530   133131          81.000          51.5    2236146.0      0.0000000
## 531 13039199          77.500          53.5      32312.0      3.3322045
## 532    12995          56.800          82.0    1225258.0      3.9889840
## 533    10173          74.400          94.0    1597589.5      0.0000000
## 534   316131          55.300          81.0    2329864.0      3.9120230
## 535     1228          67.000          96.0    8807622.5      0.0000000
## 536    23460          58.200          82.0    1225258.0      3.3672958
## 537     3025          66.300          93.0     696715.5      0.0000000
## 538  2136100          81.800          95.0     619428.0      0.6931472
## 539    22659          73.100          92.0    1277310.0      1.3862944
## 540    15147          63.100          94.0    1463479.5      2.6390573
## 541    54724          62.013          90.5   10176889.5      5.3327188
## 542    19842          85.000          97.0    4050259.5      0.0000000
## 543      487          57.000          71.0    1823369.0      1.0986123
## 544    11669          73.900          84.0    1638139.0      0.0000000
## 545     5072          59.700          86.0    1112868.5      2.8903718
## 546    11518          73.600          82.0    1225258.0      0.0000000
## 547     1356          49.580          81.5    1384969.0      3.1780538
## 548    52016          79.500          94.0    1463479.5      0.0000000
## 549     4598          57.600          84.5    1772723.0      0.6931472
## 550    17959          63.900          84.5    1772723.0      1.9459101
## 551      826          47.800          86.0    1933596.0      1.6094379
## 552   355909          79.900          96.0    1177841.0      0.0000000
## 553      311          68.900          89.0      14656.0      0.0000000
## 554      772          71.700          77.5      73070.0      0.0000000
## 555    68286          62.900          86.0    1875713.0      4.0253517
## 556   742061          74.800          86.0    1962424.0      4.0073332
## 557     2333          58.000          84.0    1638139.0      3.0910425
## 558       39          72.000          82.0      15328.0      0.0000000
## 559    17627          74.500          96.0     668453.5      0.0000000
## 560    51008          74.994          93.0    1189903.0      1.9459101
## 561      915          52.600          76.0    1267638.0      3.1780538
## 562    17170          63.500          84.0    1638139.0      0.6931472
## 563    79277          75.300          92.5     575422.5      1.9459101
## 564     4071          46.242          81.5    1384969.0      2.9957323
## 565    17110          72.535          94.0    1597589.5      1.3862944
## 566    54745          71.400          93.5    5275916.0      2.9957323
## 567   236816          77.000          98.0    8510273.0      0.0000000
## 568    14602          55.000          83.0     876693.0      3.2958369
## 569    40415          65.400          97.0    2012321.0      3.5835189
## 570   132216          63.700          65.0    1301865.5      5.8971539
## 571     8318          72.900          86.0     571293.0      0.0000000
## 572     1023          62.200          82.0    1225258.0      0.6931472
## 573      297          68.700          89.5      12652.0      0.0000000
## 574   517328          79.500          87.0    6437499.0      0.0000000
## 575    14807          75.300          95.0    1312212.5      0.0000000
## 576    46802          74.400          92.5     600844.5      2.0794415
## 577  2421525          78.800          94.0     459191.0      1.3862944
## 578    29119          74.500          92.0    1277310.0      0.0000000
## 579    15013          75.800          92.0     832325.0      0.0000000
## 580    20290          76.000          89.0     376676.0      0.0000000
## 581   195079          71.800          97.0    1504142.0      4.5217886
## 582     6853          57.800          83.0     876693.0      3.3672958
## 583   292364          81.400          94.0    1977527.0      0.0000000
## 584    44530          76.600          91.0    1568662.0      0.0000000
## 585     5642          67.300          96.0     524893.5      2.3025851
## 586   345470          64.800          98.0    2998430.0      2.9957323
## 587     2345          76.300          93.0    1129968.0      0.0000000
## 588     3000          59.300          70.5     625476.5      2.3978953
##        lAlcohol lpercentage.expenditure   lMeasles lTotal.expenditure
## 1    0.25464222              6.43488680  2.3978953         1.96711236
## 2    2.01756614              3.87179655  0.0000000         1.88706965
## 3    0.39204209             -0.22700627  1.3862944         1.59127394
## 4    0.49469624              0.00000000  0.0000000         2.48407297
## 5    0.91629073             -0.16938204 10.9364585         1.47704872
## 6    1.63119940              5.08041017  0.0000000         1.87487438
## 7    1.31372367              4.10176003  5.6312118         2.41858877
## 8    2.52972067              5.09585429  0.0000000         2.01623547
## 9    2.25129180              9.23617994  2.8332133         2.42036813
## 10   2.13653051              7.40324987  0.0000000         1.72988407
## 11  -2.99573227              3.76534669  9.5813521         0.81977983
## 12  -1.10866262              4.13067294  7.3258075         1.68639895
## 13   2.38692624              5.04468373  0.0000000         2.01889504
## 14   0.96317432              3.82027783 10.3394819         1.96850998
## 15   2.27109443              1.13854755  0.0000000         2.09309787
## 16   2.22462355              6.04897954  4.8751973         2.20827441
## 17   0.47000363              3.88175795  4.3820266         1.66581825
## 18   1.85159947              9.37522195  0.0000000         2.18492705
## 19   2.08815348              6.76388488  0.0000000         1.85002838
## 20  -0.44628710              4.84114478  0.0000000         1.77833645
## 21   1.29472717              2.79601248  0.0000000         1.82776991
## 22  -1.23787436              1.68591153  8.6723148         1.53255687
## 23  -4.60517019              6.63417998  6.9353704         2.14358936
## 24   0.30748470              5.93955502  0.0000000         1.72810944
## 25   2.38139627              6.73610871  6.3526294         0.65752000
## 26   2.43009841              7.72632389  0.0000000         2.03861955
## 27  -0.13926207              4.09399691  0.6931472         1.24126859
## 28  -4.60517019              0.00000000  9.2086389         1.75006904
## 29   1.50851199              4.28771826  0.0000000         1.82776991
## 30   1.32308829              0.00000000  7.1838707         1.75006904
## 31   1.71379793              3.76968725  0.0000000         2.01490302
## 32  -2.30258509              3.00908107 10.9002517         1.82937633
## 33   1.01523068              4.04485995  3.5553481         2.05668455
## 34  -1.51412773              1.82351170  5.2417470         1.85785927
## 35  -0.61618614              6.37317830  1.6094379         1.15688120
## 36   1.32308829              0.00000000  0.0000000         1.75006904
## 37  -2.81341072              0.00000000  9.4499870         1.58923521
## 38   0.96317432              0.00000000  2.8332133         1.56653041
## 39   1.49962305              6.25178041  0.0000000         2.23964529
## 40  -4.60517019              3.80774911  0.0000000         2.22462355
## 41   2.37769257              0.00000000  1.7917595         2.21375388
## 42   2.33891702              0.00000000  4.8903491         2.21046980
## 43   0.87962675              3.02641001  3.5553481         1.60743591
## 44   1.65249740             -0.03822428  5.2781147         1.54543258
## 45  -4.60517019              0.00000000  4.4773368         1.71918878
## 46   2.49320545              8.57864147  2.7080502         0.44468582
## 47   1.88099060              6.68592395  8.5558368         1.42791604
## 48   1.78002421              3.31919537  9.2413544         1.30833282
## 49   2.39242580              5.97370491  0.0000000         2.13653051
## 50   1.83258146              5.90208645  0.0000000         1.49290410
## 51  -1.77195684              5.25830910  8.6114119         1.36863943
## 52   2.10413415              6.87928177  6.6883547         0.59883650
## 53  -0.63487827              4.70662482  5.2729996         1.43508453
## 54   2.35327821              9.09108223  4.2484952         2.21920348
## 55  -4.60517019              6.47409620  0.0000000         1.98100147
## 56   1.50629715              6.06087182  0.0000000         1.77155676
## 57   1.37876609              0.00000000  7.3613754         1.37876609
## 58   0.75141609              4.09743840  6.5820251         1.72988407
## 59   1.32308829              0.00000000  7.2145044         1.75006904
## 60   1.87180218              6.39532711  2.5649494         2.26176310
## 61   0.31481074              5.93889147  2.7080502         1.71739505
## 62   0.51879379              0.00000000  7.3018223         1.96009478
## 63  -1.60943791              3.95563914  7.2548848         1.76473080
## 64   1.42069579              3.68550327  2.8903718         2.07191328
## 65   2.44927947              5.31480673  0.0000000         2.17133681
## 66   1.32308829              0.00000000  0.0000000         1.75006904
## 67   1.13140211              5.99180023  0.0000000         2.02946317
## 68   0.21511138              6.15194151  1.3862944         1.72988407
## 69  -3.50655790              0.00000000  4.2904594         1.96290773
## 70  -4.60517019              7.72449251  1.3862944         1.85002838
## 71   2.74212951              5.03373005  0.6931472         1.64865863
## 72   1.00430161              0.00000000  0.0000000         1.89611948
## 73   2.12106322              3.12194189  4.7004804         1.16938136
## 74   2.32825284              6.52044603  1.6094379         2.12226154
## 75   1.43270073              0.00000000  5.1179938         1.66770682
## 76   0.18232156              6.24430957  4.2904594         0.76546784
## 77   2.30158459              9.84282776  6.4313311         2.41680624
## 78  -0.03045921              4.80935380  6.2480429         1.32972401
## 79  -1.27296568              1.02741813  5.7493930         0.60431597
## 80   1.01884732              4.05604761  0.0000000         1.89911799
## 81   2.12465388              8.56194121  5.7714411         2.13771045
## 82   2.34180581              2.70562967  2.0794415         1.71559811
## 83   0.59883650              6.28148059  6.8627579         2.17815501
## 84  -4.60517019              3.99930719  6.5191473         2.41947884
## 85   1.32308829              0.00000000  4.5951199         1.75006904
## 86  -1.56064775              4.25236107  7.6444408         1.86252854
## 87   0.65752000              3.03070904  2.8332133         1.18784342
## 88   0.54232429              0.00000000  6.2709884         1.81807678
## 89   0.74193734              5.14012672  1.0986123         1.33500107
## 90   1.89761986              2.67228890  0.0000000         2.10778601
## 91  -4.60517019              6.20135130  0.0000000         0.92028275
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## 94   1.91102289              7.72346412  0.0000000         1.97962121
## 95   1.49065438             -0.10408434  9.2601776         1.17865500
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## 100 -0.94160854              3.01355978  3.8918203         2.16447179
## 101  1.90954250              7.44256925  1.3862944         2.12823171
## 102  1.39624469              0.00000000  7.3914152         1.74396881
## 103  2.35327821              8.16205690  0.0000000         2.23857976
## 104  1.82454929              3.02533138  0.0000000         1.75440368
## 105  0.92821930              5.29798783  3.5835189         1.96431123
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## 107  0.14842001              8.39144189  4.6151205         0.65752000
## 108  0.37843644              6.04052933  1.0986123         1.72988407
## 109  0.98954119              8.36168388  3.9120230         2.06559613
## 110  2.14593128              0.00000000  4.1431347         2.84490938
## 111 -4.60517019              5.39599833  9.0505237         2.10413415
## 112  2.27315628              9.28446063  5.8289456         2.24283509
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## 114  1.32308829              0.00000000  0.0000000         1.75006904
## 115  2.34851402              3.11770539 10.6585291         1.91250109
## 116  2.19499988              8.35958334  6.3952616         2.13888900
## 117  1.59533899              4.04194022  5.7462032         2.13653051
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## 128  0.13976194              2.54925814  5.0106353         1.74046617
## 129  2.17702187              0.00000000  5.2311086         2.82731362
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## 136  2.15292432              5.56069850  0.0000000         2.00552586
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## 138  1.11185752              0.46164669 11.1640628         1.55180880
## 139  1.32308829              0.00000000  9.7857733         1.75006904
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## 142  1.41827741              2.68025002  0.6931472         1.35066718
## 143  1.32308829              0.00000000  2.3978953         1.75006904
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## 148  0.94778940              3.41312386  9.1100780         1.68268837
## 149  1.89461685              6.47073508  0.0000000         2.05668455
## 150  2.13771045              6.69145089  3.4339872         2.01889504
## 151  2.88312333              7.55177770  0.0000000         1.64093658
## 152  0.98207847              4.05878124  0.0000000         1.84054963
## 153  2.39789527              6.33135391  4.6347290         1.85629799
## 154  1.19392247              5.33834950  0.0000000         1.62924054
## 155  2.37490575              6.61521750  3.4965076         2.05155634
## 156  2.36273902              8.87797821  4.6443909         2.25129180
## 157  2.24707238              6.12349815  3.8712010         1.89160480
## 158  1.41098697              5.81343540  0.0000000         1.87180218
## 159  1.51292701              4.04236824  4.3438054         1.86408013
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## 165  1.72633166              4.86765013  0.6931472         1.96150224
## 166  1.32308829              0.00000000  8.6000627         1.75006904
## 167  2.12823171              6.76267162  2.6390573         2.41323161
## 168  1.13140211              3.39672622  6.4922398         1.93441577
## 169  2.07065304              6.74213950  0.0000000         1.56653041
## 170  2.43449016              7.35405571  0.0000000         1.85159947
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## 174  1.06471074              5.98797304  0.0000000         1.98787435
## 175 -0.57981850              6.94758106  2.9444390         1.04027671
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## 178  1.63315444              4.27720927  0.0000000         1.60943791
## 179 -0.54472718              4.85017855  7.1041441         1.65441128
## 180  1.07158362              5.14551346 11.7298014         1.53901545
## 181  1.06815308              4.66682050 10.9740604         1.56653041
## 182  0.31481074              3.97188530  0.6931472         1.72810944
## 183  1.02245093              8.25066828  5.3518581         2.04510886
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## 187 -4.60517019              3.97526075  6.5764696         1.06815308
## 188  1.44926916              3.74193584  0.0000000         1.68082791
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## 200  2.05796251              6.36082815  9.0223226         2.07944154
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## 207  0.41210965             -0.38318679  9.9523730         1.54329811
## 208  1.68082791              5.52502117  7.8905825         1.53471437
## 209  1.32308829              0.00000000  4.6539604         1.75006904
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## 211  2.20386912              4.55591439  0.0000000         1.77155676
## 212  2.31845844              1.48767526 10.2897359         2.02022218
## 213  1.93874166              2.76366227  0.6931472         1.93730177
## 214 -4.60517019              0.00000000  6.9856418         1.75006904
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## 218  1.71018782              4.36592471  0.0000000         1.63510566
## 219  1.32308829              3.64644763  7.5766098         1.01884732
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## 222  2.21811594              6.40739249  3.2188758         2.12226154
## 223  1.04731899              0.78795080  0.0000000         1.25561604
## 224  1.39624469              5.77637074  0.0000000         1.83577635
## 225  2.17928688              7.77514976  0.0000000         2.18941639
## 226  2.10413415              6.64792410  2.5649494         2.27726729
## 227  2.49732917              0.00000000  0.0000000         1.65057986
## 228  1.40118297              3.59980638  6.3421214         2.48156775
## 229  1.01160091              0.00000000  4.4308168         0.93216408
## 230  2.27521390              9.85739362  5.1647860         2.46044318
## 231  1.43270073              4.92236839  6.2728770         1.37118072
## 232  0.53062825              4.86001654  6.0402547         1.53471437
## 233  0.38526240              3.57114520  8.9648234         1.67896398
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## 235  2.12823171              0.00000000  4.0253517         2.74727091
## 236  1.40364300              0.00000000  7.7672640         1.92570744
## 237  1.98787435              6.52518663  1.0986123         2.29656702
## 238  1.26694760              6.15935711  0.0000000         2.24070969
## 239  1.72097929              4.90048351  0.6931472         1.92132467
## 240 -1.96611286              0.00000000  7.6732231         1.74919985
## 241  2.54002595              0.00000000  5.4026774         2.00283044
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## 243  1.51292701              4.23440247  8.9038152         1.09861229
## 244  1.92570744              6.93197904  1.6094379         0.81093022
## 245  1.85785927              7.55102556  0.0000000         1.48160454
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## 248 -4.60517019              2.59561092  2.5649494         1.33500107
## 249  1.32308829              0.00000000  0.0000000         1.75006904
## 250  1.77325600              2.20194021  5.5254529         1.74046617
## 251  0.41871033              0.00000000 10.9255247         1.28370777
## 252  0.68309684              5.57269647  0.0000000         1.62924054
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## 254 -2.40794561              7.60968534  5.0369526         1.54329811
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## 257  0.87546874              0.00000000  2.8903718         2.21593729
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## 259  1.44691898              4.56648726  2.8903718         1.79175947
## 260  0.13976194              8.52981581  3.8286414         0.78390154
## 261  1.78002421              0.00000000  0.0000000         1.35583515
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## 263  1.20597081              7.85097497  0.0000000         2.25758773
## 264  2.36179695              8.11463173  3.0910425         2.28238239
## 265  0.21511138              4.34504507  6.0520892         1.89311196
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## 278  0.23901690              1.25551258 10.5108317         1.45395301
## 279  2.07819076              6.35554293  8.3128714         2.14006616
## 280  2.65112705              8.53550133  5.4930614         1.92424865
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## 282  1.44220199              5.25339063  0.0000000         2.12584791
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## 284  1.42069579              2.16532203  6.0402547         1.86252854
## 285  2.10169215              7.67611653  0.0000000         1.68454538
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## 288  1.32308829              0.00000000  4.2626799         1.75006904
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## 292 -4.60517019              0.00000000  9.2329821         1.75006904
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## 305  1.47704872              1.50057228  0.0000000         1.81482474
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## 309 -0.41551544              6.32063534  2.8903718         1.81482474
## 310  2.19388568              0.00000000  2.8332133         1.89611948
## 311  1.99333884              6.88611330  3.2188758         2.17247641
## 312  2.11986346              3.17661997  9.3672586         1.19694819
## 313  1.12492960              0.00000000  0.0000000         1.75006904
## 314  2.14124194              6.50075312  8.0696553         1.72276660
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## 328  2.30358459              7.69557192  4.3438054         2.45958884
## 329  1.90805992              6.86361840  0.0000000         1.90954250
## 330  2.25549349              4.56780449  0.6931472         0.40546511
## 331  1.35583515              5.74512428 11.5993141         1.46325540
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## 376  1.89311196              6.40626707  0.0000000         1.72455072
