Committee Meeting 12-11
Hannah Andrews
12/8/2020
A little guidance for the following…
Dataset: Midlife in the United States (MIDUS). There are three waves, denoted MIDUS1, MIDUS2, and MIDUS3.
Variables: DV: Use of completementary and alternative medicine (CAM). There are dummies for each of 15 CAM modalities indicating any use in the past year, and a summed index that represents the number of CAMs used in the past year. TBD: Latent classes (LCA) and factors. I spent about a week on LCA and have some output we can look over, but it became clear I would need more time to come up with a class structure I was confident in.
IVs: Income, education, gender, and race.
This document is organized into three sections: single variable distributions (CAM dummies, CAM summed index, income, education, gender, and race), bivariate distributions (CAM summed index by each IV), and missing case patterns.
Variable Distributions
Complementary and Alternative Medicines (CAMs)
CAM Dummies: Have you used any of the following CAMs in the past year?
MIDUS 1 Indiviudal CAMs
## MIDUS1_recode[camslist]
##
## 15 Variables 7108 Observations
## --------------------------------------------------------------------------------
## aCamEverAcupuncture
## n missing distinct
## 6279 829 2
##
## Value No Yes
## Frequency 6198 81
## Proportion 0.987 0.013
## --------------------------------------------------------------------------------
## aCamEverBiofeedback
## n missing distinct
## 6272 836 2
##
## Value No Yes
## Frequency 6224 48
## Proportion 0.992 0.008
## --------------------------------------------------------------------------------
## aCamEverChiropractor
## n missing distinct
## 6282 826 2
##
## Value No Yes
## Frequency 5523 759
## Proportion 0.88 0.12
## --------------------------------------------------------------------------------
## aCamEverEnergy
## n missing distinct
## 6271 837 2
##
## Value No Yes
## Frequency 6180 91
## Proportion 0.985 0.015
## --------------------------------------------------------------------------------
## aCamEverMoveTherapy
## n missing distinct
## 6275 833 2
##
## Value No Yes
## Frequency 5162 1113
## Proportion 0.82 0.18
## --------------------------------------------------------------------------------
## aCamEverHerbTherapy
## n missing distinct
## 6269 839 2
##
## Value No Yes
## Frequency 5951 318
## Proportion 0.949 0.051
## --------------------------------------------------------------------------------
## aCamEverMegaVitamins
## n missing distinct
## 6269 839 2
##
## Value No Yes
## Frequency 5976 293
## Proportion 0.953 0.047
## --------------------------------------------------------------------------------
## aCamEverHomeopathy
## n missing distinct
## 6250 858 2
##
## Value No Yes
## Frequency 6105 145
## Proportion 0.977 0.023
## --------------------------------------------------------------------------------
## aCamEverHypnosis
## n missing distinct
## 6276 832 2
##
## Value No Yes
## Frequency 6198 78
## Proportion 0.988 0.012
## --------------------------------------------------------------------------------
## aCamEverImageTech
## n missing distinct
## 6270 838 2
##
## Value No Yes
## Frequency 6075 195
## Proportion 0.969 0.031
## --------------------------------------------------------------------------------
## aCamEverMassage
## n missing distinct
## 6263 845 2
##
## Value No Yes
## Frequency 5725 538
## Proportion 0.914 0.086
## --------------------------------------------------------------------------------
## aCamEverPray
## n missing distinct
## 6263 845 2
##
## Value No Yes
## Frequency 4360 1903
## Proportion 0.7 0.3
## --------------------------------------------------------------------------------
## aCamEverMeditate
## n missing distinct
## 6273 835 2
##
## Value No Yes
## Frequency 5430 843
## Proportion 0.87 0.13
## --------------------------------------------------------------------------------
## aCamEverSpecialDiet
## n missing distinct
## 6279 829 2
##
## Value No Yes
## Frequency 5591 688
## Proportion 0.89 0.11
## --------------------------------------------------------------------------------
## aCamEverSpiritHeal
## n missing distinct
## 6266 842 2
##
## Value No Yes
## Frequency 