Drop columns with all missing (NA) values.
Details
Drop columns that have no observed values, i.e., all values in the column are
missing (NA), excluding the ignored columns.
See also
Other dataManipulation:
columnBindFill(),
convert.magic(),
dropRowsWithAllNA(),
varsDifferentTypes()
Other dataEvaluations:
dropRowsWithAllNA(),
is.nan.data.frame(),
not_all_na(),
not_any_na()
Examples
# Prepare Data
df <- expand.grid(ID = 1:100, time = c(1, 2, 3), rater = c(1, 2),
naCol1 = NA, naCol2 = NA)
df <- df[order(df$ID),]
row.names(df) <- NULL
df$score1 <- rnorm(nrow(df))
df$score2 <- rnorm(nrow(df))
df$score3 <- rnorm(nrow(df))
df[sample(1:nrow(df), size = 100), c("score1","score2","score3")] <- NA
# Drop Rows with All NA in Non-Ignored Columns
dropColsWithAllNA(df)
#> ID time rater score1 score2 score3
#> 1 1 1 1 -1.876236775 0.047399133 -0.621150422
#> 2 1 2 1 NA NA NA
#> 3 1 3 1 -2.129297308 1.207632181 0.853465374
#> 4 1 1 2 0.337646027 0.032001384 1.888819161
#> 5 1 2 2 -1.574574848 0.180397550 -0.867441159
#> 6 1 3 2 -0.196319415 0.077160580 0.714420496
#> 7 2 1 1 NA NA NA
#> 8 2 2 1 NA NA NA
#> 9 2 3 1 NA NA NA
#> 10 2 1 2 NA NA NA
#> 11 2 2 2 -2.761867518 -0.928482969 0.203698336
#> 12 2 3 2 NA NA NA
#> 13 3 1 1 1.024571594 -0.811598824 -0.212971834
#> 14 3 2 1 -0.659185548 1.311247408 0.487549814
#> 15 3 3 1 -0.386304379 0.815566796 -1.067709165
#> 16 3 1 2 -0.242498949 0.120032668 -1.180488666
#> 17 3 2 2 0.220593240 0.881789848 2.159175760
#> 18 3 3 2 -1.481090030 -1.798743117 -0.417812648
#> 19 4 1 1 0.724691204 -0.957051078 0.087654958
#> 20 4 2 1 -2.377514701 -0.474058606 -0.543709068
#> 21 4 3 1 NA NA NA
#> 22 4 1 2 -0.469704813 0.253690073 1.800624858
#> 23 4 2 2 -0.280516288 -0.214401713 -0.794247350
#> 24 4 3 2 0.574836585 -2.370181451 -0.360360559
#> 25 5 1 1 -0.205676846 0.003258078 0.631460646
#> 26 5 2 1 0.234880505 0.669745568 -1.663279352
#> 27 5 3 1 0.110628321 0.226820843 -0.488005245
#> 28 5 1 2 0.274202233 -0.591868492 -0.020752219
#> 29 5 2 2 1.574919630 -0.405414494 0.933871038
#> 30 5 3 2 NA NA NA
#> 31 6 1 1 -0.059612250 0.241625825 -1.019630064
#> 32 6 2 1 -0.149587715 -1.436087478 -1.680328321
#> 33 6 3 1 0.266168788 -0.314552745 2.281394917
#> 34 6 1 2 NA NA NA
#> 35 6 2 2 -0.579388093 0.836254248 0.712307192
#> 36 6 3 2 0.942199374 -0.052349287 1.220747981
#> 37 7 1 1 -0.706361360 0.951957625 0.336018683
#> 38 7 2 1 -1.275402100 1.494512798 -0.279147937
#> 39 7 3 1 0.733259917 -0.344214729 0.076422131
#> 40 7 1 2 -0.420207094 0.645775407 -0.354509030
#> 41 7 2 2 -0.255375086 -1.534500551 1.432658547
#> 42 7 3 2 NA NA NA
#> 43 8 1 1 1.212448330 -0.504358892 0.344012511
#> 44 8 2 1 -0.445363006 -0.406909625 -0.830323380
#> 45 8 3 1 1.138667521 -0.460935206 0.482115591
#> 46 8 1 2 0.190523483 2.214908426 -0.688660369
#> 47 8 2 2 -1.366393612 1.486967820 -1.093359720
#> 48 8 3 2 -1.298102601 -0.355098858 0.841060978
#> 49 9 1 1 -2.137098312 0.876203737 1.454136238
#> 50 9 2 1 -0.096205525 -0.214696646 0.137240272
#> 51 9 3 1 NA NA NA
#> 52 9 1 2 -0.474591230 -1.838661562 1.223728019
#> 53 9 2 2 1.763130612 0.172937164 -1.053314136
#> 54 9 3 2 2.025846064 -0.763245040 1.840332640
#> 55 10 1 1 0.427618809 -1.118492914 -2.231484275
#> 56 10 2 1 NA NA NA
#> 57 10 3 1 -0.833835311 0.981193912 -0.230472754
#> 58 10 1 2 0.398259155 1.191749205 1.756315261
#> 59 10 2 2 -1.474537931 0.632833568 0.475705566
#> 60 10 3 2 -0.395441200 0.532825947 0.782644366
#> 61 11 1 1 -0.130702468 -0.820121900 -1.146245649
#> 62 11 2 1 -1.999493950 -0.159325676 0.950180682
#> 63 11 3 1 NA NA NA
#> 64 11 1 2 0.420113998 -0.390664205 -2.473551488
#> 65 11 2 2 -0.062861629 -0.402775110 1.376264164
#> 66 11 3 2 -0.080131848 1.276706963 2.477145067
#> 67 12 1 1 -0.032283414 0.821075754 -1.337234198
#> 68 12 2 1 -0.718980925 0.419785146 2.024155203
#> 69 12 3 1 -1.116561323 1.711661220 0.859593181
#> 70 12 1 2 -0.780269903 -2.215632715 0.728471344
