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 0.574836585 -2.370181451 -0.360360559
#> 2 1 2 1 NA NA NA
#> 3 1 3 1 0.234880505 0.669745568 -1.663279352
#> 4 1 1 2 0.110628321 0.226820843 -0.488005245
#> 5 1 2 2 0.274202233 -0.591868492 -0.020752219
#> 6 1 3 2 1.574919630 -0.405414494 0.933871038
#> 7 2 1 1 0.567767832 1.414224665 -0.232670878
#> 8 2 2 1 -0.059612250 0.241625825 -1.019630064
#> 9 2 3 1 -0.149587715 -1.436087478 -1.680328321
#> 10 2 1 2 NA NA NA
#> 11 2 2 2 0.528403243 -0.480542811 -1.042285303
#> 12 2 3 2 NA NA NA
#> 13 3 1 1 0.942199374 -0.052349287 1.220747981
#> 14 3 2 1 -0.706361360 0.951957625 0.336018683
#> 15 3 3 1 -1.275402100 1.494512798 -0.279147937
#> 16 3 1 2 0.733259917 -0.344214729 0.076422131
#> 17 3 2 2 -0.420207094 0.645775407 -0.354509030
#> 18 3 3 2 -0.255375086 -1.534500551 1.432658547
#> 19 4 1 1 -0.369238217 0.599672514 0.002671474
#> 20 4 2 1 1.212448330 -0.504358892 0.344012511
#> 21 4 3 1 -0.445363006 -0.406909625 -0.830323380
#> 22 4 1 2 1.138667521 -0.460935206 0.482115591
#> 23 4 2 2 NA NA NA
#> 24 4 3 2 -1.366393612 1.486967820 -1.093359720
#> 25 5 1 1 -1.298102601 -0.355098858 0.841060978
#> 26 5 2 1 -2.137098312 0.876203737 1.454136238
#> 27 5 3 1 NA NA NA
#> 28 5 1 2 0.694509055 2.020798363 0.325544925
#> 29 5 2 2 -0.474591230 -1.838661562 1.223728019
#> 30 5 3 2 NA NA NA
#> 31 6 1 1 2.025846064 -0.763245040 1.840332640
#> 32 6 2 1 0.427618809 -1.118492914 -2.231484275
#> 33 6 3 1 -0.566479349 1.197977461 -0.595844719
#> 34 6 1 2 NA NA NA
#> 35 6 2 2 0.398259155 1.191749205 1.756315261
#> 36 6 3 2 -1.474537931 0.632833568 0.475705566
#> 37 7 1 1 -0.395441200 0.532825947 0.782644366
#> 38 7 2 1 -0.130702468 -0.820121900 -1.146245649
#> 39 7 3 1 -1.999493950 -0.159325676 0.950180682
#> 40 7 1 2 -0.995930861 -0.017532122 -0.345227990
#> 41 7 2 2 0.420113998 -0.390664205 -2.473551488
#> 42 7 3 2 -0.062861629 -0.402775110 1.376264164
#> 43 8 1 1 -0.080131848 1.276706963 2.477145067
#> 44 8 2 1 -0.032283414 0.821075754 -1.337234198
#> 45 8 3 1 -0.718980925 0.419785146 2.024155203
#> 46 8 1 2 -1.116561323 1.711661220 0.859593181
#> 47 8 2 2 -0.780269903 -2.215632715 0.728471344
#> 48 8 3 2 -1.776958529 -0.184878197 1.702971138
#> 49 9 1 1 -0.427834874 0.671168243 -1.349671966
#> 50 9 2 1 -2.031027012 -0.795140242 0.085960972
#> 51 9 3 1 NA NA NA
#> 52 9 1 2 1.513669721 1.213732488 -0.979050445
#> 53 9 2 2 0.033988937 1.503810074 0.594650797
#> 54 9 3 2 0.740792784 -1.169425021 1.039317096
#> 55 10 1 1 -1.270808180 0.613377167 -1.278834279
#> 56 10 2 1 NA NA NA
#> 57 10 3 1 -0.610945489 -0.443773736 -1.872828606
#> 58 10 1 2 1.251884192 0.268589741 0.091322657
#> 59 10 2 2 0.250319466 -1.228216829 0.712363770
#> 60 10 3 2 -1.705581680 0.478528762 -0.110119494
#> 61 11 1 1 -0.855413129 1.669859573 -1.051575816
#> 62 11 2 1 -0.144901631 -0.036455545 -0.891401342
#> 63 11 3 1 NA NA NA
#> 64 11 1 2 -0.172564902 0.734408890 0.255199046
#> 65 11 2 2 -1.236062917 -0.575309458 -0.439315917