6060 206
## Proportion 0.967 0.033
## --------------------------------------------------------------------------------MIDUS 2 Individual CAMs
## MIDUS2_recode[camslist]
##
## 15 Variables 7354 Observations
## --------------------------------------------------------------------------------
## bCamEverAcupuncture
## n missing distinct
## 3980 3374 2
##
## Value No Yes
## Frequency 3898 82
## Proportion 0.979 0.021
## --------------------------------------------------------------------------------
## bCamEverBiofeedback
## n missing distinct
## 3969 3385 2
##
## Value No Yes
## Frequency 3932 37
## Proportion 0.991 0.009
## --------------------------------------------------------------------------------
## bCamEverChiropractor
## n missing distinct
## 3981 3373 2
##
## Value No Yes
## Frequency 3302 679
## Proportion 0.83 0.17
## --------------------------------------------------------------------------------
## bCamEverEnergy
## n missing distinct
## 3956 3398 2
##
## Value No Yes
## Frequency 3860 96
## Proportion 0.976 0.024
## --------------------------------------------------------------------------------
## bCamEverMoveTherapy
## n missing distinct
## 3973 3381 2
##
## Value No Yes
## Frequency 3369 604
## Proportion 0.85 0.15
## --------------------------------------------------------------------------------
## bCamEverHerbTherapy
## n missing distinct
## 3977 3377 2
##
## Value No Yes
## Frequency 3582 395
## Proportion 0.901 0.099
## --------------------------------------------------------------------------------
## bCamEverMegaVitamins
## n missing distinct
## 3974 3380 2
##
## Value No Yes
## Frequency 3522 452
## Proportion 0.89 0.11
## --------------------------------------------------------------------------------
## bCamEverHomeopathy
## n missing distinct
## 3968 3386 2
##
## Value No Yes
## Frequency 3801 167
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## bCamEverHypnosis
## n missing distinct
## 3970 3384 2
##
## Value No Yes
## Frequency 3929 41
## Proportion 0.99 0.01
## --------------------------------------------------------------------------------
## bCamEverImageTech
## n missing distinct
## 3956 3398 2
##
## Value No Yes
## Frequency 3799 157
## Proportion 0.96 0.04
## --------------------------------------------------------------------------------
## bCamEverMassage
## n missing distinct
## 3950 3404 2
##
## Value No Yes
## Frequency 3268 682
## Proportion 0.83 0.17
## --------------------------------------------------------------------------------
## bCamEverPray
## n missing distinct
## 3977 3377 2
##
## Value No Yes
## Frequency 2200 1777
## Proportion 0.55 0.45
## --------------------------------------------------------------------------------
## bCamEverMeditate
## n missing distinct
## 3961 3393 2
##
## Value No Yes
## Frequency 2999 962
## Proportion 0.76 0.24
## --------------------------------------------------------------------------------
## bCamEverSpecialDiet
## n missing distinct
## 3969 3385 2
##
## Value No Yes
## Frequency 3801 168
## Proportion 0.958 0.042
## --------------------------------------------------------------------------------
## bCamEverSpiritHeal
## n missing distinct
## 3972 3382 2
##
## Value No Yes
## Frequency 3765 207
## Proportion 0.948 0.052
## --------------------------------------------------------------------------------MIDUS 3 Individual CAMs
## MIDUS3_recode[camslist]
##
## 15 Variables 7108 Observations
## --------------------------------------------------------------------------------
## cCamEverAcupuncture
## n missing distinct
## 2867 4241 2
##
## Value No Yes
## Frequency 2763 104
## Proportion 0.964 0.036
## --------------------------------------------------------------------------------
## cCamEverBiofeedback
## n missing distinct
## 2857 4251 2
##
## Value No Yes
## Frequency 2823 34
## Proportion 0.988 0.012
## --------------------------------------------------------------------------------
## cCamEverChiropractor
## n missing distinct
## 2874 4234 2
##
## Value No Yes
## Frequency 2367 507
## Proportion 0.82 0.18
## --------------------------------------------------------------------------------
## cCamEverEnergy
## n missing distinct