#> 71 12 2 2 -1.776958529 -0.184878197 1.702971138
#> 72 12 3 2 -0.427834874 0.671168243 -1.349671966
#> 73 13 1 1 -2.031027012 -0.795140242 0.085960972
#> 74 13 2 1 2.750764753 -1.566257835 0.204207089
#> 75 13 3 1 1.513669721 1.213732488 -0.979050445
#> 76 13 1 2 NA NA NA
#> 77 13 2 2 NA NA NA
#> 78 13 3 2 -1.270808180 0.613377167 -1.278834279
#> 79 14 1 1 -0.163564232 1.483931321 -0.319978820
#> 80 14 2 1 -0.610945489 -0.443773736 -1.872828606
#> 81 14 3 1 1.251884192 0.268589741 0.091322657
#> 82 14 1 2 NA NA NA
#> 83 14 2 2 -1.705581680 0.478528762 -0.110119494
#> 84 14 3 2 -0.855413129 1.669859573 -1.051575816
#> 85 15 1 1 NA NA NA
#> 86 15 2 1 -0.324446958 -0.440936271 -0.619138043
#> 87 15 3 1 -0.172564902 0.734408890 0.255199046
#> 88 15 1 2 -1.236062917 -0.575309458 -0.439315917
#> 89 15 2 2 NA NA NA
#> 90 15 3 2 -0.094504024 0.059301839 0.832506126
#> 91 16 1 1 0.032555789 0.848264703 -0.913787407
#> 92 16 2 1 0.461290115 2.575396587 -0.272595426
#> 93 16 3 1 1.381400302 0.094259964 0.751086555
#> 94 16 1 2 -0.416476274 -0.519949532 -0.076856255
#> 95 16 2 2 0.680942673 0.774428621 0.147101528
#> 96 16 3 2 -0.414373044 1.228289259 -0.321238201
#> 97 17 1 1 NA NA NA
#> 98 17 2 1 -0.684019731 -0.125241723 -0.761038444
#> 99 17 3 1 -0.885648601 -0.759094766 -0.759025393
#> 100 17 1 2 NA NA NA
#> 101 17 2 2 0.185561215 -0.156039669 0.332236386
#> 102 17 3 2 -0.608657789 0.132582442 -0.231934768
#> 103 18 1 1 -0.731102853 -0.974084022 -0.815807168
#> 104 18 2 1 2.715144213 -1.250949663 0.216074797
#> 105 18 3 1 -1.339387041 -0.046336042 -1.138865785
#> 106 18 1 2 -0.646015249 1.137387771 0.140105007
#> 107 18 2 2 -0.932454615 1.264449891 -0.662133906
#> 108 18 3 2 -0.769086928 -0.548742076 -0.534391766
#> 109 19 1 1 0.371579783 0.682391430 -1.412830881
#> 110 19 2 1 0.355432783 -0.929773363 1.217203500
#> 111 19 3 1 -0.983998491 -0.975148693 0.425531888
#> 112 19 1 2 0.214729594 -0.027117079 -0.120928613
#> 113 19 2 2 -0.080085080 0.446671886 0.651430723
#> 114 19 3 2 NA NA NA
#> 115 20 1 1 1.108148963 0.113049080 0.705192456
#> 116 20 2 1 1.078477638 1.051229395 0.805650671
#> 117 20 3 1 -0.440250341 0.326977400 -0.179990583
#> 118 20 1 2 -0.778169014 0.787037444 1.072861877
#> 119 20 2 2 -1.818590012 0.441559619 -0.082523465
#> 120 20 3 2 -1.124080904 -1.019304514 1.072598758
#> 121 21 1 1 1.060523843 -0.158698326 -0.002079741
#> 122 21 2 1 -1.478700159 -1.637701292 -0.859905321
#> 123 21 3 1 -1.551560169 2.839266231 0.748074130
#> 124 21 1 2 0.777506675 0.961819160 1.356515448
#> 125 21 2 2 1.068440137 0.508432001 0.400001599
#> 126 21 3 2 -0.183587701 0.259523192 0.636256611
#> 127 22 1 1 NA NA NA
#> 128 22 2 1 -0.213242384 -1.805527531 -0.580927235
#> 129 22 3 1 0.930535264 0.178383232 1.093896134
#> 130 22 1 2 0.410811796 -0.525777309 -0.532691097
#> 131 22 2 2 -1.279844298 0.400186316 0.683984092
#> 132 22 3 2 -0.782366628 -0.122587586 -0.684263667
#> 133 23 1 1 -2.276083450 -0.071345032 1.625943271
#> 134 23 2 1 -0.126395908 2.095734365 -0.631734454
#> 135 23 3 1 1.448146707 1.322082615 -1.353779986
#> 136 23 1 2 -1.442757372 1.200558995 0.387122228
#> 137 23 2 2 NA NA NA
#> 138 23 3 2 -0.743299901 -0.441476451 -0.358785321
#> 139 24 1 1 NA NA NA
#> 140 24 2 1 NA NA NA
#> 141 24 3 1 -0.607502085 -0.034132882 0.505671343
#> 142 24 1 2 -0.295560270 0.296227003 0.024106090
#> 143 24 2 2 -0.134537140 -0.221059772 0.295359647
#> 144 24 3 2 0.814784367 0.187706159 1.275350360
#> 145 25 1 1 -0.272921733 -0.438062172 0.204477180
#> 146 25 2 1 2.159485797 -0.088733579 0.186747913
#> 147 25 3 1 1.091737569 0.634250029 0.709749842
#> 148 25 1 2 0.743384845 0.865538237 0.375846729
#> 149 25 2 2 -1.207859353 -0.430593090 0.405413237
#> 150 25 3 2 0.327818052 0.013030894 0.330985753
#> 151 26 1 1 -0.534165106 0.051249629 1.593760511
#> 152 26 2 1 1.283946719 0.538638152 0.555075757
#> 153 26 3 1 NA NA NA
