RQs:

How often and in which policy areas does the Council of Ministers seek to decreased/moderate the level of policy integration (EU authority) in the Commission’s legislative proposals?

Under what conditions do national pressures shape the Council’s negotiation positions?

H1: The Council positions tend to reflect the level of support for EU action in a policy domain across member states.

H2a: The Council positions tend to reflect more the level of support for EU action in a policy domain in the member states with represented by a Europhile government

H2b: The Council positions tend to reflect more the level of support for EU action a policy domain in the member states where the public views such action as more salient.

H2c: The Council positions tend to reflect more the level of support for EU action a policy domain in the member states where the public views on such action are less polarized.

Possible DVs: 1. diff_change_meaningf == mean(Difference b/n prob EXP and prob.LIMIT) 2. change_pr_limit_meaningf – “mean probability of change indicating LIMITATION by the Council” 3. prop_exp_marpor – " N of EXPANDING provisions/ EXPANDING + LIMITING within each COD"

data_Council_paper_20220913 %>%
  ggplot(aes(diff_change_meaningf)) + geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

data_Council_paper_20220913 %>%
  ggplot(aes(change_pr_limit_meaningf)) + geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

data_Council_paper_20220913 %>%
  ggplot(aes(prop_exp_marpor)) + geom_histogram()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#H1

#DV change_pr_limit_meaningf
h1_model <- glm(change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability, 
              data = data_Council_paper_20220913, family = quasibinomial('logit'))

summary(h1_model)
## 
## Call:
## glm(formula = change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability, family = quasibinomial("logit"), 
##     data = data_Council_paper_20220913)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -0.63098  -0.38076  -0.07469   0.18293   1.27569  
## 
## Coefficients:
##                                                     Estimate Std. Error
## (Intercept)                                        -2.386984   0.139154
## wmean_oppose_cntr_cap_year_t_proposal_imputed      -0.471315   0.097086
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed  0.106160   0.080785
## cntr_polarization_t_trilogue_imputed                0.201273   0.070102
## weighted.mean_EU_position_lowe                     -0.049671   0.012222
## factor(form)Directive                               0.331214   0.058378
## factor(form)Regulation                              0.118819   0.056156
## factor(country_name)Belgium                        -0.103008   0.107099
## factor(country_name)Bulgaria                       -0.061503   0.107357
## factor(country_name)Croatia                        -0.203228   0.118364
## factor(country_name)Cyprus                          0.030444   0.104954
## factor(country_name)Czech Republic                 -0.049357   0.107703
## factor(country_name)Denmark                         0.052400   0.104284
## factor(country_name)Estonia                        -0.055274   0.105085
## factor(country_name)Finland                         0.054775   0.103843
## factor(country_name)France                         -0.074575   0.105540
## factor(country_name)Germany                        -0.050578   0.104719
## factor(country_name)Greece                          0.062781   0.105267
## factor(country_name)Hungary                         0.086282   0.105273
## factor(country_name)Ireland                        -0.011728   0.104245
## factor(country_name)Italy                          -0.093436   0.111164
## factor(country_name)Latvia                          0.021100   0.103881
## factor(country_name)Lithuania                      -0.040272   0.104721
## factor(country_name)Luxembourg                     -0.017553   0.104274
## factor(country_name)Malta                           0.036580   0.105057
## factor(country_name)Netherlands                    -0.005385   0.103745
## factor(country_name)Poland                         -0.003789   0.104353
## factor(country_name)Portugal                       -0.074422   0.106401
## factor(country_name)Romania                        -0.015910   0.106451
## factor(country_name)Slovakia                       -0.053140   0.104759
## factor(country_name)Slovenia                       -0.042619   0.104396
## factor(country_name)Spain                          -0.156303   0.112048
## factor(country_name)Sweden                         -0.051574   0.104555
## factor(country_name)United Kingdom                  0.124646   0.106550
## nofterms_in_eurovoc                                -0.009491   0.007438
## NEW_LR_Proposal_Probability                         0.453893   0.047437
##                                                    t value Pr(>|t|)    
## (Intercept)                                        -17.154  < 2e-16 ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed       -4.855 1.24e-06 ***
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed   1.314   0.1889    
## cntr_polarization_t_trilogue_imputed                 2.871   0.0041 ** 
## weighted.mean_EU_position_lowe                      -4.064 4.89e-05 ***
## factor(form)Directive                                5.674 1.47e-08 ***
## factor(form)Regulation                               2.116   0.0344 *  
## factor(country_name)Belgium                         -0.962   0.3362    
## factor(country_name)Bulgaria                        -0.573   0.5667    
## factor(country_name)Croatia                         -1.717   0.0860 .  
## factor(country_name)Cyprus                           0.290   0.7718    
## factor(country_name)Czech Republic                  -0.458   0.6468    
## factor(country_name)Denmark                          0.502   0.6154    
## factor(country_name)Estonia                         -0.526   0.5989    
## factor(country_name)Finland                          0.527   0.5979    
## factor(country_name)France                          -0.707   0.4798    
## factor(country_name)Germany                         -0.483   0.6291    
## factor(country_name)Greece                           0.596   0.5509    
## factor(country_name)Hungary                          0.820   0.4125    
## factor(country_name)Ireland                         -0.113   0.9104    
## factor(country_name)Italy                           -0.841   0.4007    
## factor(country_name)Latvia                           0.203   0.8391    
## factor(country_name)Lithuania                       -0.385   0.7006    
## factor(country_name)Luxembourg                      -0.168   0.8663    
## factor(country_name)Malta                            0.348   0.7277    
## factor(country_name)Netherlands                     -0.052   0.9586    
## factor(country_name)Poland                          -0.036   0.9710    
## factor(country_name)Portugal                        -0.699   0.4843    
## factor(country_name)Romania                         -0.149   0.8812    
## factor(country_name)Slovakia                        -0.507   0.6120    
## factor(country_name)Slovenia                        -0.408   0.6831    
## factor(country_name)Spain                           -1.395   0.1631    
## factor(country_name)Sweden                          -0.493   0.6218    
## factor(country_name)United Kingdom                   1.170   0.2421    
## nofterms_in_eurovoc                                 -1.276   0.2020    
## NEW_LR_Proposal_Probability                          9.568  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasibinomial family taken to be 0.1200249)
## 
##     Null deviance: 746.47  on 5701  degrees of freedom
## Residual deviance: 719.70  on 5666  degrees of freedom
##   (100 observations deleted due to missingness)
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5
plot_model(h1_model, type = "pred")
## Data were 'prettified'. Consider using `terms="wmean_oppose_cntr_cap_year_t_proposal_imputed [all]"` to get smooth plots.
## Data were 'prettified'. Consider using `terms="wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed [all]"` to get smooth plots.
## Data were 'prettified'. Consider using `terms="cntr_polarization_t_trilogue_imputed [all]"` to get smooth plots.
## Data were 'prettified'. Consider using `terms="weighted.mean_EU_position_lowe [all]"` to get smooth plots.
## Data were 'prettified'. Consider using `terms="NEW_LR_Proposal_Probability [all]"` to get smooth plots.
## $wmean_oppose_cntr_cap_year_t_proposal_imputed

## 
## $wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed

## 
## $cntr_polarization_t_trilogue_imputed

## 
## $weighted.mean_EU_position_lowe

## 
## $form

## 
## $country_name

## 
## $nofterms_in_eurovoc

## 
## $NEW_LR_Proposal_Probability

#DV: diff_change_meaningf
h1_model_a <- lm(diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability, 
              data = data_Council_paper_20220913)