#> 66 11 3 2 -1.902304205 0.074897554 1.468149212
#> 67 12 1 1 -0.094504024 0.059301839 0.832506126
#> 68 12 2 1 0.032555789 0.848264703 -0.913787407
#> 69 12 3 1 NA NA NA
#> 70 12 1 2 1.381400302 0.094259964 0.751086555
#> 71 12 2 2 -0.416476274 -0.519949532 -0.076856255
#> 72 12 3 2 0.680942673 0.774428621 0.147101528
#> 73 13 1 1 -0.414373044 1.228289259 -0.321238201
#> 74 13 2 1 -0.518345510 1.880606885 -1.703140073
#> 75 13 3 1 -0.684019731 -0.125241723 -0.761038444
#> 76 13 1 2 NA NA NA
#> 77 13 2 2 NA NA NA
#> 78 13 3 2 0.185561215 -0.156039669 0.332236386
#> 79 14 1 1 -0.608657789 0.132582442 -0.231934768
#> 80 14 2 1 -0.731102853 -0.974084022 -0.815807168
#> 81 14 3 1 2.715144213 -1.250949663 0.216074797
#> 82 14 1 2 NA NA NA
#> 83 14 2 2 -0.646015249 1.137387771 0.140105007
#> 84 14 3 2 -0.932454615 1.264449891 -0.662133906
#> 85 15 1 1 NA NA NA
#> 86 15 2 1 0.371579783 0.682391430 -1.412830881
#> 87 15 3 1 0.355432783 -0.929773363 1.217203500
#> 88 15 1 2 -0.983998491 -0.975148693 0.425531888
#> 89 15 2 2 NA NA NA
#> 90 15 3 2 -0.080085080 0.446671886 0.651430723
#> 91 16 1 1 -1.422369549 -0.329112249 0.490205565
#> 92 16 2 1 1.108148963 0.113049080 0.705192456
#> 93 16 3 1 1.078477638 1.051229395 0.805650671
#> 94 16 1 2 -0.440250341 0.326977400 -0.179990583
#> 95 16 2 2 -0.778169014 0.787037444 1.072861877
#> 96 16 3 2 -1.818590012 0.441559619 -0.082523465
#> 97 17 1 1 NA NA NA
#> 98 17 2 1 1.060523843 -0.158698326 -0.002079741
#> 99 17 3 1 -1.478700159 -1.637701292 -0.859905321
#> 100 17 1 2 -1.551560169 2.839266231 0.748074130
#> 101 17 2 2 0.777506675 0.961819160 1.356515448
#> 102 17 3 2 1.068440137 0.508432001 0.400001599
#> 103 18 1 1 -0.183587701 0.259523192 0.636256611
#> 104 18 2 1 1.558242931 -0.773404126 -1.866035907
#> 105 18 3 1 -0.213242384 -1.805527531 -0.580927235
#> 106 18 1 2 0.930535264 0.178383232 1.093896134
#> 107 18 2 2 0.410811796 -0.525777309 -0.532691097
#> 108 18 3 2 -1.279844298 0.400186316 0.683984092
#> 109 19 1 1 -0.782366628 -0.122587586 -0.684263667
#> 110 19 2 1 -2.276083450 -0.071345032 1.625943271
#> 111 19 3 1 -0.126395908 2.095734365 -0.631734454
#> 112 19 1 2 1.448146707 1.322082615 -1.353779986
#> 113 19 2 2 -1.442757372 1.200558995 0.387122228
#> 114 19 3 2 NA NA NA
#> 115 20 1 1 NA NA NA
#> 116 20 2 1 -0.304223839 -0.246028129 -0.586397434
#> 117 20 3 1 0.337658063 0.365792190 1.612913478
#> 118 20 1 2 -0.607502085 -0.034132882 0.505671343
#> 119 20 2 2 -0.295560270 0.296227003 0.024106090
#> 120 20 3 2 -0.134537140 -0.221059772 0.295359647
#> 121 21 1 1 0.814784367 0.187706159 1.275350360
#> 122 21 2 1 -0.272921733 -0.438062172 0.204477180
#> 123 21 3 1 2.159485797 -0.088733579 0.186747913
#> 124 21 1 2 1.091737569 0.634250029 0.709749842
#> 125 21 2 2 0.743384845 0.865538237 0.375846729
#> 126 21 3 2 -1.207859353 -0.430593090 0.405413237
#> 127 22 1 1 NA NA NA
#> 128 22 2 1 -0.534165106 0.051249629 1.593760511
#> 129 22 3 1 1.283946719 0.538638152 0.555075757
#> 130 22 1 2 0.028931340 0.519672613 -1.209478318
