library(readr)
Skill1_VoterSurvey<-read.csv("/Users/juliushunte/Downloads/VOTER_Survey_July17_Release1-csv copy.csv")
head(Skill1_VoterSurvey)
##   case_identifier weight_2017 wishvote2016_2017 regretvote2016_2017
## 1             779   0.4381949                NA                   2
## 2            2108   0.3659623                NA                   2
## 3            2597   0.5498009                NA                   2
## 4            4148          NA                NA                  NA
## 5            4460   0.3459162                NA                   2
## 6            5225   0.1476409                NA                   2
##   redovote2016_2017 redovote2016_t_2017 vote2018_2017 vote2018_force_2017
## 1                 1              __NA__             2                  NA
## 2                 2              __NA__             1                  NA
## 3                 1              __NA__             2                  NA
## 4                NA                                NA                  NA
## 5                 2              __NA__             1                  NA
## 6                 1              __NA__             2                  NA
##   trumpapp_2017 fav_trump_2017 fav_ryan_2017 fav_obama_2017 fav_hrc_2017
## 1             4              4             3              1            1
## 2             1              1             1              3            4
## 3             4              4             4              1            1
## 4            NA             NA            NA             NA           NA
## 5             2              2             3              3            4
## 6             4              4             4              1            1
##   fav_sanders_2017 fav_putin_2017 political_system_strong_leader_2
## 1                1              4                                4
## 2                3              3                                4
## 3                2              4                                4
## 4               NA             NA                               NA
## 5                3              3                                4
## 6                2              4                                4
##   political_system_army_2017 political_system_democratic_2017
## 1                          4                                1
## 2                          4                                1
## 3                          4                                1
## 4                         NA                               NA
## 5                          4                                1
## 6                          4                                1
##   democracy_importance_2017 democracy_preference_2017
## 1                        10                         1
## 2                        10                         1
## 3                        10                         1
## 4                        NA                        NA
## 5                        10                         1
## 6                        10                         1
##   us_democracy_satisfaction_2017 pres_obey_courts_2017 pres_oversight_2017
## 1                              2                     2                   1
## 2                              2                     2                   1
## 3                              2                     2                   1
## 4                             NA                    NA                  NA
## 5                              2                     2                   1
## 6                              2                     2                   1
##   pres_news_scrutiny_2017 track_2017 track_moral_climate_2017
## 1                       1          2                        2
## 2                       2          1                        2
## 3                       1          2                        2
## 4                      NA         NA                       NA
## 5                       1          3                        2
## 6                       1          2                        2
##   persfinretro_2017 econtrend_2017 Americatrend_2017
## 1                 2              2                 1
## 2                 3              1                 2
## 3                 2              2                 1
## 4                NA             NA                NA
## 5                 2              1                 2
## 6                 2              2                 1
##   living_standards_parents_2017 futuretrend_2017 american_dream_2017
## 1                             1                2                   3
## 2                             1                1                   2
## 3                             1                3                   1
## 4                            NA               NA                  NA
## 5                             1                1                   2
## 6                             1                2                   3
##   values_culture_2017 US_respect_2017 stranger_2017 promise_parent_2017
## 1                   2               3             2                   5
## 2                   3               2             4                   3
## 3                   3               3             3                   3
## 4                  NA              NA            NA                  NA
## 5                   2               3             3                   3
## 6                   1               3             3                   1
##   promise_repeal_aca_2017 promise_wall_2017 promise_immigration_2017
## 1                       5                 5                        5
## 2                       1                 2                        1
## 3                       4                 5                        4
## 4                      NA                NA                       NA
## 5                       1                 2                        1
## 6                       5                 5                        5
##   promise_tpp_2017 promise_tax_2017 promise_corruption_2017
## 1                4                3                       5
## 2                2                2                       1
## 3                5                2                       2
## 4               NA               NA                      NA
## 5                1                1                       1
## 6                5                2                       1
##   promise_success_parent_2017 promise_success_repeal_aca_2017
## 1                           3                               5
## 2                           2                               2
## 3                           5                               5
## 4                          NA                              NA
## 5                           3                               2
## 6                           5                               5
##   promise_success_wall_2017 promise_success_immigration_2017
## 1                         5                                3
## 2                         2                                3
## 3                         4                                3
## 4                        NA                               NA
## 5                         3                                1
## 6                         5                                4
##   promise_success_tpp_2017 promise_success_tax_2017
## 1                        3                        4
## 2                        2                        2
## 3                        5                        3
## 4                       NA                       NA
## 5                        1                        2
## 6                        4                        5
##   promise_success_corruption_2017 blame_trump_2017 blame_media_2017
## 1                               4                1                3
## 2                               2                1                3
## 3                               4                3                1
## 4                              NA               NA               NA
## 5                               3                1                3
## 6                               5                1                4
##   blame_dems_2017 blame_reps_2017 blame_courts_2017 trustgovt_2017
## 1               3               1                 2              3
## 2               1               1                 1              3
## 3               4               3                 1              3
## 4              NA              NA                NA             NA
## 5               4               2                 2              3
## 6               3               1                 1              2
##   ft_black_2017 ft_white_2017 ft_hisp_2017 ft_asian_2017 ft_muslim_2017
## 1            51            50           79            50             50
## 2            98            90           95           100             61
## 3            87            90           91            88             49
## 4            NA            NA           NA            NA             NA
## 5            90            85           90            96             80
## 6           100            50          100           100            100
##   ft_jew_2017 ft_christ_2017 ft_fem_2017 ft_immig_2017 ft_gays_2017
## 1          50             50          99            95           50
## 2         100             98          65            96           82
## 3          25             50          74            77           77
## 4          NA             NA          NA            NA           NA
## 5          91             94          25            91           71
## 6         100             28         100           100          100
##   ft_unions_2017 ft_police_2017 ft_altright_2017 ft_evang_2017 ft_dem_2017
## 1             80             76                1            50          88
## 2             62             95               50            96          86
## 3            100             78                0             2          91
## 4             NA             NA               NA            NA          NA
## 5             20             94               50            70          22
## 6            100             28               NA            NA          99
##   ft_rep_2017 imiss_a_2017 imiss_b_2017 imiss_c_2017 imiss_d_2017
## 1          21            1            2            2            1
## 2          96            1            1            2            3
## 3          20            1            1            2            1
## 4          NA           NA           NA           NA           NA
## 5          83            1            1            2            1
## 6          NA            2            2            2            1
##   imiss_e_2017 imiss_f_2017 imiss_g_2017 imiss_h_2017 imiss_i_2017
## 1            1            2            1            1            2
## 2            1            1            4            3            3
## 3            3            1            2            1            3
## 4           NA           NA           NA           NA           NA
## 5            1            1            3            1            2
## 6            4            2            1            1            1
##   imiss_j_2017 imiss_k_2017 imiss_l_2017 imiss_m_2017 imiss_n_2017
## 1            1            1            1            1            1
## 2            1            3            4            2            2
## 3            1            1            1            1            1
## 4           NA           NA           NA           NA           NA
## 5            1            2            4            1            1
## 6            1            1            1            1            2
##   imiss_o_2017 imiss_p_2017 imiss_q_2017 imiss_r_2017 imiss_s_2017
## 1            1            2            1            2            1
## 2            1            1            1            1            2
## 3            1            2            1            1            1
## 4           NA           NA           NA           NA           NA
## 5            1            1            1            1            1
## 6            2            4            1            2           NA
##   imiss_t_2017 imiss_u_2017 imiss_x_2017 imiss_y_2017
## 1            2            3            1            1
## 2            1            1            3            4
## 3            3            1            2            2
## 4           NA           NA           NA           NA
## 5            2            1            1            1
## 6            1            3            1            1
##   immi_contribution_treat_2017 immi_contribution_a_2017
## 1                            1                        1
## 2                            2                       NA
## 3                            2                       NA
## 4                           NA                       NA
## 5                            2                       NA
## 6                            2                       NA
##   immi_contribution_b_2017 immi_naturalize_2017 immi_makedifficult_2017
## 1                       NA                    1                       8
## 2                        1                    8                       3
## 3                        1                    1                       5
## 4                       NA                   NA                      NA
## 5                        1                    2                       4
## 6                        1                    1                       2
##   immi_muslim_2017 immigration_cap_2017 culture_pref_2017
## 1                4                    1                 2
## 2                2                    2                 2
## 3                4                    2                 2
## 4               NA                   NA                NA
## 5                2                    2                 2
## 6                4                    2                 2
##   contact_english_treat_2017 contact_english_a_2017 contact_english_b_2017
## 1                          2                     NA                      4
## 2                          1                      2                     NA
## 3                          1                      1                     NA
## 4                         NA                     NA                     NA
## 5                          2                     NA                      4
## 6                          1                      4                     NA
##   immigrants_take_2017 immigrants_culture_2017 immigrants_security_2017
## 1                    8                       9                        7
## 2                    5                       8                        8
## 3                    8                       8                        7
## 4                   NA                      NA                       NA
## 5                    8                       8                        5
## 6                   10                      10                       10
##   immigrants_crime_2017 immigrants_economy_2017 immigration_help_2017
## 1                     7                       7                     1
## 2                     7                      10                     1
## 3                     8                       8                     1
## 4                    NA                      NA                    NA
## 5                     8                       7                     1
## 6                     6                      10                     1
##   univhealthcov_2017 healthreformbill_2017 aca_favor_2017 taxdoug_2017
## 1                  1                     1              4            1
## 2                  2                     3              2            2
## 3                  1                     1              4            1
## 4                 NA                    NA             NA           NA
## 5                  2                     3              2            2
## 6                  1                     1              4            1
##   govt_reg_2017 bank_regulation_2017 income_redistribution_2017
## 1             8                    1                          1
## 2             1                    3                          2
## 3             3                    1                          1
## 4            NA                   NA                         NA
## 5             1                    3                          2
## 6             3                    1                          1
##   foregin_workers_2017 government_economic_ladder_2017
## 1                    3                               1
## 2                    3                               2
## 3                    2                               2
## 4                   NA                              NA
## 5                    3                               2
## 6                    3                               1
##   fed_improve_economy_2017 government_vs_private_2017
## 1                        2                          1
## 2                        2                          2
## 3                        1                          1
## 4                       NA                         