## 377 -0.86750057              2.19009529  0.6931472         1.36353737
## 378 -0.84397007              6.01611143  5.9763509         1.28370777
## 379  2.31253542              0.00000000  0.0000000         1.82454929
## 380  1.37118072              0.00000000  3.1354942         1.53901545
## 381 -2.30258509              7.17617045  8.4441923         1.24990174
## 382  2.43711599              0.00000000  5.7493930         2.02419307
## 383  0.07696104              1.47597877  5.1179938         1.84845481
## 384  2.09801793              7.28317909  0.0000000         1.48387469
## 385  2.26280422              2.84128387 10.6455916         0.88789126
## 386 -1.38629436              4.34417413  4.4426513         1.51951320
## 387  0.78390154              6.23559339  2.0794415         0.64185389
## 388  1.34807315              3.86569383  0.0000000         1.65822808
## 389  0.40546511              3.72572035  7.1172055         1.41098697
## 390 -0.96758403              2.13010958  3.7135721         0.27002714
## 391  0.28517894              4.23929948  5.2311086         1.74571553
## 392  2.26799365              0.00000000  3.4965076         1.59533899
## 393  1.51951320              3.53404179  5.3565863         1.63315444
## 394 -3.91202301              7.93203824  3.4657359         0.96317432
## 395  2.26176310              6.22081200  0.6931472         2.16332303
## 396  0.91228271              1.89446384  2.4849066         1.52605630
## 397 -4.60517019              3.38958721  8.1917400         1.51072194
## 398 -4.60517019              0.00000000  9.7583462         1.75006904
## 399  1.63705308              6.78670094  0.0000000         1.64480506
## 400 -0.35667494              3.64643987  6.9177056         0.77010822
## 401  0.54812141              4.03582950  4.5538769         1.37876609
## 402  1.61143592              6.05628170  5.2149358         1.85473427
## 403 -4.60517019              6.77064987  0.0000000         2.84723227
## 404  0.95935022              3.84652989  9.7407921         1.88099060
## 405  2.22462355              7.96670286  9.1468679         2.10778601
## 406  1.78339122              4.27228279  7.8567068         1.33762919
## 407  1.90508815              6.46723833  0.0000000         1.49290410
## 408  2.48490665              9.02758652  6.1047932         0.47000363
## 409  2.47148363              5.53497808  1.0986123         1.89160480
## 410 -4.60517019              4.13771458  6.6694981         1.28093385
## 411  2.38047163              5.43825363  4.2626799         1.89009537
## 412  0.71783979              3.44228642  0.0000000         1.35325451
## 413  1.02604160              4.03302551  6.8297937         1.59330853
## 414 -1.66073121              3.14346005  8.8171496         1.72276660
## 415 -4.60517019              0.00000000  4.8441871         1.20597081
## 416 -4.60517019              4.12024678  0.0000000         1.87333946
## 417  1.32308829              0.00000000  3.6635616         1.75006904
## 418  2.30856716              7.98774189  6.9265770         2.00417906
## 419 -0.16251893              3.36388839  0.0000000         1.85941812
## 420  1.35583515              3.68971512  0.0000000         2.47063868
## 421 -2.65926004              0.00000000  6.7912215         1.43983513
## 422  1.32308829              0.00000000  0.6931472         1.75006904
## 423  0.16551444              4.66377362  4.2626799         1.91102289
## 424 -0.24846136              0.00000000  3.2580965         1.18784342
## 425  0.41210965              3.42698944  8.0730912         1.44456327
## 426  1.32308829              0.00000000  1.0986123         1.75006904
## 427  2.59897911              5.62076305  1.6094379         2.28645571
## 428  1.78002421              6.75359042  0.0000000         1.44926916
## 429  2.42391738              5.76931352  0.0000000         2.13534917
## 430  1.96431123              5.00716400  0.0000000         1.97269117
## 431  1.46787435              6.84762984  0.0000000         1.96009478
## 432  1.19694819              0.00000000  0.6931472         1.69193913
## 433  1.32308829              0.00000000  0.0000000         1.75006904
## 434  2.04122033              8.26766878  1.7917595         2.23751310
## 435 -4.60517019              4.99352288  0.0000000         0.31481074
## 436  2.32238772              3.50458940  0.0000000         2.00283044
## 437 -1.89711998              3.47274051  6.6476884         1.89611948
## 438  1.58514522              3.91767678 10.8678253         1.75785792
## 439 -1.66073121              3.08294269  6.1984787         1.34025042
## 440  0.84586827              4.18646746  6.7810576         2.10169215
## 441  0.56531381              3.42946117  7.9638080         1.17248214
## 442 -4.60517019              3.69265443  0.0000000         2.11625551
## 443  1.32308829              0.00000000  8.5211852         1.75006904
## 444  2.54081428              0.00000000  0.0000000         2.00552586
## 445  0.35767444              3.59175582  2.9957323         1.45628673
## 446  2.80819715              5.49860604  3.2958369         1.62924054
## 447  2.63476241              7.04500224  4.1588831         1.73871025
## 448  1.39376638              1.30478580  0.0000000         0.21511138
## 449  0.78845736              0.00000000  0.0000000         1.84213568
## 450  1.68268837              6.38978871  0.0000000         2.09186406
## 451 -4.60517019              0.04106171  0.0000000         1.90954250
## 452  2.47317139              8.40299149  5.8916442         2.10778601
## 453  1.48387469              2.71882889  0.0000000         1.92278773
## 454  2.34851402              9.23514115  4.4308168         0.62593843
## 455  0.00000000              2.94461823 10.8547593         1.50407740
## 456  0.75141609              5.28162490  8.6333749         2.11625551
## 457  1.32308829              0.00000000  0.0000000         1.75006904
## 458  0.55388511              8.22949555  0.0000000         0.84586827
## 459  2.40694511              8.80191397  5.6058021         2.44755086
## 460 -2.81341072              4.01387668 10.2809303         0.86288996
## 461  1.48839958              3.73137107 10.0830553         1.54756251
## 462  1.32308829              0.00000000  0.0000000         1.75006904
## 463 -4.60517019              3.58672694  0.0000000         1.56234630
## 464 -0.61618614              5.55743497  2.9444390         2.27006190
## 465  1.88403475              3.80204023  5.5333895         1.77495235
## 466  1.93585981              0.00000000  0.0000000         2.13771045
## 467  1.76130026              6.17961066  0.0000000         2.16102153
## 468  2.42391738              4.39441336  0.0000000         1.86562932
## 469  1.45161383              5.87756596  0.0000000         1.51732262
## 470  2.03208785              6.57837080  0.0000000         1.92278773
## 471  2.39698577              7.30857714  0.0000000         1.19088756
## 472 -4.60517019              0.00000000  7.0466473         1.75006904
## 473  1.62334082              1.48368271  0.0000000         1.52605630
## 474  2.48989419              7.79375334  3.9318256         2.04122033
## 475  1.03318448              0.00000000  3.9702919         1.76130026
## 476  0.48242615              6.49201240  3.8501476         1.99741771
## 477  0.77010822              6.12637689  0.0000000         1.83736998
## 478 -4.60517019              0.00000000  9.3933284         1.75006904
## 479  2.36085400              0.00000000  0.0000000         2.14006616
## 480  1.93874166              5.67885515  4.1431347         2.18605128
## 481 -4.60517019              3.77331435  7.1831117         1.71199450
## 482  1.52169900              4.30308226  2.4849066         1.89160480
## 483  2.12106322              7.44171833  6.0776422         0.83724752
## 484  1.79009141              4.97743869  2.8903718         1.28370777
## 485  1.04380405              1.90202077  0.0000000         1.59736533
## 486  2.42480273              8.99386922  3.8918203         2.41502052
## 487  2.71270601              4.61630908  0.0000000         1.63510566
## 488  2.25967759              6.98319489  8.9159693         1.70110510
## 489 -0.44628710              2.32834771  3.1780538         1.14422280
## 490  1.05779029              3.74061014  0.0000000         1.68639895
## 491  1.32308829              0.00000000  0.0000000         1.75006904
## 492 -2.30258509              3.65283163  3.9120230        -0.08338161
## 493 -0.84397007              5.29196901  2.3025851         1.77664583
## 494  0.94000726              4.53060608  0.0000000         1.84213568
## 495 -4.60517019              0.00000000  2.5649494         1.17865500
## 496  2.16905370              2.40281268  1.0986123         0.93216408
## 497  1.99877364              6.82660025  4.1896547         2.17475172
## 498 -0.91629073              6.30376029  4.7874917         1.97823904
## 499  0.95165788              5.28277343  6.7979404         1.59127394
## 500  0.58778666              6.45833846  4.9972123         1.36863943
## 501  1.32308829              0.00000000  7.1308988         1.75006904
## 502  1.97546895              6.83239315  0.0000000         1.48387469
## 503  0.29266961              4.21558449  8.3511386         1.92570744
## 504 -4.60517019              1.67505067  1.0986123         1.22377543
## 505  0.61518564              2.76515444  7.7048119         1.02604160
## 506  2.58324255              0.00000000  2.8332133         1.93152141
## 507  2.35991016              5.39585998  2.5649494         1.92861865
## 508  2.39698577              5.18639420  7.6605855         1.92861865
## 509 -3.21887582             -0.40419334  8.3712421         1.16315081
## 510  0.68309684              5.50764025  0.0000000         1.67335124
## 511  1.32308829              0.00000000  2.8903718         1.75006904
## 512 -0.91629073              5.11313997  0.0000000         1.26694760
## 513  2.41591378              8.93380641  6.6592939         2.42036813
## 514  1.75613229              2.29812838 10.1992494         1.68454538
## 515  1.93730177              5.86323430  9.6876919         1.54756251
## 516 -0.75502258              6.06737237  5.0304379         1.37876609
## 517  1.71018782              6.43600621  0.0000000         2.01223279
## 518  2.32238772              3.75822095  1.9459101         1.83418019
## 519  1.99197552              6.33598182  0.0000000         2.15755932
## 520  1.43746265              3.50696525  6.4754327         2.47063868
## 521  2.45787798              7.02824654  0.0000000         1.81156210
## 522 -0.71334989              4.18306637  4.2904594         1.38379123
## 523  0.43178242              3.84804282  1.0986123         1.38379123
## 524  2.49237866              8.07247358  5.5451774         2.07819076
## 525  1.55814462              5.65910141  0.0000000         1.57484647
## 526  2.32434658              6.50089261  3.6888795         0.15700375
## 527  2.52972067              0.00000000  0.0000000         1.80828877
## 528 -0.21072103              3.16665424 10.4789204         1.58719230
## 529  2.51769647              7.27692232  0.0000000         2.01889504
## 530  2.25023861              8.81896883  0.0000000         0.53062825
## 531  2.14241634              0.00000000  4.1896547         2.71800053
## 532 -0.49429632              4.62312208  3.1780538         1.88555335
## 533  2.15755932              4.66499153  3.7841896         2.10046891
## 534  2.10291390              6.65933705  3.6635616         2.04769284
## 535 -1.56064775              5.71263510  1.9459101         1.88403475
## 536  0.94390590              5.20973841  9.4905446         1.44926916
## 537  1.99061033              6.20117412  0.0000000         2.00955541
## 538  1.93874166              8.56018923  5.9188939         2.24283509
## 539 -0.49429632              6.28278743  0.6931472         2.17247641
## 540 -4.60517019              1.62987748  0.0000000         2.02287119
## 541 -4.60517019             -0.92324293  8.1559363         0.95165788
## 542  1.32308829              0.00000000  0.0000000         1.75006904
## 543  0.90421815              0.00000000  4.7791235         1.43983513
## 544 -4.60517019              6.81912724  0.0000000         1.56024767
## 545  1.89311196              3.79001064  0.0000000         1.67147330
## 546  1.10856262              6.82307636  0.6931472         1.64865863
## 547  1.51292701              0.54615135  3.7612001         0.26236426
## 548  1.23837423              5.95197737  0.0000000         2.23108909
## 549 -4.60517019              6.56379299  0.0000000         2.26799365
## 550 -4.60517019              0.00000000  4.8202816         1.77495235
## 551  1.05082162              3.65252326  5.3798974         2.01889504
## 552  2.25234388              8.21145228  0.0000000         2.27829240
## 553  0.63657683              0.00000000  0.0000000         2.62176583
## 554 -4.60517019              6.33650126  2.3025851         1.64865863
## 555 -4.60517019              5.14144518  5.8692969         1.74396881
## 556  1.60743591              2.32516828  3.4011974         1.60542989
## 557 -4.60517019              3.65665852  3.8918203         2.10535292
## 558 -4.60517019              4.36030751  0.0000000         2.81000492
## 559  1.81319475              5.40034527  8.0671490         2.00417906
## 560  1.28923265              2.97576820  0.0000000         1.78170913
## 561  1.74396881              2.41828182  0.6931472         1.96009478
## 562  2.11625551              6.69132977  0.6931472         1.14103300
## 563  1.38379123              5.84279404  5.5490761         1.77833645
## 564  1.91397710              2.00279962  3.2580965         2.13888900
## 565 -0.51082562              5.92228290  3.7135721         2.12226154
## 566 -1.46967597              4.99711816  7.8958084         1.34547237
## 567  2.58399755              0.00000000  0.6931472         1.91985947
## 568  1.32308829              0.00000000  0.0000000         1.75006904
## 569 -3.21887582              0.00000000  5.9914645         1.75440368
## 570 -4.60517019              3.36671743  8.3542036         0.94000726
## 571  2.45444744              0.00000000  0.0000000         1.63899671
## 572 -2.12026354              4.08865591  1.0986123         1.80828877
## 573  0.56531381              0.00000000  0.0000000         2.62684015
## 574  2.34851402              8.88059269  4.5849675         2.26176310
## 575  1.29472717              3.61553125  0.0000000         1.73342389
## 576  1.25846099              2.95177165  0.0000000         1.76814960
## 577  2.50307395              0.00000000  5.2417470         2.07693841
## 578  0.51282363              4.23612257  3.1780538         2.16332303
## 579  1.73871025              6.26835449  0.0000000         2.18605128
## 580  2.47653840              5.08417930  0.0000000         2.11142459
## 581  1.32308829              0.00000000  5.4806389         1.75006904
## 582 -1.60943791              3.39273973  3.8066625         1.51512723
## 583  1.32308829              0.00000000  1.3862944         1.75006904
## 584  0.16551444              8.42999476  4.3040651         1.13140211
## 585 -1.13943428              3.76909906  0.0000000         1.85629799
## 586  2.38600670              5.58553067  6.3630281         1.79009141
## 587  0.46373402              4.61018779  1.7917595         2.22137504
## 588 -0.49429632              4.70935276  9.7767899         2.03992078
##     lPopulation   lHIV.AIDS      lGDP
## 1     14.381658 -2.30258509 10.781516
## 2     13.523226 -0.91629073  8.141190
## 3     16.944320  2.53369681  9.466532
## 4     11.475338 -2.30258509  5.549076
## 5     18.614825 -1.60943791 14.109588
## 6     15.017172 -2.30258509  9.396488
## 7     10.761450  0.40546511  7.782390
## 8      9.653615 -2.30258509 11.850733
## 9     15.540940 -2.30258509 12.747187
## 10    12.511511 -2.30258509  8.449771
## 11    14.592934 -2.30258509 12.184139
## 12     9.729075 -0.35667494  9.078978
## 13    13.804836 -2.30258509 11.818084
## 14    14.241576  2.92852352  8.188967
## 15    13.252937 -2.30258509 13.970823
## 16    13.052467 -2.30258509 14.119740
## 17    10.112694 -2.30258509  9.529594
## 18    15.346617 -2.30258509 12.644260
## 19    11.660587 -2.30258509  6.684612
## 20    13.380522  0.40546511  9.030615
## 21    14.122736 -1.20397280 10.507585
## 22    13.803895 -0.69314718  8.701679
## 23    12.352992  0.91629073  9.396239
## 24     9.372544 -2.30258509 10.347660
## 25    11.203557 -2.30258509 12.799607
## 26    10.949982 -2.30258509 10.936921
## 27    16.922184 -0.91629073  9.356948
## 28    16.336454 -0.22314355  9.951420
## 29     8.600983 -0.51082562  7.873217
## 30    15.130082 -2.30258509 12.616044
## 31    13.945164  3.70622809  8.151622
## 32    14.051126  0.47000363  8.129764
## 33    10.688849 -2.30258509  8.076826
## 34    14.799128 -1.60943791  9.461488
## 35    14.692503 -2.30258509  9.910612
## 36    15.786530 -2.30258509 10.835888
## 37    14.085572 -2.30258509  9.537339
## 38    15.299790 -2.30258509  7.329750
## 39    16.235533 -2.30258509 10.660642
## 40    15.270932  0.09531018  8.063693
## 41    16.111833 -2.30258509  8.002360
## 42    14.891321 -2.30258509 14.935463
## 43    14.231138  1.56861592 10.241280
## 44    16.700287  1.97408103  9.948031
## 45    14.444499  0.33647224 10.819518
## 46    15.916220 -2.30258509 12.616386
## 47    18.032721 -2.30258509 12.893096
## 48    15.683176 -0.35667494 11.807839
## 49    12.307347 -2.30258509 10.929153
## 50    12.554180 -0.22314355  7.291656
## 51    17.186641 -2.30258509 11.787629
## 52    15.049317 -2.30258509 14.399583
## 53    14.906334 -2.30258509 12.686262
## 54    12.315711 -2.30258509 13.954307
## 55     8.742095 -2.30258509  8.315811
## 56    12.573884 -2.30258509  9.490091
## 57    14.138752  1.85629799 10.288784
## 58    16.492269 -1.20397280  9.459541
## 59    14.373293  1.02961942  9.428270
## 60    13.742480 -2.30258509 12.879573
## 61    11.630548 -2.30258509 10.381955
## 62    16.318769  3.77276094  8.808369
## 63    17.081836 -1.60943791  9.242420
## 64    15.145035 -2.30258509  9.047704
## 65    14.506522 -2.30258509 10.296711
## 66    13.097767 -2.30258509 10.940969
## 67    15.602515 -1.20397280  9.491300
## 68    11.774420 -2.30258509 10.569135
## 69    16.533701 -2.30258509 13.347318
## 70    14.095183 -2.30258509 10.044075
## 71    14.119146 -2.30258509  9.554426
## 72    13.170951 -2.30258509  8.475120
## 73    11.771042  2.37024374  8.582044
## 74    15.485742 -2.30258509 12.562754
## 75    13.683912  1.52605630 10.373897
## 76    14.526253 -2.30258509 12.199692
## 77    15.883941 -2.30258509 13.481279
## 78    16.755465 -2.30258509 11.943408
## 79    17.696716 -0.69314718  9.391578
## 80    13.394644 -1.60943791  9.680344
## 81    15.580897 -2.30258509 14.609906
## 82    14.677340 -2.30258509 12.067397
## 83    10.730619 -2.30258509  9.999843
## 84    13.424855 -0.10536052  8.239857
## 85    14.409734 -0.51082562  9.378563
## 86    17.091744 -1.60943791  9.437077
## 87    13.609983 -2.30258509  7.409742
## 88    16.330475  3.74004774  8.821290
## 89    13.786062 -2.30258509  9.825796
## 90    15.021404 -2.30258509 10.077357
## 91    15.602822 -2.30258509 11.003665
## 92    13.508833 -2.30258509 10.902058
## 93    17.386298 -2.30258509 16.680603
## 94    14.369250 -2.30258509 12.495098
## 95    15.935609 -2.30258509 11.374112
## 96    10.303002 -2.30258509  9.364091
## 97    16.645184 -2.30258509 13.548380
## 98    17.682367 -2.30258509 12.851187
## 99    17.177607 -2.30258509 10.669351
## 100   13.671567  0.99325177  7.122060
## 101   15.377482 -2.30258509 13.049616
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## 488   10.159485 -2.30258509 12.095884
## 489   15.165821  0.58778666  7.011214
## 490   12.127170 -2.30258509  6.442540
## 491    9.524567 -1.20397280 10.204555
## 492   11.691833 -2.30258509  6.782192
## 493   15.048619 -2.30258509 11.687979
## 494   12.534203 -1.60943791 10.424927
## 495   10.097038 -2.30258509 10.673364
## 496   14.244960  2.18605128  9.653165
## 497   17.807208  1.30833282 12.851077
## 498   15.945344 -2.30258509 10.447380
## 499   16.503354  1.72276660 10.146551
## 500   15.461027 -2.30258509 12.540242
## 501   13.977110  1.43508453  9.486835
## 502   11.254090 -2.30258509  6.701960
## 503   13.684567  0.53062825 10.306750
## 504   14.673740 -1.20397280  9.435322
## 505   14.313205  0.69314718  9.119321
## 506   16.137614 -2.30258509 11.693696
## 507   15.161710 -2.30258509 13.072536
## 508   16.477285 -1.20397280 14.607731
## 509   14.378653 -2.30258509 12.189486
## 510   13.768767 -2.30258509 10.876329
## 511   12.481926 -2.30258509 10.671464
## 512   15.204119 -2.30258509 11.437113
## 513   15.916921 -2.30258509 15.039188
## 514   11.818482 -2.30258509 16.074193
## 515   14.230747 -2.30258509 10.952980
## 516   14.832690 -2.30258509 12.217294
## 517   12.717293 -2.30258509  9.703450
## 518   12.759435 -2.30258509  9.412219
## 519   19.087977 -2.30258509 14.326534
## 520   15.371368  0.40546511  6.980076
## 521   13.792207 -2.30258509  9.343121
## 522   17.151717 -2.30258509 12.449089
## 523   12.952187  2.30258509  7.287561
## 524   17.557638 -2.30258509 13.718440
## 525   10.866356 -0.91629073  7.509335
## 526   14.455039 -2.30258509 13.084497
## 527   13.922451 -1.60943791  6.894670
## 528   14.393806 -0.51082562  8.530109
## 529   14.967005 -2.30258509 10.529105
## 530   15.264733 -2.30258509 11.799089
## 531   10.383194 -2.30258509 16.383471
## 532   14.256979  0.40546511  9.472320
## 533    6.177944 -2.30258509  9.227492
## 534   17.718646  3.15700042 12.663912
## 535    6.678342 -0.91629073  7.113142
## 536   16.473302  1.84054963 10.063052
## 537   13.522902 -0.22314355  8.014666
## 538   17.897739 -2.30258509 14.574492
## 539   15.685746 -2.30258509 10.028312
## 540   14.268156 -0.69314718  9.625558
## 541   14.127885 -2.30258509 10.910058
## 542   11.669801 -2.30258509  9.895556
## 543   14.416196  0.99325177  6.188264
## 544   14.043349 -2.30258509  9.364691
## 545   16.010126  1.52605630  8.531490
## 546   11.738019 -2.30258509  9.351666
## 547   15.887370  1.22377543  7.212294
## 548   15.375249 -2.30258509 10.859307
## 549   14.055673  2.28238239  8.433377
## 550   14.388027  1.09861229  9.795847
## 551   14.449945  3.44041809  6.716595
## 552   13.979194 -2.30258509 12.782430
## 553    9.592605 -2.30258509  5.739793
## 554   10.161419 -2.30258509  6.648985
## 555   13.044240  1.06471074 11.131460
## 556   16.276779 -2.30258509 13.517187
## 557   13.745057  0.18232156  7.754910
## 558    7.506042 -2.30258509  3.663562
## 559    8.223359 -2.30258509  9.777187
## 560   14.170000 -1.60943791 10.839738
## 561   15.787151  1.56861592  6.818924
## 562   14.379014  1.58923521  9.750919
## 563   16.535315 -2.30258509 11.280703
## 564   13.758667  1.60943791  8.311644
## 565   15.638961 -2.30258509  9.747418
## 566   17.268419 -2.30258509 10.910441
## 567   16.155835 -2.30258509 12.375039
## 568   12.026898  1.38629436  9.588914
## 569   14.514799 -2.30258509 10.606956
## 570    9.666689 -2.30258509 11.792192
## 571   13.255657 -1.60943791  9.026177
## 572   11.245948 -1.60943791  6.930495
## 573    9.445571 -2.30258509  5.693732
## 574   12.100562 -2.30258509 13.156432
## 575   12.560216 -0.69314718  9.602855
## 576   14.149657 -1.20397280 10.753681
## 577   13.037222 -2.30258509 14.699908
## 578   12.926706 -2.30258509 10.279146
## 579   15.000160 -1.60943791  9.616672
## 580   14.503105 -2.30258509  9.917883
## 581   14.293536 -2.30258509 12.181160
## 582   12.097468  0.78845736  8.832442
## 583   15.358132 -2.30258509 12.585755
## 584   13.651473 -2.30258509 10.703918
## 585   13.546536 -1.60943791  8.637994
## 586   14.189585 -1.20397280 12.752661
## 587    3.583519 -2.30258509  7.760041
## 588   15.584055  0.33647224  8.006368

