* Wealth index calculation. Hanna, 03/15/2021. Kenya MIS 2020. cd 'C:\KE81\Wealth'. include file='wealth_assets.sps'. missing values QH115 (99.9). execute. set tvars=both. * Macro definitions to perform some recoding automatically. * Note: Do not use an asterisk in front of a macro name to try to comment it out - it will run any way because of the way the macros are expanded. * Delete the line instead or change the spelling of the macro in the comment. * Do not use the names of macros in comments - they will also be expanded too, and likely will fail. *{Create binary variables based on condition and give label }. define dichotomize( !positional !enclose('(',')') / !positional !tokens(1) / !positional !tokens(1) ) compute !2=0. if (!1) !2=1. variable labels !2 !3. value labels !2 0 'No' 1 'Yes'. formats !2 (f1.0). !enddefine. *(Separate shared toilets from non-shared toilets). define shared_fac( !positional !tokens(1) / !positional !tokens(1) / !positional !tokens(1) ). compute !2 = 0. do if (QH106=1). + if (!1=1) !2 = 1. + compute !1 = 0. end if. variable labels !2 !3. value labels !2 0 'No' 1 'Yes'. formats !2 (f1.0). !enddefine. *{Reset missing values to 'does not have', change 2 code to 0}. define no2zero( !positional !tokens(1) ) if (missing(!1) | !1<>1) !1=0. value labels !1 0 'No' 1 'Yes'. !enddefine. *{Construct Variables}. * Source of drinking water. dichotomize (QH101=11) QH101_11 "Source of drinking water: Piped into dwelling". dichotomize (QH101=12) QH101_12 "Source of drinking water: Piped to yard/plot". dichotomize (QH101=13) QH101_13 "Source of drinking water: Piped to neighbor". dichotomize (QH101=14) QH101_14 "Source of drinking water: Public tap/standpipe". dichotomize (QH101=21) QH101_21 "Source of drinking water: Tube well or borehole". dichotomize (QH101=31) QH101_31 "Source of drinking water: Protected well". dichotomize (QH101=32) QH101_32 "Source of drinking water: Unprotected well". dichotomize (QH101=41) QH101_41 "Source of drinking water: Protected spring". dichotomize (QH101=42) QH101_42 "Source of drinking water: Unprotected spring". dichotomize (QH101=51) QH101_51 "Source of drinking water: Rainwater". dichotomize (QH101=61) QH101_61 "Source of drinking water: Tanker truck". dichotomize (QH101=71) QH101_71 "Source of drinking water: Cart with small tank". dichotomize (QH101=81) QH101_81 "Source of drinking water: Surface water (river/dam/lake/pond/stream/canal/irrigation channel)". dichotomize (QH101=91) QH101_91 "Source of drinking water: Bottled water". dichotomize (QH101=96) QH101_96 "Source of drinking water: Other". * Type of toilet facility. dichotomize (QH105=11) QH105_11 "Type of toilet facility: Flush to piped sewer system". dichotomize (QH105=12) QH105_12 "Type of toilet facility: Flush to septic tank". dichotomize (QH105=13) QH105_13 "Type of toilet facility: Flush to pit latrine". dichotomize (QH105=14) QH105_14 "Type of toilet facility: Flush to somewhere else". dichotomize (QH105=15) QH105_15 "Type of toilet facility: Flush, don't know where". dichotomize (QH105=21) QH105_21 "Type of toilet facility: Ventilated improved pit latrine". dichotomize (QH105=22) QH105_22 "Type of toilet facility: Pit latrine with slab". dichotomize (QH105=23) QH105_23 "Type of toilet facility: Pit latrine without slab/open pit". dichotomize (QH105=31) QH105_31 "Type of toilet facility: Composting toilet". dichotomize (QH105=41) QH105_41 "Type of toilet facility: Bucket toilet". dichotomize (QH105=51) QH105_51 "Type of toilet facility: Hanging toilet/hanging latrine". dichotomize (QH105=61) QH105_61 "Type of toilet facility: No facility/bush/field". dichotomize (QH105=96) QH105_96 "Type of toilet facility: Other". shared_fac QH105_11 QH105_11_sh "Type of toilet facility: Flush to piped sewer system - shared". shared_fac QH105_12 QH105_12_sh "Type of toilet facility: Flush to septic tank - shared". shared_fac QH105_13 QH105_13_sh "Type of toilet facility: Flush to pit latrine - shared". shared_fac QH105_14 QH105_14_sh "Type of toilet facility: Flush to somewhere else - shared". shared_fac QH105_15 QH105_15_sh "Type of toilet facility: Flush, don't know where - shared". shared_fac QH105_21 QH105_21_sh "Type of toilet facility: Ventilated improved pit latrine - shared". shared_fac QH105_22 QH105_22_sh "Type of toilet facility: Pit latrine with slab - shared". shared_fac QH105_23 QH105_23_sh "Type of toilet facility: Pit latrine without slab/open pit - shared". shared_fac QH105_31 QH105_31_sh "Type of toilet facility: Composting toilet - shared". shared_fac QH105_41 QH105_41_sh "Type of toilet facility: Bucket toilet - shared". shared_fac QH105_51 QH105_51_sh "Type of toilet facility: Hanging toilet/hanging latrine - shared". shared_fac QH105_96 QH105_96_sh "Type of toilet facility: Other - shared". * Type of cooking device. dichotomize (QH109=1) QH109_1 "Type of cooking device: Electric stove". dichotomize (QH109=2) QH109_2 "Type of cooking device: Solar cooker". dichotomize (QH109=3) QH109_3 "Type of cooking device: Liquefied petroleum gas (LPG)/cooking gas stove". dichotomize (QH109=4) QH109_4 "Type of cooking device: Piped natural gas stove". dichotomize (QH109=5) QH109_5 "Type of cooking device: Biogas stove". dichotomize (QH109=6) QH109_6 "Type of cooking device: Liquid fuel stove". dichotomize (QH109=7) QH109_7 "Type of cooking device: Manufactured solid fuel stove". dichotomize (QH109=8) QH109_8 "Type of cooking device: Traditional solid fuel stove". dichotomize (QH109=9) QH109_9 "Type of cooking device: Three stone stove/open fire". dichotomize (QH109=95) QH109_95 "Type of cooking device: No food cooked in household". dichotomize (QH109=96) QH109_96 "Type of cooking device: Other". * Type of fuel/energy source for cooking device. dichotomize (QH110=1) QH110_1 "Type of fuel/energy source for cooking device: Alcohol/ethanol". dichotomize (QH110=2) QH110_2 "Type of fuel/energy source for cooking device: gasoline/diesel". dichotomize (QH110=3) QH110_3 "Type of fuel/energy source for cooking device: Kerosene/paraffin". dichotomize (QH110=4) QH110_4 "Type of fuel/energy source for cooking device: Coal/lignite". dichotomize (QH110=5) QH110_5 "Type of fuel/energy source for cooking device: Charcoal". dichotomize (QH110=6) QH110_6 "Type of fuel/energy source for cooking device: Wood". dichotomize (QH110=7) QH110_7 "Type of fuel/energy source for cooking device: Straw/shrubs/grass". dichotomize (QH110=8) QH110_8 "Type of fuel/energy source for cooking device: Agricultural crop". dichotomize (QH110=9) QH110_9 "Type of fuel/energy source for cooking device: Animal dung/waste". dichotomize (QH110=10) QH110_10 "Type of fuel/energy source for cooking device: Processed biomass (pellets) or woodchips". dichotomize (QH110=11) QH110_11 "Type of fuel/energy source for cooking device: Garbage/plastic". dichotomize (QH110=12) QH110_12 "Type of fuel/energy source for cooking device: Sawdust". dichotomize (QH110=96) QH110_96 "Type of fuel/energy source for cooking device: Other". * Cows/bulls. if (missing(QH113A) | QH112 <> 1) QH113A=0. missing values QH113A (99). compute QH113A_1 = (QH113A >= 1 & QH113A <= 4). compute QH113A_2 = (QH113A >= 5 & QH113A <= 9). compute QH113A_3 = (QH113A >= 10 & QH113A <= 98). variable labels QH113A_1 'Cows/bulls: 1-4' /QH113A_2 'Cows/bulls: 5-9' /QH113A_3 'Cows/bulls: 10+'. * Other cattle. if (missing(QH113B) | QH112 <> 1) QH113B=0. missing values QH113B (99). compute QH113B_1 = (QH113B >= 1 & QH113B <= 4). compute QH113B_2 = (QH113B >= 5 & QH113B <= 9). compute QH113B_3 = (QH113B >= 10 & QH113B <= 98). variable labels QH113B_1 'Other cattle: 1-4' /QH113B_2 'Other cattle: 5-9' /QH113B_3 'Other cattle: 10+'. * Horses. if (missing(QH113C) | QH112 <> 1) QH113C=0. missing values QH113C (99). compute QH113C_1 = (QH113C >= 1 & QH113C <= 4). compute QH113C_2 = (QH113C >= 5 & QH113C <= 9). compute QH113C_3 = (QH113C >= 10 & QH113C <= 98). variable labels QH113C_1 'Horses: 1-4' /QH113C_2 'Horses: 5-9' /QH113C_3 'Horses: 10+'. * Donkeys. if (missing(QH113D) | QH112 <> 1) QH113D=0. missing values QH113D (99). compute QH113D_1 = (QH113D >= 1 & QH113D <= 4). compute QH113D_2 = (QH113D >= 5 & QH113D <= 9). compute QH113D_3 = (QH113D >= 10 & QH113D <= 98). variable labels QH113D_1 'Donkeys: 1-4' /QH113D_2 'Donkeys: 5-9' /QH113D_3 'Donkeys: 10+'. * Mules. if (missing(QH113E) | QH112 <> 1) QH113E=0. missing values QH113E (99). compute QH113E_1 = (QH113E >= 1 & QH113E <= 4). compute QH113E_2 = (QH113E >= 5 & QH113E <= 9). compute QH113E_3 = (QH113E >= 10 & QH113E <= 98). variable labels QH113E_1 'Mules: 1-4' /QH113E_2 'Mules: 5-9' /QH113E_3 'Mules: 10+'. * Goats. if (missing(QH113F) | QH112 <> 1) QH113F=0. missing values QH113F (99). compute QH113F_1 = (QH113F >= 1 & QH113F <= 4). compute QH113F_2 = (QH113F >= 5 & QH113F <= 9). compute QH113F_3 = (QH113F >= 10 & QH113F <= 98). variable labels QH113F_1 'Goats: 1-4' /QH113F_2 'Goats: 5-9' /QH113F_3 'Goats: 10+'. * Sheep. if (missing(QH113G) | QH112 <> 1) QH113G=0. missing values QH113G (99). compute QH113G_1 = (QH113G >= 1 & QH113G <= 4). compute QH113G_2 = (QH113G >= 5 & QH113G <= 9). compute QH113G_3 = (QH113G >= 10 & QH113G <= 98). variable labels QH113G_1 'Sheep: 1-4' /QH113G_2 'Sheep: 5-9' /QH113G_3 'Sheep: 10+'. * Chickens or other poultry. if (missing(QH113H) | QH112 <> 1) QH113H=0. missing values QH113H (99). compute QH113H_1 = (QH113H >= 1 & QH113H <= 4). compute QH113H_2 = (QH113H >= 5 & QH113H <= 9). compute QH113H_3 = (QH113H >= 10 & QH113H <= 98). variable labels QH113H_1 'Chickens or other poultry: 1-4' /QH113H_2 'Chickens or other poultry: 5-9' /QH113H_3 'Chickens or other poultry: 10+'. * Pigs. if (missing(QH113I) | QH112 <> 1) QH113I=0. missing values QH113I (99). compute QH113I_1 = (QH113I >= 1 & QH113I <= 4). compute QH113I_2 = (QH113I >= 5 & QH113I <= 9). compute QH113I_3 = (QH113I >= 10 & QH113I <= 98). variable labels QH113I_1 'Pigs: 1-4' /QH113I_2 'Pigs: 5-9' /QH113I_3 'Pigs: 10+'. * Size of agricultural land number. compute landarea = 0. if (QH115U = 1) landarea = QH115N*4046.9. /* Acre = 4046.9 sq. meters */ if (QH115U = 2) landarea = QH115N*10000. /* Hectare = 10000 sq. meters */ if (QH115U = 3) landarea = QH115N*0.092903. /* Plot size = one sq ft = 0.092903 sq. meters */ if (QH115U = 9 and QH115N = 99999.5) landarea = 9500000. if (QH115U >= 8) landarea = 0. if (missing(QH115N) | QH115N >= 99999.8) landarea=9999999. if (missing(QH114 ) | QH114 <> 1) landarea=0. missing values landarea (9999999). * Electricity. no2zero QH116A. * Radio. no2zero QH116B. * Television. no2zero QH116C. * Telephone (non-mobile). no2zero QH116D. * Computer. no2zero QH116E. * Refrigerator. no2zero QH116F. * Solar