Read in Data

Distributions by Domain

First in UC

uc <- read.csv(here('ucpro_labelled.csv'))
skim(uc$bowel_score) #neg
Data summary
Name uc$bowel_score
Number of rows 9928
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 5 4.57 -6 2 4 8 28 ▁▇▂▁▁
skim(uc$functional_score) #neg
Data summary
Name uc$functional_score
Number of rows 9928
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 3.16 2.32 -3 2 3 4 12 ▁▇▅▁▁
skim(uc$systemic_score) #neg
Data summary
Name uc$systemic_score
Number of rows 9928
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 3.3 3.61 -5 1 2 5 20 ▃▇▂▁▁
skim(uc$coping_score)
Data summary
Name uc$coping_score
Number of rows 9928
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 0.8 1.16 0 0 0 1 4 ▇▂▁▁▁
skim(uc$impact_score) #neg
Data summary
Name uc$impact_score
Number of rows 9928
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 5.1 8.36 -9 0 1 8 36 ▇▆▂▁▁
skim(uc$emo_score) #neg
Data summary
Name uc$emo_score
Number of rows 9928
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 5.03 6.62 -8 0 3 8 32 ▆▇▃▁▁

Now in CD

cd <- read.csv(here('cdpro_labelled.csv'))
skim(cd$bowel_score) #neg
Data summary
Name cd$bowel_score
Number of rows 16670
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 4.81 3.63 -4 2 4 7 20 ▁▇▅▁▁
skim(cd$functional_score) #neg
Data summary
Name cd$functional_score
Number of rows 16670
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 4.14 3.17 -5 2 4 6 20 ▁▇▃▁▁
skim(cd$systemic_score) #neg
Data summary
Name cd$systemic_score
Number of rows 16670
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 4.2 4.06 -5 1 3 7 20 ▂▇▃▁▁
skim(cd$coping_score)
Data summary
Name cd$coping_score
Number of rows 16670
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 1.02 1.27 0 0 0 2 4 ▇▃▂▂▁
skim(cd$impact_score) #neg
Data summary
Name cd$impact_score
Number of rows 16670
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 7.25 9.62 -9 0 3 12 36 ▇▇▃▂▁
skim(cd$emo_score) #neg
Data summary
Name cd$emo_score
Number of rows 16670
Number of columns 1
_______________________
Column type frequency:
numeric 1
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
data 0 1 6.17 7.29 -8 0 4 10 32 ▆▇▃▂▁

Distributions by Question

UC

coping 3 - only known_toilet, emergency_kit, stay_home_dz - missing values

uc %>% tabyl(bms)
##                             bms    n     percent valid_percent
##             1_0 bowel movements  243 0.024476229   0.024872057
##           2_1-2 bowel movements 4527 0.455983078   0.463357216
##           3_3-4 bowel movements 2433 0.245064464   0.249027636
##           4_5-6 bowel movements 1144 0.115229654   0.117093142
##           5_7-9 bowel movements  714 0.071917808   0.073080860
##         6_10-12 bowel movements  470 0.047340854   0.048106448
##         7_13-17 bowel movements  163 0.016418211   0.016683726
##         8_18-24 bowel movements   50 0.005036261   0.005117707
##  9_more than 24 bowel movements   26 0.002618856   0.002661208
##                            <NA>  158 0.015914585            NA
uc %>% tabyl(liquid)
##       liquid    n    percent valid_percent
##      1_never 5245 0.52830379    0.53695741
##     2_rarely 1628 0.16398066    0.16666667
##  3_sometimes 1462 0.14726027    0.14967240
##      4_often  899 0.09055197    0.09203522
##     5_always  534 0.05378727    0.05466830
##         <NA>  160 0.01611604            NA
uc %>% tabyl(blood)