#> 131 22 2 2 -0.395677069 -2.422911275 -0.225557951
#> 132 22 3 2 -0.694868327 -0.806290253 -0.342381835
#> 133 23 1 1 -1.492080701 -0.484679992 -1.736559496
#> 134 23 2 1 1.444257235 -0.653077284 0.163560903
#> 135 23 3 1 -0.347017388 -0.293764247 0.298293513
#> 136 23 1 2 -0.040259166 -0.276989004 0.175870029
#> 137 23 2 2 NA NA NA
#> 138 23 3 2 -1.346301524 1.067207722 -0.215255891
#> 139 24 1 1 -0.573901281 0.001828103 -0.502680266
#> 140 24 2 1 NA NA NA
#> 141 24 3 1 -1.857404541 -0.520598538 -1.725036625
#> 142 24 1 2 -0.246970481 2.365811636 -0.252554758
#> 143 24 2 2 -0.335560929 -1.696474415 -1.604868007
#> 144 24 3 2 -0.249376870 0.682585584 1.153376302
#> 145 25 1 1 0.459522561 1.361561976 -1.266363058
#> 146 25 2 1 -0.460075481 1.905955757 -0.250127880
#> 147 25 3 1 0.058932798 -0.672838542 -0.538988584
#> 148 25 1 2 -0.742591082 -1.062911432 -0.611159385
#> 149 25 2 2 NA NA NA
#> 150 25 3 2 -0.232896492 0.540830359 1.357967557
#> 151 26 1 1 0.874906829 1.456857971 1.000928446
#> 152 26 2 1 -0.973494027 -1.933784243 -1.258705305
#> 153 26 3 1 NA NA NA
#> 154 26 1 2 -0.923487986 -0.797730162 0.326775093
#> 155 26 2 2 -1.494425725 -0.886130974 -0.566269784
#> 156 26 3 2 -0.165930360 -0.294827785 -0.040093207
#> 157 27 1 1 1.582238321 -0.886651693 1.007425936
#> 158 27 2 1 1.014602266 0.099084673 -1.373520862
#> 159 27 3 1 -1.146478343 0.720546895 0.330858231
#> 160 27 1 2 -0.909849112 1.000469215 1.143623543
#> 161 27 2 2 3.109182685 0.527999513 -1.381713624
#> 162 27 3 2 -1.069552775 1.163605931 -0.844069552
#> 163 28 1 1 -0.700109518 0.173137014 -1.836583479
#> 164 28 2 1 NA NA NA
#> 165 28 3 1 NA NA NA
#> 166 28 1 2 -0.050159767 0.904521145 0.800349614
#> 167 28 2 2 1.313143547 -0.016586710 0.714933031
#> 168 28 3 2 0.086013515 -0.922297409 -0.317171209
#> 169 29 1 1 -0.629851372 -1.060114550 -2.252045124
#> 170 29 2 1 0.655070329 -1.787199640 1.505248197
#> 171 29 3 1 0.019393549 -1.066551779 -0.419147872
#> 172 29 1 2 0.696269961 -1.129829171 -0.208179987
#> 173 29 2 2 2.008869895 0.387267796 1.025008622
#> 174 29 3 2 -0.056978283 1.270263382 -2.109352248
#> 175 30 1 1 0.240415504 -1.646117829 0.581155983
#> 176 30 2 1 -0.021890165 -0.123604069 0.427476044
#> 177 30 3 1 -0.830808160 -0.971640654 0.309712183
#> 178 30 1 2 1.402474316 1.068587364 -0.348680801
#> 179 30 2 2 -0.723869110 2.316252874 0.472684011
#> 180 30 3 2 1.330580365 -1.682873392 0.702742649
#> 181 31 1 1 NA NA NA
#> 182 31 2 1 1.795036105 0.498437767 -1.139419424
#> 183 31 3 1 0.686626326 1.333462968 0.370802634
#> 184 31 1 2 0.089378001 -0.022954568 0.249291812
#> 185 31 2 2 0.324547737 -0.191523237 1.240415284
#> 186 31 3 2 0.071318125 -0.440614893 -0.371594045
#> 187 32 1 1 0.233048376 -1.941405982 0.908843016
#> 188 32 2 1 1.986376577 1.415706719 0.772073385
#> 189 32 3 1 -0.951670789 0.596399657 0.366647135
#> 190 32 1 2 -0.558642319 -0.652922289 0.234063054
#> 191 32 2 2 0.255814543 -0.154144673 -0.824637494
#> 192 32 3 2 -0.198076172 -0.443645660 0.793613760