#> 154 26 1 2 -0.395677069 -2.422911275 -0.225557951
#> 155 26 2 2 -0.694868327 -0.806290253 -0.342381835
#> 156 26 3 2 -1.492080701 -0.484679992 -1.736559496
#> 157 27 1 1 1.444257235 -0.653077284 0.163560903
#> 158 27 2 1 -0.347017388 -0.293764247 0.298293513
#> 159 27 3 1 -0.040259166 -0.276989004 0.175870029
#> 160 27 1 2 1.246632110 0.136469589 -1.405601011
#> 161 27 2 2 -1.346301524 1.067207722 -0.215255891
#> 162 27 3 2 -0.573901281 0.001828103 -0.502680266
#> 163 28 1 1 -0.705959250 0.140092252 1.683881702
#> 164 28 2 1 NA NA NA
#> 165 28 3 1 -0.246970481 2.365811636 -0.252554758
#> 166 28 1 2 -0.335560929 -1.696474415 -1.604868007
#> 167 28 2 2 -0.249376870 0.682585584 1.153376302
#> 168 28 3 2 0.459522561 1.361561976 -1.266363058
#> 169 29 1 1 -0.460075481 1.905955757 -0.250127880
#> 170 29 2 1 0.058932798 -0.672838542 -0.538988584
#> 171 29 3 1 -0.742591082 -1.062911432 -0.611159385
#> 172 29 1 2 -2.163574004 1.633683158 0.807837347
#> 173 29 2 2 -0.232896492 0.540830359 1.357967557
#> 174 29 3 2 0.874906829 1.456857971 1.000928446
#> 175 30 1 1 -0.973494027 -1.933784243 -1.258705305
#> 176 30 2 1 -0.512746864 -0.880400798 -1.395429138
#> 177 30 3 1 -0.923487986 -0.797730162 0.326775093
#> 178 30 1 2 -1.494425725 -0.886130974 -0.566269784
#> 179 30 2 2 -0.165930360 -0.294827785 -0.040093207
#> 180 30 3 2 NA NA NA
#> 181 31 1 1 NA NA NA
#> 182 31 2 1 -1.146478343 0.720546895 0.330858231
#> 183 31 3 1 -0.909849112 1.000469215 1.143623543
#> 184 31 1 2 3.109182685 0.527999513 -1.381713624
#> 185 31 2 2 -1.069552775 1.163605931 -0.844069552
#> 186 31 3 2 -0.700109518 0.173137014 -1.836583479
#> 187 32 1 1 -0.198444470 0.577917253 1.044170831
#> 188 32 2 1 NA NA NA
#> 189 32 3 1 -0.050159767 0.904521145 0.800349614
#> 190 32 1 2 1.313143547 -0.016586710 0.714933031
#> 191 32 2 2 0.086013515 -0.922297409 -0.317171209
#> 192 32 3 2 NA NA NA
#> 193 33 1 1 0.655070329 -1.787199640 1.505248197
#> 194 33 2 1 0.019393549 -1.066551779 -0.419147872
#> 195 33 3 1 0.696269961 -1.129829171 -0.208179987
#> 196 33 1 2 2.008869895 0.387267796 1.025008622
#> 197 33 2 2 -0.056978283 1.270263382 -2.109352248
#> 198 33 3 2 NA NA NA
#> 199 34 1 1 -0.021890165 -0.123604069 0.427476044
#> 200 34 2 1 -0.830808160 -0.971640654 0.309712183
#> 201 34 3 1 NA NA NA
#> 202 34 1 2 NA NA NA
#> 203 34 2 2 1.330580365 -1.682873392 0.702742649
#> 204 34 3 2 -0.811333019 0.135875428 -1.543797498
#> 205 35 1 1 1.795036105 0.498437767 -1.139419424
#> 206 35 2 1 0.686626326 1.333462968 0.370802634
#> 207 35 3 1 0.089378001 -0.022954568 0.249291812
#> 208 35 1 2 NA NA NA
#> 209 35 2 2 0.071318125 -0.440614893 -0.371594045
#> 210 35 3 2 0.233048376 -1.941405982 0.908843016
#> 211 36 1 1 1.986376577 1.415706719 0.772073385
#> 212 36 2 1 -0.951670789 0.596399657 0.366647135
#> 213 36 3 1 -0.558642319 -0.652922289 0.234063054
#> 214 36 1 2 0.255814543 -0.154144673 -0.824637494
#> 215 36 2 2 NA NA NA
#> 216 36 3 2 NA NA NA
#> 217 37 1 1 NA NA NA
#> 218 37 2 1 -1.536653804 1.639453666 0.154668564
#> 219 37 3 1 0.453984370 -1.564734714 -1.319062104
#> 220 37 1 2 0.874398568 0.511589918 -0.559444239
#> 221 37 2 2 NA NA NA
#> 222 37 3 2 -1.078965237 0.362795564 -0.161854635
#> 223 38 1 1 -1.134849941 0.770735944 -1.212698055
#> 224 38 2 1 0.022614307 -1.288986224 1.371345622
#> 225 38 3 1 NA NA NA
#> 226 38 1 2 -0.278772443 -0.102383386 -1.265853773
#> 227 38 2 2 -0.024206406 -0.647611750 1.174275795
#> 228 38 3 2 0.825020302 -0.373253836 0.695991675
#> 229 39 1 1 -0.750182780 0.083347213 0.800070376
#> 230 39 2 1 0.536210466 0.917216273 -1.002196891
#> 231 39 3 1 -1.572717483 -0.258953302 -0.677115667
#> 232 39 1 2 -0.986427417 0.677025733 0.720963599
#> 233 39 2 2 1.983512323 -0.420100735 0.960168144
#> 234 39 3 2 -1.851378443 1.047205425 -0.145665667
#> 235 40 1 1 -0.909788183 -1.546576348 1.505255540
#> 236 40 2 1 -1.951440016 -1.046005681 0.678180406
