Name: Shreyas Jadhav
College:Dwarkadas J.Sanghvi College of Engineering
Part 3:
Regression Analysis
setwd("C:/Users/Shreyas Jadhav/Downloads")
usincome <- read.csv(paste("project.csv",sep="."))
attach(usincome)
usincome$income_level[usincome$income_level == -50000] <- 'Below 50k'
usincome$income_level[usincome$income_level == 50000] <- 'Above 50k'
fit<-lm(wage_per_hour~age)
summary(fit)
##
## Call:
## lm(formula = wage_per_hour ~ age)
##
## Residuals:
## Min 1Q Median 3Q Max
## -90.1 -68.3 -59.4 -49.6 8942.6
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 43.3504 5.5471 7.815 6.05e-15 ***
## age 0.5193 0.1356 3.831 0.000129 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 299.1 on 9998 degrees of freedom
## Multiple R-squared: 0.001466, Adjusted R-squared: 0.001366
## F-statistic: 14.67 on 1 and 9998 DF, p-value: 0.0001286
coefficients(fit)
## (Intercept) age
## 43.3504031 0.5192994
Model 1
fit1<-lm(income_level~age+major_industry_code+sex+full_parttime_employment_stat+country_self+citizenship+veterans_benefits+weeks_worked_in_year+year)
summary(fit1)
##
## Call:
## lm(formula = income_level ~ age + major_industry_code + sex +
## full_parttime_employment_stat + country_self + citizenship +
## veterans_benefits + weeks_worked_in_year + year)
##
## Residuals:
## Min 1Q Median 3Q Max
## -44963 -9764 -3262 2708 104597
##
## Coefficients: (2 not defined because of singularities)
## Estimate
## (Intercept) -110636.57
## age 137.34
## major_industry_codeArmed Forces -10028.17
## major_industry_codeBusiness and repair services 4517.97
## major_industry_codeCommunications 11056.76
## major_industry_codeConstruction -241.82
## major_industry_codeEducation 6992.20
## major_industry_codeEntertainment 1151.29
## major_industry_codeFinance insurance and real estate 10511.19
## major_industry_codeForestry and fisheries -6692.48
## major_industry_codeHospital services 9087.00
## major_industry_codeManufacturing-durable goods 9228.73
## major_industry_codeManufacturing-nondurable goods 4792.96
## major_industry_codeMedical except hospital 5169.56
## major_industry_codeMining 5736.32
## major_industry_codeNot in universe or children 3911.67
## major_industry_codeOther professional services 16140.38
## major_industry_codePersonal services except private HH -1672.73
## major_industry_codePrivate household services -1591.21
## major_industry_codePublic administration 5892.04
## major_industry_codeRetail trade -111.42
## major_industry_codeSocial services -1287.82
## major_industry_codeTransportation 5247.94
## major_industry_codeUtilities and sanitary services 24421.53
## major_industry_codeWholesale trade 2610.52
## sexMale 6964.17
## full_parttime_employment_statFull-time schedules -317.49
## full_parttime_employment_statNot in labor force -1361.29
## full_parttime_employment_statPT for econ reasons usually FT -3432.98
## full_parttime_employment_statPT for econ reasons usually PT -279.46
## full_parttime_employment_statPT for non-econ reasons usually FT -2580.39
## full_parttime_employment_statUnemployed full-time -5013.76
## full_parttime_employment_statUnemployed part- time -690.31
## country_selfCanada 14484.16
## country_selfChina 1775.27
## country_selfColumbia -5821.89
## country_selfCuba -1007.25
## country_selfDominican-Republic 1194.74
## country_selfEcuador -671.07
## country_selfEl-Salvador -621.04
## country_selfEngland 15904.36
## country_selfFrance -2708.84
## country_selfGermany 13017.32
## country_selfGreece 5808.85
## country_selfGuatemala -2869.37
## country_selfHaiti 8509.76
## country_selfHoland-Netherlands 43089.66
## country_selfHonduras -1182.16
## country_selfHong Kong -3747.82
## country_selfHungary 27943.75
## country_selfIndia 1101.98
## country_selfIran 27178.49
## country_selfIreland 4663.47
## country_selfItaly 3978.48
## country_selfJamaica -1140.05
## country_selfJapan 28110.62
## country_selfLaos -3002.96
## country_selfMexico 1345.71
## country_selfNicaragua 1810.59
## country_selfOutlying-U S (Guam USVI etc) -3285.99
## country_selfPanama 9503.85
## country_selfPeru -3969.61
## country_selfPhilippines 5005.68
## country_selfPoland 1497.86
## country_selfPortugal 10687.99
## country_selfPuerto-Rico 108.68
## country_selfScotland -372.14
## country_selfSouth Korea 7873.90
## country_selfTaiwan 32996.70
## country_selfThailand 27347.40
## country_selfTrinadad&Tobago -4769.21
## country_selfUnited-States 2849.07
## country_selfVietnam 11208.74
## country_selfYugoslavia 386.25
## citizenshipForeign born- U S citizen by naturalization -2098.64
## citizenshipNative- Born abroad of American Parent(s) -6910.06
## citizenshipNative- Born in Puerto Rico or U S Outlying NA
## citizenshipNative- Born in the United States NA
## veterans_benefits -1766.08
## weeks_worked_in_year 212.01
## year 521.38
## Std. Error
## (Intercept) 84991.18
## age 14.54
## major_industry_codeArmed Forces 15672.63
## major_industry_codeBusiness and repair services 2249.47
## major_industry_codeCommunications 3477.86
## major_industry_codeConstruction 2189.04
## major_industry_codeEducation 2089.43
## major_industry_codeEntertainment 2960.88
## major_industry_codeFinance insurance and real estate 2180.38
## major_industry_codeForestry and fisheries 7993.98
## major_industry_codeHospital services 2441.91
## major_industry_codeManufacturing-durable goods 2075.06
## major_industry_codeManufacturing-nondurable goods 2120.00
## major_industry_codeMedical except hospital 2306.16
## major_industry_codeMining 4755.55
## major_industry_codeNot in universe or children 2063.29
## major_industry_codeOther professional services 2354.49
## major_industry_codePersonal services except private HH 2563.95
## major_industry_codePrivate household services 3449.09
## major_industry_codePublic administration 2302.90
## major_industry_codeRetail trade 1944.50
## major_industry_codeSocial services 2683.14
## major_industry_codeTransportation 2347.99
## major_industry_codeUtilities and sanitary services 3520.68
## major_industry_codeWholesale trade 2409.67
## sexMale 471.17
## full_parttime_employment_statFull-time schedules 1109.47
## full_parttime_employment_statNot in labor force 1224.36
## full_parttime_employment_statPT for econ reasons usually FT 4714.75
## full_parttime_employment_statPT for econ reasons usually PT 2817.77
## full_parttime_employment_statPT for non-econ reasons usually FT 1918.05
## full_parttime_employment_statUnemployed full-time 2293.61
## full_parttime_employment_statUnemployed part- time 3862.59
## country_selfCanada 10247.87
## country_selfChina 9886.32
## country_selfColumbia 10279.75
## country_selfCuba 9592.45
## country_selfDominican-Republic 9663.71
## country_selfEcuador 10876.29
## country_selfEl-Salvador 9790.37
## country_selfEngland 9869.82
## country_selfFrance 13337.74
## country_selfGermany 9688.98
## country_selfGreece 11238.42
## country_selfGuatemala 11019.65
## country_selfHaiti 10554.99
## country_selfHoland-Netherlands 18008.64
## country_selfHonduras 11194.05
## country_selfHong Kong 13337.37
## country_selfHungary 12819.19
## country_selfIndia 10474.92
## country_selfIran 12731.63
## country_selfIreland 11400.66
## country_selfItaly 10103.81
## country_selfJamaica 10488.77
## country_selfJapan 11276.08
## country_selfLaos 14228.95
## country_selfMexico 9092.77
## country_selfNicaragua 10463.07
## country_selfOutlying-U S (Guam USVI etc) 14226.86
## country_selfPanama 15742.86
## country_selfPeru 11186.87
## country_selfPhilippines 9629.93
## country_selfPoland 9872.38
## country_selfPortugal 11944.80
## country_selfPuerto-Rico 9424.93
## country_selfScotland 13377.88
## country_selfSouth Korea 10466.01
## country_selfTaiwan 11205.34
## country_selfThailand 12263.33
## country_selfTrinadad&Tobago 13356.07
## country_selfUnited-States 9005.60
## country_selfVietnam 10057.26
## country_selfYugoslavia 17991.39
## citizenshipForeign born- U S citizen by naturalization 1874.94
## citizenshipNative- Born abroad of American Parent(s) 3257.48
## citizenshipNative- Born in Puerto Rico or U S Outlying NA
## citizenshipNative- Born in the United States NA
## veterans_benefits 532.35
## weeks_worked_in_year 20.20
## year 894.60
## t value
## (Intercept) -1.302
## age 9.443
## major_industry_codeArmed Forces -0.640
## major_industry_codeBusiness and repair services 2.008
## major_industry_codeCommunications 3.179
## major_industry_codeConstruction -0.110
## major_industry_codeEducation 3.346
## major_industry_codeEntertainment 0.389
## major_industry_codeFinance insurance and real estate 4.821
## major_industry_codeForestry and fisheries -0.837
## major_industry_codeHospital services 3.721
## major_industry_codeManufacturing-durable goods 4.447
## major_industry_codeManufacturing-nondurable goods 2.261
## major_industry_codeMedical except hospital 2.242
## major_industry_codeMining 1.206
## major_industry_codeNot in universe or children 1.896
## major_industry_codeOther professional services 6.855
## major_industry_codePersonal services except private HH -0.652
## major_industry_codePrivate household services -0.461