NA
## 5                        2                          2
## 6                        1                          1
##   muslim_describe_economy_2017 muslim_describe_laws_2017
## 1                           94                        76
## 2                           76                        30
## 3                           77                        79
## 4                           NA                        NA
## 5                           76                        67
## 6                          100                        51
##   muslim_describe_terrorism_2017 muslim_describe_families_2017
## 1                             13                            95
## 2                             32                            79
## 3                              6                            90
## 4                             NA                            NA
## 5                             29                            91
## 6                              0                           100
##   muslim_describe_false_2017 muslim_describe_terrorism_symp_2
## 1                         13                                7
## 2                          4                               66
## 3                         88                               10
## 4                         NA                               NA
## 5                         26                               26
## 6                          0                                1
##   muslim_describe_religious_2017 muslim_describe_women_2017
## 1                             67                         75
## 2                             99                         79
## 3                             51                        100
## 4                             NA                         NA
## 5                             51                         76
## 6                             52                         50
##   muslim_describe_fit_in_2017 muslim_describe_gays_2017
## 1                          85                        51
## 2                          36                        51
## 3                          76                        78
## 4                          NA                        NA
## 5                          29                        91
## 6                         100                        50
##   muslim_distrust_mosque_2017 muslim_distrust_airpot_2017
## 1                           4                           4
## 2                           2                           2
## 3                           3                           3
## 4                          NA                          NA
## 5                           1                           1
## 6                           4                           3
##   muslim_distrust_vote_2017 tradepolicy_2017 egalitarian_opportunies_2017
## 1                         4                1                            1
## 2                         4                1                            5
## 3                         4                1                            1
## 4                        NA               NA                           NA
## 5                         4                1                            1
## 6                         4                1                            1
##   egalitarian_worry_less_2017 egalitarian_no_big_deal_2017
## 1                           5                            5
## 2                           1                            1
## 3                           4                            4
## 4                          NA                           NA
## 5                           4                            2
## 6                           5                            5
##   egalitarian_fewer_problems_2017 promote_diversity_2017
## 1                               1                      1
## 2                               5                      2
## 3                               1                      1
## 4                              NA                     NA
## 5                               2                      2
## 6                               1                      1
##   expert_ordinary_2017 expert_facts_2017 expert_help_2017 expert_evil_2017
## 1                    4                 4                1                3
## 2                    3                 2                2                2
## 3                    3                 4                1                2
## 4                   NA                NA               NA               NA
## 5                    2                 2                2                2
## 6                    2                 4                1                3
##   class_meaning_2017 class_honor_2017 class_open_doors_2017
## 1                  4                3                     4
## 2                  3                1                     1
## 3                  3                1                     3
## 4                 NA               NA                    NA
## 5                  1                1                     1
## 6                  3                3                     3
##   class_manly_2017 class_loyal_2017 class_bold_2017 employment_status_2017
## 1                3                2               3                      6
## 2                2                1               1                      6
## 3                3                1               1                      6
## 4               NA               NA              NA                     NA
## 5                1                1               1                      1
## 6                5                3               5                      6
##   job_looking_2017 job_title_2017 job_title_t_2017 finance_worry_2017
## 1               NA             NA           __NA__                  3
## 2               NA             NA           __NA__                  2
## 3               NA             NA           __NA__                  2
## 4               NA             NA                                  NA
## 5               NA             11           __NA__                  2
## 6               NA             NA           __NA__                  4
##   savings_2017 unexpected_2017 finance_event_lost_job_2017
## 1            1               2                           2
## 2            2               3                           3
## 3            1               2                           3
## 4           NA              NA                          NA
## 5            1               2                           2
## 6            1               1                           2
##   finance_event_spouse_job_2017 finance_event_rent_2017
## 1                             3                       2
## 2                             2                       2
## 3                             3                       3
## 4                            NA                      NA
## 5                             2                       2
## 6                             2                       2
##   finance_event_loan_2017 finance_event_car_2017 finance_event_credit_2017
## 1                       3                      3                         2
## 2                       3                      2                         2
## 3                       3                      3                         2
## 4                      NA                     NA                        NA
## 5                       2                      2                         2
## 6                       2                      2                         2
##   finance_event_income_2017 satisfaction_job_2017 satisfaction_incmoe_2017
## 1                         2                     3                        2
## 2                         1                     1                        2
## 3                         2                     1                        3
## 4                        NA                    NA                       NA
## 5                         2                     1                        3
## 6                         2                     3                        2
##   satisfaction_savings_2017 satisfaction_debt_2017
## 1                         2                      2
## 2                         3                      4
## 3                         2                      2
## 4                        NA                     NA
## 5                         3                      2
## 6                         1                      1
##   satisfaction_healthcare_2017 satisfaction_live_2017
## 1                            1                      1
## 2                            2                      1
## 3                            4                      1
## 4                           NA                     NA
## 5                            2                      1
## 6                            2                      1
##   satisfaction_neighborhood_2017 satisfaction_localeconomy_2017
## 1                              1                              2
## 2                              1                              1
## 3                              1                              2
## 4                             NA                             NA
## 5                              2                              2
## 6                              1                              1
##   satisfaction_family_2017 community_issue_alcohol_2017
## 1                        1                            2
## 2                        1                            2
## 3                        2                            2
## 4                       NA                           NA
## 5                        1                            2
## 6                        1                            3
##   community_issue_drug_2017 community_issue_poverty_2017
## 1                         3                            3
## 2                         2                            3
## 3                         1                            2
## 4                        NA                           NA
## 5                         1                            1
## 6                         2                            3
##   community_issue_jobs_2017 community_issue_crime_2017
## 1                         2                          2
## 2                         3                          3
## 3                         2                          2
## 4                        NA                         NA
## 5                         2                          2
## 6                         2                          2
##   community_issue_schools_2017 community_econ_health_2017
## 1                            3                          4
## 2                            3                          1
## 3                            2                          2
## 4                           NA                         NA
## 5                            1                          2
## 6                            3                          2
##   community_quality_life_2017 race_2017 race_fate_2017
## 1                           2         3              3
## 2                           1         1              3
## 3                           2         1              1
## 4                          NA        NA             NA
## 5                           1         1              2
## 6                           2         1              3
##   race_importance_2017 educ_2017 marstat_2017 child18_2017 faminc_new_2017
## 1                    5         5            4            2               5
## 2                    3         4            1            2               7
## 3                    2         2            5            2               6
## 4                   NA        NA           NA           NA              NA
## 5                    2         5            1            2               7
## 6                    4         4            1            2               5
##   pid3_2017 pid7_2017 ideo5_2017 newsint_2017 pew_bornagain_2017
## 1         1         2          3            1                  2
## 2         2         7          4            1                  2
## 3         3         4          3            1                  2
## 4        NA        NA         NA           NA                 NA
## 5         2         7          4            1                  2
## 6         1         1          1            1                  2
##   pew_religimp_2017 pew_churatd_2017 pew_prayer_2017 religpew_2017
## 1                 2                5               5             2
## 2                 1                1               1             3
## 3                 4                5               7             2
## 4                NA               NA              NA            NA
## 5                 1                2               3             3
## 6                 4                6               7            11
##   weight_2016 PARTY_AGENDAS_rand_2016 pp_primary16_2016 pp_demprim16_2016
## 1   0.3582134                       2                 1                 1
## 2   0.5628674                       2                 2                NA
## 3   0.5521375                       2                 1                 1
## 4   0.2075908                       1                 1                 3
## 5   0.3337291                       2                 2                NA
## 6   0.2071856                       1                 1                 1
##   pp_repprim16_2016 inputstate_2016 izip_2016 votereg2_2016 votereg_f_2016
## 1                NA               6     94952             1              1
## 2                 1               4     85298             1              1
## 3                NA              55     54904             1              1
## 4                NA              40     74104             1              1
## 5                 4              48     78253             1              1
## 6                NA               6     94954             1              1
##   regzip_2016 turnout16_2016 vote_usual_2016 votemeth16_2016
## 1          NA              1              NA               3
## 2          NA              1              NA               2
## 3          NA              1              NA               2
## 4          NA              1              NA               1
## 5          NA              1              NA               2
## 6          NA              1              NA               3
##   presvote16post_2016 presvote16post_t_2016 vote2016_cand2_2016
## 1                   1                __NA__                  NA
## 2                   2                __NA__                  NA
## 3                   1                __NA__                  NA
## 4                   3                __NA__                  NA
## 5                   2                __NA__                  NA
## 6                   1                __NA__                  NA
##   vote_for_against_2016 Clinton_Rubio_2016 Clinton_Cruz_2016
## 1                     1                  1                 1
## 2                     1                  2                 2
## 3                     1                  1                 1
## 4                    NA                  2                 3
## 5                     2                  2                 2
## 6                     1                  1                 1
##   Sanders_Trump_2016 Sanders_Rubio_2016 wished_voted_2016
## 1                  1                  1                NA
## 2                  2                  2                NA
## 3                  1                  1                NA
## 4                  1                  1                NA
## 5                  2                  2                NA
## 6                  1                  1                NA
##   vote_regrets_2016 second_chance_2016 second_chance_t_2016
## 1                 2                 NA               __NA__
## 2                 2                 NA               __NA__
## 3                 2                 NA               __NA__
## 4                 2                 NA               __NA__
## 5                 2                 NA               __NA__
## 6                 2                 NA               __NA__
##   accurately_counted_2016 accurately_counted2_2016 obamaapp_2016
## 1                       1                        3             1
## 2                       1                        1             4
## 3                       3                        3             1
## 4                       2                        2             1
## 5                       1                        1             4
## 6                       1                        3             1
##   fav_trump_2016 fav_cruz_2016 fav_ryan_2016 fav_romn_2016 fav_obama_2016
## 1              4             4             3             3              1
## 2              1             1             1             1              4
## 3              4             4             4             4              1
## 4              4             4             4             3              1
## 5              2             3             2             1              3
## 6              4             4             