#> 237 40 3 1 -0.800276459 -2.272669757 -0.265552196
#> 238 40 1 2 -1.869361599 -0.316651938 -0.458132537
#> 239 40 2 2 -0.750571483 -1.476190645 1.738431533
#> 240 40 3 2 -0.590938385 -0.100387827 -0.013105949
#> 241 41 1 1 -0.742099269 -0.746222611 -0.794353354
#> 242 41 2 1 0.693512077 0.203645883 0.255333393
#> 243 41 3 1 NA NA NA
#> 244 41 1 2 -1.863895099 -1.014286644 -0.502384014
#> 245 41 2 2 -1.274508920 1.145760347 0.918235108
#> 246 41 3 2 -1.781770808 -0.214418765 -0.415556110
#> 247 42 1 1 -0.508593389 1.674899343 -0.497454127
#> 248 42 2 1 -1.736878286 0.116360148 0.122983974
#> 249 42 3 1 0.040481303 1.426565587 -0.994093841
#> 250 42 1 2 -0.124179458 -0.239667330 0.485937859
#> 251 42 2 2 NA NA NA
#> 252 42 3 2 0.160662477 0.322897729 0.166600822
#> 253 43 1 1 -0.662359632 0.021746800 0.095564919
#> 254 43 2 1 -0.334851661 0.317624820 0.937361737
#> 255 43 3 1 0.623011586 -0.969700843 -0.778592244
#> 256 43 1 2 1.028194292 1.434467716 -0.346014963
#> 257 43 2 2 NA NA NA
#> 258 43 3 2 0.916911054 0.396349598 -0.679378277
#> 259 44 1 1 NA NA NA
#> 260 44 2 1 -0.685932457 0.716472580 2.202935147
#> 261 44 3 1 -1.094568193 -0.061115805 -0.328772531
#> 262 44 1 2 0.364874099 2.274376578 1.751776850
#> 263 44 2 2 -1.008017083 -0.897637203 -0.971651737
#> 264 44 3 2 0.554996436 0.618037813 -1.689546894
#> 265 45 1 1 NA NA NA
#> 266 45 2 1 0.105373296 0.713500681 2.426894783
#> 267 45 3 1 -0.253737853 0.526209825 -0.228460020
#> 268 45 1 2 -0.976491232 -0.470555734 1.113283521
#> 269 45 2 2 0.394217766 0.608828550 -0.437063852
#> 270 45 3 2 NA NA NA
#> 271 46 1 1 0.631443810 -0.819748202 1.436597731
#> 272 46 2 1 -0.483398255 -0.128422743 -0.918664322
#> 273 46 3 1 -1.526333936 -0.365022796 -1.914602512
#> 274 46 1 2 0.616842281 -0.074789419 0.114969531
#> 275 46 2 2 1.229286839 -1.096987881 1.510348121
#> 276 46 3 2 0.157453027 0.966713334 -0.009052613
#> 277 47 1 1 1.406342056 0.939926947 -0.135856744
#> 278 47 2 1 0.396800917 -1.600175495 -0.336250668
#> 279 47 3 1 0.326422964 0.208536586 0.357796527
#> 280 47 1 2 -1.459343308 1.121260348 0.340498580
#> 281 47 2 2 -0.799295527 -0.651995398 3.097230704
#> 282 47 3 2 0.470012796 -1.090135269 0.677352741
#> 283 48 1 1 -1.150180520 -0.712182080 0.385994964
#> 284 48 2 1 NA NA NA
#> 285 48 3 1 NA NA NA
#> 286 48 1 2 NA NA NA
#> 287 48 2 2 -0.541594360 -0.511637695 1.855263642
#> 288 48 3 2 0.875813417 -0.001967701 -0.624714964
#> 289 49 1 1 0.740838155 1.783134496 0.175872582
#> 290 49 2 1 -0.164812388 1.031380979 -1.365788853
#> 291 49 3 1 -0.750964284 -0.580704688 -1.345518474
#> 292 49 1 2 -1.253366291 -1.593084983 0.947265271
#> 293 49 2 2 NA NA NA
#> 294 49 3 2 NA NA NA
#> 295 50 1 1 -0.274943778 0.665378803 0.079631976
#> 296 50 2 1 NA NA NA
#> 297 50 3 1 NA NA NA
#> 298 50 1 2 -0.985343916 -0.528728468 -0.119361311
#> 299 50 2 2 -1.491189746 -1.212315122 1.643998625
#> 300 50 3 2 0.819592449 -0.619899029 -1.310997765
#> 301 51 1 1 NA NA NA
#> 302 51 2 1 1.053605251 0.096229707 1.369665491
#> 303 51 3 1 -0.071428639 -1.561350265 -0.348512400
#> 304 51 1 2 0.952444607 0.698374219 -0.545470652
#> 305 51 2 2 -0.384037519 0.038195755 -0.020519678
#> 306 51 3 2 -0.417759992 0.234660661 -0.338849889
#> 307 52 1 1 -0.470268171 1.021328475 0.185592100
#> 308 52 2 1 -1.690180287 1.475123570 0.345862657
#> 309 52 3 1 -0.945497655 -0.048398385 -0.793332374
#> 310 52 1 2 -0.343011960 -0.594672262 -0.748631612
#> 311 52 2 2 0.358462408 -0.474006086 -1.846666644
#> 312 52 3 2 0.048188861 -0.326361283 -1.556824415
#> 313 53 1 1 1.130172278 -1.185661675 0.002354941
#> 314 53 2 1 -0.527632312 -0.977288119 1.470206284
#> 315 53 3 1 0.479575325 -0.682677435 -0.777484495
#> 316 53 1 2 1.417529298 -0.032527689 0.704613433
#> 317 53 2 2 NA NA NA
#> 318 53 3 2 -0.394187003 0.028254600 0.931972929
#> 319 54 1 1 0.525257637 -0.688045915 2.616178688
#> 320 54 2 1 -0.795935096 -0.894731112 -1.477492275
