library(tidyverse); library(knitr); library(kableExtra); library(broom); library(cowplot); 
library(rstan); library(tidybayes); library(scales); library(DT); library(plotly)



theme_set(theme_classic(base_size = 12) + 
            background_grid(color.major = "grey90", 
                            color.minor = "grey95", 
                            minor = "xy", major = "xy") +
            theme(legend.position = "none"))
m <- read_rds("Hierarchical_Model_GenLogistic.rds")
d <- read_csv("Interactive Model Checking/GenLogistic/stan_data_GenLogistic.csv")
countries <- d %>% distinct(country, country_id)
which_iceland <- d %>% filter(country == "Iceland") %>% .$country_id %>% unique
n_countries <- max(d$country_id)
results <- tidyMCMC(m, conf.int = T, rhat = T, ess = T, 
                    estimate.method = "median", conf.method = "quantile") %>% 
  mutate(par = str_match(term, "[a-zA-Z_2]+")) %>% 
  group_by(par) %>% 
  mutate(num = row_number() %>% as.numeric)

Country Level Effects

results %>% 
  ungroup %>% 
  filter(par %in% c("beta", "alpha", "S", "phi_inv", "nu")) %>%
  mutate(par = str_replace(par, "phi_inv", "phi")) %>% 
  inner_join(countries, by = c("num" = "country_id")) %>% 
  mutate(par = str_to_title(par)) %>% 
  select(par, country, num, everything(), -num, -term, -std.error) %>% 
  set_names(c("Parameter", "Country", "Median", "Lower", "Upper", "Rhat", "ESS")) %>% 
  kable(digits = 4, align = c("l", "l", rep("c", ncol(.) - 2)),
        caption = "Table 2. Summary of posterior samples of country level effects") %>% 
  kable_styling(bootstrap_options = c("striped", "hover")) %>% 
  add_header_above(c("", "", "", "95% PI" = 2, "Convergence" = 2)) %>% 
  column_spec(1, bold = T) %>% 
  row_spec(which_iceland + c(0, 1, 2) * n_countries, bold = T) %>% 
  collapse_rows(1, valign = "top") %>% 
  scroll_box(height = "600px")
Table 2. Summary of posterior samples of country level effects
95% PI
Convergence
Parameter Country Median Lower Upper Rhat ESS
S Afghanistan 0.0017 0.0004 0.0086 1.0006 7048
Albania 0.0004 0.0004 0.0008 1.0028 1102
Algeria 0.0025 0.0007 0.0098 1.0004 7958
Argentina 0.0015 0.0004 0.0083 0.9998 7624
Armenia 0.0080 0.0039 0.0177 1.0002 7751
Aruba 0.0015 0.0008 0.0061 1.0004 4073
Australia 0.0019 0.0005 0.0081 1.0004 6932
Austria 0.0019 0.0016 0.0024 1.0000 3726
Azerbaijan 0.0025 0.0009 0.0094 1.0004 6872
Bahamas 0.0004 0.0002 0.0030 1.0022 2266
Bahrain 0.0118 0.0065 0.0234 1.0008 3154
Bangladesh 0.0031 0.0008 0.0115 1.0004 9267
Barbados 0.0010 0.0004 0.0064 1.0019 5208
Belarus 0.0057 0.0039 0.0113 1.0007 4048
Belgium 0.0051 0.0047 0.0056 0.9998 13696
Belize 0.0004 0.0000 0.0061 1.0003 6189
Bolivia 0.0034 0.0011 0.0113 1.0003 7244
Bosnia And Herzegovina 0.0012 0.0008 0.0042 1.0007 2865
Brazil 0.0072 0.0030 0.0168 1.0005 4703
Brunei Darussalam 0.0012 0.0004 0.0064 1.0000 5341
Bulgaria 0.0011 0.0005 0.0061 1.0002 4814
Burkina Faso 0.0002 0.0000 0.0040 1.0004 5547
Cameroon 0.0009 0.0002 0.0069 1.0007 6556
Canada 0.0027 0.0025 0.0030 1.0000 10342
Cape Verde 0.0023 0.0009 0.0087 1.0002 6032
Central African Republic 0.0012 0.0001 0.0077 0.9999 8551
Chile 0.0123 0.0056 0.0260 1.0014 2659
Colombia 0.0045 0.0015 0.0133 0.9997 8576
Congo 0.0008 0.0001 0.0065 1.0006 6909
Costa Rica 0.0009 0.0003 0.0058 1.0002 5540
Cote Divoire 0.0006 0.0001 0.0057 1.0005 5448
Croatia 0.0006 0.0005 0.0009 1.0013 3371
Cuba 0.0002 0.0002 0.0002 1.0005 7971
Curaçao 0.0006 0.0001 0.0062 1.0010 6036
Cyprus 0.0008 0.0007 0.0009 0.9999 9967
Czechia 0.0010 0.0008 0.0013 1.0032 880
Denmark 0.0023 0.0021 0.0026 1.0002 10600
Djibouti 0.0028 0.0016 0.0080 1.0003 3924
Dominican Republic 0.0033 0.0019 0.0090 1.0007 5435
Ecuador 0.0041 0.0024 0.0103 0.9997 5513
Egypt 0.0013 0.0002 0.0080 0.9999 7181
El Salvador 0.0017 0.0004 0.0089 1.0000 7182
Equatorial Guinea 0.0023 0.0006 0.0090 0.9998 7412
Estonia 0.0016 0.0013 0.0021 1.0003 3402
Eswatini 0.0007 0.0002 0.0055 1.0002 4593
Fiji 0.0004 0.0000 0.0062 1.0001 8962
Finland 0.0015 0.0013 0.0019 1.0007 4885
France 0.0022 0.0019 0.0025 0.9999 12481
French Polynesia 0.0010 0.0003 0.0065 1.0001 5562
Gabon 0.0033 0.0011 0.0114 1.0005 7989