## 2840 4268 2
##
## Value No Yes
## Frequency 2765 75
## Proportion 0.974 0.026
## --------------------------------------------------------------------------------
## cCamEverMoveTherapy
## n missing distinct
## 2865 4243 2
##
## Value No Yes
## Frequency 2317 548
## Proportion 0.81 0.19
## --------------------------------------------------------------------------------
## cCamEverHerbTherapy
## n missing distinct
## 2858 4250 2
##
## Value No Yes
## Frequency 2643 215
## Proportion 0.925 0.075
## --------------------------------------------------------------------------------
## cCamEverMegaVitamins
## n missing distinct
## 2863 4245 2
##
## Value No Yes
## Frequency 2578 285
## Proportion 0.9 0.1
## --------------------------------------------------------------------------------
## cCamEverHomeopathy
## n missing distinct
## 2860 4248 2
##
## Value No Yes
## Frequency 2727 133
## Proportion 0.953 0.047
## --------------------------------------------------------------------------------
## cCamEverHypnosis
## n missing distinct
## 2861 4247 2
##
## Value No Yes
## Frequency 2830 31
## Proportion 0.989 0.011
## --------------------------------------------------------------------------------
## cCamEverImageTech
## n missing distinct
## 2849 4259 2
##
## Value No Yes
## Frequency 2735 114
## Proportion 0.96 0.04
## --------------------------------------------------------------------------------
## cCamEverMassage
## n missing distinct
## 2817 4291 2
##
## Value No Yes
## Frequency 2274 543
## Proportion 0.81 0.19
## --------------------------------------------------------------------------------
## cCamEverPray
## n missing distinct
## 2855 4253 2
##
## Value No Yes
## Frequency 1658 1197
## Proportion 0.58 0.42
## --------------------------------------------------------------------------------
## cCamEverMeditate
## n missing distinct
## 2834 4274 2
##
## Value No Yes
## Frequency 2143 691
## Proportion 0.76 0.24
## --------------------------------------------------------------------------------
## cCamEverSpecialDiet
## n missing distinct
## 2860 4248 2
##
## Value No Yes
## Frequency 2685 175
## Proportion 0.939 0.061
## --------------------------------------------------------------------------------
## cCamEverSpiritHeal
## n missing distinct
## 2858 4250 2
##
## Value No Yes
## Frequency 2710 148
## Proportion 0.948 0.052
## --------------------------------------------------------------------------------MIDUS 1 CAM Summed Index
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 2 16 17 17 18 32 814## median mean SE.mean CI.mean.0.95 var std.dev
## 17.000 17.104 0.023 0.044 3.206 1.791
## coef.var
## 0.105
## Warning: Removed 814 rows containing non-finite values (stat_density).
MIDUS 2 CAM Summed Index
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1 16 17 17 18 31 3342## median mean SE.mean CI.mean.0.95 var std.dev
## 17.000 17.432 0.038 0.074 5.689 2.385
## coef.var
## 0.137
## Warning: Removed 3342 rows containing non-finite values (stat_density).
MIDUS 3 CAM Summed Index
## MIDUS3_recode$cCamSum
## n missing distinct Info Mean Gmd .05 .10
## 2899 4209 27 0.927 17.42 2.329 16 16
## .25 .50 .75 .90 .95
## 16 17 18 20 22
##
## lowest : 1 2 4 6 8, highest: 28 29 30 31 32## median mean SE.mean CI.mean.0.95 var std.dev
## 17.000 17.419 0.048 0.094 6.733 2.595
## coef.var
## 0.149
## Warning: Removed 4209 rows containing non-finite values (stat_density).
Income
MIDUS 1 Household Income
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0 29000 55000 73380 95000 300000 998## median mean SE.mean CI.mean.0.95 var
## 55000.00 73379.62 830.03 1627.15 4209495124.10
## std.dev coef.var
## 64880.62 0.88
## Warning: Removed 998 rows containing non-finite values (stat_density).
MIDUS 2 Household Income
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0 29000 57500 71364 95443 300000 3500## x
## median 57500.00
## mean 71363.52
## SE.mean 973.95
## CI.mean.0.95 1909.51
## var 3655822857.30
## std.dev 60463.40
## coef.var 0.85
## Warning: Removed 3500 rows containing non-finite values (stat_density).
MIDUS 3 Household Income
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0 34000 68000 87920 121250 300000 4396## x