#> 321 54 3 1 0.245096448 -0.533170591 0.074677229
#> 322 54 1 2 -0.779319835 0.583858371 -0.640770175
#> 323 54 2 2 0.594923871 -1.262859995 0.114925465
#> 324 54 3 2 1.108890896 0.893197098 0.747021300
#> 325 55 1 1 -0.942969030 -0.897183505 -1.118479256
#> 326 55 2 1 0.700343989 0.554612733 0.341004819
#> 327 55 3 1 -0.424674825 -1.164003290 0.125031186
#> 328 55 1 2 -1.143137603 0.018656670 0.311369721
#> 329 55 2 2 NA NA NA
#> 330 55 3 2 -0.189236577 -0.294946314 -1.269579318
#> 331 56 1 1 NA NA NA
#> 332 56 2 1 1.915690770 0.926677808 -0.023574630
#> 333 56 3 1 -0.816894436 1.772124003 0.646068260
#> 334 56 1 2 0.383650493 1.662092676 1.232672999
#> 335 56 2 2 -0.458632251 0.027928905 -1.280410543
#> 336 56 3 2 NA NA NA
#> 337 57 1 1 NA NA NA
#> 338 57 2 1 -1.169852745 0.193626828 0.106409425
#> 339 57 3 1 NA NA NA
#> 340 57 1 2 1.365964636 -0.500133196 0.063508668
#> 341 57 2 2 -0.249723710 -1.594426010 0.760288668
#> 342 57 3 2 -0.424721350 1.417076086 -0.583391234
#> 343 58 1 1 1.098439335 1.050564114 -0.833176971
#> 344 58 2 1 0.670923041 -0.584431908 -0.955279258
#> 345 58 3 1 NA NA NA
#> 346 58 1 2 2.368511961 -0.122240719 1.489361598
#> 347 58 2 2 2.585788113 -0.586328284 0.845637803
#> 348 58 3 2 1.212280955 -0.247866875 -0.090330359
#> 349 59 1 1 -1.251196841 0.801257151 -0.760974092
#> 350 59 2 1 NA NA NA
#> 351 59 3 1 0.934707631 0.270033039 -1.116990551
#> 352 59 1 2 -0.472669846 -0.886357031 -1.373205437
#> 353 59 2 2 NA NA NA
#> 354 59 3 2 0.597754220 0.454057021 -0.751982369
#> 355 60 1 1 0.466084586 -0.706657247 -0.407974543
#> 356 60 2 1 -0.744367537 -0.949395463 0.177182569
#> 357 60 3 1 0.959055258 -1.066400599 0.999326344
#> 358 60 1 2 0.152637081 -0.886451189 0.116269256
#> 359 60 2 2 NA NA NA
#> 360 60 3 2 1.393080739 -2.067564333 -0.298695682
#> 361 61 1 1 0.918668766 1.694146408 0.314652720
#> 362 61 2 1 1.016087064 -0.189770360 -1.082466160
#> 363 61 3 1 0.534635439 0.422166994 0.221793014
#> 364 61 1 2 -0.987628560 -0.663115731 -0.049851303
#> 365 61 2 2 1.187792273 -0.662765455 1.107534869
#> 366 61 3 2 NA NA NA
#> 367 62 1 1 -0.259560251 0.942951075 1.924843474
#> 368 62 2 1 -0.328064671 -1.215873331 -0.556762404
#> 369 62 3 1 0.073432395 -0.047262742 0.329474662
#> 370 62 1 2 NA NA NA
#> 371 62 2 2 -1.373862256 0.632148567 1.273909790
#> 372 62 3 2 NA NA NA
#> 373 63 1 1 0.421538239 0.015200375 -0.327692378
#> 374 63 2 1 NA NA NA
#> 375 63 3 1 -1.697191918 0.010334954 0.214101138
#> 376 63 1 2 0.642287683 0.344932320 0.011554669
#> 377 63 2 2 -0.995239613 -0.913178422 1.219699084
#> 378 63 3 2 0.963813900 -0.924398105 -1.030643641
#> 379 64 1 1 NA NA NA
#> 380 64 2 1 1.070861091 -0.297797852 -0.514982604
#> 381 64 3 1 -0.109026360 1.574491890 1.740986972
#> 382 64 1 2 1.899186393 -1.980661690 1.005845241
#> 383 64 2 2 -1.137030733 -0.166246184 -1.107352945
#> 384 64 3 2 NA NA NA
#> 385 65 1 1 NA NA NA
#> 386 65 2 1 0.136701846 -0.530622574 0.154343173
#> 387 65 3 1 -0.749165418 -0.301418705 -2.299484409
#> 388 65 1 2 NA NA NA
#> 389 65 2 2 -0.192337214 -0.318208084 -0.649680607
#> 390 65 3 2 NA NA NA
#> 391 66 1 1 0.358590886 0.798650087 0.047049728
#> 392 66 2 1 -0.028995035 1.750574467 -1.285044066
#> 393 66 3 1 1.147042072 0.265330264 0.045532358
#> 394 66 1 2 0.373588935 0.317154641 -1.449429700
#> 395 66 2 2 0.323339211 -0.148736377 -1.633704403
#> 396 66 3 2 -0.829819320 0.322218955 -0.517284962
#> 397 67 1 1 1.394462582 -0.324209133 -0.991151430
#> 398 67 2 1 -0.191543577 -0.783359275 -0.728485045
#> 399 67 3 1 0.272277021 -0.018087120 0.451951634
#> 400 67 1 2 NA NA NA
#> 401 67 2 2 -2.329399361 -0.164743004 1.264573401
#> 402 67 3 2 -0.549625959 0.713622416 -1.291419391
#> 403 68 1 1 -0.072579991 0.237209036 0.182510306
#> 404 68 2 1 1.032288404 -2.322686419 -0.089809675
#> 405 68 3 1 0.215138526 0.079044275 -0.112629276
#> 406 68 1 2 -0.494340125 -0.428806351 0.162801338
#> 407 68 2 2 1.512138281 -0.372714386 0.555861006