4             3              1
##   fav_hrc_2016 fav_sanders_2016 fav_rubio_2016 PARTY_AGENDAS_D1_2016
## 1            1                1              3                    NA
## 2            4                4              1                    NA
## 3            1                2              4                    NA
## 4            4                3              3                     2
## 5            4                3              1                    NA
## 6            1                1              4                     1
##   PARTY_AGENDAS_D2_2016 PARTY_AGENDAS_D3_2016 PARTY_AGENDAS_D4_2016
## 1                    NA                    NA                    NA
## 2                    NA                    NA                    NA
## 3                    NA                    NA                    NA
## 4                     3                     2                     3
## 5                    NA                    NA                    NA
## 6                     4                     3                     4
##   PARTY_AGENDAS_D5_2016 PARTY_AGENDAS_D6_2016 PARTY_AGENDAS_D7_2016
## 1                    NA                    NA                    NA
## 2                    NA                    NA                    NA
## 3                    NA                    NA                    NA
## 4                     4                     3                     4
## 5                    NA                    NA                    NA
## 6                     4                     5                     5
##   PARTY_AGENDAS_D8_2016 PARTY_AGENDAS_D9_2016 PARTY_AGENDAS_D10_2016
## 1                    NA                    NA                     NA
## 2                    NA                    NA                     NA
## 3                    NA                    NA                     NA
## 4                     3                     3                      3
## 5                    NA                    NA                     NA
## 6                     2                     3                      5
##   PARTY_AGENDAS_D11_2016 PARTY_AGENDAS_D12_2016 PARTY_AGENDAS_R1_2016
## 1                     NA                     NA                     3
## 2                     NA                     NA                     5
## 3                     NA                     NA                     3
## 4                      3                      3                    NA
## 5                     NA                     NA                     4
## 6                      3                      1                    NA
##   PARTY_AGENDAS_R2_2016 PARTY_AGENDAS_R3_2016 PARTY_AGENDAS_R4_2016
## 1                     4                     1                     4
## 2                     5                     5                     5
## 3                     4                     2                     1
## 4                    NA                    NA                    NA
## 5                     4                     3                     5
## 6                    NA                    NA                    NA
##   PARTY_AGENDAS_R5_2016 PARTY_AGENDAS_R6_2016 PARTY_AGENDAS_R7_2016
## 1                     3                     5                     5
## 2                     4                     1                     3
## 3                     5                     5                     5
## 4                    NA                    NA                    NA
## 5                     5                     1                     5
## 6                    NA                    NA                    NA
##   PARTY_AGENDAS_R8_2016 PARTY_AGENDAS_R9_2016 PARTY_AGENDAS_R10_2016
## 1                     1                     3                      5
## 2                     3                     5                      2
## 3                     2                     4                      3
## 4                    NA                    NA                     NA
## 5                     4                     5                      5
## 6                    NA                    NA                     NA
##   PARTY_AGENDAS_R11_2016 PARTY_AGENDAS_R12_2016 RIGGED_SYSTEM_1_2016
## 1                      3                      5                    3
## 2                      5                      5                    2
## 3                      3                      4                    2
## 4                     NA                     NA                    1
## 5                      5                      4                    3
## 6                     NA                     NA                    3
##   RIGGED_SYSTEM_2_2016 RIGGED_SYSTEM_3_2016 RIGGED_SYSTEM_4_2016
## 1                    4                    1                    4
## 2                    1                    3                    1
## 3                    4                    1                    4
## 4                    4                    1                    4
## 5                    1                    3                    1
## 6                    3                    2                    2
##   RIGGED_SYSTEM_5_2016 RIGGED_SYSTEM_6_2016 track_2016 persfinretro_2016
## 1                    3                    2          2                 2
## 2                    3                    2          2                 3
## 3                    1                    1          1                 3
## 4                    2                    1          1                 1
## 5                    3                    2          2                 2
## 6                    2                    3          2                 2
##   econtrend_2016 Americatrend_2016 futuretrend_2016 wealth_2016
## 1              1                 1                4           2
## 2              3                 1                1           1
## 3              3                 1                1           2
## 4              1                 3                3           2
## 5              2                 3                4           1
## 6              2                 1                3           2
##   values_culture_2016 US_respect_2016 trustgovt_2016 trust_people_2016
## 1                   2               2              3                 8
## 2                   3               3              3                 2
## 3                   3               1              3                 1
## 4                   3               1              3                 1
## 5                   3               2              3                 1
## 6                   2               2              2                 2
##   helpful_people_2016 fair_people_2016 ft_black_2016 ft_white_2016
## 1                   1                8            95            94
## 2                   1                2            97            99
## 3                   2                1            77            83
## 4                   1                1            99            51
## 5                   1                1            91            75
## 6                   1                2           100            97
##   ft_hisp_2016 ft_asian_2016 ft_muslim_2016 ft_jew_2016 ft_christ_2016
## 1           90            90             89          94             50
## 2          100           100             75          97            100
## 3           77            90             51          75             50
## 4          100            99             50          99             40
## 5           90            93             65          95             91
## 6           98            98             99         100             26
##   ft_fem_2016 ft_immig_2016 ft_blm_2016 ft_wallst_2016 ft_gays_2016
## 1         100            89          79             21           99
## 2          52            97          29             75           84
## 3          69            75          89             25           50
## 4          50            89          40             30           80
## 5          36            90           2             30           70
## 6         100           100         100             NA          100
##   ft_unions_2016 ft_police_2016 ft_altright_2016 imiss_a_2016 imiss_b_2016
## 1             78             89                2            2            2
## 2             48             97               51            1            1
## 3             99             94                0            1            1
## 4             99             99               11            1            2
## 5             30             96                1            1            1
## 6            100             52               NA            2            1
##   imiss_c_2016 imiss_d_2016 imiss_e_2016 imiss_f_2016 imiss_g_2016
## 1            1            1            1            2            1
## 2            2            2            1            1            4
## 3            2            1            3            1            3
## 4            3            1            1            2            3
## 5            1            1            1            1            3
## 6            2            1            3            2            1
##   imiss_h_2016 imiss_i_2016 imiss_j_2016 imiss_k_2016 imiss_l_2016
## 1            1            2            1            1            1
## 2            2            2            1            2            4
## 3            2            4            1            1            1
## 4            2            4            1            1            2
## 5            1            2            1            2            4
## 6            1            1            1            1            1
##   imiss_m_2016 imiss_n_2016 imiss_o_2016 imiss_p_2016 imiss_q_2016
## 1            1            1            2            2            1
## 2            2            2            1            1            1
## 3            1            1            1            2            1
## 4            2            1            1            3            2
## 5            1            1            1            1            2
## 6            1            1            2            3            1
##   imiss_r_2016 imiss_s_2016 imiss_t_2016 imiss_u_2016 imiss_x_2016
## 1            2            1            1            2            1
## 2            1            2            1            2            3
## 3            1            1            3            2            1
## 4            2            2            3            2            2
## 5            1            2            1            1            1
## 6            2            1            1            3            1
##   imiss_y_2016 immi_contribution_2016 immi_naturalize_2016
## 1            1                      1                    1
## 2            4                      2                    8
## 3            2                      1                    1
## 4            3                      1                    1
## 5            1                      3                    2
## 6            1                      1                    1
##   immi_makedifficult_2016 immi_muslim_2016 abortview3_2016 gaymar_2016
## 1                       2                4               1           1
## 2                       3                8               2           2
## 3                       4                3               1           1
## 4                       1                4               2           1
## 5                       5                8               2           8
## 6                       3                4               1           1
##   view_transgender_2016 deathpen_2016 deathpenfreq_2016 police_threat_2016
## 1                     1             2                 1                  8
## 2                     2             1                 3                  1
## 3                     1             1                 3                  1
## 4                     1             2                 1                  2
## 5                     2             1                 3                  1
## 6                     1             8                 1                  2
##   conviction_accuracy_2016 univhealthcov_2016 healthreformbill_2016
## 1                        1                  1                     1
## 2                        1                  2                     3
## 3                        1                  1                     1
## 4                        8                  1                     1
## 5                        2                  2                     3
## 6                        1                  1                     1
##   envwarm_2016 envpoll2_2016 affirmact_gen_2016 taxdoug_2016 govt_reg_2016
## 1            1             1                  1            1             3
## 2            4            NA                  2            2             1
## 3            1             1                  1            1             3
## 4            2             1                  2            1             3
## 5            2             2                  2            2             1
## 6            1             1                  1            1             3
##   gvmt_involment_2016 tradepolicy_2016 free_trade_1_2016 free_trade_2_2016
## 1                   1                1                 3                 3
## 2                   2                1                 2                 2
## 3                   1                1                 2                 3
## 4                   1                1                NA                 2
## 5                   2                1                 3                 3
## 6                   1                1                 3                 3
##   free_trade_3_2016 free_trade_4_2016 free_trade_5_2016 amcitizen_2016
## 1                 1                 3                 1              1
## 2                 1                 3                 2              1
## 3                 2                 1                 3              1
## 4                 2                 2                 1              1
## 5                 3                 3                 3              1
## 6                 1                 1                 1              3
##   amshamed_2016 belikeus_2016 prouddem_2016 proudhis_2016 proudgrp_2016
## 1             2             3             2             3             3
## 2             2             2             2             2             2
## 3             2             1             1             1             2
## 4             2             3             1             1             2
## 5             2             2             1             2             1
## 6             1             3             2             2             3
##   ambornin_2016 amcit_2016 amlived_2016 amenglish_2016 amchrstn_2016
## 1             3          1            8              2             4
## 2             4          1            4              1             2
## 3             3          1            1              1             4
## 4             4          2            4              1             4
## 5             2          1            3              1             2
## 6             2          2            3              2             4
##   amgovt_2016 amwhite_2016 amdiverse_2016 sexism1_2016 sexism2_2016
## 1           1            4              1            4            4
## 2           1            4              1            2            1
## 3           1            3              1            4            3
## 4           3            4              1            4            2
## 5           1            3              1            4            2
## 6           1            4              1            4            4
##   sexism3_2016 sexism4_2016 sexism5_2016 sexism6_2016 gender_equality_2016
## 1            1            4            4            1                    8
## 2            2            2            3            2                    1
## 3            1            3            4            1                    1
## 4            3            3            3            3                    3
## 5            3            3            3            2                    3
## 6            1            4            4            2                    1
##   race_deservemore_2016 race_overcome_2016 race_tryharder_2016
## 1                     2                  4                   4
## 2                     3                  1                   2
## 3                     3                  2                   1
## 4                     2                  3                   4
## 5                     8                  2                   8
## 6                     1                  4                   4
##   race_slave_2016 policies_favor_2016 reverse_discrimination_2016
## 1               2                   3                           4
## 2               4                   3                           2
## 3               4                   3                           3
## 4               2                   1                           3
## 5               4                   8                           2
## 6               1                   3                           4
##   inc_opp_blacks_2016 race_majority_1_2016 race_majority_2_2016
