Call: lm(formula = demographics, data = full)
Residuals
| Min | 1Q | Median | 3Q | Max |
|
-0.94 |
-0.53 |
0.23 |
0.36 |
0.57 |
|
Coefficients
| Estimate | Std. Error | t value | Pr(>|t|) | |
| (Intercept) |
0.4283 |
0.0390 |
10.99 |
< 2e-16 |
*** |
| as.factor(woman)2 |
-0.0181 |
0.0158 |
-1.15 |
0.25140 |
|
| as.factor(agecat)2 |
0.0960 |
0.0245 |
3.91 |
9.3e-05 |
*** |
| as.factor(agecat)3 |
0.1783 |
0.0255 |
7.00 |
3.1e-12 |
*** |
| as.factor(agecat)4 |
0.2747 |
0.0257 |
10.67 |
< 2e-16 |
*** |
| as.factor(agecat)5 |
0.3326 |
0.0281 |
11.83 |
< 2e-16 |
*** |
| as.factor(education)2 |
0.0225 |
0.0329 |
0.68 |
0.49374 |
|
| as.factor(education)3 |
0.0653 |
0.0375 |
1.74 |
0.08209 |
. |
| as.factor(education)4 |
0.0369 |
0.0396 |
0.93 |
0.35222 |
|
| as.factor(education)5 |
0.1544 |
0.0422 |
3.66 |
0.00026 |
*** |
| as.factor(education)6 |
0.1800 |
0.0415 |
4.34 |
1.5e-05 |
*** |
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residuals standard error: 0.463 on 3448 degrees of freedom
Multiple R-Squared:0.06
Adjusted R-Squared:0.057
F-statistics: 21.917 on 10 and 3448 DF. P-value:0. 
Call: lm(formula = demog.and.traits, data = full)
Residuals
| Min | 1Q | Median | 3Q | Max |
|
-0.97 |
-0.52 |
0.23 |
0.35 |
0.67 |
|
Coefficients
| Estimate | Std. Error | t value | Pr(>|t|) | |
| (Intercept) |
0.220042 |
0.059201 |
3.72 |
0.00020 |
*** |
| as.factor(woman)2 |
-0.027239 |
0.016068 |
-1.70 |
0.09012 |
. |
| as.factor(agecat)2 |
0.090189 |
0.024507 |
3.68 |
0.00024 |
*** |
| as.factor(agecat)3 |
0.171130 |
0.025627 |
6.68 |
2.8e-11 |
*** |
| as.factor(agecat)4 |
0.262776 |
0.026076 |
10.08 |
< 2e-16 |
*** |
| as.factor(agecat)5 |
0.323718 |
0.028468 |
11.37 |
< 2e-16 |
*** |
| as.factor(education)2 |
0.017370 |
0.032876 |
0.53 |
0.59730 |
|
| as.factor(education)3 |
0.062361 |
0.037632 |
1.66 |
0.09758 |
. |
| as.factor(education)4 |
0.031437 |
0.039781 |
0.79 |
0.42944 |
|
| as.factor(education)5 |
0.148503 |
0.042439 |
3.50 |
0.00047 |
*** |
| as.factor(education)6 |
0.169039 |
0.042001 |
4.02 |
5.8e-05 |
*** |
| extr |
0.016182 |
0.004393 |
3.68 |
0.00023 |
*** |
| cons |
0.022917 |
0.005535 |
4.14 |
3.6e-05 |
*** |
| neur |
0.002337 |
0.004276 |
0.55 |
0.58469 |
|
| agre |
0.000104 |
0.004151 |
0.03 |
0.97995 |
|
| open |
0.000247 |
0.004612 |
0.05 |
0.95733 |
|
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residuals standard error: 0.46 on 3443 degrees of freedom
Multiple R-Squared:0.07
Adjusted R-Squared:0.066
F-statistics: 17.286 on 15 and 3443 DF. P-value:0. 
Call: lm(formula = all, data = full)
Residuals
| Min | 1Q | Median | 3Q | Max |
|
-1.09 |
-0.39 |
0.12 |
0.34 |
0.87 |
|
Coefficients
| Estimate | Std. Error | t value | Pr(>|t|) | |
| (Intercept) |
-0.21099 |
0.06166 |
-3.42 |
0.00063 |
*** |
| as.factor(woman)2 |
0.02153 |
0.01545 |
1.39 |
0.16363 |
|
| as.factor(agecat)2 |
0.04947 |
0.02279 |
2.17 |
0.03005 |
* |
| as.factor(agecat)3 |
0.09695 |
0.02406 |
4.03 |
5.7e-05 |
*** |
| as.factor(agecat)4 |
0.16941 |
0.02469 |
6.86 |
8.1e-12 |
*** |
| as.factor(agecat)5 |
0.24360 |
0.02688 |
9.06 |
< 2e-16 |
*** |
| as.factor(education)2 |
-0.03286 |
0.03067 |
-1.07 |
0.28399 |
|
| as.factor(education)3 |
-0.03561 |
0.03571 |
-1.00 |
0.31874 |
|
| as.factor(education)4 |
-0.04974 |
0.03782 |
-1.32 |
0.18845 |
|
| as.factor(education)5 |
-0.00616 |
0.04121 |
-0.15 |
0.88123 |
|
| as.factor(education)6 |
-0.01902 |
0.04159 |
-0.46 |
0.64740 |
|
| extr |
0.00286 |
0.00409 |
0.70 |
0.48447 |
|
| cons |
0.00808 |
0.00514 |
1.57 |
0.11629 |
|
| neur |
0.00394 |
0.00396 |
1.00 |
0.31947 |
|
| agre |
0.00362 |
0.00384 |
0.94 |
0.34574 |
|
| open |
-0.01521 |
0.00436 |
-3.49 |
0.00049 |
*** |
| duty |
0.13224 |
0.01587 |
8.33 |
< 2e-16 |
*** |
| close |
0.18302 |
0.01519 |
12.05 |
< 2e-16 |
*** |
| poldisc |
0.02785 |
0.00311 |
8.96 |
< 2e-16 |
*** |
| interestue |
0.04415 |
0.00966 |
4.57 |
5.0e-06 |
*** |
| z1 |
0.05283 |
0.01229 |
4.30 |
1.8e-05 |
*** |
| euid |
0.01193 |
0.00297 |
4.02 |
6.0e-05 |
*** |
| inteff |
0.01062 |
0.00654 |
1.62 |
0.10468 |
|
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residuals standard error: 0.424 on 3436 degrees of freedom
Multiple R-Squared:0.212
Adjusted R-Squared:0.206
F-statistics: 41.899 on 22 and 3436 DF. P-value:0. 
Analysis of Variance Table
Model 1: voteeu09 ~ as.factor(woman) + as.factor(agecat) + as.factor(education)
Model 2: voteeu09 ~ as.factor(woman) + as.factor(agecat) + as.factor(education) +
extr + cons + neur + agre + open
Model 3: voteeu09 ~ as.factor(woman) + as.factor(agecat) + as.factor(education) +
extr + cons + neur + agre + open + duty + close + poldisc +
interestue + z1 + euid + inteff
| Res.Df | RSS | Df | Sum of Sq | F | Pr(>F) | |
| 1 |
3448 |
738 |
|
|
|
|
|
| 2 |
3443 |
730 |
5 |
8 |
9 |
1.8e-08 |
*** |
| 3 |
3436 |
619 |
7 |
111 |
88 |
< 2e-16 |
*** |
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
 
