video
Min. :1.000
1st Qu.:1.000
Median :2.000
Mean :2.465
3rd Qu.:3.000
Max. :4.000
q1
Min. :-1.000
1st Qu.: 1.000
Median : 2.000
Mean : 2.274
3rd Qu.: 3.000
Max. : 5.000
q2
Min. :-2.000
1st Qu.:-2.000
Median :-2.000
Mean :-0.483
3rd Qu.: 2.000
Max. : 3.000
q5
Min. :-1.000
1st Qu.: 4.000
Median : 4.000
Mean : 4.809
3rd Qu.: 6.000
Max. : 8.000
q6
Min. :-1.000
1st Qu.: 2.000
Median : 2.000
Mean : 2.696
3rd Qu.: 4.000
Max. : 5.000
q7
Min. :-1.000
1st Qu.: 2.000
Median : 3.000
Mean : 3.134
3rd Qu.: 4.000
Max. : 5.000
q8
Min. :-1.000
1st Qu.: 2.000
Median : 3.000
Mean : 3.009
3rd Qu.: 4.000
Max. : 6.000
q11
Min. :-1.000
1st Qu.: 2.000
Median : 2.000
Mean : 2.341
3rd Qu.: 3.000
Max. : 4.000
q12
Min. :-1.000
1st Qu.: 1.000
Median : 2.000
Mean : 2.387
3rd Qu.: 3.000
Max. : 6.000
q13
Min. :-1.000
1st Qu.: 2.000
Median : 2.000
Mean : 2.087
3rd Qu.: 2.000
Max. : 3.000
q14
Min. :-1.000
1st Qu.: 2.000
Median : 3.000
Mean : 2.786
3rd Qu.: 3.000
Max. : 4.000
ppgender
Min. :1.000
1st Qu.:1.000
Median :1.000
Mean :1.485
3rd Qu.:2.000
Max. :2.000
ppage
Min. :18.00
1st Qu.:40.00
Median :52.00
Mean :52.35
3rd Qu.:65.00
Max. :94.00
ppeth
Min. :1
1st Qu.:1
Median :1
Mean :1
3rd Qu.:1
Max. :1
ppeducat
Min. :1.000
1st Qu.:2.000
Median :3.000
Mean :2.705
3rd Qu.:3.000
Max. :4.000
exL_imV
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.2657
3rd Qu.:1.0000
Max. :1.0000
exL_neV
Min. :0.00
1st Qu.:0.00
Median :0.00
Mean :0.24
3rd Qu.:0.00
Max. :1.00
neL_imV
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.2489
3rd Qu.:0.0000
Max. :1.0000
neL_neV
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.2454
3rd Qu.:0.0000
Max. :1.0000
issueadsbad
Min. : 0.0000
1st Qu.: 0.2500
Median : 0.5000
Mean : 0.3907
3rd Qu.: 0.5000
Max. : 1.0000
NA's :499.0000
educ
Min. :1.000
1st Qu.:2.000
Median :3.000
Mean :2.705
3rd Qu.:3.000
Max. :4.000
age
Min. :18.00
1st Qu.:40.00
Median :52.00
Mean :52.35
3rd Qu.:65.00
Max. :94.00
age2
Min. : 324
1st Qu.:1600
Median :2704
Mean :3013
3rd Qu.:4225
Max. :8836
female
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.4851
3rd Qu.:1.0000
Max. :1.0000
Republican
Min. :0.0000
1st Qu.:0.0000
Median :0.5000
Mean :0.5015
3rd Qu.:1.0000
Max. :1.0000
NA's :2.0000
conservatism
Min. : 0.0000
1st Qu.: 0.5000
Median : 0.5000
Mean : 0.5537
3rd Qu.: 0.6667
Max. : 1.0000
NA's :501.0000
prdisp1a
Min. : 0.000
1st Qu.: 1.000
Median : 2.000
Mean : 1.555
3rd Qu.: 2.000
Max. : 3.000
NA's :388.000
prdisp2a
Min. : 0.000
1st Qu.: 1.000
Median : 2.000
Mean : 2.010
3rd Qu.: 3.000
Max. : 3.000
NA's :266.000
anti_black_predisp
Min. : 0.0000
1st Qu.: 0.5000
Median : 0.6667
Mean : 0.5948
3rd Qu.: 0.8333
Max. : 1.0000
NA's :479.0000
educ_abp
Min. : 0.000
1st Qu.: 1.000
Median : 1.500
Mean : 1.591
