This dataset contains simulated data from The New Zealand Attitudes and Values Study.
Usage
data(df_nz)Format
A data frame with X rows and Y variables:
- age
participant age in years
- agreeableness
Score on the agreeableness scale. Includes items such as:
- i.
I sympathize with others' feelings.
- ii.
I am not interested in other people's problems. (reversed)
- iii.
I feel others' emotions.
- iv.
I am not really interested in others. (reversed)
- ...
Other variables
Details
The dataset is licensed under a custom license. You may use the data for non-commercial purposes with appropriate credit, but redistribution of the data in any form, including modified versions, is not permitted to protect privacy.
The code in the margot package is licensed under the GNU General Public License (GPL) v3.0. You can redistribute it and/or modify it under the terms of the GPL as published by the Free Software Foundation. See <http://www.gnu.org/licenses/>.
Examples
data(df_nz)
head(df_nz)
#> id wave age agreeableness alcohol_frequency alcohol_intensity
#> 1 1 2018 40.31341 6.235760 4.031045 6.0138428
#> 2 1 2019 41.33449 6.216993 3.964873 10.0320085
#> 3 1 2020 42.24450 6.539885 3.950068 9.9997619
#> 4 2 2018 43.85094 6.790531 4.024855 1.0030336
#> 5 2 2019 NA NA NA NA
#> 6 2 2020 45.80632 5.484677 3.985040 0.9976499
#> alert_level_combined_lead belong belong_accept belong_beliefs
#> 1 no_alert 4.958810 7.000000 4.964069
#> 2 no_alert 6.039168 6.954222 5.985981
#> 3 no_alert 5.382137 6.017268 2.950767
#> 4 <NA> 6.311607 5.976047 6.018113
#> 5 no_alert NA NA NA
#> 6 <NA> 5.991122 6.015296 5.985946
#> belong_routside_reversed bodysat born_nz charity_donate conscientiousness
#> 1 2.978316 1.969601 1 0.00000000 5.781907
#> 2 5.046594 3.039433 1 0.01373293 6.004211
#> 3 7.000000 6.042476 1 399.96241829 4.719577
#> 4 6.980109 5.958325 1 199.96546646 5.238591
#> 5 NA NA 1 NA NA
#> 6 5.972425 6.030989 1 200.03938746 6.467995
#> edu emotion_regulation_change_thinking_to_calm
#> 1 8 6.999934
#> 2 8 6.979494
#> 3 8 6.981677
#> 4 7 4.963946
#> 5 7 NA
#> 6 7 2.003005
#> emotion_regulation_hide_neg_emotions emotion_regulation_out_control
#> 1 6.044651 2.028738
#> 2 6.984203 1.984919
#> 3 6.043920 2.018791
#> 4 5.024856 1.000000
#> 5 NA NA
#> 6 4.995746 1.000000
#> emp_job_sat emp_job_secure emp_job_valued employed eth_cat extraversion
#> 1 5.971694 7.000000 6.023997 1 euro 4.740896
#> 2 6.019789 6.967036 6.022545 1 euro 4.737648
#> 3 7.000000 6.974346 6.006828 1 euro 4.724690
#> 4 5.987723 6.976047 7.000000 1 euro 3.960051
#> 5 NA NA NA NA euro NA
#> 6 6.032520 6.961107 5.986527 1 euro 2.764532
#> forgiveness gen_cohort gratitude hlth_bmi hlth_fatigue hlth_height
#> 1 4.020353 gen_X 6.986113 34.61469 0.9535594 1.856696
#> 2 4.969327 gen_X 7.000000 34.05344 2.0103681 1.826995
#> 3 5.366853 gen_X 6.999204 35.19452 2.9981118 1.786924
#> 4 5.618090 gen_X 6.367532 19.84119 0.9943821 1.620493
#> 5 NA gen_X NA NA NA NA
#> 6 5.315945 gen_X 6.683664 19.87911 0.9742263 1.614109
#> hlth_sleep_hours hlth_weight home_owner honesty_humility hours_charity
#> 1 8.546112 115.99149 1 5.954770 0.008159268
#> 2 8.019429 113.99033 NA 3.970874 0.000000000
#> 3 7.995631 117.95184 1 4.988354 0.028743272
#> 4 7.004173 54.01207 1 6.969159 6.011909720
#> 5 NA NA NA NA NA
#> 6 8.018394 53.95457 1 7.000000 0.000000000
#> hours_exercise household_inc impermeability_group kessler_depressed
#> 1 0.51959112 200000 2.012835 0.00000000
#> 2 0.01974342 200000 4.964448 0.00000000
#> 3 0.00000000 140000 2.030814 0.00000000