Georgia 0.0002 0.0002 0.0011 1.0073 582
Germany 0.0022 0.0019 0.0026 1.0000 11999
Ghana 0.0012 0.0002 0.0079 1.0000 7893
Greece 0.0004 0.0003 0.0034 1.0000 3409
Guatemala 0.0023 0.0005 0.0099 0.9999 8783
Guinea 0.0012 0.0003 0.0072 1.0001 6193
Guinea Bissau 0.0018 0.0005 0.0089 1.0006 7127
Guyana 0.0007 0.0002 0.0051 1.0001 4472
Honduras 0.0029 0.0008 0.0112 1.0005 8044
Hungary 0.0004 0.0004 0.0005 0.9997 9950
Iceland 0.0050 0.0044 0.0056 0.9997 11474
India 0.0003 0.0001 0.0044 1.0003 4231
Indonesia 0.0012 0.0002 0.0076 0.9997 7445
Iran 0.0023 0.0019 0.0037 1.0004 2057
Iraq 0.0010 0.0002 0.0068 1.0000 7192
Ireland 0.0052 0.0048 0.0057 1.0006 11913
Israel 0.0019 0.0016 0.0023 0.9997 13071
Italy 0.0039 0.0037 0.0041 1.0000 11840
Jamaica 0.0002 0.0001 0.0002 0.9996 9553
Japan 0.0001 0.0001 0.0002 1.0003 5966
Jersey 0.0034 0.0022 0.0074 1.0011 3591
Jordan 0.0003 0.0001 0.0036 1.0005 4048
Kazakhstan 0.0017 0.0006 0.0079 1.0003 6098
Kosovo 0.0007 0.0005 0.0025 1.0028 2070
Kuwait 0.0109 0.0057 0.0231 1.0014 2938
Kyrgyzstan 0.0011 0.0004 0.0059 1.0004 4806
Latvia 0.0014 0.0007 0.0058 1.0002 4018
Lebanon 0.0007 0.0002 0.0049 1.0008 5610
Liberia 0.0003 0.0000 0.0054 0.9999 5435
Lithuania 0.0010 0.0006 0.0046 1.0008 3685
Luxembourg 0.0067 0.0056 0.0085 1.0002 5377
Malaysia 0.0003 0.0003 0.0009 1.0059 1652
Maldives 0.0039 0.0018 0.0122 1.0018 3189
Mali 0.0003 0.0001 0.0053 1.0002 4954
Malta 0.0021 0.0013 0.0061 1.0005 3462
Mauritius 0.0003 0.0002 0.0006 1.0037 755
Mexico 0.0024 0.0011 0.0072 1.0000 5245
Moldova 0.0025 0.0022 0.0032 1.0008 4457
Montenegro 0.0005 0.0004 0.0007 1.0001 8945
Morocco 0.0004 0.0002 0.0019 1.0030 1592
Netherlands 0.0027 0.0025 0.0028 0.9997 13518
New Caledonia 0.0007 0.0001 0.0068 1.0001 8317
New Zealand 0.0010 0.0003 0.0066 1.0005 5531
Niger 0.0003 0.0001 0.0043 1.0006 4748
North Macedonia 0.0011 0.0009 0.0018 1.0000 2043
Norway 0.0016 0.0014 0.0020 1.0003 9639
Oman 0.0038 0.0018 0.0113 0.9998 6686
Pakistan 0.0014 0.0004 0.0080 0.9997 7097
Palestine 0.0003 0.0001 0.0037 1.0007 4733
Panama 0.0032 0.0029 0.0038 0.9999 7837
Paraguay 0.0010 0.0001 0.0075 0.9998 8393
Peru 0.0058 0.0039 0.0108 0.9998 4892
Philippines 0.0006 0.0002 0.0046 1.0018 3775
Poland 0.0009 0.0007 0.0014 1.0015 1474
Portugal 0.0032 0.0028 0.0037 0.9999 11857
Puerto Rico 0.0031 0.0015 0.0090 1.0002 5262
Romania 0.0011 0.0010 0.0013 0.9996 9572
Russia 0.0038 0.0032 0.0047 1.0009 3754
Rwanda 0.0003 0.0000 0.0057 1.0005 6374
Saint Lucia 0.0007 0.0001 0.0061 1.0001 6606
Sao Tome And Principe 0.0027 0.0008 0.0100 1.0000 6455
Saudi Arabia 0.0057 0.0028 0.0130 1.0002 3655
Senegal 0.0002 0.0002 0.0009 1.0036 808
Serbia 0.0016 0.0014 0.0018 0.9997 11824
Sierra Leone 0.0010 0.0001 0.0080 1.0006 7687
Singapore 0.0064 0.0048 0.0115 1.0030 1871
Slovakia 0.0003 0.0002 0.0004 1.0001 5693
Slovenia 0.0008 0.0007 0.0010 1.0005 7440
Somalia 0.0010 0.0002 0.0068 1.0004 7077
South Africa 0.0044 0.0012 0.0136 1.0001 6611
Spain 0.0052 0.0047 0.0057 0.9999 10766
Sri Lanka 0.0005 0.0001 0.0053 1.0005 5656
Sudan 0.0012 0.0001 0.0081 0.9997 8185
Sweden 0.0044 0.0038 0.0053 1.0009 6006
Switzerland 0.0035 0.0031 0.0040 0.9997 9937
Tajikistan 0.0022 0.0005 0.0092 0.9999 8290
Thailand 0.0004 0.0000 0.0057 1.0000 6481
Trinidad And Tobago 0.0007 0.0001 0.0064 1.0000 7025
Tunisia 0.0002 0.0001 0.0044 1.0004 5011
Turkey 0.0020 0.0019 0.0022 0.9999 11787
Ukraine 0.0007 0.0005 0.0042 1.0001 2349
United Arab Emirates 0.0046 0.0030 0.0097 1.0001 5301
United Kingdom 0.0046 0.0043 0.0049 0.9998 11574
United States 0.0059 0.0055 0.0063 1.0001 11404
Uruguay 0.0008 0.0003 0.0051 1.0001 4797
Uzbekistan 0.0007 0.0002 0.0053 1.0001 6018
Beta Afghanistan 0.1584 0.0728 0.3487 1.0001 4138
Albania 0.1643 0.0589 0.3428 1.0004 2962
Algeria 0.0519 0.0239 0.1017 1.0008 4273
Argentina 0.0767 0.0285 0.1877 1.0010 5223
Armenia 0.0869 0.0384 0.1812 1.0010 3062
Aruba 0.3230 0.1238 0.8027 1.0003 3699
Australia 0.1366 0.0646 0.2653 1.0004 2753
Austria 0.3744 0.1582 0.6973 1.0003 3550
Azerbaijan 0.0513 0.0216 0.1157 1.0010 3759
Bahamas 0.1500 0.0460 0.4149 1.0003 3809
Bahrain 0.0965 0.0558 0.2398 1.0024 1430
Bangladesh 0.0996 0.0509 0.1925 1.0016 2620