Panel. no2zero QH116G. * Table. no2zero QH116H. * Chair. no2zero QH116I. * Sofa. no2zero QH116J. * Bed. no2zero QH116K. * Cupboard. no2zero QH116L. * Clock. no2zero QH116M. * Microwave oven. no2zero QH116N. * DVD player. no2zero QH116O. * CD player. no2zero QH116P. * Watch. no2zero QH117A. * Mobile telephone. no2zero QH117B. * Bicycle. no2zero QH117C. * Motorcycle or scooter. no2zero QH117D. * Animal-drawn cart. no2zero QH117E. * Car or Truck. no2zero QH117F. * Boat with a motor. no2zero QH117G. * Bank account. no2zero QH118. * Member use phone for financial transactions. no2zero QH119. * Main floor material. dichotomize (QH132=11) QH132_11 "Main floor material: Earth/sand". dichotomize (QH132=12) QH132_12 "Main floor material: Dung". dichotomize (QH132=21) QH132_21 "Main floor material: Wood planks". dichotomize (QH132=22) QH132_22 "Main floor material: Palm/bamboo". dichotomize (QH132=31) QH132_31 "Main floor material: Parquet or polished wood". dichotomize (QH132=32) QH132_32 "Main floor material: Vinyl or asphalt strips". dichotomize (QH132=33) QH132_33 "Main floor material: Ceramic tiles". dichotomize (QH132=34) QH132_34 "Main floor material: Cement". dichotomize (QH132=35) QH132_35 "Main floor material: Carpet". dichotomize (QH132=96) QH132_96 "Main floor material: Other". * Main roof material. dichotomize (QH133=11) QH133_11 "Main roof material: No roof". dichotomize (QH133=12) QH133_12 "Main roof material: Thatch/palm leaf". dichotomize (QH133=13) QH133_13 "Main roof material: Sod". dichotomize (QH133=21) QH133_21 "Main roof material: Rustic mat". dichotomize (QH133=22) QH133_22 "Main roof material: Palm/bamboo". dichotomize (QH133=23) QH133_23 "Main roof material: Wood planks". dichotomize (QH133=24) QH133_24 "Main roof material: Cardboard". dichotomize (QH133=31) QH133_31 "Main roof material: Iron sheets". dichotomize (QH133=32) QH133_32 "Main roof material: Wood". dichotomize (QH133=33) QH133_33 "Main roof material: Calamine/cement fiber". dichotomize (QH133=34) QH133_34 "Main roof material: Brick/clay tiles". dichotomize (QH133=35) QH133_35 "Main roof material: Cement". dichotomize (QH133=36) QH133_36 "Main roof material: Roofing shingles". dichotomize (QH133=96) QH133_96 "Main roof material: Other". * Main wall material. dichotomize (QH134=11) QH134_11 "Main wall material: No walls". dichotomize (QH134=12) QH134_12 "Main wall material: Cane/palm/trunks". dichotomize (QH134=13) QH134_13 "Main wall material: Dirt". dichotomize (QH134=21) QH134_21 "Main wall material: Bamboo with mud". dichotomize (QH134=22) QH134_22 "Main wall material: Stone with mud". dichotomize (QH134=23) QH134_23 "Main wall material: Uncovered adobe". dichotomize (QH134=24) QH134_24 "Main wall material: Plywood". dichotomize (QH134=25) QH134_25 "Main wall material: Cardboard". dichotomize (QH134=26) QH134_26 "Main wall material: Reused wood". dichotomize (QH134=31) QH134_31 "Main wall material: Cement". dichotomize (QH134=32) QH134_32 "Main wall material: Stone with lime/cement". dichotomize (QH134=33) QH134_33 "Main wall material: Bricks". dichotomize (QH134=34) QH134_34 "Main wall material: Cement blocks". dichotomize (QH134=35) QH134_35 "Main wall material: Covered adobe". dichotomize (QH134=36) QH134_36 "Main wall material: Wood planks/shingles". dichotomize (QH134=96) QH134_96 "Main wall material: Other". *{Members per sleeping room}. if (hhusual=0) hhusual=hhslept. if (QH111>0) memsleep=trunc(hhusual/QH111). if (QH111=0) memsleep=hhusual. if (missing(QH111) or QH111>=99 or memsleep>=98) memsleep=99. variable