Call: glm(formula = demographics, family = binomial, data = full)
Deviance Residuals:
| Min | 1Q | Median | 3Q | Max |
-2.09 |
-1.21 |
0.72 |
0.93 |
1.32 |
|
Coefficients:
| Estimate | Std. Error | z value | Pr(>|z|) | |
| (Intercept) |
-0.3736 |
0.1863 |
-2.01 |
0.04494 |
* |
| as.factor(woman)2 |
-0.0918 |
0.0740 |
-1.24 |
0.21507 |
|
| as.factor(agecat)2 |
0.3978 |
0.1079 |
3.69 |
0.00023 |
*** |
| as.factor(agecat)3 |
0.7613 |
0.1148 |
6.63 |
3.3e-11 |
*** |
| as.factor(agecat)4 |
1.2322 |
0.1218 |
10.12 |
< 2e-16 |
*** |
| as.factor(agecat)5 |
1.5394 |
0.1377 |
11.18 |
< 2e-16 |
*** |
| as.factor(education)2 |
0.1398 |
0.1609 |
0.87 |
0.38482 |
|
| as.factor(education)3 |
0.3474 |
0.1814 |
1.92 |
0.05544 |
. |
| as.factor(education)4 |
0.2261 |
0.1892 |
1.19 |
0.23217 |
|
| as.factor(education)5 |
0.7664 |
0.2070 |
3.70 |
0.00021 |
*** |
| as.factor(education)6 |
0.8993 |
0.2058 |
4.37 |
1.2e-05 |
*** |
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1 )
Null deviance: 4470.746 on 3458 degrees of freedom.
Residual deviance: 4259.907 on 3448 degrees of freedom.
AIC: 4282
Number of Fisher Scoring iterations: 4
 