Feature Selection on the 12 continuous variables with transformations and multicollinear variables removed:

Note: Region needs to be changed into a number for the stepwise test.

Forward and Backward Elimination and Both

# install.packages("olsrr")
library(olsrr)

## 
## Attaching package: 'olsrr'

## The following object is masked from 'package:datasets':
## 
##     rivers

library(leaps)

LE_fit3 = lm(Life_Expectancy~ linfant.deaths + lAlcohol+ lpercentage.expenditure + 
                                         Hepatitis.B.x + lMeasles+ lTotal.expenditure+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ thinness..1.19.years+  
                                         Income.composition.of.resources+ lGDP, data = LEdata_clean3)
# summary(LE_fit2)

cat("\n\n--------Forward Elimination---------\n\n")

## 
## 
## --------Forward Elimination---------

# penter == the threshold for variable entrance.
ols_step_forward_p(LE_fit3, penter = .05, details = FALSE) # lists selected variables

## 
##                                          Selection Summary                                           
## ----------------------------------------------------------------------------------------------------
##         Variable                                         Adj.                                           
## Step                Entered                R-Square    R-Square      C(p)          AIC         RMSE     
## ----------------------------------------------------------------------------------------------------
##    1    lHIV.AIDS                            0.7665      0.7663    1643.5658    13896.3513    4.6491    
##    2    Income.composition.of.resources      0.8020      0.8017    1039.3602    13510.8295    4.2820    
##    3    linfant.deaths                       0.8546      0.8543     143.5797    12787.6732    3.6706    
##    4    lGDP                                 0.8581      0.8577      85.3417    12733.9725    3.6274    
##    5    poly(Diphtheria, 2)                  0.8599      0.8595      56.1844    12705.5623    3.6047    
##    6    lMeasles                             0.8609      0.8604      41.2159    12690.8336    3.5927    
##    7    lpercentage.expenditure              0.8618      0.8612      28.2607    12677.9904    3.5821    
##    8    Hepatitis.B.x                        0.8625      0.8620      17.2848    12667.0352    3.5730    
##    9    lPopulation                          0.8630      0.8624      10.6784    12660.4030    3.5672    
##   10    lTotal.expenditure                       NA          NA           NA            NA        NA    
## ----------------------------------------------------------------------------------------------------

cat("\n\n--------Backward Elimination---------\n\n")

## 
## 
## --------Backward Elimination---------

# penter == the threshold for variable entrance.
ols_step_backward_p(LE_fit3, penter = .05, details = FALSE) # lists only variables removed from the model

## 
## 
##                                   Elimination Summary                                   
## ---------------------------------------------------------------------------------------
##         Variable                              Adj.                                         
## Step          Removed           R-Square    R-Square     C(p)         AIC         RMSE     
## ---------------------------------------------------------------------------------------
##    1    thinness..1.19.years      0.8632      0.8625    10.0372    12659.7475    3.5660    
## ---------------------------------------------------------------------------------------

cat("\n\n--------Both Elimination---------\n\n")

## 
## 
## --------Both Elimination---------

# penter == the threshold for variable entrance.
ols_step_both_p(LE_fit3, pent = .05, prem = .05, details = FALSE)

## 
##                                            Stepwise Selection Summary                                            
## ----------------------------------------------------------------------------------------------------------------
##                                             Added/                   Adj.                                           
## Step               Variable                Removed     R-Square    R-Square      C(p)          AIC         RMSE     
## ----------------------------------------------------------------------------------------------------------------
##    1               lHIV.AIDS               addition       0.766       0.766    1643.5660    13896.3513    4.6491    
##    2    Income.composition.of.resources    addition       0.802       0.802    1039.3600    13510.8295    4.2820    
##    3            linfant.deaths             addition       0.855       0.854     143.5800    12787.6732    3.6706    
##    4                 lGDP                  addition       0.858       0.858      85.3420    12733.9725    3.6274    
##    5          poly(Diphtheria, 2)          addition       0.860       0.859      56.1840    12705.5623    3.6047    
##    6               lMeasles                addition       0.861       0.860      41.2160    12690.8336    3.5927    
##    7        lpercentage.expenditure        addition       0.862       0.861      28.2610    12677.9904    3.5821    
##    8             Hepatitis.B.x             addition       0.863       0.862      17.2850    12667.0352    3.5730    
##    9              lPopulation              addition       0.863       0.862      10.6780    12660.4030    3.5672    
## ----------------------------------------------------------------------------------------------------------------

Model updated with transformations to improve homoscedacity.

Multicorrelated continuous terms removed: (thinness.5.9.years, BMI, under.five.deaths, Schooling, Polio, Population, Adult.Mortality)

Only sub.region + Status are kept as categorical variables.

# lm model with only stepwise continuous variables
Stepwise_8_LE_LM_Cont_Model <- lm(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         lMeasles+ lTotal.expenditure+ lPopulation +
                                         lHIV.AIDS+   
                                         Income.composition.of.resources+ lGDP, data=LEdata_clean3)
cat("\n\n------------Stepwise 8 Reduction Continuous LM-------------------\n\n")

## 
## 
## ------------Stepwise 8 Reduction Continuous LM-------------------

summary(Stepwise_8_LE_LM_Cont_Model)

## 
## Call:
## lm(formula = Life_Expectancy ~ linfant.deaths + lpercentage.expenditure + 
##     lMeasles + lTotal.expenditure + lPopulation + lHIV.AIDS + 
##     Income.composition.of.resources + lGDP, data = LEdata_clean3)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.4158  -1.9978   0.0384   1.9669  14.7190 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     52.08020    0.56739  91.789  < 2e-16 ***
## linfant.deaths                  -1.90073    0.07181 -26.470  < 2e-16 ***
## lpercentage.expenditure          0.11665    0.03038   3.840 0.000126 ***
## lMeasles                        -0.18562    0.02962  -6.268 4.35e-10 ***
## lTotal.expenditure               0.53160    0.16135   3.295 0.001000 ***
## lPopulation                     -0.11716    0.03525  -3.324 0.000901 ***
## lHIV.AIDS                       -2.82442    0.05920 -47.710  < 2e-16 ***
## Income.composition.of.resources  4.87099    0.54852   8.880  < 2e-16 ***
## lGDP                             1.43124    0.05101  28.056  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.61 on 2341 degrees of freedom
## Multiple R-squared:  0.8595, Adjusted R-squared:  0.8591 
## F-statistic:  1791 on 8 and 2341 DF,  p-value: < 2.2e-16

# lm model with stepwise categorical variables
Stepwise_11_LE_LM_Cat_Model <- lm(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP + lTotal.expenditure, data=LEdata_clean3)
cat("\n\n------------Stepwise 11 Backwards Categorical LM-------------------\n\n")

## 
## 
## ------------Stepwise 11 Backwards Categorical LM-------------------

summary(Stepwise_11_LE_LM_Cat_Model)

## 
## Call:
## lm(formula = Life_Expectancy ~ linfant.deaths + lpercentage.expenditure + 
##     region + lPopulation + poly(Diphtheria, 2) + lHIV.AIDS + 
##     lpercentage.expenditure + Income.composition.of.resources + 
##     lGDP + lTotal.expenditure, data = LEdata_clean3)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -24.1919  -1.9120   0.0652   1.9138  13.9431 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     52.91805    0.59284  89.261  < 2e-16 ***
## linfant.deaths                  -1.81949    0.07406 -24.568  < 2e-16 ***
## lpercentage.expenditure          0.12231    0.02922   4.186 2.94e-05 ***
## regionAmericas                   3.03848    0.27745  10.951  < 2e-16 ***
## regionAsia                       0.43257    0.27833   1.554 0.120279    
## regionEurope                     0.73950    0.32641   2.266 0.023569 *  
## regionOceania                    1.41734    0.39945   3.548 0.000395 ***
## lPopulation                     -0.13793    0.03430  -4.021 5.97e-05 ***
## poly(Diphtheria, 2)1            29.59530    4.17092   7.096 1.70e-12 ***
## poly(Diphtheria, 2)2            21.98026    3.97891   5.524 3.68e-08 ***
## lHIV.AIDS                       -2.60758    0.07474 -34.890  < 2e-16 ***
## Income.composition.of.resources  4.29677    0.52892   8.124 7.24e-16 ***
## lGDP                             1.33092    0.05201  25.591  < 2e-16 ***
## lTotal.expenditure               0.19644    0.16128   1.218 0.223348    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.463 on 2336 degrees of freedom
## Multiple R-squared:  0.871,  Adjusted R-squared:  0.8703 
## F-statistic:  1214 on 13 and 2336 DF,  p-value: < 2.2e-16

Check for a balance in bais-variance

library(caret)
set.seed(1234)
trainIndex<-createDataPartition(LEdata_clean3$Life_Expectancy,p=.75,list=F)  #p: proportion of data in train

training<-LEdata_clean3[trainIndex,]
validate<-LEdata_clean3[-trainIndex,]

fwd.train=regsubsets(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP, 
                     data=training,method="forward",nvmax=9)

#Creating a prediction function 
predict.regsubsets =function (object , newdata ,id ,...){
  form=as.formula (object$call [[2]])
  mat=model.matrix(form ,newdata )
  coefi=coef(object ,id=id)
  xvars=names(coefi)
  mat[,xvars]%*%coefi
}

valMSE<-c()
#note my index, i, is to 12 since that is how many predictors I went up to during fwd selection
for (i in 1:9){
  predictions<-predict.regsubsets(object=fwd.train,newdata=validate,id=i) 
  valMSE[i]<-mean((validate$Life_Expectancy-predictions)^2)
}
par(mfrow=c(1,1))
plot(1:9,sqrt(valMSE),type="l",xlab="# of predictors",ylab="test vs train RMSE",ylim=c(.45,7))
index<-which(valMSE==min(valMSE))
points(index,sqrt(valMSE[index]),col="red",pch=10)

trainMSE<-summary(fwd.train)$rss/nrow(training)
lines(1:9,sqrt(trainMSE),lty=3,col="blue")

Recheck the assumptions.