## major_industry_codePublic administration 2.559
## major_industry_codeRetail trade -0.057
## major_industry_codeSocial services -0.480
## major_industry_codeTransportation 2.235
## major_industry_codeUtilities and sanitary services 6.937
## major_industry_codeWholesale trade 1.083
## sexMale 14.781
## full_parttime_employment_statFull-time schedules -0.286
## full_parttime_employment_statNot in labor force -1.112
## full_parttime_employment_statPT for econ reasons usually FT -0.728
## full_parttime_employment_statPT for econ reasons usually PT -0.099
## full_parttime_employment_statPT for non-econ reasons usually FT -1.345
## full_parttime_employment_statUnemployed full-time -2.186
## full_parttime_employment_statUnemployed part- time -0.179
## country_selfCanada 1.413
## country_selfChina 0.180
## country_selfColumbia -0.566
## country_selfCuba -0.105
## country_selfDominican-Republic 0.124
## country_selfEcuador -0.062
## country_selfEl-Salvador -0.063
## country_selfEngland 1.611
## country_selfFrance -0.203
## country_selfGermany 1.344
## country_selfGreece 0.517
## country_selfGuatemala -0.260
## country_selfHaiti 0.806
## country_selfHoland-Netherlands 2.393
## country_selfHonduras -0.106
## country_selfHong Kong -0.281
## country_selfHungary 2.180
## country_selfIndia 0.105
## country_selfIran 2.135
## country_selfIreland 0.409
## country_selfItaly 0.394
## country_selfJamaica -0.109
## country_selfJapan 2.493
## country_selfLaos -0.211
## country_selfMexico 0.148
## country_selfNicaragua 0.173
## country_selfOutlying-U S (Guam USVI etc) -0.231
## country_selfPanama 0.604
## country_selfPeru -0.355
## country_selfPhilippines 0.520
## country_selfPoland 0.152
## country_selfPortugal 0.895
## country_selfPuerto-Rico 0.012
## country_selfScotland -0.028
## country_selfSouth Korea 0.752
## country_selfTaiwan 2.945
## country_selfThailand 2.230
## country_selfTrinadad&Tobago -0.357
## country_selfUnited-States 0.316
## country_selfVietnam 1.114
## country_selfYugoslavia 0.021
## citizenshipForeign born- U S citizen by naturalization -1.119
## citizenshipNative- Born abroad of American Parent(s) -2.121
## citizenshipNative- Born in Puerto Rico or U S Outlying NA
## citizenshipNative- Born in the United States NA
## veterans_benefits -3.317
## weeks_worked_in_year 10.496
## year 0.583
## Pr(>|t|)
## (Intercept) 0.193035
## age < 2e-16
## major_industry_codeArmed Forces 0.522284
## major_industry_codeBusiness and repair services 0.044622
## major_industry_codeCommunications 0.001482
## major_industry_codeConstruction 0.912040
## major_industry_codeEducation 0.000822
## major_industry_codeEntertainment 0.697408
## major_industry_codeFinance insurance and real estate 1.45e-06
## major_industry_codeForestry and fisheries 0.402506
## major_industry_codeHospital services 0.000199
## major_industry_codeManufacturing-durable goods 8.79e-06
## major_industry_codeManufacturing-nondurable goods 0.023792
## major_industry_codeMedical except hospital 0.025008
## major_industry_codeMining 0.227755
## major_industry_codeNot in universe or children 0.058010
## major_industry_codeOther professional services 7.55e-12
## major_industry_codePersonal services except private HH 0.514158
## major_industry_codePrivate household services 0.644563
## major_industry_codePublic administration 0.010527
## major_industry_codeRetail trade 0.954309
## major_industry_codeSocial services 0.631261
## major_industry_codeTransportation 0.025435
## major_industry_codeUtilities and sanitary services 4.27e-12
## major_industry_codeWholesale trade 0.278680
## sexMale < 2e-16
## full_parttime_employment_statFull-time schedules 0.774760
## full_parttime_employment_statNot in labor force 0.266234
## full_parttime_employment_statPT for econ reasons usually FT 0.466548
## full_parttime_employment_statPT for econ reasons usually PT 0.921001
## full_parttime_employment_statPT for non-econ reasons usually FT 0.178554
## full_parttime_employment_statUnemployed full-time 0.028841
## full_parttime_employment_statUnemployed part- time 0.858164
## country_selfCanada 0.157575
## country_selfChina 0.857495
## country_selfColumbia 0.571172
## country_selfCuba 0.916374
## country_selfDominican-Republic 0.901610
## country_selfEcuador 0.950803
## country_selfEl-Salvador 0.949422
## country_selfEngland 0.107122
## country_selfFrance 0.839064
## country_selfGermany 0.179135
## country_selfGreece 0.605255
## country_selfGuatemala 0.794571
## country_selfHaiti 0.420129
## country_selfHoland-Netherlands 0.016743
## country_selfHonduras 0.915897
## country_selfHong Kong 0.778715
## country_selfHungary 0.029293
## country_selfIndia 0.916218
## country_selfIran 0.032809
## country_selfIreland 0.682510
## country_selfItaly 0.693767
## country_selfJamaica 0.913449
## country_selfJapan 0.012685
## country_selfLaos 0.832856
## country_selfMexico 0.882347
## country_selfNicaragua 0.862619
## country_selfOutlying-U S (Guam USVI etc) 0.817342
## country_selfPanama 0.546062
## country_selfPeru 0.722713
## country_selfPhilippines 0.603212
## country_selfPoland 0.879409
## country_selfPortugal 0.370926
## country_selfPuerto-Rico 0.990800
## country_selfScotland 0.977808
## country_selfSouth Korea 0.451870
## country_selfTaiwan 0.003240
## country_selfThailand 0.025769
## country_selfTrinadad&Tobago 0.721038
## country_selfUnited-States 0.751731
## country_selfVietnam 0.265096
## country_selfYugoslavia 0.982872
## citizenshipForeign born- U S citizen by naturalization 0.263036
## citizenshipNative- Born abroad of American Parent(s) 0.033923
## citizenshipNative- Born in Puerto Rico or U S Outlying NA
## citizenshipNative- Born in the United States NA
## veterans_benefits 0.000912
## weeks_worked_in_year < 2e-16
## year 0.560033
##
## (Intercept)
## age ***
## major_industry_codeArmed Forces
## major_industry_codeBusiness and repair services *
## major_industry_codeCommunications **
## major_industry_codeConstruction
## major_industry_codeEducation ***
## major_industry_codeEntertainment
## major_industry_codeFinance insurance and real estate ***
## major_industry_codeForestry and fisheries
## major_industry_codeHospital services ***
## major_industry_codeManufacturing-durable goods ***
## major_industry_codeManufacturing-nondurable goods *
## major_industry_codeMedical except hospital *
## major_industry_codeMining
## major_industry_codeNot in universe or children .
## major_industry_codeOther professional services ***
## major_industry_codePersonal services except private HH
## major_industry_codePrivate household services
## major_industry_codePublic administration *
## major_industry_codeRetail trade
## major_industry_codeSocial services
## major_industry_codeTransportation *
## major_industry_codeUtilities and sanitary services ***
## major_industry_codeWholesale trade
## sexMale ***
## full_parttime_employment_statFull-time schedules
## full_parttime_employment_statNot in labor force
## full_parttime_employment_statPT for econ reasons usually FT
## full_parttime_employment_statPT for econ reasons usually PT
## full_parttime_employment_statPT for non-econ reasons usually FT
## full_parttime_employment_statUnemployed full-time *
## full_parttime_employment_statUnemployed part- time
## country_selfCanada
## country_selfChina
## country_selfColumbia
## country_selfCuba
## country_selfDominican-Republic
## country_selfEcuador
## country_selfEl-Salvador
## country_selfEngland
## country_selfFrance
## country_selfGermany
## country_selfGreece
## country_selfGuatemala
## country_selfHaiti
## country_selfHoland-Netherlands *
## country_selfHonduras
## country_selfHong Kong
## country_selfHungary *
## country_selfIndia
## country_selfIran *
## country_selfIreland
## country_selfItaly
## country_selfJamaica
## country_selfJapan *
## country_selfLaos
## country_selfMexico
## country_selfNicaragua
## country_selfOutlying-U S (Guam USVI etc)
## country_selfPanama
## country_selfPeru
## country_selfPhilippines
## country_selfPoland
## country_selfPortugal
## country_selfPuerto-Rico
## country_selfScotland
## country_selfSouth Korea
## country_selfTaiwan **
## country_selfThailand *
## country_selfTrinadad&Tobago
## country_selfUnited-States
## country_selfVietnam
## country_selfYugoslavia
## citizenshipForeign born- U S citizen by naturalization
## citizenshipNative- Born abroad of American Parent(s) *
## citizenshipNative- Born in Puerto Rico or U S Outlying
## citizenshipNative- Born in the United States
## veterans_benefits ***
## weeks_worked_in_year ***
## year
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 22010 on 9768 degrees of freedom
## (153 observations deleted due to missingness)
## Multiple R-squared: 0.1301, Adjusted R-squared: 0.1231
## F-statistic: 18.72 on 78 and 9768 DF, p-value: < 2.2e-16
Model 2
fit2<-lm(income_level~class_of_worker+industry_code+occupation_code+education+wage_per_hour+enrolled_in_edu_inst_lastwk+marital_status+major_occupation_code+race+hispanic_origin+member_of_labor_union+capital_gains+capital_losses+dividend_from_Stocks+tax_filer_status)
summary(fit2)
