Chapter 6 Calculating the IGI

6.1 PCA loadings

## $Economy
## 
## Loadings:
##                   RC1    RC2   
## NY.GDP.PCAP.PP.KD  0.979       
## NY.ADJ.NNTY.PC.KD  0.926  0.173
## SL.GDP.PCAP.EM.KD  0.968       
## SL.EMP.TOTL.SP.ZS         0.929
## ELEPOP             0.703  0.345
## NE.EXP.GNFS.ZS     0.652 -0.272
## 
##                  RC1   RC2
## SS loadings    3.675 1.096
## Proportion Var 0.612 0.183
## Cumulative Var 0.612 0.795
## 
## $`Living conditions`
## 
## Loadings:
##                PC1  
## LP.LPI.OVRL.XQ 0.838
## IT_NET_BBND    0.923
## SH_DYN_MORT    0.878
## SH_H2O_SAFE    0.919
## SE.SEC.ENRR    0.886
## SH_ACS_UNHC    0.951
## FB_BNK_ACCSS   0.874
## 
##                  PC1
## SS loadings    5.622
## Proportion Var 0.803
## 
## $Equality
## 
## Loadings:
##                   RC1    RC2    RC3   
## SI.POV.GINI        0.396         0.697
## SI.POV.LMIC        0.882 -0.107       
## SE.ENR.SECO.FM.ZS  0.358 -0.113 -0.502
## SL.EMP.TOTL.SP    -0.114  0.951       
## EMP_2WAP           0.132  0.470       
## SG_GEN_PARL_PAR    0.349  0.403 -0.333
## SL.TLF.CACT.FM.ZS -0.122  0.942       
## AFMR               0.699  0.358       
## FMEMP              0.867              
## MCARE                            0.580
## 
##                  RC1   RC2   RC3
## SS loadings    2.471 2.337 1.208
## Proportion Var 0.247 0.234 0.121
## Cumulative Var 0.247 0.481 0.602
## 
## $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         89.329023  76.73214  100.000000 90.989752
## 2    NOR 2023  84.607328         95.872850  97.58776   51.200119 79.788900
## 3    DNK 2023  60.794114         98.101497  96.79823   70.029803 79.739200
## 4    CHE 2023  69.962275         95.261847  90.24733   66.708098 79.588250
## 5    IRL 2023  78.623737         91.745131  76.97254   71.131482 79.274515
## 6    SGP 2023  88.945848         97.134790  58.32389   66.462362 76.073024
## 7    SWE 2023  59.944315         98.555325  84.18274   59.670043 73.807735
## 8    NLD 2023  58.314829        100.000000  90.63627   53.261257 72.840532
## 9    GBR 2023  45.928815         93.418103  81.97372   68.027597 69.938936
## 10   FIN 2023  55.021996         99.637578  91.13232   47.324049 69.731410
## 11   DEU 2023  50.903250         95.713724  84.66629   55.666861 69.224009
## 12   AUT 2023  53.074746         90.308826  86.05744   52.467321 68.206201
## 13   BEL 2023  52.745590         99.635194  77.22554   50.672308 67.341477
## 14   FRA 2023  44.367366         95.132442  82.68208   56.550354 66.651473
## 15   ISL 2023  95.364169         92.491128 100.00000   20.736163 65.396338
## 16   ARE 2023  67.230639         90.054521  91.40952   32.611472 65.179143
## 17   AUS 2023  55.269212         92.460028  91.03363   36.636960 64.252443
## 18   SVN 2023  41.829858         86.340030  87.26804   49.432719 62.826386
## 19   USA 2023  64.237395         89.353566  70.80020   35.457205 61.611204
## 20   CYP 2023  43.139738         85.563024  73.02346   51.297553 60.979051
## 21   LTU 2023  38.499689         82.631737  69.74686   60.717636 60.584414
## 22   EST 2023  39.497197         90.760060  74.41175   49.438650 60.261827
## 23   CZE 2023  39.527895         87.206726  70.40803   51.332865 59.411134
## 24   PRT 2023  34.186104         92.341276  72.82866   54.080532 59.380957
## 25   ISR 2023  46.448464         85.449833  70.03597   44.401911 59.272241
## 26   JPN 2023  40.891501         91.019760  75.07244   44.025398 59.222692
## 27   SVK 2023  36.306232         83.582297  71.92471   52.630356 58.217356
## 28   ESP 2023  36.691072         93.698555  67.34311   48.641117 57.929195
## 29   LVA 2023  33.314509         80.639120  67.12156   59.982489 57.347756
## 30   CAN 2023  54.746968         95.841365  87.85834   22.895329 56.998146
## 31   POL 2023  34.781551         83.783409  73.65528   48.698594 56.859995
## 32   HRV 2023  32.038117         82.346671  73.39510   53.631664 56.767574
## 33   ITA 2023  39.309025         