##        blood    n    percent valid_percent
##      1_never 7602 0.76571313    0.77905308
##     2_rarely  896 0.09024980    0.09182209
##  3_sometimes  703 0.07080983    0.07204345
##      4_often  329 0.03313860    0.03371593
##     5_always  228 0.02296535    0.02336544
##         <NA>  170 0.01712329            NA
uc %>% tabyl(mucus_uc)
##     mucus_uc    n    percent valid_percent
##      1_never 7206 0.72582595    0.73862239
##     2_rarely 1086 0.10938759    0.11131611
##  3_sometimes  905 0.09115633    0.09276343
##      4_often  366 0.03686543    0.03751538
##     5_always  193 0.01943997    0.01978270
##         <NA>  172 0.01732474            NA
uc %>% tabyl(leak_uc)
##      leak_uc    n     percent valid_percent
##      1_never 7976 0.803384367    0.81779965
##     2_rarely  889 0.089544722    0.09115144
##  3_sometimes  674 0.067888799    0.06910694
##      4_often  175 0.017626914    0.01794320
##     5_always   39 0.003928284    0.00399877
##         <NA>  175 0.017626914            NA
uc %>% tabyl(urgency)
##        urgency    n    percent valid_percent
##         1_none 4176 0.42062853    0.42835163
##         2_mild 2645 0.26641821    0.27130988
##     3_moderate 1858 0.18714746    0.19058365
##       4_severe  813 0.08188961    0.08339317
##  5_very severe  257 0.02588638    0.02636168
##           <NA>  179 0.01802981            NA
uc %>% tabyl(gas)
##          gas    n    percent valid_percent
##      1_never  852 0.08581789    0.08737565
##     2_rarely 2284 0.23005641    0.23423239
##  3_sometimes 4364 0.43956487    0.44754384
##      4_often 1857 0.18704674    0.19044201
##     5_always  394 0.03968574    0.04040611
##         <NA>  177 0.01782836            NA
uc %>% tabyl(pain_belly)
##     pain_belly    n    percent valid_percent
##         1_none 5783 0.58249396    0.59331076
##         2_mild 2170 0.21857373    0.22263260
##     3_moderate 1354 0.13638195    0.13891454
##       4_severe  337 0.03394440    0.03457474
##  5_very severe  103 0.01037470    0.01056735
##           <NA>  181 0.01823127            NA
uc %>% tabyl(bloat)
##          bloat    n    percent valid_percent
##         1_none 5017 0.50533844    0.51477529
##         2_mild 2640 0.26591459    0.27088036
##     3_moderate 1594 0.16055600    0.16355428
##       4_severe  381 0.03837631    0.03909296
##  5_very severe  114 0.01148268    0.01169711
##           <NA>  182 0.01833199            NA
uc %>% tabyl(pain_joints)
##    pain_joints    n    percent valid_percent
##         1_none 5852 0.58944400    0.60045147
##         2_mild 1888 0.19016922    0.19372050
##     3_moderate 1480 0.14907333    0.15185717
##       4_severe  388 0.03908139    0.03981120
##  5_very severe  138 0.01390008    0.01415966
##           <NA>  182 0.01833199            NA
uc %>% tabyl(tired)
##          tired    n    percent valid_percent
##         1_none 3011 0.30328364    0.30901067
##         2_mild 3325 0.33491136    0.34123563
##     3_moderate 2340 0.23569702    0.24014778
##       4_severe  748 0.07534247    0.07676519
##  5_very severe  320 0.03223207    0.03284072
##           <NA>  184 0.01853344            NA
uc %>% tabyl(lack_appetite)
##  lack_appetite    n     percent valid_percent
##         1_none 7363 0.741639807   0.755489432
##         2_mild 1400 0.141015310   0.143648676
##     3_moderate  728 0.073327961   0.074697312
##       4_severe  193 0.019439968   0.019802996
##  5_very severe   62 0.006244964   0.006361584
##           <NA>  182 0.018331990            NA
uc %>% tabyl(weak)