summary(h1_model_a)
## 
## Call:
## lm(formula = diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability, data = data_Council_paper_20220913)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.59476 -0.07112  0.01667  0.08457  0.52317 
## 
## Coefficients:
##                                                      Estimate Std. Error
## (Intercept)                                        -0.1034494  0.0164469
## wmean_oppose_cntr_cap_year_t_proposal_imputed       0.0446694  0.0114792
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed  0.0228766  0.0094273
## cntr_polarization_t_trilogue_imputed               -0.0244394  0.0084930
## weighted.mean_EU_position_lowe                      0.0033940  0.0014742
## factor(form)Directive                              -0.0329021  0.0069755
## factor(form)Regulation                             -0.0063275  0.0065728
## factor(country_name)Belgium                         0.0057518  0.0130702
## factor(country_name)Bulgaria                        0.0055803  0.0130187
## factor(country_name)Croatia                         0.0214637  0.0141816
## factor(country_name)Cyprus                         -0.0025037  0.0127659
## factor(country_name)Czech Republic                  0.0072004  0.0130431
## factor(country_name)Denmark                        -0.0029203  0.0126806
## factor(country_name)Estonia                         0.0051686  0.0128164
## factor(country_name)Finland                        -0.0045241  0.0126283
## factor(country_name)France                          0.0057558  0.0128778
## factor(country_name)Germany                         0.0039517  0.0127533
## factor(country_name)Greece                         -0.0053068  0.0127763
## factor(country_name)Hungary                        -0.0067228  0.0128257
## factor(country_name)Ireland                         0.0010709  0.0126931
## factor(country_name)Italy                           0.0077757  0.0134063
## factor(country_name)Latvia                         -0.0001931  0.0126383
## factor(country_name)Lithuania                       0.0031665  0.0127573
## factor(country_name)Luxembourg                      0.0012190  0.0126983
## factor(country_name)Malta                          -0.0004474  0.0127659
## factor(country_name)Netherlands                     0.0007217  0.0126334
## factor(country_name)Poland                          0.0020971  0.0126845
## factor(country_name)Portugal                        0.0053307  0.0129792
## factor(country_name)Romania                         0.0025497  0.0129776
## factor(country_name)Slovakia                        0.0038700  0.0127569
## factor(country_name)Slovenia                        0.0024441  0.0127219
## factor(country_name)Spain                           0.0108438  0.0136798
## factor(country_name)Sweden                          0.0035250  0.0127487
## factor(country_name)United Kingdom                 -0.0070634  0.0129289
## nofterms_in_eurovoc                                 0.0012746  0.0009095
## NEW_LR_Proposal_Probability                        -0.0222802  0.0058780
##                                                    t value Pr(>|t|)    
## (Intercept)                                         -6.290 3.41e-10 ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed        3.891 0.000101 ***
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed   2.427 0.015271 *  
## cntr_polarization_t_trilogue_imputed                -2.878 0.004022 ** 
## weighted.mean_EU_position_lowe                       2.302 0.021354 *  
## factor(form)Directive                               -4.717 2.45e-06 ***
## factor(form)Regulation                              -0.963 0.335748    
## factor(country_name)Belgium                          0.440 0.659904    
## factor(country_name)Bulgaria                         0.429 0.668202    
## factor(country_name)Croatia                          1.513 0.130212    
## factor(country_name)Cyprus                          -0.196 0.844522    
## factor(country_name)Czech Republic                   0.552 0.580941    
## factor(country_name)Denmark                         -0.230 0.817870    
## factor(country_name)Estonia                          0.403 0.686759    
## factor(country_name)Finland                         -0.358 0.720168    
## factor(country_name)France                           0.447 0.654925    
## factor(country_name)Germany                          0.310 0.756682    
## factor(country_name)Greece                          -0.415 0.677890    
## factor(country_name)Hungary                         -0.524 0.600185    
## factor(country_name)Ireland                          0.084 0.932767    
## factor(country_name)Italy                            0.580 0.561937    
## factor(country_name)Latvia                          -0.015 0.987812    
## factor(country_name)Lithuania                        0.248 0.803979    
## factor(country_name)Luxembourg                       0.096 0.923523    
## factor(country_name)Malta                           -0.035 0.972046    
## factor(country_name)Netherlands                      0.057 0.954444    
## factor(country_name)Poland                           0.165 0.868689    
## factor(country_name)Portugal                         0.411 0.681300    
## factor(country_name)Romania                          0.196 0.844248    
## factor(country_name)Slovakia                         0.303 0.761625    
## factor(country_name)Slovenia                         0.192 0.847660    
## factor(country_name)Spain                            0.793 0.427992    
## factor(country_name)Sweden                           0.277 0.782174    
## factor(country_name)United Kingdom                  -0.546 0.584864    
## nofterms_in_eurovoc                                  1.401 0.161139    
## NEW_LR_Proposal_Probability                         -3.790 0.000152 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1281 on 5666 degrees of freedom
##   (100 observations deleted due to missingness)
## Multiple R-squared:  0.01825,    Adjusted R-squared:  0.01218 
## F-statistic: 3.009 on 35 and 5666 DF,  p-value: 7.279e-09
plot_model(h1_model_a, type = "pred")
## $wmean_oppose_cntr_cap_year_t_proposal_imputed

## 
## $wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed

## 
## $cntr_polarization_t_trilogue_imputed

## 
## $weighted.mean_EU_position_lowe

## 
## $form

## 
## $country_name

## 
## $nofterms_in_eurovoc

## 
## $NEW_LR_Proposal_Probability

H2abc

#DV change_pr_limit_meaningf
h2a_model <- glm(change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed*weighted.mean_EU_position_lowe, 
              data = data_Council_paper_20220913, family = quasibinomial('logit'))

summary(h2a_model)
## 
## Call:
## glm(formula = change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed * 
##     weighted.mean_EU_position_lowe, family = quasibinomial("logit"), 
##     data = data_Council_paper_20220913)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -0.63261  -0.37957  -0.07466   0.18373   1.27619  
## 
## Coefficients:
##                                                                               Estimate
## (Intercept)                                                                  -2.411340
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                -0.388533
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                            0.109456
## cntr_polarization_t_trilogue_imputed                                          0.200365
## weighted.mean_EU_position_lowe                                               -0.061659
## factor(form)Directive                                                         0.331323
## factor(form)Regulation                                                        0.119455
## factor(country_name)Belgium                                                  -0.104611
## factor(country_name)Bulgaria                                                 -0.059884
## factor(country_name)Croatia                                                  -0.211912
## factor(country_name)Cyprus                                                    0.033256
## factor(country_name)Czech Republic                                           -0.049344
## factor(country_name)Denmark                                                   0.051314
## factor(country_name)Estonia                                                  -0.054064
## factor(country_name)Finland                                                   0.052830
## factor(country_name)France                                                   -0.073398
## factor(country_name)Germany                                                  -0.052226
## factor(country_name)Greece                                                    0.062108
## factor(country_name)Hungary                                                   0.087062
## factor(country_name)Ireland                                                  -0.010845
## factor(country_name)Italy                                                    -0.092377
## factor(country_name)Latvia                                                    0.021243
## factor(country_name)Lithuania                                                -0.039333
## factor(country_name)Luxembourg                                               -0.017814
## factor(country_name)Malta                                                     0.041196
## factor(country_name)Netherlands                                              -0.005395
## factor(country_name)Poland                                                   -0.002227
## factor(country_name)Portugal                                                 -0.075264
## factor(country_name)Romania                                                  -0.014821
## factor(country_name)Slovakia                                                 -0.053154
## factor(country_name)Slovenia                                                 -0.041658
## factor(country_name)Spain                                                    -0.158178
## factor(country_name)Sweden                                                   -0.049865
## factor(country_name)United Kingdom                                            0.115669
## nofterms_in_eurovoc                                                          -0.009462
## NEW_LR_Proposal_Probability                                                   0.454182
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe  0.047547
##                                                                              Std. Error
## (Intercept)                                                                    0.142407
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                  0.140079
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                             0.080885