Barbados 0.1324 0.0522 0.3254 1.0030 3711
Belarus 0.2218 0.0987 0.4652 1.0002 3454
Belgium 0.5618 0.3504 0.8614 1.0002 4546
Belize 0.4078 0.1405 1.5107 1.0008 2828
Bolivia 0.1322 0.0694 0.2738 1.0029 2505
Bosnia And Herzegovina 0.1146 0.0319 0.2870 1.0005 4497
Brazil 0.1066 0.0661 0.2359 1.0013 1647
Brunei Darussalam 0.2201 0.0928 0.4788 1.0004 3679
Bulgaria 0.0794 0.0310 0.1867 1.0003 4664
Burkina Faso 0.0723 0.0245 0.2042 1.0015 3418
Cameroon 0.0774 0.0214 0.2470 1.0006 6363
Canada 0.3238 0.1720 0.5281 1.0007 4235
Cape Verde 0.1044 0.0345 0.2986 0.9997 5493
Central African Republic 0.1284 0.0314 0.4747 1.0000 6592
Chile 0.0526 0.0441 0.1367 1.0052 932
Colombia 0.0835 0.0421 0.1641 1.0018 2665
Congo 0.0792 0.0219 0.2798 1.0003 5655
Costa Rica 0.0686 0.0305 0.1575 1.0012 2606
Cote Divoire 0.0552 0.0167 0.1791 1.0005 3927
Croatia 0.2581 0.1115 0.5213 1.0034 3358
Cuba 0.2892 0.1314 0.5723 1.0021 3070
Curaçao 0.1831 0.0645 0.4843 1.0009 4084
Cyprus 0.3107 0.1434 0.6285 1.0002 3767
Czechia 0.2320 0.0982 0.4407 1.0000 3545
Denmark 0.1397 0.0592 0.3065 1.0026 2425
Djibouti 0.1629 0.0477 0.4767 1.0006 4850
Dominican Republic 0.1214 0.0519 0.2480 1.0004 4608
Ecuador 0.1576 0.0688 0.3540 1.0008 3806
Egypt 0.1033 0.0431 0.2446 1.0004 4838
El Salvador 0.1470 0.0592 0.3445 1.0011 4940
Equatorial Guinea 0.1305 0.0372 0.4225 1.0000 7249
Estonia 0.2257 0.0972 0.4569 1.0004 3547
Eswatini 0.1085 0.0268 0.4356 1.0002 4786
Fiji 0.1125 0.0210 0.8218 1.0006 1555
Finland 0.1702 0.0758 0.3390 1.0008 2782
France 0.3927 0.2033 0.7017 1.0006 3535
French Polynesia 0.1783 0.0742 0.4090 1.0021 4055
Gabon 0.1675 0.0745 0.3789 1.0000 4431
Georgia 0.1909 0.0392 0.4354 1.0028 2270
Germany 0.3668 0.1736 0.6662 1.0000 3379
Ghana 0.1246 0.0338 0.4018 1.0001 7444
Greece 0.1382 0.0497 0.3307 1.0012 3505
Guatemala 0.1247 0.0630 0.2553 1.0009 3532
Guinea 0.0973 0.0278 0.3104 0.9998 5107
Guinea Bissau 0.2384 0.0869 0.5857 1.0001 5619
Guyana 0.0602 0.0176 0.1923 0.9998 4315
Honduras 0.1090 0.0530 0.2222 1.0007 3134
Hungary 0.2228 0.1012 0.4379 1.0007 3112
Iceland 0.1783 0.1349 0.2399 1.0006 7763
India 0.1842 0.0792 0.3835 0.9997 3280
Indonesia 0.0499 0.0212 0.1204 1.0005 3553
Iran 0.1341 0.0542 0.2562 0.9999 3357
Iraq 0.0570 0.0200 0.1467 1.0004 5474
Ireland 0.2174 0.1354 0.4261 1.0004 2554
Israel 0.3085 0.1625 0.6480 1.0028 2290
Italy 0.5382 0.3635 0.7594 1.0008 4316
Jamaica 0.4703 0.2177 1.0614 0.9997 3289
Japan 0.2930 0.1270 0.6114 1.0008 3081
Jersey 0.2453 0.0924 0.5911 1.0016 4662
Jordan 0.0436 0.0126 0.1278 0.9998 3751
Kazakhstan 0.1151 0.0472 0.2697 1.0003 4184
Kosovo 0.1812 0.0485 0.4486 1.0013 3701
Kuwait 0.0919 0.0764 0.1369 1.0026 2079
Kyrgyzstan 0.0531 0.0160 0.1528 0.9999 4423
Latvia 0.0914 0.0355 0.2209 1.0008 3668
Lebanon 0.0531 0.0206 0.1267 1.0005 4174
Liberia 0.0748 0.0187 0.3334 1.0003 4433
Lithuania 0.1495 0.0568 0.3652 1.0004 3981
Luxembourg 0.3648 0.1565 0.7124 1.0005 3511
Malaysia 0.1452 0.0590 0.2960 1.0008 2931
Maldives 0.1408 0.1024 0.2930 1.0017 1108
Mali 0.0573 0.0154 0.2235 1.0004 4482
Malta 0.1062 0.0381 0.2618 1.0003 3931
Mauritius 0.4108 0.1551 1.0414 1.0004 2722
Mexico 0.1430 0.0770 0.2517 1.0005 3409
Moldova 0.2874 0.1472 0.4889 1.0008 3637
Montenegro 0.3808 0.1602 0.9422 1.0021 2555
Morocco 0.1197 0.0254 0.2884 1.0019 2839
Netherlands 0.4697 0.2933 0.7385 0.9998 4261
New Caledonia 0.3372 0.1322 0.9029 1.0001 3498
New Zealand 0.2099 0.0943 0.4545 1.0009 3269
Niger 0.0601 0.0217 0.1607 1.0007 3195
North Macedonia 0.1918 0.0743 0.3932 1.0006 4050
Norway 0.3046 0.1303 0.5953 1.0007 3614
Oman 0.1577 0.0723 0.3229 1.0013 4092
Pakistan 0.1441 0.0665 0.3027 1.0005 3806
Palestine 0.1156 0.0270 0.3930 0.9999 4643
Panama 0.2508 0.1262 0.4272 1.0007 4266
Paraguay 0.1158 0.0364 0.3067 1.0010 4627
Peru 0.2601 0.1254 0.5026 1.0007 3332
Philippines 0.0482 0.0137 0.1444 1.0027 3682
Poland 0.1405 0.0603 0.2629 1.0002 3236
Portugal 0.3386 0.1601 0.6095 0.9999 3065
Puerto Rico 0.0721 0.0265 0.1861 1.0000 4256
Romania 0.2192 0.1064 0.3863 1.0002 4159
Russia 0.2670 0.1648 0.4526 1.0010 2889
Rwanda 0.0739 0.0178 0.2865 1.0022 3164
Saint Lucia 0.1508 0.0494 0.4092 1.0008 4294
