Chapter 6 Calculating the IGI

6.1 PCA loadings

## $Economy
## 
## Loadings:
##                   RC1    RC2   
## NY.GDP.PCAP.PP.KD  0.977       
## NY.ADJ.NNTY.PC.KD  0.920  0.199
## SL.GDP.PCAP.EM.KD  0.971       
## SL.EMP.TOTL.SP.ZS         0.926
## ELEPOP             0.673  0.394
## NE.EXP.GNFS.ZS     0.661 -0.236
## 
##                  RC1   RC2
## SS loadings    3.634 1.120
## Proportion Var 0.606 0.187
## Cumulative Var 0.606 0.792
## 
## $`Living conditions`
## 
## Loadings:
##                PC1  
## LP.LPI.OVRL.XQ 0.834
## IT_NET_BBND    0.922
## SH_DYN_MORT    0.879
## SH_H2O_SAFE    0.920
## SE.SEC.ENRR    0.886
## SH_ACS_UNHC    0.950
## FB_BNK_ACCSS   0.853
## 
##                  PC1
## SS loadings    5.581
## Proportion Var 0.797
## 
## $Equality
## 
## Loadings:
##                   RC1    RC2    RC4    RC3   
## SI.POV.GINI               0.414 -0.185  0.667
## SI.POV.LMIC       -0.186  0.874              
## SE.ENR.SECO.FM.ZS -0.289  0.223  0.547 -0.304
## SL.EMP.TOTL.SP     0.955         0.137       
## EMP_2WAP           0.286         0.603  0.298
## SG_GEN_PARL_PAR    0.217  0.146  0.726       
## SL.TLF.CACT.FM.ZS  0.948         0.139       
## AFMR               0.327  0.724  0.137       
## FMEMP             -0.128  0.806  0.117       
## MCARE             -0.168 -0.133  0.130  0.720
## 
##                  RC1   RC2   RC4   RC3
## SS loadings    2.209 2.203 1.314 1.178
## Proportion Var 0.221 0.220 0.131 0.118
## Cumulative Var 0.221 0.441 0.573 0.690
## 
## $Environment
## 
## Loadings:
##               PC1  
## EN_ATM_CO2GDP 0.719
## EG_EGY_PRIM   0.652
## ER_H2O_WUEYST 0.558
## ER_PTD_TERR   0.529
## 
##                  PC1
## SS loadings    1.534
## Proportion Var 0.383

6.2 Final results for 2023

##     ISO3 Year    Economy Living conditions   Equality Environment       IGI
## 1    LUX 2023 100.000000         89.457586  71.065587  100.000000 89.293353
## 2    NOR 2023  83.840454         95.834670  96.524685   51.200119 79.381885
## 3    DNK 2023  60.412523         98.082050  94.990609   70.029803 79.235540
## 4    CHE 2023  69.150630         95.300356  88.785893   66.708098 79.041159
## 5    IRL 2023  78.457363         91.753163  72.494675   71.131482 78.055890
## 6    SGP 2023  89.638743         97.121721  53.536705   66.462362 74.603617
## 7    SWE 2023  59.581994         98.540030  84.280164   59.670043 73.714405
## 8    NLD 2023  57.856965        100.000000  88.106157   53.261257 72.184396
## 9    FIN 2023  54.320026         99.610586  90.794331   47.324049 69.438690
## 10   GBR 2023  45.601073         93.384533  78.980304   68.027597 69.161354
## 11   DEU 2023  50.082543         95.682339  81.064096   55.666861 68.192381
## 12   AUT 2023  52.093044         90.254626  84.534788   52.467321 67.576142
## 13   BEL 2023  52.904808         99.661032  74.404606   50.672308 66.772518
## 14   FRA 2023  44.309370         95.212809  79.363800   56.550354 65.964790
## 15   ISL 2023  93.629476         92.451820 100.000000   20.736163 65.089977
## 16   ARE 2023  67.316874         89.918811  81.723353   32.611472 63.375700
## 17   AUS 2023  53.629493         92.421267  88.569412   36.636960 63.327844
## 18   SVN 2023  41.192717         86.389550  82.159927   49.432719 61.657945
## 19   USA 2023  62.719868         89.458456  67.930195   35.457205 60.631523
## 20   LTU 2023  37.785178         83.351096  63.330102   60.717636 58.991503
## 21   CYP 2023  42.432763         85.774003  64.816002   51.297553 58.980571
## 22   EST 2023  39.133371         90.804990  68.568615   49.438650 58.913149
## 23   PRT 2023  33.339702         92.382623  67.577518   54.080532 57.922700
## 24   ISR 2023  45.771672         85.424398  64.211858   44.401911 57.782842
## 25   JPN 2023  39.690707         90.993605  68.108658   44.025398 57.365572
## 26   CZE 2023  39.185420         87.905563  60.555779   51.332865 57.203552
## 27   ESP 2023  35.690629         93.671522  63.391974   48.641117 56.663043
## 28   CAN 2023  53.615197         95.805617  85.211709   22.895329 56.264085
## 29   SVK 2023  35.733571         84.157736  62.565420   52.630356 56.096438
## 30   