##           weak    n    percent valid_percent
##         1_none 6666 0.67143433    0.68397291
##         2_mild 1812 0.18251410    0.18592243
##     3_moderate  847 0.08531426    0.08690745
##       4_severe  295 0.02971394    0.03026883
##  5_very severe  126 0.01269138    0.01292838
##           <NA>  182 0.01833199            NA
uc %>% tabyl(thirsty)
##        thirsty    n     percent valid_percent
##         1_none 4982 0.501813054   0.511236532
##         2_mild 2992 0.301369863   0.307029246
##     3_moderate 1405 0.141518936   0.144176501
##       4_severe  273 0.027497985   0.028014366
##  5_very severe   93 0.009367446   0.009543356
##           <NA>  183 0.018432716            NA
uc %>% tabyl(schedule)
##  schedule    n    percent valid_percent
##     1_yes 1936 0.19500403     0.1988292
##      2_no 7801 0.78575745     0.8011708
##      <NA>  191 0.01923852            NA
uc %>% tabyl(eat_less)
##  eat_less    n    percent valid_percent
##     1_yes 1878 0.18916197     0.1928725
##      2_no 7859 0.79159952     0.8071275
##      <NA>  191 0.01923852            NA
uc %>% tabyl(avoid_foods)
##  avoid_foods    n    percent valid_percent
##        1_yes 2447 0.24647462     0.2513353
##         2_no 7289 0.73418614     0.7486647
##         <NA>  192 0.01933924            NA
uc %>% tabyl(otc_meds)
##  otc_meds    n    percent valid_percent
##     1_yes 1708 0.17203868     0.1754314
##      2_no 8028 0.80862208     0.8245686
##      <NA>  192 0.01933924            NA
uc %>% tabyl(leave_home)
##  leave_home    n    percent valid_percent
##       1_yes 7806 0.78626108     0.8017666
##        2_no 1930 0.19439968     0.1982334
##        <NA>  192 0.01933924            NA
uc %>% tabyl(only_known_toilet)
##  only_known_toilet    n percent
##               2_No 9928       1
uc %>% tabyl(emergency_kit)
##  emergency_kit    n percent
##           2_No 9928       1
uc %>% tabyl(stay_home_dz)
##  stay_home_dz    n percent
##          2_No 9928       1
uc %>% tabyl(work_school)
##     work_school    n    percent valid_percent
##    1_not at all 6162 0.62066882    0.63395062
##  2_a little bit 1698 0.17103143    0.17469136
##      3_somewhat 1004 0.10112812    0.10329218
##   4_quite a bit  490 0.04935536    0.05041152
##  5_a great deal  366 0.03686543    0.03765432
##            <NA>  208 0.02095085            NA
uc %>% tabyl(chores)
##          chores    n    percent valid_percent
##    1_not at all 6704 0.67526189    0.68978290
##  2_a little bit 1462 0.14726027    0.15042700
##      3_somewhat  872 0.08783239    0.08972116
##   4_quite a bit  406 0.04089444    0.04177385
##  5_a great deal  275 0.02769944    0.02829509
##            <NA>  209 0.02105157            NA
uc %>% tabyl(activities_enjoy)
##  activities_enjoy    n    percent valid_percent
##      1_not at all 6047 0.60908541    0.62218335
##    2_a little bit 1776 0.17888799    0.18273485
##        3_somewhat  949 0.09558824    0.09764379
##     4_quite a bit  553 0.05570105    0.05689886
##    5_a great deal  394 0.03968574    0.04053915
##              <NA>  209 0.02105157            NA
uc %>% tabyl(sleep)
##           sleep    n    percent valid_percent
##    1_not at all 5927 0.59699839    0.60996192
##  2_a little bit 1780 0.17929089    0.18318411
##      3_somewhat 1044 0.10515713    0.10744057
##   4_quite a bit  632 0.06365834    0.06504065
##  5_a great deal  334 0.03364222    0.03437275
##            <NA>  211 0.02125302            NA
uc %>% tabyl(concentration)
