# Democrats
## Study 1
Top treatments: 8, 5, 7
```r
# both b0 and b1
distance treatment rank study
1: 1.395211 8 1 1
2: 1.514070 5 2 1
3: 1.530791 10 3 1
4: 1.544133 7 4 1
5: 1.742053 9 5 1
6: 1.742358 2 6 1
7: 1.781216 4 7 1
8: 2.088731 11 8 1
9: 2.089870 6 9 1
10: 2.342908 3 10 1
11: 2.605008 13 11 1
12: 2.796164 12 12 1
13: 11.510084 1 13 1
# only b1
distance treatment rank study
1: 1.103666 3 1 1
2: 1.165517 7 2 1
3: 1.169888 4 3 1
4: 1.214734 8 4 1
5: 1.267895 5 5 1
6: 1.320939 12 6 1
7: 1.357216 9 7 1
8: 1.397060 10 8 1
9: 1.409286 6 9 1
10: 1.429443 2 10 1
11: 1.832165 11 11 1
12: 2.143832 13 12 1
13: 2.251285 1 13 1
```
Split data: 873 democrats
- focused on these optimizing `b0 ` (mean) in these features: `cols_party <- c("demrep", "demrep_c", "social_conserv", "economic_conserv", "feeling_therm_trump", "feeling_therm_biden", "conservatism")`
```r
distance treatment rank study
1: 0.4725897 8 1 1
2: 0.6866822 5 2 1
3: 1.0263012 7 3 1
4: 1.0295880 9 4 1
5: 1.1352931 4 5 1
6: 1.1929750 11 6 1
7: 1.2086943 10 7 1
8: 1.2955137 2 8 1
9: 1.3747297 6 9 1
10: 1.5319932 12 10 1
11: 1.9511597 3 11 1
12: 2.5968241 13 12 1
13: 8.4432011 1 13 1
```
## Study 2
Top treatments: 4, 5, 3
```r
# both b0 and b1
distance treatment rank study
1: 2.044730 104 1 2
2: 2.212501 105 2 2
3: 2.445773 103 3 2
4: 3.073743 102 4 2
5: 3.120435 109 5 2
6: 3.766817 101 6 2
7: 3.925614 106 7 2
8: 4.287706 108 8 2
9: 4.532354 107 9 2
# only b1
distance treatment rank study
1: 1.773453 109 1 2
2: 1.868457 107 2 2
3: 1.868904 103 3 2
4: 1.908467 101 4 2
5: 1.974558 105 5 2
6: 1.975563 104 6 2
7: 1.994112 102 7 2
8: 2.073489 108 8 2
9: 2.080205 106 9 2
```
Split data: 873 democrats
- focused on these optimizing `b0 ` (mean) in these features: `cols_party <- c("demrep", "demrep_c", "social_conserv", "economic_conserv", "feeling_therm_trump", "feeling_therm_biden", "conservatism")`
```r
distance treatment rank study
1: 0.2280146 104 1 2
2: 0.4508032 103 2 2
3: 0.5587276 105 3 2
4: 1.5512064 109 4 2
5: 1.6506484 106 5 2
6: 1.7655380 101 6 2
7: 2.0358492 108 7 2
8: 2.2809324 102 8 2
9: 2.4174196 107 9 2
```
# Republicans
## Study 1
Top treatments: 2, 11, 13
```r
# both b0 and b1
distance treatment rank study
1: 1.648252 11 1 1
2: 1.803157 13 2 1
3: 1.966199 2 3 1
4: 2.089646 10 4 1
5: 2.214938 7 5 1
6: 2.263138 9 6 1
7: 2.274190 4 7 1
8: 2.340812 8 8 1
9: 2.358292 6 9 1
10: 2.424903 5 10 1
11: 2.933917 3 11 1
12: 3.160285 12 12 1
13: 11.324176 1 13 1
# only b1
distance treatment rank study
1: 0.9073091 1 1 1
2: 1.0302052 13 2 1
3: 1.3079634 11 3 1
4: 1.6951211 2 4 1
5: 1.7832755 6 5 1
6: 1.8351694 4 6 1
7: 1.9697803 7 7 1
8: 1.9783191 12 8 1
9: 1.9821907 9 9 1
10: 1.9937593 10 10 1
11: 2.0824822 3 11 1
12: 2.2379382 8 12 1
13: 2.2793206 5 13 1
```
Split data: 177 republicans
- focused on these optimizing `b0 ` (mean) in these features: `cols_party <- c("demrep", "demrep_c", "social_conserv", "economic_conserv", "feeling_therm_trump", "feeling_therm_biden", "conservatism")`
- `dt1[demrep == 2 & demrep_c > 3 & social_conserv > 3 & economic_conserv > 3 & feeling_therm_trump > 50 & feeling_therm_biden < 50 & conservatism > 3]`
```r
distance treatment rank study
1: 1.274945 2 1 1
2: 1.516406 11 2 1
3: 1.963865 13 3 1
4: 3.803591 10 4 1
5: 3.839271 6 5 1
6: 3.952339 5 6 1
7: 4.888517 12 7 1
8: 5.062456 9 8 1
9: 5.167262 3 9 1
10: 5.347971 4 10 1
11: 5.539351 7 11 1
12: 6.279001 8 12 1
13: 7.758896 1 13 1
```
## Study 2
Top treatments: 9, 3, 4
```r
# both b0 and b1
distance treatment rank study
1: 2.212089 104 1 2
2: 2.545389 105 2 2
3: 2.576824 103 3 2
4: 2.958327 102 4 2
5: 3.109037 109 5 2
6: 3.823080 106 6 2
7: 3.925518 101 7 2
8: 4.344048 108 8 2
9: 4.358592 107 9 2
# only b1
distance treatment rank study
1: 1.395072 107 1 2
2: 1.753319 109 2 2
3: 1.811155 102 3 2
4: 1.879562 106 4 2
5: 2.037405 103 5 2
6: 2.148317 104 6 2
7: 2.187621 108 7 2
8: 2.205229 101 8 2
9: 2.341522 105 9 2
```
Split data: 209 republicans
- focused on these optimizing `b0 ` (mean) in these features: `cols_party <- c("demrep", "demrep_c", "social_conserv", "economic_conserv", "feeling_therm_trump", "feeling_therm_biden", "conservatism")`
```r
distance treatment rank study
1: 0.1960969 109 1 2
2: 1.9966020 103 2 2
3: 2.1524428 104 3 2
4: 2.2799985 107 4 2
5: 2.6576456 106 5 2
6: 2.9504819 105 6 2
7: 3.1659340 102 7 2
8: 4.0153816 108 8 2
9: 4.1226363 101 9 2
```