##
## Call:
## lm(formula = income_level ~ class_of_worker + industry_code +
## occupation_code + education + wage_per_hour + enrolled_in_edu_inst_lastwk +
## marital_status + major_occupation_code + race + hispanic_origin +
## member_of_labor_union + capital_gains + capital_losses +
## dividend_from_Stocks + tax_filer_status)
##
## Residuals:
## Min 1Q Median 3Q Max
## -99068 -5625 -249 1068 108003
##
## Coefficients: (1 not defined because of singularities)
## Estimate
## (Intercept) 1.535e+04
## class_of_workerLocal government -9.386e+03
## class_of_workerNever worked -6.475e+04
## class_of_workerNot in universe -6.656e+04
## class_of_workerPrivate -4.547e+03
## class_of_workerSelf-employed-incorporated 2.498e+03
## class_of_workerSelf-employed-not incorporated -7.470e+03
## class_of_workerState government -6.377e+03
## class_of_workerWithout pay -1.597e+04
## industry_code -1.844e+02
## occupation_code -2.210e+03
## education11th grade -5.528e+02
## education12th grade no diploma -7.362e+02
## education1st 2nd 3rd or 4th grade -1.060e+02
## education5th or 6th grade -7.533e+02
## education7th and 8th grade -2.208e+02
## education9th grade 5.023e+02
## educationAssociates degree-academic program 4.875e+02
## educationAssociates degree-occup /vocational -1.938e+02
## educationBachelors degree(BA AB BS) 9.547e+03
## educationChildren 2.771e+03
## educationDoctorate degree(PhD EdD) 4.391e+04
## educationHigh school graduate -6.180e+02
## educationLess than 1st grade 3.210e+02
## educationMasters degree(MA MS MEng MEd MSW MBA) 2.423e+04
## educationProf school degree (MD DDS DVM LLB JD) 4.044e+04
## educationSome college but no degree 1.379e+03
## wage_per_hour 9.346e-01
## enrolled_in_edu_inst_lastwkHigh school 2.347e+03
## enrolled_in_edu_inst_lastwkNot in universe -2.003e+00
## marital_statusMarried-A F spouse present -6.814e+03
## marital_statusMarried-civilian spouse present -1.680e+03
## marital_statusMarried-spouse absent -4.102e+03
## marital_statusNever married -3.524e+03
## marital_statusSeparated -2.702e+02
## marital_statusWidowed 6.578e+02
## major_occupation_codeArmed Forces 4.667e+04
## major_occupation_codeExecutive admin and managerial -3.051e+04
## major_occupation_codeFarming forestry and fishing 4.107e+04
## major_occupation_codeHandlers equip cleaners etc 3.873e+04
## major_occupation_codeMachine operators assmblrs & inspctrs 2.460e+04
## major_occupation_codeNot in universe NA
## major_occupation_codeOther service 1.296e+04
## major_occupation_codePrecision production craft & repair 2.594e+04
## major_occupation_codePrivate household services 4.427e+03
## major_occupation_codeProfessional specialty -2.747e+04
## major_occupation_codeProtective services 1.913e+04
## major_occupation_codeSales -8.827e+03
## major_occupation_codeTechnicians and related support -1.462e+04
## major_occupation_codeTransportation and material moving 3.206e+04
## raceAsian or Pacific Islander -1.504e+03
## raceBlack -1.098e+03
## raceOther -8.745e+02
## raceWhite -4.233e+02
## hispanic_originCentral or South American -1.911e+03
## hispanic_originChicano -5.064e+03
## hispanic_originCuban -4.249e+03
## hispanic_originDo not know -6.405e+03
## hispanic_originMexican-American -8.959e+01
## hispanic_originMexican (Mexicano) -1.317e+03
## hispanic_originOther Spanish 1.200e+03
## hispanic_originPuerto Rican -1.608e+02
## member_of_labor_unionNot in universe 1.427e+03
## member_of_labor_unionYes 2.066e+03
## capital_gains 7.968e-01
## capital_losses 7.869e+00
## dividend_from_Stocks 1.100e+00
## tax_filer_statusJoint both 65+ 9.268e+02
## tax_filer_statusJoint both under 65 2.794e+03
## tax_filer_statusJoint one under 65 & one 65+ 1.686e+03
## tax_filer_statusNonfiler 1.208e+03
## tax_filer_statusSingle -1.464e+03
## Std. Error
## (Intercept) 6.213e+03
## class_of_workerLocal government 1.934e+03
## class_of_workerNever worked 7.343e+03
## class_of_workerNot in universe 5.489e+03
## class_of_workerPrivate 1.711e+03
## class_of_workerSelf-employed-incorporated 2.375e+03
## class_of_workerSelf-employed-not incorporated 1.975e+03
## class_of_workerState government 2.090e+03
## class_of_workerWithout pay 6.894e+03
## industry_code 2.836e+01
## occupation_code 2.109e+02
## education11th grade 1.525e+03
## education12th grade no diploma 2.416e+03
## education1st 2nd 3rd or 4th grade 2.348e+03
## education5th or 6th grade 2.077e+03
## education7th and 8th grade 1.440e+03
## education9th grade 1.527e+03
## educationAssociates degree-academic program 1.785e+03
## educationAssociates degree-occup /vocational 1.693e+03
## educationBachelors degree(BA AB BS) 1.349e+03
## educationChildren 1.375e+03
## educationDoctorate degree(PhD EdD) 2.756e+03
## educationHigh school graduate 1.186e+03
## educationLess than 1st grade 3.458e+03
## educationMasters degree(MA MS MEng MEd MSW MBA) 1.650e+03
## educationProf school degree (MD DDS DVM LLB JD) 2.520e+03
## educationSome college but no degree 1.264e+03
## wage_per_hour 8.588e-01
## enrolled_in_edu_inst_lastwkHigh school 1.788e+03
## enrolled_in_edu_inst_lastwkNot in universe 1.352e+03
## marital_statusMarried-A F spouse present 4.128e+03
## marital_statusMarried-civilian spouse present 1.640e+03
## marital_statusMarried-spouse absent 2.378e+03
## marital_statusNever married 9.823e+02
## marital_statusSeparated 1.828e+03
## marital_statusWidowed 1.250e+03
## major_occupation_codeArmed Forces 1.491e+04
## major_occupation_codeExecutive admin and managerial 4.858e+03
## major_occupation_codeFarming forestry and fishing 4.501e+03
## major_occupation_codeHandlers equip cleaners etc 3.864e+03
## major_occupation_codeMachine operators assmblrs & inspctrs 2.853e+03
## major_occupation_codeNot in universe NA
## major_occupation_codeOther service 1.573e+03
## major_occupation_codePrecision production craft & repair 2.354e+03
## major_occupation_codePrivate household services 2.955e+03
## major_occupation_codeProfessional specialty 3.522e+03
## major_occupation_codeProtective services 2.695e+03
## major_occupation_codeSales 1.830e+03
## major_occupation_codeTechnicians and related support 2.855e+03
## major_occupation_codeTransportation and material moving 3.290e+03
## raceAsian or Pacific Islander 2.173e+03
## raceBlack 1.948e+03
## raceOther 2.418e+03
## raceWhite 1.860e+03
## hispanic_originCentral or South American 1.486e+03
## hispanic_originChicano 5.780e+03
## hispanic_originCuban 2.578e+03
## hispanic_originDo not know 5.004e+03
## hispanic_originMexican-American 1.037e+03
## hispanic_originMexican (Mexicano) 1.164e+03
## hispanic_originOther Spanish 1.972e+03
## hispanic_originPuerto Rican 1.706e+03
## member_of_labor_unionNot in universe 9.128e+02
## member_of_labor_unionYes 1.839e+03
## capital_gains 4.828e-02
## capital_losses 7.192e-01
## dividend_from_Stocks 1.103e-01
## tax_filer_statusJoint both 65+ 2.093e+03
## tax_filer_statusJoint both under 65 1.829e+03
## tax_filer_statusJoint one under 65 & one 65+ 2.364e+03
## tax_filer_statusNonfiler 1.354e+03
## tax_filer_statusSingle 1.171e+03
## t value
## (Intercept) 2.470
## class_of_workerLocal government -4.853
## class_of_workerNever worked -8.818
## class_of_workerNot in universe -12.126
## class_of_workerPrivate -2.658
## class_of_workerSelf-employed-incorporated 1.052
## class_of_workerSelf-employed-not incorporated -3.782
## class_of_workerState government -3.051
## class_of_workerWithout pay -2.317
## industry_code -6.502
## occupation_code -10.481
## education11th grade -0.363
## education12th grade no diploma -0.305
## education1st 2nd 3rd or 4th grade -0.045
## education5th or 6th grade -0.363
## education7th and 8th grade -0.153
## education9th grade 0.329
## educationAssociates degree-academic program 0.273
## educationAssociates degree-occup /vocational -0.114
## educationBachelors degree(BA AB BS) 7.076
## educationChildren 2.016
## educationDoctorate degree(PhD EdD) 15.935
## educationHigh school graduate -0.521
## educationLess than 1st grade 0.093
## educationMasters degree(MA MS MEng MEd MSW MBA) 14.684
## educationProf school degree (MD DDS DVM LLB JD) 16.045
## educationSome college but no degree 1.092
## wage_per_hour 1.088
## enrolled_in_edu_inst_lastwkHigh school 1.313
## enrolled_in_edu_inst_lastwkNot in universe -0.001
## marital_statusMarried-A F spouse present -1.651
## marital_statusMarried-civilian spouse present -1.025
## marital_statusMarried-spouse absent -1.725
## marital_statusNever married -3.588
## marital_statusSeparated -0.148
## marital_statusWidowed 0.526
## major_occupation_codeArmed Forces 3.130
## major_occupation_codeExecutive admin and managerial -6.281
## major_occupation_codeFarming forestry and fishing 9.125
## major_occupation_codeHandlers equip cleaners etc 10.022
## major_occupation_codeMachine operators assmblrs & inspctrs 8.624
## major_occupation_codeNot in universe NA
## major_occupation_codeOther service 8.238
## major_occupation_codePrecision production craft & repair 11.021
## major_occupation_codePrivate household services 1.498
## major_occupation_codeProfessional specialty -7.801
## major_occupation_codeProtective services 7.098
## major_occupation_codeSales -4.825
## major_occupation_codeTechnicians and related support -5.121
## major_occupation_codeTransportation and material moving 9.742
## raceAsian or Pacific Islander -0.692
## raceBlack -0.563
## raceOther -0.362
## raceWhite -0.228
## hispanic_originCentral or South American -1.286
## hispanic_originChicano -0.876
## hispanic_originCuban -1.649
## hispanic_originDo not know -1.280
## hispanic_originMexican-American -0.086
## hispanic_originMexican (Mexicano) -1.131
## hispanic_originOther Spanish 0.609
## hispanic_originPuerto Rican -0.094
## member_of_labor_unionNot in universe 1.563
## member_of_labor_unionYes 1.124
## capital_gains 16.505
## capital_losses 10.941
## dividend_from_Stocks 9.975
## tax_filer_statusJoint both 65+ 0.443
## tax_filer_statusJoint both under 65 1.527
## tax_filer_statusJoint one under 65 & one 65+ 0.713
## tax_filer_statusNonfiler 0.892
## tax_filer_statusSingle -1.250
## Pr(>|t|)
## (Intercept) 0.013512 *
## class_of_workerLocal government 1.24e-06 ***
## class_of_workerNever worked < 2e-16 ***
## class_of_workerNot in universe < 2e-16 ***
## class_of_workerPrivate 0.007869 **
## class_of_workerSelf-employed-incorporated 0.292732
## class_of_workerSelf-employed-not incorporated 0.000157 ***
## class_of_workerState government 0.002285 **
## class_of_workerWithout pay 0.020517 *
## industry_code 8.32e-11 ***
## occupation_code < 2e-16 ***
## education11th grade 0.716952
## education12th grade no diploma 0.760541
## education1st 2nd 3rd or 4th grade 0.964002
## education5th or 6th grade 0.716878
## education7th and 8th grade 0.878122
## education9th grade 0.742256
## educationAssociates degree-academic program 0.784768
## educationAssociates degree-occup /vocational 0.908852
## educationBachelors degree(BA AB BS) 1.58e-12 ***
## educationChildren 0.043832 *
## educationDoctorate degree(PhD EdD) < 2e-16 ***
## educationHigh school graduate 0.602210
## educationLess than 1st grade 0.926044
## educationMasters degree(MA MS MEng MEd MSW MBA) < 2e-16 ***
## educationProf school degree (MD DDS DVM LLB JD) < 2e-16 ***
## educationSome college but no degree 0.275071
## wage_per_hour 0.276471
## enrolled_in_edu_inst_lastwkHigh school 0.189224
## enrolled_in_edu_inst_lastwkNot in universe 0.998818
## marital_statusMarried-A F spouse present 0.098816 .
## marital_statusMarried-civilian spouse present 0.305586
## marital_statusMarried-spouse absent 0.084526 .
## marital_statusNever married 0.000335 ***
## marital_statusSeparated 0.882530
## marital_statusWidowed 0.598807
## major_occupation_codeArmed Forces 0.001753 **
## major_occupation_codeExecutive admin and managerial 3.51e-10 ***
## major_occupation_codeFarming forestry and fishing < 2e-16 ***
## major_occupation_codeHandlers equip cleaners etc < 2e-16 ***
## major_occupation_codeMachine operators assmblrs & inspctrs < 2e-16 ***
## major_occupation_codeNot in universe NA
## major_occupation_codeOther service < 2e-16 ***
## major_occupation_codePrecision production craft & repair < 2e-16 ***
## major_occupation_codePrivate household services 0.134108
## major_occupation_codeProfessional specialty 6.75e-15 ***
## major_occupation_codeProtective services 1.35e-12 ***
## major_occupation_codeSales 1.42e-06 ***
## major_occupation_codeTechnicians and related support 3.10e-07 ***
## major_occupation_codeTransportation and material moving < 2e-16 ***
## raceAsian or Pacific Islander 0.488758
## raceBlack 0.573112
## raceOther 0.717627
## raceWhite 0.820002
## hispanic_originCentral or South American 0.198525
## hispanic_originChicano 0.380957
## hispanic_originCuban 0.099263 .
## hispanic_originDo not know 0.200591
## hispanic_originMexican-American 0.931176
## hispanic_originMexican (Mexicano) 0.257911
## hispanic_originOther Spanish 0.542695
## hispanic_originPuerto Rican 0.924897
## member_of_labor_unionNot in universe 0.118092
## member_of_labor_unionYes 0.261137
## capital_gains < 2e-16 ***
## capital_losses < 2e-16 ***
## dividend_from_Stocks < 2e-16 ***
## tax_filer_statusJoint both 65+ 0.657944
## tax_filer_statusJoint both under 65 0.126670
## tax_filer_statusJoint one under 65 & one 65+ 0.475821
## tax_filer_statusNonfiler 0.372393
## tax_filer_statusSingle 0.211234
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 19940 on 9898 degrees of freedom
## (31 observations deleted due to missingness)
## Multiple R-squared: 0.2866, Adjusted R-squared: 0.2815
## F-statistic: 56.79 on 70 and 9898 DF, p-value: < 2.2e-16
Model 3
fit3<-lm(income_level~region_of_previous_residence+state_of_previous_residence+d_household_family_stat+d_household_summary+migration_msa+migration_reg+migration_sunbelt+migration_within_reg+live_1_year_ago+num_person_Worked_employer+family_members_under_18+country_father+country_mother+country_self+business_or_self_employed+fill_questionnaire_veteran_admin)
summary(fit3)
