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Table 16 Variables of principal components and summary result

From: Missing data management and statistical measurement of socio-economic status: application of big data

 

Variable code

Loadings

Corr

Com

Principal component 4 (life risk)

 Prevalences HIV, total (%of population ages 15–49)

SH.DYN.AIDS.ZS

1.05

0.7905701

0.8047301

 Incidence of tuberculosis (per 100.000 people)

SH.TBS.INCD

1

0.7393767

0.7888127

 Manufacturing, value added (% of G DP)

NV.IND.MANFZS

0.77

0.6267752

0.5451881

 Death rate, crude (per 1000 people)

SP.DYN.CDRT.IN

0.52

0.1150051

0.8471443

 Container port traffic (TEU: 20 fool equivalent unit)

IS.SHP.GOOD.TU

0.39

0.04575752

0.7518197

 Imports of goods and Services (% of GDP)

NE.IMP.GNFS.ZS

0.38

0.5374423

0.5675632

 Government expenditure on education is % Of GDP (%)

SE.XPD.TOTL.GD.Z

0.38

0.3719803

0.3151677

 Trade (% Of GDP)

NE.TRD.GNFS.ZS

0.34

0.5519894

0.7607122

 Health expenditure, total (% Of GDP)

SH.XPDTOTLZB

0.33

0.2408635

0.5657422

 Improved water source, urban (% of urban population with access)

SH.H2O.SAFE.UR.Z

0.31

0.4626387

0.6275678

 Agriculture, value added (% of GDP)

NV.AGR.TOTL.ZS

− 0.32

4.0058561

0.8178983

 Total debt service (% of exported goods. servicer and primary income)

DT.TDS.DECT.EX.Z

− 0.37

− 0.1428698

0.2930229

 Life expectancy at birth, total (years)

SP.DYN.LE00.IN

− 0.57

− 0.1076823

0.9380648

Principal component 5 (literacy)

 Youth literacy rate, population 15–24 years, both sexes (%)

SE.ADT.1524.LT.ZS

0.87

0.8778255

0.8556102

 Adult literacy rate, population 15 + years, both sexes (%)

SE.ADT.LITR.ZS

0.86

0.8747162

0.8454292

 Cash surplus/deficit (% of GDP)

GC.BAL.CASH.GD.Z

0.77

0.7345393

0.61338

 Hospital beds (per 1000 people)

SH.MED.BEDS.ZS

0.37

0.4346196

0.4086245

 Teenage mothers (% of women ages 15–19 who have had children or are currently pregnant)

SP.MTR.1519.ZS

− 0.38

− 0.3940773

0263375

Principal component 6 (rate of water supply and consumption contrast)

 Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)

ER.H2O.FWDM.ZS

1

0.8787253

0.8500172

 Annual freshwater withdrawals, industry (% of total freshwater withdrawal)

ER.H2O.FWIN.ZB

0.66

0.5969486

0.478074

 Cross savings (% of GDP)

NY.GNS.ICTR.ZS

0.39

0.3865365

0.1993376

 Total debt service (% of exports of goods, services and primary income)

DT.TDS.DECT.EX.Z

0.36

0.2825562

0.2930229

 Imports of goods and services (% of GDP)

NE.IMP.GNFS.ZS

0.32

0.5611142

0.5675932

 Trade (% of GDP)

NE.TRD.GNFS.ZS

0.31

0.5644163

0.7607122

 Annual freshwater withdrawals, total (billion cubic meters)

ER.H2O.FWTL.K3

− 0.41

− 0.4826178

0.4011402

 Manufacturing , value added (%of GDP)

NV.IND.MANF.ZS

− 0.43

− 0.1210153

0.5451881

 Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)

ER.H2O.FWAG.ZS

− 0.99

− 0.8304037

0.845570E

Principal component 7

 GDP per capita growth (annual %)

NY.GDP.PCAP.KDZ

0.88

0.825833

0.7268232

 Inflation, consumer prices (annual %)

FP.CPI.TOTL.ZG

0.86

0.7815264

0.7317425

 Community health workers (per 1000 people)

SH.MED.CMHW.P3

0.46

0.4290214

0.2630565

 Exports of goods and services (% of GDP)

NE.EXP.GNFS.ZS

0.45

0.6200583

0.853719

 Nurses and midwives (per 1000 people)

SH.MED.NUMW.P3

0.4

0.4986513

0.4551595

 Physicians (per 1000 people)

SH.MED.PHYS.ZS

0.39

0.4168554

0.4507651

 Services, etc., value added (% of GDP)

NV.SRV.TETC.ZS

0.32

0.3575785

0.7281336

 Improved water source, urban (% of urban population with access)

SH.H2O.SAFE.UR.Z

− 0.41

− 0.3178607

0.6275978

 Health expenditure, total (% Of GDP)

SH.XPD.TOTL.ZS

− 0.46

− 0.4648261

0.5657422