## median 68000.00
## mean 87919.71
## SE.mean 1421.75
## CI.mean.0.95 2787.82
## var 5481942578.04
## std.dev 74040.14
## coef.var 0.84
## Warning: Removed 4396 rows containing non-finite values (stat_density).
Education
MIDUS 1 Education
##
## Less than High School
## 681
## High School or GED
## 2060
## Some college/Associates/2-year college or vocational school
## 2173
## Bachelors
## 1437
## Graduate or Professional Degree
## 744
## <NA>
## 13
MIDUS 2 Education
##
## Less than High School
## 309
## High School or GED
## 1327
## Some college/Associates/2-year college or vocational school
## 1484
## Bachelors
## 1109
## Graduate or Professional Degree
## 727
## <NA>
## 2398
MIDUS 3 Education
##
## Less than High School
## 170
## High School or GED
## 785
## Some college/Associates/2-year college or vocational school
## 953
## Bachelors
## 794
## Graduate or Professional Degree
## 581
## <NA>
## 3825
Gender
MIDUS 1 Gender
## MIDUS1_recode$aGender
## n missing distinct
## 7106 2 2
##
## Value (1) Male (2) Female
## Frequency 3440 3666
## Proportion 0.48 0.52MIDUS 2 Gender
## MIDUS2_recode$bGender
## n missing distinct
## 4963 2391 2
##
## Value (1) MALE (2) FEMALE
## Frequency 2316 2647
## Proportion 0.47 0.53MIDUS 3 Gender
## MIDUS3_recode$cGender
## n missing distinct
## 3294 3814 2
##
## Value (1) MALE (2) FEMALE
## Frequency 1484 1810
## Proportion 0.45 0.55Race and Ethnicity
MIDUS 1 Race and Ethnicity
##
## White Black Other <NA>
## 5600 321 255 932
MIDUS 2 Race and Ethnicity
##
## Non-Hispanic White Non-Hispanic Black Hispanic Other
## 4392 225 151 164
## <NA>
## 2422
MIDUS 3 Race and Ethnicity
##
## Non-Hispanic White Non-Hispanic Black Hispanic Other
## 2853 121 98 191
## <NA>
## 3845
# Bivariate Distributions
Income and CAMs
MIDUS 1
## Warning: Removed 1022 rows containing missing values (geom_point).
##
## Pearson's product-moment correlation
##
## data: x and y
## t = -0.9, df = 6084, p-value = 0.4
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -0.036 0.014
## sample estimates:
## cor
## -0.011MIDUS 2
## Warning: Removed 3523 rows containing missing values (geom_point).
##
## Pearson's product-moment correlation
##
## data: x and y
## t = 1, df = 3829, p-value = 0.2
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -0.010 0.053
## sample estimates:
## cor
## 0.022MIDUS 3
## Warning: Removed 4416 rows containing missing values (geom_point).
##
## Pearson's product-moment correlation
##
## data: x and y
## t = 4, df = 2690, p-value = 0.00004
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## 0.041 0.116
## sample estimates:
## cor
## 0.079Education and CAMs
MIDUS 1
## Warning: Removed 814 rows containing non-finite values (stat_bin).
## Warning: Removed 814 rows containing non-finite values (stat_bin).
MIDUS 2
## Warning: Removed 3342 rows containing non-finite values (stat_bin).
## Warning: Removed 3342 rows containing non-finite values (stat_bin).
MIDUS 3
## Warning: Removed 4209 rows containing non-finite values (stat_bin).
## Warning: Removed 4209 rows containing non-finite values (stat_bin).
Gender and CAM Summed Index