##
## Call:
## lm(formula = income_level ~ region_of_previous_residence + state_of_previous_residence +
## d_household_family_stat + d_household_summary + migration_msa +
## migration_reg + migration_sunbelt + migration_within_reg +
## live_1_year_ago + num_person_Worked_employer + family_members_under_18 +
## country_father + country_mother + country_self + business_or_self_employed +
## fill_questionnaire_veteran_admin)
##
## Residuals:
## Min 1Q Median 3Q Max
## -68859 -10417 -2303 -33 102412
##
## Coefficients: (31 not defined because of singularities)
## Estimate
## (Intercept) -4.824e+04
## region_of_previous_residenceMidwest -2.050e+04
## region_of_previous_residenceNortheast -9.845e+03
## region_of_previous_residenceNot in universe -3.366e+03
## region_of_previous_residenceSouth -2.308e+04
## region_of_previous_residenceWest -4.444e+03
## state_of_previous_residenceAlabama -3.711e+03
## state_of_previous_residenceAlaska 5.445e+02
## state_of_previous_residenceArizona -1.938e+04
## state_of_previous_residenceArkansas -2.057e+03
## state_of_previous_residenceCalifornia -1.891e+04
## state_of_previous_residenceColorado -1.986e+04
## state_of_previous_residenceConnecticut 5.139e+03
## state_of_previous_residenceDelaware 1.251e+03
## state_of_previous_residenceDistrict of Columbia 2.759e+04
## state_of_previous_residenceFlorida 5.933e+03
## state_of_previous_residenceGeorgia -1.095e+03
## state_of_previous_residenceIdaho -1.172e+04
## state_of_previous_residenceIllinois -2.274e+04
## state_of_previous_residenceIndiana 5.478e+03
## state_of_previous_residenceIowa 5.246e+02
## state_of_previous_residenceKansas 6.115e+03
## state_of_previous_residenceKentucky -3.052e+03
## state_of_previous_residenceLouisiana 4.729e+02
## state_of_previous_residenceMaine -4.846e+03
## state_of_previous_residenceMaryland -9.121e+03
## state_of_previous_residenceMassachusetts 5.459e+03
## state_of_previous_residenceMichigan -9.701e+03
## state_of_previous_residenceMinnesota 7.600e+02
## state_of_previous_residenceMississippi 1.183e+04
## state_of_previous_residenceMissouri -1.024e+03
## state_of_previous_residenceMontana -2.549e+03
## state_of_previous_residenceNebraska -2.251e+04
## state_of_previous_residenceNevada 1.254e+02
## state_of_previous_residenceNew Hampshire -2.083e+04
## state_of_previous_residenceNew Jersey -1.447e+04
## state_of_previous_residenceNew Mexico -8.838e+03
## state_of_previous_residenceNew York -1.943e+04
## state_of_previous_residenceNorth Carolina -3.874e+03
## state_of_previous_residenceNorth Dakota 3.778e+03
## state_of_previous_residenceNot in universe NA
## state_of_previous_residenceOhio 1.402e+03
## state_of_previous_residenceOklahoma 6.742e+03
## state_of_previous_residenceOregon 1.422e+04
## state_of_previous_residencePennsylvania -1.486e+04
## state_of_previous_residenceSouth Carolina -9.241e+03
## state_of_previous_residenceSouth Dakota 2.283e+04
## state_of_previous_residenceTennessee -1.838e+03
## state_of_previous_residenceTexas 7.204e+02
## state_of_previous_residenceUtah 1.133e+03
## state_of_previous_residenceVermont -9.771e+03
## state_of_previous_residenceVirginia NA
## state_of_previous_residenceWest Virginia -1.806e+04
## state_of_previous_residenceWisconsin NA
## state_of_previous_residenceWyoming NA
## d_household_family_statChild <18 never marr not in subfamily 5.102e+02
## d_household_family_statChild <18 never marr RP of subfamily 1.103e+02
## d_household_family_statChild 18+ ever marr Not in a subfamily -2.328e+03
## d_household_family_statChild 18+ ever marr RP of subfamily -3.777e+03
## d_household_family_statChild 18+ never marr Not in a subfamily -3.334e+03
## d_household_family_statChild 18+ never marr RP of subfamily -3.377e+03
## d_household_family_statChild 18+ spouse of subfamily RP -2.171e+03
## d_household_family_statChild under 18 of RP of unrel subfamily 6.841e+01
## d_household_family_statGrandchild <18 never marr child of subfamily RP 8.776e+02
## d_household_family_statGrandchild <18 never marr not in subfamily 2.531e+02
## d_household_family_statGrandchild 18+ never marr not in subfamily -1.112e+03
## d_household_family_statGrandchild 18+ spouse of subfamily RP -1.225e+03
## d_household_family_statHouseholder 1.146e+04
## d_household_family_statIn group quarters -9.034e+03
## d_household_family_statNonfamily householder 4.166e+03
## d_household_family_statOther Rel <18 never marr child of subfamily RP 1.417e+03
## d_household_family_statOther Rel <18 never marr not in subfamily -3.478e+02
## d_household_family_statOther Rel <18 spouse of subfamily RP 2.740e+03
## d_household_family_statOther Rel 18+ ever marr not in subfamily -1.137e+03
## d_household_family_statOther Rel 18+ ever marr RP of subfamily -1.216e+03
## d_household_family_statOther Rel 18+ never marr not in subfamily -1.737e+03
## d_household_family_statOther Rel 18+ never marr RP of subfamily 1.647e+03
## d_household_family_statOther Rel 18+ spouse of subfamily RP 2.154e+04
## d_household_family_statRP of unrelated subfamily -2.604e+03
## d_household_family_statSecondary individual -5.884e+02
## d_household_family_statSpouse of householder 1.383e+03
## d_household_summaryChild under 18 ever married NA
## d_household_summaryChild under 18 never married NA
## d_household_summaryGroup Quarters- Secondary individual 5.203e+03
## d_household_summaryHouseholder NA
## d_household_summaryNonrelative of householder NA
## d_household_summaryOther relative of householder NA
## d_household_summarySpouse of householder NA
## migration_msaAbroad to nonMSA -1.671e+04
## migration_msaMSA to MSA 1.256e+04
## migration_msaMSA to nonMSA 9.188e+03
## migration_msaNonmover -1.995e+02
## migration_msaNonMSA to MSA 1.602e+04
## migration_msaNonMSA to nonMSA 1.185e+04
## migration_msaNot identifiable NA
## migration_msaNot in universe NA
## migration_regDifferent county same state -2.185e+03
## migration_regDifferent division same region 3.384e+03
## migration_regDifferent region 5.356e+03
## migration_regDifferent state same division -2.238e+02
## migration_regNonmover NA
## migration_regNot in universe NA
## migration_regSame county NA
## migration_sunbeltNot in universe NA
## migration_sunbeltYes 1.702e+03
## migration_within_regDifferent county same state NA
## migration_within_regDifferent state in Midwest -2.071e+03
## migration_within_regDifferent state in Northeast -8.888e+03
## migration_within_regDifferent state in South -9.694e+02
## migration_within_regDifferent state in West NA
## migration_within_regNonmover NA
## migration_within_regNot in universe NA
## migration_within_regSame county NA
## live_1_year_agoNot in universe under 1 year old NA
## live_1_year_agoYes NA
## num_person_Worked_employer 1.562e+03
## family_members_under_18Father only present 4.756e+02
## family_members_under_18Mother only present -1.407e+02
## family_members_under_18Neither parent present NA
## family_members_under_18Not in universe NA
## country_fatherCanada -3.794e+03
## country_fatherChina 3.515e+04
## country_fatherColumbia -1.925e+03
## country_fatherCuba -6.359e+03
## country_fatherDominican-Republic -2.843e+03
## country_fatherEcuador -7.132e+02
## country_fatherEl-Salvador -3.141e+03
## country_fatherEngland 1.569e+04
## country_fatherFrance -1.143e+04
## country_fatherGermany 6.073e+03
## country_fatherGreece -1.004e+04
## country_fatherGuatemala -6.999e+02
## country_fatherHaiti -2.107e+04
## country_fatherHonduras 1.699e+03
## country_fatherHong Kong -1.250e+04
## country_fatherHungary -2.887e+04
## country_fatherIndia -5.563e+03
## country_fatherIran -1.797e+03
## country_fatherIreland -2.265e+03
## country_fatherItaly 3.078e+03
## country_fatherJamaica 1.020e+04
## country_fatherJapan -1.923e+04
## country_fatherLaos 3.086e-09
## country_fatherMexico -2.105e+02
## country_fatherNicaragua 2.834e+03
## country_fatherOutlying-U S (Guam USVI etc) -1.118e+04
## country_fatherPeru 2.612e+03
## country_fatherPhilippines -4.570e+03
## country_fatherPoland 1.289e+03
## country_fatherPortugal -8.771e+03
## country_fatherPuerto-Rico -4.940e+03
## country_fatherScotland -1.882e+04
## country_fatherSouth Korea -1.482e+03
## country_fatherTaiwan 3.989e+04
## country_fatherThailand -5.177e+03
## country_fatherTrinadad&Tobago -5.475e+03
## country_fatherUnited-States -5.392e+02
## country_fatherVietnam 1.906e+04
## country_fatherYugoslavia -3.631e+03
## country_motherCanada 2.106e+02
## country_motherChina 2.341e+04
## country_motherColumbia 2.607e+03
## country_motherCuba 6.698e+03
## country_motherDominican-Republic 3.274e+03
## country_motherEcuador 7.132e+02
## country_motherEl-Salvador -2.253e+03
## country_motherEngland -8.293e+03
## country_motherFrance 2.317e+04
## country_motherGermany 1.399e+03
## country_motherGreece 2.856e+03
## country_motherGuatemala 2.066e+03
## country_motherHaiti 2.520e+04
## country_motherHonduras -6.784e+02
## country_motherHong Kong 7.417e+03
## country_motherHungary 2.912e+04
## country_motherIndia -7.537e+02
## country_motherIran 1.168e+03
## country_motherIreland 2.617e+04
## country_motherItaly -1.129e+04
## country_motherJamaica -2.451e+04
## country_motherJapan -8.718e+03
## country_motherLaos NA
## country_motherMexico -4.217e+01
## country_motherNicaragua NA
## country_motherOutlying-U S (Guam USVI etc) 1.191e+04
## country_motherPeru 2.425e+03
## country_motherPhilippines -1.962e+03
## country_motherPoland 2.455e+03
## country_motherPortugal 2.784e+03
## country_motherPuerto-Rico -1.085e+03
## country_motherScotland 7.048e+04
## country_motherSouth Korea 1.482e+03
## country_motherTaiwan -3.501e+04
## country_motherThailand NA
## country_motherTrinadad&Tobago -2.068e+03
## country_motherUnited-States 7.132e+02
## country_motherVietnam NA
## country_motherYugoslavia -5.070e+03
## country_selfCanada 8.884e+03
## country_selfChina -5.967e+04
## country_selfColumbia -6.912e+03
## country_selfCuba -6.209e+03
## country_selfDominican-Republic -7.552e+02
## country_selfEcuador -1.920e+03