## 1                   3                    1                    1
## 2                   2                    1                    1
## 3                   2                    2                    2
## 4                   1                    2                    3
## 5                   1                    2                    1
## 6                   2                    1                    1
##   race_majority_3_2016 race_majority_4_2016 SOCIAL_CONFORMITY_1_2016
## 1                    4                    4                        2
## 2                    1                    3                        2
## 3                    3                    3                       NA
## 4                    3                    1                        2
## 5                    2                    3                        2
## 6                    3                    3                        1
##   SOCIAL_CONFORMITY_2_2016 SOCIAL_CONFORMITY_3_2016
## 1                        1                        2
## 2                        2                        2
## 3                        2                       NA
## 4                        2                        1
## 5                        1                        1
## 6                        1                        2
##   SOCIAL_CONFORMITY_4_2016 CIVIC_PARTICIPATION_2016
## 1                        1                        3
## 2                        1                        5
## 3                        2                        6
## 4                        2                        5
## 5                        1                        4
## 6                        1                        6
##   POLITICAL_CORRECTNESS_2016 race_2016 race_other_2016 race_fate_2016
## 1                          2         1          __NA__              3
## 2                          2         1          __NA__              3
## 3                          1         1          __NA__              2
## 4                          2         1          __NA__              2
## 5                          2         1          __NA__              2
## 6                          1         1          __NA__              3
##   race_importance_2016 labunmemb_2016 milstat_1_2016 milstat_2_2016
## 1                    5              3              2              2
## 2                    2              3              2              2
## 3                    2              3              2              2
## 4                    5              3              2              2
## 5                    3              3              2              2
## 6                    4              3              2              2
##   milstat_3_2016 milstat_4_2016 milstat_5_2016 gunown_2016 smoke100_2016
## 1              2              1              2           3             1
## 2              2              1              2           1             2
## 3              1              2              2           1             2
## 4              1              1              2           3             2
## 5              1              2              2           3             1
## 6              2              1              2           2             2
##   smokenow_2016 healthdk_0_2016 healthcov2_2016 healthcov_t_2016
## 1             3               1               2           __NA__
## 2            NA               1               1           __NA__
## 3            NA               1               2           __NA__
## 4            NA               1               1           __NA__
## 5             3               1               3 Military Tricare
## 6            NA               1               2           __NA__
##   alcohol_2016 painkillers_2016 drugs_2016 victim_12mo_2016 educ_2016
## 1            2                2          2                4         5
## 2            1                1          1                4         3
## 3            2                2          2                2         2
## 4            2                2          2                3         3
## 5            1                2          2                3         5
## 6            1                1          1                8         4
##   marstat_2016 child18_2016 employ_2016 employ_t_2016 faminc_2016
## 1            4            2           5        __NA__          97
## 2            1            2           6        __NA__           7
## 3            5            2           5        __NA__           6
## 4            3            2           1        __NA__           8
## 5            1            2           1        __NA__           5
## 6            1            2           5        __NA__           4
##   pid3_2016 pid3_t_2016 pid7_2016 ideo5_2016 newsint_2016
## 1         1      __NA__         2          3            1
## 2         2      __NA__         7          4            1
## 3         3      __NA__         3          3            1
## 4         3      __NA__         3          3            1
## 5         2      __NA__         7          4            1
## 6         1      __NA__         1          1            1
##   pew_bornagain_2016 pew_religimp_2016 pew_churatd_2016 pew_prayer_2016
## 1                  2                 3                5               6
## 2                  2                 1                1               1
## 3                  2                 4                5               3
## 4                  2                 3                5               3
## 5                  2                 1                1               2
## 6                  2                 4                6               7
##   religpew_2016 religpew_t_2016 votemeth16_rnd_2016
## 1             2          __NA__              __NA__
## 2             3          __NA__              __NA__
## 3             2          __NA__              __NA__
## 4            11          __NA__              __NA__
## 5             3          __NA__              __NA__
## 6            11          __NA__              __NA__
##   presvote16post_rnd_2016 vote2016_cand2_rnd_2016 Clinton_Rubio_rnd_2016
## 1                  __NA__                  __NA__      reverse(1, [1,0])
## 2                  __NA__                  __NA__      reverse(0, [0,1])
## 3                  __NA__                  __NA__      reverse(1, [1,0])
## 4                  __NA__                  __NA__      reverse(0, [0,1])
## 5                  __NA__                  __NA__      reverse(1, [1,0])
## 6                  __NA__                  __NA__      reverse(0, [0,1])
##   Clinton_Cruz_rnd_2016 Sanders_Trump_rnd_2016 Sanders_Rubio_rnd_2016
## 1     reverse(1, [1,0])      reverse(1, [1,0])      reverse(1, [1,0])
## 2     reverse(0, [0,1])      reverse(0, [0,1])      reverse(0, [0,1])
## 3     reverse(1, [1,0])      reverse(1, [1,0])      reverse(1, [1,0])
## 4     reverse(0, [0,1])      reverse(0, [0,1])      reverse(0, [0,1])
## 5     reverse(1, [1,0])      reverse(1, [1,0])      reverse(1, [1,0])
## 6     reverse(0, [0,1])      reverse(0, [0,1])      reverse(0, [0,1])
##   second_chance_rnd_2016     obamaapp_rnd_2016
## 1                 __NA__ reverse(1, [3,2,1,0])
## 2                 __NA__ reverse(1, [3,2,1,0])
## 3                 __NA__ reverse(0, [0,1,2,3])
## 4                 __NA__ reverse(1, [3,2,1,0])
## 5                 __NA__ reverse(1, [3,2,1,0])
## 6                 __NA__ reverse(1, [3,2,1,0])
##                 fav_grid_row_rnd_2016 fav_grid_col_rnd_2016
## 1 randomize(27327, [5,4,7,2,6,1,3,0]) reverse(1, [3,2,1,0])
## 2    randomize(80, [0,4,3,1,2,5,6,7]) reverse(1, [3,2,1,0])
## 3 randomize(29951, [6,0,7,2,1,4,3,5]) reverse(0, [0,1,2,3])
## 4 randomize(19121, [2,6,5,4,7,1,3,0]) reverse(1, [3,2,1,0])
## 5 randomize(20234, [0,4,1,7,2,5,6,3]) reverse(1, [3,2,1,0])
## 6 randomize(11119, [1,4,3,5,0,7,2,6]) reverse(1, [3,2,1,0])
##                    PARTY_AGENDAS_D_grid_row_rnd_201
## 1                                            __NA__
## 2                                            __NA__
## 3                                            __NA__
## 4 randomize(171666623, [5,6,1,7,4,3,9,11,8,0,2,10])
## 5                                            __NA__
## 6 randomize(111953906, [0,9,10,4,8,1,6,5,3,11,7,2])
##                    PARTY_AGENDAS_R_grid_row_rnd_201
## 1 randomize(299084849, [2,7,5,0,11,10,1,8,4,6,9,3])
## 2 randomize(409649629, [7,11,6,0,1,3,2,4,10,8,5,9])
## 3 randomize(201571018, [2,5,4,0,9,7,11,6,3,8,10,1])
## 4                                            __NA__
## 5 randomize(420307324, [2,11,0,3,6,10,8,4,5,1,7,9])
## 6                                            __NA__
##   RIGGED_SYSTEM_grid_row_rnd_2016    track_rnd_2016 persfinretro_rnd_2016
## 1   randomize(508, [2,5,0,4,3,1]) reverse(1, [1,0])     reverse(1, [2,0])
## 2    randomize(20, [3,2,1,0,4,5]) reverse(0, [0,1])     reverse(0, [0,2])
## 3   randomize(471, [4,3,5,2,1,0]) reverse(1, [1,0])     reverse(1, [2,0])
## 4    randomize(85, [1,4,2,0,3,5]) reverse(1, [1,0])     reverse(1, [2,0])
## 5   randomize(705, [5,2,3,0,1,4]) reverse(0, [0,1])     reverse(0, [0,2])
## 6   randomize(164, [3,2,1,4,5,0]) reverse(0, [0,1])     reverse(0, [0,2])
##   econtrend_rnd_2016 Americatrend_rnd_2016 futuretrend_rnd_2016
## 1  reverse(1, [2,0])     reverse(1, [2,0])    reverse(1, [2,0])
## 2  reverse(0, [0,2])     reverse(0, [0,2])    reverse(0, [0,2])
## 3  reverse(1, [2,0])     reverse(1, [2,0])    reverse(1, [2,0])
## 4  reverse(1, [2,0])     reverse(1, [2,0])    reverse(1, [2,0])
## 5  reverse(0, [0,2])     reverse(0, [0,2])    reverse(0, [0,2])
## 6  reverse(0, [0,2])     reverse(0, [0,2])    reverse(0, [0,2])
##     wealth_rnd_2016 values_culture_rnd_2016 US_respect_rnd_2016
## 1 reverse(1, [1,0])     reverse(0, [0,1,2])   reverse(0, [0,2])
## 2 reverse(0, [0,1])     reverse(1, [2,1,0])   reverse(0, [0,2])
## 3 reverse(1, [1,0])     reverse(1, [2,1,0])   reverse(1, [2,0])
## 4 reverse(1, [1,0])     reverse(1, [2,1,0])   reverse(1, [2,0])
## 5 reverse(0, [0,1])     reverse(1, [2,1,0])   reverse(0, [0,2])
## 6 reverse(1, [1,0])     reverse(0, [0,1,2])   reverse(1, [2,0])
##   trust_people_rnd_2016 helpful_people_rnd_2016 fair_people_rnd_2016
## 1     reverse(0, [0,1])       reverse(1, [1,0])    reverse(0, [0,1])
## 2     reverse(1, [1,0])       reverse(1, [1,0])    reverse(0, [0,1])
## 3     reverse(0, [0,1])       reverse(0, [0,1])    reverse(1, [1,0])
## 4     reverse(1, [1,0])       reverse(0, [0,1])    reverse(0, [0,1])
## 5     reverse(1, [1,0])       reverse(0, [0,1])    reverse(1, [1,0])
## 6     reverse(1, [1,0])       reverse(1, [1,0])    reverse(0, [0,1])
##                                             t1_grid_row_rnd_2016
## 1  randomize(120113210084, [9,8,11,4,0,7,6,3,13,12,10,1,5,14,2])
## 2  randomize(355278854180, [3,2,1,11,4,10,9,0,5,8,14,7,13,12,6])
## 3 randomize(1117654743898, [2,8,14,9,10,0,12,6,11,5,3,1,4,7,13])
## 4  randomize(402659440223, [3,0,5,2,12,13,6,1,9,4,14,8,11,10,7])
## 5  randomize(493430789459, [8,7,4,1,13,10,3,9,5,14,11,2,0,6,12])
## 6 randomize(1239482352700, [14,7,5,10,11,6,0,1,9,8,13,2,12,3,4])
##                                                                                 imiss_row_rnd_2016
## 1  randomize(1826312573888154007586, [7,8,14,4,16,20,19,0,21,5,18,12,10,13,9,2,3,15,11,1,6,22,17])
## 2  randomize(1272299552368081230432, [19,8,20,16,15,1,12,5,6,13,14,10,4,11,3,7,18,9,17,21,2,22,0])
## 3  randomize(7611805231108026090267, [20,5,18,4,14,21,19,2,0,6,7,12,10,8,3,13,22,15,9,17,1,11,16])
## 4 randomize(20783110061102022352439, [17,0,1,5,22,2,13,16,4,19,15,21,18,9,12,7,11,8,10,14,6,3,20])
## 5 randomize(18467535318159265293698, [6,10,18,12,13,19,22,17,9,15,2,20,21,14,16,11,0,3,1,5,4,7,8])
## 6 randomize(11278138407456776123679, [1,13,0,17,15,20,19,7,10,6,18,4,22,12,3,8,16,11,5,9,2,21,14])
##      imiss_col_rnd_2016 immi_contribution_rnd_2016
## 1 reverse(0, [0,1,2,3])          reverse(0, [0,2])
## 2 reverse(1, [3,2,1,0])          reverse(0, [0,2])
## 3 reverse(1, [3,2,1,0])          reverse(0, [0,2])
## 4 reverse(0, [0,1,2,3])          reverse(1, [2,0])
## 5 reverse(1, [3,2,1,0])          reverse(0, [0,2])
## 6 reverse(0, [0,1,2,3])          reverse(1, [2,0])
##   immi_naturalize_rnd_2016 immi_makedifficult_rnd_2016
## 1        reverse(1, [1,0])     reverse(1, [4,3,2,1,0])
## 2        reverse(1, [1,0])     reverse(0, [0,1,2,3,4])
## 3        reverse(0, [0,1])     reverse(1, [4,3,2,1,0])
## 4        reverse(1, [1,0])     reverse(0, [0,1,2,3,4])
## 5        reverse(1, [1,0])     reverse(1, [4,3,2,1,0])
## 6        reverse(1, [1,0])     reverse(1, [4,3,2,1,0])
##    immi_muslim_rnd_2016 abortview3_rnd_2016   gaymar_rnd_2016
## 1 reverse(1, [3,2,1,0]) reverse(0, [0,1,2]) reverse(1, [1,0])
## 2 reverse(1, [3,2,1,0]) reverse(1, [2,1,0]) reverse(1, [1,0])
## 3 reverse(0, [0,1,2,3]) reverse(0, [0,1,2]) reverse(0, [0,1])
## 4 reverse(1, [3,2,1,0]) reverse(1, [2,1,0]) reverse(1, [1,0])
## 5 reverse(1, [3,2,1,0]) reverse(1, [2,1,0]) reverse(1, [1,0])
## 6 reverse(1, [3,2,1,0]) reverse(0, [0,1,2]) reverse(1, [1,0])
##   view_transgender_rnd_2016 deathpen_rnd_2016 police_threat_rnd_2016
## 1         reverse(0, [0,1]) reverse(1, [1,0])      reverse(1, [1,0])
## 2         reverse(0, [0,1]) reverse(1, [1,0])      reverse(1, [1,0])
## 3         reverse(0, [0,1]) reverse(0, [0,1])      reverse(0, [0,1])
## 4         reverse(0, [0,1]) reverse(1, [1,0])      reverse(0, [0,1])
## 5         reverse(0, [0,1]) reverse(1, [1,0])      reverse(1, [1,0])
## 6         reverse(1, [1,0]) reverse(1, [1,0])      reverse(0, [0,1])
##   conviction_accuracy_rnd_2016 healthreformbill_rnd_2016
## 1            reverse(1, [1,0])       reverse(1, [2,1,0])
## 2            reverse(1, [1,0])       reverse(1, [2,1,0])
## 3            reverse(0, [0,1])       reverse(1, [2,1,0])
## 4            reverse(1, [1,0])       reverse(1, [2,1,0])
## 5            reverse(1, [1,0])       reverse(1, [2,1,0])
## 6            reverse(0, [0,1])       reverse(1, [2,1,0])
##        envwarm_rnd_2016 envpoll2_rnd_2016 affirmact_gen_rnd_2016
## 1 reverse(0, [0,1,2,3]) reverse(1, [1,0])      reverse(1, [1,0])
## 2 reverse(0, [0,1,2,3])            __NA__      reverse(1, [1,0])
## 3 reverse(1, [3,2,1,0]) reverse(1, [1,0])      reverse(0, [0,1])
## 4 reverse(1, [3,2,1,0]) reverse(0, [0,1])      reverse(1, [1,0])
## 5 reverse(0, [0,1,2,3]) reverse(1, [1,0])      reverse(1, [1,0])
## 6 reverse(0, [0,1,2,3]) reverse(1, [1,0])      reverse(1, [1,0])
##    taxdoug_rnd_2016 gvmt_involment_rnd_2016 tradepolicy_rnd_2016
## 1 reverse(0, [0,1])       reverse(1, [1,0])    reverse(1, [1,0])
## 2 reverse(1, [1,0])       reverse(1, [1,0])    reverse(1, [1,0])
## 3 reverse(1, [1,0])       reverse(1, [1,0])    reverse(0, [0,1])
## 4 reverse(1, [1,0])       reverse(1, [1,0])    reverse(1, [1,0])
## 5 reverse(0, [0,1])       reverse(1, [1,0])    reverse(1, [1,0])
## 6 reverse(1, [1,0])       reverse(0, [0,1])    reverse(1, [1,0])
##   free_trade_grid_row_rnd_2016 agree_grid_row_rnd_2016
## 1   randomize(44, [3,2,1,4,0])   randomize(4, [2,1,0])
## 2   randomize(34, [2,1,3,4,0])   randomize(4, [2,1,0])
## 3   randomize(99, [4,2,0,3,1])   randomize(1, [1,0,2])
## 4   randomize(92, [3,4,1,0,2])   randomize(0, [0,1,2])
## 5   randomize(42, [3,1,2,4,0])   randomize(2, [0,2,1])
## 6   randomize(79, [1,4,3,2,0])   randomize(4, [2,1,0])
##   proud_grid_row_rnd_2016       CONCEPTIONS_grid_row_rnd_2016
## 1   randomize(0, [0,1,2]) randomize(34872, [6,7,2,5,1,3,0,4])
## 2   randomize(1, [1,0,2]) randomize(39343, [7,6,5,2,1,3,0,4])
## 3   randomize(0, [0,1,2]) randomize(31691, [2,7,3,1,6,5,4,0])
## 4   randomize(3, [1,2,0]) randomize(20669, [2,5,1,7,3,0,6,4])
## 5   randomize(2, [0,2,1]) randomize(35589, [7,2,4,5,0,1,6,3])
## 6   randomize(2, [0,2,1]) randomize(23266, [4,1,6,7,5,2,3,0])
##        sexism_grid_row_rnd_2016 gender_equality_rnd_2016
## 1  randomize(73, [1,4,2,3,0,5])        reverse(0, [0,2])
## 2 randomize(511, [1,5,3,4,2,0])        reverse(0, [0,2])
## 3 randomize(518, [0,5,1,4,2,3])        reverse(0, [0,2])
## 4 randomize(107, [4,0,3,1,2,5])        reverse(1, [2,0])
## 5 randomize(560, [0,5,3,1,2,4])        reverse(0, [0,2])
## 6 randomize(517, [1,5,2,4,0,3])        reverse(0, [0,2])
##   racialresent_grid_row_rnd_2016 race_majority_row_rnd_2016
## 1       randomize(14, [0,3,1,2])   randomize(19, [3,0,2,1])
## 2        randomize(2, [0,2,1,3])   randomize(10, [2,1,3,0])
## 3        randomize(8, [0,2,3,1])    randomize(9, [1,2,3,0])
## 4        randomize(5, [2,0,1,3])   randomize(15, [1,3,0,2])
## 5       randomize(11, [2,0,3,1])   randomize(10, [2,1,3,0])
## 6       randomize(13, [1,3,2,0])    randomize(3, [1,2,0,3])
##       m_SC_1_SC_4_rnd_2016 SOCIAL_CONFORMITY_1_grid_col_rnd
## 1  randomize(0, [0,1,2,3])                reverse(1, [1,0])
## 2  randomize(6, [0,1,3,2])                reverse(0, [0,1])
## 3  randomize(9, [1,2,3,0])                reverse(0, [0,1])
## 4  randomize(6, [0,1,3,2])                reverse(0, [0,1])
## 5 randomize(20, [3,2,1,0])                reverse(0, [0,1])
## 6  randomize(6, [0,1,3,2])                reverse(1, [1,0])
##   SOCIAL_CONFORMITY_2_grid_col_rnd SOCIAL_CONFORMITY_3_grid_col_rnd
## 1                reverse(1, [1,0])                reverse(0, [0,1])
## 2                