Sao Tome And Principe 0.2323 0.0609 0.7976 1.0001 5852
Saudi Arabia 0.1360 0.0833 0.2882 1.0011 1730
Senegal 0.3193 0.1394 0.6193 1.0008 2692
Serbia 0.3908 0.2059 0.7433 1.0022 2849
Sierra Leone 0.1065 0.0294 0.3331 1.0002 6788
Singapore 0.1210 0.0963 0.2206 1.0046 837
Slovakia 0.2470 0.1021 0.5577 1.0003 3258
Slovenia 0.2119 0.0799 0.5058 1.0009 2570
Somalia 0.0864 0.0237 0.2804 1.0005 5439
South Africa 0.0759 0.0515 0.1734 1.0043 1594
Spain 0.5919 0.3465 0.9110 1.0003 4140
Sri Lanka 0.1001 0.0402 0.2489 1.0006 3502
Sudan 0.1187 0.0288 0.4139 1.0000 5951
Sweden 0.1804 0.0933 0.3315 1.0007 3342
Switzerland 0.4611 0.2572 0.8298 1.0002 2921
Tajikistan 0.1303 0.0389 0.3638 1.0004 6893
Thailand 0.1495 0.0665 0.3474 1.0008 2456
Trinidad And Tobago 0.2392 0.1015 0.5358 1.0015 3335
Tunisia 0.1746 0.0698 0.4268 1.0009 3277
Turkey 0.4420 0.2541 0.6924 0.9997 3954
Ukraine 0.1701 0.0532 0.3843 0.9999 3747
United Arab Emirates 0.2074 0.0888 0.4223 1.0015 3820
United Kingdom 0.4925 0.3247 0.6992 1.0003 4552
United States 0.3600 0.2122 0.5491 1.0002 3836
Uruguay 0.0841 0.0344 0.1968 1.0008 3342
Uzbekistan 0.0710 0.0282 0.1701 1.0013 3357
Alpha Afghanistan -2.6786 -5.4627 3.9295 1.0003 3858
Albania 0.9638 -1.6698 6.9612 1.0007 3391
Algeria 0.1245 -3.3990 6.7959 1.0011 3937
Argentina -0.1279 -3.9870 6.6200 1.0000 4932
Armenia -2.4091 -4.2333 4.3838 1.0008 3026
Aruba 1.3319 -1.9050 7.3070 1.0000 4594
Australia 5.1805 1.6616 11.1897 1.0002 2842
Austria 0.9966 -1.5563 6.4397 1.0009 4230
Azerbaijan 1.4061 -2.1925 7.7995 1.0012 3376
Bahamas 2.4187 -1.4252 9.2349 1.0016 2946
Bahrain -5.2709 -6.1385 0.3731 1.0019 1506
Bangladesh -2.3276 -4.8082 4.4933 1.0012 2452
Barbados 4.0803 0.2304 10.2621 1.0005 4056
Belarus -2.3361 -4.0868 4.1260 1.0013 2980
Belgium -1.6722 -4.4095 4.2562 1.0001 4490
Belize 3.7105 -2.4052 10.0621 1.0005 3192
Bolivia -3.8176 -5.6596 3.0407 1.0025 2263
Bosnia And Herzegovina 1.8338 -1.4652 8.2261 1.0000 4456
Brazil -4.5845 -5.4883 1.2182 1.0009 1920
Brunei Darussalam 3.7314 0.4147 9.6885 1.0013 3589
Bulgaria 0.6600 -2.2604 6.8207 1.0009 3622
Burkina Faso 5.4457 0.8347 12.0314 1.0007 4747
Cameroon 0.9692 -3.8706 8.5757 1.0003 4964
Canada 0.0109 -2.8661 6.0303 1.0006 4137
Cape Verde 1.5012 -2.2996 8.0080 1.0003 4924
Central African Republic 0.3785 -5.1489 8.2198 1.0008 4912
Chile -4.3626 -5.1122 -1.8329 1.0024 1328
Colombia -3.1725 -5.1417 3.7132 1.0025 2658
Congo 1.5847 -3.8567 8.9785 1.0005 4277
Costa Rica 5.4136 1.4811 12.0353 1.0008 3492
Cote Divoire 1.9177 -2.3807 8.4760 1.0001 4617
Croatia 0.9511 -1.1588 6.2702 1.0035 3506
Cuba -0.0643 -1.7434 5.0738 1.0026 3107
Curaçao 4.4767 0.2814 10.6868 1.0006 4653
Cyprus -1.7071 -3.0742 3.0134 1.0004 3370
Czechia 1.4165 -1.1151 7.0509 1.0002 4102
Denmark -1.2133 -2.3285 4.1295 1.0019 2516
Djibouti 0.3381 -3.1473 6.9052 1.0011 4098
Dominican Republic -0.4667 -2.8716 5.7687 1.0004 3761
Ecuador -2.2635 -4.3600 4.1288 1.0008 3221
Egypt -1.1945 -4.6497 5.3759 0.9998 3896
El Salvador -2.1936 -5.4359 4.4828 1.0013 4048
Equatorial Guinea 0.6339 -3.9475 7.7890 1.0008 5272
Estonia 0.3022 -1.6882 5.5765 1.0006 3403
Eswatini 2.6640 -1.9774 9.5380 1.0008 5114
Fiji 2.6192 -7.7792 11.3599 1.0021 621
Finland -0.6591 -2.5996 5.0952 1.0003 2863
France -1.9141 -3.7105 3.3776 1.0010 3384
French Polynesia 4.1316 0.3129 10.2322 1.0017 4776
Gabon -3.5209 -5.8774 3.1690 1.0005 3520
Georgia 0.2557 -2.4327 6.6119 1.0015 2666
Germany -0.3399 -2.5516 5.3922 1.0000 3397
Ghana -0.3042 -5.1434 7.3634 1.0002 5036
Greece 2.8121 -0.8149 9.5427 1.0006 4098
Guatemala -2.8050 -5.6371 3.8556 1.0011 3434
Guinea 0.5188 -3.3353 7.3064 0.9996 5324
Guinea Bissau -4.2395 -7.3814 3.1067 1.0002 4827
Guyana 2.9386 -1.7599 9.9296 1.0005 4594
Honduras -2.9854 -5.6568 4.3273 1.0007 3063
Hungary -0.5638 -2.2208 4.7520 1.0009 2831
Iceland -4.2762 -4.9560 -3.6215 1.0004 8797
India -0.6413 -3.7110 5.4593 0.9997 3500
Indonesia 0.6731 -3.3807 7.6224 1.0011 3498
Iran 1.0248 -1.7654 6.7732 0.9997 4018
Iraq 0.6949 -3.8492 7.6932 1.0002 5410
Ireland -4.0892 -4.5620 -2.1175 1.0011 1918
Israel -3.6853 -4.4619 -1.2005 1.0031 2030
Italy 1.7153 -1.7716 7.4751 1.0008 4299
Jamaica -3.9680 -5.5685 -0.0949 1.0004 3064