## country_selfEl-Salvador -4.873e+01
## country_selfEngland 1.316e+04
## country_selfFrance -1.075e+04
## country_selfGermany 5.161e+03
## country_selfGreece 8.454e+01
## country_selfGuatemala -3.961e+02
## country_selfHaiti -6.819e+03
## country_selfHonduras -3.377e+03
## country_selfHong Kong 3.299e+03
## country_selfHungary -1.847e+04
## country_selfIndia 1.274e+03
## country_selfIran 1.266e+04
## country_selfIreland 2.420e+04
## country_selfItaly 1.285e+04
## country_selfJamaica NA
## country_selfJapan 5.539e+04
## country_selfLaos -6.500e+03
## country_selfMexico -3.538e+02
## country_selfNicaragua -4.566e+02
## country_selfPeru -1.259e+04
## country_selfPhilippines 1.216e+04
## country_selfPoland -4.554e+03
## country_selfPortugal 2.096e+04
## country_selfPuerto-Rico 6.451e+03
## country_selfScotland -5.522e+04
## country_selfSouth Korea -4.157e+03
## country_selfTaiwan -7.150e+03
## country_selfThailand 2.605e+04
## country_selfTrinadad&Tobago NA
## country_selfUnited-States 2.098e+03
## country_selfVietnam -1.526e+04
## business_or_self_employed -3.040e+02
## fill_questionnaire_veteran_adminNot in universe -7.997e+02
## fill_questionnaire_veteran_adminYes -9.287e+03
## Std. Error
## (Intercept) 2.198e+04
## region_of_previous_residenceMidwest 1.252e+04
## region_of_previous_residenceNortheast 1.211e+04
## region_of_previous_residenceNot in universe 6.866e+03
## region_of_previous_residenceSouth 1.488e+04
## region_of_previous_residenceWest 9.784e+03
## state_of_previous_residenceAlabama 1.543e+04
## state_of_previous_residenceAlaska 1.085e+04
## state_of_previous_residenceArizona 1.237e+04
## state_of_previous_residenceArkansas 1.519e+04
## state_of_previous_residenceCalifornia 1.043e+04
## state_of_previous_residenceColorado 1.106e+04
## state_of_previous_residenceConnecticut 1.277e+04
## state_of_previous_residenceDelaware 1.739e+04
## state_of_previous_residenceDistrict of Columbia 1.631e+04
## state_of_previous_residenceFlorida 1.383e+04
## state_of_previous_residenceGeorgia 1.572e+04
## state_of_previous_residenceIdaho 2.450e+04
## state_of_previous_residenceIllinois 1.234e+04
## state_of_previous_residenceIndiana 9.705e+03
## state_of_previous_residenceIowa 1.036e+04
## state_of_previous_residenceKansas 1.044e+04
## state_of_previous_residenceKentucky 9.345e+03
## state_of_previous_residenceLouisiana 1.372e+04
## state_of_previous_residenceMaine 1.738e+04
## state_of_previous_residenceMaryland 1.265e+04
## state_of_previous_residenceMassachusetts 1.420e+04
## state_of_previous_residenceMichigan 9.423e+03
## state_of_previous_residenceMinnesota 8.984e+03
## state_of_previous_residenceMississippi 1.177e+04
## state_of_previous_residenceMissouri 1.525e+04
## state_of_previous_residenceMontana 1.022e+04
## state_of_previous_residenceNebraska 1.469e+04
## state_of_previous_residenceNevada 1.091e+04
## state_of_previous_residenceNew Hampshire 1.153e+04
## state_of_previous_residenceNew Jersey 1.401e+04
## state_of_previous_residenceNew Mexico 9.234e+03
## state_of_previous_residenceNew York 1.313e+04
## state_of_previous_residenceNorth Carolina 8.379e+03
## state_of_previous_residenceNorth Dakota 1.385e+04
## state_of_previous_residenceNot in universe NA
## state_of_previous_residenceOhio 1.144e+04
## state_of_previous_residenceOklahoma 8.991e+03
## state_of_previous_residenceOregon 1.468e+04
## state_of_previous_residencePennsylvania 1.173e+04
## state_of_previous_residenceSouth Carolina 1.275e+04
## state_of_previous_residenceSouth Dakota 1.739e+04
## state_of_previous_residenceTennessee 1.076e+04
## state_of_previous_residenceTexas 1.610e+04
## state_of_previous_residenceUtah 1.346e+04
## state_of_previous_residenceVermont 1.089e+04
## state_of_previous_residenceVirginia NA
## state_of_previous_residenceWest Virginia 1.229e+04
## state_of_previous_residenceWisconsin NA
## state_of_previous_residenceWyoming NA
## d_household_family_statChild <18 never marr not in subfamily 1.605e+04
## d_household_family_statChild <18 never marr RP of subfamily 2.076e+04
## d_household_family_statChild 18+ ever marr Not in a subfamily 1.664e+04
## d_household_family_statChild 18+ ever marr RP of subfamily 1.726e+04
## d_household_family_statChild 18+ never marr Not in a subfamily 1.613e+04
## d_household_family_statChild 18+ never marr RP of subfamily 1.710e+04
## d_household_family_statChild 18+ spouse of subfamily RP 1.862e+04
## d_household_family_statChild under 18 of RP of unrel subfamily 1.665e+04
## d_household_family_statGrandchild <18 never marr child of subfamily RP 1.640e+04
## d_household_family_statGrandchild <18 never marr not in subfamily 1.672e+04
## d_household_family_statGrandchild 18+ never marr not in subfamily 1.782e+04
## d_household_family_statGrandchild 18+ spouse of subfamily RP 2.773e+04
## d_household_family_statHouseholder 1.609e+04
## d_household_family_statIn group quarters 2.775e+04
## d_household_family_statNonfamily householder 1.610e+04
## d_household_family_statOther Rel <18 never marr child of subfamily RP 1.698e+04
## d_household_family_statOther Rel <18 never marr not in subfamily 1.731e+04
## d_household_family_statOther Rel <18 spouse of subfamily RP 2.890e+04
## d_household_family_statOther Rel 18+ ever marr not in subfamily 1.654e+04
## d_household_family_statOther Rel 18+ ever marr RP of subfamily 1.713e+04
## d_household_family_statOther Rel 18+ never marr not in subfamily 1.665e+04
## d_household_family_statOther Rel 18+ never marr RP of subfamily 2.917e+04
## d_household_family_statOther Rel 18+ spouse of subfamily RP 1.790e+04
## d_household_family_statRP of unrelated subfamily 1.681e+04
## d_household_family_statSecondary individual 1.621e+04
## d_household_family_statSpouse of householder 1.609e+04
## d_household_summaryChild under 18 ever married NA
## d_household_summaryChild under 18 never married NA
## d_household_summaryGroup Quarters- Secondary individual 2.517e+04
## d_household_summaryHouseholder NA
## d_household_summaryNonrelative of householder NA
## d_household_summaryOther relative of householder NA
## d_household_summarySpouse of householder NA
## migration_msaAbroad to nonMSA 1.377e+04
## migration_msaMSA to MSA 7.107e+03
## migration_msaMSA to nonMSA 8.363e+03
## migration_msaNonmover 2.590e+03
## migration_msaNonMSA to MSA 9.134e+03
## migration_msaNonMSA to nonMSA 7.447e+03
## migration_msaNot identifiable NA
## migration_msaNot in universe NA
## migration_regDifferent county same state 2.653e+03
## migration_regDifferent division same region 6.569e+03
## migration_regDifferent region 5.781e+03
## migration_regDifferent state same division 6.384e+03
## migration_regNonmover NA
## migration_regNot in universe NA
## migration_regSame county NA
## migration_sunbeltNot in universe NA
## migration_sunbeltYes 6.571e+03
## migration_within_regDifferent county same state NA
## migration_within_regDifferent state in Midwest 7.397e+03
## migration_within_regDifferent state in Northeast 8.320e+03
## migration_within_regDifferent state in South 6.649e+03
## migration_within_regDifferent state in West NA
## migration_within_regNonmover NA
## migration_within_regNot in universe NA
## migration_within_regSame county NA
## live_1_year_agoNot in universe under 1 year old NA
## live_1_year_agoYes NA
## num_person_Worked_employer 1.671e+02
## family_members_under_18Father only present 4.089e+03
## family_members_under_18Mother only present 1.566e+03
## family_members_under_18Neither parent present NA
## family_members_under_18Not in universe NA
## country_fatherCanada 1.817e+04
## country_fatherChina 2.988e+04
## country_fatherColumbia 2.125e+04
## country_fatherCuba 2.201e+04
## country_fatherDominican-Republic 1.915e+04
## country_fatherEcuador 2.860e+04
## country_fatherEl-Salvador 1.942e+04
## country_fatherEngland 1.998e+04
## country_fatherFrance 2.023e+04
## country_fatherGermany 1.806e+04
## country_fatherGreece 2.592e+04
## country_fatherGuatemala 3.498e+04
## country_fatherHaiti 2.768e+04
## country_fatherHonduras 2.514e+04
## country_fatherHong Kong 2.657e+04
## country_fatherHungary 2.297e+04
## country_fatherIndia 2.465e+04
## country_fatherIran 2.734e+04
## country_fatherIreland 1.991e+04
## country_fatherItaly 1.669e+04
## country_fatherJamaica 2.657e+04
## country_fatherJapan 2.275e+04
## country_fatherLaos 3.196e+04
## country_fatherMexico 1.780e+04
## country_fatherNicaragua 2.774e+04
## country_fatherOutlying-U S (Guam USVI etc) 2.514e+04
## country_fatherPeru 2.369e+04
## country_fatherPhilippines 2.118e+04
## country_fatherPoland 1.884e+04
## country_fatherPortugal 2.271e+04
## country_fatherPuerto-Rico 1.862e+04
## country_fatherScotland 2.005e+04
## country_fatherSouth Korea 2.716e+04
## country_fatherTaiwan 4.170e+04
## country_fatherThailand 2.879e+04
## country_fatherTrinadad&Tobago 2.587e+04
## country_fatherUnited-States 1.751e+04
## country_fatherVietnam 2.656e+04
## country_fatherYugoslavia 2.149e+04
## country_motherCanada 2.910e+04
## country_motherChina 3.734e+04
## country_motherColumbia 3.089e+04
## country_motherCuba 3.170e+04
## country_motherDominican-Republic 3.008e+04
## country_motherEcuador 4.289e+04
## country_motherEl-Salvador 2.959e+04
## country_motherEngland 2.937e+04
## country_motherFrance 3.124e+04
## country_motherGermany 2.891e+04
## country_motherGreece 3.547e+04
## country_motherGuatemala 3.841e+04
## country_motherHaiti 3.588e+04
## country_motherHonduras 3.212e+04
## country_motherHong Kong 3.962e+04
## country_motherHungary 3.166e+04
## country_motherIndia 3.130e+04
## country_motherIran 3.439e+04
## country_motherIreland 3.024e+04
## country_motherItaly 2.805e+04
## country_motherJamaica 3.049e+04
## country_motherJapan 3.143e+04
## country_motherLaos NA
## country_motherMexico 2.880e+04
## country_motherNicaragua NA
## country_motherOutlying-U S (Guam USVI etc) 3.743e+04
## country_motherPeru 3.230e+04
## country_motherPhilippines 3.005e+04
## country_motherPoland 2.991e+04
## country_motherPortugal 3.460e+04