86.643875  57.11072   52.542416 56.541125
## 34   HUN 2023  35.095902         82.909186  68.73292   50.800999 56.457809
## 35   KOR 2023  47.461250         93.398087  66.84029   30.051726 54.625601
## 36   GRC 2023  29.866488         89.628163  58.03160   50.652308 52.963064
## 37   BLR 2023  27.675345         75.054610  87.43772   34.629766 50.078890
## 38   BGR 2023  29.215132         80.030324  57.68863   44.994677 49.633905
## 39   ROU 2023  28.443937         73.158697  54.03463   53.594934 49.546489
## 40   URY 2023  28.103603         79.715378  56.73186   41.800940 48.009733
## 41   MDA 2023  22.267978         63.465108  83.81088   37.154300 45.801670
## 42   CHL 2023  25.813708         79.192491  61.04014   34.644565 45.598049
## 43   CRI 2023  22.982798         78.245965  45.83723   49.781502 45.007802
## 44   MDV 2023  24.204556         61.857825  47.93572   56.477664 44.870090
## 45   ARG 2023  23.768002         74.160940  61.22748   36.399736 44.519793
## 46   MYS 2023  32.005463         74.553303  53.87446   30.533060 44.510355
## 47   THA 2023  25.082588         80.559187  48.73737   39.527878 44.418436
## 48   MNE 2023  23.394475         71.623817  59.08014   32.987906 42.510063
## 49   ALB 2023  18.460835         58.260310  60.08026   48.151860 41.999319
## 50   GEO 2023  23.052084         67.453159  51.01557   37.171998 41.438859
## 51   VNM 2023  25.668948         63.565632  60.25018   29.181025 41.154974
## 52   MEX 2023  22.489204         60.019215  52.34980   40.208047 41.055667
## 53   PER 2023  20.207605         58.901686  56.18882   42.350625 41.024007
## 54   BOL 2023  19.291039         56.792239  67.84405   35.486867 40.300089
## 55   PAN 2023  29.367461         62.917546  26.08434   54.418390 40.243055
## 56   AZE 2023  21.381507         56.521416  73.72689   29.339365 40.209807
## 57   BRA 2023  19.213699         76.319858  42.54610   40.371297 39.837791
## 58   PRY 2023  22.201382         55.610676  46.13664   43.084277 39.579996
## 59   MUS 2023  22.937717         66.558342  42.15522   36.639196 39.186592
## 60   DOM 2023  21.606012         50.506161  40.36609   52.293096 38.957852
## 61   ARM 2023  19.530984         61.314107  57.84964   32.659560 38.783668
## 62   SRB 2023  25.149382         71.368620  58.21237   20.985854 38.480804
## 63   BTN 2023  27.994809         47.355139  58.53873   25.965356 37.676499
## 64   COL 2023  17.841341         67.129165  31.59345   49.179022 36.934220
## 65   CIV 2023  14.191759         35.515526  67.24623   52.827241 36.580117
## 66   UKR 2023  15.789847         69.553081  59.13295   27.312461 36.493975
## 67   ECU 2023  18.095154         63.710284  40.67360   35.599994 35.944596
## 68   SLV 2023  15.889624         56.419316  44.34081   39.763862 35.457523
## 69   TUR 2023  25.923994         76.275974  23.14729   34.264858 35.388298
## 70   CHN 2023  25.342077         89.549497  71.41430    9.176836 34.921739
## 71   KAZ 2023  32.283616         69.896412  66.94756    9.530000 34.639066
## 72   NAM 2023  13.603668         53.794937  38.82548   49.021166 34.353776
## 73   PHL 2023  14.441762         52.821608  43.16249   41.972263 34.286658
## 74   LKA 2023  11.471157         61.736463  36.44899   49.981669 33.702436
## 75   NIC 2023  15.480552         44.955468  40.12160   45.026821 33.485334
## 76   BIH 2023  18.483866         70.156923  54.20817   16.561331 32.847765
## 77   IDN 2023  17.098545         48.155596  38.80056   36.333695 32.823763
## 78   MMR 2023   8.740828         41.550530  87.28155   35.232361 32.508605
## 79   KGZ 2023  18.048042         52.573288  53.93228   21.566934 32.412170
## 80   GAB 2023  15.923283         43.876245  33.91750   46.024625 32.316107
## 81   BWA 2023  17.839732         49.827997  26.44037   44.683740 32.012508
## 82   GHA 2023  13.570667         41.274302  33.22449   52.685583 31.467176
## 83   BEN 2023  15.611445         26.537952  50.41488   44.103109 30.980227
## 84   TZA 