Japan -0.1318 -1.6577 4.6854 1.0005 3272
Jersey 0.3786 -2.6894 6.5178 1.0012 3999
Jordan 4.4026 -0.6672 11.3124 1.0002 3978
Kazakhstan -0.7630 -3.5992 5.4695 1.0008 3679
Kosovo -0.1296 -3.0678 6.8703 1.0002 3056
Kuwait -6.5149 -7.3674 -5.6005 1.0012 3227
Kyrgyzstan 2.6802 -1.4397 9.3143 1.0001 4107
Latvia 4.0371 0.2140 10.2090 1.0006 3583
Lebanon 5.4878 1.3329 11.6494 1.0010 4088
Liberia 2.2840 -3.5869 9.9793 1.0001 3570
Lithuania 2.7134 -0.6906 9.0161 1.0003 4734
Luxembourg 0.5604 -1.7476 5.7872 1.0002 4212
Malaysia 2.7099 -0.1790 8.4526 1.0015 3481
Maldives -7.6897 -9.3247 -4.5691 1.0024 1352
Mali 2.9166 -2.7221 9.8706 1.0000 3949
Malta 2.9410 -0.6634 9.1189 1.0003 4194
Mauritius -1.7769 -3.3018 2.6643 1.0020 1877
Mexico -2.3202 -4.1069 3.7716 1.0005 3112
Moldova -0.5207 -3.3068 5.4907 1.0010 3514
Montenegro -2.6970 -3.9724 0.6682 1.0015 2737
Morocco 1.7250 -1.3097 7.9343 1.0023 2926
Netherlands -1.1078 -3.3910 4.1468 0.9999 4012
New Caledonia 4.3321 0.3580 10.5536 1.0003 3901
New Zealand 3.9810 0.6742 9.9061 1.0006 4025
Niger 5.9034 1.3220 12.4804 1.0004 4153
North Macedonia 0.2468 -2.2434 6.0683 1.0003 3709
Norway -0.4598 -2.6217 5.0679 1.0010 3470
Oman -2.7085 -4.8043 3.7896 1.0012 3435
Pakistan -2.2922 -5.0130 4.7494 1.0003 3073
Palestine 3.0329 -1.8019 10.1207 1.0005 4892
Panama -0.1776 -2.8169 5.7754 1.0004 3957
Paraguay -1.0400 -5.0693 5.7882 1.0003 5069
Peru -3.7278 -5.3652 2.7911 1.0009 2836
Philippines 2.9638 -1.0077 9.2164 1.0017 4602
Poland 1.3750 -1.2830 7.0614 1.0002 3178
Portugal -0.4539 -2.8366 5.2420 1.0000 3026
Puerto Rico 2.1185 -1.3950 8.3705 1.0001 3866
Romania 0.3764 -1.9808 5.8713 1.0003 3934
Russia -3.2273 -4.4748 2.5057 1.0009 2703
Rwanda 3.5843 -4.8751 11.6482 1.0034 1478
Saint Lucia 4.7498 0.5416 10.9695 1.0002 3974
Sao Tome And Principe -0.2248 -5.0349 6.6842 1.0014 5691
Saudi Arabia -4.6783 -5.4849 1.6118 1.0019 1596
Senegal -2.0703 -3.7368 3.5718 1.0001 3233
Serbia -2.6345 -4.0514 2.7958 1.0016 2646
Sierra Leone 0.0476 -4.5903 7.3782 1.0006 5325
Singapore -6.6187 -7.3295 -5.7052 1.0044 680
Slovakia -1.5341 -3.1557 3.8563 1.0006 2998
Slovenia -0.8256 -1.8505 4.0022 1.0008 2538
Somalia 0.9849 -3.7313 8.1789 1.0005 5366
South Africa -5.0711 -6.5352 1.4943 1.0026 1742
Spain 0.1507 -2.9758 6.3454 1.0001 4215
Sri Lanka 5.6207 1.4879 11.8609 1.0008 4095
Sudan 0.2814 -5.0225 7.9657 1.0003 4714
Sweden -2.0453 -3.6184 3.8849 1.0010 3073
Switzerland -2.7909 -4.1635 1.9097 1.0007 2478
Tajikistan 0.2846 -3.7549 7.2692 1.0010 5384
Thailand 5.4005 1.2558 11.5949 1.0003 3433
Trinidad And Tobago 4.4351 0.6491 10.4907 1.0004 3704
Tunisia 3.7497 -0.0458 10.2877 1.0004 4206
Turkey 1.1780 -1.8735 6.8222 0.9998 3973
Ukraine -0.1968 -2.6173 5.6331 1.0002 3881
United Arab Emirates -2.5816 -4.6276 3.7162 1.0018 3561
United Kingdom 1.0497 -2.7037 7.3270 1.0005 4428
United States 1.6779 -1.8668 7.9035 1.0000 3905
Uruguay 4.7356 0.8225 11.0853 1.0005 3954
Uzbekistan 5.6346 1.6599 11.9654 1.0012 3916
Phi Afghanistan 0.4552 0.2809 0.7737 1.0000 11381
Albania 0.2030 0.1180 0.3394 1.0001 12496
Algeria 0.0547 0.0338 0.0928 0.9997 12900
Argentina 1.2095 0.8156 1.8646 0.9998 12121
Armenia 0.3778 0.2559 0.5700 0.9997 12841
Aruba 1.0827 0.4928 2.2825 0.9998 10003
Australia 0.3752 0.2606 0.5573 0.9998 13217
Austria 0.3444 0.2483 0.4892 0.9998 11714
Azerbaijan 0.2228 0.1486 0.3466 0.9996 12201
Bahamas 0.3914 0.0234 0.9950 1.0001 5283
Bahrain 0.6575 0.4750 0.9322 0.9998 14353
Bangladesh 0.0202 0.0115 0.0387 1.0003 8984
Barbados 1.0173 0.4366 2.0940 1.0001 11292
Belarus 0.4824 0.3201 0.7613 0.9999 12272
Belgium 0.0944 0.0683 0.1352 0.9998 12377
Belize 0.4425 0.0018 2.6035 0.9999 8943
Bolivia 0.2117 0.1301 0.3563 1.0000 12799
Bosnia And Herzegovina 0.4624 0.3113 0.7104 0.9997 11502
Brazil 0.0888 0.0611 0.1364 0.9996 13041
Brunei Darussalam 0.2358 0.0441 0.6723 0.9998 10255
Bulgaria 0.2301 0.1535 0.3516 0.9997 14151
Burkina Faso 0.6314 0.3734 1.0749 1.0000 11562
Cameroon 4.5431 3.0958 6.8572 1.0001 12501
Canada 0.0911 0.0635 0.1349 0.9999 13021
Cape Verde 1.1944 0.7236 2.0097 1.0000 11730
Central African Republic 3.7120 1.9086 7.1823 0.9999 8870