## country_motherPuerto-Rico 2.936e+04
## country_motherScotland 3.044e+04
## country_motherSouth Korea 3.283e+04
## country_motherTaiwan 4.378e+04
## country_motherThailand NA
## country_motherTrinadad&Tobago 2.966e+04
## country_motherUnited-States 2.860e+04
## country_motherVietnam NA
## country_motherYugoslavia 3.119e+04
## country_selfCanada 2.712e+04
## country_selfChina 2.990e+04
## country_selfColumbia 2.959e+04
## country_selfCuba 2.739e+04
## country_selfDominican-Republic 2.752e+04
## country_selfEcuador 3.639e+04
## country_selfEl-Salvador 2.782e+04
## country_selfEngland 2.824e+04
## country_selfFrance 3.339e+04
## country_selfGermany 2.664e+04
## country_selfGreece 3.308e+04
## country_selfGuatemala 3.247e+04
## country_selfHaiti 3.309e+04
## country_selfHonduras 3.276e+04
## country_selfHong Kong 3.243e+04
## country_selfHungary 3.613e+04
## country_selfIndia 3.190e+04
## country_selfIran 3.395e+04
## country_selfIreland 3.171e+04
## country_selfItaly 2.761e+04
## country_selfJamaica NA
## country_selfJapan 3.188e+04
## country_selfLaos 3.806e+04
## country_selfMexico 2.630e+04
## country_selfNicaragua 3.151e+04
## country_selfPeru 3.455e+04
## country_selfPhilippines 2.887e+04
## country_selfPoland 2.750e+04
## country_selfPortugal 3.114e+04
## country_selfPuerto-Rico 2.689e+04
## country_selfScotland 3.193e+04
## country_selfSouth Korea 3.329e+04
## country_selfTaiwan 2.958e+04
## country_selfThailand 3.189e+04
## country_selfTrinadad&Tobago NA
## country_selfUnited-States 2.613e+04
## country_selfVietnam 3.010e+04
## business_or_self_employed 6.392e+02
## fill_questionnaire_veteran_adminNot in universe 3.515e+03
## fill_questionnaire_veteran_adminYes 9.866e+03
## t value
## (Intercept) -2.195
## region_of_previous_residenceMidwest -1.637
## region_of_previous_residenceNortheast -0.813
## region_of_previous_residenceNot in universe -0.490
## region_of_previous_residenceSouth -1.552
## region_of_previous_residenceWest -0.454
## state_of_previous_residenceAlabama -0.241
## state_of_previous_residenceAlaska 0.050
## state_of_previous_residenceArizona -1.567
## state_of_previous_residenceArkansas -0.135
## state_of_previous_residenceCalifornia -1.814
## state_of_previous_residenceColorado -1.795
## state_of_previous_residenceConnecticut 0.402
## state_of_previous_residenceDelaware 0.072
## state_of_previous_residenceDistrict of Columbia 1.691
## state_of_previous_residenceFlorida 0.429
## state_of_previous_residenceGeorgia -0.070
## state_of_previous_residenceIdaho -0.478
## state_of_previous_residenceIllinois -1.844
## state_of_previous_residenceIndiana 0.564
## state_of_previous_residenceIowa 0.051
## state_of_previous_residenceKansas 0.586
## state_of_previous_residenceKentucky -0.327
## state_of_previous_residenceLouisiana 0.034
## state_of_previous_residenceMaine -0.279
## state_of_previous_residenceMaryland -0.721
## state_of_previous_residenceMassachusetts 0.384
## state_of_previous_residenceMichigan -1.030
## state_of_previous_residenceMinnesota 0.085
## state_of_previous_residenceMississippi 1.005
## state_of_previous_residenceMissouri -0.067
## state_of_previous_residenceMontana -0.250
## state_of_previous_residenceNebraska -1.533
## state_of_previous_residenceNevada 0.011
## state_of_previous_residenceNew Hampshire -1.806
## state_of_previous_residenceNew Jersey -1.033
## state_of_previous_residenceNew Mexico -0.957
## state_of_previous_residenceNew York -1.480
## state_of_previous_residenceNorth Carolina -0.462
## state_of_previous_residenceNorth Dakota 0.273
## state_of_previous_residenceNot in universe NA
## state_of_previous_residenceOhio 0.123
## state_of_previous_residenceOklahoma 0.750
## state_of_previous_residenceOregon 0.969
## state_of_previous_residencePennsylvania -1.267
## state_of_previous_residenceSouth Carolina -0.725
## state_of_previous_residenceSouth Dakota 1.313
## state_of_previous_residenceTennessee -0.171
## state_of_previous_residenceTexas 0.045
## state_of_previous_residenceUtah 0.084
## state_of_previous_residenceVermont -0.897
## state_of_previous_residenceVirginia NA
## state_of_previous_residenceWest Virginia -1.470
## state_of_previous_residenceWisconsin NA
## state_of_previous_residenceWyoming NA
## d_household_family_statChild <18 never marr not in subfamily 0.032
## d_household_family_statChild <18 never marr RP of subfamily 0.005
## d_household_family_statChild 18+ ever marr Not in a subfamily -0.140
## d_household_family_statChild 18+ ever marr RP of subfamily -0.219
## d_household_family_statChild 18+ never marr Not in a subfamily -0.207
## d_household_family_statChild 18+ never marr RP of subfamily -0.197
## d_household_family_statChild 18+ spouse of subfamily RP -0.117
## d_household_family_statChild under 18 of RP of unrel subfamily 0.004
## d_household_family_statGrandchild <18 never marr child of subfamily RP 0.054
## d_household_family_statGrandchild <18 never marr not in subfamily 0.015
## d_household_family_statGrandchild 18+ never marr not in subfamily -0.062
## d_household_family_statGrandchild 18+ spouse of subfamily RP -0.044
## d_household_family_statHouseholder 0.712
## d_household_family_statIn group quarters -0.326
## d_household_family_statNonfamily householder 0.259
## d_household_family_statOther Rel <18 never marr child of subfamily RP 0.083
## d_household_family_statOther Rel <18 never marr not in subfamily -0.020
## d_household_family_statOther Rel <18 spouse of subfamily RP 0.095
## d_household_family_statOther Rel 18+ ever marr not in subfamily -0.069
## d_household_family_statOther Rel 18+ ever marr RP of subfamily -0.071
## d_household_family_statOther Rel 18+ never marr not in subfamily -0.104
## d_household_family_statOther Rel 18+ never marr RP of subfamily 0.056
## d_household_family_statOther Rel 18+ spouse of subfamily RP 1.204
## d_household_family_statRP of unrelated subfamily -0.155
## d_household_family_statSecondary individual -0.036
## d_household_family_statSpouse of householder 0.086
## d_household_summaryChild under 18 ever married NA
## d_household_summaryChild under 18 never married NA
## d_household_summaryGroup Quarters- Secondary individual 0.207
## d_household_summaryHouseholder NA
## d_household_summaryNonrelative of householder NA
## d_household_summaryOther relative of householder NA
## d_household_summarySpouse of householder NA
## migration_msaAbroad to nonMSA -1.213
## migration_msaMSA to MSA 1.768
## migration_msaMSA to nonMSA 1.099
## migration_msaNonmover -0.077
## migration_msaNonMSA to MSA 1.754
## migration_msaNonMSA to nonMSA 1.591
## migration_msaNot identifiable NA
## migration_msaNot in universe NA
## migration_regDifferent county same state -0.823
## migration_regDifferent division same region 0.515
## migration_regDifferent region 0.927
## migration_regDifferent state same division -0.035
## migration_regNonmover NA
## migration_regNot in universe NA
## migration_regSame county NA
## migration_sunbeltNot in universe NA
## migration_sunbeltYes 0.259
## migration_within_regDifferent county same state NA
## migration_within_regDifferent state in Midwest -0.280
## migration_within_regDifferent state in Northeast -1.068
## migration_within_regDifferent state in South -0.146
## migration_within_regDifferent state in West NA
## migration_within_regNonmover NA
## migration_within_regNot in universe NA
## migration_within_regSame county NA
## live_1_year_agoNot in universe under 1 year old NA
## live_1_year_agoYes NA
## num_person_Worked_employer 9.346
## family_members_under_18Father only present 0.116
## family_members_under_18Mother only present -0.090
## family_members_under_18Neither parent present NA
## family_members_under_18Not in universe NA
## country_fatherCanada -0.209
## country_fatherChina 1.176
## country_fatherColumbia -0.091
## country_fatherCuba -0.289
## country_fatherDominican-Republic -0.148
## country_fatherEcuador -0.025
## country_fatherEl-Salvador -0.162
## country_fatherEngland 0.785
## country_fatherFrance -0.565
## country_fatherGermany 0.336
## country_fatherGreece -0.387
## country_fatherGuatemala -0.020
## country_fatherHaiti -0.761
## country_fatherHonduras 0.068
## country_fatherHong Kong -0.470
## country_fatherHungary -1.257
## country_fatherIndia -0.226
## country_fatherIran -0.066
## country_fatherIreland -0.114
## country_fatherItaly 0.184
## country_fatherJamaica 0.384
## country_fatherJapan -0.845
## country_fatherLaos 0.000
## country_fatherMexico -0.012
## country_fatherNicaragua 0.102
## country_fatherOutlying-U S (Guam USVI etc) -0.445
## country_fatherPeru 0.110
## country_fatherPhilippines -0.216
## country_fatherPoland 0.068
## country_fatherPortugal -0.386
## country_fatherPuerto-Rico -0.265
## country_fatherScotland -0.939
## country_fatherSouth Korea -0.055
## country_fatherTaiwan 0.956
## country_fatherThailand -0.180
## country_fatherTrinadad&Tobago -0.212
## country_fatherUnited-States -0.031
## country_fatherVietnam 0.718
## country_fatherYugoslavia -0.169
## country_motherCanada 0.007
## country_motherChina 0.627
## country_motherColumbia 0.084
## country_motherCuba 0.211
## country_motherDominican-Republic 0.109
## country_motherEcuador 0.017
## country_motherEl-Salvador -0.076
## country_motherEngland -0.282
## country_motherFrance 0.742
## country_motherGermany 0.048
## country_motherGreece 0.081
## country_motherGuatemala 0.054
## country_motherHaiti 0.702
## country_motherHonduras -0.021
## country_motherHong Kong 0.187
## country_motherHungary 0.920
## country_motherIndia -0.024
## country_motherIran 0.034
## country_motherIreland 0.865
## country_motherItaly -0.402
## country_motherJamaica -0.804
## country_motherJapan -0.277
## country_motherLaos NA
## country_motherMexico -0.001
## country_motherNicaragua NA
## country_motherOutlying-U S (Guam USVI etc) 0.318
## country_motherPeru 0.075
## country_motherPhilippines -0.065
## country_motherPoland 0.082
## country_motherPortugal 0.080
## country_motherPuerto-Rico -0.037
## country_motherScotland 