| llh | llhNull | G2 | McFadden | r2ML | r2CU |
|
-2129.95 |
-2235.37 |
210.84 |
0.05 |
0.06 |
0.08 |
|
 
Call: glm(formula = demog.and.traits, family = binomial, data = full)
Deviance Residuals:
| Min | 1Q | Median | 3Q | Max |
-2.14 |
-1.22 |
0.71 |
0.92 |
1.53 |
|
Coefficients:
| Estimate | Std. Error | z value | Pr(>|z|) | |
| (Intercept) |
-1.36787 |
0.28418 |
-4.81 |
1.5e-06 |
*** |
| as.factor(woman)2 |
-0.13591 |
0.07604 |
-1.79 |
0.07387 |
. |
| as.factor(agecat)2 |
0.37633 |
0.10902 |
3.45 |
0.00056 |
*** |
| as.factor(agecat)3 |
0.74010 |
0.11672 |
6.34 |
2.3e-10 |
*** |
| as.factor(agecat)4 |
1.19403 |
0.12445 |
9.59 |
< 2e-16 |
*** |
| as.factor(agecat)5 |
1.52173 |
0.14069 |
10.82 |
< 2e-16 |
*** |
| as.factor(education)2 |
0.11745 |
0.16224 |
0.72 |
0.46908 |
|
| as.factor(education)3 |
0.34135 |
0.18391 |
1.86 |
0.06344 |
. |
| as.factor(education)4 |
0.20683 |
0.19194 |
1.08 |
0.28123 |
|
| as.factor(education)5 |
0.75322 |
0.21038 |
3.58 |
0.00034 |
*** |
| as.factor(education)6 |
0.86297 |
0.20994 |
4.11 |
3.9e-05 |
*** |
| extr |
0.07808 |
0.02084 |
3.75 |
0.00018 |
*** |
| cons |
0.10578 |
0.02574 |
4.11 |
4.0e-05 |
*** |
| neur |
0.01073 |
0.02023 |
0.53 |
0.59579 |
|
| agre |
0.00129 |
0.01967 |
0.07 |
0.94787 |
|
| open |
0.00207 |
0.02190 |
0.09 |
0.92484 |
|
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1 )
Null deviance: 4470.746 on 3458 degrees of freedom.
Residual deviance: 4221.768 on 3443 degrees of freedom.
AIC: 4254
Number of Fisher Scoring iterations: 4
 
| llh | llhNull | G2 | McFadden | r2ML | r2CU |
|
-2110.88 |
-2235.37 |
248.98 |
0.06 |
0.07 |
0.10 |
|
 
