Set Working Directory and Packages
setwd("C:/Work Files/RDA/Consults/Ewa Golebiowska")
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library(cjoint)## Loading required package: sandwich
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## cjoint: AMCE Estimator for Conjoint Experiments
## Version: 2.1.1
## Authors: Soubhik Barari, Elissa Berwick, Jens Hainmueller, Daniel Hopkins, Sean Liu, Anton Strezhnev, Teppei Yamamoto
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## Attaching package: 'cjoint'
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## viewTESS_Data_Final_New_Vote <-read.csv("TESS_Data_Final_New_Voting.Choice.csv")
TESS_Data_Final_New_Vote$Religion_Att <-factor(TESS_Data_Final_New_Vote$Religion_Att,
levels = c(1,2,3,4,5),
labels = c("Atheist", "Is not sure there is a God", "Does not currently identify with a religion", "Attends religious services weekly", "Christian"))
table(TESS_Data_Final_New_Vote$Religion_Att)##
## Atheist
## 3839
## Is not sure there is a God
## 4149
## Does not currently identify with a religion
## 4091
## Attends religious services weekly
## 4201
## Christian
## 4104TESS_Data_Final_New_Vote$Gender_Att <-factor(TESS_Data_Final_New_Vote$Gender_Att,
levels = c(1,2),
labels = c("Female", "Male"))
table(TESS_Data_Final_New_Vote$Gender_Att)##
## Female Male
## 10421 9963TESS_Data_Final_New_Vote$Race_Att <-factor(TESS_Data_Final_New_Vote$Race_Att,
levels = c(1,2,3,4),
labels = c("White", "Black","Hispanic","Asian"))
table(TESS_Data_Final_New_Vote$Race_Att)##
## White Black Hispanic Asian
## 4997 5204 5309 4874TESS_Data_Final_New_Vote$Education_Att <-factor(TESS_Data_Final_New_Vote$Education_Att,
levels = c(1,2,3,4),
labels = c("High School", "Some College","College Grad","Grad Degree"))
table(TESS_Data_Final_New_Vote$Education_Att)##
## High School Some College College Grad Grad Degree
## 4898 5173 5124 5189TESS_Data_Final_New_Vote$Age_Att <-factor(TESS_Data_Final_New_Vote$Age_Att,
levels = c(1,2,3,4),
labels = c("35", "47","59","71"))
table(TESS_Data_Final_New_Vote$Age_Att)##
## 35 47 59 71
## 5122 5095 5427 4740TESS_Data_Final_New_Vote$Experience_Att <-factor(TESS_Data_Final_New_Vote$Experience_Att,
levels = c(1,2,3,4),
labels = c("No Experience", "4 years","8 years","12 years"))
table(TESS_Data_Final_New_Vote$Experience_Att)##
## No Experience 4 years 8 years 12 years
## 5156 5220 5003 5005TESS_Data_Final_New_Vote$Party_Att <-factor(TESS_Data_Final_New_Vote$Party_Att,
levels = c(1,2),
labels = c("Democrat", "Republican"))
table(TESS_Data_Final_New_Vote$Party_Att)##
## Democrat Republican
## 10472 9912TESS_Data_Final_New_Vote$Policy_Att <-factor(TESS_Data_Final_New_Vote$Policy_Att,
levels = c(1,2,3,4,5),
labels = c("Foreign", "Economic","Health Care","Education","Environmental"))
table(TESS_Data_Final_New_Vote$Policy_Att)##
## Foreign Economic Health Care Education Environmental
## 3817 3976 4298 4187 4106TESS_Data_Final_New_Vote$Partisan_Comp <-factor(TESS_Data_Final_New_Vote$Partisan_Comp,
levels = c(1,2,3),
labels = c("Democratic Primary", "Republican Primary","General Election"))
table(TESS_Data_Final_New_Vote$Partisan_Comp)##
## Democratic Primary Republican Primary General Election
## 5668 5108 9608TESS_Data_Final_New_Vote$Office <-factor(TESS_Data_Final_New_Vote$Office,
levels = c(1,2),
labels = c("Mayor", "President"))
table(TESS_Data_Final_New_Vote$Office)##
## Mayor President
## 10192 10192This block of code runs a test analysis to ensure the labels attach to the output. The first command in this block is the code to change the reference category for the religion attribute to Christian from the default of Atheist. The output for the sample analysis is provided following the code where you can see the columns for the coefficient table are labeled (e.g., for age the columns are: AgeAtt47, AgeAtt59, AgeAtt71)
###Change Reference Category for Religion as an example
TESS_Data_Final_New_Vote$Religion_Att <- relevel(TESS_Data_Final_New_Vote$Religion_Att, ref = "Christian")
###If this does not work try setting ref= 5