MIDUS 1
##
## (1) Male (2) Female
## 2 1 2
## 3 3 0
## 4 1 2
## 8 0 1
## 10 0 1
## 11 1 0
## 12 1 3
## 13 2 4
## 14 4 10
## 15 23 20
## 16 1645 1375
## 17 641 808
## 18 314 457
## 19 180 282
## 20 78 134
## 21 45 73
## 22 18 60
## 23 14 26
## 24 4 16
## 25 5 12
## 26 2 11
## 27 4 3
## 28 0 5
## 30 1 1
## 32 0 1## Warning: Removed 814 rows containing non-finite values (stat_bin).
## Warning: Removed 814 rows containing non-finite values (stat_bin).
MIDUS 2
##
## (1) MALE (2) FEMALE
## 1 1 0
## 2 2 7
## 3 1 0
## 4 5 5
## 5 0 1
## 6 1 5
## 7 0 1
## 8 1 1
## 9 0 1
## 10 1 2
## 11 0 1
## 13 2 1
## 14 1 2
## 15 25 26
## 16 839 729
## 17 416 459
## 18 216 348
## 19 137 208
## 20 60 159
## 21 34 102
## 22 20 61
## 23 10 31
## 24 13 24
## 25 4 13
## 26 3 15
## 27 2 6
## 28 2 2
## 29 1 3
## 30 0 1
## 31 1 0## Warning: Removed 3342 rows containing non-finite values (stat_bin).
## Warning: Removed 3342 rows containing non-finite values (stat_bin).
MIDUS 3
##
## (1) MALE (2) FEMALE
## 1 0 2
## 2 4 10
## 4 2 6
## 6 0 3
## 8 0 2
## 10 1 1
## 12 1 0
## 13 0 2
## 14 5 5
## 15 13 20
## 16 607 527
## 17 277 339
## 18 165 262
## 19 94 145
## 20 61 101
## 21 18 56
## 22 13 38
## 23 10 27
## 24 12 18
## 25 5 16
## 26 1 8
## 27 1 9
## 28 1 4
## 29 2 1
## 30 1 1
## 31 0 1
## 32 1 0## Warning: Removed 4209 rows containing non-finite values (stat_bin).
## Warning: Removed 4209 rows containing non-finite values (stat_bin).
Race and CAM Summed Index
MIDUS 1
##
## White Black Other
## 2 1 2 0
## 3 2 0 0
## 4 1 2 0
## 8 1 0 0
## 10 0 0 1
## 11 0 0 1
## 12 1 1 1
## 13 6 0 0
## 14 13 0 1
## 15 34 6 1
## 16 2669 169 115
## 17 1294 65 53
## 18 706 28 27
## 19 415 22 18
## 20 181 10 11
## 21 102 6 7
## 22 68 4 5
## 23 31 3 6
## 24 18 0 2
## 25 14 0 2
## 26 11 0 2
## 27 7 0 0
## 28 3 1 1
## 30 2 0 0
## 32 1 0 0## Warning: Removed 814 rows containing non-finite values (stat_bin).
## Warning: Removed 814 rows containing non-finite values (stat_bin).
MIDUS 2
##
## Non-Hispanic White Non-Hispanic Black Hispanic Other
## 1 1 0 0 0
## 2 8 1 0 0
## 3 1 0 0 0
## 4 9 0 0 1
## 5 1 0 0 0
## 6 4 0 1 1
## 7 1 0 0 0
## 8 2 0 0 0
## 9 0 0 0 1
## 10 2 1 0 0
## 11 0 1 0 0
## 13 1 1 0 1
## 14 2 1 0 0
## 15 46 1 2 1
## 16 1400 57 47 53
## 17 805 28 15 23
## 18 516 21 12 14
## 19 308 10 11 11
## 20 199 5 6 6
## 21 119 5 5 7
## 22 71 3 5 2
## 23 41 0 0 0
## 24 27 6 4 0
## 25 15 1 1 0
## 26 16 1 1 0
## 27 7 0 0 1
## 28 4 0 0 0
## 29 4 0 0 0
## 30 1 0 0 0
## 31 0 0 1 0## Warning: Removed 3342 rows containing non-finite values (stat_bin).
## Warning: Removed 3342 rows containing non-finite values (stat_bin).
MIDUS 3
##
## Non-Hispanic White Non-Hispanic Black Hispanic Other
## 1 2 0 0 0
## 2 14 0 0 0
## 4 7 1 0 0
## 6 1 1 1 0
## 8 2 0 0 0
## 10 2 0 0 0
## 12 1 0 0 0
## 13 2 0 0 0
## 14 9 0 1 0
## 15 28 1 1 3
## 16 977 47 29 74
## 17 541 16 13 40
## 18 373 10 16 23
## 19 213 7 10 9
## 20 139 7 2 11
## 21 63 2 4 3
## 22 43 3 1 3
## 23 35 1 1 0
## 24 25 2 0 2
## 25 19 0 0 2
## 26 8 0 0 1
## 27 10 0 0 0
## 28 3 2 0 0
## 29 3 0 0 0
## 30 2 0 0 0
## 31 1 0 0 0
## 32 1 0 0 0## Warning: Removed 4209 rows containing non-finite values (stat_bin).
## Warning: Removed 4209 rows containing non-finite values (stat_bin).
Missing Cases