reverse(0, [0,1])                reverse(1, [1,0])
## 3                reverse(1, [1,0])                reverse(1, [1,0])
## 4                reverse(1, [1,0])                reverse(0, [0,1])
## 5                reverse(0, [0,1])                reverse(0, [0,1])
## 6                reverse(1, [1,0])                reverse(0, [0,1])
##   SOCIAL_CONFORMITY_4_grid_col_rnd POLITICAL_CORRECTNESS_rnd_2016
## 1                reverse(1, [1,0])              reverse(0, [0,1])
## 2                reverse(1, [1,0])              reverse(0, [0,1])
## 3                reverse(0, [0,1])              reverse(1, [1,0])
## 4                reverse(1, [1,0])              reverse(0, [0,1])
## 5                reverse(0, [0,1])              reverse(1, [1,0])
## 6                reverse(0, [0,1])              reverse(1, [1,0])
##       gunown_rnd_2016 newsint2_baseline track_baseline trustgovt_baseline
## 1 reverse(1, [2,1,0])                 1              1                  3
## 2 reverse(0, [0,1,2])                 1              2                  3
## 3 reverse(1, [2,1,0])                 1              1                  2
## 4 reverse(0, [0,1,2])                 1              1                  2
## 5 reverse(0, [0,1,2])                 1              2                  3
## 6 reverse(0, [0,1,2])                 1              3                  3
##   persfinretro_baseline econtrend_baseline fatalism2_baseline
## 1                     2                  1                  3
## 2                     1                  2                  4
## 3                     3                  1                  1
## 4                     2                  1                  2
## 5                     3                  3                  3
## 6                     2                  2                  2
##   obamaapp_baseline watchtv_baseline morn_show_1_baseline
## 1                 2                3                    2
## 2                 4                4                    2
## 3                 2                3                    2
## 4                 1                4                    2
## 5                 4                2                    1
## 6                 1                4                    2
##   morn_show_2_baseline morn_show_3_baseline morn_show_4_baseline
## 1                    2                    2                    2
## 2                    2                    2                    2
## 3                    2                    2                    2
## 4                    2                    2                    2
## 5                    2                    2                    2
## 6                    2                    2                    2
##   morn_show_5_baseline morn_show_6_baseline morn_show_99_baseline
## 1                    2                    1                     2
## 2                    2                    2                     1
## 3                    2                    1                     2
## 4                    2                    1                     2
## 5                    1                    2                     2
## 6                    2                    2                     1
##   enews_show_1_baseline enews_show_2_baseline enews_show_3_baseline
## 1                     2                     2                     1
## 2                     1                     1                     1
## 3                     1                     2                     2
## 4                     2                     2                     2
## 5                     1                     2                     2
## 6                     2                     2                     2
##   enews_show_4_baseline enews_show_5_baseline enews_show_6_baseline
## 1                     2                     1                     2
## 2                     1                     1                     2
## 3                     2                     2                     2
## 4                     2                     1                     1
## 5                     1                     2                     2
## 6                     2                     2                     1
##   enews_show_7_baseline enews_show_99_baseline sundaytalkshow_1_baseline
## 1                     2                      2                         1
## 2                     1                      2                         2
## 3                     2                      2                         2
## 4                     1                      2                         1
## 5                     2                      2                         2
## 6                     1                      2                         2
##   sundaytalkshow_2_baseline sundaytalkshow_3_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         1                         1
## 5                         2                         2
## 6                         2                         2
##   sundaytalkshow_4_baseline sundaytalkshow_5_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         1
## 4                         1                         1
## 5                         2                         2
## 6                         1                         1
##   sundaytalkshow_99_baseline dailytalkshow_1_baseline
## 1                          2                        2
## 2                          1                        1
## 3                          2                        2
## 4                          2                        2
## 5                          1                        1
## 6                          2                        2
##   dailytalkshow_2_baseline dailytalkshow_3_baseline
## 1                        2                        2
## 2                        1                        1
## 3                        2                        2
## 4                        2                        2
## 5                        1                        1
## 6                        2                        2
##   dailytalkshow_4_baseline dailytalkshow_5_baseline
## 1                        2                        2
## 2                        2                        2
## 3                        1                        1
## 4                        1                        1
## 5                        2                        1
## 6                        2                        2
##   dailytalkshow_6_baseline dailytalkshow_7_baseline
## 1                        2                        2
## 2                        1                        2
## 3                        2                        2
## 4                        1                        1
## 5                        2                        2
## 6                        1                        1
##   dailytalkshow_8_baseline dailytalkshow_9_baseline
## 1                        2                        2
## 2                        2                        1
## 3                        2                        2
## 4                        1                        1
## 5                        2                        2
## 6                        1                        1
##   dailytalkshow_99_baseline latetalk_1_baseline latetalk_2_baseline
## 1                         1                   2                   2
## 2                         2                   2                   2
## 3                         2                   2                   2
## 4                         2                   2                   2
## 5                         2                   2                   1
## 6                         2                   2                   2
##   latetalk_3_baseline latetalk_4_baseline latetalk_5_baseline
## 1                   2                   2                   1
## 2                   2                   2                   2
## 3                   2                   2                   2
## 4                   2                   2                   2
## 5                   2                   1                   2
## 6                   2                   2                   1
##   latetalk_6_baseline latetalk_7_baseline latetalk_8_baseline
## 1                   1                   1                   2
## 2                   2                   2                   2
## 3                   1                   1                   2
## 4                   2                   2                   2
## 5                   2                   1                   2
## 6                   1                   1                   2
##   latetalk_9_baseline latetalk_10_baseline latetalk_99_baseline
## 1                   2                    2                    2
## 2                   1                    1                    2
## 3                   2                    2                    2
## 4                   2                    2                    2
## 5                   2                    2                    2
## 6                   2                    2                    2
##   localeve_baseline localnewspaper_baseline ideo5_baseline
## 1                 5                       9              3
## 2                 4                       7              5
## 3                 7                       7              3
## 4                NA                       9              3
## 5                 7                       3              4
## 6                 7                       5              1
##   imiss_a_baseline imiss_b_baseline imiss_c_baseline imiss_d_baseline
## 1                4                1                2                2
## 2                1                1                1                4
## 3                4                1                4                3
## 4                3                1                1                2
## 5                1                1                1                2
## 6                1                1                2                1
##   imiss_f_baseline imiss_g_baseline imiss_h_baseline imiss_j_baseline
## 1                2                1                1                1
## 2                1                2                3                1
## 3                2                4                2                1
## 4                2                2                3                1
## 5                1                3                1                1
## 6                2                1                1                1
##   imiss_m_baseline imiss_p_baseline imiss_q_baseline imiss_r_baseline
## 1                1                1                1                1
## 2                2                1                1                1
## 3                1                2                3                1
## 4                2                1                2                1
## 5                2                1                1                2
## 6                1                3                1                2
##   imiss_s_baseline imiss_t_baseline imissf_baseline imissf2_baseline
## 1                1                3               8               NA
## 2                1                1               2               NA
## 3                1                4               2               NA
## 4                2                4               2               NA
## 5                2                2               2               NA
## 6                1                1               4               NA
##   immi_contribution_baseline immi_naturalize_baseline
## 1                          1                        1
## 2                          3                        3
## 3                          1                        1
## 4                          1                        1
## 5                          3                        3
## 6                          1                        1
##   immi_makedifficult_baseline abortview3_baseline gaymar2_baseline
## 1                           2                   1                1
## 2                           3                   2                2
## 3                           1                   1                1
## 4                           1                   2                1
## 5                           2                   3                2
## 6                           4                   1                1
##   deathpenalty_baseline deathpenfreq_baseline taxwealth_baseline
## 1                     2                     1                  1
## 2                     1                     3                  2
## 3                     1                     3                  1
## 4                     1                     2                  1
## 5                     1                     3                  2
## 6                     8                     4                  1
##   univhealthcov_baseline healthtaxch3_baseline healthqualch3_baseline
## 1                      1                     2                      2
## 2                      2                     1                      3
## 3                      1                     3                      1
## 4                      1                     3                      2
## 5                      2                     1                      3
## 6                      1                     3                      1
##   healthreformbill_baseline envwarm_baseline envser2_baseline
## 1                         1                1                1
## 2                         3                4               NA
## 3                         1                1                1
## 4                         1                1                2
## 5                         3                4               NA
## 6                         1                1                1
##   envpoll2_baseline affirmact_gen_baseline tradepolicy_baseline
## 1                 1                      1                    1
## 2                NA                      2                    1
## 3                 1                      1                    1
## 4                 1                      1                    1
## 5                NA                      2                    1
## 6                 1                      1                    1
##   govt_reg_baseline pid7_baseline pid3_t_baseline pid3_baseline
## 1                 3             2          __NA__             1
## 2                 1             7          __NA__             2
## 3                 3             3          __NA__             3
## 4                 2             4          __NA__             3
## 5                 1             7          __NA__             2
## 6                 3             1          __NA__             1
##   pid7others_baseline vote_generic_baseline match_generic_t_baseline
## 1                  NA                     1                         
## 2                  NA                     2                         
## 3                  NA                     1                         
## 4                  NA                     1                         
## 5                  NA                     2                         
## 6                  NA                     1                         
##   cong2012_2_baseline cong2012_2_t_baseline marstat_baseline
## 1                   1                                      4
## 2                   2                                      1
## 3                   1                                      5
## 4                   3                                      3
## 5                   2                                      1
## 6                   1                                      1
##   PARTYID_SP_baseline polinterest_baseline pol_know_baseline
## 1                  NA                    1                 1
## 2                   1                    1                 1
## 3                  NA                    1                 1
## 4                  NA                    1                 1
## 5                   1                    1                 1
## 6                   2                    1                 1
##   pk_ideo_baseline pk_house_baseline pk_senate_baseline pk_HMinL_baseline
## 1                2                 2                  1                 1
## 2                2                 2                  1                 2
## 3                2                 2                  1                 1
## 4                8                 2                  1                 1
## 5                2                 2                  1                 1
## 6                2                 2                  1                 1
##   pk_Speaker_baseline pk_HMajL_baseline pk_SMinL_baseline pk_VP_baseline
## 1                   1                 1                 2              4
## 2                   2                 1                 2              4
## 3                   2                 1                 2              4
## 4                   1                 1                 2              4
## 5                   1                 1                 2              4
## 6                   