test.results <- amce(Voting.Choice ~ Religion.Att + Gender.Att + Race.Att +
Education.Att + Age.Att + Experience.Att + Party.Att +
Policy.Att + Office + Partisan_Comp, data=TESS_Data_Final_New_Vote,
cluster=TRUE, weights = "WEIGHT", respondent.id="CaseId",
design = "uniform")
print(test.results)## $estimates
## $estimates$AgeAtt
## AgeAtt47 AgeAtt59 AgeAtt71
## AMCE 0.02042064 -0.008989418 -0.09034888
## Std. Error 0.01291736 0.014589062 0.01562561
##
## $estimates$EducationAtt
## EducationAttSomeCollege EducationAttCollegeGrad
## AMCE 0.05959066 0.11845530
## Std. Error 0.01372163 0.01454218
## EducationAttGradDegree
## AMCE 0.12899887
## Std. Error 0.01411216
##
## $estimates$ExperienceAtt
## ExperienceAtt4years ExperienceAtt8years ExperienceAtt12years
## AMCE 0.11916137 0.16266337 0.18881660
## Std. Error 0.01392106 0.01371598 0.01353043
##
## $estimates$GenderAtt
## GenderAttMale
## AMCE -0.019434487
## Std. Error 0.009296801
##
## $estimates$Office
## OfficePresident
## AMCE -8.48978e-05
## Std. Error 2.26414e-03
##
## $estimates$PartisanComp
## PartisanCompRepublicanPrimary PartisanCompGeneralElection
## AMCE 0.04088783 0.02512526
## Std. Error 0.02691494 0.01349811
##
## $estimates$PartyAtt
## PartyAttRepublican
## AMCE -0.03644713
## Std. Error 0.02705103
##
## $estimates$PolicyAtt
## PolicyAttEconomic PolicyAttHealthCare PolicyAttEducation
## AMCE 0.09839265 0.06250930 0.05956117
## Std. Error 0.01543932 0.01609959 0.01490509
## PolicyAttEnvironmental
## AMCE 0.03319679
## Std. Error 0.01479368
##
## $estimates$RaceAtt
## RaceAttBlack RaceAttHispanic RaceAttAsian
## AMCE 0.03753812 0.01483254 -0.02393762
## Std. Error 0.01470279 0.01499569 0.01425158
##
## $estimates$ReligionAtt
## ReligionAttAtheist ReligionAttIsnotsurethereisaGod
## AMCE -0.14814458 -0.08605575
## Std. Error 0.01760436 0.01603739
## ReligionAttDoesnotcurrentlyidentifywithareligion
## AMCE -0.03361005
## Std. Error 0.01623497
## ReligionAttAttendsreligiousservicesweekly
## AMCE 0.007042568
## Std. Error 0.014277797
##
##
## $attributes
## $attributes$AgeAtt
## [1] "35" "47" "59" "71"
##
## $attributes$EducationAtt
## [1] "HighSchool" "SomeCollege" "CollegeGrad" "GradDegree"
##
## $attributes$ExperienceAtt
## [1] "NoExperience" "4years" "8years" "12years"
##
## $attributes$GenderAtt
## [1] "Female" "Male"
##
## $attributes$Office
## [1] "Mayor" "President"
##
## $attributes$PartisanComp
## [1] "DemocraticPrimary" "RepublicanPrimary" "GeneralElection"
##
## $attributes$PartyAtt
## [1] "Democrat" "Republican"
##
## $attributes$PolicyAtt
## [1] "Foreign" "Economic" "HealthCare" "Education"
## [5] "Environmental"
##
## $attributes$RaceAtt
## [1] "White" "Black" "Hispanic" "Asian"
##
## $attributes$ReligionAtt
## [1] "Christian"
## [2] "Atheist"
## [3] "IsnotsurethereisaGod"
## [4] "Doesnotcurrentlyidentifywithareligion"
## [5] "Attendsreligiousservicesweekly"
##
##
## $vcov.prof
## (Intercept) AgeAtt47
## (Intercept) 5.780469e-04 -4.565141e-05
## AgeAtt47 -4.565141e-05 1.668582e-04
## AgeAtt59 -5.343588e-05 1.010852e-04
## AgeAtt71 -4.129246e-05 1.010108e-04
## EducationAttSomeCollege -1.057588e-04 -3.069327e-05
## EducationAttCollegeGrad -1.348500e-04 -2.311133e-05
## EducationAttGradDegree -1.575333e-04 -3.014498e-05
## ExperienceAtt4years -8.546372e-05 -1.123148e-05
## ExperienceAtt8years -1.108885e-04 -4.278626e-06
## ExperienceAtt12years -1.139440e-04 3.903415e-06
## GenderAttMale -6.089017e-05 3.700269e-06
## OfficePresident -7.168186e-06 7.310228e-07
## PartisanCompRepublicanPrimary -3.507314e-05 2.542855e-06
## PartisanCompGeneralElection -2.750332e-05 -3.894740e-06
## PartyAttRepublican 1.458783e-05 -8.979621e-06
## PolicyAttEconomic -1.105444e-04 3.765618e-06
## PolicyAttHealthCare -1.480366e-04 -2.852174e-05
## PolicyAttEducation -8.995169e-05 -6.697060e-06
## PolicyAttEnvironmental -1.261572e-04 -2.430957e-05
## RaceAttBlack -1.314327e-04 -8.352531e-06
## RaceAttHispanic -1.595694e-04 -2.718995e-05
## RaceAttAsian -1.072773e-04 -2.149976e-05
## ReligionAttAtheist -1.733793e-04 1.010977e-05