The returned graphs show that the normality issue is improved with the categorical lm, it remains the same with continuous - CLM would fix.

The equal variance issue is also improved (The nvcTest on both models returns a very small p-value).

Linear assumption appears good and met.

There are still a lot of high leverage outliers.

plot(Stepwise_8_LE_LM_Cont_Model, 1, main="Linear Relationship with Stepwise 8 Continuous Variables")

# add a qq-plot with normal distribution and range lines to the Continuous model.
qqPlot(Stepwise_8_LE_LM_Cont_Model, main="QQ Plot with Stepwise 8 Continuous Variables", distribution="norm", id=F) #qq normal plot for studentized resid

hist(Stepwise_8_LE_LM_Cont_Model$residuals)

# Traditional lm with continuous variables
plot(Stepwise_8_LE_LM_Cont_Model, 3:4, main="Stepwise 8 Continuous")

# Influence Plot and list of top influencers - Continuous
influencePlot(Stepwise_8_LE_LM_Cont_Model, id=list(method="noteworthy", n=5, cex=1, col=carPalette()[1], location="lr"), 
              main="Influence Plot", sub="Circle area is proportial to Cook's Distance - Stepwise Continuous" )

##          StudRes         Hat        CookD
## 65   -0.98091248 0.016612000 1.806018e-03
## 320   4.09912599 0.004095968 7.627061e-03
## 536  -6.55484651 0.003377226 1.589262e-02
## 1092 -0.40921811 0.016441721 3.111493e-04
## 1190 -5.42371359 0.006542298 2.126630e-02
## 1222 -5.45558126 0.004795663 1.574245e-02
## 1457 -4.25417305 0.006732766 1.353178e-02
## 1729 -3.49469974 0.008250081 1.123461e-02
## 2053  0.32874297 0.015439011 1.883705e-04
## 2076  0.01455633 0.016295182 3.901587e-07
## 2110  0.48026697 0.014935116 3.886954e-04

cat("\n\n--------Non-Constant Error Variance Test Stepwise 8 Continuous----------\n\n")

## 
## 
## --------Non-Constant Error Variance Test Stepwise 8 Continuous----------

# Non-Constant Error Variance Test
# The null hypothesis for the Non-Constant Error Variance Test is that the error variance is constant across all levels of the fitted values. 
# The alternative hypothesis is that the error variance is not constant.
# if models' p-values is more than 0.05 then we would reject the null.
ncvTest(Stepwise_8_LE_LM_Cont_Model)

## Non-constant Variance Score Test 
## Variance formula: ~ fitted.values 
## Chisquare = 139.0772, Df = 1, p = < 2.22e-16

# VIF test
# A value of 1 indicates there is no correlation.
# A value between 1 and 5 indicates moderate correlation.
# A value greater than 5 indicates potentially severe correlation.
cat("\n\n-------------------VIF Check Setepwise 8 Continuous-----------------\n\n")

## 
## 
## -------------------VIF Check Setepwise 8 Continuous-----------------

car::vif(Stepwise_8_LE_LM_Cont_Model)

##                  linfant.deaths         lpercentage.expenditure 
##                        2.762845                        1.262543 
##                        lMeasles              lTotal.expenditure 
##                        1.684225                        1.049618 
##                     lPopulation                       lHIV.AIDS 
##                        1.361567                        1.624808 
## Income.composition.of.resources                            lGDP 
##                        2.293660                        2.494957

#############################################################################

plot(Stepwise_11_LE_LM_Cat_Model, 1, main="Linear Relationship with Stepwise 9+ Categorical Variables")

# add a qq-plot with normal distribution and range lines to the Continuous model.
qqPlot(Stepwise_11_LE_LM_Cat_Model, main="QQ Plot with Stepwise 9+ Categorical Variables", distribution="norm", id=F) #qq normal plot for studentized resid

hist(Stepwise_11_LE_LM_Cat_Model$residuals)

# Traditional lm with continuous variables
plot(Stepwise_11_LE_LM_Cat_Model, 3:4, main="Stepwise 9+ Categorical")

# Influence Plot and list of top influencers - Continuous
influencePlot(Stepwise_11_LE_LM_Cat_Model, id=list(method="noteworthy", n=5, cex=1, col=carPalette()[1], location="lr"), 
              main="Influence Plot", sub="Circle area is proportial to Cook's Distance - Stepwise Categorical" )

##         StudRes         Hat        CookD
## 2    -0.1926689 0.019401075 5.248182e-05
## 536  -7.0815179 0.006313910 2.229109e-02
## 690   0.8199580 0.020732792 1.016887e-03
## 692   0.9602562 0.020526329 1.380318e-03
## 747   0.1065925 0.020663991 1.713136e-05
## 1092 -0.1473959 0.022627807 3.594240e-05
## 1190 -5.3169095 0.009175230 1.848290e-02
## 1222 -5.3874143 0.006847768 1.412495e-02
## 1457 -4.1331726 0.007437459 9.080838e-03
## 1545 -4.0040405 0.011665434 1.343013e-02
## 1707 -4.1105846 0.003606161 4.338581e-03

cat("\n\n--------Non-Constant Error Variance Test Stepwise 9+ Categorical----------\n\n")

## 
## 
## --------Non-Constant Error Variance Test Stepwise 9+ Categorical----------

# Non-Constant Error Variance Test
# The null hypothesis for the Non-Constant Error Variance Test is that the error variance is constant across all levels of the fitted values. 
# The alternative hypothesis is that the error variance is not constant.
# if models' p-values is more than 0.05 then we would reject the null.
ncvTest(Stepwise_11_LE_LM_Cat_Model)

## Non-constant Variance Score Test 
## Variance formula: ~ fitted.values 
## Chisquare = 127.7897, Df = 1, p = < 2.22e-16

# VIF test
# A value of 1 indicates there is no correlation.
# A value between 1 and 5 indicates moderate correlation.
# A value greater than 5 indicates potentially severe correlation.
cat("\n\n-------------------VIF Check Stepwise 9+ Categorical-----------------\n\n")

## 
## 
## -------------------VIF Check Stepwise 9+ Categorical-----------------

car::vif(Stepwise_11_LE_LM_Cat_Model)

##                                     GVIF Df GVIF^(1/(2*Df))
## linfant.deaths                  3.194396  1        1.787287
## lpercentage.expenditure         1.269593  1        1.126762
## region                          4.619663  4        1.210811
## lPopulation                     1.401421  1        1.183816
## poly(Diphtheria, 2)             1.780050  2        1.155069
## lHIV.AIDS                       2.814713  1        1.677711
## Income.composition.of.resources 2.317993  1        1.522495
## lGDP                            2.818394  1        1.678807
## lTotal.expenditure              1.139882  1        1.067652

Training set for categorical model with stepwise variables

Note lower RSE suggests the model fits better. Higher adjusted R-squared suggests a better fit (ranges 0 to 1).

Lower RMSE indicates that the prediction is closer to the response variable (life expectancy).

# lm model with only stepwise 8 continuous variables
Train_Stepwise_LECont_Model8 <- lm(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         lMeasles+ lTotal.expenditure+ lPopulation +
                                         lHIV.AIDS+   
                                         Income.composition.of.resources+ lGDP, data=LEdata_clean3) # New Training set
cat("\n\n------------Stepwise 8 Reduction Continuous LM-------------------\n\n")

## 
## 
## ------------Stepwise 8 Reduction Continuous LM-------------------

summary(Train_Stepwise_LECont_Model8)

## 
## Call:
## lm(formula = Life_Expectancy ~ linfant.deaths + lpercentage.expenditure + 
##     lMeasles + lTotal.expenditure + lPopulation + lHIV.AIDS + 
##     Income.composition.of.resources + lGDP, data = LEdata_clean3)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -23.4158  -1.9978   0.0384   1.9669  14.7190 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     52.08020    0.56739  91.789  < 2e-16 ***
## linfant.deaths                  -1.90073    0.07181 -26.470  < 2e-16 ***
## lpercentage.expenditure          0.11665    0.03038   3.840 0.000126 ***
## lMeasles                        -0.18562    0.02962  -6.268 4.35e-10 ***
## lTotal.expenditure               0.53160    0.16135   3.295 0.001000 ***
## lPopulation                     -0.11716    0.03525  -3.324 0.000901 ***
## lHIV.AIDS                       -2.82442    0.05920 -47.710  < 2e-16 ***
## Income.composition.of.resources  4.87099    0.54852   8.880  < 2e-16 ***
## lGDP                             1.43124    0.05101  28.056  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.61 on 2341 degrees of freedom
## Multiple R-squared:  0.8595, Adjusted R-squared:  0.8591 
## F-statistic:  1791 on 8 and 2341 DF,  p-value: < 2.2e-16

# lm model with stepwise 9+ categorical variables
Train_Stepwise_LECat_Model9 <- lm(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP, data=LEdata_clean3) # New Training set
cat("\n\n------------Stepwise 9+ Backwards Categorical LM-------------------\n\n")

## 
## 
## ------------Stepwise 9+ Backwards Categorical LM-------------------

summary(Train_Stepwise_LECat_Model9)

## 
## Call:
## lm(formula = Life_Expectancy ~ linfant.deaths + lpercentage.expenditure + 
##     region + lPopulation + poly(Diphtheria, 2) + lHIV.AIDS + 
##     lpercentage.expenditure + Income.composition.of.resources + 
##     lGDP, data = LEdata_clean3)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -24.1060  -1.9051   0.0569   1.9104  13.9386 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     53.28753    0.50941 104.607  < 2e-16 ***
## linfant.deaths                  -1.81619    0.07402 -24.537  < 2e-16 ***
## lpercentage.expenditure          0.12083    0.02919   4.139 3.61e-05 ***
## regionAmericas                   3.08111    0.27527  11.193  < 2e-16 ***
## regionAsia                       0.40462    0.27741   1.459 0.144821    
## regionEurope                     0.78706    0.32410   2.428 0.015237 *  
## regionOceania                    1.45109    0.39853   3.641 0.000277 ***
## lPopulation                     -0.14326    0.03402  -4.210 2.65e-05 ***
## poly(Diphtheria, 2)1            30.14423    4.14692   7.269 4.91e-13 ***
## poly(Diphtheria, 2)2            22.17095    3.97624   5.576 2.75e-08 ***
## lHIV.AIDS                       -2.60456    0.07470 -34.865  < 2e-16 ***
## Income.composition.of.resources  4.28109    0.52882   8.096 9.07e-16 ***
## lGDP                             1.33440    0.05193  25.694  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.463 on 2337 degrees of freedom
## Multiple R-squared:  0.871,  Adjusted R-squared:  0.8703 
## F-statistic:  1315 on 12 and 2337 DF,  p-value: < 2.2e-16

# Calculate values
r_sq1 <- summary(Train_Stepwise_LECont_Model8)$r.squared
prediction1 <- predict(Train_Stepwise_LECont_Model8, newdata = Testing_data_Shared3)
residuals1 <- resid(Train_Stepwise_LECont_Model8) #testing_set_LE$Life.expectancy - prediction1
rmse1 <- sqrt(mean(residuals1^2, na.rm=TRUE))
ErrorRate12 <- sigma(Train_Stepwise_LECont_Model8) / mean(LEdata_clean3$Life_Expectancy)

cat("\n\n------------8 features---------------\n\n")

## 
## 
## ------------8 features---------------

print(paste0("R-squared for 8 features model:", round(r_sq1, 4)))

## [1] "R-squared for 8 features model:0.8595"

print(paste0("RMSE for 8 features model: ", round(rmse1,4)))

## [1] "RMSE for 8 features model: 3.6033"

print(paste0("Error Rate for 8 features model: ", (round(ErrorRate12,4) *100)))

## [1] "Error Rate for 8 features model: 5.22"

confint(Train_Stepwise_LECont_Model8, level=0.95)

##                                       2.5 %      97.5 %
## (Intercept)                     50.96756287 53.19283315
## linfant.deaths                  -2.04154691 -1.75992112
## lpercentage.expenditure          0.05708082  0.17621220
## lMeasles                        -0.24369936 -0.12754869
## lTotal.expenditure               0.21520334  0.84799378
## lPopulation                     -0.18628018 -0.04804249
## lHIV.AIDS                       -2.94050807 -2.70833139
## Income.composition.of.resources  3.79534707  5.94663587
## lGDP                             1.33120040  1.53127440

r_sq2 <- summary(Train_Stepwise_LECat_Model9)$r.squared
prediction2 <- predict(Train_Stepwise_LECat_Model9, newdata = Testing_data_Shared3)
residuals2 <- resid(Train_Stepwise_LECat_Model9)
rmse2 <- sqrt(mean(residuals2^2, na.rm=TRUE))
ErrorRate9 <- sigma(Train_Stepwise_LECat_Model9) / mean(LEdata_clean3$Life_Expectancy)

cat("\n\n------------Categorical 9+ features---------------\n\n")

## 
## 
## ------------Categorical 9+ features---------------

print(paste0("R-squared for 9+ features model: ", round(r_sq2, 4)))

## [1] "R-squared for 9+ features model: 0.871"

print(paste0("RMSE for 9+ features model: ", round(rmse2,4)))

## [1] "RMSE for 9+ features model: 3.4537"

print(paste0("Error Rate for 9+ features model: ", (round(ErrorRate12,4) *100)))

## [1] "Error Rate for 9+ features model: 5.22"

confint(Train_Stepwise_LECat_Model9, level=0.95)

##                                       2.5 %      97.5 %
## (Intercept)                     52.28859532 54.28646752
## linfant.deaths                  -1.96134372 -1.67104525
## lpercentage.expenditure          0.06358133  0.17808204
## regionAmericas                   2.54131564  3.62090036
## regionAsia                      -0.13937684  0.94861474
## regionEurope                     0.15151666  1.42260995
## regionOceania                    0.66958593  2.23259145
## lPopulation                     -0.20997516 -0.07653536
## poly(Diphtheria, 2)1            22.01219729 38.27626666
## poly(Diphtheria, 2)2            14.37362240 29.96827445
## lHIV.AIDS                       -2.75104677 -2.45806443
## Income.composition.of.resources  3.24408673  5.31808387
## lGDP                             1.23255671  1.43623894

Predictions test:

# Select one random observation from LEdata_clean3
random_observation <- LEdata_clean3[sample(nrow(LEdata_clean3), 1), ]

# Select the random value for each column
random_values <- random_observation %>%
  dplyr::select(linfant.deaths, lAlcohol, lpercentage.expenditure, Hepatitis.B.x , 
         lMeasles, lTotal.expenditure, lPopulation, Diphtheria, 
         lHIV.AIDS, thinness..1.19.years, Income.composition.of.resources, lGDP) %>%
  as.vector()

######################## 8 model ##################################

Subject1 <- data.frame(linfant.deaths = random_values[1],
                       lpercentage.expenditure = random_values[3],
                       Hepatitis.B = random_values[4],
                       lMeasles = random_values[5],
                       lTotal.expenditure = random_values[6],
                       lPopulation = random_values[7],
                       lHIV.AIDS = random_values[9],
                       Income.composition.of.resources = random_values[11],
                       lGDP = random_values[12])


print(paste0("Life expectancy for Subject1: ", round(predict(Train_Stepwise_LECont_Model8, Subject1), 2)))

## [1] "Life expectancy for Subject1: 70.6"

################## 9 Plus model ####################

Subject2 <- data.frame(linfant.deaths = random_values[1],
                       lpercentage.expenditure = random_values[3],
                       lMeasles = random_values[5],
                       region = 'Africa',
                       lTotal.expenditure = random_values[6],
                       lPopulation = random_values[7],
                       Diphtheria = random_values[8],
                       lHIV.AIDS = random_values[9],
                       Income.composition.of.resources = random_values[11],
                       lGDP = random_values[12])


print(paste0("Life expectancy for Subject2: ", round(predict(Train_Stepwise_LECat_Model9, Subject2), 2)))

## [1] "Life expectancy for Subject2: 71.56"

print(Subject1)

##   linfant.deaths lpercentage.expenditure Hepatitis.B.x lMeasles
## 1       5.583496                3.669317            95 11.78631
##   lTotal.expenditure lPopulation lHIV.AIDS Income.composition.of.resources
## 1            1.52388    14.09666 -2.302585                           0.672
##       lGDP
## 1 15.34034

print(Subject2)