#> 408 68 3 2 -0.579463264 -0.044918615 0.853394680
#> 409 69 1 1 1.674789634 1.401343027 -0.194899361
#> 410 69 2 1 NA NA NA
#> 411 69 3 1 1.222702835 -0.965754406 -0.529438316
#> 412 69 1 2 1.077188166 1.683218482 -0.598510599
#> 413 69 2 2 -0.611945460 -0.776550575 0.149297682
#> 414 69 3 2 0.506866968 0.247301367 1.255820916
#> 415 70 1 1 0.460068373 -0.967146956 -0.234369528
#> 416 70 2 1 1.484391861 -1.037854416 1.422340276
#> 417 70 3 1 0.881963226 -1.053599982 0.292127542
#> 418 70 1 2 -0.536702239 -0.205507436 -0.736886751
#> 419 70 2 2 1.285553707 1.308266555 -0.129996552
#> 420 70 3 2 0.587848533 0.513721896 2.200885652
#> 421 71 1 1 NA NA NA
#> 422 71 2 1 NA NA NA
#> 423 71 3 1 1.194158303 0.301325680 0.127603168
#> 424 71 1 2 0.913057148 0.437682054 -0.370892736
#> 425 71 2 2 -0.786752993 -0.650275146 -0.452402281
#> 426 71 3 2 -0.410929700 -2.419678943 1.197478248
#> 427 72 1 1 0.476373682 0.275546070 0.961339696
#> 428 72 2 1 0.185915868 -0.217346388 1.099244552
#> 429 72 3 1 -1.324716253 0.420810277 0.053534542
#> 430 72 1 2 1.172371055 0.514492552 -0.071082557
#> 431 72 2 2 0.231492772 -0.976120254 -0.265212622
#> 432 72 3 2 0.483071904 0.821322767 -1.087472787
#> 433 73 1 1 -0.535319580 1.487457423 0.112995341
#> 434 73 2 1 1.378135819 0.529521792 -0.368761608
#> 435 73 3 1 -1.302671671 1.885181767 -1.813818422
#> 436 73 1 2 NA NA NA
#> 437 73 2 2 0.999655161 -0.115305742 -0.323343456
#> 438 73 3 2 -0.337748953 0.781349665 0.118178061
#> 439 74 1 1 -0.086033607 1.802937166 0.522721179
#> 440 74 2 1 NA NA NA
#> 441 74 3 1 -0.929121572 2.715540230 -0.738262361
#> 442 74 1 2 0.813676046 1.249770616 1.319700103
#> 443 74 2 2 0.526413546 -1.956745628 -0.547717472
#> 444 74 3 2 NA NA NA
#> 445 75 1 1 0.831379809 -0.536932307 0.238889683
#> 446 75 2 1 0.415134145 1.121786862 -0.515969374
#> 447 75 3 1 -0.661257061 1.394158721 1.158752180
#> 448 75 1 2 0.548811286 0.112209490 -0.634357812
#> 449 75 2 2 -0.539367800 0.263123346 0.862710827
#> 450 75 3 2 -0.171318426 1.006751657 -1.681573026
#> 451 76 1 1 NA NA NA
#> 452 76 2 1 -0.606574846 -0.652330648 1.430290161
#> 453 76 3 1 NA NA NA
#> 454 76 1 2 NA NA NA
#> 455 76 2 2 0.338175097 -1.553235983 0.722232423
#> 456 76 3 2 -0.404883076 -0.045252811 0.762012389
#> 457 77 1 1 0.900009039 0.677355665 -1.105216744
#> 458 77 2 1 1.190666655 0.536125012 -1.461168585
#> 459 77 3 1 -0.047539083 0.616873488 0.295561895
#> 460 77 1 2 0.786925425 -0.661436541 0.658526506
#> 461 77 2 2 1.166684112 1.338586709 0.645142725
#> 462 77 3 2 -0.271823871 -1.117817883 0.623653458
#> 463 78 1 1 -0.313704285 0.684733535 2.315849301
#> 464 78 2 1 -0.286300150 -0.610556343 -0.381598877
#> 465 78 3 1 NA NA NA
#> 466 78 1 2 -0.094555455 1.133969304 0.776625400
#> 467 78 2 2 -0.074046506 1.533756578 -1.983047831
#> 468 78 3 2 0.714490683 1.106669286 -0.005446710
#> 469 79 1 1 0.124718366 0.344061750 0.702411713
#> 470 79 2 1 1.296594339 -2.038579747 1.223164016
#> 471 79 3 1 -1.114492926 -0.493457634 -0.141397453
#> 472 79 1 2 -0.842058813 -0.060792957 -0.495379010
#> 473 79 2 2 -1.504294209 0.438221794 0.840522626
#> 474 79 3 2 -0.284026455 -1.214891231 0.560050141
#> 475 80 1 1 0.042869041 0.498646877 1.137045939
#> 476 80 2 1 -0.008866413 -1.082869957 0.473801310
#> 477 80 3 1 -2.949083784 0.422166451 -0.150440355
#> 478 80 1 2 0.020358254 -0.222888718 2.138995235
#> 479 80 2 2 -0.098446980 -0.500324694 0.217996549
#> 480 80 3 2 0.589109098 -1.109585791 -1.895969181
#> 481 81 1 1 -0.425751629 0.909209005 -0.142738393
#> 482 81 2 1 NA NA NA
#> 483 81 3 1 NA NA NA
#> 484 81 1 2 -0.169109048 1.264094183 0.655056672
#> 485 81 2 2 -1.919232520 -0.710347269 -0.123133658
#> 486 81 3 2 -1.534266387 -0.353829620 -0.929721805
#> 487 82 1 1 -1.114761221 -1.083490986 1.516556529
#> 488 82 2 1 1.597811635 0.966857761 -0.076792959
#> 489 82 3 1 NA NA NA
#> 490 82 1 2 1.566690553 -1.041036179 0.606232668