## ReligionAttIsnotsurethereisaGod -1.816539e-04 1.472669e-06
## ReligionAttDoesnotcurrentlyidentifywithareligion -1.467097e-04 1.315555e-05
## ReligionAttAttendsreligiousservicesweekly -9.687629e-05 -4.851192e-07
## AgeAtt59 AgeAtt71
## (Intercept) -5.343588e-05 -4.129246e-05
## AgeAtt47 1.010852e-04 1.010108e-04
## AgeAtt59 2.128407e-04 1.327739e-04
## AgeAtt71 1.327739e-04 2.441598e-04
## EducationAttSomeCollege -2.627218e-05 8.169395e-07
## EducationAttCollegeGrad -4.773785e-05 -9.008976e-06
## EducationAttGradDegree -4.101812e-05 -1.181533e-05
## ExperienceAtt4years -4.144148e-05 -3.814145e-05
## ExperienceAtt8years -1.424778e-05 -2.378219e-05
## ExperienceAtt12years -1.821762e-07 -5.897306e-06
## GenderAttMale 2.384124e-05 4.686418e-06
## OfficePresident 4.151934e-08 3.539784e-06
## PartisanCompRepublicanPrimary -4.205925e-06 2.449077e-05
## PartisanCompGeneralElection -7.138692e-06 4.398699e-06
## PartyAttRepublican -4.031739e-06 -2.204637e-05
## PolicyAttEconomic 5.660830e-06 1.250518e-05
## PolicyAttHealthCare -1.198161e-05 -9.419418e-06
## PolicyAttEducation 1.249748e-05 6.383270e-06
## PolicyAttEnvironmental -2.925767e-06 -1.995764e-05
## RaceAttBlack -1.760999e-06 -2.437128e-05
## RaceAttHispanic -3.031537e-05 -4.111137e-05
## RaceAttAsian -1.738910e-05 -4.430448e-05
## ReligionAttAtheist -2.918792e-05 -4.859791e-05
## ReligionAttIsnotsurethereisaGod -2.493771e-05 -2.175180e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion -1.793798e-06 -4.702723e-05
## ReligionAttAttendsreligiousservicesweekly -3.639466e-06 -1.983955e-05
## EducationAttSomeCollege
## (Intercept) -1.057588e-04
## AgeAtt47 -3.069327e-05
## AgeAtt59 -2.627218e-05
## AgeAtt71 8.169395e-07
## EducationAttSomeCollege 1.882832e-04
## EducationAttCollegeGrad 1.059589e-04
## EducationAttGradDegree 1.123375e-04
## ExperienceAtt4years -4.413049e-06
## ExperienceAtt8years -7.303023e-06
## ExperienceAtt12years -1.185473e-06
## GenderAttMale 8.216712e-06
## OfficePresident -4.020237e-07
## PartisanCompRepublicanPrimary -1.122249e-05
## PartisanCompGeneralElection -3.316229e-06
## PartyAttRepublican 1.213004e-05
## PolicyAttEconomic 5.063327e-06
## PolicyAttHealthCare 2.455728e-05
## PolicyAttEducation 4.200536e-07
## PolicyAttEnvironmental -5.770522e-06
## RaceAttBlack 1.071985e-05
## RaceAttHispanic 1.803939e-05
## RaceAttAsian 1.654904e-05
## ReligionAttAtheist -1.367437e-05
## ReligionAttIsnotsurethereisaGod 3.456214e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion -2.100282e-05
## ReligionAttAttendsreligiousservicesweekly -2.997595e-06
## EducationAttCollegeGrad
## (Intercept) -1.348500e-04
## AgeAtt47 -2.311133e-05
## AgeAtt59 -4.773785e-05
## AgeAtt71 -9.008976e-06
## EducationAttSomeCollege 1.059589e-04
## EducationAttCollegeGrad 2.114749e-04
## EducationAttGradDegree 1.313306e-04
## ExperienceAtt4years 1.125407e-05
## ExperienceAtt8years -6.461220e-06
## ExperienceAtt12years 1.520648e-05
## GenderAttMale -7.782154e-06
## OfficePresident 2.215154e-06
## PartisanCompRepublicanPrimary 3.201965e-05
## PartisanCompGeneralElection 1.700512e-05
## PartyAttRepublican -2.921909e-05
## PolicyAttEconomic 3.578457e-05
## PolicyAttHealthCare 3.135824e-05
## PolicyAttEducation 1.692041e-05
## PolicyAttEnvironmental 1.787044e-05
## RaceAttBlack -3.285456e-06
## RaceAttHispanic 2.697858e-05
## RaceAttAsian 3.029703e-05
## ReligionAttAtheist 5.203268e-06
## ReligionAttIsnotsurethereisaGod 3.988114e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion 2.305028e-06
## ReligionAttAttendsreligiousservicesweekly -2.310419e-05
## EducationAttGradDegree
## (Intercept) -1.575333e-04
## AgeAtt47 -3.014498e-05
## AgeAtt59 -4.101812e-05
## AgeAtt71 -1.181533e-05
## EducationAttSomeCollege 1.123375e-04
## EducationAttCollegeGrad 1.313306e-04
## EducationAttGradDegree 1.991529e-04
## ExperienceAtt4years 1.718222e-05
## ExperienceAtt8years 1.266060e-05
## ExperienceAtt12years 1.028749e-05
## GenderAttMale 3.120833e-06
## OfficePresident 6.583706e-07
## PartisanCompRepublicanPrimary 6.876010e-08
## PartisanCompGeneralElection 3.199721e-06