2023  17.389296         29.373755  39.33550   42.595206 30.415622
## 85   GTM 2023  15.174617         41.014836  35.80008   38.346836 30.403115
## 86   KEN 2023  12.109081         41.352014  38.55576   40.796633 29.790675
## 87   LAO 2023  18.171898         30.413439  51.82587   27.209638 29.712130
## 88   UGA 2023  16.245339         30.247837  41.07713   36.766228 29.350673
## 89   HND 2023  11.739067         47.314009  28.95320   43.846582 28.977700
## 90   RUS 2023  31.942568         71.610060  61.23378    5.017522 28.953832
## 91   RWA 2023   8.956918         34.337227  43.35537   51.049801 28.723687
## 92   BGD 2023  12.075936         45.579373  25.51832   47.779911 28.621779
## 93   MWI 2023  10.475611         26.604529  47.87171   44.514172 27.760549
## 94   NGA 2023  18.038632         17.634634  38.45003   44.958669 27.231404
## 95   TUN 2023  11.064841         55.897576  24.99902   34.215568 26.969396
## 96   COM 2023   6.886908         33.629701  36.25333   46.228807 24.960425
## 97   CMR 2023  12.101606         25.617432  28.88077   43.068202 24.919311
## 98   EGY 2023  12.410276         57.779771  13.35959   39.507615 24.803206
## 99   BDI 2023  14.837438         18.241688  34.87118   39.509340 24.711414
## 100  MLI 2023  13.264066         25.622918  26.18340   38.286054 24.159780
## 101  AGO 2023  15.173193         17.606449  27.43059   46.147588 24.114776
## 102  ETH 2023  10.923353         21.799199  40.46263   34.773755 24.058887
## 103  LBN 2023  10.369592         45.265016  28.25581   24.470057 23.868040
## 104  TGO 2023   9.695734         29.651333  26.67813   38.624520 23.329792
## 105  TJK 2023   5.107607         45.133163  43.03775   29.783593 23.314976
## 106  MDG 2023  17.737981         17.184306  35.86692   25.556485 22.990998
## 107  IRQ 2023  10.824016         45.176506  33.57083   16.722198 22.889648
## 108  GMB 2023   6.496771         38.137518  24.11519   45.649096 22.852999
## 109  IND 2023  11.234622         58.993545  16.20920   25.074684 22.781902
## 110  DJI 2023  10.241100         29.094389  20.84855   42.945404 22.726739
## 111  DZA 2023  11.385348         57.050582  16.91879   24.212598 22.711942
## 112  GIN 2023   7.500109         19.118357  36.35775   48.469643 22.420549
## 113  JOR 2023   9.111622         56.811379  15.24247   31.096960 22.256203
## 114  UZB 2023  13.812033         62.466033  39.89035    7.000270 22.154963
## 115  COD 2023  11.151885         20.652338  32.61123   29.343376 21.666994
## 116  COG 2023  11.378382         36.369925  13.95380   37.287797 21.541232
## 117  SLE 2023   8.967237         16.554847  32.13626   44.859256 21.508385
## 118  MOZ 2023  17.092129         27.349616  28.34615   16.111028 21.495185
## 119  PAK 2023   7.966932         26.122845  26.06704   35.653524 20.971353
## 120  SEN 2023   8.215164         31.289377  17.65376   39.733335 20.606363
## 121  NPL 2023   3.071815         41.778146  33.60486   38.980242 20.248727
## 122  LSO 2023   9.688611         30.934933  21.26636   25.265994 20.032495
## 123  MNG 2023  21.317637         59.005642  64.08306    1.938259 19.881396
## 124  ZAF 2023  13.505383         66.870935  20.92946    7.213186 19.215750
## 125  MAR 2023   9.709989         52.636253   5.46035   39.142573 18.179979
## 126  LBR 2023  16.470564         27.364473  41.85623    4.885925 17.424111
## 127  CAF 2023  12.337969          5.746321  32.06515   40.231570 17.390354
## 128  MRT 2023   6.271967         26.713161  12.86067   32.622603 16.282753
## 129  TCD 2023   9.692927          6.808759  21.20131   47.717690 16.074641
## 130  BFA 2023   5.367405         14.589832  18.41266   45.692760 16.021185
## 131  ZWE 2023  11.029224         34.272727  12.29567   10.859305 14.988632
## 132  NER 2023  13.149564          1.000000  23.20660   42.633948 10.679960
## 133  IRN 2023  13.298177         65.491609  10.32654    1.000000  9.738301
## 134  SDN 2023   1.000000         24.052540   1.00000   33.219826  5.316668