2.315
## country_motherSouth Korea 0.045
## country_motherTaiwan -0.800
## country_motherThailand NA
## country_motherTrinadad&Tobago -0.070
## country_motherUnited-States 0.025
## country_motherVietnam NA
## country_motherYugoslavia -0.163
## country_selfCanada 0.328
## country_selfChina -1.996
## country_selfColumbia -0.234
## country_selfCuba -0.227
## country_selfDominican-Republic -0.027
## country_selfEcuador -0.053
## country_selfEl-Salvador -0.002
## country_selfEngland 0.466
## country_selfFrance -0.322
## country_selfGermany 0.194
## country_selfGreece 0.003
## country_selfGuatemala -0.012
## country_selfHaiti -0.206
## country_selfHonduras -0.103
## country_selfHong Kong 0.102
## country_selfHungary -0.511
## country_selfIndia 0.040
## country_selfIran 0.373
## country_selfIreland 0.763
## country_selfItaly 0.466
## country_selfJamaica NA
## country_selfJapan 1.737
## country_selfLaos -0.171
## country_selfMexico -0.013
## country_selfNicaragua -0.014
## country_selfPeru -0.364
## country_selfPhilippines 0.421
## country_selfPoland -0.166
## country_selfPortugal 0.673
## country_selfPuerto-Rico 0.240
## country_selfScotland -1.730
## country_selfSouth Korea -0.125
## country_selfTaiwan -0.242
## country_selfThailand 0.817
## country_selfTrinadad&Tobago NA
## country_selfUnited-States 0.080
## country_selfVietnam -0.507
## business_or_self_employed -0.476
## fill_questionnaire_veteran_adminNot in universe -0.227
## fill_questionnaire_veteran_adminYes -0.941
## Pr(>|t|)
## (Intercept) 0.0282
## region_of_previous_residenceMidwest 0.1017
## region_of_previous_residenceNortheast 0.4163
## region_of_previous_residenceNot in universe 0.6240
## region_of_previous_residenceSouth 0.1208
## region_of_previous_residenceWest 0.6497
## state_of_previous_residenceAlabama 0.8099
## state_of_previous_residenceAlaska 0.9600
## state_of_previous_residenceArizona 0.1172
## state_of_previous_residenceArkansas 0.8923
## state_of_previous_residenceCalifornia 0.0698
## state_of_previous_residenceColorado 0.0727
## state_of_previous_residenceConnecticut 0.6875
## state_of_previous_residenceDelaware 0.9427
## state_of_previous_residenceDistrict of Columbia 0.0908
## state_of_previous_residenceFlorida 0.6680
## state_of_previous_residenceGeorgia 0.9445
## state_of_previous_residenceIdaho 0.6324
## state_of_previous_residenceIllinois 0.0653
## state_of_previous_residenceIndiana 0.5725
## state_of_previous_residenceIowa 0.9596
## state_of_previous_residenceKansas 0.5581
## state_of_previous_residenceKentucky 0.7440
## state_of_previous_residenceLouisiana 0.9725
## state_of_previous_residenceMaine 0.7804
## state_of_previous_residenceMaryland 0.4709
## state_of_previous_residenceMassachusetts 0.7006
## state_of_previous_residenceMichigan 0.3033
## state_of_previous_residenceMinnesota 0.9326
## state_of_previous_residenceMississippi 0.3150
## state_of_previous_residenceMissouri 0.9465
## state_of_previous_residenceMontana 0.8030
## state_of_previous_residenceNebraska 0.1254
## state_of_previous_residenceNevada 0.9908
## state_of_previous_residenceNew Hampshire 0.0709
## state_of_previous_residenceNew Jersey 0.3017
## state_of_previous_residenceNew Mexico 0.3386
## state_of_previous_residenceNew York 0.1390
## state_of_previous_residenceNorth Carolina 0.6438
## state_of_previous_residenceNorth Dakota 0.7850
## state_of_previous_residenceNot in universe NA
## state_of_previous_residenceOhio 0.9024
## state_of_previous_residenceOklahoma 0.4534
## state_of_previous_residenceOregon 0.3328
## state_of_previous_residencePennsylvania 0.2052
## state_of_previous_residenceSouth Carolina 0.4686
## state_of_previous_residenceSouth Dakota 0.1893
## state_of_previous_residenceTennessee 0.8644
## state_of_previous_residenceTexas 0.9643
## state_of_previous_residenceUtah 0.9329
## state_of_previous_residenceVermont 0.3695
## state_of_previous_residenceVirginia NA
## state_of_previous_residenceWest Virginia 0.1417
## state_of_previous_residenceWisconsin NA
## state_of_previous_residenceWyoming NA
## d_household_family_statChild <18 never marr not in subfamily 0.9746
## d_household_family_statChild <18 never marr RP of subfamily 0.9958
## d_household_family_statChild 18+ ever marr Not in a subfamily 0.8888
## d_household_family_statChild 18+ ever marr RP of subfamily 0.8268
## d_household_family_statChild 18+ never marr Not in a subfamily 0.8363
## d_household_family_statChild 18+ never marr RP of subfamily 0.8435
## d_household_family_statChild 18+ spouse of subfamily RP 0.9072
## d_household_family_statChild under 18 of RP of unrel subfamily 0.9967
## d_household_family_statGrandchild <18 never marr child of subfamily RP 0.9573
## d_household_family_statGrandchild <18 never marr not in subfamily 0.9879
## d_household_family_statGrandchild 18+ never marr not in subfamily 0.9502
## d_household_family_statGrandchild 18+ spouse of subfamily RP 0.9648
## d_household_family_statHouseholder 0.4764
## d_household_family_statIn group quarters 0.7448
## d_household_family_statNonfamily householder 0.7959
## d_household_family_statOther Rel <18 never marr child of subfamily RP 0.9335
## d_household_family_statOther Rel <18 never marr not in subfamily 0.9840
## d_household_family_statOther Rel <18 spouse of subfamily RP 0.9245
## d_household_family_statOther Rel 18+ ever marr not in subfamily 0.9452
## d_household_family_statOther Rel 18+ ever marr RP of subfamily 0.9434
## d_household_family_statOther Rel 18+ never marr not in subfamily 0.9169
## d_household_family_statOther Rel 18+ never marr RP of subfamily 0.9550
## d_household_family_statOther Rel 18+ spouse of subfamily RP 0.2288
## d_household_family_statRP of unrelated subfamily 0.8770
## d_household_family_statSecondary individual 0.9710
## d_household_family_statSpouse of householder 0.9315
## d_household_summaryChild under 18 ever married NA
## d_household_summaryChild under 18 never married NA
## d_household_summaryGroup Quarters- Secondary individual 0.8363
## d_household_summaryHouseholder NA
## d_household_summaryNonrelative of householder NA
## d_household_summaryOther relative of householder NA
## d_household_summarySpouse of householder NA
## migration_msaAbroad to nonMSA 0.2251
## migration_msaMSA to MSA 0.0772
## migration_msaMSA to nonMSA 0.2720
## migration_msaNonmover 0.9386
## migration_msaNonMSA to MSA 0.0794
## migration_msaNonMSA to nonMSA 0.1117
## migration_msaNot identifiable NA
## migration_msaNot in universe NA
## migration_regDifferent county same state 0.4103
## migration_regDifferent division same region 0.6065
## migration_regDifferent region 0.3542
## migration_regDifferent state same division 0.9720
## migration_regNonmover NA
## migration_regNot in universe NA
## migration_regSame county NA
## migration_sunbeltNot in universe NA
## migration_sunbeltYes 0.7956
## migration_within_regDifferent county same state NA
## migration_within_regDifferent state in Midwest 0.7795
## migration_within_regDifferent state in Northeast 0.2854
## migration_within_regDifferent state in South 0.8841
## migration_within_regDifferent state in West NA
## migration_within_regNonmover NA
## migration_within_regNot in universe NA
## migration_within_regSame county NA
## live_1_year_agoNot in universe under 1 year old NA
## live_1_year_agoYes NA
## num_person_Worked_employer <2e-16
## family_members_under_18Father only present 0.9074
## family_members_under_18Mother only present 0.9285
## family_members_under_18Neither parent present NA
## family_members_under_18Not in universe NA
## country_fatherCanada 0.8346
## country_fatherChina 0.2395
## country_fatherColumbia 0.9278
## country_fatherCuba 0.7726
## country_fatherDominican-Republic 0.8820
## country_fatherEcuador 0.9801
## country_fatherEl-Salvador 0.8715
## country_fatherEngland 0.4324
## country_fatherFrance 0.5721
## country_fatherGermany 0.7367
## country_fatherGreece 0.6985
## country_fatherGuatemala 0.9840
## country_fatherHaiti 0.4466
## country_fatherHonduras 0.9461
## country_fatherHong Kong 0.6381
## country_fatherHungary 0.2089
## country_fatherIndia 0.8215
## country_fatherIran 0.9476
## country_fatherIreland 0.9094
## country_fatherItaly 0.8537
## country_fatherJamaica 0.7011
## country_fatherJapan 0.3982
## country_fatherLaos 1.0000
## country_fatherMexico 0.9906
## country_fatherNicaragua 0.9186
## country_fatherOutlying-U S (Guam USVI etc) 0.6566
## country_fatherPeru 0.9122
## country_fatherPhilippines 0.8291
## country_fatherPoland 0.9454
## country_fatherPortugal 0.6993
## country_fatherPuerto-Rico 0.7908
## country_fatherScotland 0.3480
## country_fatherSouth Korea 0.9565
## country_fatherTaiwan 0.3389
## country_fatherThailand 0.8573
## country_fatherTrinadad&Tobago 0.8324
## country_fatherUnited-States 0.9754
## country_fatherVietnam 0.4731
## country_fatherYugoslavia 0.8658
## country_motherCanada 0.9942
## country_motherChina 0.5308
## country_motherColumbia 0.9327
## country_motherCuba 0.8327
## country_motherDominican-Republic 0.9133
## country_motherEcuador 0.9867
## country_motherEl-Salvador 0.9393
## country_motherEngland 0.7777
## country_motherFrance 0.4583
## country_motherGermany 0.9614
## country_motherGreece 0.9358
## country_motherGuatemala 0.9571
## country_motherHaiti 0.4824
## country_motherHonduras 0.9832
## country_motherHong Kong 0.8515
## country_motherHungary 0.3577
## country_motherIndia 0.9808
## country_motherIran 0.9729
## country_motherIreland 0.3869
## country_motherItaly 0.6874
## country_motherJamaica 0.4216
## country_motherJapan 0.7815
## country_motherLaos NA
## country_motherMexico 0.9988
## country_motherNicaragua NA
## country_motherOutlying-U S (Guam USVI etc) 0.7503
## country_motherPeru 0.9402
## country_motherPhilippines 0.9479
## country_motherPoland 0.9346
## country_motherPortugal 0.9359
## country_motherPuerto-Rico 0.9705
## country_motherScotland 0.0206
## country_motherSouth Korea 0.9640
## country_motherTaiwan 0.4239
## country_motherThailand NA
## country_motherTrinadad&Tobago 