Chile 0.0959 0.0648 0.1466 1.0014 4317
Colombia 0.1019 0.0663 0.1630 0.9999 11919
Congo 4.2695 2.5342 7.2960 0.9999 10672
Costa Rica 0.2183 0.1232 0.3701 1.0003 14030
Cote Divoire 0.2682 0.1603 0.4652 0.9998 13289
Croatia 0.1917 0.1189 0.3105 0.9999 11109
Cuba 0.0652 0.0328 0.1244 1.0001 12036
Curaçao 0.5357 0.0017 3.3704 1.0004 7547
Cyprus 0.2311 0.1328 0.3922 1.0000 12753
Czechia 0.2386 0.1682 0.3484 0.9999 11649
Denmark 0.1647 0.1171 0.2367 0.9998 12436
Djibouti 1.4809 1.0289 2.1627 0.9999 14010
Dominican Republic 0.2502 0.1704 0.3784 0.9997 13639
Ecuador 1.4988 1.0928 2.1139 0.9999 14934
Egypt 0.4752 0.2970 0.8112 0.9998 11358
El Salvador 1.2534 0.7855 2.0941 0.9998 11847
Equatorial Guinea 7.7430 4.7977 12.6604 1.0000 8449
Estonia 0.3493 0.2373 0.5168 0.9997 13794
Eswatini 0.9477 0.4917 1.8117 0.9996 10421
Fiji 0.3511 0.0007 4.1170 0.9998 9555
Finland 0.2903 0.2051 0.4212 0.9997 12731
France 0.2402 0.1779 0.3347 0.9996 14415
French Polynesia 1.0069 0.3385 2.3596 1.0000 11042
Gabon 1.4978 0.9375 2.4457 0.9996 12243
Georgia 0.4156 0.2590 0.6825 1.0001 8043
Germany 0.2836 0.2024 0.4106 0.9997 11348
Ghana 5.4996 3.5807 8.5442 0.9997 9805
Greece 0.6932 0.4804 1.0164 0.9998 13552
Guatemala 0.1898 0.1034 0.3623 0.9997 11686
Guinea 1.0595 0.6674 1.7541 0.9997 12552
Guinea Bissau 3.4960 2.1804 5.7766 0.9997 8613
Guyana 0.9858 0.4703 1.8924 0.9998 12444
Honduras 0.6986 0.4680 1.0783 0.9996 12451
Hungary 0.1245 0.0812 0.1938 0.9996 14514
Iceland 0.1239 0.0730 0.2157 1.0000 11909
India 0.0169 0.0090 0.0354 0.9998 6792
Indonesia 0.0606 0.0369 0.1053 0.9998 11110
Iran 0.2782 0.2040 0.3905 0.9997 12479
Iraq 0.9209 0.6124 1.4330 1.0000 11649
Ireland 0.1267 0.0891 0.1847 0.9996 12116
Israel 0.3027 0.2153 0.4432 0.9996 14272
Italy 0.0422 0.0307 0.0596 1.0001 13982
Jamaica 0.5525 0.3040 0.9935 0.9997 10437
Japan 0.1785 0.1199 0.2785 0.9998 10130
Jersey 1.9794 1.2599 3.1370 0.9998 11200
Jordan 0.9051 0.5851 1.4091 0.9998 14046
Kazakhstan 0.4372 0.2849 0.6927 0.9999 11306
Kosovo 1.4399 0.9725 2.1568 0.9998 9284
Kuwait 0.2936 0.1958 0.4597 1.0004 12523
Kyrgyzstan 0.4791 0.3100 0.7641 0.9999 14908
Latvia 0.4469 0.2993 0.6814 0.9999 13770
Lebanon 0.5879 0.3945 0.8891 1.0000 14057
Liberia 0.9668 0.4759 1.9150 0.9997 12436
Lithuania 0.6551 0.4477 0.9961 0.9998 10593
Luxembourg 0.3902 0.2730 0.5679 0.9997 12726
Malaysia 0.1232 0.0842 0.1868 0.9997 11283
Maldives 1.5813 0.9587 2.6508 1.0005 9363
Mali 0.1693 0.0791 0.3595 1.0002 11519
Malta 0.6529 0.4264 0.9974 0.9996 14651
Mauritius 0.7226 0.3648 1.4536 1.0002 5593
Mexico 0.0304 0.0196 0.0497 0.9998 11278
Moldova 0.1518 0.1039 0.2269 1.0001 11044
Montenegro 0.3924 0.1953 0.7523 1.0000 10711
Morocco 0.1340 0.0875 0.2156 1.0000 9521
Netherlands 0.0521 0.0368 0.0764 0.9998 13213
New Caledonia 0.4200 0.0014 2.6763 0.9997 8474
New Zealand 0.3275 0.1866 0.5835 0.9999 10350
Niger 0.3545 0.2009 0.6313 1.0000 11529
North Macedonia 0.4044 0.2705 0.6070 0.9999 12029
Norway 0.5263 0.3699 0.7601 0.9996 12782
Oman 0.6442 0.4361 0.9727 0.9996 13346
Pakistan 0.2721 0.1730 0.4531 0.9997 11617
Palestine 2.7044 1.7948 4.1470 0.9997 11753
Panama 0.1031 0.0704 0.1562 1.0000 12094
Paraguay 1.3314 0.8612 2.1313 0.9997 9787
Peru 0.3954 0.2709 0.5988 0.9997 13780
Philippines 0.2678 0.1782 0.4230 0.9998 12613
Poland 0.0587 0.0402 0.0912 0.9998 10566
Portugal 0.2916 0.2054 0.4276 0.9997 10625
Puerto Rico 0.6228 0.4240 0.9490 0.9998 15430
Romania 0.0700 0.0478 0.1047 0.9998 12528
Russia 0.0201 0.0134 0.0314 0.9999 12098
Rwanda 0.3927 0.0114 1.3591 1.0010 4854
Saint Lucia 2.0754 0.2581 6.3134 1.0002 7534
Sao Tome And Principe 4.8362 2.8262 8.4365 1.0001 8163
Saudi Arabia 0.2091 0.1399 0.3259 0.9997 11991
Senegal 0.1154 0.0613 0.2302 1.0002 3944
Serbia 0.1765 0.1177 0.2745 0.9997 11466
Sierra Leone 0.5698 0.2637 1.2891 1.0001 9868
Singapore 0.5403 0.3867 0.7735 1.0007 8434
Slovakia 0.8141 0.5557 1.2038 1.0003 11022
Slovenia 0.1700 0.0966 0.2943 1.0003 10088
Somalia 1.0907 0.6181 1.9862 0.9997 11302
South Africa 0.2346 0.1590 0.3577 1.0000 10882
Spain 0.1312 0.0947 0.1883 0.9999 12995
Sri Lanka 0.1808 0.0851 0.3799 0.9998 10064
Sudan 1.5656 0.7905 3.2334 0.9998 8589