1                 1                 2              4
##   pk_SMajL_baseline pk_SCJ_baseline teapartymemb_baseline
## 1                 2               5                     2
## 2                 2               5                     1
## 3                 2               5                     2
## 4                 2               5                     2
## 5                 2               5                     3
## 6                 2               5                     2
##   teapartsup_baseline selfdescr_ccap_1_baseline selfdescr_ccap_2_baseline
## 1                   5                         2                         2
## 2                   1                         2                         2
## 3                   5                         2                         2
## 4                   5                         1                         2
## 5                   2                         2                         2
## 6                   5                         2                         2
##   selfdescr_ccap_3_baseline selfdescr_ccap_4_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         1                         1
##   selfdescr_ccap_5_baseline selfdescr_ccap_6_baseline
## 1                         2                         1
## 2                         2                         1
## 3                         2                         1
## 4                         2                         1
## 5                         2                         2
## 6                         1                         1
##   selfdescr_ccap_7_baseline selfdescr_ccap_8_baseline
## 1                         2                         2
## 2                         1                         2
## 3                         2                         2
## 4                         2                         2
## 5                         1                         2
## 6                         2                         2
##   selfdescr_ccap_9_baseline selfdescr_ccap_10_baseline
## 1                         2                          1
## 2                         2                          1
## 3                         2                          2
## 4                         1                          1
## 5                         2                          1
## 6                         1                          2
##   selfdescr_ccap_11_baseline selfdescr_ccap_12_baseline
## 1                          2                          2
## 2                          1                          2
## 3                          2                          2
## 4                          2                          2
## 5                          1                          2
## 6                          2                          1
##   selfdescr_ccap_13_baseline selfdescr_ccap_99_baseline
## 1                          2                          2
## 2                          2                          2
## 3                          2                          2
## 4                          2                          2
## 5                          2                          2
## 6                          2                          2
##   abortidentity_baseline race_deservemore_baseline race_overcome_baseline
## 1                      2                         2                      4
## 2                      1                         5                      1
## 3                      4                         2                      4
## 4                      3                         2                      2
## 5                      1                         2                      4
## 6                      2                         2                      4
##   race_tryharder_baseline race_slave_baseline therm_baseline
## 1                       5                   2              1
## 2                       2                   5              1
## 3                       4                   2              1
## 4                       5                   2              1
## 5                       2                   4              1
## 6                       5                   2              1
##   blacks_t_baseline whites_t_baseline asians_t_baseline latinos_t_baseline
## 1                60                59                65                 61
## 2               100                89                98                100
## 3                91               100                96                100
## 4               100               100               100                100
## 5                62                88                62                 79
## 6               100                87                91                 72
##   christians_t_baseline jews_t_baseline muslims_t_baseline
## 1                    63              61                 61
## 2                   100              97                 66
## 3                    65              41                  6
## 4                    40             100                100
## 5                   100              67                 62
## 6                    33             100                 83
##   mormons_t_baseline gays_t_baseline add_confirm_baseline
## 1                 60              70                   NA
## 2                 99              92                    1
## 3                 21              99                    1
## 4                100              96                    1
## 5                 97              59                    1
## 6                 81             100                    1
##   inputzip_baseline votereg_baseline regzip_baseline votereg_f_baseline
## 1             89052                1              NA                  1
## 2                NA                1              NA                  1
## 3                NA                1              NA                  1
## 4                NA                1              NA                  1
## 5                NA                1              NA                  1
## 6                NA                1              NA                  1
##   regzip2_baseline votereg_fnd_baseline inputstate_baseline
## 1               NA                   NA                  32
## 2               NA                   NA                   4
## 3               NA                   NA                  55
## 4               NA                   NA                  40
## 5               NA                   NA                  48
## 6               NA                   NA                   6
##   region_baseline urbancity_baseline urbancity_t_baseline
## 1               4                  2                     
## 2               4                  4                     
## 3               2                  1                     
## 4               3                  1                     
## 5               3                  2                     
## 6               4                  2                     
##   ownorrent_baseline ownhome_t_baseline lengthres_baseline
## 1                  1                                     5
## 2                  2                                     6
## 3                  1                                     7
## 4                  1                                     7
## 5                  1                                     6
## 6                  1                                     7
##   partyreg_baseline partyreg_t_baseline reliablevoter_baseline
## 1                NA              __NA__                      1
## 2                 2                                          1
## 3                NA              __NA__                      1
## 4                 4                                          1
## 5                NA              __NA__                      1
## 6                 1                                          1
##   straighttic_baseline voted08_ccap_baseline presvote08_baseline
## 1                    3                     1                   1
## 2                    3                     1                   2
## 3                    3                     1                   1
## 4                    3                     1                   1
## 5                    3                     1                  NA
## 6                    1                     1                   1
##   OTpresvote08_baseline vote10_baseline congvote10_ccap_baseline
## 1                                     1                        1
## 2                __NA__              NA                        2
## 3                                     1                        1
## 4                                     1                        1
## 5                                     1                        2
## 6                                     1                        1
##   fav_romn_baseline fav_ging_baseline fav_hunt_baseline fav_bach_baseline
## 1                 3                 4                 2                 4
## 2                 1                 2                 2                 1
## 3                 4                 3                 2                 4
## 4                 3                 4                 1                 4
## 5                 1                 3                 2                 2
## 6                NA                 4                 2                 4
##   fav_ronp_baseline fav_sant_baseline fav_perr_baseline fav_obama_baseline
## 1                 3                 4                 4                  1
## 2                 3                 1                 2                  4
## 3                 4                 2                 2                  2
## 4                 2                 4                 4                  1
## 5                 4                 2                 4                  4
## 6                 3                 4                 4                  1
##   fav_hrc_baseline fav_biden_baseline ideoobama_baseline
## 1                1                  1                  3
## 2                3                  3                  1
## 3                1                  2                  2
## 4                3                  1                  3
## 5                3                  3                  1
## 6                1                  1                  3
##   saysobama_baseline likeobama_baseline ideonewt_baseline
## 1                  1                  1                 4
## 2                  2                  2                 3
## 3                  1                  1                 5
## 4                  1                  1                 4
## 5                  2                  2                 3
## 6                  1                  1                 5
##   saysnewt_baseline likenewt_baseline ideoromney_baseline
## 1                 2                 3                   4
## 2                 1                 2                   4
## 3                 1                 3                   3
## 4                 1                 3                   3
## 5                 2                 3                   4
## 6                 2                 3                   4
##   saysromney_baseline likeromney_baseline repchoice_baseline
## 1                   2                   8                  1
## 2                   1                   1                  2
## 3                   2                   3                  1
## 4                   2                   3                  1
## 5                   1                   1                  1
## 6                   2                   8                  1
##   repnom_baseline repnom_t_baseline repnom_f_baseline repnom_f_t_baseline
## 1              13            __NA__                NA              __NA__
## 2               2            __NA__                 9              __NA__
## 3              11            __NA__                NA              __NA__
## 4              11            __NA__                NA              __NA__
## 5               2            __NA__                 9              __NA__
## 6              11            __NA__                NA              __NA__
##   cmatch_romn_baseline cmatch_romn_t_baseline cmatch_romn_f_baseline
## 1                    1                 __NA__                     NA
## 2                    2                 __NA__                     NA
## 3                    1                 __NA__                     NA
## 4                    1                 __NA__                     NA
## 5                    2                 __NA__                     NA
## 6                    1                 __NA__                     NA
##   cmatch_ging_baseline cmatch_ging_t_baseline cmatch_ging_f_baseline
## 1                    1                 __NA__                     NA
## 2                    2                 __NA__                     NA
## 3                    1                 __NA__                     NA
## 4                    1                 __NA__                     NA
## 5                    2                 __NA__                     NA
## 6                    1                 __NA__                     NA
##   cmatch_paul_baseline cmatch_paul_t_baseline cmatch_paul_f_baseline
## 1                   NA                 __NA__                     NA
## 2                   NA                 __NA__                     NA
## 3                    1                 __NA__                     NA
## 4                   NA                 __NA__                     NA
## 5                   NA                 __NA__                     NA
## 6                   NA                 __NA__                     NA
##   org_membership_1_baseline org_membership_2_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         2                         2
##   org_membership_3_baseline org_membership_4_baseline
## 1                         1                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         1                         2
##   org_membership_5_baseline org_membership_6_baseline
## 1                         1                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         1                         2
##   org_membership_7_baseline org_membership_8_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         1                         2
##   org_membership_9_baseline org_membership_10_baseline
## 1                         2                          2
## 2                         2                          2
## 3                         2                          2
## 4                         2                          2
## 5                         2                          2
## 6                         2                          2
##   org_membership_11_baseline org_membership_12_baseline
## 1                          2                          2
## 2                          2                          2
## 3                          2                          2
## 4                          2                          2
## 5                          2                          2
## 6                          2                          2
##   org_membership_13_baseline org_membership_14_baseline
## 1                          2                          2
## 2                          2                          2
## 3                          2                          2
## 4                          2                          2
## 5                          2                          2
## 6                          2                          2
##   org_membership_15_baseline org_membership_16_baseline
## 1                          2                          2
## 2                          2                          2
## 3                          2                          2
## 4                          2                          2
## 5                          2                          2
## 6                          1                          1
##   org_membership_17_baseline org_membership_18_baseline
## 1                          2                          2
## 2                          2                          2
## 3                          2                          2
## 4                          2                          2
## 5                          2                          2
## 6                          2                          2
##   org_membership_19_baseline org_membership_20_baseline
## 1                          2                          2
## 2                          2                          2
## 3                          2                          2
## 4                          2                          2
## 5                          2                          2
## 6                          2                          2
##   org_membership_21_baseline volunteer_baseline volunteerf_baseline
## 1                          2                  1                  NA
## 2                          1                  1                  NA
## 3                          1                  2                   2
## 4                          1                  1                  NA
## 5                          1                  2                   1
## 