3rd Qu.: 2.000
Max. : 4.000
NA's :479.000
decrease_spending
Min. : 0.0000
1st Qu.: 0.0000
Median : 0.5000
Mean : 0.4796
3rd Qu.: 1.0000
Max. : 1.0000
NA's :595.0000
strengthen_work_reqs
Min. : 0.0000
1st Qu.: 0.5000
Median : 0.7500
Mean : 0.7259
3rd Qu.: 1.0000
Max. : 1.0000
NA's :287.0000
Oppose_Govt_Help_Blacks
Min. : 0.0000
1st Qu.: 1.0000
Median : 1.0000
Mean : 0.8515
3rd Qu.: 1.0000
Max. : 1.0000
NA's :824.0000
Decrease_Affirmative_Action
Min. : 0.0000
1st Qu.: 0.5000
Median : 1.0000
Mean : 0.8205
3rd Qu.: 1.0000
Max. : 1.0000
NA's :412.0000
neL_neV_abp
Min. : 0.0000
1st Qu.: 0.0000
Median : 0.0000
Mean : 0.1425
3rd Qu.: 0.0000
Max. : 1.0000
NA's :479.0000
exL_imV_abp
Min. : 0.0000
1st Qu.: 0.0000
Median : 0.0000
Mean : 0.1629
3rd Qu.: 0.1667
Max. : 1.0000
NA's :479.0000
video
1.127543
q1
1.229303
q2
2.099876
q5
1.777663
q6
1.208436
q7
1.051246
q8
1.616310
q11
1.017649
q12
1.497198
q13
0.6045289
q14
0.6698523
ppgender
0.4998459
ppage
16.49156
ppeth
0
ppeducat
0.9411778
exL_imV
0.4417846
exL_neV
0.4271534
neL_imV
0.4324113
neL_neV
0.4303694
issueadsbad
0.2979385
educ
0.9411778
age
16.49156
age2
1748.434
female
0.4998459
Republican
0.4143225
conservatism
0.2243794
prdisp1a
0.9634582
prdisp2a
0.9295256
anti_black_predisp
0.256721
educ_abp
0.8587893
decrease_spending
0.385915
strengthen_work_reqs
0.2804728
Oppose_Govt_Help_Blacks
0.3556606
Decrease_Affirmative_Action
0.266921
neL_neV_abp
0.2820897
exL_imV_abp
0.3026305
[1] "video" "mean(issueadsbad)" "sd(issueadsbad)"
[1] "exL_imv" "0.425058548009368" "0.315817380624581"
[1] "neL_imV" "0.366038882138518" "0.28345128521449"
[1] "exL_neV" "0.421259842519685" "0.297604519678311"
[1] "neL_neV" "0.35" "0.285953705012856"
[1] "video" "mean(decrease_spending)"
[3] "sd(decrease_spending)" "n(decrease_spending)"
[1] "exL_imv" "0.462002412545235" "0.387848450150349"
[4] "829"
[1] "neL_imV" "0.481761006289308" "0.380549673027456"
[4] "795"
[1] "exL_neV" "0.483288770053476" "0.382062866953564"
[4] "748"
[1] "neL_neV" "0.492819843342037" "0.393094824892622"
[4] "766"
[1] "video" "mean(strengthen_work_reqs)"
[3] "sd(strengthen_work_reqs)" "n(strengthen_work_reqs)"
[1] "exL_imv" "0.720283533260633" "0.287575177718634"
[4] "917"
[1] "neL_imV" "0.73114849187935" "0.268088174759796"
[4] "862"
[1] "exL_neV" "0.724242424242424" "0.278998189425763"
[4] "825"
[1] "neL_neV" "0.72832541567696" "0.286781597568687"
[4] "842"
[1] "video" "mean(Oppose_Govt_Help_Blacks)"
[3] "sd(Oppose_Govt_Help_Blacks)" "n(Oppose_Govt_Help_Blacks)"
[1] "exL_imv" "0.852941176470588" "0.354391211767989"
[4] "782"
[1] "neL_imV" "0.84741144414169" "0.35983564867467" "734"
[1] "exL_neV" "0.848046309696093" "0.359236030192596"
[4] "691"
[1] "neL_neV" "0.857549857549858" "0.34976043514096"