#> 4 1.98318873 200000 4.994408 0.00000000
#> 5 NA NA NA NA
#> 6 7.02405270 160000 2.008591 0.02017855
#> kessler_effort kessler_hopeless kessler_latent_anxiety
#> 1 0.9546004 0.00000000 0.9685371
#> 2 0.9633998 0.02006575 0.9830208
#> 3 1.9808154 0.04983561 1.7149373
#> 4 1.0289347 1.04402955 0.9997136
#> 5 NA NA NaN
#> 6 0.9598355 0.00000000 0.6297783
#> kessler_latent_depression kessler_nervous kessler_restless kessler_worthless
#> 1 0.037011885 0.98849863 0.9815225 0.046843363
#> 2 0.000000000 0.95881162 0.9716739 0.021033094
#> 3 0.006337577 3.03015091 0.0000000 0.009060714
#> 4 0.377568407 0.99305306 0.9758989 0.026907402
#> 5 NaN NA NA NA
#> 6 0.003030027 0.02515866 1.0125775 0.000000000
#> kessler6_sum lifemeaning lifesat lifesat_ideal lifesat_satlife male
#> 1 3.044502 6.468932 6.004578 5.970138 6.018526 1
#> 2 2.960963 5.978561 5.996101 6.018253 5.978932 1
#> 3 5.005375 5.549235 5.969862 5.961114 6.015522 1
#> 4 4.008829 5.971437 6.472409 6.000709 7.000000 0
#> 5 NA NA NA NA NA 0
#> 6 2.007682 5.954844 6.045588 5.016755 7.000000 0
#> meaning_purpose meaning_sense modesty neighbourhood_community neuroticism
#> 1 6.012352 7.000000 6.786189 6.951882 2.543777
#> 2 5.975751 6.044783 6.002267 6.005449 3.049655
#> 3 4.956256 5.997665 5.702049 5.986452 2.960180
#> 4 6.024632 6.043560 6.955113 3.012109 4.224377
#> 5 NA NA NA NA NA
#> 6 5.979999 5.952246 6.977462 2.010986 4.456901
#> nwi nz_dep2018 nzsei_13_l openness parent partner perfectionism
#> 1 8.020139 5.953996 48 6.502722 1 1 4.303349
#> 2 6.668893 6.023145 65 6.469405 1 1 3.670650
#> 3 4.618780 6.024971 65 6.237941 1 1 3.337095
#> 4 7.627521 3.048911 69 2.031197 1 1 2.363609
#> 5 NA 2.967774 69 NA NA NA NA
#> 6 5.640812 3.036816 72 3.473353 1 1 2.953873
#> permeability_individual pers_agreeable_feel_others_emotions
#> 1 7.000000 6.038855
#> 2 7.000000 6.005890
#> 3 6.964188 6.010749
#> 4 5.027991 7.000000
#> 5 NA NA
#> 6 5.021921 7.000000
#> pers_agreeable_no_interest_others pers_agreeable_no_interest_others_probs
#> 1 6.028096 6.017042
#> 2 5.956827 6.025382
#> 3 7.000000 7.000000
#> 4 6.983117 6.037968
#> 5 NA NA
#> 6 6.037822 2.013026
#> pers_agreeable_sympathise_others pers_conscientious_chores_done
#> 1 7.000000 5.003450
#> 2 7.000000 5.978509
#> 3 5.951258 2.976528
#> 4 7.000000 7.000000
#> 5 NA NA
#> 6 6.960945 5.998471
#> pers_conscientious_forget_putback pers_conscientious_like_order
#> 1 6.035918 5.972150
#> 2 6.048918 5.988758
#> 3 2.951705 5.991320
#> 4 1.003034 6.969415
#> 5 NA NA
#> 6 7.000000 6.977218
#> pers_conscientious_make_mess pers_extraversion_dont_talkalot
#> 1 5.955233 6.040438
#> 2 6.045258 3.985668
#> 3 6.990426 4.970881
#> 4 5.961425 6.012815
#> 5 NA NA
#> 6 6.045320 3.036480
#> pers_extraversion_keepbackground pers_extraversion_life_party
#> 1 3.998360 6.039570
#> 2 5.020996 4.998691
#> 3 4.991396 6.031292
#> 4 4.995249 2.963147
#> 5 NA NA
#> 6 2.957594 3.014112
#> pers_extraversion_talk_peopleparties pers_honestyhumility_deserve_more
#> 1 3.006411 5.986706
#> 2 5.025187 3.976311
#> 3 2.966148 5.973563
#> 4 1.976786 7.000000
#> 5 NA NA
#> 6 2.009894 7.000000
#> pers_honestyhumility_feel_entitled
#> 1 7.000000
#> 2 6.950590
#> 3 6.038719
#> 4 7.000000
#> 5 NA
#> 6 7.000000
#> pers_honestyhumility_pleasure_expensivegoods
#> 1 5.022716
#> 2 1.984692
#> 3 2.023260
#> 4 6.993182
#> 5 NA
#> 6 6.952615
#> pers_honestyhumility_seen_expensivecar pers_neuroticism_mood_swings
#> 1 5.955832 1.994415
#> 2 3.020957 6.033852
#> 3 6.048881 2.045891
#> 4 7.000000 5.032754
#> 5 NA NA
#> 6 7.000000 6.043157