6                          2                  2                   2
##   volunteernum_baseline volunteerorg2_1_baseline volunteerorg2_2_baseline
## 1                     1                        2                        2
## 2                     1                        1                        1
## 3                    NA                        2                        2
## 4                     3                        2                        2
## 5                     1                        1                        1
## 6                    NA                        2                        2
##   volunteerorg2_3_baseline volunteerorg2_4_baseline
## 1                        2                        2
## 2                        2                        2
## 3                        2                        2
## 4                        2                        2
## 5                        2                        2
## 6                        2                        2
##   volunteerorg2_5_baseline volunteerorg2_6_baseline
## 1                        2                        2
## 2                        2                        2
## 3                        2                        2
## 4                        1                        2
## 5                        2                        2
## 6                        2                        2
##   volunteerorg2_7_baseline volunteerorg2_8_baseline
## 1                        1                        2
## 2                        2                        2
## 3                        2                        2
## 4                        2                        2
## 5                        2                        2
## 6                        2                        2
##   volunteerorg2_9_baseline volunteerorg2_10_baseline
## 1                        2                         2
## 2                        2                         2
## 3                        2                         2
## 4                        2                         2
## 5                        2                         2
## 6                        2                         2
##   volunteerorg2_11_baseline volunteerorg2_12_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         2                         2
##   volunteerorg2_13_baseline volunteerorg2_14_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         2                         2
##   volunteerorg2_15_baseline volunteerorg2_16_baseline
## 1                         2                         2
## 2                         2                         2
## 3                         2                         2
## 4                         2                         2
## 5                         2                         2
## 6                         2                         2
##   volunteerorg2_17_baseline polcontr_t_baseline polcontr_1_baseline
## 1                         2              __NA__                   1
## 2                         2              __NA__                   2
## 3                         2              __NA__                   2
## 4                         1              __NA__                   1
## 5                         2              __NA__                   2
## 6                         2              __NA__                   1
##   polcontr_2_baseline polcontr_3_baseline polcontr_4_baseline
## 1                   2                   2                   1
## 2                   2                   2                   2
## 3                   2                   2                   2
## 4                   2                   2                   2
## 5                   1                   2                   2
## 6                   2                   2                   2
##   polcontr_5_baseline polcontr_6_baseline polcontr_7_baseline
## 1                   2                   2                   2
## 2                   2                   2                   1
## 3                   2                   2                   1
## 4                   2                   2                   2
## 5                   2                   2                   2
## 6                   2                   2                   2
##   labunmemb_baseline pew_bornagain_baseline pew_religimp_baseline
## 1                  3                      2                     2
## 2                  3                      2                     1
## 3                  3                      2                     4
## 4                  3                      2                     4
## 5                  3                      2                     1
## 6                  3                      2                     4
##   pew_churatd_baseline pew_prayer_baseline religpew_baseline
## 1                    5                   2                 2
## 2                    1                   1                 3
## 3                    5                   7                10
## 4                    5                   5                11
## 5                    2                   3                 3
## 6                    6                   7                10
##   religpew_t_baseline religpew_protestant_baseline
## 1                                               NA
## 2                                               NA
## 3                                               NA
## 4                                               NA
## 5                                               NA
## 6                                               NA
##   religpew_protestant_t_baseline Xreligpew_protestant_baseline
## 1                         __NA__                            NA
## 2                         __NA__                            NA
## 3                         __NA__                            NA
## 4                         __NA__                            NA
## 5                         __NA__                            NA
## 6                         __NA__                            NA
##   religpew_baptist_baseline religpew_baptist_t_baseline
## 1                        NA                      __NA__
## 2                        NA                      __NA__
## 3                        NA                      __NA__
## 4                        NA                      __NA__
## 5                        NA                      __NA__
## 6                        NA                      __NA__
##   religpew_methodist_baseline religpew_methodist_t_baseline
## 1                          NA                        __NA__
## 2                          NA                        __NA__
## 3                          NA                        __NA__
## 4                          NA                        __NA__
## 5                          NA                        __NA__
## 6                          NA                        __NA__
##   religpew_nondenom_baseline religpew_nondenom_t_baseline
## 1                         NA                       __NA__
## 2                         NA                       __NA__
## 3                         NA                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_lutheran_baseline religpew_lutheran_t_baseline
## 1                         NA                       __NA__
## 2                         NA                       __NA__
## 3                         NA                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_presby_baseline religpew_presby_t_baseline
## 1                       NA                     __NA__
## 2                       NA                     __NA__
## 3                       NA                     __NA__
## 4                       NA                     __NA__
## 5                       NA                     __NA__
## 6                       NA                     __NA__
##   religpew_pentecost_baseline religpew_pentecost_t_baseline
## 1                          NA                        __NA__
## 2                          NA                        __NA__
## 3                          NA                        __NA__
## 4                          NA                        __NA__
## 5                          NA                        __NA__
## 6                          NA                        __NA__
##   religpew_episcop_baseline religpew_episcop_t_baseline
## 1                        NA                      __NA__
## 2                        NA                      __NA__
## 3                        NA                      __NA__
## 4                        NA                      __NA__
## 5                        NA                      __NA__
## 6                        NA                      __NA__
##   religpew_christian_baseline religpew_christian_t_baseline
## 1                          NA                        __NA__
## 2                          NA                        __NA__
## 3                          NA                        __NA__
## 4                          NA                        __NA__
## 5                          NA                        __NA__
## 6                          NA                        __NA__
##   religpew_congreg_baseline religpew_congreg_t_baseline
## 1                        NA                      __NA__
## 2                        NA                      __NA__
## 3                        NA                      __NA__
## 4                        NA                      __NA__
## 5                        NA                      __NA__
## 6                        NA                      __NA__
##   religpew_holiness_baseline religpew_holiness_t_baseline
## 1                         NA                       __NA__
## 2                         NA                       __NA__
## 3                         NA                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_reformed_baseline religpew_reformed_t_baseline
## 1                         NA                       __NA__
## 2                         NA                       __NA__
## 3                         NA                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_advent_baseline religpew_advent_t_baseline
## 1                       NA                     __NA__
## 2                       NA                     __NA__
## 3                       NA                     __NA__
## 4                       NA                     __NA__
## 5                       NA                     __NA__
## 6                       NA                     __NA__
##   religpew_catholic_baseline religpew_catholic_t_baseline
## 1                          1                             
## 2                         NA                       __NA__
## 3                          1                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_mormon_baseline religpew_mormon_t_baseline
## 1                       NA                     __NA__
## 2                        1                           
## 3                       NA                     __NA__
## 4                       NA                     __NA__
## 5                        1                           
## 6                       NA                     __NA__
##   religpew_orthodox_baseline religpew_orthodox_t_baseline
## 1                         NA                       __NA__
## 2                         NA                       __NA__
## 3                         NA                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_jewish_baseline religpew_jewish_t_baseline
## 1                       NA                     __NA__
## 2                       NA                     __NA__
## 3                       NA                     __NA__
## 4                       NA                     __NA__
## 5                       NA                     __NA__
## 6                       NA                     __NA__
##   religpew_muslim_baseline religpew_muslim_t_baseline
## 1                       NA                     __NA__
## 2                       NA                     __NA__
## 3                       NA                     __NA__
## 4                       NA                     __NA__
## 5                       NA                     __NA__
## 6                       NA                     __NA__
##   religpew_buddhist_baseline religpew_buddhist_t_baseline
## 1                         NA                       __NA__
## 2                         NA                       __NA__
## 3                         NA                       __NA__
## 4                         NA                       __NA__
## 5                         NA                       __NA__
## 6                         NA                       __NA__
##   religpew_hindu_baseline religpew_hindu_t_baseline milstat_1_baseline
## 1                      NA                    __NA__                  2
## 2                      NA                    __NA__                  2
## 3                      NA                    __NA__                  2
## 4                      NA                    __NA__                  2
## 5                      NA                    __NA__                  2
## 6                      NA                    __NA__                  2
##   milstat_2_baseline milstat_3_baseline milstat_4_baseline
## 1                  2                  2                  1
## 2                  2                  2                  1
## 3                  2                  1                  2
## 4                  2                  1                  2
## 5                  2                  1                  2
## 6                  2                  2                  1
##   milstat_5_baseline milstat_insert_baseline gunown_baseline
## 1                  2                  __NA__               3
## 2                  2                  __NA__               1
## 3                  2                  __NA__               1
## 4                  2                  __NA__               3
## 5                  2                  __NA__               3
## 6                  2                  __NA__               2
##   smoke100_baseline smokenow_baseline healthdk_0_baseline
## 1                 1                 3                   1
## 2                 2                NA                   1
## 3                 2                NA                   1
## 4                 2                NA                   1
## 5                 1                 3                   1
## 6                 2                NA                   1
##   healthcov2_baseline healthcov_t_baseline knowgay4_baseline
## 1                   2                                      1
## 2                   1                                      1
## 3                   2                                      2
## 4                   1                                      1
## 5                   3              TriCare                 1
## 6                   1                                      1
##   closegay4_baseline birthyr_baseline gender_baseline race_baseline
## 1                  2             1931               2             1
## 2                  2             1952               2             1
## 3                 NA             1931               1             1
## 4                  2             1959               1             1
## 5                  2             1952               1             1
## 6                  2             1939               2             1
##   race_other_baseline educ_baseline child18_baseline child18num_baseline
## 1                                 5                2                  NA
## 2                                 3                2                  NA
## 3                                 2                2                  NA
## 4                                 3                2                  NA
## 5                                 5                2                  NA
## 6                                 4                2                  NA
##   child_age1_1_baseline child_age2_1_baseline child_age3_1_baseline
## 1                    NA                    NA                    NA
## 2                    NA                    NA                    NA
## 3                    NA                    NA                    NA
## 4                    NA                    NA                    NA
## 5                    NA                    NA                    NA
## 6                    NA                    NA                    NA
##   child_age4_1_baseline child_age5_1_baseline child_age6_1_baseline
## 1                    NA                    NA                    NA
## 2                    NA                    NA                    NA
## 3                    NA                    NA                    NA
## 4                    NA                    NA                    NA
## 5                    NA                    NA                    NA
## 6                    NA                    NA                    NA
##   child_age7_1_baseline child_age8_1_baseline child_age9_1_baseline
## 1                    NA                    NA                    NA
## 2                    NA                    NA                    NA
## 3                    NA                    NA                    NA
## 4                    NA                    