## cntr_polarization_t_trilogue_imputed                                           0.070099
## weighted.mean_EU_position_lowe                                                 0.019111
## factor(form)Directive                                                          0.058362
## factor(form)Regulation                                                         0.056148
## factor(country_name)Belgium                                                    0.107111
## factor(country_name)Bulgaria                                                   0.107367
## factor(country_name)Croatia                                                    0.118899
## factor(country_name)Cyprus                                                     0.104986
## factor(country_name)Czech Republic                                             0.107684
## factor(country_name)Denmark                                                    0.104261
## factor(country_name)Estonia                                                    0.105088
## factor(country_name)Finland                                                    0.103840
## factor(country_name)France                                                     0.105544
## factor(country_name)Germany                                                    0.104732
## factor(country_name)Greece                                                     0.105237
## factor(country_name)Hungary                                                    0.105244
## factor(country_name)Ireland                                                    0.104233
## factor(country_name)Italy                                                      0.111165
## factor(country_name)Latvia                                                     0.103856
## factor(country_name)Lithuania                                                  0.104713
## factor(country_name)Luxembourg                                                 0.104257
## factor(country_name)Malta                                                      0.105185
## factor(country_name)Netherlands                                                0.103724
## factor(country_name)Poland                                                     0.104359
## factor(country_name)Portugal                                                   0.106401
## factor(country_name)Romania                                                    0.106444
## factor(country_name)Slovakia                                                   0.104748
## factor(country_name)Slovenia                                                   0.104389
## factor(country_name)Spain                                                      0.112089
## factor(country_name)Sweden                                                     0.104564
## factor(country_name)United Kingdom                                             0.107088
## nofterms_in_eurovoc                                                            0.007437
## NEW_LR_Proposal_Probability                                                    0.047429
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe   0.058197
##                                                                              t value
## (Intercept)                                                                  -16.933
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                 -2.774
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                             1.353
## cntr_polarization_t_trilogue_imputed                                           2.858
## weighted.mean_EU_position_lowe                                                -3.226
## factor(form)Directive                                                          5.677
## factor(form)Regulation                                                         2.127
## factor(country_name)Belgium                                                   -0.977
## factor(country_name)Bulgaria                                                  -0.558
## factor(country_name)Croatia                                                   -1.782
## factor(country_name)Cyprus                                                     0.317
## factor(country_name)Czech Republic                                            -0.458
## factor(country_name)Denmark                                                    0.492
## factor(country_name)Estonia                                                   -0.514
## factor(country_name)Finland                                                    0.509
## factor(country_name)France                                                    -0.695
## factor(country_name)Germany                                                   -0.499
## factor(country_name)Greece                                                     0.590
## factor(country_name)Hungary                                                    0.827
## factor(country_name)Ireland                                                   -0.104
## factor(country_name)Italy                                                     -0.831
## factor(country_name)Latvia                                                     0.205
## factor(country_name)Lithuania                                                 -0.376
## factor(country_name)Luxembourg                                                -0.171
## factor(country_name)Malta                                                      0.392
## factor(country_name)Netherlands                                               -0.052
## factor(country_name)Poland                                                    -0.021
## factor(country_name)Portugal                                                  -0.707
## factor(country_name)Romania                                                   -0.139
## factor(country_name)Slovakia                                                  -0.507
## factor(country_name)Slovenia                                                  -0.399
## factor(country_name)Spain                                                     -1.411
## factor(country_name)Sweden                                                    -0.477
## factor(country_name)United Kingdom                                             1.080
## nofterms_in_eurovoc                                                           -1.272
## NEW_LR_Proposal_Probability                                                    9.576
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe   0.817
##                                                                              Pr(>|t|)
## (Intercept)                                                                   < 2e-16
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                 0.00556
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                            0.17603
## cntr_polarization_t_trilogue_imputed                                          0.00427
## weighted.mean_EU_position_lowe                                                0.00126
## factor(form)Directive                                                        1.44e-08
## factor(form)Regulation                                                        0.03342
## factor(country_name)Belgium                                                   0.32878
## factor(country_name)Bulgaria                                                  0.57704
## factor(country_name)Croatia                                                   0.07476
## factor(country_name)Cyprus                                                    0.75143
## factor(country_name)Czech Republic                                            0.64681
## factor(country_name)Denmark                                                   0.62262
## factor(country_name)Estonia                                                   0.60694
## factor(country_name)Finland                                                   0.61094
## factor(country_name)France                                                    0.48681
## factor(country_name)Germany                                                   0.61804
## factor(country_name)Greece                                                    0.55510
## factor(country_name)Hungary                                                   0.40814
## factor(country_name)Ireland                                                   0.91714
## factor(country_name)Italy                                                     0.40601
## factor(country_name)Latvia                                                    0.83794
## factor(country_name)Lithuania                                                 0.70721
## factor(country_name)Luxembourg                                                0.86433
## factor(country_name)Malta                                                     0.69533
## factor(country_name)Netherlands                                               0.95852
## factor(country_name)Poland                                                    0.98298
## factor(country_name)Portugal                                                  0.47937
## factor(country_name)Romania                                                   0.88927
## factor(country_name)Slovakia                                                  0.61186
## factor(country_name)Slovenia                                                  0.68986
## factor(country_name)Spain                                                     0.15825
## factor(country_name)Sweden                                                    0.63346
## factor(country_name)United Kingdom                                            0.28013
## nofterms_in_eurovoc                                                           0.20330
## NEW_LR_Proposal_Probability                                                   < 2e-16
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe  0.41396
##                                                                                 
## (Intercept)                                                                  ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                ** 
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                              
## cntr_polarization_t_trilogue_imputed                                         ** 
## weighted.mean_EU_position_lowe                                               ** 
## factor(form)Directive                                                        ***
## factor(form)Regulation                                                       *  
## factor(country_name)Belgium                                                     
## factor(country_name)Bulgaria                                                    
## factor(country_name)Croatia                                                  .  
## factor(country_name)Cyprus                                                      
## factor(country_name)Czech Republic                                              
## factor(country_name)Denmark                                                     
## factor(country_name)Estonia                                                     
## factor(country_name)Finland                                                     
## factor(country_name)France                                                      
## factor(country_name)Germany                                                     
## factor(country_name)Greece                                                      
## factor(country_name)Hungary                                                     
## factor(country_name)Ireland                                                     
## factor(country_name)Italy                                                       
## factor(country_name)Latvia                                                      
## factor(country_name)Lithuania                                                   
## factor(country_name)Luxembourg                                                  
## factor(country_name)Malta                                                       
## factor(country_name)Netherlands                                                 
## factor(country_name)Poland                                                      
## factor(country_name)Portugal                                                    
## factor(country_name)Romania                                                     
## factor(country_name)Slovakia                                                    
## factor(country_name)Slovenia                                                    
## factor(country_name)Spain                                                       
## factor(country_name)Sweden                                                      
## factor(country_name)United Kingdom                                              
## nofterms_in_eurovoc                                                             
## NEW_LR_Proposal_Probability                                                  ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasibinomial family taken to be 0.1199826)
## 
##     Null deviance: 746.47  on 5701  degrees of freedom
## Residual deviance: 719.62  on 5665  degrees of freedom
##   (100 observations deleted due to missingness)
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5
plot_model(h2a_model, type = "int")
## Data were 'prettified'. Consider using `terms="wmean_oppose_cntr_cap_year_t_proposal_imputed [all]"` to get smooth plots.