## PartyAttRepublican 5.981929e-06
## PolicyAttEconomic 1.559125e-05
## PolicyAttHealthCare 2.728812e-05
## PolicyAttEducation 2.449998e-06
## PolicyAttEnvironmental 1.987041e-05
## RaceAttBlack 1.971598e-05
## RaceAttHispanic 4.037035e-05
## RaceAttAsian 1.771154e-05
## ReligionAttAtheist 2.409906e-05
## ReligionAttIsnotsurethereisaGod 4.975613e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion 1.728540e-05
## ReligionAttAttendsreligiousservicesweekly 5.414443e-06
## ExperienceAtt4years
## (Intercept) -8.546372e-05
## AgeAtt47 -1.123148e-05
## AgeAtt59 -4.144148e-05
## AgeAtt71 -3.814145e-05
## EducationAttSomeCollege -4.413049e-06
## EducationAttCollegeGrad 1.125407e-05
## EducationAttGradDegree 1.718222e-05
## ExperienceAtt4years 1.937959e-04
## ExperienceAtt8years 1.033092e-04
## ExperienceAtt12years 9.036707e-05
## GenderAttMale -1.237859e-05
## OfficePresident 3.062860e-06
## PartisanCompRepublicanPrimary -1.418869e-06
## PartisanCompGeneralElection 2.801087e-06
## PartyAttRepublican 5.459454e-07
## PolicyAttEconomic 2.795636e-07
## PolicyAttHealthCare -7.726564e-06
## PolicyAttEducation -2.898732e-05
## PolicyAttEnvironmental -5.255089e-07
## RaceAttBlack 1.822352e-05
## RaceAttHispanic 4.685160e-05
## RaceAttAsian 1.658835e-05
## ReligionAttAtheist 3.463745e-06
## ReligionAttIsnotsurethereisaGod -3.110940e-06
## ReligionAttDoesnotcurrentlyidentifywithareligion -1.550041e-05
## ReligionAttAttendsreligiousservicesweekly -1.089439e-06
## ExperienceAtt8years
## (Intercept) -1.108885e-04
## AgeAtt47 -4.278626e-06
## AgeAtt59 -1.424778e-05
## AgeAtt71 -2.378219e-05
## EducationAttSomeCollege -7.303023e-06
## EducationAttCollegeGrad -6.461220e-06
## EducationAttGradDegree 1.266060e-05
## ExperienceAtt4years 1.033092e-04
## ExperienceAtt8years 1.881282e-04
## ExperienceAtt12years 1.021337e-04
## GenderAttMale -1.580334e-05
## OfficePresident 1.591340e-06
## PartisanCompRepublicanPrimary -2.768849e-05
## PartisanCompGeneralElection -8.774572e-06
## PartyAttRepublican 4.308497e-05
## PolicyAttEconomic -2.552596e-05
## PolicyAttHealthCare -4.899848e-06
## PolicyAttEducation -3.279646e-05
## PolicyAttEnvironmental 2.003588e-05
## RaceAttBlack 7.177262e-06
## RaceAttHispanic 3.410358e-05
## RaceAttAsian 1.475554e-06
## ReligionAttAtheist 3.917468e-05
## ReligionAttIsnotsurethereisaGod 2.555277e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion 2.667100e-05
## ReligionAttAttendsreligiousservicesweekly 7.100046e-06
## ExperienceAtt12years
## (Intercept) -1.139440e-04
## AgeAtt47 3.903415e-06
## AgeAtt59 -1.821762e-07
## AgeAtt71 -5.897306e-06
## EducationAttSomeCollege -1.185473e-06
## EducationAttCollegeGrad 1.520648e-05
## EducationAttGradDegree 1.028749e-05
## ExperienceAtt4years 9.036707e-05
## ExperienceAtt8years 1.021337e-04
## ExperienceAtt12years 1.830725e-04
## GenderAttMale -2.003122e-05
## OfficePresident 8.085376e-07
## PartisanCompRepublicanPrimary 1.266829e-05
## PartisanCompGeneralElection 9.389816e-06
## PartyAttRepublican -1.075579e-05
## PolicyAttEconomic 1.332386e-05
## PolicyAttHealthCare -1.443189e-06
## PolicyAttEducation -2.377250e-05
## PolicyAttEnvironmental 1.066803e-05
## RaceAttBlack 1.606674e-05
## RaceAttHispanic 2.652226e-05
## RaceAttAsian 1.451001e-05
## ReligionAttAtheist 2.698098e-05
## ReligionAttIsnotsurethereisaGod 8.244901e-06
## ReligionAttDoesnotcurrentlyidentifywithareligion 5.862774e-07
## ReligionAttAttendsreligiousservicesweekly 5.477741e-06
## GenderAttMale OfficePresident
## (Intercept) -6.089017e-05 -7.168186e-06
## AgeAtt47 3.700269e-06 7.310228e-07
## AgeAtt59 2.384124e-05 4.151934e-08
## AgeAtt71 4.686418e-06 3.539784e-06
## EducationAttSomeCollege 8.216712e-06 -4.020237e-07
## EducationAttCollegeGrad -7.782154e-06 2.215154e-06
## EducationAttGradDegree 3.120833e-06 6.583706e-07
## ExperienceAtt4years -1.237859e-05 3.062860e-06
## ExperienceAtt8years -1.580334e-05 1.591340e-06
## ExperienceAtt12years -2.003122e-05 8.085376e-07
## GenderAttMale 8.643051e-05 -1.698278e-06
## OfficePresident -1.698278e-06 5.126329e-06