##   linfant.deaths lpercentage.expenditure lMeasles region lTotal.expenditure
## 1       5.583496                3.669317 11.78631 Africa            1.52388
##   lPopulation Diphtheria lHIV.AIDS Income.composition.of.resources     lGDP
## 1    14.09666         97 -2.302585                           0.672 15.34034

random_values

## $linfant.deaths
## [1] 5.583496
## 
## $lAlcohol
## [1] 1.451614
## 
## $lpercentage.expenditure
## [1] 3.669317
## 
## $Hepatitis.B.x
## [1] 95
## 
## $lMeasles
## [1] 11.78631
## 
## $lTotal.expenditure
## [1] 1.52388
## 
## $lPopulation
## [1] 14.09666
## 
## $Diphtheria
## [1] 97
## 
## $lHIV.AIDS
## [1] -2.302585
## 
## $thinness..1.19.years
## [1] 4.5
## 
## $Income.composition.of.resources
## [1] 0.672
## 
## $lGDP
## [1] 15.34034

Bootstrap estimate tightening CI values:

Bias represents the difference from the original and the avg of the 5000 samples - negative is overestimated and positive is underestimated.
The standard error show the variability and uncertainty of the estimate.
Note: In this model, the standard error is very small, suggesting that the coefficients would vary only a small amount if the test were run randomly again.
The Bias-Corrected and Accelerated (BCA) values show improved intervals for identifying the true interval of the mean

set.seed(1234)
library(boot)

## 
## Attaching package: 'boot'

## The following object is masked from 'package:lattice':
## 
##     melanoma

## The following object is masked from 'package:car':
## 
##     logit

#define function to calculate fitted regression coefficients
coef_function <- function(formula, data, indices) {
  d <- data[indices,] #allows boot to select sample
  fit <- lm(formula, data=d) #fit regression model
  return(coef(fit)) #return coefficient estimates of model
}

lmformula <- Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP

#perform bootstrapping with 5000 replications
reps <- boot(data=LEdata_clean3, statistic=coef_function, R=5000, formula=lmformula)

#results
cat("\n Results of the Bootstrap, all variables")

## 
##  Results of the Bootstrap, all variables

reps

## 
## ORDINARY NONPARAMETRIC BOOTSTRAP
## 
## 
## Call:
## boot(data = LEdata_clean3, statistic = coef_function, R = 5000, 
##     formula = lmformula)
## 
## 
## Bootstrap Statistics :
##        original        bias    std. error
## t1*  53.2875314 -0.0186039392  0.48992196
## t2*  -1.8161945 -0.0010082299  0.07147156
## t3*   0.1208317 -0.0004348321  0.02689012
## t4*   3.0811080 -0.0015833561  0.28588223
## t5*   0.4046190  0.0011827826  0.28048760
## t6*   0.7870633 -0.0007554657  0.32126603
## t7*   1.4510887  0.0061872646  0.37957755
## t8*  -0.1432553  0.0007809914  0.03171343
## t9*  30.1442320  0.0433820580  4.56653496
## t10* 22.1709484 -0.0356879928  4.40176119
## t11* -2.6045556  0.0013283422  0.08475719
## t12*  4.2810853  0.0015566090  0.55786753
## t13*  1.3343978  0.0009842074  0.04897046

plot(reps, index=1) #intercept of model

plot(reps, index=10) #disp predictor (HIV.AIDS) variable

#Bootstrapping hypothesis testing - calculate adjusted bootstrap percentile intervals
cat("\n Confidence Intervals for Life_Expectancy \n")

## 
##  Confidence Intervals for Life_Expectancy

boot.ci(reps, type= c("perc", "basic", "bca"), index=1) #intercept of model

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 1)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (52.36, 54.26 )   (52.32, 54.21 )   (52.37, 54.28 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for infant.deaths \n")

## 
##  Confidence Intervals for infant.deaths

boot.ci(reps, type= c("perc", "basic", "bca"), index=2) #disp predictor (Infant deaths) variable

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 2)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (-1.955, -1.673 )   (-1.960, -1.677 )   (-1.957, -1.675 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Alcohol \n")

## 
##  Confidence Intervals for Alcohol

boot.ci(reps, type= c("perc", "basic", "bca"), index=3)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 3)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   ( 0.0686,  0.1760 )   ( 0.0657,  0.1731 )   ( 0.0648,  0.1725 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for percentage.expenditure \n")

## 
##  Confidence Intervals for percentage.expenditure

boot.ci(reps, type= c("perc", "basic", "bca"), index=4)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 4)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   ( 2.533,  3.667 )   ( 2.496,  3.629 )   ( 2.477,  3.604 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Hepatitis.B \n")

## 
##  Confidence Intervals for Hepatitis.B

boot.ci(reps, type= c("perc", "basic", "bca"), index=5)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 5)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (-0.1228,  0.9553 )   (-0.1460,  0.9320 )   (-0.1575,  0.9272 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Measles \n")

## 
##  Confidence Intervals for Measles

boot.ci(reps, type= c("perc", "basic", "bca"), index=6)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 6)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   ( 0.1713,  1.4316 )   ( 0.1425,  1.4028 )   ( 0.1285,  1.3822 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Total.expenditure \n")

## 
##  Confidence Intervals for Total.expenditure

boot.ci(reps, type= c("perc", "basic", "bca"), index=7)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 7)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   ( 0.696,  2.177 )   ( 0.725,  2.206 )   ( 0.713,  2.199 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Population \n")

## 
##  Confidence Intervals for Population

boot.ci(reps, type= c("perc", "basic", "bca"), index=8)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 8)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (-0.2056, -0.0832 )   (-0.2034, -0.0809 )   (-0.2054, -0.0824 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Diphtheria \n")

## 
##  Confidence Intervals for Diphtheria

boot.ci(reps, type= c("perc", "basic", "bca"), index=9)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 9)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (21.10, 39.22 )   (21.07, 39.18 )   (21.02, 39.18 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for AIDS \n")

## 
##  Confidence Intervals for AIDS

boot.ci(reps, type= c("perc", "basic", "bca"), index=10)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 10)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (13.66, 31.01 )   (13.33, 30.68 )   (13.41, 30.75 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for thinness..1.19.years \n")

## 
##  Confidence Intervals for thinness..1.19.years

boot.ci(reps, type= c("perc", "basic", "bca"), index=11)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 11)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   (-2.773, -2.442 )   (-2.767, -2.436 )   (-2.772, -2.439 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals for Income.composition.of.resources \n")

## 
##  Confidence Intervals for Income.composition.of.resources

boot.ci(reps, type= c("perc", "basic", "bca"), index=12)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 12)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   ( 3.171,  5.377 )   ( 3.185,  5.391 )   ( 3.193,  5.398 )  
## Calculations and Intervals on Original Scale

cat("\n Confidence Intervals forGDP  \n")

## 
##  Confidence Intervals forGDP

boot.ci(reps, type= c("perc", "basic", "bca"), index=13)

## BOOTSTRAP CONFIDENCE INTERVAL CALCULATIONS
## Based on 5000 bootstrap replicates
## 
## CALL : 
## boot.ci(boot.out = reps, type = c("perc", "basic", "bca"), index = 13)
## 
## Intervals : 
## Level      Basic              Percentile            BCa          
## 95%   ( 1.238,  1.429 )   ( 1.240,  1.431 )   ( 1.238,  1.430 )  
## Calculations and Intervals on Original Scale

Confidence Interval comparisons.

#PAIRED BOOTSTRAP
library(boot)
library(lmboot)
boot.p<-paired.boot(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP, data = LEdata_clean3, B=5000,seed=1234)
t(apply(boot.p$bootEstParam,2,quantile,probs=c(.025,.975)))

##                                        2.5%       97.5%
## (Intercept)                     52.29995473 54.21652392
## linfant.deaths                  -1.95647020 -1.68180216
## lpercentage.expenditure          0.06945098  0.17508210
## regionAmericas                   2.53638679  3.62100996
## regionAsia                      -0.12323956  0.95211619
## regionEurope                     0.19508606  1.39562118
## regionOceania                    0.73161609  2.21401674
## lPopulation                     -0.20219923 -0.08353029
## poly(Diphtheria, 2)1            21.12275475 39.12516862
## poly(Diphtheria, 2)2            13.34266066 30.71009997
## lHIV.AIDS                       -2.76710858 -2.43772915
## Income.composition.of.resources  3.22194835  5.39560989
## lGDP                             1.23666853  1.43201724

#RESITUAL BOOTSTRAP
boot.res<-residual.boot(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP, data = LEdata_clean3, B=5000,seed=1234)
t(apply(boot.res$bootEstParam,2,quantile,probs=c(.025,.975)))

##                                       2.5%       97.5%
## (Intercept)                     52.2577680 54.27976408
## linfant.deaths                  -1.9562390 -1.67959254
## lpercentage.expenditure          0.0645397  0.17563195
## regionAmericas                   2.5323587  3.61175799
## regionAsia                      -0.1429754  0.94227986
## regionEurope                     0.1494666  1.41059544
## regionOceania                    0.6905671  2.21856970
## lPopulation                     -0.2106633 -0.07659104
## poly(Diphtheria, 2)1            21.8001831 38.12155637
## poly(Diphtheria, 2)2            14.3270451 29.80700214
## lHIV.AIDS                       -2.7503653 -2.45739319
## Income.composition.of.resources  3.2503869  5.32485015
## lGDP                             1.2351143  1.43408020

#Traditional MLR
set.seed(1234)
confint(lm(Life_Expectancy~ linfant.deaths + lpercentage.expenditure + 
                                         region+ lPopulation +
                                         poly(Diphtheria,2)+ lHIV.AIDS+ lpercentage.expenditure +
                                         Income.composition.of.resources+ lGDP, data = LEdata_clean3))

##                                       2.5 %      97.5 %
## (Intercept)                     52.28859532 54.28646752
## linfant.deaths                  -1.96134372 -1.67104525
## lpercentage.expenditure          0.06358133  0.17808204
## regionAmericas                   2.54131564  3.62090036
## regionAsia                      -0.13937684  0.94861474
## regionEurope                     0.15151666  1.42260995
## regionOceania                    0.66958593  2.23259145
## lPopulation                     -0.20997516 -0.07653536
## poly(Diphtheria, 2)1            22.01219729 38.27626666
## poly(Diphtheria, 2)2            14.37362240 29.96827445
## lHIV.AIDS                       -2.75104677 -2.45806443
## Income.composition.of.resources  3.24408673  5.31808387
## lGDP                             1.23255671  1.43623894

IV. Model 3: Random Forest

Addressing Objective 2: Create models that best predict life expectancy - Non-Parametric

library(randomForest)

## randomForest 4.7-1.1

## Type rfNews() to see new features/changes/bug fixes.

## 
## Attaching package: 'randomForest'

## The following object is masked from 'package:dplyr':
## 
##     combine

## The following object is masked from 'package:ggplot2':
## 
##     margin

library(tidyverse)
library(mltools) # one hot encoding

## 
## Attaching package: 'mltools'

## The following object is masked from 'package:tidyr':
## 
##     replace_na

library(data.table)

## 
## Attaching package: 'data.table'

## The following objects are masked from 'package:lubridate':
## 
##     hour, isoweek, mday, minute, month, quarter, second, wday, week,
##     yday, year

## The following object is masked from 'package:purrr':
## 
##     transpose

## The following objects are masked from 'package:dplyr':
## 
##     between, first, last

library(caret)

Some data cleaning and wrangling

# Get Data
data <-train 
data_original <- data
data$Population <- data$Population.x
data$Hepatitis.B <- data$Hepatitis.B.x
data[,c('X','Life_Expectancy','Hepatitis.B.y','Population.y','Hepatitis.B.x','Population.x')]<-c()
# Set datatypes of columns
data$YearFactor <- as.factor(data$Year)