[4] "702"
[1] "video" "mean(Decrease_Affirmative_Action)"
[3] "sd(Decrease_Affirmative_Action)" "n(Decrease_Affirmative_Action)"
[1] "exL_imv" "0.831257078142695" "0.261595715159173"
[4] "883"
[1] "neL_imV" "0.809495192307692" "0.275460424060425"
[4] "832"
[1] "exL_neV" "0.825278810408922" "0.265614863882292"
[4] "807"
[1] "neL_neV" "0.815394242803504" "0.264955310965677"
[4] "799"
-2LL,Step
[1] 4353.294 1.000
-2LL,Step
[1] 3884.014 1.000
-2LL,Step
[1] 3878.205 1.000
-2LL,Step
[1] 3878.179 1.000
-2LL,Step
[1] 3878.179 1.000
Logistic Regression Model
lrm(formula = decrease_spending ~ neL_neV + exL_imV + anti_black_predisp +
neL_neV_abp + exL_imV_abp + educ + age + age2 + female +
conservatism, data = temp, x = T, y = T, trace = T)
Frequencies of Responses
0 0.5 1
630 779 586
Frequencies of Missing Values Due to Each Variable
decrease_spending neL_neV exL_imV anti_black_predisp
447 0 0 369
neL_neV_abp exL_imV_abp educ age
369 369 0 0
age2 female conservatism
0 0 379
Obs Max Deriv Model L.R. d.f. P C Dxy
1995 4e-10 475.12 10 0 0.72 0.44
Gamma Tau-a R2 Brier
0.441 0.291 0.239 0.185
Coef S.E. Wald Z P
y>=0.5 -1.9414788 0.4800261 -4.04 0.0001
y>=1 -3.9291199 0.4868533 -8.07 0.0000
neL_neV -0.0137171 0.2700409 -0.05 0.9595
exL_imV 0.2342649 0.2602115 0.90 0.3680
anti_black_predisp 1.7707748 0.3016326 5.87 0.0000
neL_neV_abp 0.1540486 0.4252303 0.36 0.7171
exL_imV_abp -0.5332644 0.4153521 -1.28 0.1992
educ 0.1772178 0.0491060 3.61 0.0003
age -0.0175442 0.0163283 -1.07 0.2826
age2 0.0001717 0.0001502 1.14 0.2530
female -0.1934668 0.0878343 -2.20 0.0276
conservatism 3.2981455 0.2207726 14.94 0.0000
-2LL,Step
[1] 5724.991 1.000
-2LL,Step
[1] 5246.805 1.000
-2LL,Step
[1] 5237.464 1.000
-2LL,Step
[1] 5237.431 1.000
-2LL,Step
[1] 5237.431 1.000
Logistic Regression Model
lrm(formula = strengthen_work_reqs ~ neL_neV + exL_imV + anti_black_predisp +
neL_neV_abp + exL_imV_abp + educ + age + age2 + female +
conservatism, data = temp, x = T, y = T, trace = T)
Frequencies of Responses
0 0.25 0.5 0.75 1
90 211 233 783 821
Frequencies of Missing Values Due to Each Variable
strengthen_work_reqs neL_neV exL_imV
216 0 0
anti_black_predisp neL_neV_abp exL_imV_abp
369 369 369
educ age age2
0 0 0
female conservatism
0 379
Obs Max Deriv Model L.R. d.f. P C Dxy
2138 8e-11 487.56 10 0 0.697 0.394
Gamma Tau-a R2 Brier
0.397 0.274 0.219 0.035
Coef S.E. Wald Z P
y>=0.25 1.175e+00 0.4643267 2.53 0.0114
y>=0.5 -3.037e-01 0.4556690 -0.67 0.5051
y>=0.75 -1.117e+00 0.4576485 -2.44 0.0147
y>=1 -2.961e+00 0.4622955 -6.40 0.0000
neL_neV 2.569e-01 0.2801756 0.92 0.3592
exL_imV -2.987e-01 0.2656754 -1.12 0.2608
anti_black_predisp 2.693e+00 0.3129851 8.60 0.0000
neL_neV_abp -1.644e-01 0.4348570 -0.38 0.7053