##   concentration    n    percent valid_percent
##    1_not at all 6669 0.67173650    0.68646423
##  2_a little bit 1654 0.16659952    0.17025219
##      3_somewhat  840 0.08460919    0.08646423
##   4_quite a bit  366 0.03686543    0.03767370
##  5_a great deal  186 0.01873489    0.01914565
##            <NA>  213 0.02145447            NA
uc %>% tabyl(leave_difficult)
##  leave_difficult    n    percent valid_percent
##     1_not at all 6747 0.67959307    0.69470758
##   2_a little bit 1549 0.15602337    0.15949341
##       3_somewhat  766 0.07715552    0.07887150
##    4_quite a bit  359 0.03616035    0.03696458
##   5_a great deal  291 0.02931104    0.02996293
##             <NA>  216 0.02175665            NA
uc %>% tabyl(travel_1h)
##       travel_1h    n    percent valid_percent
##    1_not at all 7280 0.73327961    0.74966533
##  2_a little bit 1074 0.10817889    0.11059623
##      3_somewhat  602 0.06063658    0.06199156
##   4_quite a bit  375 0.03777196    0.03861600
##  5_a great deal  380 0.03827558    0.03913088
##            <NA>  217 0.02185737            NA
uc %>% tabyl(sex)
##             sex    n    percent valid_percent
##    1_not at all 7016 0.70668815    0.72277738
##  2_a little bit 1043 0.10505641    0.10744823
##      3_somewhat  701 0.07060838    0.07221593
##   4_quite a bit  466 0.04693795    0.04800659
##  5_a great deal  481 0.04844883    0.04955187
##            <NA>  221 0.02226027            NA
uc %>% tabyl(plan_ahead)
##      plan_ahead    n    percent valid_percent
##    1_not at all 7170 0.72219984    0.73864222
##  2_a little bit 1091 0.10989122    0.11239312
##      3_somewhat  666 0.06708300    0.06861028
##   4_quite a bit  388 0.03908139    0.03997115
##  5_a great deal  392 0.03948429    0.04038323
##            <NA>  221 0.02226027            NA
uc %>% tabyl(alone)
##        alone    n    percent valid_percent
##      1_never 6852 0.69016922    0.70646458
##     2_rarely 1258 0.12671233    0.12970409
##  3_sometimes 1104 0.11120064    0.11382617
##      4_often  376 0.03787268    0.03876688
##     5_always  109 0.01097905    0.01123827
##         <NA>  229 0.02306608            NA
uc %>% tabyl(embarassed)
##   embarassed    n    percent valid_percent
##      1_never 7061 0.71122079    0.72816335
##     2_rarely 1331 0.13406527    0.13725895
##  3_sometimes  926 0.09327156    0.09549345
##      4_often  287 0.02890814    0.02959678
##     5_always   92 0.00926672    0.00948747
##         <NA>  231 0.02326753            NA
uc %>% tabyl(worried)
##      worried    n    percent valid_percent
##      1_never 4415 0.44470185    0.45543635
##     2_rarely 1947 0.19611201    0.20084588
##  3_sometimes 2167 0.21827156    0.22354033
##      4_often  855 0.08612006    0.08819889
##     5_always  310 0.03122482    0.03197854
##         <NA>  234 0.02356970            NA
uc %>% tabyl(scared)
##       scared    n    percent valid_percent
##      1_never 7182 0.72340854    0.74094708
##     2_rarely 1242 0.12510073    0.12813370
##  3_sometimes  850 0.08561644    0.08769215
##      4_often  289 0.02910959    0.02981533
##     5_always  130 0.01309428    0.01341174
##         <NA>  235 0.02367043            NA
uc %>% tabyl(no_control)
##   no_control    n    percent valid_percent
##      1_never 6605 0.66529009    0.68141958
##     2_rarely 1366 0.13759065    0.14092644
##  3_sometimes 1059 0.10666801    0.10925410
##      4_often  460 0.04633360    0.04745693
##     5_always  203 0.02044722    0.02094295
##         <NA>  235 0.02367043            NA
uc %>% tabyl(angry)