h2b_model <- glm(change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed*wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed, 
              data = data_Council_paper_20220913, family = quasibinomial('logit'))

summary(h2b_model)
## 
## Call:
## glm(formula = change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed * 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed, family = quasibinomial("logit"), 
##     data = data_Council_paper_20220913)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -0.6500  -0.3753  -0.0748   0.1900   1.2713  
## 
## Coefficients:
##                                                                                                   Estimate
## (Intercept)                                                                                      -2.840445
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                     0.566662
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                0.555748
## cntr_polarization_t_trilogue_imputed                                                              0.261060
## weighted.mean_EU_position_lowe                                                                   -0.052884
## factor(form)Directive                                                                             0.405611
## factor(form)Regulation                                                                            0.197322
## factor(country_name)Belgium                                                                      -0.127051
## factor(country_name)Bulgaria                                                                     -0.062647
## factor(country_name)Croatia                                                                      -0.184938
## factor(country_name)Cyprus                                                                        0.019066
## factor(country_name)Czech Republic                                                               -0.056368
## factor(country_name)Denmark                                                                       0.047050
## factor(country_name)Estonia                                                                      -0.061324
## factor(country_name)Finland                                                                       0.061403
## factor(country_name)France                                                                       -0.090177
## factor(country_name)Germany                                                                      -0.066899
## factor(country_name)Greece                                                                        0.063549
## factor(country_name)Hungary                                                                       0.086215
## factor(country_name)Ireland                                                                      -0.021528
## factor(country_name)Italy                                                                        -0.110693
## factor(country_name)Latvia                                                                        0.013783
## factor(country_name)Lithuania                                                                    -0.052279
## factor(country_name)Luxembourg                                                                   -0.030563
## factor(country_name)Malta                                                                         0.042836
## factor(country_name)Netherlands                                                                  -0.016692
## factor(country_name)Poland                                                                       -0.009359
## factor(country_name)Portugal                                                                     -0.089268
## factor(country_name)Romania                                                                      -0.017374
## factor(country_name)Slovakia                                                                     -0.063473
## factor(country_name)Slovenia                                                                     -0.057026
## factor(country_name)Spain                                                                        -0.174837
## factor(country_name)Sweden                                                                       -0.065550
## factor(country_name)United Kingdom                                                                0.131068
## nofterms_in_eurovoc                                                                              -0.008663
## NEW_LR_Proposal_Probability                                                                       0.467410
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed -1.417230
##                                                                                                  Std. Error
## (Intercept)                                                                                        0.178507
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                      0.263887
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                 0.136903
## cntr_polarization_t_trilogue_imputed                                                               0.071739
## weighted.mean_EU_position_lowe                                                                     0.012229
## factor(form)Directive                                                                              0.061528
## factor(form)Regulation                                                                             0.059672
## factor(country_name)Belgium                                                                        0.106857
## factor(country_name)Bulgaria                                                                       0.106973
## factor(country_name)Croatia                                                                        0.117729
## factor(country_name)Cyprus                                                                         0.104630
## factor(country_name)Czech Republic                                                                 0.107369
## factor(country_name)Denmark                                                                        0.103944
## factor(country_name)Estonia                                                                        0.104727
## factor(country_name)Finland                                                                        0.103522
## factor(country_name)France                                                                         0.105225
## factor(country_name)Germany                                                                        0.104429
## factor(country_name)Greece                                                                         0.104940
## factor(country_name)Hungary                                                                        0.104934
## factor(country_name)Ireland                                                                        0.103903
## factor(country_name)Italy                                                                          0.110878
## factor(country_name)Latvia                                                                         0.103534
## factor(country_name)Lithuania                                                                      0.104371
## factor(country_name)Luxembourg                                                                     0.103953
## factor(country_name)Malta                                                                          0.104743
## factor(country_name)Netherlands                                                                    0.103419
## factor(country_name)Poland                                                                         0.103995
## factor(country_name)Portugal                                                                       0.106081
## factor(country_name)Romania                                                                        0.106086
## factor(country_name)Slovakia                                                                       0.104421
## factor(country_name)Slovenia                                                                       0.104077
## factor(country_name)Spain                                                                          0.111751
## factor(country_name)Sweden                                                                         0.104241
## factor(country_name)United Kingdom                                                                 0.106234
## nofterms_in_eurovoc                                                                                0.007415
## NEW_LR_Proposal_Probability                                                                        0.047437
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed   0.338261
##                                                                                                  t value
## (Intercept)                                                                                      -15.912
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                      2.147
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                 4.059
## cntr_polarization_t_trilogue_imputed                                                               3.639
## weighted.mean_EU_position_lowe                                                                    -4.324
## factor(form)Directive                                                                              6.592
## factor(form)Regulation                                                                             3.307
## factor(country_name)Belgium                                                                       -1.189
## factor(country_name)Bulgaria                                                                      -0.586
## factor(country_name)Croatia                                                                       -1.571
## factor(country_name)Cyprus                                                                         0.182
## factor(country_name)Czech Republic                                                                -0.525
## factor(country_name)Denmark                                                                        0.453
## factor(country_name)Estonia                                                                       -0.586
## factor(country_name)Finland                                                                        0.593
## factor(country_name)France                                                                        -0.857
## factor(country_name)Germany                                                                       -0.641
## factor(country_name)Greece                                                                         0.606
## factor(country_name)Hungary                                                                        0.822
## factor(country_name)Ireland                                                                       -0.207
## factor(country_name)Italy                                                                         -0.998
## factor(country_name)Latvia                                                                         0.133
## factor(country_name)Lithuania                                                                     -0.501
## factor(country_name)Luxembourg                                                                    -0.294
## factor(country_name)Malta                                                                          0.409
## factor(country_name)Netherlands                                                                   -0.161
## factor(country_name)Poland                                                                        -0.090
## factor(country_name)Portugal                                                                      -0.842
## factor(country_name)Romania                                                                       -0.164
## factor(country_name)Slovakia                                                                      -0.608
## factor(country_name)Slovenia                                                                      -0.548
## factor(country_name)Spain                                                                         -1.565
## factor(country_name)Sweden                                                                        -0.629
## factor(country_name)United Kingdom                                                                 1.234
## nofterms_in_eurovoc                                                                               -1.168
## NEW_LR_Proposal_Probability                                                                        9.853
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed  -4.190
##                                                                                                  Pr(>|t|)
## (Intercept)                                                                                       < 2e-16
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                    0.031806
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                               4.99e-05
## cntr_polarization_t_trilogue_imputed                                                             0.000276
## weighted.mean_EU_position_lowe                                                                   1.56e-05
## factor(form)Directive                                                                            4.72e-11
## factor(form)Regulation                                                                           0.000950
## factor(country_name)Belgium                                                                      0.234495
## factor(country_name)Bulgaria                                                                     0.558146
## factor(country_name)Croatia                                                                      0.116267
## factor(country_name)Cyprus                                                                       0.855414
## factor(country_name)Czech Republic                                                               0.599611
## factor(country_name)Denmark                                                                      0.650821
## factor(country_name)Estonia                                                                      0.558195
## factor(country_name)Finland                                                                      0.553108
## factor(country_name)France                                                                       0.391484
## factor(country_name)Germany                                                                      0.521799
## factor(country_name)Greece                                                                       0.544817
## factor(country_name)Hungary                                                                      0.411332
## factor(country_name)Ireland                                                                      0.835865
## factor(country_name)Italy                                                                        0.318162
## factor(country_name)Latvia                                                                       0.894100
## factor(country_name)Lithuania                                                                    0.616461
## factor(country_name)Luxembourg                                                                   0.768761
## factor(country_name)Malta                                                                        0.682584
## factor(country_name)Netherlands                                                                  0.871782
## factor(country_name)Poland                                                                       0.928295
## factor(country_name)Portugal                                                                     0.400099
## factor(country_name)Romania                                                                      0.869916
## factor(country_name)Slovakia                                                                     0.543307
## factor(country_name)Slovenia                                                                     0.583766
## factor(country_name)Spain                                                                        0.117749
## factor(country_name)Sweden                                                                       0.529484
## factor(country_name)United Kingdom                                                               0.217339
## nofterms_in_eurovoc                                                                              0.242760
## NEW_LR_Proposal_Probability                                                                       < 2e-16
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed 2.84e-05
##                                                                                                     
## (Intercept)                                                                                      ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                    *  
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                               ***
## cntr_polarization_t_trilogue_imputed                                                             ***
## weighted.mean_EU_position_lowe                                                                   ***
## factor(form)Directive                                                                            ***
## factor(form)Regulation                                                                           ***
## factor(country_name)Belgium                                                                         
## factor(country_name)Bulgaria                                                                        
## factor(country_name)Croatia                                                                         
## factor(country_name)Cyprus                                                                          
## factor(country_name)Czech Republic                                                                  
## factor(country_name)Denmark                                                                         
## factor(country_name)Estonia                                                                         
## factor(country_name)Finland                                                                         
## factor(country_name)France                                                                          
## factor(country_name)Germany                                                                         
## factor(country_name)Greece                                                                          
## factor(country_name)Hungary                                                                         
## factor(country_name)Ireland                                                                         
## factor(country_name)Italy                                                                           
## factor(country_name)Latvia                                                                          
## factor(country_name)Lithuania                                                                       
## factor(country_name)Luxembourg                                                                      
## factor(country_name)Malta                                                                           
## factor(country_name)Netherlands                                                                     
## factor(country_name)Poland                                                                          
## factor(country_name)Portugal                                                                        
## factor(country_name)Romania                                                                         
## factor(country_name)Slovakia                                                                        
## factor(country_name)Slovenia                                                                        
## factor(country_name)Spain                                                                           
## factor(country_name)Sweden                                                                          
## factor(country_name)United Kingdom                                                                  
## nofterms_in_eurovoc                                                                                 
## NEW_LR_Proposal_Probability                                                                      ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasibinomial family taken to be 0.1191548)
## 
##     Null deviance: 746.47  on 5701  degrees of freedom
## Residual deviance: 717.63  on 5665  degrees of freedom
##   (100 observations deleted due to missingness)
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5
plot_model(h2b_model, type = "int")
## Data were 'prettified'. Consider using `terms="wmean_oppose_cntr_cap_year_t_proposal_imputed [all]"` to get smooth plots.

h2c_model <- glm(change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed*cntr_polarization_t_trilogue_imputed, 
              data = data_Council_paper_20220913, family = quasibinomial('logit'))