Sweden 0.0987 0.0708 0.1437 0.9998 13697
Switzerland 0.2273 0.1602 0.3304 0.9997 14147
Tajikistan 0.6887 0.3333 1.5202 0.9999 9065
Thailand 1.0778 0.6758 1.7220 0.9999 13470
Trinidad And Tobago 0.6568 0.2972 1.3922 0.9996 10118
Tunisia 0.5211 0.3033 0.8901 0.9997 12272
Turkey 0.0556 0.0384 0.0838 0.9998 9794
Ukraine 0.2627 0.1706 0.4248 0.9997 8518
United Arab Emirates 0.7673 0.5244 1.1583 0.9998 11722
United Kingdom 0.0507 0.0359 0.0753 0.9997 11082
United States 0.0542 0.0382 0.0807 0.9996 10048
Uruguay 0.2649 0.1573 0.4390 0.9999 11049
Uzbekistan 0.2629 0.1644 0.4393 1.0000 11512
Nu Afghanistan 0.2119 0.0974 0.7236 1.0016 3662
Albania 0.2685 0.1399 0.6448 1.0009 3584
Algeria 0.1979 0.1064 0.5978 1.0002 3880
Argentina 0.2054 0.1044 0.5799 1.0005 4674
Armenia 0.2440 0.1079 1.1239 1.0007 3119
Aruba 0.4201 0.1944 1.0613 1.0000 3495
Australia 0.4965 0.2702 1.0384 1.0004 2526
Austria 0.2135 0.1187 0.4822 1.0012 3062
Azerbaijan 0.2197 0.1194 0.5625 1.0000 3905
Bahamas 0.3489 0.1727 0.8253 1.0011 3417
Bahrain 0.3581 0.1017 1.4985 1.0024 2100
Bangladesh 0.2267 0.1028 0.8596 1.0008 3373
Barbados 0.4268 0.2125 0.9555 1.0038 3261
Belarus 0.2393 0.1104 0.7364 1.0003 3616
Belgium 0.1311 0.0830 0.2241 1.0002 4891
Belize 0.7079 0.2956 1.7080 1.0012 2767
Bolivia 0.2419 0.0979 0.9553 1.0020 3355
Bosnia And Herzegovina 0.2833 0.1502 0.6769 1.0000 4640
Brazil 0.3345 0.1063 1.2906 1.0003 2786
Brunei Darussalam 0.4849 0.2474 1.1046 1.0007 3156
Bulgaria 0.2239 0.1193 0.6239 1.0007 3585
Burkina Faso 0.4603 0.2158 1.0093 1.0014 2658
Cameroon 0.2374 0.1131 0.6509 1.0009 4498
Canada 0.1666 0.1004 0.3397 1.0005 4124
Cape Verde 0.2761 0.1383 0.6790 1.0004 4615
Central African Republic 0.2678 0.1141 0.8503 1.0012 4634
Chile 1.0022 0.1562 3.4658 1.0043 1919
Colombia 0.2405 0.1013 1.1545 1.0008 3024
Congo 0.2547 0.1120 0.7191 1.0002 5227
Costa Rica 0.4215 0.2210 0.8582 1.0017 2674
Cote Divoire 0.2351 0.1186 0.5795 1.0002 4906
Croatia 0.3110 0.1584 0.7201 1.0026 3376
Cuba 0.2960 0.1479 0.7022 1.0014 3170
Curaçao 0.5324 0.2589 1.2190 1.0013 2836
Cyprus 0.2882 0.1380 0.6781 1.0007 4241
Czechia 0.2526 0.1388 0.5614 1.0003 3441
Denmark 0.3678 0.1556 1.1235 1.0025 2930
Djibouti 0.2549 0.1298 0.6329 1.0006 4298
Dominican Republic 0.2196 0.1155 0.6217 1.0006 3638
Ecuador 0.2556 0.1141 0.9040 1.0010 4049
Egypt 0.2061 0.1027 0.6432 1.0001 4047
El Salvador 0.2145 0.0995 0.7391 1.0006 4206
Equatorial Guinea 0.2730 0.1253 0.7286 1.0003 5016
Estonia 0.3129 0.1577 0.7583 1.0004 3642
Eswatini 0.3310 0.1485 0.8471 1.0006 4432
Fiji 0.3600 0.0747 1.9235 1.0025 639
Finland 0.2671 0.1328 0.7057 1.0015 3175
France 0.1981 0.1084 0.4158 1.0003 4320
French Polynesia 0.4872 0.2463 1.0797 1.0027 3275
Gabon 0.2383 0.1005 0.9801 1.0006 3785
Georgia 0.2728 0.1393 0.6702 1.0019 4292
Germany 0.2081 0.1145 0.4505 1.0001 3745
Ghana 0.2459 0.1108 0.7720 1.0000 4898
Greece 0.3493 0.1759 0.7946 1.0016 3022
Guatemala 0.2225 0.1004 0.9189 1.0003 3998
Guinea 0.2369 0.1190 0.6357 1.0002 4859
Guinea Bissau 0.2408 0.0934 0.9009 1.0003 5231
Guyana 0.2745 0.1332 0.6673 1.0010 4637
Honduras 0.2130 0.0942 0.9405 1.0009 2901
Hungary 0.2893 0.1430 0.7211 1.0004 3782
Iceland 0.9541 0.6459 1.3566 1.0005 7377
India 0.2227 0.1081 0.5896 1.0000 4082
Indonesia 0.2003 0.1052 0.5794 1.0011 3820
Iran 0.2275 0.1290 0.5291 1.0001 3859
Iraq 0.2034 0.1046 0.5380 1.0007 5122
Ireland 0.3890 0.1733 0.7267 1.0000 4508
Israel 0.3720 0.1599 0.7785 1.0012 3374
Italy 0.1208 0.0845 0.1842 1.0006 4365
Jamaica 0.3210 0.1302 0.8010 0.9998 4076
Japan 0.3486 0.1668 0.8566 1.0010 3430
Jersey 0.3208 0.1497 0.7991 1.0012 4229
Jordan 0.3075 0.1389 0.6967 1.0000 4610
Kazakhstan 0.2144 0.1108 0.6070 1.0005 3586
Kosovo 0.3003 0.1426 0.8498 1.0005 3391
Kuwait 0.8035 0.2784 2.2370 1.0025 2559
Kyrgyzstan 0.2531 0.1323 0.5923 0.9996 4757
Latvia 0.3542 0.1893 0.7619 1.0007 3091
Lebanon 0.3874 0.2087 0.8105 1.0016 3475
Liberia 0.2830 0.1153 0.7843 1.0003 4398
Lithuania 0.3516 0.1780 0.8156 1.0011 3239
Luxembourg 0.2405 0.1280 0.5517 1.0008 3429
Malaysia 0.3252 0.1741 0.7436 1.0010 2944
Maldives 0.6141 0.1174 1.7493 1.0020 2660
Mali 0.2772 0.1216 0.7147 1.0004 5133
Malta 0.3042 0.1631 0.6601 1.0008 3711