## PartisanCompRepublicanPrimary -5.339481e-06 -4.232936e-07
## PartisanCompGeneralElection -7.162939e-07 -4.608939e-07
## PartyAttRepublican 9.186552e-06 8.680137e-07
## PolicyAttEconomic 1.237757e-05 2.458560e-06
## PolicyAttHealthCare 7.317235e-06 1.241535e-06
## PolicyAttEducation 7.769175e-06 1.232379e-06
## PolicyAttEnvironmental -1.224567e-07 -1.172170e-06
## RaceAttBlack 2.115597e-05 2.868741e-06
## RaceAttHispanic 5.610792e-06 2.160913e-06
## RaceAttAsian 7.283958e-06 9.781670e-07
## ReligionAttAtheist -1.006125e-06 2.568601e-06
## ReligionAttIsnotsurethereisaGod 2.660433e-06 -8.285771e-07
## ReligionAttDoesnotcurrentlyidentifywithareligion 7.336939e-06 -1.402563e-06
## ReligionAttAttendsreligiousservicesweekly 1.081383e-05 3.262495e-07
## PartisanCompRepublicanPrimary
## (Intercept) -3.507314e-05
## AgeAtt47 2.542855e-06
## AgeAtt59 -4.205925e-06
## AgeAtt71 2.449077e-05
## EducationAttSomeCollege -1.122249e-05
## EducationAttCollegeGrad 3.201965e-05
## EducationAttGradDegree 6.876010e-08
## ExperienceAtt4years -1.418869e-06
## ExperienceAtt8years -2.768849e-05
## ExperienceAtt12years 1.266829e-05
## GenderAttMale -5.339481e-06
## OfficePresident -4.232936e-07
## PartisanCompRepublicanPrimary 7.244138e-04
## PartisanCompGeneralElection 3.584689e-04
## PartyAttRepublican -7.200304e-04
## PolicyAttEconomic 3.967280e-05
## PolicyAttHealthCare 3.294529e-05
## PolicyAttEducation 2.801141e-05
## PolicyAttEnvironmental 3.770068e-05
## RaceAttBlack -1.480158e-05
## RaceAttHispanic -3.117512e-05
## RaceAttAsian 1.053672e-05
## ReligionAttAtheist 3.935634e-05
## ReligionAttIsnotsurethereisaGod 4.081580e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion -4.775767e-06
## ReligionAttAttendsreligiousservicesweekly -1.835400e-05
## PartisanCompGeneralElection
## (Intercept) -2.750332e-05
## AgeAtt47 -3.894740e-06
## AgeAtt59 -7.138692e-06
## AgeAtt71 4.398699e-06
## EducationAttSomeCollege -3.316229e-06
## EducationAttCollegeGrad 1.700512e-05
## EducationAttGradDegree 3.199721e-06
## ExperienceAtt4years 2.801087e-06
## ExperienceAtt8years -8.774572e-06
## ExperienceAtt12years 9.389816e-06
## GenderAttMale -7.162939e-07
## OfficePresident -4.608939e-07
## PartisanCompRepublicanPrimary 3.584689e-04
## PartisanCompGeneralElection 1.821990e-04
## PartyAttRepublican -3.567343e-04
## PolicyAttEconomic 1.678156e-05
## PolicyAttHealthCare 1.822831e-05
## PolicyAttEducation 1.503099e-05
## PolicyAttEnvironmental 2.078009e-05
## RaceAttBlack -5.954715e-07
## RaceAttHispanic -1.106682e-05
## RaceAttAsian 7.883288e-06
## ReligionAttAtheist 2.285703e-05
## ReligionAttIsnotsurethereisaGod 2.699142e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion 3.293223e-06
## ReligionAttAttendsreligiousservicesweekly -6.386345e-06
## PartyAttRepublican
## (Intercept) 1.458783e-05
## AgeAtt47 -8.979621e-06
## AgeAtt59 -4.031739e-06
## AgeAtt71 -2.204637e-05
## EducationAttSomeCollege 1.213004e-05
## EducationAttCollegeGrad -2.921909e-05
## EducationAttGradDegree 5.981929e-06
## ExperienceAtt4years 5.459454e-07
## ExperienceAtt8years 4.308497e-05
## ExperienceAtt12years -1.075579e-05
## GenderAttMale 9.186552e-06
## OfficePresident 8.680137e-07
## PartisanCompRepublicanPrimary -7.200304e-04
## PartisanCompGeneralElection -3.567343e-04
## PartyAttRepublican 7.317584e-04
## PolicyAttEconomic -3.791798e-05
## PolicyAttHealthCare -1.926374e-05
## PolicyAttEducation -2.892581e-05
## PolicyAttEnvironmental -2.473377e-05
## RaceAttBlack 1.196717e-05
## RaceAttHispanic 2.933144e-05
## RaceAttAsian -1.676021e-05
## ReligionAttAtheist -3.162244e-05
## ReligionAttIsnotsurethereisaGod -2.962544e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion 3.264530e-07
## ReligionAttAttendsreligiousservicesweekly 2.450191e-05
## PolicyAttEconomic
## (Intercept) -1.105444e-04
## AgeAtt47 3.765618e-06
## AgeAtt59 5.660830e-06
## AgeAtt71 1.250518e-05
## EducationAttSomeCollege 5.063327e-06
## EducationAttCollegeGrad 3.578457e-05
## EducationAttGradDegree 1.559125e-05
## ExperienceAtt4years 2.795636e-07
## ExperienceAtt8years -2.552596e-05
## ExperienceAtt12years 1.332386e-05
## GenderAttMale 1.237757e-05
## OfficePresident 2.458560e-06
## PartisanCompRepublicanPrimary 3.967280e-05
## PartisanCompGeneralElection 1.678156e-05
## PartyAttRepublican -3.791798e-05
## PolicyAttEconomic 2.383725e-04
## PolicyAttHealthCare 1.319439e-04
## PolicyAttEducation 1.327326e-04
## PolicyAttEnvironmental 1.021560e-04
## RaceAttBlack -2.706864e-05
## RaceAttHispanic -2.126553e-05
## RaceAttAsian -1.549454e-05
## ReligionAttAtheist -2.610266e-05
## ReligionAttIsnotsurethereisaGod -1.201479e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion -9.699137e-06
## ReligionAttAttendsreligiousservicesweekly -5.285600e-05
## PolicyAttHealthCare
## (Intercept) -1.480366e-04
## AgeAtt47 -2.852174e-05
## AgeAtt59 -1.198161e-05
## AgeAtt71 -9.419418e-06
## EducationAttSomeCollege 2.455728e-05
## EducationAttCollegeGrad 3.135824e-05
## EducationAttGradDegree 2.728812e-05
## ExperienceAtt4years -7.726564e-06
## ExperienceAtt8years -4.899848e-06
## ExperienceAtt12years -1.443189e-06
## GenderAttMale 7.317235e-06
## OfficePresident 1.241535e-06
## PartisanCompRepublicanPrimary 3.294529e-05
## PartisanCompGeneralElection 1.822831e-05
## PartyAttRepublican -1.926374e-05
## PolicyAttEconomic 1.319439e-04
## PolicyAttHealthCare 2.591967e-04
## PolicyAttEducation 1.429104e-04
## PolicyAttEnvironmental 1.256149e-04
## RaceAttBlack -3.351025e-07
## RaceAttHispanic -1.390786e-05
## RaceAttAsian -9.772560e-06
## ReligionAttAtheist 2.206119e-05
## ReligionAttIsnotsurethereisaGod 9.465852e-06
## ReligionAttDoesnotcurrentlyidentifywithareligion 5.048468e-06
## ReligionAttAttendsreligiousservicesweekly -2.418464e-05
## PolicyAttEducation
## (Intercept) -8.995169e-05
## AgeAtt47 -6.697060e-06
## AgeAtt59 1.249748e-05
## AgeAtt71 6.383270e-06
## EducationAttSomeCollege 4.200536e-07
## EducationAttCollegeGrad 1.692041e-05
## EducationAttGradDegree 2.449998e-06
## ExperienceAtt4years -2.898732e-05
## ExperienceAtt8years -3.279646e-05
## ExperienceAtt12years -2.377250e-05
## GenderAttMale 7.769175e-06
## OfficePresident 1.232379e-06
## PartisanCompRepublicanPrimary 2.801141e-05
## PartisanCompGeneralElection 1.503099e-05
## PartyAttRepublican -2.892581e-05
## PolicyAttEconomic 1.327326e-04
## PolicyAttHealthCare 1.429104e-04
## PolicyAttEducation 2.221617e-04
## PolicyAttEnvironmental 1.061631e-04
## RaceAttBlack -1.352769e-05
## RaceAttHispanic -3.094956e-05
## RaceAttAsian -2.202959e-05
## ReligionAttAtheist -7.367105e-06
## ReligionAttIsnotsurethereisaGod -3.357194e-06
## ReligionAttDoesnotcurrentlyidentifywithareligion 2.994433e-08
## ReligionAttAttendsreligiousservicesweekly -3.414571e-05
## PolicyAttEnvironmental
## (Intercept) -1.261572e-04
## AgeAtt47 -2.430957e-05
## AgeAtt59 -2.925767e-06
## AgeAtt71 -1.995764e-05
## EducationAttSomeCollege -5.770522e-06
## EducationAttCollegeGrad 1.787044e-05
## EducationAttGradDegree 1.987041e-05
## ExperienceAtt4years -5.255089e-07
## ExperienceAtt8years 2.003588e-05
## ExperienceAtt12years 1.066803e-05
## GenderAttMale -1.224567e-07
## OfficePresident -1.172170e-06
## PartisanCompRepublicanPrimary 3.770068e-05
## PartisanCompGeneralElection 2.078009e-05
## PartyAttRepublican -2.473377e-05
## PolicyAttEconomic 1.021560e-04
## PolicyAttHealthCare 1.256149e-04
## PolicyAttEducation 1.061631e-04
## PolicyAttEnvironmental 2.188529e-04
## RaceAttBlack -9.702760e-06
## RaceAttHispanic -6.103642e-06
## RaceAttAsian -6.477298e-06
## ReligionAttAtheist 1.575540e-05
## ReligionAttIsnotsurethereisaGod 3.256005e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion 1.907057e-05
## ReligionAttAttendsreligiousservicesweekly -1.803085e-05
## RaceAttBlack RaceAttHispanic
## (Intercept) -1.314327e-04 -1.595694e-04
## AgeAtt47 -8.352531e-06 -2.718995e-05
## AgeAtt59 -1.760999e-06 -3.031537e-05
## AgeAtt71 -2.437128e-05 -4.111137e-05
## EducationAttSomeCollege 1.071985e-05 1.803939e-05
## EducationAttCollegeGrad -3.285456e-06 2.697858e-05
## EducationAttGradDegree 1.971598e-05 4.037035e-05
## ExperienceAtt4years 1.822352e-05 