# Log transform variables
singleVars <- colnames(data)
logVars <- c()
nvar <- length(singleVars)
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data[,var])=="integer")|(class(data[,var])=="numeric")){
    logVar <- paste('log_',var,sep='')
    data[,logVar] <- log(data[,var]+1)
    logVars <- c(logVars,logVar)
  }
}
# Square variables
singleVars <- singleVars[singleVars != "Life.expectancy"]
nvar <- length(singleVars)
squareVars <- c()
numVars <- c()
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data[,var])=="integer")|(class(data[,var])=="numeric")){
    squareVar <- paste(var,'_Squared',sep='')
    data[,squareVar] <- (data[,var])^2
    squareVars <- c(squareVars,squareVar)
    numVars <- c(numVars,var)
  }
}
# Cube variables
nvar <- length(singleVars)
cubeVars <- c()
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data[,var])=="integer")|(class(data[,var])=="numeric")){
    cubeVar <- paste(var,'_Cubed',sep='')
    data[,cubeVar] <- (data[,var])^3
    cubeVars <- c(cubeVars,cubeVar)
  }
}
data$Country2 <- data$Country
data$Country2 <- as.character(data$Country2)
data$Country2[data$Country2 == 'Dominica'] <- 'Saint Kitts and Nevis'
data$Country2[data$Country2 == 'Palau'] <- 'Nauru'
data$Country2[data$Country2 == 'Niue'] <- 'Cook Islands'
data$Country2[data$Country2 == 'Croatia'] <- 'Bosnia and Herzegovina'
data$Country2[data$Country2 == 'Georgia'] <- 'Armenia'
data$Country2[data$Country2 == 'Venezuela (Bolivarian Republic of)'] <- 'Nicaragua'
data$Country2[data$Country2 == 'Peru'] <- 'Brazil'
data$Country2[data$Country2 == 'Equatorial Guinea'] <- 'Zambia'
data$Country2[data$Country2 == 'Austria'] <- 'Germany'
data$Country2[data$Country2 == 'Armenia'] <- 'Saudi Arabia'
data$Country2[data$Country2 == 'Saint Lucia'] <- 'Brazil'
data$Country2[data$Country2 == 'United Republic of Tanzania'] <- 'Burundi'
data$Country2[data$Country2 == 'Iceland'] <- 'Sweden'
data$Country2[data$Country2 == 'Saint Vincent and the Grenadines'] <- 'Nicaragua'
data$Country2[data$Country2 == 'Lesotho'] <- 'Angola'
data$Country2[data$Country2 == 'Cabo Verde'] <- 'Mauritius'
data$Country2[data$Country2 == 'Swaziland'] <- 'Malawi'
data$Country2[data$Country2 == 'Comoros'] <- 'Djibouti'
data$Country2[data$Country2 == 'Mauritania'] <- 'Senegal'
data$Country2[data$Country2 == 'Azerbaijan'] <- 'Iraq'
data$Country2[data$Country2 == 'Antigua and Barbuda'] <- 'Argentina'
data$Country2[data$Country2 == 'The former Yugoslav republic of Macedonia'] <- 'Serbia'
data$Country2[data$Country2 == 'Grenada'] <- 'Brazil'
data$Country2[data$Country2 == 'Barbados'] <- 'Jamaica'
data$Country2[data$Country2 == 'Malawi'] <- 'Chad'
data$Country2[data$Country2 == 'Guinea'] <- 'Burkina Faso'
data$Country2[data$Country2 == 'Slovenia'] <- 'Portugal'
data$Country2[data$Country2 == 'Nicaragua'] <- 'Paraguay'
data$Country2[data$Country2 == 'Uganda'] <- 'South Africa'
data$Country2[data$Country2 == 'Netherlands'] <- 'Germany'
data$Country2[data$Country2 == 'Congo'] <- 'Ethiopia'
data$Country2[data$Country2 == 'Belarus'] <- 'Ukraine'
data$Country2[data$Country2 == 'Ireland'] <- 'Denmark'
data$Country2[data$Country2 == 'Zambia'] <- 'Mali'
data$Country2[data$Country2 == 'Cambodia'] <- 'Myanmar'
data$Country2[data$Country2 == 'Saint Kitts and Nevis'] <- 'Guatemala'
data$Country2[data$Country2 == 'Niger'] <- 'South Africa'
data$Country2[data$Country2 == 'Guinea-Bissau'] <- 'Burundi'
data$Country2[data$Country2 == 'South Sudan'] <- 'Somalia'
data$Country2[data$Country2 == 'Botswana'] <- 'Liberia'
data$Country2[data$Country2 == 'Philippines'] <- 'Indonesia'
data$Country2[data$Country2 == 'Benin'] <- 'Kenya'
data$Country2[data$Country2 == 'Bahrain'] <- 'United Arab Emirates'
data$Country2[data$Country2 == 'Senegal'] <- 'Madagascar'
data$Country2[data$Country2 == 'Seychelles'] <- 'Mauritius'
data$Country2[data$Country2 == 'El Salvador'] <- 'Guatemala'
data$Country2[data$Country2 == 'Switzerland'] <- 'France'
data$Country2[data$Country2 == 'Montenegro'] <- 'Serbia'
data$Country2[data$Country2 == 'Lebanon'] <- 'Turkey'
data$Country2[data$Country2 == 'Honduras'] <- 'Colombia'
data$Country2[data$Country2 == 'Libya'] <- 'Morocco'
data$Country2[data$Country2 == 'Gambia'] <- 'Rwanda'
data$Country2[data$Country2 == 'United Kingdom of Great Britain and Northern Ireland'] <- 'Finland'
data$Country2[data$Country2 == 'Central African Republic'] <- 'Angola'
data$Country2[data$Country2 == 'Burundi'] <- 'Burkina Faso'
data$Country2[data$Country2 == 'Spain'] <- 'Italy'
data$Country2[data$Country2 == 'Argentina'] <- 'Ecuador'
data$Country2[data$Country2 == 'Eritrea'] <- 'Ghana'
data$Country2[data$Country2 == 'Costa Rica'] <- 'Cuba'
data$Country2[data$Country2 == 'Jamaica'] <- 'Bahamas'
data$Country2[data$Country2 == 'Bhutan'] <- 'India'
data$Country2[data$Country2 == 'Paraguay'] <- 'Brazil'
data$Country2[data$Country2 == 'Somalia'] <- 'Mozambique'
data$Country2[data$Country2 == 'Republic of Moldova'] <- 'Ukraine'
data$Country2[data$Country2 == 'Slovakia'] <- 'Romania'
data$Country2[data$Country2 == 'Kuwait'] <- 'Turkey'
data$Country2[data$Country2 == 'Jordan'] <- 'Saudi Arabia'
data$Country2[data$Country2 == 'Belgium'] <- 'Germany'
data$Country2[data$Country2 == 'Tajikistan'] <- 'Kazakhstan'
data$Country2[data$Country2 == 'New Zealand'] <- 'Australia'
data$Country2[data$Country2 == 'Liberia'] <- 'Kenya'
data$Country2[data$Country2 == 'Togo'] <- 'South Africa'
data$Country2[data$Country2 == "Côte d'Ivoire"] <- 'Chad'
data$Country2[data$Country2 == 'Cook Islands'] <- 'Tonga'
data$Country2[data$Country2 == 'Tunisia'] <- 'Algeria'
data$Country2[data$Country2 == 'Panama'] <- 'Uruguay'
data$Country2[data$Country2 == 'Sri Lanka'] <- 'Iran (Islamic Republic of)'
data$Country2[data$Country2 == 'Namibia'] <- 'Rwanda'
data$Country2[data$Country2 == 'Trinidad and Tobago'] <- 'Guatemala'
data$Country2[data$Country2 == 'Djibouti'] <- 'Ghana'
data$Country2[data$Country2 == 'Dominican Republic'] <- 'Colombia'
data$Country2[data$Country2 == 'Democratic Republic of the Congo'] <- 'Mali'
data$Country2[data$Country2 == 'Gabon'] <- 'Madagascar'
data$Country2[data$Country2 == 'Malta'] <- 'Greece'
data$Country2[data$Country2 == 'Malaysia'] <- 'Thailand'
data$Country2[data$Country2 == 'Hungary'] <- 'Romania'
data$Country2[data$Country2 == 'Norway'] <- 'Finland'
data$Country2[data$Country2 == 'Mozambique'] <- 'Cameroon'
data$Country2[data$Country2 == 'Uruguay'] <- 'Mexico'
data$Country2[data$Country2 == 'Oman'] <- 'Turkey'
data$Country2[data$Country2 == 'Latvia'] <- 'Lithuania'
data$Country2[data$Country2 == 'Syrian Arab Republic'] <- 'Iraq'
data$Country2[data$Country2 == 'Chad'] <- 'Nigeria'
data$Country2[data$Country2 == 'Bahamas'] <- 'Ecuador'
data$Country2[data$Country2 == 'Kenya'] <- 'South Africa'
data$Country2[data$Country2 == 'Luxembourg'] <- 'Germany'
data$Country2[data$Country2 == 'Colombia'] <- 'Brazil'
data$Country2[data$Country2 == 'Timor-Leste'] <- 'Myanmar'
data$Country2[data$Country2 == 'Saudi Arabia'] <- 'Turkey'
data$Country2[data$Country2 == 'Pakistan'] <- 'India'
data$Country2[data$Country2 == 'Greece'] <- 'Italy'
data$Country2[data$Country2 == 'Albania'] <- 'Serbia'
data$Country2[data$Country2 == 'Tonga'] <- 'Samoa'
data$Country2[data$Country2 == 'Mali'] <- 'Burkina Faso'
data$Country2[data$Country2 == 'Germany'] <- 'France'
data$Country2[data$Country2 == 'Belize'] <- 'Bolivia (Plurinational State of)'
data$Country2[data$Country2 == 'Solomon Islands'] <- 'Fiji'
data$Country2[data$Country2 == 'Czechia'] <- 'Poland'
data$Country2[data$Country2 == 'Qatar'] <- 'United Arab Emirates'
data$Country2[data$Country2 == 'Egypt'] <- 'Morocco'
data$Country2[data$Country2 == 'Cuba'] <- 'Chile'
data$Country2[data$Country2 == 'Rwanda'] <- 'Ethiopia'
data$Country2[data$Country2 == 'Finland'] <- 'Sweden'
data$Country2[data$Country2 == 'Uzbekistan'] <- 'Kyrgyzstan'
data$Country2[data$Country2 == 'Suriname'] <- 'Guatemala'
data$Country2[data$Country2 == 'Ecuador'] <- 'Brazil'
data$Country2[data$Country2 == 'Zimbabwe'] <- 'Nigeria'
data$Country2[data$Country2 == 'Viet Nam'] <- 'Thailand'
data$Country2[data$Country2 == 'Portugal'] <- 'Italy'
data$Country2[data$Country2 == 'Ghana'] <- 'Madagascar'
data$Country2[data$Country2 == 'Bulgaria'] <- 'Romania'
data$Country2[data$Country2 == 'Serbia'] <- 'Bosnia and Herzegovina'
data$Country2[data$Country2 == 'Burkina Faso'] <- 'South Africa'
data$Country2[data$Country2 == 'Angola'] <- 'Nigeria'
data$Country2[data$Country2 == 'Maldives'] <- 'Iran (Islamic Republic of)'
data$Country2[data$Country2 == 'Turkmenistan'] <- 'Kazakhstan'
data$Country2[data$Country2 == "Lao People's Democratic Republic"] <- 'Myanmar'
data$Country2[data$Country2 == 'Nepal'] <- 'Bangladesh'
data$Country2[data$Country2 == 'Morocco'] <- 'Algeria'
data$Country2[data$Country2 == 'Israel'] <- 'Cyprus'
data$Country2[data$Country2 == 'Estonia'] <- 'Lithuania'
data$Country2[data$Country2 == 'Romania'] <- 'Poland'
data$Country2[data$Country2 == 'United Arab Emirates'] <- 'Turkey'
data$Country2[data$Country2 == 'Japan'] <- 'Republic of Korea'
data$Country2[data$Country2 == 'Ukraine'] <- 'Russian Federation'
data$Country2[data$Country2 == 'Guatemala'] <- 'Brazil'
data$Country2[data$Country2 == 'Sweden'] <- 'Denmark'
data$Country2[data$Country2 == 'South Africa'] <- 'Cameroon'
data$Country2[data$Country2 == 'San Marino'] <- 'Bosnia and Herzegovina'
data$Country2[data$Country2 == 'Monaco'] <- 'France'
data$Country2[data$Country2 == 'Nauru'] <- 'Micronesia (Federated States of)'
data$Country2[data$Country2 == 'Micronesia (Federated States of)'] <- 'Marshall Islands'
data$Country2[data$Country2 == 'Tuvalu'] <- 'Samoa'
data$Country2[data$Country2 == 'Brunei Darussalam'] <- 'Thailand'
data$Country2 <- as.factor(data$Country2)

###########################################################################################################################

# Doing some EDA on Country and Year, to show that they are actually really predictive.

# Getting the AOV table
aov_data <- data.frame(Life.expectancy=data$Life.expectancy,Country=data$Country,Year=as.factor(data$Year))
anova_mod <- aov(Life.expectancy~Country+Year, data=aov_data)
summary(anova_mod)

##               Df Sum Sq Mean Sq F value Pr(>F)    
## Country      190 195080  1026.7  226.31 <2e-16 ***
## Year          15   6082   405.4   89.37 <2e-16 ***
## Residuals   2144   9727     4.5                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

anova_mod <- aov(Life.expectancy~Country, data=aov_data)
summary(anova_mod)

##               Df Sum Sq Mean Sq F value Pr(>F)    
## Country      190 195080  1026.7   140.2 <2e-16 ***
## Residuals   2159  15808     7.3                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

anova_mod <- aov(Life.expectancy~Year, data=aov_data)
summary(anova_mod)

##               Df Sum Sq Mean Sq F value   Pr(>F)    
## Year          15   5732   382.1   4.347 4.19e-08 ***
## Residuals   2334 205156    87.9                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

anova_mod <- aov(Life.expectancy~Year+Country, data=aov_data)
summary(anova_mod)

##               Df Sum Sq Mean Sq F value Pr(>F)    
## Year          15   5732   382.1   84.23 <2e-16 ***
## Country      190 195429  1028.6  226.72 <2e-16 ***
## Residuals   2144   9727     4.5                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

# Adult Mortality Plot
highMortalityData <- c(data[data$Adult.Mortality > 80,],data[(data$Adult.Mortality > 40) &  (data$Schooling > 10),])
medMortalityData <- c(data[(data$Adult.Mortality < 45) & (data$Adult.Mortality >= 8),],data[((data$Adult.Mortality < 80) & (data$Adult.Mortality > 9)) &  (data$Schooling <= 10),])
lowMortalityData <- c(data[data$Adult.Mortality < 5,],data[(data$Adult.Mortality < 8) &  (data$Schooling < 8),], data[is.na(data$Adult.Mortality),])

plot(highMortalityData$Life.expectancy,highMortalityData$Adult.Mortality,col="blue",ylim=c(0,750),
     ylab='Adult Mortality',xlab='Life Expectancy',main='Multiple Adult Mortality Clusters')
points(medMortalityData$Life.expectancy,medMortalityData$Adult.Mortality,col=rgb(1,0,0))
points(lowMortalityData$Life.expectancy,lowMortalityData$Adult.Mortality,col=rgb(0,0,0))

Developing Random Forest Model - determining variables

# Do some justification for the random forest model, that doesn't have variable restrictions
set.seed(24)
rf <- randomForest(Life.expectancy~#Country+Year+ # Adding back Country and Year
                     log_infant.deaths+ infant.deaths+ under.five.deaths+log_under.five.deaths+ # Infant Deaths
                     log_Alcohol+Alcohol + 
                     log_percentage.expenditure+ percentage.expenditure+ 
                     Hepatitis.B + log_Hepatitis.B + 
                     log_Measles+Measles+ 
                     log_Total.expenditure+ Total.expenditure+
                     log_Population+Population +
                     Diphtheria+Diphtheria_Squared+Diphtheria_Cubed+ 
                     log_HIV.AIDS+HIV.AIDS+  Adult.Mortality+log_Adult.Mortality+
                     thinness..1.19.years+ log_thinness..1.19.years+thinness.5.9.years+log_thinness.5.9.years+
                     Income.composition.of.resources+ log_Income.composition.of.resources+Schooling+log_Schooling+
                     log_GDP+GDP,data=data, ntree=500)
varImpPlot(rf , sort = TRUE , main = "Variable Importance for Random Forest Model" )

# Try adding on Variables
set.seed(1)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS,data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 5.584352

set.seed(2)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS,data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 5.50789

set.seed(3)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      log_Income.composition.of.resources,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 3.833456

set.seed(4)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 3.486014

set.seed(5)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 2.753754

set.seed(6)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 2.274117

set.seed(7)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 2.105085

set.seed(8)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      Schooling+log_Schooling,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 2.124375

set.seed(9)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 2.062917

set.seed(10)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 2.026262

set.seed(11)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.887341

set.seed(12)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+log_thinness.5.9.years,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.897683

set.seed(13)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      infant.deaths,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.979987

set.seed(14)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      GDP,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.895934

set.seed(15)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      thinness..1.19.years,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.927368

set.seed(16)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      log_Alcohol,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.919493

set.seed(17)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.881592

set.seed(18)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure+log_Total.expenditure,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.923196

set.seed(19)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure+
                      Diphtheria,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.888662

set.seed(20)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure+
                      log_percentage.expenditure,
                    data=train, ntree=500)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.913765

set.seed(21)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure,
                    data=train, ntree=1000)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.911426

set.seed(22)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure,
                    data=train, ntree=500,mtry=5)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.848224

set.seed(25)
prop_test <- .2
num_tests <- 20
rmse <- 0
for (jj in 1:num_tests){
  print(jj)
  indices = sample(seq(1:nrow(data)),round(prop_test*nrow(data)))
  test <- data[indices,]
  train <- data[-indices,]
  rf <-randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+
                      Income.composition.of.resources+log_Income.composition.of.resources+
                      Adult.Mortality+log_Adult.Mortality+
                      log_Schooling+
                      under.five.deaths+log_under.five.deaths+
                      thinness.5.9.years+
                      Total.expenditure,
                    data=train, ntree=500,mtry=6)
  pred <- predict(rf,newdata=test)
  rmse <- rmse + sqrt(mean((pred - test$Life.expectancy)^2))
}
rmse <- rmse/num_tests
rmse # 1.960962

tests <- c('Add HIV.AIDS','Add log_HIV.AIDS','Add log_Income.composition.of.resources', 
           'Add Income.composition.of.resources', 'Add Adult.Mortality', 'Add log_Adult.Mortality', 'Add log_Schooling',
           'Add Schooling', 'Add under.five.deaths', 'Add log_under.five.deaths', 'Add thinness.5.9.years', 
           'Add log_thinness.5.9.years', 'Add infant.deaths', 'Add GDP', 'Add thinness..1.19.years', 'Add log_Alcohol',
           'Add Total.expenditure', 'Add log_Total.expenditure', 'Add Diphtheria', 'Add log_percentage.expenditure',
           'ntree = 1000', 'mtry = 5', 'mtry = 6')
rmses <- c(5.584352, 5.50789, 3.833456, 3.486014, 2.753754, 2.274117, 2.105085, 2.124375, 2.062917, 2.026262, 1.887341,
           1.897683, 1.979987, 1.895934, 1.927368, 1.919493, 1.881592, 1.923196, 1.888662, 1.913765, 1.911426, 1.848224, 
           1.960962)
rf_tests <- data.frame(tests = as.factor(tests),RMSEs = rmses,num = 1:length(tests))
rf_tests <- rf_tests[order(rf_tests$num),]
ggplot(rf_tests,aes(x=reorder(tests,num), y=RMSEs)) + 
  geom_point(size=4) + xlab('RMSEs') + ylab('Tests') + labs(title='RMSEs for Random Forests') +
  theme(axis.text.x = element_text(angle = 60, hjust = 1)) +
  geom_point(aes(17,rf_tests[17,2],color="red",size=8)) +
  geom_point(aes(22,rf_tests[22,2],color="red",size=8)) +
  guides(colour = "none",size="none")

# Plotting error terms
pred <- predict(rf,newdata=data)
err <- pred - data$Life.expectancy
plot(err,xlab='',ylab='Residuals',main='Residual Plot for Random Forest Model')
hist(err,xlab='Residuals',main='Histogram of Residuals for Random Forest Model', breaks=100)
qqnorm(err, pch = 1, frame = FALSE)
qqline(err, col = "steelblue", lwd = 2)

Testing Models with Training and Test Set

# Testing the models on the training and test set

# Creating Models on the training set
data_validation <- test
mod_country_lin <- lm(Life.expectancy~Country2, data = data)
mod_country_year_lin <- lm(Life.expectancy~Country2 + Year, data = data)
mod_complex_lin_9 <- lm(Life.expectancy~log_infant.deaths + log_percentage.expenditure + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+   Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_12 <- lm(Life.expectancy~log_infant.deaths + log_Alcohol + log_percentage.expenditure + Hepatitis.B + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+  thinness..1.19.years+ Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_9_country_year <- lm(Life.expectancy~Country2+Year+log_infant.deaths + log_percentage.expenditure + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+   Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_12_country_year <- lm(Life.expectancy~Country2+Year+log_infant.deaths + log_Alcohol + log_percentage.expenditure + Hepatitis.B + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+  thinness..1.19.years+ Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_2nd_ver <- lm(Life.expectancy~log_infant.deaths+log_percentage.expenditure+log_Measles+region+poly(Diphtheria,2)+log_HIV.AIDS+log_Total.expenditure+Income.composition.of.resources+log_GDP*log_Population, data = data)
mod_complex_lin_2nd_ver_country_year <- lm(Life.expectancy~Country2+Year+log_infant.deaths+log_percentage.expenditure+log_Measles+poly(Diphtheria,2)+log_HIV.AIDS+log_Total.expenditure+Income.composition.of.resources+log_GDP*log_Population, data = data)
mod_simple_lin <- lm(log_Life.expectancy~log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_simple_lin_country_year <- lm(log_Life.expectancy~Country2+Year+log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_simple_lin_no_log <- lm(Life.expectancy~log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_simple_lin_no_log_country_year <- lm(Life.expectancy~Country2+Year+log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_complex_lin_3rd_ver <- lm(Life.expectancy~log_infant.deaths+log_percentage.expenditure+region+poly(Diphtheria,2)+log_HIV.AIDS+Income.composition.of.resources+log_GDP+log_Population, data = data)
set.seed(23) # Random Forests generate differently each time
mod_rf <- randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+Income.composition.of.resources+log_Income.composition.of.resources+Adult.Mortality+log_Adult.Mortality+log_Schooling+under.five.deaths+log_under.five.deaths+thinness.5.9.years+Total.expenditure,data=data, ntree=500,mtry=5)
mod_rf_country_year <- randomForest(Life.expectancy~Country2 + Year,data=data, ntree=500)
mod_rf_full <- randomForest(Life.expectancy~Country2 + Year+HIV.AIDS+log_HIV.AIDS+Income.composition.of.resources+log_Income.composition.of.resources+Adult.Mortality+log_Adult.Mortality+log_Schooling+under.five.deaths+log_under.five.deaths+thinness.5.9.years+Total.expenditure,data=data, ntree=500,mtry=5)

