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
|