labels memsleep 'Number of members per sleeping room'. value labels memsleep 0 'Less than 1 per room'. formats memsleep (f2.0). missing values memsleep (99). * Compute urban and rural variables coded (1/0) for filters later. compute urban=(QHTYPE = 1). compute rural=(QHTYPE = 2). variable labels urban 'Urban' / rural 'Rural'. value labels urban 1 'Urban' / rural 1 'Rural'. formats urban rural (f1.0). execute. * Check on indicator variable creation. frequencies variables=QHTYPE to domestic. * Toilet facility by shared/not shared. crosstabs /tables=QH105 by QH106. * Land area by units - if there are separate units - need to convert them to one unit. *crosstabs /tables=QH115N by QH115U. frequencies variables= QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea . * Turn off weights before all factor analysis. weight off. * Name the dataset window for the HH data for use later. dataset name assets. save outfile='assets.sav'. *** Test Factor Analysis. filter off. execute. factor /variables QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea /missing meansub /analysis QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea /print univariate initial extraction fscore /criteria factors(1) iterate(25) /extraction pc /rotation norotate /method=correlation. *** Common Factor analysis ***. ** Removed area-specific variables **. ** Agricultural animal variables excluded ** Land area excluded ** Any others ?. *** Common Factor Analysis. filter off. execute. factor /variables QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep /missing meansub /analysis QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep /print univariate initial extraction fscore /criteria factors(1) iterate(25) /extraction pc /rotation norotate /save reg(ALL com) /method=correlation. *** Urban Factor Analysis. filter off. filter by urban. execute. factor /variables QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea /missing meansub /analysis QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea /print univariate initial extraction fscore /criteria factors(1) iterate(25) /extraction pc /rotation norotate /save reg(ALL urb) /method=correlation. *** Rural Factor Analysis. filter off. filter by rural. execute. factor /variables QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea /missing meansub /analysis QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea /print univariate initial extraction fscore /criteria factors(1) iterate(25) /extraction pc /rotation norotate /save reg(ALL rur) /method=correlation. * Label the created score variables. rename variables (com1 urb1 rur1=comscore urbscore rurscore). variable labels comscore 'Common wealth score' /urbscore 'Urban wealth score' /rurscore 'Rural wealth score'. * Add a variable used for linking later. filter off. string rowtype_ (A8). compute rowtype_ = 'EST'. * Calculate regressions. ** Area=urban. filter off. filter by urban. execute. * Declare a dataset to be written to in the regression. dataset declare urbancorv. * Run regression of comscore with urbscore. regression /missing listwise /statistics coeff outs R anova /criteria=pin(.05) pout(.10) /noorigin /dependent comscore /method=enter urbscore /outfile=corv(urbancorv). * Activate file of output from regression. dataset activate urbancorv. * Drop all rows of output except the coefficients. select if (rowtype_ = 'EST'). execute. * Delete unnecessary variables before merging. delete variables DEPVAR_ VARNAME_. * Rename variables containing the constant and the coefficient. rename variables CONST_=urbconst