HRV 2023  31.685241         82.834421  68.365646   53.631664 55.696995
## 31   LVA 2023  32.149364         80.812634  61.336397   59.982489 55.603048
## 32   POL 2023  34.089121         84.337047  65.299645   48.698594 54.987675
## 33   ITA 2023  38.942954         86.839395  50.526764   52.542416 54.738678
## 34   HUN 2023  34.670397         83.863529  58.975918   50.800999 54.327501
## 35   KOR 2023  46.340496         93.557198  57.142147   30.051726 52.235525
## 36   GRC 2023  29.763790         90.277951  49.699504   50.652308 50.998254
## 37   BLR 2023  27.360563         77.699847  82.404840   34.629766 49.629153
## 38   BGR 2023  28.603228         80.890417  49.415474   44.994677 47.624898
## 39   ROU 2023  28.062108         74.060311  45.934960   53.594934 47.560151
## 40   URY 2023  27.067044         80.544170  50.734154   41.800940 46.370348
## 41   MDA 2023  21.862971         65.014584  78.698654   37.154300 45.151698
## 42   CRI 2023  22.387413         78.426757  46.644644   49.781502 44.934973
## 43   CHL 2023  25.051430         80.098539  55.522509   34.644565 44.324141
## 44   ARG 2023  22.317170         75.885906  58.554787   36.399736 43.587827
## 45   MYS 2023  31.159608         74.716751  50.431010   30.533060 43.513047
## 46   MDV 2023  23.609609         61.823700  40.464884   56.477664 42.736574
## 47   MNE 2023  25.042433         74.160539  54.090027   32.987906 42.665844
## 48   THA 2023  24.185034         81.117614  41.761272   39.527878 42.421378
## 49   MEX 2023  21.849736         60.532859  54.122756   40.208047 41.189125
## 50   PER 2023  19.072071         60.063621  55.496159   42.350625 40.507275
## 51   ALB 2023  17.541953         58.769892  52.202561   48.151860 40.122171
## 52   VNM 2023  24.348991         64.418460  55.300164   29.181025 39.886834
## 53   GEO 2023  22.190465         68.174470  42.458943   37.171998 39.309119
## 54   AZE 2023  22.097850         57.213048  63.370712   29.339365 39.155800
## 55   BRA 2023  17.923146         77.314781  40.788179   40.371297 38.866098
## 56   PAN 2023  27.772864         63.025573  22.522774   54.418390 38.271568
## 57   PRY 2023  21.004472         56.133248  42.018508   43.084277 38.222831
## 58   ARM 2023  19.393228         62.003298  53.102014   32.659560 38.001134
## 59   SRB 2023  25.168115         71.306927  51.989382   20.985854 37.407262
## 60   DOM 2023  20.361329         50.254249  36.476169   52.293096 37.377316
## 61   MUS 2023  22.143906         66.517732  35.956139   36.639196 37.323096
## 62   BTN 2023  27.652783         47.585007  55.770323   25.965356 37.153660
## 63   BOL 2023  15.351311         57.844303  59.549735   35.486867 37.011645
## 64   COL 2023  16.757596         68.259186  29.456197   49.179022 35.878340
## 65   ECU 2023  17.190836         64.713622  38.556366   35.599994 35.152780
## 66   NAM 2023  13.047297         53.672599  43.885195   49.021166 35.034322
## 67   UKR 2023  15.483247         71.002851  49.731193   27.312461 34.956817
## 68   CHN 2023  24.229666         90.227442  67.088563    9.176836 34.060960
## 69   SLV 2023  14.794761         56.679678  39.242360   39.763862 33.821647
## 70   CIV 2023  12.155545         36.191869  54.611230   52.827241 33.564589
## 71   NIC 2023  14.476346         44.881396  43.064661   45.026821 33.502669
## 72   KAZ 2023  30.815534         71.491638  59.259944    9.530000 33.397947
## 73   TUR 2023  25.188437         76.735791  18.648229   34.264858 33.336610
## 74   PHL 2023  12.958569         54.123621  37.189969   41.972263 32.346927
## 75   BIH 2023  18.191805         71.622289  48.047167   16.561331 31.909629
## 76   MMR 2023   7.572553         43.197270  83.739239   35.232361 31.343129
## 77   IDN 2023  15.898366         48.440114  33.816420   36.333695 31.188803
## 78   GHA 2023  13.910926         41.949865  30.645766   52.685583 31.155679
## 79   HND 2023  12.179312         46.965408  37.567070   43.846582 31.155590
## 80   KGZ 2023  17.382867         53.119918  46.042229   21.566934 30.944316
## 81   LKA 2023  10.795054         61.617079  27.554690   49.981669 30.937346
## 82   GAB 2023  15.103010         44.373437  