Call: glm(formula = all, family = binomial, data = full)
Deviance Residuals:
| Min | 1Q | Median | 3Q | Max |
-2.59 |
-0.93 |
0.48 |
0.83 |
2.08 |
|
Coefficients:
| Estimate | Std. Error | z value | Pr(>|z|) | |
| (Intercept) |
-3.9939 |
0.3575 |
-11.17 |
< 2e-16 |
*** |
| as.factor(woman)2 |
0.1030 |
0.0868 |
1.19 |
0.23543 |
|
| as.factor(agecat)2 |
0.2133 |
0.1211 |
1.76 |
0.07832 |
. |
| as.factor(agecat)3 |
0.4601 |
0.1302 |
3.53 |
0.00041 |
*** |
| as.factor(agecat)4 |
0.8668 |
0.1376 |
6.30 |
3.0e-10 |
*** |
| as.factor(agecat)5 |
1.3291 |
0.1553 |
8.56 |
< 2e-16 |
*** |
| as.factor(education)2 |
-0.1771 |
0.1784 |
-0.99 |
0.32085 |
|
| as.factor(education)3 |
-0.1994 |
0.2062 |
-0.97 |
0.33353 |
|
| as.factor(education)4 |
-0.2625 |
0.2161 |
-1.21 |
0.22441 |
|
| as.factor(education)5 |
-0.0385 |
0.2407 |
-0.16 |
0.87302 |
|
| as.factor(education)6 |
-0.1155 |
0.2431 |
-0.48 |
0.63458 |
|
| extr |
0.0236 |
0.0229 |
1.03 |
0.30335 |
|
| cons |
0.0478 |
0.0281 |
1.70 |
0.08936 |
. |
| neur |
0.0223 |
0.0222 |
1.00 |
0.31499 |
|
| agre |
0.0243 |
0.0216 |
1.12 |
0.26176 |
|
| open |
-0.0879 |
0.0247 |
-3.56 |
0.00037 |
*** |
| duty |
0.7783 |
0.0938 |
8.29 |
< 2e-16 |
*** |
| close |
0.9587 |
0.0832 |
11.52 |
< 2e-16 |
*** |
| poldisc |
0.1656 |
0.0184 |
8.98 |
< 2e-16 |
*** |
| interestue |
0.2457 |
0.0541 |
4.54 |
5.5e-06 |
*** |
| z1 |
0.3031 |
0.0704 |
4.31 |
1.7e-05 |
*** |
| euid |
0.0690 |
0.0163 |
4.23 |
2.3e-05 |
*** |
| inteff |
0.0577 |
0.0364 |
1.58 |
0.11356 |
|
|
--- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1 )
Null deviance: 4470.746 on 3458 degrees of freedom.
Residual deviance: 3648.898 on 3436 degrees of freedom.
AIC: 3695
Number of Fisher Scoring iterations: 4
 
| llh | llhNull | G2 | McFadden | r2ML | r2CU |
|
-1824.45 |
-2235.37 |
821.85 |
0.18 |
0.21 |
0.29 |
|
 
Analysis of Deviance Table
Model 1: voteeu09 ~ as.factor(woman) + as.factor(agecat) + as.factor(education)
Model 2: voteeu09 ~ as.factor(woman) + as.factor(agecat) + as.factor(education) +
extr + cons + neur + agre + open
Model 3: voteeu09 ~ as.factor(woman) + as.factor(agecat) + as.factor(education) +
extr + cons + neur + agre + open + duty + close + poldisc +
interestue + z1 + euid + inteff
| Resid. Df | Resid. Dev | Df | Deviance |
| 1 |
3448 |
4260 |
|
|
| 2 |
3443 |
4222 |
5 |
38 |
| 3 |
3436 |
3649 |
7 |
573 |
|
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