#> 491 82 2 2 -1.449155712 0.199629954 1.526737997
#> 492 82 3 2 -0.791503959 1.712906789 -0.081510851
#> 493 83 1 1 -0.504480733 0.552736362 1.428358850
#> 494 83 2 1 0.401826700 -0.868735805 1.013571835
#> 495 83 3 1 0.971396469 0.098637158 -0.676577827
#> 496 83 1 2 -0.579663020 -1.834874715 -0.236565665
#> 497 83 2 2 1.604179789 1.411194917 0.505599115
#> 498 83 3 2 0.225973337 0.379831016 -2.527752928
#> 499 84 1 1 -0.514857122 -0.015671859 -0.700668673
#> 500 84 2 1 -0.823788240 -1.574581458 0.091607577
#> 501 84 3 1 0.334415250 -0.352542777 0.852173585
#> 502 84 1 2 NA NA NA
#> 503 84 2 2 0.304062078 0.413433266 0.827869298
#> 504 84 3 2 -0.476507534 -0.099195265 -1.368112810
#> 505 85 1 1 -0.241311717 -0.196023354 0.189759677
#> 506 85 2 1 0.824155833 0.621162356 1.960755931
#> 507 85 3 1 -1.555643970 -0.047497088 -0.806017715
#> 508 85 1 2 0.093501283 -1.095678714 0.247350268
#> 509 85 2 2 -0.366949421 0.597835715 0.507828231
#> 510 85 3 2 -0.129408799 -0.810128008 -0.495801751
#> 511 86 1 1 0.407795520 0.819117555 -0.902102368
#> 512 86 2 1 NA NA NA
#> 513 86 3 1 -0.193449890 1.419988400 1.636540567
#> 514 86 1 2 -0.269546670 0.501813908 -0.825520511
#> 515 86 2 2 0.073658232 -1.292365689 -1.301284005
#> 516 86 3 2 0.357236138 0.817587784 -0.484042607
#> 517 87 1 1 0.550428418 -0.700872260 -0.191561941
#> 518 87 2 1 0.038401793 -0.360897569 -1.203991350
#> 519 87 3 1 -1.609575292 -0.682321746 -1.554565833
#> 520 87 1 2 -1.049710115 -1.136635355 -0.149289700
#> 521 87 2 2 2.052033974 -0.564223368 -0.988248953
#> 522 87 3 2 0.176436411 -1.349055622 -1.300530931
#> 523 88 1 1 1.128307358 -0.650880106 0.764001921
#> 524 88 2 1 0.435001744 -2.569596903 -0.764220023
#> 525 88 3 1 0.548833492 0.331580338 1.059842219
#> 526 88 1 2 0.647418304 0.508728668 0.574400444
#> 527 88 2 2 NA NA NA
#> 528 88 3 2 NA NA NA
#> 529 89 1 1 0.049879720 -1.194459690 0.377693133
#> 530 89 2 1 0.835749446 1.351632313 0.457817317
#> 531 89 3 1 NA NA NA
#> 532 89 1 2 -0.791679461 -0.666701676 -0.196337224
#> 533 89 2 2 0.001653727 -1.292547529 0.532207247
#> 534 89 3 2 -1.187530126 0.822722389 -1.296930815
#> 535 90 1 1 NA NA NA
#> 536 90 2 1 NA NA NA
#> 537 90 3 1 0.692949838 -2.821799077 1.037638450
#> 538 90 1 2 -0.060843916 1.617287527 -0.751737315
#> 539 90 2 2 -1.193540930 0.513820257 1.443320207
#> 540 90 3 2 NA NA NA
#> 541 91 1 1 -0.708107950 -0.735291577 -1.054557986
#> 542 91 2 1 -1.616663973 -1.108518180 0.030424727
#> 543 91 3 1 NA NA NA
#> 544 91 1 2 1.299750970 0.405856898 -0.193502015
#> 545 91 2 2 NA NA NA
#> 546 91 3 2 -1.250367945 -1.223578511 -0.033226158
#> 547 92 1 1 1.582132306 1.425347975 -0.528722573
#> 548 92 2 1 1.252529118 0.535483990 3.071007147
#> 549 92 3 1 -0.209395701 -0.479124096 -1.424723774
#> 550 92 1 2 -0.639033687 0.708755575 0.330701264
#> 551 92 2 2 0.398902937 -0.010940710 -1.759479023
#> 552 92 3 2 1.341973500 -1.392609039 -1.016384201
#> 553 93 1 1 -0.037607422 0.624947544 1.036862040
#> 554 93 2 1 NA NA NA
#> 555 93 3 1 1.740218394 2.251140001 -1.693691356
#> 556 93 1 2 NA NA NA
#> 557 93 2 2 -0.447511333 -0.088932029 -1.258362453
#> 558 93 3 2 0.416082526 -0.654185827 -0.608105630
#> 559 94 1 1 -1.295865368 -0.371089697 -1.368707861
#> 560 94 2 1 NA NA NA
#> 561 94 3 1 0.496913333 0.158182934 0.739857730
#> 562 94 1 2 1.439660656 1.005473158 0.022094341
#> 563 94 2 2 1.207358558 -0.297361367 0.548882732
#> 564 94 3 2 0.238514694 -0.235435164 -1.350698058
#> 565 95 1 1 -0.298837878 -0.263170847 -0.644467633
#> 566 95 2 1 1.384621050 -0.320464012 1.047844734
#> 567 95 3 1 -0.700069022 1.930659239 -0.321393364
#> 568 95 1 2 1.860931509 -2.187774508 0.034325883
#> 569 95 2 2 1.803924959 0.700974005 1.063948370
#> 570 95 3 2 -1.356043492 -0.376301495 -1.587608154
#> 571 96 1 1 -0.314751072 0.335181016 -1.583462404
#> 572 96 2 1 -1.019265181 -0.293525659 0.110531327