NA                    NA
## 5                    NA                    NA                    NA
## 6                    NA                    NA                    NA
##   child_age10_1_baseline student2_baseline job_baseline
## 1                     NA                 3           NA
## 2                     NA                 3           NA
## 3                     NA                 3           NA
## 4                     NA                 3           NA
## 5                     NA                 3           NA
## 6                     NA                 3           NA
##   employstat2_t_baseline employstat2_baseline industry_baseline
## 1                 __NA__                    5                NA
## 2                 __NA__                    6                NA
## 3                 __NA__                    5                NA
## 4                 __NA__                    1                51
## 5                 __NA__                    2                71
## 6                 __NA__                    5                NA
##   industry_former_baseline naics3_t_baseline naics3_baseline
## 1                       51            __NA__              NA
## 2                       NA            __NA__              NA
## 3                       92            __NA__              NA
## 4                       NA            __NA__             518
## 5                       NA            __NA__             711
## 6                       62            __NA__              NA
##   occupationcat_baseline occupationother_baseline hourscomputing_baseline
## 1                      3                                                5
## 2                      8                                                2
## 3                      1                                                3
## 4                      1                                               12
## 5                      1                                                3
## 6                      8                                                4
##   intuse_else_baseline intuse_home_baseline intuse_mobile_baseline
## 1                   NA                   NA                     NA
## 2                    7                    1                      5
## 3                   NA                   NA                     NA
## 4                    7                    1                      7
## 5                    7                    1                      7
## 6                    7                    1                      1
##   intuse_work_baseline intuse2_home_baseline intuse2_work_baseline
## 1                   NA                     1                    NA
## 2                   NA                    NA                    NA
## 3                   NA                     1                    NA
## 4                    1                    NA                    NA
## 5                    7                    NA                    NA
## 6                   NA                    NA                    NA
##   intuse2_cafe_baseline intuse2_mobile_baseline intuse2_else_baseline
## 1                     7                       7                     7
## 2                    NA                      NA                    NA
## 3                     7                       7                     7
## 4                    NA                      NA                    NA
## 5                    NA                      NA                    NA
## 6                    NA                      NA                    NA
##   daily_intuse_home_baseline daily_intuse_work_baseline
## 1                          2                         NA
## 2                          3                         NA
## 3                          2                         NA
## 4                          2                          1
## 5                          1                         NA
## 6                          3                         NA
##   daily_intuse_cafe_baseline daily_intuse_mobile_baseline
## 1                         NA                           NA
## 2                         NA                           NA
## 3                         NA                           NA
## 4                         NA                           NA
## 5                         NA                           NA
## 6                         NA                            3
##   daily_intuse_else_baseline employ_spouse_baseline
## 1                         NA                     NA
## 2                         NA                      1
## 3                         NA                     NA
## 4                         NA                     NA
## 5                         NA                      4
## 6                         NA                      5
##   employ_spouse_t_baseline phone_baseline faminc_baseline cand_baseline
## 1                   __NA__              1               6        258342
## 2                                       1               8        317635
## 3                   __NA__              1               5        102825
## 4                   __NA__              1               9         45897
## 5                                       1              10        330742
## 6                                       3               4        101855
##   cdid_baseline demnom2_baseline demnom_t_baseline izip_baseline
## 1             3                1                           89052
## 2             6                3                           85298
## 3             6                2   Hillery Clinton         54904
## 4             1                1                           74104
## 5            21                3                           78148
## 6            12                1                           94061
##   lookupzip_baseline prim12_baseline statefips_baseline ccap2012_post_2016
## 1              89052               1                 32                  1
## 2              85298               2                  4                  1
## 3              54904               1                 55                  1
## 4              74104               3                 40                  1
## 5              78148               2                 48                  1
## 6              94061               1                  6                  1
##   post_inputstate_2012 post_cdid113_2012 post_turnout12_2012
## 1                   32                 3                   5
## 2                    4                 5                   5
## 3                   55                 6                   5
## 4                   40                 1                   5
## 5                   48                28                   5
## 6                    6                18                   5
##   post_turnout_method12_2012 post_presvote12_2012
## 1                          4                    1
## 2                          4                    2
## 3                          4                    2
## 4                          2                    1
## 5                          4                    2
## 6                          5                    1
##   post_presvote12_other_2012 post_senvote12_2012 post_senvote12_other_2012
## 1                     __NA__                   1                    __NA__
## 2                     __NA__                   2                    __NA__
## 3                     __NA__                   2                    __NA__
## 4                     __NA__                  NA                    __NA__
## 5                     __NA__                   2                    __NA__
## 6                     __NA__                   1                    __NA__
##   post_house12_2012 post_housevote12_other_2012 post_pid7_2012
## 1                 1                      __NA__              2
## 2                 2                      __NA__              7
## 3                 2                      __NA__              7
## 4                 7                                          4
## 5                 2                      __NA__              7
## 6                 1                      __NA__              1
##   post_pid3_t_2012 post_pid3_2012 post_ideo5_2012 post_newsint_2012
## 1           __NA__              1               3                 1
## 2           __NA__              2               4                 1
## 3           __NA__              2               3                 1
## 4           __NA__              3               3                 1
## 5           __NA__              2               4                 1
## 6           __NA__              1               1                 1
##   post_HouseCand1Name_2012 post_HouseCand1Party_2012
## 1            John Oceguera                Democratic
## 2           Spencer Morgan                Democratic
## 3               Joe Kallas                Democratic
## 4               John Olson                Democratic
## 5            Henry Cuellar                Democratic
## 6               Anna Eshoo                Democratic
##   post_HouseCand2Name_2012 post_HouseCand2Party_2012
## 1                 Joe Heck                Republican
## 2              Matt Salmon                Republican
## 3                Tom Petri                Republican
## 4          Jim Bridenstine                Republican
## 5          William Hayward                Republican
## 6             Dave Chapman                Republican
##   post_HouseCand3Name_2012 post_HouseCand3Party_2012
## 1                                                   
## 2                                                   
## 3                                                   
## 4                                                   
## 5                                                   
## 6                                                   
##   post_SenCand1Name_2012 post_SenCand1Party_2012 post_SenCand2Name_2012
## 1        Shelley Berkley              Democratic            Dean Heller
## 2        Richard Carmona              Democratic             Jeff Flake
## 3          Tammy Baldwin              Democratic         Tommy Thompson
## 4                                                                      
## 5            Paul Sadler              Democratic               Ted Cruz
## 6       Dianne Feinstein              Democratic        Elizabeth Emken
##   post_SenCand2Party_2012 post_SenCand3Name_2012 post_SenCand3Party_2012
## 1              Republican                                               
## 2              Republican                                               
## 3              Republican                                               
## 4                                                                       
## 5              Republican                                               
## 6              Republican                                               
##       starttime_2017       endtime_2017     starttime_2016
## 1 14jul2017 15:05:53 14jul2017 15:37:41 29nov2016 22:59:43
## 2 13jul2017 18:45:42 13jul2017 20:20:33 29nov2016 15:41:28
## 3 13jul2017 18:11:20 13jul2017 18:43:52 29nov2016 16:08:39
## 4                                       14dec2016 18:46:33
## 5 19jul2017 09:29:05 19jul2017 10:07:07 01dec2016 10:17:47
## 6 13jul2017 18:17:53 13jul2017 19:00:57 29nov2016 15:30:37
##         endtime_2016
## 1 29nov2016 23:28:24
## 2 29nov2016 18:58:28
## 3 29nov2016 16:32:43
## 4 14dec2016 19:11:20
## 5 01dec2016 10:59:48
## 6 29nov2016 15:50:15
Skill2_MovieMetaData<-read.csv("/Users/juliushunte/Desktop/Skill 2 Data R.csv")
head(Skill2_MovieMetaData)
##   color     director_name num_critic_for_reviews duration
## 1 Color     James Cameron                    723      178
## 2 Color    Gore Verbinski                    302      169
## 3 Color        Sam Mendes                    602      148
## 4 Color Christopher Nolan                    813      164
## 5             Doug Walker                     NA       NA
## 6 Color    Andrew Stanton                    462      132
##   director_facebook_likes actor_3_facebook_likes     actor_2_name
## 1                       0                    855 Joel David Moore
## 2                     563                   1000    Orlando Bloom
## 3                       0                    161     Rory Kinnear
## 4                   22000                  23000   Christian Bale
## 5                     131                     NA       Rob Walker
## 6                     475                    530  Samantha Morton
##   actor_1_facebook_likes     gross                          genres
## 1                   1000 760505847 Action|Adventure|Fantasy|Sci-Fi
## 2                  40000 309404152        Action|Adventure|Fantasy
## 3                  11000 200074175       Action|Adventure|Thriller
## 4                  27000 448130642                 Action|Thriller
## 5                    131        NA                     Documentary
## 6                    640  73058679         Action|Adventure|Sci-Fi
##      actor_1_name
## 1     CCH Pounder
## 2     Johnny Depp
## 3 Christoph Waltz
## 4       Tom Hardy
## 5     Doug Walker
## 6    Daryl Sabara
##                                                      movie_title
## 1                                                 Avatar\x8c\xe6
## 2               Pirates of the Caribbean: At World's End\x8c\xe6
## 3                                                Spectre\x8c\xe6
## 4                                  The Dark Knight Rises\x8c\xe6
## 5 Star Wars: Episode VII - The Force Awakens\x8c\xe6            
## 6                                            John Carter\x8c\xe6
##   num_voted_users cast_total_facebook_likes         actor_3_name
## 1          886204                      4834            Wes Studi
## 2          471220                     48350       Jack Davenport
## 3          275868                     11700     Stephanie Sigman
## 4         1144337                    106759 Joseph Gordon-Levitt
## 5               8                       143                     
## 6          212204                      1873         Polly Walker
##   facenumber_in_poster
## 1                    0
## 2                    0
## 3                    1
## 4                    0
## 5                    0
## 6                    1
##                                                      plot_keywords
## 1                           avatar|future|marine|native|paraplegic
## 2     goddess|marriage ceremony|marriage proposal|pirate|singapore
## 3                              bomb|espionage|sequel|spy|terrorist
## 4 deception|imprisonment|lawlessness|police officer|terrorist plot
## 5                                                                 
## 6               alien|american civil war|male nipple|mars|princess
##                                        movie_imdb_link
## 1 http://www.imdb.com/title/tt0499549/?ref_=fn_tt_tt_1
## 2 http://www.imdb.com/title/tt0449088/?ref_=fn_tt_tt_1
## 3 http://www.imdb.com/title/tt2379713/?ref_=fn_tt_tt_1
## 4 http://www.imdb.com/title/tt1345836/?ref_=fn_tt_tt_1
## 5 http://www.imdb.com/title/tt5289954/?ref_=fn_tt_tt_1
## 6 http://www.imdb.com/title/tt0401729/?ref_=fn_tt_tt_1
##   num_user_for_reviews language country content_rating      budget
## 1                 3054  English     USA          PG-13 237,000,000
## 2                 1238  English     USA          PG-13 300,000,000
## 3                  994  English      UK          PG-13 245,000,000
## 4                 2701  English     USA          PG-13 250,000,000
## 5                   NA                                            
## 6                  738  English     USA          PG-13 263,700,000
##   title_year actor_2_facebook_likes imdb_score aspect_ratio
## 1       2009                    936        7.9         1.78
## 2       2007                   5000        7.1         2.35
## 3       2015                    393        6.8         2.35
## 4       2012                  23000        8.5         2.35
## 5         NA                     12        7.1           NA
## 6       2012                    632        6.6         2.35
##   movie_facebook_likes idnumber
## 1                33000        1
## 2                    0        2
## 3                85000        3
## 4               164000        4
## 5                    0        5
## 6                24000        6
Skill3_TopSpotify50<-read_csv("/Users/juliushunte/Desktop/Skill 1 Data R.csv")
## Parsed with column specification:
## cols(
##   Position = col_integer(),
##   `Track Name` = col_character(),
##   Artist = col_character(),
##   URL = col_character()
## )
head(Skill3_TopSpotify50)
## # A tibble: 6 x 4
##   Position `Track Name`                    Artist  URL                    
##      <int> <chr>                           <chr>   <chr>                  
## 1        1 Happier                         Marshm… https://open.spotify.c…
## 2        2 Baby Shark                      Pinkfo… https://open.spotify.c…
## 3        3 Noticed                         Lil Mo… https://open.spotify.c…
## 4        4 Mo Bamba                        Sheck … https://open.spotify.c…
## 5        5 Smile (Living My Best Life) (f… Lil Du… https://open.spotify.c…
## 6        6 Sweet but Psycho                Ava Max https://open.spotify.c…