##        angry    n     percent valid_percent
##      1_never 5714 0.575543916    0.58949758
##     2_rarely 2304 0.232070911    0.23769731
##  3_sometimes 1267 0.127618856    0.13071289
##      4_often  325 0.032735697    0.03352935
##     5_always   83 0.008360193    0.00856288
##         <NA>  235 0.023670427            NA
uc %>% tabyl(frustrated)
##   frustrated    n      percent valid_percent
##      1_never 4191 0.4221394037  0.4323738781
##     2_rarely 2410 0.2427477840  0.2486330341
##  3_sometimes 2154 0.2169621273  0.2222222222
##      4_often  744 0.0749395649  0.0767564222
##     5_always  191 0.0192385173  0.0197049417
##     5_alwyas    3 0.0003021757  0.0003095017
##         <NA>  235 0.0236704271            NA
uc %>% tabyl(depressed)
##    depressed    n    percent valid_percent
##      1_never 6055 0.60989122    0.62474206
##     2_rarely 1721 0.17334811    0.17756913
##  3_sometimes 1277 0.12862611    0.13175815
##      4_often  467 0.04703868    0.04818407
##     5_always  172 0.01732474    0.01774660
##         <NA>  236 0.02377115            NA

CD

To fix - coping 3 - only known_toilet, emergency_kit, stay_home_dz

cd %>% tabyl(bms)
##                             bms    n     percent valid_percent
##             1_0 bowel movements  561 0.033653269   0.034209403
##           2_1-2 bowel movements 6439 0.386262747   0.392645893
##           3_3-4 bowel movements 4517 0.270965807   0.275443625
##           4_5-6 bowel movements 2355 0.141271746   0.143606317
##           5_7-9 bowel movements 1400 0.083983203   0.085371059
##         6_10-12 bowel movements  718 0.043071386   0.043783158
##         7_13-17 bowel movements  251 0.015056989   0.015305811
##         8_18-24 bowel movements  104 0.006238752   0.006341850
##  9_more than 24 bowel movements   54 0.003239352   0.003292884
##                            <NA>  271 0.016256749            NA
cd %>% tabyl(liquid)
##       liquid    n    percent valid_percent
##      1_never 6397 0.38374325     0.3901561
##     2_rarely 2395 0.14367127     0.1460722
##  3_sometimes 3368 0.20203959     0.2054160
##      4_often 2540 0.15236953     0.1549158
##     5_always 1696 0.10173965     0.1034399
##         <NA>  274 0.01643671            NA
cd %>% tabyl(blood)
##        blood     n    percent valid_percent
##      1_never 13490 0.80923815    0.82411876
##     2_rarely  1457 0.08740252    0.08900971
##  3_sometimes   960 0.05758848    0.05864744
##      4_often   284 0.01703659    0.01734987
##     5_always   178 0.01067786    0.01087421
##         <NA>   301 0.01805639            NA
cd %>% tabyl(urgency)
##        urgency    n    percent valid_percent
##         1_none 6662 0.39964007    0.40743685
##         2_mild 3996 0.23971206    0.24438872
##     3_moderate 3279 0.19670066    0.20053819
##       4_severe 1671 0.10023995    0.10219558
##  5_very severe  743 0.04457109    0.04544065
##           <NA>  319 0.01913617            NA
cd %>% tabyl(gas)
##          gas    n    percent valid_percent
##      1_never  831 0.04985003    0.05077600
##     2_rarely 3411 0.20461908    0.20841989
##  3_sometimes 7839 0.47024595    0.47898081
##      4_often 3637 0.21817636    0.22222901
##     5_always  648 0.03887223    0.03959428
##         <NA>  304 0.01823635            NA
cd %>% tabyl(vomit_cd)