# See how results compare on validation data
sqrt(mean((predict(mod_country_lin,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.856061
sqrt(mean((predict(mod_country_year_lin,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.248768
sqrt(mean((predict(mod_complex_lin_9,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.138138
sqrt(mean((predict(mod_complex_lin_12,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.129868
sqrt(mean((predict(mod_complex_lin_9_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.051057
sqrt(mean((predict(mod_complex_lin_12_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.066286
sqrt(mean((predict(mod_complex_lin_2nd_ver,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.094154
sqrt(mean((predict(mod_complex_lin_2nd_ver_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.069423
sqrt(mean((exp(predict(mod_simple_lin,newdata=data_validation))-1 - data_validation$Life.expectancy)^2)) # 3.891715
sqrt(mean((exp(predict(mod_simple_lin_country_year,newdata=data_validation))-1 - data_validation$Life.expectancy)^2)) # 2.222878
sqrt(mean((predict(mod_simple_lin_no_log,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.908645
sqrt(mean((predict(mod_simple_lin_no_log_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.154675
sqrt(mean((predict(mod_complex_lin_3rd_ver,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.108002
sqrt(mean((predict(mod_rf,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 1.684476
sqrt(mean((predict(mod_rf_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.410963
sqrt(mean((predict(mod_rf_full,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 1.395496

Testing Models by Year Split

# I wanted to see what happened if we trained our models (same variables) on 2000-2012 data, and tested on 2013-2015 data

# Get Data
data1 <-read.csv("C:/Users/aabro/OneDrive/Desktop/SMU Program/Classes/Stats 2/Midterm Project/train_2350.csv",header=T,stringsAsFactors = T)
data2 <- read.csv("C:/Users/aabro/OneDrive/Desktop/SMU Program/Classes/Stats 2/Midterm Project/test_588.csv",header=T,stringsAsFactors = T)
data_all_years <- rbind(data1,data2)
data <- data_all_years[data_all_years$Year < 2013,]
data_original <- data
data$Population <- data$Population.x
data$Hepatitis.B <- data$Hepatitis.B.x
data[,c('X','sub.region','region','Life_Expectancy','Hepatitis.B.y','Population.y','Hepatitis.B.x','Population.x')]<-c()
# Set datatypes of columns
data$YearFactor <- as.factor(data$Year)
# Log transform variables
singleVars <- colnames(data)
logVars <- c()
nvar <- length(singleVars)
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data[,var])=="integer")|(class(data[,var])=="numeric")){
    logVar <- paste('log_',var,sep='')
    data[,logVar] <- log(data[,var]+1)
    logVars <- c(logVars,logVar)
  }
}
# Square variables
singleVars <- singleVars[singleVars != "Life.expectancy"]
nvar <- length(singleVars)
squareVars <- c()
numVars <- c()
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data[,var])=="integer")|(class(data[,var])=="numeric")){
    squareVar <- paste(var,'_Squared',sep='')
    data[,squareVar] <- (data[,var])^2
    squareVars <- c(squareVars,squareVar)
    numVars <- c(numVars,var)
  }
}
# Cube variables
nvar <- length(singleVars)
cubeVars <- c()
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data[,var])=="integer")|(class(data[,var])=="numeric")){
    cubeVar <- paste(var,'_Cubed',sep='')
    data[,cubeVar] <- (data[,var])^3
    cubeVars <- c(cubeVars,cubeVar)
  }
}
# One hot encoding of factor variables
data <- one_hot(as.data.table(data))
data <- as.data.frame(data)
nvar <- length(names(data))
cols <- names(data)
for (ii in 1:nvar){
  if(startsWith(cols[ii],"Country") | startsWith(cols[ii],"sub.region")){
    data[,cols[ii]]<-c()
  }
}
# Create interaction terms
cols <- names(data)
cols <- cols[cols != "Life.expectancy"]
cols <- cols[cols != "log_Life.expectancy"]
nvar <- length(cols)
for (ii in 1:nvar){
  for(jj in 1:nvar){
    if (ii<jj){
      var1 <- cols[ii]
      var2 <- cols[jj]
      new_col <- data[,var1]*data[,var2]
      if(sum(new_col,na.rm=TRUE)!=0){
        new_var <- paste(var1,var2,sep="X")
        data[,new_var]<-new_col
      }
    }
  }
}
data$Country <- data_original$Country
data$Status <- data_original$Status
data$YearFactor <- data_original$YearFactor
data$sub.region <- data_original$sub.region
data$region <- data_original$region
data$Country2 <- data$Country
data$Country2 <- as.character(data$Country2)
data$Country2[data$Country2 == 'Dominica'] <- 'Saint Kitts and Nevis'
data$Country2[data$Country2 == 'Palau'] <- 'Nauru'
data$Country2[data$Country2 == 'Niue'] <- 'Cook Islands'
data$Country2[data$Country2 == 'Croatia'] <- 'Bosnia and Herzegovina'
data$Country2[data$Country2 == 'Georgia'] <- 'Armenia'
data$Country2[data$Country2 == 'Venezuela (Bolivarian Republic of)'] <- 'Nicaragua'
data$Country2[data$Country2 == 'Peru'] <- 'Brazil'
data$Country2[data$Country2 == 'Equatorial Guinea'] <- 'Zambia'
data$Country2[data$Country2 == 'Austria'] <- 'Germany'
data$Country2[data$Country2 == 'Armenia'] <- 'Saudi Arabia'
data$Country2[data$Country2 == 'Saint Lucia'] <- 'Brazil'
data$Country2[data$Country2 == 'United Republic of Tanzania'] <- 'Burundi'
data$Country2[data$Country2 == 'Iceland'] <- 'Sweden'
data$Country2[data$Country2 == 'Saint Vincent and the Grenadines'] <- 'Nicaragua'
data$Country2[data$Country2 == 'Lesotho'] <- 'Angola'
data$Country2[data$Country2 == 'Cabo Verde'] <- 'Mauritius'
data$Country2[data$Country2 == 'Swaziland'] <- 'Malawi'
data$Country2[data$Country2 == 'Comoros'] <- 'Djibouti'
data$Country2[data$Country2 == 'Mauritania'] <- 'Senegal'
data$Country2[data$Country2 == 'Azerbaijan'] <- 'Iraq'
data$Country2[data$Country2 == 'Antigua and Barbuda'] <- 'Argentina'
data$Country2[data$Country2 == 'The former Yugoslav republic of Macedonia'] <- 'Serbia'
data$Country2[data$Country2 == 'Grenada'] <- 'Brazil'
data$Country2[data$Country2 == 'Barbados'] <- 'Jamaica'
data$Country2[data$Country2 == 'Malawi'] <- 'Chad'
data$Country2[data$Country2 == 'Guinea'] <- 'Burkina Faso'
data$Country2[data$Country2 == 'Slovenia'] <- 'Portugal'
data$Country2[data$Country2 == 'Nicaragua'] <- 'Paraguay'
data$Country2[data$Country2 == 'Uganda'] <- 'South Africa'
data$Country2[data$Country2 == 'Netherlands'] <- 'Germany'
data$Country2[data$Country2 == 'Congo'] <- 'Ethiopia'
data$Country2[data$Country2 == 'Belarus'] <- 'Ukraine'
data$Country2[data$Country2 == 'Ireland'] <- 'Denmark'
data$Country2[data$Country2 == 'Zambia'] <- 'Mali'
data$Country2[data$Country2 == 'Cambodia'] <- 'Myanmar'
data$Country2[data$Country2 == 'Saint Kitts and Nevis'] <- 'Guatemala'
data$Country2[data$Country2 == 'Niger'] <- 'South Africa'
data$Country2[data$Country2 == 'Guinea-Bissau'] <- 'Burundi'
data$Country2[data$Country2 == 'South Sudan'] <- 'Somalia'
data$Country2[data$Country2 == 'Botswana'] <- 'Liberia'
data$Country2[data$Country2 == 'Philippines'] <- 'Indonesia'
data$Country2[data$Country2 == 'Benin'] <- 'Kenya'
data$Country2[data$Country2 == 'Bahrain'] <- 'United Arab Emirates'
data$Country2[data$Country2 == 'Senegal'] <- 'Madagascar'
data$Country2[data$Country2 == 'Seychelles'] <- 'Mauritius'
data$Country2[data$Country2 == 'El Salvador'] <- 'Guatemala'
data$Country2[data$Country2 == 'Switzerland'] <- 'France'
data$Country2[data$Country2 == 'Montenegro'] <- 'Serbia'
data$Country2[data$Country2 == 'Lebanon'] <- 'Turkey'
data$Country2[data$Country2 == 'Honduras'] <- 'Colombia'
data$Country2[data$Country2 == 'Libya'] <- 'Morocco'
data$Country2[data$Country2 == 'Gambia'] <- 'Rwanda'
data$Country2[data$Country2 == 'United Kingdom of Great Britain and Northern Ireland'] <- 'Finland'
data$Country2[data$Country2 == 'Central African Republic'] <- 'Angola'
data$Country2[data$Country2 == 'Burundi'] <- 'Burkina Faso'
data$Country2[data$Country2 == 'Spain'] <- 'Italy'
data$Country2[data$Country2 == 'Argentina'] <- 'Ecuador'
data$Country2[data$Country2 == 'Eritrea'] <- 'Ghana'
data$Country2[data$Country2 == 'Costa Rica'] <- 'Cuba'
data$Country2[data$Country2 == 'Jamaica'] <- 'Bahamas'
data$Country2[data$Country2 == 'Bhutan'] <- 'India'
data$Country2[data$Country2 == 'Paraguay'] <- 'Brazil'
data$Country2[data$Country2 == 'Somalia'] <- 'Mozambique'
data$Country2[data$Country2 == 'Republic of Moldova'] <- 'Ukraine'
data$Country2[data$Country2 == 'Slovakia'] <- 'Romania'
data$Country2[data$Country2 == 'Kuwait'] <- 'Turkey'
data$Country2[data$Country2 == 'Jordan'] <- 'Saudi Arabia'
data$Country2[data$Country2 == 'Belgium'] <- 'Germany'
data$Country2[data$Country2 == 'Tajikistan'] <- 'Kazakhstan'
data$Country2[data$Country2 == 'New Zealand'] <- 'Australia'
data$Country2[data$Country2 == 'Liberia'] <- 'Kenya'
data$Country2[data$Country2 == 'Togo'] <- 'South Africa'
data$Country2[data$Country2 == "Côte d'Ivoire"] <- 'Chad'
data$Country2[data$Country2 == 'Cook Islands'] <- 'Tonga'
data$Country2[data$Country2 == 'Tunisia'] <- 'Algeria'
data$Country2[data$Country2 == 'Panama'] <- 'Uruguay'
data$Country2[data$Country2 == 'Sri Lanka'] <- 'Iran (Islamic Republic of)'
data$Country2[data$Country2 == 'Namibia'] <- 'Rwanda'
data$Country2[data$Country2 == 'Trinidad and Tobago'] <- 'Guatemala'
data$Country2[data$Country2 == 'Djibouti'] <- 'Ghana'
data$Country2[data$Country2 == 'Dominican Republic'] <- 'Colombia'
data$Country2[data$Country2 == 'Democratic Republic of the Congo'] <- 'Mali'
data$Country2[data$Country2 == 'Gabon'] <- 'Madagascar'
data$Country2[data$Country2 == 'Malta'] <- 'Greece'
data$Country2[data$Country2 == 'Malaysia'] <- 'Thailand'
data$Country2[data$Country2 == 'Hungary'] <- 'Romania'
data$Country2[data$Country2 == 'Norway'] <- 'Finland'
data$Country2[data$Country2 == 'Mozambique'] <- 'Cameroon'
data$Country2[data$Country2 == 'Uruguay'] <- 'Mexico'
data$Country2[data$Country2 == 'Oman'] <- 'Turkey'
data$Country2[data$Country2 == 'Latvia'] <- 'Lithuania'
data$Country2[data$Country2 == 'Syrian Arab Republic'] <- 'Iraq'
data$Country2[data$Country2 == 'Chad'] <- 'Nigeria'
data$Country2[data$Country2 == 'Bahamas'] <- 'Ecuador'
data$Country2[data$Country2 == 'Kenya'] <- 'South Africa'
data$Country2[data$Country2 == 'Luxembourg'] <- 'Germany'
data$Country2[data$Country2 == 'Colombia'] <- 'Brazil'
data$Country2[data$Country2 == 'Timor-Leste'] <- 'Myanmar'
data$Country2[data$Country2 == 'Saudi Arabia'] <- 'Turkey'
data$Country2[data$Country2 == 'Pakistan'] <- 'India'
data$Country2[data$Country2 == 'Greece'] <- 'Italy'
data$Country2[data$Country2 == 'Albania'] <- 'Serbia'
data$Country2[data$Country2 == 'Tonga'] <- 'Samoa'
data$Country2[data$Country2 == 'Mali'] <- 'Burkina Faso'
data$Country2[data$Country2 == 'Germany'] <- 'France'
data$Country2[data$Country2 == 'Belize'] <- 'Bolivia (Plurinational State of)'
data$Country2[data$Country2 == 'Solomon Islands'] <- 'Fiji'
data$Country2[data$Country2 == 'Czechia'] <- 'Poland'
data$Country2[data$Country2 == 'Qatar'] <- 'United Arab Emirates'
data$Country2[data$Country2 == 'Egypt'] <- 'Morocco'
data$Country2[data$Country2 == 'Cuba'] <- 'Chile'
data$Country2[data$Country2 == 'Rwanda'] <- 'Ethiopia'
data$Country2[data$Country2 == 'Finland'] <- 'Sweden'
data$Country2[data$Country2 == 'Uzbekistan'] <- 'Kyrgyzstan'
data$Country2[data$Country2 == 'Suriname'] <- 'Guatemala'
data$Country2[data$Country2 == 'Ecuador'] <- 'Brazil'
data$Country2[data$Country2 == 'Zimbabwe'] <- 'Nigeria'
data$Country2[data$Country2 == 'Viet Nam'] <- 'Thailand'
data$Country2[data$Country2 == 'Portugal'] <- 'Italy'
data$Country2[data$Country2 == 'Ghana'] <- 'Madagascar'
data$Country2[data$Country2 == 'Bulgaria'] <- 'Romania'
data$Country2[data$Country2 == 'Serbia'] <- 'Bosnia and Herzegovina'
data$Country2[data$Country2 == 'Burkina Faso'] <- 'South Africa'
data$Country2[data$Country2 == 'Angola'] <- 'Nigeria'
data$Country2[data$Country2 == 'Maldives'] <- 'Iran (Islamic Republic of)'
data$Country2[data$Country2 == 'Turkmenistan'] <- 'Kazakhstan'
data$Country2[data$Country2 == "Lao People's Democratic Republic"] <- 'Myanmar'
data$Country2[data$Country2 == 'Nepal'] <- 'Bangladesh'
data$Country2[data$Country2 == 'Morocco'] <- 'Algeria'
data$Country2[data$Country2 == 'Israel'] <- 'Cyprus'
data$Country2[data$Country2 == 'Estonia'] <- 'Lithuania'
data$Country2[data$Country2 == 'Romania'] <- 'Poland'
data$Country2[data$Country2 == 'United Arab Emirates'] <- 'Turkey'
data$Country2[data$Country2 == 'Japan'] <- 'Republic of Korea'
data$Country2[data$Country2 == 'Ukraine'] <- 'Russian Federation'
data$Country2[data$Country2 == 'Guatemala'] <- 'Brazil'
data$Country2[data$Country2 == 'Sweden'] <- 'Denmark'
data$Country2[data$Country2 == 'South Africa'] <- 'Cameroon'
data$Country2[data$Country2 == 'San Marino'] <- 'Bosnia and Herzegovina'
data$Country2[data$Country2 == 'Monaco'] <- 'France'
data$Country2[data$Country2 == 'Nauru'] <- 'Micronesia (Federated States of)'
data$Country2[data$Country2 == 'Micronesia (Federated States of)'] <- 'Marshall Islands'
data$Country2[data$Country2 == 'Tuvalu'] <- 'Samoa'
data$Country2[data$Country2 == 'Brunei Darussalam'] <- 'Thailand'
data$Country2 <- as.factor(data$Country2)