summary(h2c_model)
## 
## Call:
## glm(formula = change_pr_limit_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed * 
##     cntr_polarization_t_trilogue_imputed, family = quasibinomial("logit"), 
##     data = data_Council_paper_20220913)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -0.67946  -0.36750  -0.07435   0.20228   1.32068  
## 
## Coefficients:
##                                                                                     Estimate
## (Intercept)                                                                        -2.963514
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                       1.396504
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                  0.229392
## cntr_polarization_t_trilogue_imputed                                                1.232553
## weighted.mean_EU_position_lowe                                                     -0.045390
## factor(form)Directive                                                               0.344285
## factor(form)Regulation                                                              0.120930
## factor(country_name)Belgium                                                        -0.115533
## factor(country_name)Bulgaria                                                       -0.062850
## factor(country_name)Croatia                                                        -0.279544
## factor(country_name)Cyprus                                                          0.027097
## factor(country_name)Czech Republic                                                 -0.049089
## factor(country_name)Denmark                                                         0.036009
## factor(country_name)Estonia                                                        -0.043420
## factor(country_name)Finland                                                         0.028011
## factor(country_name)France                                                         -0.072393
## factor(country_name)Germany                                                        -0.032980
## factor(country_name)Greece                                                          0.030934
## factor(country_name)Hungary                                                         0.065969
## factor(country_name)Ireland                                                        -0.011978
## factor(country_name)Italy                                                          -0.104023
## factor(country_name)Latvia                                                          0.015108
## factor(country_name)Lithuania                                                      -0.035112
## factor(country_name)Luxembourg                                                     -0.021653
## factor(country_name)Malta                                                           0.041047
## factor(country_name)Netherlands                                                    -0.003952
## factor(country_name)Poland                                                         -0.031059
## factor(country_name)Portugal                                                       -0.061320
## factor(country_name)Romania                                                        -0.035621
## factor(country_name)Slovakia                                                       -0.062976
## factor(country_name)Slovenia                                                       -0.045910
## factor(country_name)Spain                                                          -0.126972
## factor(country_name)Sweden                                                         -0.041911
## factor(country_name)United Kingdom                                                  0.122602
## nofterms_in_eurovoc                                                                -0.009000
## NEW_LR_Proposal_Probability                                                         0.434979
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed -3.784073
##                                                                                    Std. Error
## (Intercept)                                                                          0.157007
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                        0.244735
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                   0.082484
## cntr_polarization_t_trilogue_imputed                                                 0.142864
## weighted.mean_EU_position_lowe                                                       0.012190
## factor(form)Directive                                                                0.058451
## factor(form)Regulation                                                               0.056122
## factor(country_name)Belgium                                                          0.106743
## factor(country_name)Bulgaria                                                         0.107009
## factor(country_name)Croatia                                                          0.118692
## factor(country_name)Cyprus                                                           0.104545
## factor(country_name)Czech Republic                                                   0.107392
## factor(country_name)Denmark                                                          0.103957
## factor(country_name)Estonia                                                          0.104757
## factor(country_name)Finland                                                          0.103579
## factor(country_name)France                                                           0.105229
## factor(country_name)Germany                                                          0.104423
## factor(country_name)Greece                                                           0.104997
## factor(country_name)Hungary                                                          0.104957
## factor(country_name)Ireland                                                          0.103909
## factor(country_name)Italy                                                            0.110798
## factor(country_name)Latvia                                                           0.103536
## factor(country_name)Lithuania                                                        0.104333
## factor(country_name)Luxembourg                                                       0.103892
## factor(country_name)Malta                                                            0.104693
## factor(country_name)Netherlands                                                      0.103431
## factor(country_name)Poland                                                           0.104022
## factor(country_name)Portugal                                                         0.106020
## factor(country_name)Romania                                                          0.106161
## factor(country_name)Slovakia                                                         0.104442
## factor(country_name)Slovenia                                                         0.104083
## factor(country_name)Spain                                                            0.111701
## factor(country_name)Sweden                                                           0.104337
## factor(country_name)United Kingdom                                                   0.106220
## nofterms_in_eurovoc                                                                  0.007434
## NEW_LR_Proposal_Probability                                                          0.047252
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed   0.458787
##                                                                                    t value
## (Intercept)                                                                        -18.875
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                        5.706
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                   2.781
## cntr_polarization_t_trilogue_imputed                                                 8.627
## weighted.mean_EU_position_lowe                                                      -3.724
## factor(form)Directive                                                                5.890
## factor(form)Regulation                                                               2.155
## factor(country_name)Belgium                                                         -1.082
## factor(country_name)Bulgaria                                                        -0.587
## factor(country_name)Croatia                                                         -2.355
## factor(country_name)Cyprus                                                           0.259
## factor(country_name)Czech Republic                                                  -0.457
## factor(country_name)Denmark                                                          0.346
## factor(country_name)Estonia                                                         -0.414
## factor(country_name)Finland                                                          0.270
## factor(country_name)France                                                          -0.688
## factor(country_name)Germany                                                         -0.316
## factor(country_name)Greece                                                           0.295
## factor(country_name)Hungary                                                          0.629
## factor(country_name)Ireland                                                         -0.115
## factor(country_name)Italy                                                           -0.939
## factor(country_name)Latvia                                                           0.146
## factor(country_name)Lithuania                                                       -0.337
## factor(country_name)Luxembourg                                                      -0.208
## factor(country_name)Malta                                                            0.392
## factor(country_name)Netherlands                                                     -0.038
## factor(country_name)Poland                                                          -0.299
## factor(country_name)Portugal                                                        -0.578
## factor(country_name)Romania                                                         -0.336
## factor(country_name)Slovakia                                                        -0.603
## factor(country_name)Slovenia                                                        -0.441
## factor(country_name)Spain                                                           -1.137
## factor(country_name)Sweden                                                          -0.402
## factor(country_name)United Kingdom                                                   1.154
## nofterms_in_eurovoc                                                                 -1.211
## NEW_LR_Proposal_Probability                                                          9.206
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed  -8.248
##                                                                                    Pr(>|t|)
## (Intercept)                                                                         < 2e-16
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                      1.21e-08
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                 0.005436
## cntr_polarization_t_trilogue_imputed                                                < 2e-16
## weighted.mean_EU_position_lowe                                                     0.000198
## factor(form)Directive                                                              4.08e-09
## factor(form)Regulation                                                             0.031224
## factor(country_name)Belgium                                                        0.279146
## factor(country_name)Bulgaria                                                       0.557002
## factor(country_name)Croatia                                                        0.018546
## factor(country_name)Cyprus                                                         0.795499
## factor(country_name)Czech Republic                                                 0.647614
## factor(country_name)Denmark                                                        0.729066
## factor(country_name)Estonia                                                        0.678534
## factor(country_name)Finland                                                        0.786835
## factor(country_name)France                                                         0.491506
## factor(country_name)Germany                                                        0.752143
## factor(country_name)Greece                                                         0.768301
## factor(country_name)Hungary                                                        0.529679
## factor(country_name)Ireland                                                        0.908229
## factor(country_name)Italy                                                          0.347845
## factor(country_name)Latvia                                                         0.883991
## factor(country_name)Lithuania                                                      0.736476
## factor(country_name)Luxembourg                                                     0.834910
## factor(country_name)Malta                                                          0.695023
## factor(country_name)Netherlands                                                    0.969521
## factor(country_name)Poland                                                         0.765272
## factor(country_name)Portugal                                                       0.563033
## factor(country_name)Romania                                                        0.737234
## factor(country_name)Slovakia                                                       0.546550
## factor(country_name)Slovenia                                                       0.659163
## factor(country_name)Spain                                                          0.255708
## factor(country_name)Sweden                                                         0.687926
## factor(country_name)United Kingdom                                                 0.248456
## nofterms_in_eurovoc                                                                0.226099
## NEW_LR_Proposal_Probability                                                         < 2e-16
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed  < 2e-16
##                                                                                       
## (Intercept)                                                                        ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                      ***
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                 ** 
## cntr_polarization_t_trilogue_imputed                                               ***
## weighted.mean_EU_position_lowe                                                     ***
## factor(form)Directive                                                              ***
## factor(form)Regulation                                                             *  
## factor(country_name)Belgium                                                           
## factor(country_name)Bulgaria                                                          
## factor(country_name)Croatia                                                        *  
## factor(country_name)Cyprus                                                            
## factor(country_name)Czech Republic                                                    
## factor(country_name)Denmark                                                           
## factor(country_name)Estonia                                                           
## factor(country_name)Finland                                                           
## factor(country_name)France                                                            
## factor(country_name)Germany                                                           
## factor(country_name)Greece                                                            
## factor(country_name)Hungary                                                           
## factor(country_name)Ireland                                                           
## factor(country_name)Italy                                                             
## factor(country_name)Latvia                                                            
## factor(country_name)Lithuania                                                         
## factor(country_name)Luxembourg                                                        
## factor(country_name)Malta                                                             
## factor(country_name)Netherlands                                                       
## factor(country_name)Poland                                                            
## factor(country_name)Portugal                                                          
## factor(country_name)Romania                                                           
## factor(country_name)Slovakia                                                          
## factor(country_name)Slovenia                                                          
## factor(country_name)Spain                                                             
## factor(country_name)Sweden                                                            
## factor(country_name)United Kingdom                                                    
## nofterms_in_eurovoc                                                                   
## NEW_LR_Proposal_Probability                                                        ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasibinomial family taken to be 0.1191508)
## 
##     Null deviance: 746.47  on 5701  degrees of freedom
## Residual deviance: 711.48  on 5665  degrees of freedom
##   (100 observations deleted due to missingness)
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5
plot_model(h2c_model, type = "int")
## Data were 'prettified'. Consider using `terms="wmean_oppose_cntr_cap_year_t_proposal_imputed [all]"` to get smooth plots.

#DV diff_change_meaningf
h2a_model2 <- lm(diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed*weighted.mean_EU_position_lowe, 
              data = data_Council_paper_20220913)