#> 573 96 3 1 -0.612249656 0.011142179 0.246298837
#> 574 96 1 2 -0.289068749 1.198017338 0.057149917
#> 575 96 2 2 1.506983292 -0.467733450 -1.083303495
#> 576 96 3 2 0.367722694 0.916382866 0.216301111
#> 577 97 1 1 -0.020034941 -0.706060331 -0.823685525
#> 578 97 2 1 -0.979921959 0.786935538 -1.500780397
#> 579 97 3 1 -1.400912333 0.399883945 1.226567010
#> 580 97 1 2 1.445014910 -0.638705322 -0.215867461
#> 581 97 2 2 -0.423481621 -0.343121408 1.733784762
#> 582 97 3 2 -0.733749597 -1.118278418 -1.432535684
#> 583 98 1 1 -0.708484753 0.578376820 -0.176478952
#> 584 98 2 1 1.475092459 0.113186948 0.756314868
#> 585 98 3 1 0.845004185 0.440206334 -0.980007712
#> 586 98 1 2 1.293994431 -2.002320938 -0.386424379
#> 587 98 2 2 0.298161142 1.041633836 0.381516254
#> 588 98 3 2 -0.405682490 -1.013748921 1.345768539
#> 589 99 1 1 -0.138807578 -0.504802858 0.983748677
#> 590 99 2 1 -0.222592731 0.089953043 0.086637298
#> 591 99 3 1 1.747150257 -1.292000906 0.469669925
#> 592 99 1 2 -0.081704668 -1.730530080 -0.892900170
#> 593 99 2 2 0.124141586 1.132424775 0.002229617
#> 594 99 3 2 0.392236141 0.955398518 0.150747679
#> 595 100 1 1 0.378419970 -0.714008278 -0.574554552
#> 596 100 2 1 0.166175673 -0.130393939 0.235160435
#> 597 100 3 1 1.153387369 0.950804885 1.265858408
#> 598 100 1 2 0.014748302 0.470794223 -1.390298039
#> 599 100 2 2 0.021440845 0.334838125 0.115795724
#> 600 100 3 2 -0.826352170 -1.549423258 0.892577296
dropColsWithAllNA(df, ignore = c("naCol2"))
#> ID time rater naCol2 score1 score2 score3
#> 1 1 1 1 NA -1.876236775 0.047399133 -0.621150422
#> 2 1 2 1 NA NA NA NA
#> 3 1 3 1 NA -2.129297308 1.207632181 0.853465374
#> 4 1 1 2 NA 0.337646027 0.032001384 1.888819161
#> 5 1 2 2 NA -1.574574848 0.180397550 -0.867441159
#> 6 1 3 2 NA -0.196319415 0.077160580 0.714420496
#> 7 2 1 1 NA NA NA NA
#> 8 2 2 1 NA NA NA NA
#> 9 2 3 1 NA NA NA NA
#> 10 2 1 2 NA NA NA NA
#> 11 2 2 2 NA -2.761867518 -0.928482969 0.203698336
#> 12 2 3 2 NA NA NA NA
#> 13 3 1 1 NA 1.024571594 -0.811598824 -0.212971834
#> 14 3 2 1 NA -0.659185548 1.311247408 0.487549814
#> 15 3 3 1 NA -0.386304379 0.815566796 -1.067709165
#> 16 3 1 2 NA -0.242498949 0.120032668 -1.180488666
#> 17 3 2 2 NA 0.220593240 0.881789848 2.159175760
#> 18 3 3 2 NA -1.481090030 -1.798743117 -0.417812648
#> 19 4 1 1 NA 0.724691204 -0.957051078 0.087654958
#> 20 4 2 1 NA -2.377514701 -0.474058606 -0.543709068
#> 21 4 3 1 NA NA NA NA
#> 22 4 1 2 NA -0.469704813 0.253690073 1.800624858
#> 23 4 2 2 NA -0.280516288 -0.214401713 -0.794247350
#> 24 4 3 2 NA 0.574836585 -2.370181451 -0.360360559
#> 25 5 1 1 NA -0.205676846 0.003258078 0.631460646
#> 26 5 2 1 NA 0.234880505 0.669745568 -1.663279352
#> 27 5 3 1 NA 0.110628321 0.226820843 -0.488005245
#> 28 5 1 2 NA 0.274202233 -0.591868492 -0.020752219
#> 29 5 2 2 NA 1.574919630 -0.405414494 0.933871038
#> 30 5 3 2 NA NA NA NA
#> 31 6 1 1 NA -0.059612250 0.241625825 -1.019630064
#> 32 6 2 1 NA -0.149587715 -1.436087478 -1.680328321
#> 33 6 3 1 NA 0.266168788 -0.314552745 2.281394917
#> 34 6 1 2 NA NA NA NA
#> 35 6 2 2 NA -0.579388093 0.836254248 0.712307192
#> 36 6 3 2 NA 0.942199374 -0.052349287 1.220747981
#> 37 7 1 1 NA -0.706361360 0.951957625 0.336018683
#> 38 7 2 1 NA -1.275402100 1.494512798 -0.279147937
#> 39 7 3 1 NA 0.733259917 -0.344214729 0.076422131
#> 40 7 1 2 NA -0.420207094 0.645775407 -0.354509030
#> 41 7 2 2 NA -0.255375086 -1.534500551 1.432658547
#> 42 7 3 2 NA NA NA NA
#> 43 8 1 1 NA 1.212448330 -0.504358892 0.344012511
#> 44 8 2 1 NA -0.445363006 -0.406909625 -0.830323380
#> 45 8 3 1 NA 1.138667521 -0.460935206 0.482115591
#> 46 8 1 2 NA 0.190523483 2.214908426 -0.688660369
#> 47 8 2 2 NA -1.366393612 1.486967820 -1.093359720
#> 48 8 3 2 NA -1.298102601 -0.355098858 0.841060978
#> 49 9 1 1 NA -2.137098312 0.876203737 1.454136238
#> 50 9 2 1 NA -0.096205525 -0.214696646 0.137240272
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