data_validation <-data_all_years[data_all_years$Year > 2012,]
data_validation$Population <- data_validation$Population.x
data_validation$Hepatitis.B <- data_validation$Hepatitis.B.x
data_validation[,c('X','Life_Expectancy','Hepatitis.B.y','Population.y','Hepatitis.B.x','Population.x')]<-c()
singleVars <- colnames(data_validation)
logVars <- c()
nvar <- length(singleVars)
for (ii in 1:nvar){
  var <- singleVars[ii]
  if ((class(data_validation[,var])=="integer")|(class(data_validation[,var])=="numeric")){
    logVar <- paste('log_',var,sep='')
    data_validation[,logVar] <- log(data_validation[,var]+1)
    logVars <- c(logVars,logVar)
  }
}
data_validation$Country2 <- data_validation$Country
data_validation$Country2 <- as.character(data_validation$Country2)
data_validation$Country2[data_validation$Country2 == 'Dominica'] <- 'Saint Kitts and Nevis'
data_validation$Country2[data_validation$Country2 == 'Palau'] <- 'Nauru'
data_validation$Country2[data_validation$Country2 == 'Niue'] <- 'Cook Islands'
data_validation$Country2[data_validation$Country2 == 'Croatia'] <- 'Bosnia and Herzegovina'
data_validation$Country2[data_validation$Country2 == 'Georgia'] <- 'Armenia'
data_validation$Country2[data_validation$Country2 == 'Venezuela (Bolivarian Republic of)'] <- 'Nicaragua'
data_validation$Country2[data_validation$Country2 == 'Peru'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'Equatorial Guinea'] <- 'Zambia'
data_validation$Country2[data_validation$Country2 == 'Austria'] <- 'Germany'
data_validation$Country2[data_validation$Country2 == 'Armenia'] <- 'Saudi Arabia'
data_validation$Country2[data_validation$Country2 == 'Saint Lucia'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'United Republic of Tanzania'] <- 'Burundi'
data_validation$Country2[data_validation$Country2 == 'Iceland'] <- 'Sweden'
data_validation$Country2[data_validation$Country2 == 'Saint Vincent and the Grenadines'] <- 'Nicaragua'
data_validation$Country2[data_validation$Country2 == 'Lesotho'] <- 'Angola'
data_validation$Country2[data_validation$Country2 == 'Cabo Verde'] <- 'Mauritius'
data_validation$Country2[data_validation$Country2 == 'Swaziland'] <- 'Malawi'
data_validation$Country2[data_validation$Country2 == 'Comoros'] <- 'Djibouti'
data_validation$Country2[data_validation$Country2 == 'Mauritania'] <- 'Senegal'
data_validation$Country2[data_validation$Country2 == 'Azerbaijan'] <- 'Iraq'
data_validation$Country2[data_validation$Country2 == 'Antigua and Barbuda'] <- 'Argentina'
data_validation$Country2[data_validation$Country2 == 'The former Yugoslav republic of Macedonia'] <- 'Serbia'
data_validation$Country2[data_validation$Country2 == 'Grenada'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'Barbados'] <- 'Jamaica'
data_validation$Country2[data_validation$Country2 == 'Malawi'] <- 'Chad'
data_validation$Country2[data_validation$Country2 == 'Guinea'] <- 'Burkina Faso'
data_validation$Country2[data_validation$Country2 == 'Slovenia'] <- 'Portugal'
data_validation$Country2[data_validation$Country2 == 'Nicaragua'] <- 'Paraguay'
data_validation$Country2[data_validation$Country2 == 'Uganda'] <- 'South Africa'
data_validation$Country2[data_validation$Country2 == 'Netherlands'] <- 'Germany'
data_validation$Country2[data_validation$Country2 == 'Congo'] <- 'Ethiopia'
data_validation$Country2[data_validation$Country2 == 'Belarus'] <- 'Ukraine'
data_validation$Country2[data_validation$Country2 == 'Ireland'] <- 'Denmark'
data_validation$Country2[data_validation$Country2 == 'Zambia'] <- 'Mali'
data_validation$Country2[data_validation$Country2 == 'Cambodia'] <- 'Myanmar'
data_validation$Country2[data_validation$Country2 == 'Saint Kitts and Nevis'] <- 'Guatemala'
data_validation$Country2[data_validation$Country2 == 'Niger'] <- 'South Africa'
data_validation$Country2[data_validation$Country2 == 'Guinea-Bissau'] <- 'Burundi'
data_validation$Country2[data_validation$Country2 == 'South Sudan'] <- 'Somalia'
data_validation$Country2[data_validation$Country2 == 'Botswana'] <- 'Liberia'
data_validation$Country2[data_validation$Country2 == 'Philippines'] <- 'Indonesia'
data_validation$Country2[data_validation$Country2 == 'Benin'] <- 'Kenya'
data_validation$Country2[data_validation$Country2 == 'Bahrain'] <- 'United Arab Emirates'
data_validation$Country2[data_validation$Country2 == 'Senegal'] <- 'Madagascar'
data_validation$Country2[data_validation$Country2 == 'Seychelles'] <- 'Mauritius'
data_validation$Country2[data_validation$Country2 == 'El Salvador'] <- 'Guatemala'
data_validation$Country2[data_validation$Country2 == 'Switzerland'] <- 'France'
data_validation$Country2[data_validation$Country2 == 'Montenegro'] <- 'Serbia'
data_validation$Country2[data_validation$Country2 == 'Lebanon'] <- 'Turkey'
data_validation$Country2[data_validation$Country2 == 'Honduras'] <- 'Colombia'
data_validation$Country2[data_validation$Country2 == 'Libya'] <- 'Morocco'
data_validation$Country2[data_validation$Country2 == 'Gambia'] <- 'Rwanda'
data_validation$Country2[data_validation$Country2 == 'United Kingdom of Great Britain and Northern Ireland'] <- 'Finland'
data_validation$Country2[data_validation$Country2 == 'Central African Republic'] <- 'Angola'
data_validation$Country2[data_validation$Country2 == 'Burundi'] <- 'Burkina Faso'
data_validation$Country2[data_validation$Country2 == 'Spain'] <- 'Italy'
data_validation$Country2[data_validation$Country2 == 'Argentina'] <- 'Ecuador'
data_validation$Country2[data_validation$Country2 == 'Eritrea'] <- 'Ghana'
data_validation$Country2[data_validation$Country2 == 'Costa Rica'] <- 'Cuba'
data_validation$Country2[data_validation$Country2 == 'Jamaica'] <- 'Bahamas'
data_validation$Country2[data_validation$Country2 == 'Bhutan'] <- 'India'
data_validation$Country2[data_validation$Country2 == 'Paraguay'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'Somalia'] <- 'Mozambique'
data_validation$Country2[data_validation$Country2 == 'Republic of Moldova'] <- 'Ukraine'
data_validation$Country2[data_validation$Country2 == 'Slovakia'] <- 'Romania'
data_validation$Country2[data_validation$Country2 == 'Kuwait'] <- 'Turkey'
data_validation$Country2[data_validation$Country2 == 'Jordan'] <- 'Saudi Arabia'
data_validation$Country2[data_validation$Country2 == 'Belgium'] <- 'Germany'
data_validation$Country2[data_validation$Country2 == 'Tajikistan'] <- 'Kazakhstan'
data_validation$Country2[data_validation$Country2 == 'New Zealand'] <- 'Australia'
data_validation$Country2[data_validation$Country2 == 'Liberia'] <- 'Kenya'
data_validation$Country2[data_validation$Country2 == 'Togo'] <- 'South Africa'
data_validation$Country2[data_validation$Country2 == "Côte d'Ivoire"] <- 'Chad'
data_validation$Country2[data_validation$Country2 == 'Cook Islands'] <- 'Tonga'
data_validation$Country2[data_validation$Country2 == 'Tunisia'] <- 'Algeria'
data_validation$Country2[data_validation$Country2 == 'Panama'] <- 'Uruguay'
data_validation$Country2[data_validation$Country2 == 'Sri Lanka'] <- 'Iran (Islamic Republic of)'
data_validation$Country2[data_validation$Country2 == 'Namibia'] <- 'Rwanda'
data_validation$Country2[data_validation$Country2 == 'Trinidad and Tobago'] <- 'Guatemala'
data_validation$Country2[data_validation$Country2 == 'Djibouti'] <- 'Ghana'
data_validation$Country2[data_validation$Country2 == 'Dominican Republic'] <- 'Colombia'
data_validation$Country2[data_validation$Country2 == 'Democratic Republic of the Congo'] <- 'Mali'
data_validation$Country2[data_validation$Country2 == 'Gabon'] <- 'Madagascar'
data_validation$Country2[data_validation$Country2 == 'Malta'] <- 'Greece'
data_validation$Country2[data_validation$Country2 == 'Malaysia'] <- 'Thailand'
data_validation$Country2[data_validation$Country2 == 'Hungary'] <- 'Romania'
data_validation$Country2[data_validation$Country2 == 'Norway'] <- 'Finland'
data_validation$Country2[data_validation$Country2 == 'Mozambique'] <- 'Cameroon'
data_validation$Country2[data_validation$Country2 == 'Uruguay'] <- 'Mexico'
data_validation$Country2[data_validation$Country2 == 'Oman'] <- 'Turkey'
data_validation$Country2[data_validation$Country2 == 'Latvia'] <- 'Lithuania'
data_validation$Country2[data_validation$Country2 == 'Syrian Arab Republic'] <- 'Iraq'
data_validation$Country2[data_validation$Country2 == 'Chad'] <- 'Nigeria'
data_validation$Country2[data_validation$Country2 == 'Bahamas'] <- 'Ecuador'
data_validation$Country2[data_validation$Country2 == 'Kenya'] <- 'South Africa'
data_validation$Country2[data_validation$Country2 == 'Luxembourg'] <- 'Germany'
data_validation$Country2[data_validation$Country2 == 'Colombia'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'Timor-Leste'] <- 'Myanmar'
data_validation$Country2[data_validation$Country2 == 'Saudi Arabia'] <- 'Turkey'
data_validation$Country2[data_validation$Country2 == 'Pakistan'] <- 'India'
data_validation$Country2[data_validation$Country2 == 'Greece'] <- 'Italy'
data_validation$Country2[data_validation$Country2 == 'Albania'] <- 'Serbia'
data_validation$Country2[data_validation$Country2 == 'Tonga'] <- 'Samoa'
data_validation$Country2[data_validation$Country2 == 'Mali'] <- 'Burkina Faso'
data_validation$Country2[data_validation$Country2 == 'Germany'] <- 'France'
data_validation$Country2[data_validation$Country2 == 'Belize'] <- 'Bolivia (Plurinational State of)'
data_validation$Country2[data_validation$Country2 == 'Solomon Islands'] <- 'Fiji'
data_validation$Country2[data_validation$Country2 == 'Czechia'] <- 'Poland'
data_validation$Country2[data_validation$Country2 == 'Qatar'] <- 'United Arab Emirates'
data_validation$Country2[data_validation$Country2 == 'Egypt'] <- 'Morocco'
data_validation$Country2[data_validation$Country2 == 'Cuba'] <- 'Chile'
data_validation$Country2[data_validation$Country2 == 'Rwanda'] <- 'Ethiopia'
data_validation$Country2[data_validation$Country2 == 'Finland'] <- 'Sweden'
data_validation$Country2[data_validation$Country2 == 'Uzbekistan'] <- 'Kyrgyzstan'
data_validation$Country2[data_validation$Country2 == 'Suriname'] <- 'Guatemala'
data_validation$Country2[data_validation$Country2 == 'Ecuador'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'Zimbabwe'] <- 'Nigeria'
data_validation$Country2[data_validation$Country2 == 'Viet Nam'] <- 'Thailand'
data_validation$Country2[data_validation$Country2 == 'Portugal'] <- 'Italy'
data_validation$Country2[data_validation$Country2 == 'Ghana'] <- 'Madagascar'
data_validation$Country2[data_validation$Country2 == 'Bulgaria'] <- 'Romania'
data_validation$Country2[data_validation$Country2 == 'Serbia'] <- 'Bosnia and Herzegovina'
data_validation$Country2[data_validation$Country2 == 'Burkina Faso'] <- 'South Africa'
data_validation$Country2[data_validation$Country2 == 'Angola'] <- 'Nigeria'
data_validation$Country2[data_validation$Country2 == 'Maldives'] <- 'Iran (Islamic Republic of)'
data_validation$Country2[data_validation$Country2 == 'Turkmenistan'] <- 'Kazakhstan'
data_validation$Country2[data_validation$Country2 == "Lao People's Democratic Republic"] <- 'Myanmar'
data_validation$Country2[data_validation$Country2 == 'Nepal'] <- 'Bangladesh'
data_validation$Country2[data_validation$Country2 == 'Morocco'] <- 'Algeria'
data_validation$Country2[data_validation$Country2 == 'Israel'] <- 'Cyprus'
data_validation$Country2[data_validation$Country2 == 'Estonia'] <- 'Lithuania'
data_validation$Country2[data_validation$Country2 == 'Romania'] <- 'Poland'
data_validation$Country2[data_validation$Country2 == 'United Arab Emirates'] <- 'Turkey'
data_validation$Country2[data_validation$Country2 == 'Japan'] <- 'Republic of Korea'
data_validation$Country2[data_validation$Country2 == 'Ukraine'] <- 'Russian Federation'
data_validation$Country2[data_validation$Country2 == 'Guatemala'] <- 'Brazil'
data_validation$Country2[data_validation$Country2 == 'Sweden'] <- 'Denmark'
data_validation$Country2[data_validation$Country2 == 'South Africa'] <- 'Cameroon'
data_validation$Country2[data_validation$Country2 == 'San Marino'] <- 'Bosnia and Herzegovina'
data_validation$Country2[data_validation$Country2 == 'Monaco'] <- 'France'
data_validation$Country2[data_validation$Country2 == 'Nauru'] <- 'Micronesia (Federated States of)'
data_validation$Country2[data_validation$Country2 == 'Micronesia (Federated States of)'] <- 'Marshall Islands'
data_validation$Country2[data_validation$Country2 == 'Tuvalu'] <- 'Samoa'
data_validation$Country2[data_validation$Country2 == 'Brunei Darussalam'] <- 'Thailand'
data_validation$Country2 <- as.factor(data_validation$Country2)

# Creating Models on the training set
mod_country_lin <- lm(Life.expectancy~Country2, data = data)
mod_country_year_lin <- lm(Life.expectancy~Country2 + Year, data = data)
mod_complex_lin_9 <- lm(Life.expectancy~log_infant.deaths + log_percentage.expenditure + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+   Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_12 <- lm(Life.expectancy~log_infant.deaths + log_Alcohol + log_percentage.expenditure + Hepatitis.B + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+  thinness..1.19.years+ Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_9_country_year <- lm(Life.expectancy~Country2+Year+log_infant.deaths + log_percentage.expenditure + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+   Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_12_country_year <- lm(Life.expectancy~Country2+Year+log_infant.deaths + log_Alcohol + log_percentage.expenditure + Hepatitis.B + log_Measles+ log_Total.expenditure+ log_Population +poly(Diphtheria,3)+ log_HIV.AIDS+  thinness..1.19.years+ Income.composition.of.resources+ log_GDP, data = data)
mod_complex_lin_2nd_ver <- lm(Life.expectancy~log_infant.deaths+log_percentage.expenditure+log_Measles+region+poly(Diphtheria,2)+log_HIV.AIDS+log_Total.expenditure+Income.composition.of.resources+log_GDP*log_Population, data = data)
mod_complex_lin_2nd_ver_country_year <- lm(Life.expectancy~Country2+Year+log_infant.deaths+log_percentage.expenditure+log_Measles+poly(Diphtheria,2)+log_HIV.AIDS+log_Total.expenditure+Income.composition.of.resources+log_GDP*log_Population, data = data)
mod_simple_lin <- lm(log_Life.expectancy~log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_simple_lin_country_year <- lm(log_Life.expectancy~Country2+Year+log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_simple_lin_no_log <- lm(Life.expectancy~log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_simple_lin_no_log_country_year <- lm(Life.expectancy~Country2+Year+log_Alcohol+log_Measles+log_Population+log_HIV.AIDS+log_BMI+log_Adult.Mortality+log_Polio+log_Diphtheria+log_Income.composition.of.resources+log_Schooling+log_GDP,data=data)
mod_complex_lin_3rd_ver <- lm(Life.expectancy~log_infant.deaths+log_percentage.expenditure+region+poly(Diphtheria,2)+log_HIV.AIDS+Income.composition.of.resources+log_GDP+log_Population, data = data)
set.seed(23) # Random Forests generate differently each time
mod_rf <- randomForest(Life.expectancy~HIV.AIDS+log_HIV.AIDS+Income.composition.of.resources+log_Income.composition.of.resources+Adult.Mortality+log_Adult.Mortality+log_Schooling+under.five.deaths+log_under.five.deaths+thinness.5.9.years+Total.expenditure,data=data, ntree=500,mtry=5)
mod_rf_country_year <- randomForest(Life.expectancy~Country2 + Year,data=data, ntree=500)
mod_rf_full <- randomForest(Life.expectancy~Country2 + Year+HIV.AIDS+log_HIV.AIDS+Income.composition.of.resources+log_Income.composition.of.resources+Adult.Mortality+log_Adult.Mortality+log_Schooling+under.five.deaths+log_under.five.deaths+thinness.5.9.years+Total.expenditure,data=data, ntree=500,mtry=5)

# See how results compare on validation data
sqrt(mean((predict(mod_country_lin,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.898919
sqrt(mean((predict(mod_country_year_lin,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.810688
sqrt(mean((predict(mod_complex_lin_9,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.276721
sqrt(mean((predict(mod_complex_lin_12,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.278646
sqrt(mean((predict(mod_complex_lin_9_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.484119
sqrt(mean((predict(mod_complex_lin_12_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.496811
sqrt(mean((predict(mod_complex_lin_2nd_ver,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.314542
sqrt(mean((predict(mod_complex_lin_2nd_ver_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.512622
sqrt(mean((exp(predict(mod_simple_lin,newdata=data_validation))-1 - data_validation$Life.expectancy)^2)) # 3.81564
sqrt(mean((exp(predict(mod_simple_lin_country_year,newdata=data_validation))-1 - data_validation$Life.expectancy)^2)) # 2.761086
sqrt(mean((predict(mod_simple_lin_no_log,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.512622
sqrt(mean((predict(mod_simple_lin_no_log_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.582957
sqrt(mean((predict(mod_complex_lin_3rd_ver,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 3.333503
sqrt(mean((predict(mod_rf,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.166437
sqrt(mean((predict(mod_rf_country_year,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.574268
sqrt(mean((predict(mod_rf_full,newdata=data_validation) - data_validation$Life.expectancy)^2)) # 2.056703

Stats2 Midterm Project