summary(h2a_model2)
## 
## Call:
## lm(formula = diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed * 
##     weighted.mean_EU_position_lowe, data = data_Council_paper_20220913)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.59489 -0.07105  0.01668  0.08438  0.52296 
## 
## Coefficients:
##                                                                                Estimate
## (Intercept)                                                                  -0.1013573
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                 0.0376772
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                            0.0226242
## cntr_polarization_t_trilogue_imputed                                         -0.0243556
## weighted.mean_EU_position_lowe                                                0.0044600
## factor(form)Directive                                                        -0.0329026
## factor(form)Regulation                                                       -0.0063776
## factor(country_name)Belgium                                                   0.0058916
## factor(country_name)Bulgaria                                                  0.0054219
## factor(country_name)Croatia                                                   0.0221199
## factor(country_name)Cyprus                                                   -0.0027728
## factor(country_name)Czech Republic                                            0.0071817
## factor(country_name)Denmark                                                  -0.0028535
## factor(country_name)Estonia                                                   0.0050489
## factor(country_name)Finland                                                  -0.0043656
## factor(country_name)France                                                    0.0056397
## factor(country_name)Germany                                                   0.0040821
## factor(country_name)Greece                                                   -0.0052524
## factor(country_name)Hungary                                                  -0.0067982
## factor(country_name)Ireland                                                   0.0009833
## factor(country_name)Italy                                                     0.0076352
## factor(country_name)Latvia                                                   -0.0002204
## factor(country_name)Lithuania                                                 0.0030834
## factor(country_name)Luxembourg                                                0.0012307
## factor(country_name)Malta                                                    -0.0008455
## factor(country_name)Netherlands                                               0.0007110
## factor(country_name)Poland                                                    0.0019152
## factor(country_name)Portugal                                                  0.0053928
## factor(country_name)Romania                                                   0.0024324
## factor(country_name)Slovakia                                                  0.0038504
## factor(country_name)Slovenia                                                  0.0023524
## factor(country_name)Spain                                                     0.0109819
## factor(country_name)Sweden                                                    0.0033628
## factor(country_name)United Kingdom                                           -0.0062953
## nofterms_in_eurovoc                                                           0.0012715
## NEW_LR_Proposal_Probability                                                  -0.0223054
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe -0.0041154
##                                                                              Std. Error
## (Intercept)                                                                   0.0168000
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                 0.0162034
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                            0.0094369
## cntr_polarization_t_trilogue_imputed                                          0.0084946
## weighted.mean_EU_position_lowe                                                0.0022832
## factor(form)Directive                                                         0.0069759
## factor(form)Regulation                                                        0.0065736
## factor(country_name)Belgium                                                   0.0130729
## factor(country_name)Bulgaria                                                  0.0130220
## factor(country_name)Croatia                                                   0.0142230
## factor(country_name)Cyprus                                                    0.0127742
## factor(country_name)Czech Republic                                            0.0130439
## factor(country_name)Denmark                                                   0.0126818
## factor(country_name)Estonia                                                   0.0128186
## factor(country_name)Finland                                                   0.0126316
## factor(country_name)France                                                    0.0128799
## factor(country_name)Germany                                                   0.0127558
## factor(country_name)Greece                                                    0.0127773
## factor(country_name)Hungary                                                   0.0128270
## factor(country_name)Ireland                                                   0.0126946
## factor(country_name)Italy                                                     0.0134090
## factor(country_name)Latvia                                                    0.0126391
## factor(country_name)Lithuania                                                 0.0127588
## factor(country_name)Luxembourg                                                0.0126990
## factor(country_name)Malta                                                     0.0127832
## factor(country_name)Netherlands                                               0.0126341
## factor(country_name)Poland                                                    0.0126887
## factor(country_name)Portugal                                                  0.0129803
## factor(country_name)Romania                                                   0.0129797
## factor(country_name)Slovakia                                                  0.0127577
## factor(country_name)Slovenia                                                  0.0127235
## factor(country_name)Spain                                                     0.0136824
## factor(country_name)Sweden                                                    0.0127522
## factor(country_name)United Kingdom                                            0.0129905
## nofterms_in_eurovoc                                                           0.0009096
## NEW_LR_Proposal_Probability                                                   0.0058785
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe  0.0067305
##                                                                              t value
## (Intercept)                                                                   -6.033
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                  2.325
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                             2.397
## cntr_polarization_t_trilogue_imputed                                          -2.867
## weighted.mean_EU_position_lowe                                                 1.953
## factor(form)Directive                                                         -4.717
## factor(form)Regulation                                                        -0.970
## factor(country_name)Belgium                                                    0.451
## factor(country_name)Bulgaria                                                   0.416
## factor(country_name)Croatia                                                    1.555
## factor(country_name)Cyprus                                                    -0.217
## factor(country_name)Czech Republic                                             0.551
## factor(country_name)Denmark                                                   -0.225
## factor(country_name)Estonia                                                    0.394
## factor(country_name)Finland                                                   -0.346
## factor(country_name)France                                                     0.438
## factor(country_name)Germany                                                    0.320
## factor(country_name)Greece                                                    -0.411
## factor(country_name)Hungary                                                   -0.530
## factor(country_name)Ireland                                                    0.077
## factor(country_name)Italy                                                      0.569
## factor(country_name)Latvia                                                    -0.017
## factor(country_name)Lithuania                                                  0.242
## factor(country_name)Luxembourg                                                 0.097
## factor(country_name)Malta                                                     -0.066
## factor(country_name)Netherlands                                                0.056
## factor(country_name)Poland                                                     0.151
## factor(country_name)Portugal                                                   0.415
## factor(country_name)Romania                                                    0.187
## factor(country_name)Slovakia                                                   0.302
## factor(country_name)Slovenia                                                   0.185
## factor(country_name)Spain                                                      0.803
## factor(country_name)Sweden                                                     0.264
## factor(country_name)United Kingdom                                            -0.485
## nofterms_in_eurovoc                                                            1.398
## NEW_LR_Proposal_Probability                                                   -3.794
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe  -0.611
##                                                                              Pr(>|t|)
## (Intercept)                                                                  1.71e-09
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                 0.02009
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                            0.01654
## cntr_polarization_t_trilogue_imputed                                          0.00416
## weighted.mean_EU_position_lowe                                                0.05082
## factor(form)Directive                                                        2.46e-06
## factor(form)Regulation                                                        0.33200
## factor(country_name)Belgium                                                   0.65225
## factor(country_name)Bulgaria                                                  0.67716
## factor(country_name)Croatia                                                   0.11995
## factor(country_name)Cyprus                                                    0.82817
## factor(country_name)Czech Republic                                            0.58194
## factor(country_name)Denmark                                                   0.82198
## factor(country_name)Estonia                                                   0.69369
## factor(country_name)Finland                                                   0.72965
## factor(country_name)France                                                    0.66150
## factor(country_name)Germany                                                   0.74897
## factor(country_name)Greece                                                    0.68104
## factor(country_name)Hungary                                                   0.59614
## factor(country_name)Ireland                                                   0.93826
## factor(country_name)Italy                                                     0.56910
## factor(country_name)Latvia                                                    0.98609
## factor(country_name)Lithuania                                                 0.80905
## factor(country_name)Luxembourg                                                0.92280
## factor(country_name)Malta                                                     0.94727
## factor(country_name)Netherlands                                               0.95512
## factor(country_name)Poland                                                    0.88003
## factor(country_name)Portugal                                                  0.67782
## factor(country_name)Romania                                                   0.85136
## factor(country_name)Slovakia                                                  0.76281
## factor(country_name)Slovenia                                                  0.85333
## factor(country_name)Spain                                                     0.42222
## factor(country_name)Sweden                                                    0.79202
## factor(country_name)United Kingdom                                            0.62797
## nofterms_in_eurovoc                                                           0.16220
## NEW_LR_Proposal_Probability                                                   0.00015
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe  0.54092
##                                                                                 
## (Intercept)                                                                  ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                *  
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                           *  
## cntr_polarization_t_trilogue_imputed                                         ** 
## weighted.mean_EU_position_lowe                                               .  
## factor(form)Directive                                                        ***
## factor(form)Regulation                                                          
## factor(country_name)Belgium                                                     
## factor(country_name)Bulgaria                                                    
## factor(country_name)Croatia                                                     
## factor(country_name)Cyprus                                                      
## factor(country_name)Czech Republic                                              
## factor(country_name)Denmark                                                     
## factor(country_name)Estonia                                                     
## factor(country_name)Finland                                                     
## factor(country_name)France                                                      
## factor(country_name)Germany                                                     
## factor(country_name)Greece                                                      
## factor(country_name)Hungary                                                     
## factor(country_name)Ireland                                                     
## factor(country_name)Italy                                                       
## factor(country_name)Latvia                                                      
## factor(country_name)Lithuania                                                   
## factor(country_name)Luxembourg                                                  
## factor(country_name)Malta                                                       
## factor(country_name)Netherlands                                                 
## factor(country_name)Poland                                                      
## factor(country_name)Portugal                                                    
## factor(country_name)Romania                                                     
## factor(country_name)Slovakia                                                    
## factor(country_name)Slovenia                                                    
## factor(country_name)Spain                                                       
## factor(country_name)Sweden                                                      
## factor(country_name)United Kingdom                                              
## nofterms_in_eurovoc                                                             
## NEW_LR_Proposal_Probability                                                  ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed:weighted.mean_EU_position_lowe    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1281 on 5665 degrees of freedom
##   (100 observations deleted due to missingness)
## Multiple R-squared:  0.01831,    Adjusted R-squared:  0.01207 
## F-statistic: 2.935 on 36 and 5665 DF,  p-value: 1.134e-08
plot_model(h2a_model2, type = "int")

h2b_model2 <- lm(diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed*wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed, 
              data = data_Council_paper_20220913)

