Chapter 6 Calculating the IGI

6.1 PCA loadings

## $Economy
## 
## Loadings:
##                   RC1    RC2   
## NY.GDP.PCAP.PP.KD  0.978       
## NY.ADJ.NNTY.PC.KD  0.919  0.212
## SL.GDP.PCAP.EM.KD  0.972       
## SL.EMP.TOTL.SP.ZS         0.938
## ELEPOP             0.697  0.339
## NE.EXP.GNFS.ZS     0.717 -0.226
## 
##                  RC1   RC2
## SS loadings    3.747 1.102
## Proportion Var 0.624 0.184
## Cumulative Var 0.624 0.808
## 
## $`Living conditions`
## 
## Loadings:
##                PC1  
## LP.LPI.OVRL.XQ 0.838
## IT_NET_BBND    0.917
## SH_DYN_MORT    0.888
## SH_H2O_SAFE    0.925
## SE.SEC.ENRR    0.883
## SH_ACS_UNHC    0.961
## FB_BNK_ACCSS   0.860
## 
##                  PC1
## SS loadings    5.630
## Proportion Var 0.804
## 
## $Equality
## 
## Loadings:
##                   RC1    RC2    RC3   
## SI.POV.GINI        0.605        -0.517
## SI.POV.LMIC        0.888              
## SE.ENR.SECO.FM.ZS  0.267 -0.148  0.648
## SL.EMP.TOTL.SP    -0.125  0.950       
## EMP_2WAP           0.161  0.503       
## SG_GEN_PARL_PAR    0.256  0.351  0.500
## SL.TLF.CACT.FM.ZS -0.133  0.945       
## AFMR               0.713  0.340  0.120
## FMEMP              0.811         0.275
## MCARE                           -0.591
## 
##                  RC1   RC2   RC3
## SS loadings    2.521 2.332 1.378
## Proportion Var 0.252 0.233 0.138
## Cumulative Var 0.252 0.485 0.623
## 
## $Environment
## 
## Loadings:
##               PC1  
## EN_ATM_CO2GDP 0.683
## EG_EGY_PRIM   0.632
## ER_H2O_WUEYST 0.604
## ER_PTD_TERR   0.525
## 
##                  PC1
## SS loadings    1.507
## Proportion Var 0.377

6.2 Final results for 2021

##     ISO3 Year    Economy Living conditions   Equality Environment       IGI
## 1    LUX 2021 100.000000         89.038882  79.882137  100.000000 91.834812
## 2    CHE 2021  66.702498         94.387182  95.817628   61.568816 78.066613
## 3    IRL 2021  76.754377         90.384384  79.409865   63.638656 76.948118
## 4    SGP 2021  85.553580         90.382947  74.123102   58.574952 76.119785
## 5    DNK 2021  54.819905         97.192811  96.036814   64.797439 75.882565
## 6    NOR 2021  72.457638         94.066391  98.154927   45.813556 74.405697
## 7    SWE 2021  55.621662         98.725112  96.984112   51.890844 72.504628
## 8    GBR 2021  43.094265         93.591137  88.221832   62.563634 68.689137
## 9    NLD 2021  53.500059         95.329728  92.435002   47.041169 68.623726
## 10   FIN 2021  51.928833         97.744494 100.000000   40.811332 67.463739
## 11   BEL 2021  49.883629        100.000000  86.394367   44.826675 66.297171
## 12   DEU 2021  48.151822         94.135914  84.744669   48.437927 65.677483
## 13   AUT 2021  49.629276         88.509034  89.887327   46.761500 65.550818
## 14   FRA 2021  40.836002         93.802874  87.402365   50.197396 64.027410
## 15   AUS 2021  50.859583         91.757221  91.197730   30.128575 59.840322
## 16   USA 2021  59.016229         88.515196  80.337689   30.299856 59.715531
## 17   LTU 2021  36.342663         80.534967  74.913966   55.309772 59.012155
## 18   EST 2021  39.218763         88.072868  77.085571   44.146196 58.553196
## 19   SVN 2021  39.432843         85.707681  79.345015   42.038756 57.944448
## 20   ARE 2021  66.938329         85.986021  74.551517   25.446237 57.483830
## 21   PRT 2021  30.476158         90.381367  82.435151   47.202637 57.217576
## 22   ESP 2021  33.055389         92.951321  79.005413   43.364455 56.960284
## 23   ISL 2021  85.521294         91.185544  94.960671   14.153115 56.898264
## 24   ISR 2021  43.032061         85.031778  76.737482   36.876093 56.725909
## 25   CYP 2021  38.621521         83.747864  69.733638   44.944384 56.426124
## 26   JPN 2021  38.767422         89.545054  73.785649   38.959991 56.204983
## 27   CZE 2021  37.646721         85.686726  65.980165   46.064235 55.957009
## 28   LVA 2021  30.347529         80.238113  72.331211   54.303666 55.611516
## 29   ITA 2021  