urbscore=urbcoeff. * Re-activate the main household data. dataset activate assets. * merge the coefficients. match files /file = * /table = urbancorv /by ROWTYPE_. execute. * Calculate regressions. ** Area=rural. filter off. filter by rural. execute. * Declare a dataset to be written to in the regression. dataset declare ruralcorv. * Run regression of comscore with rurscore. regression /missing listwise /statistics coeff outs R anova /criteria=pin(.05) pout(.10) /noorigin /dependent comscore /method=enter rurscore /outfile=corv(ruralcorv). * Activate file of output from regression. dataset activate ruralcorv. * Drop all rows of output except the coefficients. select if (rowtype_ = 'EST'). execute. * Delete unnecessary variables before merging. delete variables DEPVAR_ VARNAME_. * Rename variables containing the constant and the coefficient. rename variables CONST_=rurconst rurscore=rurcoeff. * Re-activate the main household data. dataset activate assets. * merge the coefficients. match files /file = * /table = ruralcorv /by ROWTYPE_. execute. dataset close urbancorv. dataset close ruralcorv. dataset activate assets. filter off. *** Calculate combined wealth score from Urban and Rural Scores. * Use coefficients from urban and rural regressions above. compute combscor=0. print formats combscor (f11.5). write formats combscor (f11.5). ** Urban. if (urban = 1) combscor=urbconst+urbcoeff*urbscore. ** Rural. if (rural = 1) combscor=rurconst+rurcoeff*rurscore. variable labels combscor 'Combined national wealth score'. execute. compute hhwt = QHWEIGHT/1000000. variable labels hhwt 'HH weights'. formats hhwt (f12.6). weight by hhwt. filter off. execute. frequencies variables=combscor comscore /format=notable /ntiles=5 /statistics=minimum maximum stddev mean /histogram normal /order=analysis. filter off. filter by urban. execute. frequencies variables=combscor urbscore /format=notable /ntiles=5 /statistics=minimum maximum stddev mean /histogram normal /order=analysis. filter off. filter by rural. execute. frequencies variables=combscor rurscore /format=notable /ntiles=5 /statistics=minimum maximum stddev mean /histogram normal /order=analysis. filter off. execute. *Calculate quintiles and scores for data file. compute hhmemwt=QHWEIGHT*hhusual/1000000. variable labels hhmemwt 'HH members weighting for index'. formats hhmemwt (f12.6). weight by hhmemwt. filter off. filter by urban. execute. rank variables=urbscore (A) /rank /ntiles (5) /print=yes /ties=mean. filter off. filter by rural. execute. rank variables=rurscore (A) /rank /ntiles (5) /print=yes /ties=mean. filter off. execute. rank variables=combscor (A) /rank /ntiles (5) /print=yes /ties=mean. variable labels ncombsco 'Combined wealth index' /nurbscor 'Urban wealth index' /nrurscor 'Rural wealth index'. value labels ncombsco nurbscor nrurscor 1 'Lowest' 2 'Second' 3 'Middle' 4 'Fourth' 5 'Highest'. *** Check on quintiles. frequencies variables=ncombsco nurbscor nrurscor. weight by hhwt. ctables /table ( QH101_11+QH101_12+QH101_13+QH101_14+QH101_21+QH101_31+QH101_32+QH101_41+QH101_42+QH101_51+QH101_61+QH101_71+QH101_81+QH101_91+QH101_96+ QH105_11+QH105_12+QH105_13+QH105_14+QH105_15+QH105_21+QH105_22+QH105_23+QH105_31+QH105_41+QH105_51+QH105_61+QH105_96+ QH105_11_sh+QH105_12_sh+QH105_13_sh+QH105_14_sh+QH105_15_sh+QH105_21_sh+QH105_22_sh+QH105_23_sh+QH105_31_sh+QH105_41_sh+QH105_51_sh+QH105_96_sh+ QH109_1+QH109_2+QH109_3+QH109_4+QH109_5+QH109_6+QH109_7+QH109_8+QH109_9+QH109_95+QH109_96+ QH110_1+QH110_2+QH110_3+QH110_4+QH110_5+QH110_6+QH110_7+QH110_8+QH110_9+QH110_10+QH110_11+QH110_12+QH110_96+ QH116A+QH116B+QH116C+QH116D+QH116E+QH116F+QH116G+QH116H+QH116I+QH116J+QH116K+QH116L+QH116M+QH116N+QH116O+QH116P+QH117A+QH117B+QH117C+QH117D+QH117E+QH117F+ QH117G+QH118+QH119+QH132_11+QH132_12+QH132_21+QH132_22+QH132_31+QH132_32+QH132_33+QH132_34+QH132_35+QH132_96+ QH133_11+QH133_12+QH133_13+QH133_21+QH133_22+QH133_23+QH133_24+QH133_31+QH133_32+QH133_33+QH133_34+QH133_35+QH133_36+QH133_96+ QH134_11+QH134_12+QH134_13+QH134_21+QH134_22+QH134_23+QH134_24+QH134_25+QH134_26+QH134_31+QH134_32+QH134_33+QH134_34+QH134_35+QH134_36+QH134_96+ LAND+memsleep+ QH113A_1+QH113A_2+QH113A_3+QH113B_1+QH113B_2+QH113B_3+ QH113C_1+QH113C_2+QH113C_3+QH113D_1+QH113D_2+QH113D_3+ QH113E_1+QH113E_2+QH113E_3+QH113F_1+QH113F_2+QH113F_3+ QH113G_1+QH113G_2+QH113G_3+QH113H_1+QH113H_2+QH113H_3+ QH113I_1+QH113I_2+QH113I_3+landarea )[S][Mean F8.3] by (ncombsco+nurbscor+nrurscor)[C] /slabels visible=no. * Alternative instead of ctables. *means tables= QH101_11 QH101_12 QH101_13 QH101_14 QH101_21 QH101_31 QH101_32 QH101_41 QH101_42 QH101_51 QH101_61 QH101_71 QH101_81 QH101_91 QH101_96 QH105_11 QH105_12 QH105_13 QH105_14 QH105_15 QH105_21 QH105_22 QH105_23 QH105_31 QH105_41 QH105_51 QH105_61 QH105_96 QH105_11_sh QH105_12_sh QH105_13_sh QH105_14_sh QH105_15_sh QH105_21_sh QH105_22_sh QH105_23_sh QH105_31_sh QH105_41_sh QH105_51_sh QH105_96_sh QH109_1 QH109_2 QH109_3 QH109_4 QH109_5 QH109_6 QH109_7 QH109_8 QH109_9 QH109_95 QH109_96 QH110_1 QH110_2 QH110_3 QH110_4 QH110_5 QH110_6 QH110_7 QH110_8 QH110_9 QH110_10 QH110_11 QH110_12 QH110_96 QH116A QH116B QH116C QH116D QH116E QH116F QH116G QH116H QH116I QH116J QH116K QH116L QH116M QH116N QH116O QH116P QH117A QH117B QH117C QH117D QH117E QH117F QH117G QH118 QH119 QH132_11 QH132_12 QH132_21 QH132_22 QH132_31 QH132_32 QH132_33 QH132_34 QH132_35 QH132_96 QH133_11 QH133_12 QH133_13 QH133_21 QH133_22 QH133_23 QH133_24 QH133_31 QH133_32 QH133_33 QH133_34 QH133_35 QH133_36 QH133_96 QH134_11 QH134_12 QH134_13 QH134_21 QH134_22 QH134_23 QH134_24 QH134_25 QH134_26 QH134_31 QH134_32 QH134_33 QH134_34 QH134_35 QH134_36 QH134_96 LAND memsleep QH113A_1 QH113A_2 QH113A_3 QH113B_1 QH113B_2 QH113B_3 QH113C_1 QH113C_2 QH113C_3 QH113D_1 QH113D_2 QH113D_3 QH113E_1 QH113E_2 QH113E_3 QH113F_1 QH113F_2 QH113F_3 QH113G_1 QH113G_2 QH113G_3 QH113H_1 QH113H_2 QH113H_3 QH113I_1 QH113I_2 QH113I_3 landarea by ncombsco nurbscor nrurscor /cells mean count stddev. graph /histogram(normal)=combscor /title= 'Distribution of Households by Wealth Scores'. frequencies variables=combscor /format=notable /ntiles=5 /statistics=stddev minimum maximum semean mean median mode skewness seskew kurtosis sekurt /order=analysis. weight off. filter off. write formats combscor urbscore rurscore (f11.5). * Save final dataset of assets. save outfile='assets.sav'. *** Write out scores file. write outfile='scores.dat' table /QHCLUST QHNUMBER combscor ncombsco urbscore nurbscor rurscore nrurscor. execute. * Produce table 2.6 weighted by de jure population to test. weight by hhmemwt. compute total = 0. variable labels total 'Total'. value labels total 0 ' '. ctables /vlabels variables=QHTYPE QHREGION total Ncombsco display=both /table QHTYPE [C] + QHREGION [C] + total [C] BY Ncombsco [C][rowpct.count '%' F8.1, totals [rowpct.count '%' F8.1, count '' F8.0]] /categories variables=Ncombsco total=yes /titles title='Table 2.6 Wealth Quintiles' '' 'Percent distribution of the de jure population by wealth quintiles, according to residence and region, Kenya MIS 2020 ' corner='Residence/region' /slabels visible=no.