27.569821   46.024625 30.367056
## 83   KEN 2023  12.685829         41.012780  38.658035   40.796633 30.097162
## 84   GTM 2023  13.984301         40.972887  36.239977   38.346836 29.871958
## 85   BWA 2023  16.220125         50.083741  21.678078   44.683740 29.783814
## 86   TZA 2023  14.880154         29.736298  41.687218   42.595206 29.772444
## 87   LAO 2023  14.708271         31.096448  48.286288   27.209638 27.842277
## 88   RUS 2023  30.895173         72.547941  52.139371    5.017522 27.672137
## 89   UGA 2023  11.184104         30.598410  46.514878   36.766228 27.658922
## 90   ETH 2023  13.284602         22.106139  51.485604   34.773755 26.927728
## 91   MWI 2023   9.613250         27.279465  44.256749   44.514172 26.809948
## 92   BEN 2023  10.148603         27.229030  38.703194   44.103109 26.206777
## 93   CMR 2023  12.577305         26.798227  31.320374   43.068202 25.966854
## 94   RWA 2023   6.495311         36.606449  34.825349   51.049801 25.498332
## 95   GMB 2023  10.087976         38.444728  23.167687   45.649096 25.306898
## 96   BDI 2023  13.095543         18.447265  42.138945   39.509340 25.183131
## 97   BGD 2023   9.836752         45.844294  17.667745   47.779911 24.839387
## 98   TUN 2023  10.575937         56.147323  14.797975   34.215568 23.416311
## 99   COG 2023  10.380835         37.926893  20.149618   37.287797 23.321328
## 100  MDG 2023  16.430116         17.525400  37.644632   25.556485 22.941837
## 101  LBN 2023  11.278369         43.852713  22.080367   24.470057 22.736364
## 102  AGO 2023  13.926930         13.565990  29.301395   46.147588 22.482057
## 103  NGA 2023   9.208784         17.982635  33.171042   44.958669 22.292411
## 104  LSO 2023  10.991177         31.348072  27.726833   25.265994 22.165264
## 105  TGO 2023   8.214639         29.950419  24.967101   38.624520 22.070168
## 106  MOZ 2023  15.679555         27.881894  33.571592   16.111028 22.051483
## 107  TJK 2023   5.031066         44.759933  33.887691   29.783593 21.834443
## 108  MLI 2023  11.191303         26.211715  17.956621   38.286054 21.191433
## 109  UZB 2023  12.750290         63.202421  35.401567    7.000270 21.139648
## 110  SLE 2023   8.143459         17.274340  31.388619   44.859256 21.096415
## 111  GIN 2023   6.648925         19.682774  29.670768   48.469643 20.828552
## 112  IRQ 2023  10.401649         45.317728  22.770284   16.722198 20.582969
## 113  SEN 2023   7.309957         32.225437  18.957965   39.733335 20.524146
## 114  IND 2023  10.149601         58.765952  11.513219   25.074684 20.370502
## 115  BFA 2023   9.829445         14.093868  25.975797   45.692760 20.136958
## 116  COM 2023   3.880899         33.929239  25.834631   46.228807 19.913855
## 117  ZAF 2023  13.491417         67.944083  23.063279    7.213186 19.761247
## 118  COD 2023  10.075365         20.800925  24.786250   29.343376 19.759051
## 119  EGY 2023  12.126692         57.720437   5.358091   39.507615 19.619626
## 120  DJI 2023  10.952341         29.406437  10.209568   42.945404 19.385114
## 121  DZA 2023  10.977432         57.254346   9.063913   24.212598 19.271548
## 122  MNG 2023  20.378009         59.027181  54.429536    1.938259 18.874047
## 123  PAK 2023   6.875796         26.295009  19.310133   35.653524 18.783261
## 124  NPL 2023   2.518115         42.425297  29.315644   38.980242 18.692229
## 125  LBR 2023  15.172435         28.466626  41.753123    4.885925 17.228869
## 126  JOR 2023   8.859136         57.322112   5.344033   31.096960 17.044142
## 127  MAR 2023   9.016193         53.943974   4.341870   39.142573 16.955987
## 128  CAF 2023   9.869566          7.351896  27.170303   40.231570 16.781846
## 129  ZWE 2023  10.051617         34.215745  15.925333   10.859305 15.616659
## 130  TCD 2023   8.464368          6.910546  15.720803   47.717690 14.473223
## 131  MRT 2023   5.810439         26.900721   6.058575   32.622603 13.257618
## 132  SDN 2023   1.000000         27.860560  15.498623   33.219826 10.943849
## 133  NER 2023  11.724886          1.000000  23.932530   42.633948 10.458351
## 134  IRN 2023  12.968961         65.122488   1.000000    1.000000  5.390872