MIDUS 1
Table: Total and percent missing on each variable
## # A tibble: 21 x 3
## variable n_miss pct_miss
## <chr> <int> <dbl>
## 1 aHHIncome 998 14.0
## 2 aCamEverOtherHeal 957 13.5
## 3 aRace 932 13.1
## 4 aCamEverHomeopathy 858 12.1
## 5 aCamEverMassage 845 11.9
## 6 aCamEverPray 845 11.9
## 7 aCamEverSpiritHeal 842 11.8
## 8 aCamEverHerbTherapy 839 11.8
## 9 aCamEverMegaVitamins 839 11.8
## 10 aCamEverImageTech 838 11.8
## 11 aCamEverEnergy 837 11.8
## 12 aCamEverBiofeedback 836 11.8
## 13 aCamEverMeditate 835 11.7
## 14 aCamEverMoveTherapy 833 11.7
## 15 aCamEverHypnosis 832 11.7
## 16 aCamEverAcupuncture 829 11.7
## 17 aCamEverSpecialDiet 829 11.7
## 18 aCamEverChiropractor 826 11.6
## 19 aCamSum 814 11.5
## 20 aEducation 13 0.183
## 21 aGender 2 0.0281Missing summary for each observation
Missing pattern intersections all variables
Missing pattern intersections for all CAMs
Missing patterns by summed index and all social variables
MIDUS 2
Table: Total and percent missing on each variable
## # A tibble: 21 x 3
## variable n_miss pct_miss
## <chr> <int> <dbl>
## 1 bCamEverOtherHeal 3558 48.4
## 2 bHHIncome 3500 47.6
## 3 bCamEverMassage 3404 46.3
## 4 bCamEverEnergy 3398 46.2
## 5 bCamEverImageTech 3398 46.2
## 6 bCamEverMeditate 3393 46.1
## 7 bCamEverHomeopathy 3386 46.0
## 8 bCamEverBiofeedback 3385 46.0
## 9 bCamEverSpecialDiet 3385 46.0
## 10 bCamEverHypnosis 3384 46.0
## 11 bCamEverSpiritHeal 3382 46.0
## 12 bCamEverMoveTherapy 3381 46.0
## 13 bCamEverMegaVitamins 3380 46.0
## 14 bCamEverHerbTherapy 3377 45.9
## 15 bCamEverPray 3377 45.9
## 16 bCamEverAcupuncture 3374 45.9
## 17 bCamEverChiropractor 3373 45.9
## 18 bCamSum 3342 45.4
## 19 bRace 2422 32.9
## 20 bEducation 2398 32.6
## 21 bGender 2391 32.5Missing summary for each observation
Missing pattern intersections all variables
Missing pattern intersections for all CAMs
Missing patterns by summed index and all social variables
MIDUS 3
Table: Total and percent missing on each variable
## # A tibble: 21 x 3
## variable n_miss pct_miss
## <chr> <int> <dbl>
## 1 cHHIncome 4396 61.8
## 2 cCamEverOtherHeal 4310 60.6
## 3 cCamEverMassage 4291 60.4
## 4 cCamEverMeditate 4274 60.1
## 5 cCamEverEnergy 4268 60.0
## 6 cCamEverImageTech 4259 59.9
## 7 cCamEverPray 4253 59.8
## 8 cCamEverBiofeedback 4251 59.8
## 9 cCamEverHerbTherapy 4250 59.8
## 10 cCamEverSpiritHeal 4250 59.8
## 11 cCamEverHomeopathy 4248 59.8
## 12 cCamEverSpecialDiet 4248 59.8
## 13 cCamEverHypnosis 4247 59.7
## 14 cCamEverMegaVitamins 4245 59.7
## 15 cCamEverMoveTherapy 4243 59.7
## 16 cCamEverAcupuncture 4241 59.7
## 17 cCamEverChiropractor 4234 59.6
## 18 cCamSum 4209 59.2
## 19 cRace 3845 54.1
## 20 cEducation 3825 53.8
## 21 cGender 3814 53.7Missing summary for each observation
Missing pattern intersections all variables
Missing pattern intersections for all CAMs
Missing patterns by summed index and all social variables