Mauritius 0.5126 0.1944 1.5172 1.0004 2974
Mexico 0.2112 0.1047 0.6772 1.0006 3474
Moldova 0.1697 0.1000 0.3657 1.0009 3528
Montenegro 0.4244 0.1593 1.1316 1.0020 2995
Morocco 0.2848 0.1532 0.7057 1.0015 3898
Netherlands 0.1588 0.0981 0.2704 0.9999 4782
New Caledonia 0.6850 0.3143 1.5825 1.0004 2889
New Zealand 0.5003 0.2497 1.1077 1.0012 3146
Niger 0.4518 0.2256 0.9729 1.0020 2696
North Macedonia 0.2577 0.1352 0.6190 1.0009 3754
Norway 0.2367 0.1229 0.5576 1.0000 4056
Oman 0.2057 0.0994 0.6716 1.0018 3907
Pakistan 0.2009 0.0958 0.6511 1.0007 3670
Palestine 0.3545 0.1615 0.8660 1.0003 4475
Panama 0.1855 0.1072 0.4053 1.0002 3897
Paraguay 0.2101 0.1020 0.6973 1.0009 4416
Peru 0.1988 0.0941 0.5891 1.0002 3716
Philippines 0.2524 0.1327 0.5671 1.0012 4558
Poland 0.2380 0.1348 0.5418 1.0007 3373
Portugal 0.1989 0.1107 0.4444 1.0002 2975
Puerto Rico 0.2503 0.1385 0.5744 1.0005 4093
Romania 0.2298 0.1280 0.5256 1.0003 4012
Russia 0.2098 0.1050 0.4402 1.0009 3288
Rwanda 0.3593 0.1018 1.1871 1.0015 1554
Saint Lucia 0.5266 0.2457 1.2045 1.0014 3278
Sao Tome And Principe 0.3167 0.1370 0.9219 1.0008 3951
Saudi Arabia 0.2954 0.1000 0.9363 1.0013 2529
Senegal 0.2361 0.1170 0.6427 0.9999 4012
Serbia 0.2170 0.1079 0.4603 1.0024 4138
Sierra Leone 0.2399 0.1106 0.7568 1.0006 4180
Singapore 0.6834 0.1866 1.3965 1.0024 2340
Slovakia 0.3484 0.1514 0.9770 1.0004 3217
Slovenia 0.4210 0.1718 1.2354 1.0016 2873
Somalia 0.2442 0.1138 0.6941 1.0003 4868
South Africa 0.3636 0.0987 1.5366 1.0025 2458
Spain 0.1379 0.0880 0.2449 1.0004 4351
Sri Lanka 0.5310 0.2650 1.1388 1.0009 3292
Sudan 0.2564 0.1148 0.7903 1.0000 4966
Sweden 0.2262 0.1124 0.5687 1.0010 3766
Switzerland 0.2079 0.1117 0.3971 1.0000 4121
Tajikistan 0.2729 0.1296 0.7595 1.0006 4292
Thailand 0.6015 0.2866 1.2804 1.0016 2518
Trinidad And Tobago 0.5953 0.2863 1.3105 1.0021 2934
Tunisia 0.4711 0.2247 1.0847 1.0011 2909
Turkey 0.1641 0.1040 0.2998 0.9998 3933
Ukraine 0.2410 0.1284 0.6162 1.0001 3954
United Arab Emirates 0.2146 0.1031 0.6309 1.0011 2749
United Kingdom 0.1163 0.0794 0.1869 1.0006 4430
United States 0.1451 0.0947 0.2598 1.0000 3849
Uruguay 0.3973 0.2130 0.8741 1.0017 3013
Uzbekistan 0.4540 0.2405 0.9692 1.0017 2832 
p <- results %>% 
  ungroup %>% 
  filter(par %in% c("beta", "alpha", "S", "phi_inv", "nu")) %>% 
  mutate(par = str_replace(par, "phi_inv", "phi")) %>% 
  inner_join(countries, by = c("num" = "country_id")) %>% 
  mutate(par = str_to_title(par)) %>% 
  mutate(plot_var = str_c(par, "_", country)) %>% 
  ggplot(aes(country, estimate, ymin = conf.low, ymax = conf.high, col = country == "Iceland")) +
  geom_linerange() +
  geom_point() +
  coord_flip() +
  facet_wrap("par", scales = "free_x", ncol = 2) +
  scale_colour_manual(values = c("grey", "blue")) +
  labs(title = "Posterior medians and 95% PIs") +
  theme(axis.title = element_blank())

ggplotly(p)

Hyperparameters

results %>% 
  ungroup %>% 
  filter(par %in% c("mu_beta", "sigma_beta", 
                    "mu_alpha", "sigma_alpha", 
                    "mu_s", "kappa_s",
                    "sigma_phi_inv_sqrt", "mu_nu", "sigma_nu")) %>% 
  mutate(par = str_replace(par, "sigma_phi_inv_sqrt", "sigma_phi_sqrt")) %>% 
  select(par, everything(), -num, -term, -std.error) %>% 
  set_names(c("Parameter",  "Median", "Lower", "Upper", "Rhat", "ESS")) %>% 
  kable(digits = 4, align = c("l", "l", rep("c", ncol(.) - 2)),
        caption = "Table 3. Summary of posterior samples of hyperparameters") %>% 
  kable_styling(bootstrap_options = c("striped", "hover")) %>% 
  add_header_above(c("", "", "95% PI" = 2, "Convergence" = 2)) %>% 
  column_spec(1, bold = T)
Table 3. Summary of posterior samples of hyperparameters
95% PI
Convergence
Parameter Median Lower Upper Rhat ESS
mu_beta -1.8763 -2.1383 -1.6018 1.0046 877
sigma_beta 0.7681 0.6340 0.9383 1.0023 1629
mu_alpha 0.5061 -0.6464 2.3356 1.0056 928
sigma_alpha 3.6465 2.8420 4.8376 1.0015 1465
mu_s 0.0026 0.0021 0.0034 1.0003 2911
kappa_s 356.0238 235.3303 514.3136 1.0017 2143
sigma_phi_sqrt 0.8776 0.7723 1.0123 1.0076 275
mu_nu -1.2129 -1.5105 -0.9220 1.0059 801
sigma_nu 0.5759 0.4469 0.7230 1.0068 1077