35.138639         85.784592  63.764058   47.842848 55.067682
## 30   SVK 2021  34.358684         80.917630  65.584929   46.981245 54.100598
## 31   HUN 2021  32.530805         81.986341  65.635158   44.327093 52.778923
## 32   HRV 2021  27.437673         79.162268  76.470784   46.491501 52.714932
## 33   POL 2021  31.478995         82.843876  69.965990   42.253427 52.693561
## 34   CAN 2021  50.768018         95.179208  89.149794   16.917875 51.957663
## 35   KOR 2021  44.094456         91.422498  64.961092   25.303322 50.736088
## 36   GRC 2021  26.434486         87.112703  56.480457   44.150082 48.952009
## 37   CRI 2021  20.943281         75.716172  74.707672   44.550417 47.930569
## 38   BLR 2021  24.225447         77.767502  86.988053   30.166368 47.153414
## 39   URY 2021  24.293988         77.528973  70.283980   37.101032 47.076189
## 40   ROU 2021  24.790557         71.875741  56.339029   47.483661 46.725670
## 41   BGR 2021  25.121793         75.302581  64.707062   38.105581 46.472944
## 42   PAN 2021  27.813425         60.517170  47.838313   48.311266 44.410876
## 43   MYS 2021  29.764632         72.066505  67.390604   25.500710 43.817379
## 44   CHL 2021  23.819170         77.303907  66.064559   29.695335 43.595956
## 45   ARG 2021  20.625753         71.693698  76.833282   31.605460 43.531194
## 46   THA 2021  22.833027         76.976762  53.892654   33.363360 42.162914
## 47   MEX 2021  20.923592         56.686928  77.037383   34.463944 42.125631
## 48   MDV 2021  22.346343         60.161004  45.553610   46.941083 41.176493
## 49   BRA 2021  16.070177         73.183221  59.050649   35.410506 39.600188
## 50   MNE 2021  20.478432         70.445799  60.427375   27.625521 39.393449
## 51   PER 2021  18.749960         57.974583  60.907612   36.151509 39.333174
## 52   PRY 2021  19.851769         52.997093  59.230388   38.353846 39.318885
## 53   MUS 2021  20.950314         65.802806  51.159913   31.714387 38.672769
## 54   COL 2021  14.705905         65.245942  53.089760   43.237312 38.523761
## 55   DOM 2021  18.555752         47.766450  49.350898   48.027831 38.071272
## 56   ALB 2021  14.825171         55.807431  59.202859   42.398852 37.961829
## 57   GEO 2021  18.549435         64.067175  53.011815   31.526912 37.540936
## 58   TUR 2021  25.310772         72.419466  35.337238   28.833103 36.967593
## 59   NAM 2021  11.318087         49.832676  75.254153   43.923728 36.951258
## 60   BOL 2021  14.380247         53.444196  73.032943   33.209496 36.949792
## 61   ECU 2021  15.695415         62.644278  60.058089   30.868638 36.743947
## 62   NIC 2021  13.446742         44.917323  72.943835   38.375512 36.059394
## 63   ARM 2021  15.921177         58.224334  60.019559   28.290023 35.420236
## 64   MDA 2021  11.559562         63.791925  60.424176   31.936225 34.538252
## 65   AZE 2021  19.517290         51.613241  57.391282   24.382348 34.456846
## 66   LKA 2021  11.668539         59.948499  43.719242   43.973800 34.053782
## 67   SRB 2021  21.241176         69.225051  65.200927   13.715137 33.862883
## 68   SLV 2021  12.419307         56.299280  55.202526   34.007886 33.848131
## 69   BWA 2021  16.365436         47.993836  42.894488   38.631214 33.776389
## 70   HND 2021  11.677927         45.789707  62.977089   37.666229 33.559624
## 71   PHL 2021  11.778730         50.064371  57.561359   36.731072 33.415501
## 72   UKR 2021  14.242187         68.685960  57.659007   20.276381 32.702094
## 73   GAB 2021  14.079591         40.079847  45.576147   40.554187 31.957467
## 74   GHA 2021  13.347728         37.868212  43.552584   45.703187 31.670917
## 75   IDN 2021  15.539765         45.575655  45.773795   30.880254 31.631427
## 76   KAZ 2021  28.390339         67.834021  67.017332    7.399411 31.260837
## 77   KEN 2021  12.342461         38.315667  47.208617   34.470355 29.618380
## 78   TZA 2021  14.560241         25.156372  57.361585   36.513055 29.595213
## 79   MMR 2021  10.673343         37.360617  