##           vomit_cd     n     percent valid_percent
##            1_never 15429 0.925554889   0.942804766
##           2_1 time   518 0.031073785   0.031652918
##          3_2 times   230 0.013797241   0.014054384
##          4_3 times    92 0.005518896   0.005621754
##  5_4 or more times    96 0.005758848   0.005866178
##               <NA>   305 0.018296341            NA
cd %>% tabyl(nauseated_cd)
##   nauseated_cd     n    percent valid_percent
##         1_none 11010 0.66046791    0.67314747
##         2_mild  2947 0.17678464    0.18017853
##     3_moderate  1575 0.09448110    0.09629494
##       4_severe   636 0.03815237    0.03888481
##  5_very severe   188 0.01127774    0.01149425
##           <NA>   314 0.01883623            NA
cd %>% tabyl(pain_belly)
##     pain_belly    n    percent valid_percent
##         1_none 8098 0.48578284    0.49501803
##         2_mild 4439 0.26628674    0.27134910
##     3_moderate 2823 0.16934613    0.17256556
##       4_severe  776 0.04655069    0.04743566
##  5_very severe  223 0.01337732    0.01363164
##           <NA>  311 0.01865627            NA
cd %>% tabyl(bloat)
##          bloat    n    percent valid_percent
##         1_none 7518 0.45098980    0.45970405
##         2_mild 4742 0.28446311    0.28995964
##     3_moderate 2956 0.17732454    0.18075089
##       4_severe  872 0.05230954    0.05332029
##  5_very severe  266 0.01595681    0.01626513
##           <NA>  316 0.01895621            NA
cd %>% tabyl(pain_joints)
##    pain_joints    n    percent valid_percent
##         1_none 8561 0.51355729    0.52357654
##         2_mild 3297 0.19778044    0.20163904
##     3_moderate 2941 0.17642472    0.17986667
##       4_severe 1109 0.06652669    0.06782460
##  5_very severe  443 0.02657469    0.02709314
##           <NA>  319 0.01913617            NA
cd %>% tabyl(tired)
##          tired    n    percent valid_percent
##         1_none 3802 0.22807439     0.2325524
##         2_mild 5213 0.31271746     0.3188574
##     3_moderate 4828 0.28962208     0.2953086
##       4_severe 1842 0.11049790     0.1126674
##  5_very severe  664 0.03983203     0.0406141
##           <NA>  321 0.01925615            NA
cd %>% tabyl(lack_appetite)
##  lack_appetite     n    percent valid_percent
##         1_none 10659 0.63941212    0.65200636
##         2_mild  3033 0.18194361    0.18552728
##     3_moderate  1885 0.11307738    0.11530462
##       4_severe   524 0.03143371    0.03205285
##  5_very severe   247 0.01481704    0.01510888
##           <NA>   322 0.01931614            NA
cd %>% tabyl(weak)
##           weak    n    percent valid_percent
##         1_none 9714 0.58272346    0.59420113
##         2_mild 3576 0.21451710    0.21874235
##     3_moderate 2080 0.12477504    0.12723269
##       4_severe  717 0.04301140    0.04385858
##  5_very severe  261 0.01565687    0.01596526
##           <NA>  322 0.01931614            NA
cd %>% tabyl(thirsty)
##        thirsty    n    percent valid_percent
##         1_none 7404 0.44415117    0.45292714
##         2_mild 5077 0.30455909    0.31057686
##     3_moderate 2903 0.17414517    0.17758610
##       4_severe  737 0.04421116    0.04508473
##  5_very severe  226 0.01355729    0.01382517
##           <NA>  323 0.01937612            NA
cd %>% tabyl(schedule)
##  schedule     n    percent valid_percent
##     1_yes  3894 0.23359328     0.2384276
##      2_no 12438 0.74613077     0.7615724
##      <NA>   338 0.02027594            NA
cd %>% tabyl(eat_less)
##  eat_less     n    percent valid_percent
##     1_yes  4308 0.25842831     0.2637928
##      2_no 12023 0.72123575     0.7362072
##      <NA>   339 0.02033593            NA
cd %>% tabyl(avoid_foods)