4.685160e-05
## ExperienceAtt8years 7.177262e-06 3.410358e-05
## ExperienceAtt12years 1.606674e-05 2.652226e-05
## GenderAttMale 2.115597e-05 5.610792e-06
## OfficePresident 2.868741e-06 2.160913e-06
## PartisanCompRepublicanPrimary -1.480158e-05 -3.117512e-05
## PartisanCompGeneralElection -5.954715e-07 -1.106682e-05
## PartyAttRepublican 1.196717e-05 2.933144e-05
## PolicyAttEconomic -2.706864e-05 -2.126553e-05
## PolicyAttHealthCare -3.351025e-07 -1.390786e-05
## PolicyAttEducation -1.352769e-05 -3.094956e-05
## PolicyAttEnvironmental -9.702760e-06 -6.103642e-06
## RaceAttBlack 2.161721e-04 1.313401e-04
## RaceAttHispanic 1.313401e-04 2.248707e-04
## RaceAttAsian 1.133851e-04 1.343388e-04
## ReligionAttAtheist 4.017747e-06 3.626891e-05
## ReligionAttIsnotsurethereisaGod 1.746485e-06 2.756247e-05
## ReligionAttDoesnotcurrentlyidentifywithareligion -2.061408e-06 2.629565e-05
## ReligionAttAttendsreligiousservicesweekly 1.272832e-05 2.516405e-05
## RaceAttAsian
## (Intercept) -1.072773e-04
## AgeAtt47 -2.149976e-05
## AgeAtt59 -1.738910e-05
## AgeAtt71 -4.430448e-05
## EducationAttSomeCollege 1.654904e-05
## EducationAttCollegeGrad 3.029703e-05
## EducationAttGradDegree 1.771154e-05
## ExperienceAtt4years 1.658835e-05
## ExperienceAtt8years 1.475554e-06
## ExperienceAtt12years 1.451001e-05
## GenderAttMale 7.283958e-06
## OfficePresident 9.781670e-07
## PartisanCompRepublicanPrimary 1.053672e-05
## PartisanCompGeneralElection 7.883288e-06
## PartyAttRepublican -1.676021e-05
## PolicyAttEconomic -1.549454e-05
## PolicyAttHealthCare -9.772560e-06
## PolicyAttEducation -2.202959e-05
## PolicyAttEnvironmental -6.477298e-06
## RaceAttBlack 1.133851e-04
## RaceAttHispanic 1.343388e-04
## RaceAttAsian 2.031074e-04
## ReligionAttAtheist -2.404919e-06
## ReligionAttIsnotsurethereisaGod 3.674892e-06
## ReligionAttDoesnotcurrentlyidentifywithareligion -6.297037e-06
## ReligionAttAttendsreligiousservicesweekly 5.296184e-06
## ReligionAttAtheist
## (Intercept) -1.733793e-04
## AgeAtt47 1.010977e-05
## AgeAtt59 -2.918792e-05
## AgeAtt71 -4.859791e-05
## EducationAttSomeCollege -1.367437e-05
## EducationAttCollegeGrad 5.203268e-06
## EducationAttGradDegree 2.409906e-05
## ExperienceAtt4years 3.463745e-06
## ExperienceAtt8years 3.917468e-05
## ExperienceAtt12years 2.698098e-05
## GenderAttMale -1.006125e-06
## OfficePresident 2.568601e-06
## PartisanCompRepublicanPrimary 3.935634e-05
## PartisanCompGeneralElection 2.285703e-05
## PartyAttRepublican -3.162244e-05
## PolicyAttEconomic -2.610266e-05
## PolicyAttHealthCare 2.206119e-05
## PolicyAttEducation -7.367105e-06
## PolicyAttEnvironmental 1.575540e-05
## RaceAttBlack 4.017747e-06
## RaceAttHispanic 3.626891e-05
## RaceAttAsian -2.404919e-06
## ReligionAttAtheist 3.099136e-04
## ReligionAttIsnotsurethereisaGod 1.528999e-04
## ReligionAttDoesnotcurrentlyidentifywithareligion 1.797879e-04
## ReligionAttAttendsreligiousservicesweekly 1.244480e-04
## ReligionAttIsnotsurethereisaGod
## (Intercept) -1.816539e-04
## AgeAtt47 1.472669e-06
## AgeAtt59 -2.493771e-05
## AgeAtt71 -2.175180e-05
## EducationAttSomeCollege 3.456214e-05
## EducationAttCollegeGrad 3.988114e-05
## EducationAttGradDegree 4.975613e-05
## ExperienceAtt4years -3.110940e-06
## ExperienceAtt8years 2.555277e-05
## ExperienceAtt12years 8.244901e-06
## GenderAttMale 2.660433e-06
## OfficePresident -8.285771e-07
## PartisanCompRepublicanPrimary 4.081580e-05
## PartisanCompGeneralElection 2.699142e-05
## PartyAttRepublican -2.962544e-05
## PolicyAttEconomic -1.201479e-05
## PolicyAttHealthCare 9.465852e-06
## PolicyAttEducation -3.357194e-06
## PolicyAttEnvironmental 3.256005e-05
## RaceAttBlack 1.746485e-06
## RaceAttHispanic 2.756247e-05
## RaceAttAsian 3.674892e-06
## ReligionAttAtheist 1.528999e-04
## ReligionAttIsnotsurethereisaGod 2.571980e-04
## ReligionAttDoesnotcurrentlyidentifywithareligion 1.520106e-04
## ReligionAttAttendsreligiousservicesweekly 1.008257e-04
## ReligionAttDoesnotcurrentlyidentifywithareligion
## (Intercept) -1.467097e-04
## AgeAtt47 1.315555e-05
## AgeAtt59 -1.793798e-06
## AgeAtt71 -4.702723e-05
## EducationAttSomeCollege -2.100282e-05
## EducationAttCollegeGrad 2.305028e-06
## EducationAttGradDegree 1.728540e-05
## ExperienceAtt4years -1.550041e-05
## ExperienceAtt8years 2.667100e-05
## ExperienceAtt12years 5.862774e-07
## GenderAttMale 7.336939e-06
## OfficePresident -1.402563e-06
## PartisanCompRepublicanPrimary -4.775767e-06
## PartisanCompGeneralElection 3.293223e-06
## PartyAttRepublican 3.264530e-07
## PolicyAttEconomic -9.699137e-06
## PolicyAttHealthCare 5.048468e-06
## PolicyAttEducation 2.994433e-08
## PolicyAttEnvironmental 1.907057e-05
## RaceAttBlack -2.061408e-06
## RaceAttHispanic 2.629565e-05
## RaceAttAsian -6.297037e-06
## ReligionAttAtheist 1.797879e-04
## ReligionAttIsnotsurethereisaGod 1.520106e-04
## ReligionAttDoesnotcurrentlyidentifywithareligion 2.635742e-04
## ReligionAttAttendsreligiousservicesweekly 1.206369e-04
## ReligionAttAttendsreligiousservicesweekly
## (Intercept) -9.687629e-05
## AgeAtt47 -4.851192e-07
## AgeAtt59 -3.639466e-06
## AgeAtt71 -1.983955e-05
## EducationAttSomeCollege -2.997595e-06
## EducationAttCollegeGrad -2.310419e-05
## EducationAttGradDegree 5.414443e-06
## ExperienceAtt4years -1.089439e-06
## ExperienceAtt8years 7.100046e-06
## ExperienceAtt12years 5.477741e-06
## GenderAttMale 1.081383e-05
## OfficePresident 3.262495e-07
## PartisanCompRepublicanPrimary -1.835400e-05
## PartisanCompGeneralElection -6.386345e-06
## PartyAttRepublican 2.450191e-05
## PolicyAttEconomic -5.285600e-05
## PolicyAttHealthCare -2.418464e-05
## PolicyAttEducation -3.414571e-05
## PolicyAttEnvironmental -1.803085e-05
## RaceAttBlack 1.272832e-05
## RaceAttHispanic 2.516405e-05
## RaceAttAsian 5.296184e-06
## ReligionAttAtheist 1.244480e-04
## ReligionAttIsnotsurethereisaGod 1.008257e-04
## ReligionAttDoesnotcurrentlyidentifywithareligion 1.206369e-04
## ReligionAttAttendsreligiousservicesweekly 2.038555e-04
##
## $samplesize_prof
## [1] 20384
##
## $formula
## VotingChoice ~ AgeAtt + EducationAtt + ExperienceAtt + GenderAtt +
## Office + PartisanComp + PartyAtt + PolicyAtt + RaceAtt +
## ReligionAtt
## <environment: 0x000002cea8d71780>
##
## $baselines
## $baselines$AgeAtt
## [1] "35"
##
## $baselines$EducationAtt
## [1] "HighSchool"
##
## $baselines$ExperienceAtt
## [1] "NoExperience"
##
## $baselines$GenderAtt
## [1] "Female"
##
## $baselines$Office
## [1] "Mayor"
##
## $baselines$PartisanComp
## [1] "DemocraticPrimary"
##
## $baselines$PartyAtt
## [1] "Democrat"
##
## $baselines$PolicyAtt
## [1] "Foreign"
##
## $baselines$RaceAtt
## [1] "White"
##
## $baselines$ReligionAtt
## [1] "Christian"
##
##
## $continuous
## list()
##
## $numrespondents
## [1] 1274
##
## $weights
## WEIGHT
## 1 0.23430621
## 2 0.23430621
## 3 0.23430621
## 4 0.23430621
## 5 0.23430621
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##
## $user.names
## $user.names$VotingChoice
## [1] "Voting.Choice"
##
## $user.names$ReligionAtt
## [1] "Religion.Att"
##
## $user.names$GenderAtt
## [1] "Gender.Att"
##
## $user.names$RaceAtt
## [1] "Race.Att"
##
## $user.names$EducationAtt
## [1] "Education.Att"
##
## $user.names$AgeAtt
## [1] "Age.Att"
##
## $user.names$ExperienceAtt
## [1] "Experience.Att"
##
## $user.names$PartyAtt
## [1] "Party.Att"
##
## $user.names$PolicyAtt
## [1] "Policy.Att"
##
## $user.names$Office
## [1] "Office"
##
## $user.names$PartisanComp
## [1] "Partisan_Comp"
##
##
## $user.levels
## $user.levels$OfficeMayor
## [1] "Mayor"
##
## $user.levels$OfficePresident
## [1] "President"
##
## $user.levels$PartisanCompDemocraticPrimary
## [1] "Democratic Primary"
##
## $user.levels$PartisanCompRepublicanPrimary
## [1] "Republican Primary"
##
## $user.levels$PartisanCompGeneralElection
## [1] "General Election"
##
##
## $data
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## 1 1 Doesnotcurrentlyidentifywithareligion Female Black
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## 1315 GeneralElection Mayor
## [ reached 'max' / getOption("max.print") -- omitted 19069 rows ]
##
## attr(,"class")
## [1] "amce"