57.892523   32.419159 29.412686
## 80   GTM 2021  11.833341         39.179405  47.072750   33.230853 29.182270
## 81   BTN 2021  15.939487         44.845773  53.104672   17.721908 28.639126
## 82   TUN 2021  10.218094         52.581113  39.931018   29.922348 28.305865
## 83   CMR 2021  12.024668         22.101763  51.004342   37.054321 26.621744
## 84   RUS 2021  27.567002         71.128319  62.251516    4.035212 26.491838
## 85   LAO 2021  12.560430         28.000708  57.801682   23.826799 26.381223
## 86   BGD 2021   8.619309         43.107581  30.978106   41.915670 26.355081
## 87   CHN 2021  22.387267         84.694186  78.746017    3.037308 25.950339
## 88   ETH 2021  13.117433         20.071762  59.430222   27.198552 25.541528
## 89   AGO 2021  15.846005         14.558083  40.981558   43.091156 25.263886
## 90   KGZ 2021  11.674462         51.935224  44.460236   14.948013 25.194951
## 91   UGA 2021  10.448113         26.556041  54.053482   25.218864 24.799196
## 92   RWA 2021   5.035533         32.226940  52.077536   43.281258 24.592558
## 93   GMB 2021   6.825852         34.989439  38.878115   38.326355 24.424413
## 94   EGY 2021   9.203833         55.202999  19.894071   34.778487 24.349578
## 95   BDI 2021  12.314217         15.120197  61.702966   29.496841 24.127452
## 96   DJI 2021  11.182107         25.285772  29.519324   38.157858 23.755959
## 97   COG 2021  10.059049         32.451063  30.474965   31.981664 23.749667
## 98   DZA 2021   9.224901         53.863594  28.195289   21.512080 23.430362
## 99   MAR 2021   8.182596         49.607673  20.248911   33.228441 22.860615
## 100  SEN 2021   6.783517         28.366668  40.834386   34.426816 22.805864
## 101  LSO 2021   8.606881         27.808236  50.305303   21.258605 22.492718
## 102  JOR 2021   8.531680         51.777341  21.673712   26.290011 22.398792
## 103  MLI 2021  10.922389         21.017516  27.723323   34.844789 21.700540
## 104  MDG 2021  15.700604         13.528469  48.926985   20.951448 21.601399
## 105  TJK 2021   4.674647         44.757193  44.086477   23.158762 21.498498
## 106  MOZ 2021  14.001753         23.377580  47.967307   13.274308 21.366569
## 107  CIV 2021  11.931804         30.745910  11.328330   46.904975 21.012105
## 108  BFA 2021   9.928203         11.797219  36.415235   42.369728 20.618035
## 109  BEN 2021   9.817558         22.162915  24.331144   32.133266 20.308925
## 110  MNG 2021  17.156898         56.831326  65.800887    2.382940 19.773925
## 111  TGO 2021   7.483890         25.226428  22.603574   33.679361 19.470675
## 112  ZWE 2021   9.557227         30.569748  44.834111   10.326537 19.177711
## 113  IRQ 2021   9.087663         41.769627  29.790753   11.857296 19.135728
## 114  IND 2021   7.327198         55.421634  16.471263   19.277368 18.949510
## 115  COM 2021   2.593783         29.449442  31.954873   43.002272 17.999473
## 116  PAK 2021   6.610644         22.826140  21.381557   32.082036 17.936775
## 117  NGA 2021   8.307417         14.516182  18.544568   40.231520 17.319103
## 118  COD 2021  10.439691         16.248854  22.525952   21.727996 16.974747
## 119  ZAF 2021  13.705748         64.919728  61.960962    1.351353 16.521201
## 120  MRT 2021   5.735161         21.203628  18.121719   26.798233 15.588895
## 121  SLE 2021   5.295863          8.018790  33.583863   39.397394 15.396108
## 122  NPL 2021   1.000000         37.557740  36.251608   34.045813 14.673125
## 123  UZB 2021  11.202554         59.771713  42.101006    1.411455 14.123525
## 124  GIN 2021   7.489347         12.621463   6.726176   39.677048 12.602749
## 125  IRN 2021  12.600724         64.626439  16.466750    1.000000 10.761019
## 126  CAF 2021   9.187474          2.486601  14.576012   35.023889 10.392052
## 127  SDN 2021   2.300474         21.607798   3.948640   28.546899  8.651842
## 128  NER 2021  11.239104          1.000000  12.853371   38.093120  8.612888
## 129  TCD 2021   9.170731          3.690825   1.000000   42.031118  6.141502