##  avoid_foods     n    percent valid_percent
##        1_yes  5165 0.30983803     0.3162503
##         2_no 11167 0.66988602     0.6837497
##         <NA>   338 0.02027594            NA
cd %>% tabyl(otc_meds)
##  otc_meds     n    percent valid_percent
##     1_yes  3603 0.21613677     0.2206234
##      2_no 12728 0.76352729     0.7793766
##      <NA>   339 0.02033593            NA
cd %>% tabyl(leave_home)
##  leave_home     n    percent valid_percent
##       1_yes 12752 0.76496701     0.7808941
##        2_no  3578 0.21463707     0.2191059
##        <NA>   340 0.02039592            NA
cd %>% tabyl(only_known_toilet)
##  only_known_toilet     n percent
##               2_No 16670       1
cd %>% tabyl(emergency_kit)
##  emergency_kit     n percent
##           2_No 16670       1
cd %>% tabyl(stay_home_dz)
##  stay_home_dz     n percent
##          2_No 16670       1
cd %>% tabyl(work_school)
##     work_school    n    percent valid_percent
##    1_not at all 8600 0.51589682    0.52767211
##  2_a little bit 3379 0.20269946    0.20732605
##      3_somewhat 2149 0.12891422    0.13185667
##   4_quite a bit 1172 0.07030594    0.07191066
##  5_a great deal  998 0.05986803    0.06123451
##            <NA>  372 0.02231554            NA
cd %>% tabyl(chores)
##          chores    n    percent valid_percent
##    1_not at all 8894 0.53353329    0.54574462
##  2_a little bit 3360 0.20155969    0.20617292
##      3_somewhat 2008 0.12045591    0.12321286
##   4_quite a bit 1303 0.07816437    0.07995337
##  5_a great deal  732 0.04391122    0.04491624
##            <NA>  373 0.02237552            NA
cd %>% tabyl(activities_enjoy)
##  activities_enjoy    n    percent valid_percent
##      1_not at all 8161 0.48956209    0.50079774
##    2_a little bit 3611 0.21661668    0.22158812
##        3_somewhat 2164 0.12981404    0.13279332
##     4_quite a bit 1410 0.08458308    0.08652430
##    5_a great deal  950 0.05698860    0.05829651
##              <NA>  374 0.02243551            NA
cd %>% tabyl(sleep)
##           sleep    n    percent valid_percent
##    1_not at all 8167 0.48992202    0.50119669
##  2_a little bit 3567 0.21397720    0.21890150
##      3_somewhat 2266 0.13593281    0.13906106
##   4_quite a bit 1466 0.08794241    0.08996625
##  5_a great deal  829 0.04973005    0.05087450
##            <NA>  375 0.02249550            NA
cd %>% tabyl(concentration)
##   concentration    n    percent valid_percent
##    1_not at all 9326 0.55944811    0.57235792
##  2_a little bit 3493 0.20953809    0.21437339
##      3_somewhat 1949 0.11691662    0.11961458
##   4_quite a bit 1005 0.06028794    0.06167915
##  5_a great deal  521 0.03125375    0.03197496
##            <NA>  376 0.02255549            NA
cd %>% tabyl(leave_difficult)
##  leave_difficult    n    percent valid_percent
##     1_not at all 9788 0.58716257    0.60074879
##   2_a little bit 3221 0.19322136    0.19769226
##       3_somewhat 1614 0.09682064    0.09906095
##    4_quite a bit  975 0.05848830    0.05984165
##   5_a great deal  695 0.04169166    0.04265636
##             <NA>  377 0.02261548            NA
cd %>% tabyl(travel_1h)
##       travel_1h     n    percent valid_percent
##    1_not at all 10963 0.65764847    0.67286565
##  2_a little bit  2165 0.12987403    0.13287915
##      3_somewhat  1273 0.07636473    0.07813171
##   4_quite a bit   969 0.05812837    0.05947339
##  5_a great deal   923 0.05536893    0.05665010
##            <NA>   377 0.02261548            NA
cd %>% tabyl(sex)