exL_imV_abp 4.352e-01 0.4183804 1.04 0.2983
educ 1.721e-02 0.0454644 0.38 0.7050
age -7.036e-03 0.0154160 -0.46 0.6481
age2 -1.191e-06 0.0001408 -0.01 0.9932
female -1.089e-01 0.0846170 -1.29 0.1983
conservatism 1.992e+00 0.2073840 9.61 0.0000
-2LL,Step
[1] 1619.888 1.000
-2LL,Step
[1] 1158.830 1.000
-2LL,Step
[1] 1076.131 1.000
-2LL,Step
[1] 1070.511 1.000
-2LL,Step
[1] 1070.431 1.000
-2LL,Step
[1] 1070.431 1.000
Logistic Regression Model
lrm(formula = Oppose_Govt_Help_Blacks ~ neL_neV + exL_imV + anti_black_predisp +
neL_neV_abp + exL_imV_abp + educ + age + age2 + female +
conservatism, data = temp, x = T, y = T, trace = T)
Frequencies of Responses
0 1
293 1566
Frequencies of Missing Values Due to Each Variable
Oppose_Govt_Help_Blacks neL_neV exL_imV
619 0 0
anti_black_predisp neL_neV_abp exL_imV_abp
369 369 369
educ age age2
0 0 0
female conservatism
0 379
Obs Max Deriv Model L.R. d.f. P C Dxy
1859 2e-09 549.46 10 0 0.869 0.738
Gamma Tau-a R2 Brier
0.74 0.196 0.44 0.084
Coef S.E. Wald Z P
Intercept -1.843e+00 0.8617088 -2.14 0.0325
neL_neV 2.855e-01 0.4334290 0.66 0.5101
exL_imV -1.830e-01 0.4506890 -0.41 0.6848
anti_black_predisp 5.666e+00 0.6894085 8.22 0.0000
neL_neV_abp 2.155e-02 0.9405035 0.02 0.9817
exL_imV_abp 5.935e-01 0.9569119 0.62 0.5351
educ -1.461e-01 0.0874995 -1.67 0.0950
age -7.606e-03 0.0279370 -0.27 0.7854
age2 1.272e-05 0.0002571 0.05 0.9605
female -4.975e-02 0.1572507 -0.32 0.7517
conservatism 2.691e+00 0.3722752 7.23 0.0000
-2LL,Step
[1] 3037.988 1.000
-2LL,Step
[1] 2629.338 1.000
-2LL,Step
[1] 2614.788 1.000
-2LL,Step
[1] 2614.671 1.000
-2LL,Step
[1] 2614.671 1.000
Logistic Regression Model
lrm(formula = Decrease_Affirmative_Action ~ neL_neV + exL_imV +
anti_black_predisp + neL_neV_abp + exL_imV_abp + educ + age +
age2 + female + conservatism, data = temp, x = T, y = T,
trace = T)
Frequencies of Responses
0 0.5 1
52 649 1390
Frequencies of Missing Values Due to Each Variable
Decrease_Affirmative_Action neL_neV
323 0
exL_imV anti_black_predisp
0 369
neL_neV_abp exL_imV_abp
369 369
educ age
0 0
age2 female
0 0
conservatism
379
Obs Max Deriv Model L.R. d.f. P C Dxy
2091 2e-10 423.32 10 0 0.751 0.503
Gamma Tau-a R2 Brier
0.521 0.232 0.239 0.023
Coef S.E. Wald Z P
y>=0.5 1.989e-01 0.5390791 0.37 0.7122
y>=1 -3.186e+00 0.5412550 -5.89 0.0000
neL_neV 1.538e-01 0.2888684 0.53 0.5946
exL_imV -7.058e-02 0.3016931 -0.23 0.8150
anti_black_predisp 2.966e+00 0.3860625 7.68 0.0000
neL_neV_abp -1.702e-02 0.4996244 -0.03 0.9728
exL_imV_abp 4.587e-01 0.5098549 0.90 0.3683
educ 1.689e-01 0.0576073 2.93 0.0034
age 1.430e-02 0.0178181 0.80 0.4222
age2 -6.972e-05 0.0001665 -0.42 0.6754
female -1.988e-01 0.1018557 -1.95 0.0510
conservatism 2.149e+00 0.2428870 8.85 0.0000