0.9444
## country_motherUnited-States 0.9801
## country_motherVietnam NA
## country_motherYugoslavia 0.8709
## country_selfCanada 0.7432
## country_selfChina 0.0460
## country_selfColumbia 0.8153
## country_selfCuba 0.8207
## country_selfDominican-Republic 0.9781
## country_selfEcuador 0.9579
## country_selfEl-Salvador 0.9986
## country_selfEngland 0.6413
## country_selfFrance 0.7476
## country_selfGermany 0.8464
## country_selfGreece 0.9980
## country_selfGuatemala 0.9903
## country_selfHaiti 0.8368
## country_selfHonduras 0.9179
## country_selfHong Kong 0.9190
## country_selfHungary 0.6092
## country_selfIndia 0.9682
## country_selfIran 0.7092
## country_selfIreland 0.4454
## country_selfItaly 0.6415
## country_selfJamaica NA
## country_selfJapan 0.0824
## country_selfLaos 0.8644
## country_selfMexico 0.9893
## country_selfNicaragua 0.9884
## country_selfPeru 0.7156
## country_selfPhilippines 0.6737
## country_selfPoland 0.8685
## country_selfPortugal 0.5009
## country_selfPuerto-Rico 0.8104
## country_selfScotland 0.0838
## country_selfSouth Korea 0.9006
## country_selfTaiwan 0.8090
## country_selfThailand 0.4142
## country_selfTrinadad&Tobago NA
## country_selfUnited-States 0.9360
## country_selfVietnam 0.6122
## business_or_self_employed 0.6344
## fill_questionnaire_veteran_adminNot in universe 0.8201
## fill_questionnaire_veteran_adminYes 0.3465
##
## (Intercept) *
## region_of_previous_residenceMidwest
## region_of_previous_residenceNortheast
## region_of_previous_residenceNot in universe
## region_of_previous_residenceSouth
## region_of_previous_residenceWest
## state_of_previous_residenceAlabama
## state_of_previous_residenceAlaska
## state_of_previous_residenceArizona
## state_of_previous_residenceArkansas
## state_of_previous_residenceCalifornia .
## state_of_previous_residenceColorado .
## state_of_previous_residenceConnecticut
## state_of_previous_residenceDelaware
## state_of_previous_residenceDistrict of Columbia .
## state_of_previous_residenceFlorida
## state_of_previous_residenceGeorgia
## state_of_previous_residenceIdaho
## state_of_previous_residenceIllinois .
## state_of_previous_residenceIndiana
## state_of_previous_residenceIowa
## state_of_previous_residenceKansas
## state_of_previous_residenceKentucky
## state_of_previous_residenceLouisiana
## state_of_previous_residenceMaine
## state_of_previous_residenceMaryland
## state_of_previous_residenceMassachusetts
## state_of_previous_residenceMichigan
## state_of_previous_residenceMinnesota
## state_of_previous_residenceMississippi
## state_of_previous_residenceMissouri
## state_of_previous_residenceMontana
## state_of_previous_residenceNebraska
## state_of_previous_residenceNevada
## state_of_previous_residenceNew Hampshire .
## state_of_previous_residenceNew Jersey
## state_of_previous_residenceNew Mexico
## state_of_previous_residenceNew York
## state_of_previous_residenceNorth Carolina
## state_of_previous_residenceNorth Dakota
## state_of_previous_residenceNot in universe
## state_of_previous_residenceOhio
## state_of_previous_residenceOklahoma
## state_of_previous_residenceOregon
## state_of_previous_residencePennsylvania
## state_of_previous_residenceSouth Carolina
## state_of_previous_residenceSouth Dakota
## state_of_previous_residenceTennessee
## state_of_previous_residenceTexas
## state_of_previous_residenceUtah
## state_of_previous_residenceVermont
## state_of_previous_residenceVirginia
## state_of_previous_residenceWest Virginia
## state_of_previous_residenceWisconsin
## state_of_previous_residenceWyoming
## d_household_family_statChild <18 never marr not in subfamily
## d_household_family_statChild <18 never marr RP of subfamily
## d_household_family_statChild 18+ ever marr Not in a subfamily
## d_household_family_statChild 18+ ever marr RP of subfamily
## d_household_family_statChild 18+ never marr Not in a subfamily
## d_household_family_statChild 18+ never marr RP of subfamily
## d_household_family_statChild 18+ spouse of subfamily RP
## d_household_family_statChild under 18 of RP of unrel subfamily
## d_household_family_statGrandchild <18 never marr child of subfamily RP
## d_household_family_statGrandchild <18 never marr not in subfamily
## d_household_family_statGrandchild 18+ never marr not in subfamily
## d_household_family_statGrandchild 18+ spouse of subfamily RP
## d_household_family_statHouseholder
## d_household_family_statIn group quarters
## d_household_family_statNonfamily householder
## d_household_family_statOther Rel <18 never marr child of subfamily RP
## d_household_family_statOther Rel <18 never marr not in subfamily
## d_household_family_statOther Rel <18 spouse of subfamily RP
## d_household_family_statOther Rel 18+ ever marr not in subfamily
## d_household_family_statOther Rel 18+ ever marr RP of subfamily
## d_household_family_statOther Rel 18+ never marr not in subfamily
## d_household_family_statOther Rel 18+ never marr RP of subfamily
## d_household_family_statOther Rel 18+ spouse of subfamily RP
## d_household_family_statRP of unrelated subfamily
## d_household_family_statSecondary individual
## d_household_family_statSpouse of householder
## d_household_summaryChild under 18 ever married
## d_household_summaryChild under 18 never married
## d_household_summaryGroup Quarters- Secondary individual
## d_household_summaryHouseholder
## d_household_summaryNonrelative of householder
## d_household_summaryOther relative of householder
## d_household_summarySpouse of householder
## migration_msaAbroad to nonMSA
## migration_msaMSA to MSA .
## migration_msaMSA to nonMSA
## migration_msaNonmover
## migration_msaNonMSA to MSA .
## migration_msaNonMSA to nonMSA
## migration_msaNot identifiable
## migration_msaNot in universe
## migration_regDifferent county same state
## migration_regDifferent division same region
## migration_regDifferent region
## migration_regDifferent state same division
## migration_regNonmover
## migration_regNot in universe
## migration_regSame county
## migration_sunbeltNot in universe
## migration_sunbeltYes
## migration_within_regDifferent county same state
## migration_within_regDifferent state in Midwest
## migration_within_regDifferent state in Northeast
## migration_within_regDifferent state in South
## migration_within_regDifferent state in West
## migration_within_regNonmover
## migration_within_regNot in universe
## migration_within_regSame county
## live_1_year_agoNot in universe under 1 year old
## live_1_year_agoYes
## num_person_Worked_employer ***
## family_members_under_18Father only present
## family_members_under_18Mother only present
## family_members_under_18Neither parent present
## family_members_under_18Not in universe
## country_fatherCanada
## country_fatherChina
## country_fatherColumbia
## country_fatherCuba
## country_fatherDominican-Republic
## country_fatherEcuador
## country_fatherEl-Salvador
## country_fatherEngland
## country_fatherFrance
## country_fatherGermany
## country_fatherGreece
## country_fatherGuatemala
## country_fatherHaiti
## country_fatherHonduras
## country_fatherHong Kong
## country_fatherHungary
## country_fatherIndia
## country_fatherIran
## country_fatherIreland
## country_fatherItaly
## country_fatherJamaica
## country_fatherJapan
## country_fatherLaos
## country_fatherMexico
## country_fatherNicaragua
## country_fatherOutlying-U S (Guam USVI etc)
## country_fatherPeru
## country_fatherPhilippines
## country_fatherPoland
## country_fatherPortugal
## country_fatherPuerto-Rico
## country_fatherScotland
## country_fatherSouth Korea
## country_fatherTaiwan
## country_fatherThailand
## country_fatherTrinadad&Tobago
## country_fatherUnited-States
## country_fatherVietnam
## country_fatherYugoslavia
## country_motherCanada
## country_motherChina
## country_motherColumbia
## country_motherCuba
## country_motherDominican-Republic
## country_motherEcuador
## country_motherEl-Salvador
## country_motherEngland
## country_motherFrance
## country_motherGermany
## country_motherGreece
## country_motherGuatemala
## country_motherHaiti
## country_motherHonduras
## country_motherHong Kong
## country_motherHungary
## country_motherIndia
## country_motherIran
## country_motherIreland
## country_motherItaly
## country_motherJamaica
## country_motherJapan
## country_motherLaos
## country_motherMexico
## country_motherNicaragua
## country_motherOutlying-U S (Guam USVI etc)
## country_motherPeru
## country_motherPhilippines
## country_motherPoland
## country_motherPortugal
## country_motherPuerto-Rico
## country_motherScotland *
## country_motherSouth Korea
## country_motherTaiwan
## country_motherThailand
## country_motherTrinadad&Tobago
## country_motherUnited-States
## country_motherVietnam
## country_motherYugoslavia
## country_selfCanada
## country_selfChina *
## country_selfColumbia
## country_selfCuba
## country_selfDominican-Republic
## country_selfEcuador
## country_selfEl-Salvador
## country_selfEngland
## country_selfFrance
## country_selfGermany
## country_selfGreece
## country_selfGuatemala
## country_selfHaiti
## country_selfHonduras
## country_selfHong Kong
## country_selfHungary
## country_selfIndia
## country_selfIran
## country_selfIreland
## country_selfItaly
## country_selfJamaica
## country_selfJapan .
## country_selfLaos
## country_selfMexico
## country_selfNicaragua
## country_selfPeru
## country_selfPhilippines
## country_selfPoland
## country_selfPortugal
## country_selfPuerto-Rico
## country_selfScotland .
## country_selfSouth Korea
## country_selfTaiwan
## country_selfThailand
## country_selfTrinadad&Tobago
## country_selfUnited-States
## country_selfVietnam
## business_or_self_employed
## fill_questionnaire_veteran_adminNot in universe
## fill_questionnaire_veteran_adminYes
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 22600 on 4516 degrees of freedom
## (5277 observations deleted due to missingness)
## Multiple R-squared: 0.1302, Adjusted R-squared: 0.09049
## F-statistic: 3.281 on 206 and 4516 DF, p-value: < 2.2e-16