#> pers_neuroticism_mostly_relaxed pers_neuroticism_seldom_blue
#> 1 2.027604 4.953003
#> 2 1.977769 2.038987
#> 3 2.993304 4.964138
#> 4 4.966090 1.964646
#> 5 NA NA
#> 6 1.997013 5.952084
#> pers_neuroticism_upset_easily pers_openness_difficult_abstraction
#> 1 1.000000 6.022979
#> 2 2.021009 4.962520
#> 3 2.031607 4.954873
#> 4 5.002216 2.012435
#> 5 NA NA
#> 6 3.993217 4.987355
#> pers_openness_good_imagination pers_openness_interested_abstraction
#> 1 7.000000 6.014076
#> 2 6.978520 7.000000
#> 3 6.995509 6.048047
#> 4 2.955771 1.000000
#> 5 NA NA
#> 6 4.989866 1.000000
#> pers_openness_vivid_imagination pol_wing political_conservative
#> 1 7.000000 1.020237 1.000000
#> 2 6.989238 1.000000 1.022343
#> 3 6.960658 1.000000 1.042282
#> 4 2.033375 4.014205 4.960227
#> 5 NA NA NA
#> 6 2.960342 3.969545 4.954690
#> power_no_control_composite power_no_control_composite_reversed
#> 1 1.519361 6.537026
#> 2 3.457300 4.531562
#> 3 1.501127 6.545508
#> 4 1.011948 7.000000
#> 5 NaN NaN
#> 6 1.000000 7.000000
#> power_others_control power_self_nocontrol pwb_standard_living
#> 1 1.000000 2.025217 7.042358
#> 2 4.954861 1.999267 8.981462
#> 3 1.976260 1.035171 6.960540
#> 4 1.002600 1.000000 9.993654
#> 5 NA NA NA
#> 6 1.000000 1.037436 9.969491
#> pwb_your_future_security pwb_your_health pwb_your_relationships regc_2022_l
#> 1 8.973228 7.023662 9.961455 2
#> 2 7.963623 1.970227 9.038338 2
#> 3 8.993340 7.984213 9.964077 2
#> 4 10.000000 9.954387 10.000000 13
#> 5 NA NA NA 13
#> 6 10.000000 9.986748 9.032489 13
#> religion_believe_god religion_believe_spirit religion_bigger_denominations
#> 1 0 1 not_rel
#> 2 0 0 not_rel
#> 3 0 1 not_rel
#> 4 0 0 not_rel
#> 5 NA NA <NA>
#> 6 0 1 not_rel
#> religion_identification_level religion_perceive_religious_discrim
#> 1 1 1.000000
#> 2 1 1.035010
#> 3 1 1.000000
#> 4 1 1.020197
#> 5 NA NA
#> 6 1 1.000000
#> religion_religious rumination rural_gch_2018_l sample_frame
#> 1 0 0.03677838 1 1.1
#> 2 0 0.01604958 1 1.1
#> 3 0 0.00000000 1 1.1
#> 4 0 0.04074371 1 1.1
#> 5 NA NA 1 1.1
#> 6 0 0.00000000 1 1.1
#> sample_frame_opt_in sample_weights self_control_have_lots
#> 1 0 0.6495057 4.987928
#> 2 0 0.7789180 3.001922
#> 3 0 0.8119713 5.026771
#> 4 0 0.4022481 5.033600
#> 5 0 NA NA
#> 6 0 0.4794723 7.000000
#> self_control_wish_more_reversed self_esteem selfesteem_failure_reversed
#> 1 2.024191 5.983263 5.049517
#> 2 2.035422 6.024637 6.010825
#> 3 2.027122 6.016682 5.038861
#> 4 2.962663 6.697360 7.000000
#> 5 NA NA NA
#> 6 2.983433 6.285690 7.000000
#> selfesteem_postiveself selfesteem_satself sexual_satisfaction sfhealth
#> 1 5.959428 6.976774 5.963785 2.370515
#> 2 5.995463 6.045321 5.031907 3.692035
#> 3 5.979329 6.956274 6.030893 5.708331
#> 4 5.959445 7.000000 6.047659 7.000000
#> 5 NA NA NA NA
#> 6 6.020617 5.990747 3.965026 6.035785
#> sfhealth_expect_worse_health_reversed sfhealth_get_sick_easier_reversed
#> 1 1.000000 3.048580
#> 2 1.000000 7.000000
#> 3 6.005024 6.006699
#> 4 7.000000 6.961256
#> 5 NA NA
#> 6 3.991105 7.000000
#> sfhealth_your_health smoker support support_help support_noguidance_reversed
#> 1 3.047783 0 7.000000 6.972380 6.999528
#> 2 3.014775 0 6.959343 7.000000 6.997369
#> 3 5.022465 0 6.967418 7.000000 7.000000
#> 4 6.977021 0 7.000000 7.000000 7.000000
#> 5 NA NA NA NA NA
#> 6 7.000000 0 7.000000 6.984364 6.975150
#> support_turnto vengeful_rumin year_measured
#> 1 6.959850 3.975229 1
#> 2 7.000000 3.014252 1
#> 3 7.000000 2.626865 1
#> 4 6.994214 2.363377 1
#> 5 NA NA 0
#> 6 7.000000 2.678659 1