##             sex     n    percent valid_percent
##    1_not at all 10126 0.60743851    0.62157019
##  2_a little bit  2131 0.12783443    0.13080842
##      3_somewhat  1524 0.09142172    0.09354859
##   4_quite a bit  1159 0.06952609    0.07114358
##  5_a great deal  1351 0.08104379    0.08292922
##            <NA>   379 0.02273545            NA
cd %>% tabyl(plan_ahead)
##      plan_ahead     n    percent valid_percent
##    1_not at all 10370 0.62207558    0.63658686
##  2_a little bit  2256 0.13533293    0.13848987
##      3_somewhat  1446 0.08674265    0.08876611
##   4_quite a bit  1051 0.06304739    0.06451811
##  5_a great deal  1167 0.07000600    0.07163904
##            <NA>   380 0.02279544            NA
cd %>% tabyl(alone)
##        alone     n    percent valid_percent
##      1_never 10278 0.61655669    0.63155954
##     2_rarely  2399 0.14391122    0.14741305
##  3_sometimes  2216 0.13293341    0.13616812
##      4_often  1111 0.06664667    0.06826840
##     5_always   270 0.01619676    0.01659088
##         <NA>   396 0.02375525            NA
cd %>% tabyl(embarassed)
##   embarassed     n    percent valid_percent
##      1_never 10644 0.63851230    0.65408960
##     2_rarely  2658 0.15944811    0.16333804
##  3_sometimes  2024 0.12141572    0.12437780
##      4_often   733 0.04397121    0.04504394
##     5_always   214 0.01283743    0.01315062
##         <NA>   397 0.02381524            NA
cd %>% tabyl(worried)
##      worried    n    percent valid_percent
##      1_never 6621 0.39718056    0.40687028
##     2_rarely 3254 0.19520096    0.19996313
##  3_sometimes 3858 0.23143371    0.23707983
##      4_often 1881 0.11283743    0.11559024
##     5_always  659 0.03953209    0.04049653
##         <NA>  397 0.02381524            NA
cd %>% tabyl(scared)
##       scared     n    percent valid_percent
##      1_never 11370 0.68206359    0.69878926
##     2_rarely  2336 0.14013197    0.14356831
##  3_sometimes  1637 0.09820036    0.10060844
##      4_often   715 0.04289142    0.04394321
##     5_always   213 0.01277744    0.01309077
##         <NA>   399 0.02393521            NA
cd %>% tabyl(no_control)
##   no_control     n    percent valid_percent
##      1_never 10071 0.60413917    0.61899201
##     2_rarely  2415 0.14487103    0.14843270
##  3_sometimes  2165 0.12987403    0.13306699
##      4_often  1078 0.06466707    0.06625691
##     5_always   541 0.03245351    0.03325138
##         <NA>   400 0.02399520            NA
cd %>% tabyl(angry)
##        angry    n    percent valid_percent
##      1_never 8582 0.51481704    0.52753873
##     2_rarely 4028 0.24163167    0.24760266
##  3_sometimes 2645 0.15866827    0.16258913
##      4_often  827 0.04961008    0.05083600
##     5_always  186 0.01115777    0.01143349
##         <NA>  402 0.02411518            NA
cd %>% tabyl(frustrated)
##   frustrated    n    percent valid_percent
##      1_never 5996 0.35968806    0.36862166
##     2_rarely 4078 0.24463107    0.25070700
##  3_sometimes 4035 0.24205159    0.24806345
##      4_often 1761 0.10563887    0.10826263
##     5_always  396 0.02375525    0.02434526
##         <NA>  404 0.02423515            NA
cd %>% tabyl(depressed)
##    depressed    n    percent valid_percent
##      1_never 9097 0.54571086    0.55940229
##     2_rarely 2940 0.17636473    0.18078957
##  3_sometimes 2594 0.15560888    0.15951298
##      4_often 1195 0.07168566    0.07348420
##     5_always  436 0.02615477    0.02681097
##         <NA>  408 0.02447510            NA