summary(h2b_model2)
## 
## Call:
## lm(formula = diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed * 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed, data = data_Council_paper_20220913)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.59401 -0.07287  0.01755  0.08335  0.52638 
## 
## Coefficients:
##                                                                                                    Estimate
## (Intercept)                                                                                      -0.0795632
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                    -0.0079906
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                               -0.0010544
## cntr_polarization_t_trilogue_imputed                                                             -0.0277231
## weighted.mean_EU_position_lowe                                                                    0.0035649
## factor(form)Directive                                                                            -0.0369615
## factor(form)Regulation                                                                           -0.0106579
## factor(country_name)Belgium                                                                       0.0071975
## factor(country_name)Bulgaria                                                                      0.0057276
## factor(country_name)Croatia                                                                       0.0206154
## factor(country_name)Cyprus                                                                       -0.0017321
## factor(country_name)Czech Republic                                                                0.0075511
## factor(country_name)Denmark                                                                      -0.0025227
## factor(country_name)Estonia                                                                       0.0055868
## factor(country_name)Finland                                                                      -0.0049275
## factor(country_name)France                                                                        0.0067048
## factor(country_name)Germany                                                                       0.0049262
## factor(country_name)Greece                                                                       -0.0052886
## factor(country_name)Hungary                                                                      -0.0066380
## factor(country_name)Ireland                                                                       0.0017334
## factor(country_name)Italy                                                                         0.0087780
## factor(country_name)Latvia                                                                        0.0003177
## factor(country_name)Lithuania                                                                     0.0039700
## factor(country_name)Luxembourg                                                                    0.0020742
## factor(country_name)Malta                                                                        -0.0007280
## factor(country_name)Netherlands                                                                   0.0014539
## factor(country_name)Poland                                                                        0.0024776
## factor(country_name)Portugal                                                                      0.0062726
## factor(country_name)Romania                                                                       0.0026730
## factor(country_name)Slovakia                                                                      0.0045263
## factor(country_name)Slovenia                                                                      0.0033367
## factor(country_name)Spain                                                                         0.0119721
## factor(country_name)Sweden                                                                        0.0043649
## factor(country_name)United Kingdom                                                               -0.0074118
## nofterms_in_eurovoc                                                                               0.0012223
## NEW_LR_Proposal_Probability                                                                      -0.0229784
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed  0.0737555
##                                                                                                  Std. Error
## (Intercept)                                                                                       0.0207736
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                     0.0302492
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                0.0158304
## cntr_polarization_t_trilogue_imputed                                                              0.0086686
## weighted.mean_EU_position_lowe                                                                    0.0014766
## factor(form)Directive                                                                             0.0073000
## factor(form)Regulation                                                                            0.0069627
## factor(country_name)Belgium                                                                       0.0130899
## factor(country_name)Bulgaria                                                                      0.0130160
## factor(country_name)Croatia                                                                       0.0141856
## factor(country_name)Cyprus                                                                        0.0127696
## factor(country_name)Czech Republic                                                                0.0130415
## factor(country_name)Denmark                                                                       0.0126795
## factor(country_name)Estonia                                                                       0.0128154
## factor(country_name)Finland                                                                       0.0126273
## factor(country_name)France                                                                        0.0128848
## factor(country_name)Germany                                                                       0.0127610
## factor(country_name)Greece                                                                        0.0127735
## factor(country_name)Hungary                                                                       0.0128229
## factor(country_name)Ireland                                                                       0.0126951
## factor(country_name)Italy                                                                         0.0134139
## factor(country_name)Latvia                                                                        0.0126384
## factor(country_name)Lithuania                                                                     0.0127616
## factor(country_name)Luxembourg                                                                    0.0127036
## factor(country_name)Malta                                                                         0.0127639
## factor(country_name)Netherlands                                                                   0.0126366
## factor(country_name)Poland                                                                        0.0126833
## factor(country_name)Portugal                                                                      0.0129859
## factor(country_name)Romania                                                                       0.0129748
## factor(country_name)Slovakia                                                                      0.0127588
## factor(country_name)Slovenia                                                                      0.0127279
## factor(country_name)Spain                                                                         0.0136899
## factor(country_name)Sweden                                                                        0.0127537
## factor(country_name)United Kingdom                                                                0.0129274
## nofterms_in_eurovoc                                                                               0.0009097
## NEW_LR_Proposal_Probability                                                                       0.0058884
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed  0.0391993
##                                                                                                  t value
## (Intercept)                                                                                       -3.830
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                     -0.264
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                -0.067
## cntr_polarization_t_trilogue_imputed                                                              -3.198
## weighted.mean_EU_position_lowe                                                                     2.414
## factor(form)Directive                                                                             -5.063
## factor(form)Regulation                                                                            -1.531
## factor(country_name)Belgium                                                                        0.550
## factor(country_name)Bulgaria                                                                       0.440
## factor(country_name)Croatia                                                                        1.453
## factor(country_name)Cyprus                                                                        -0.136
## factor(country_name)Czech Republic                                                                 0.579
## factor(country_name)Denmark                                                                       -0.199
## factor(country_name)Estonia                                                                        0.436
## factor(country_name)Finland                                                                       -0.390
## factor(country_name)France                                                                         0.520
## factor(country_name)Germany                                                                        0.386
## factor(country_name)Greece                                                                        -0.414
## factor(country_name)Hungary                                                                       -0.518
## factor(country_name)Ireland                                                                        0.137
## factor(country_name)Italy                                                                          0.654
## factor(country_name)Latvia                                                                         0.025
## factor(country_name)Lithuania                                                                      0.311
## factor(country_name)Luxembourg                                                                     0.163
## factor(country_name)Malta                                                                         -0.057
## factor(country_name)Netherlands                                                                    0.115
## factor(country_name)Poland                                                                         0.195
## factor(country_name)Portugal                                                                       0.483
## factor(country_name)Romania                                                                        0.206
## factor(country_name)Slovakia                                                                       0.355
## factor(country_name)Slovenia                                                                       0.262
## factor(country_name)Spain                                                                          0.875
## factor(country_name)Sweden                                                                         0.342
## factor(country_name)United Kingdom                                                                -0.573
## nofterms_in_eurovoc                                                                                1.344
## NEW_LR_Proposal_Probability                                                                       -3.902
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed   1.882
##                                                                                                  Pr(>|t|)
## (Intercept)                                                                                       0.00013
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                     0.79167
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                0.94690
## cntr_polarization_t_trilogue_imputed                                                              0.00139
## weighted.mean_EU_position_lowe                                                                    0.01580
## factor(form)Directive                                                                            4.25e-07
## factor(form)Regulation                                                                            0.12589
## factor(country_name)Belgium                                                                       0.58244
## factor(country_name)Bulgaria                                                                      0.65993
## factor(country_name)Croatia                                                                       0.14621
## factor(country_name)Cyprus                                                                        0.89211
## factor(country_name)Czech Republic                                                                0.56261
## factor(country_name)Denmark                                                                       0.84230
## factor(country_name)Estonia                                                                       0.66290
## factor(country_name)Finland                                                                       0.69639
## factor(country_name)France                                                                        0.60283
## factor(country_name)Germany                                                                       0.69949
## factor(country_name)Greece                                                                        0.67887
## factor(country_name)Hungary                                                                       0.60471
## factor(country_name)Ireland                                                                       0.89140
## factor(country_name)Italy                                                                         0.51288
## factor(country_name)Latvia                                                                        0.97994
## factor(country_name)Lithuania                                                                     0.75574
## factor(country_name)Luxembourg                                                                    0.87031
## factor(country_name)Malta                                                                         0.95452
## factor(country_name)Netherlands                                                                   0.90841
## factor(country_name)Poland                                                                        0.84513
## factor(country_name)Portugal                                                                      0.62909
## factor(country_name)Romania                                                                       0.83679
## factor(country_name)Slovakia                                                                      0.72278
## factor(country_name)Slovenia                                                                      0.79321
## factor(country_name)Spain                                                                         0.38187
## factor(country_name)Sweden                                                                        0.73218
## factor(country_name)United Kingdom                                                                0.56644
## nofterms_in_eurovoc                                                                               0.17913
## NEW_LR_Proposal_Probability                                                                      9.64e-05
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed  0.05995
##                                                                                                     
## (Intercept)                                                                                      ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                                       
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                                  
## cntr_polarization_t_trilogue_imputed                                                             ** 
## weighted.mean_EU_position_lowe                                                                   *  
## factor(form)Directive                                                                            ***
## factor(form)Regulation                                                                              
## factor(country_name)Belgium                                                                         
## factor(country_name)Bulgaria                                                                        
## factor(country_name)Croatia                                                                         
## factor(country_name)Cyprus                                                                          
## factor(country_name)Czech Republic                                                                  
## factor(country_name)Denmark                                                                         
## factor(country_name)Estonia                                                                         
## factor(country_name)Finland                                                                         
## factor(country_name)France                                                                          
## factor(country_name)Germany                                                                         
## factor(country_name)Greece                                                                          
## factor(country_name)Hungary                                                                         
## factor(country_name)Ireland                                                                         
## factor(country_name)Italy                                                                           
## factor(country_name)Latvia                                                                          
## factor(country_name)Lithuania                                                                       
## factor(country_name)Luxembourg                                                                      
## factor(country_name)Malta                                                                           
## factor(country_name)Netherlands                                                                     
## factor(country_name)Poland                                                                          
## factor(country_name)Portugal                                                                        
## factor(country_name)Romania                                                                         
## factor(country_name)Slovakia                                                                        
## factor(country_name)Slovenia                                                                        
## factor(country_name)Spain                                                                           
## factor(country_name)Sweden                                                                          
## factor(country_name)United Kingdom                                                                  
## nofterms_in_eurovoc                                                                                 
## NEW_LR_Proposal_Probability                                                                      ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed:wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.128 on 5665 degrees of freedom
##   (100 observations deleted due to missingness)
## Multiple R-squared:  0.01886,    Adjusted R-squared:  0.01262 
## F-statistic: 3.025 on 36 and 5665 DF,  p-value: 3.796e-09
plot_model(h2b_model2, type = "int")

h2c_model2 <- lm(diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed*cntr_polarization_t_trilogue_imputed, 
              data = data_Council_paper_20220913)

summary(h2c_model2)
## 
## Call:
## lm(formula = diff_change_meaningf ~ wmean_oppose_cntr_cap_year_t_proposal_imputed + 
##     wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed + cntr_polarization_t_trilogue_imputed + 
##     weighted.mean_EU_position_lowe + factor(form) + factor(country_name) + 
##     nofterms_in_eurovoc + NEW_LR_Proposal_Probability + wmean_oppose_cntr_cap_year_t_proposal_imputed * 
##     cntr_polarization_t_trilogue_imputed, data = data_Council_paper_20220913)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.60918 -0.07577  0.02033  0.08027  0.54488 
## 
## Coefficients:
##                                                                                      Estimate
## (Intercept)                                                                        -0.0270035
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                      -0.2045454
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                  0.0075775
## cntr_polarization_t_trilogue_imputed                                               -0.1662586
## weighted.mean_EU_position_lowe                                                      0.0028473
## factor(form)Directive                                                              -0.0357730
## factor(form)Regulation                                                             -0.0080369
## factor(country_name)Belgium                                                         0.0078982
## factor(country_name)Bulgaria                                                        0.0061713
## factor(country_name)Croatia                                                         0.0321938
## factor(country_name)Cyprus                                                         -0.0018280
## factor(country_name)Czech Republic                                                  0.0074678
## factor(country_name)Denmark                                                        -0.0005662
## factor(country_name)Estonia                                                         0.0042050
## factor(country_name)Finland                                                        -0.0007142
## factor(country_name)France                                                          0.0056117
## factor(country_name)Germany                                                         0.0018553
## factor(country_name)Greece                                                         -0.0009587
## factor(country_name)Hungary                                                        -0.0035103
## factor(country_name)Ireland                                                         0.0012382
## factor(country_name)Italy                                                           0.0098132
## factor(country_name)Latvia                                                          0.0010927
## factor(country_name)Lithuania                                                       0.0030320
## factor(country_name)Luxembourg                                                      0.0023106
## factor(country_name)Malta                                                          -0.0010119
## factor(country_name)Netherlands                                                     0.0008167
## factor(country_name)Poland                                                          0.0066933
## factor(country_name)Portugal                                                        0.0037345
## factor(country_name)Romania                                                         0.0053270
## factor(country_name)Slovakia                                                        0.0056437
## factor(country_name)Slovenia                                                        0.0031515
## factor(country_name)Spain                                                           0.0070112
## factor(country_name)Sweden                                                          0.0018041
## factor(country_name)United Kingdom                                                 -0.0070585
## nofterms_in_eurovoc                                                                 0.0012928
## NEW_LR_Proposal_Probability                                                        -0.0193718
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed  0.5126482
##                                                                                    Std. Error
## (Intercept)                                                                         0.0182067
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                       0.0286733
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                  0.0094928
## cntr_polarization_t_trilogue_imputed                                                0.0171828
## weighted.mean_EU_position_lowe                                                      0.0014639
## factor(form)Directive                                                               0.0069282
## factor(form)Regulation                                                              0.0065244
## factor(country_name)Belgium                                                         0.0129711
## factor(country_name)Bulgaria                                                        0.0129181
## factor(country_name)Croatia                                                         0.0141174
## factor(country_name)Cyprus                                                          0.0126673
## factor(country_name)Czech Republic                                                  0.0129422
## factor(country_name)Denmark                                                         0.0125850
## factor(country_name)Estonia                                                         0.0127176
## factor(country_name)Finland                                                         0.0125370
## factor(country_name)France                                                          0.0127782
## factor(country_name)Germany                                                         0.0126566
## factor(country_name)Greece                                                          0.0126858
## factor(country_name)Hungary                                                         0.0127310
## factor(country_name)Ireland                                                         0.0125949
## factor(country_name)Italy                                                           0.0133043
## factor(country_name)Latvia                                                          0.0125413
## factor(country_name)Lithuania                                                       0.0126586
## factor(country_name)Luxembourg                                                      0.0126006
## factor(country_name)Malta                                                           0.0126673
## factor(country_name)Netherlands                                                     0.0125357
## factor(country_name)Poland                                                          0.0125957
## factor(country_name)Portugal                                                        0.0128799
## factor(country_name)Romania                                                         0.0128805
## factor(country_name)Slovakia                                                        0.0126596
## factor(country_name)Slovenia                                                        0.0126237
## factor(country_name)Spain                                                           0.0135800
## factor(country_name)Sweden                                                          0.0126514
## factor(country_name)United Kingdom                                                  0.0128289
## nofterms_in_eurovoc                                                                 0.0009025
## NEW_LR_Proposal_Probability                                                         0.0058406
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed  0.0541290
##                                                                                    t value
## (Intercept)                                                                         -1.483
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                       -7.134
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                   0.798
## cntr_polarization_t_trilogue_imputed                                                -9.676
## weighted.mean_EU_position_lowe                                                       1.945
## factor(form)Directive                                                               -5.163
## factor(form)Regulation                                                              -1.232
## factor(country_name)Belgium                                                          0.609
## factor(country_name)Bulgaria                                                         0.478
## factor(country_name)Croatia                                                          2.280
## factor(country_name)Cyprus                                                          -0.144
## factor(country_name)Czech Republic                                                   0.577
## factor(country_name)Denmark                                                         -0.045
## factor(country_name)Estonia                                                          0.331
## factor(country_name)Finland                                                         -0.057
## factor(country_name)France                                                           0.439
## factor(country_name)Germany                                                          0.147
## factor(country_name)Greece                                                          -0.076
## factor(country_name)Hungary                                                         -0.276
## factor(country_name)Ireland                                                          0.098
## factor(country_name)Italy                                                            0.738
## factor(country_name)Latvia                                                           0.087
## factor(country_name)Lithuania                                                        0.240
## factor(country_name)Luxembourg                                                       0.183
## factor(country_name)Malta                                                           -0.080
## factor(country_name)Netherlands                                                      0.065
## factor(country_name)Poland                                                           0.531
## factor(country_name)Portugal                                                         0.290
## factor(country_name)Romania                                                          0.414
## factor(country_name)Slovakia                                                         0.446
## factor(country_name)Slovenia                                                         0.250
## factor(country_name)Spain                                                            0.516
## factor(country_name)Sweden                                                           0.143
## factor(country_name)United Kingdom                                                  -0.550
## nofterms_in_eurovoc                                                                  1.433
## NEW_LR_Proposal_Probability                                                         -3.317
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed   9.471
##                                                                                    Pr(>|t|)
## (Intercept)                                                                        0.138087
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                      1.10e-12
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                 0.424767
## cntr_polarization_t_trilogue_imputed                                                < 2e-16
## weighted.mean_EU_position_lowe                                                     0.051828
## factor(form)Directive                                                              2.51e-07
## factor(form)Regulation                                                             0.218067
## factor(country_name)Belgium                                                        0.542611
## factor(country_name)Bulgaria                                                       0.632866
## factor(country_name)Croatia                                                        0.022619
## factor(country_name)Cyprus                                                         0.885265
## factor(country_name)Czech Republic                                                 0.563956
## factor(country_name)Denmark                                                        0.964116
## factor(country_name)Estonia                                                        0.740926
## factor(country_name)Finland                                                        0.954576
## factor(country_name)France                                                         0.660560
## factor(country_name)Germany                                                        0.883463
## factor(country_name)Greece                                                         0.939761
## factor(country_name)Hungary                                                        0.782767
## factor(country_name)Ireland                                                        0.921689
## factor(country_name)Italy                                                          0.460792
## factor(country_name)Latvia                                                         0.930575
## factor(country_name)Lithuania                                                      0.810708
## factor(country_name)Luxembourg                                                     0.854512
## factor(country_name)Malta                                                          0.936331
## factor(country_name)Netherlands                                                    0.948057
## factor(country_name)Poland                                                         0.595168
## factor(country_name)Portugal                                                       0.771864
## factor(country_name)Romania                                                        0.679204
## factor(country_name)Slovakia                                                       0.655753
## factor(country_name)Slovenia                                                       0.802869
## factor(country_name)Spain                                                          0.605673
## factor(country_name)Sweden                                                         0.886613
## factor(country_name)United Kingdom                                                 0.582203
## nofterms_in_eurovoc                                                                0.152053
## NEW_LR_Proposal_Probability                                                        0.000917
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed  < 2e-16
##                                                                                       
## (Intercept)                                                                           
## wmean_oppose_cntr_cap_year_t_proposal_imputed                                      ***
## wmean_Salience_DK_cntr_cap_year_t_trilogue_imputed                                    
## cntr_polarization_t_trilogue_imputed                                               ***
## weighted.mean_EU_position_lowe                                                     .  
## factor(form)Directive                                                              ***
## factor(form)Regulation                                                                
## factor(country_name)Belgium                                                           
## factor(country_name)Bulgaria                                                          
## factor(country_name)Croatia                                                        *  
## factor(country_name)Cyprus                                                            
## factor(country_name)Czech Republic                                                    
## factor(country_name)Denmark                                                           
## factor(country_name)Estonia                                                           
## factor(country_name)Finland                                                           
## factor(country_name)France                                                            
## factor(country_name)Germany                                                           
## factor(country_name)Greece                                                            
## factor(country_name)Hungary                                                           
## factor(country_name)Ireland                                                           
## factor(country_name)Italy                                                             
## factor(country_name)Latvia                                                            
## factor(country_name)Lithuania                                                         
## factor(country_name)Luxembourg                                                        
## factor(country_name)Malta                                                             
## factor(country_name)Netherlands                                                       
## factor(country_name)Poland                                                            
## factor(country_name)Portugal                                                          
## factor(country_name)Romania                                                           
## factor(country_name)Slovakia                                                          
## factor(country_name)Slovenia                                                          
## factor(country_name)Spain                                                             
## factor(country_name)Sweden                                                            
## factor(country_name)United Kingdom                                                    
## nofterms_in_eurovoc                                                                   
## NEW_LR_Proposal_Probability                                                        ***
## wmean_oppose_cntr_cap_year_t_proposal_imputed:cntr_polarization_t_trilogue_imputed ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1271 on 5665 degrees of freedom
##   (100 observations deleted due to missingness)
## Multiple R-squared:  0.03355,    Adjusted R-squared:  0.02741 
## F-statistic: 5.463 on 36 and 5665 DF,  p-value: < 2.2e-16
plot_model(h2c_model2, type = "int")