#> 193 33 1 1 0.428789144 -0.518233778 0.815375576
#> 194 33 2 1 0.070770111 0.206107064 -0.640412559
#> 195 33 3 1 -1.536653804 1.639453666 0.154668564
#> 196 33 1 2 0.453984370 -1.564734714 -1.319062104
#> 197 33 2 2 0.874398568 0.511589918 -0.559444239
#> 198 33 3 2 -1.297737568 -1.539661373 -1.278683713
#> 199 34 1 1 -1.078965237 0.362795564 -0.161854635
#> 200 34 2 1 -1.134849941 0.770735944 -1.212698055
#> 201 34 3 1 NA NA NA
#> 202 34 1 2 -0.021461225 -0.713194370 0.082627704
#> 203 34 2 2 -0.278772443 -0.102383386 -1.265853773
#> 204 34 3 2 -0.024206406 -0.647611750 1.174275795
#> 205 35 1 1 0.825020302 -0.373253836 0.695991675
#> 206 35 2 1 -0.750182780 0.083347213 0.800070376
#> 207 35 3 1 0.536210466 0.917216273 -1.002196891
#> 208 35 1 2 NA NA NA
#> 209 35 2 2 -0.986427417 0.677025733 0.720963599
#> 210 35 3 2 1.983512323 -0.420100735 0.960168144
#> 211 36 1 1 -1.851378443 1.047205425 -0.145665667
#> 212 36 2 1 -0.909788183 -1.546576348 1.505255540
#> 213 36 3 1 -1.951440016 -1.046005681 0.678180406
#> 214 36 1 2 -0.800276459 -2.272669757 -0.265552196
#> 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 -0.742099269 -0.746222611 -0.794353354
#> 219 37 3 1 0.693512077 0.203645883 0.255333393
#> 220 37 1 2 -0.059463974 0.497450361 -0.878777648
#> 221 37 2 2 -1.863895099 -1.014286644 -0.502384014
#> 222 37 3 2 -1.274508920 1.145760347 0.918235108
#> 223 38 1 1 -1.781770808 -0.214418765 -0.415556110
#> 224 38 2 1 -0.508593389 1.674899343 -0.497454127
#> 225 38 3 1 NA NA NA
#> 226 38 1 2 0.040481303 1.426565587 -0.994093841
#> 227 38 2 2 -0.124179458 -0.239667330 0.485937859
#> 228 38 3 2 -0.612753432 -1.105473915 -0.551041758
#> 229 39 1 1 0.160662477 0.322897729 0.166600822
#> 230 39 2 1 -0.662359632 0.021746800 0.095564919
#> 231 39 3 1 -0.334851661 0.317624820 0.937361737
#> 232 39 1 2 0.623011586 -0.969700843 -0.778592244
#> 233 39 2 2 1.028194292 1.434467716 -0.346014963
#> 234 39 3 2 -1.134578240 -0.988804847 0.145927947
#> 235 40 1 1 0.916911054 0.396349598 -0.679378277
#> 236 40 2 1 1.213874789 0.520057416 -0.613698253
#> 237 40 3 1 -0.685932457 0.716472580 2.202935147
#> 238 40 1 2 -1.094568193 -0.061115805 -0.328772531
#> 239 40 2 2 0.364874099 2.274376578 1.751776850
#> 240 40 3 2 -1.008017083 -0.897637203 -0.971651737
#> 241 41 1 1 0.554996436 0.618037813 -1.689546894
#> 242 41 2 1 0.436065921 0.077563519 -1.481386178
#> 243 41 3 1 NA NA NA
#> 244 41 1 2 -0.253737853 0.526209825 -0.228460020
#> 245 41 2 2 -0.976491232 -0.470555734 1.113283521
#> 246 41 3 2 0.394217766 0.608828550 -0.437063852
#> 247 42 1 1 1.014903026 0.773244763 1.264884610
#> 248 42 2 1 0.631443810 -0.819748202 1.436597731
#> 249 42 3 1 -0.483398255 -0.128422743 -0.918664322
#> 250 42 1 2 -1.526333936 -0.365022796 -1.914602512
#> 251 42 2 2 NA NA NA
#> 252 42 3 2 1.229286839 -1.096987881 1.510348121
#> 253 43 1 1 0.157453027 0.966713334 -0.009052613
#> 254 43 2 1 1.406342056 0.939926947 -0.135856744
#> 255 43 3 1 0.396800917 -1.600175495 -0.336250668
#> 256 43 1 2 0.326422964 0.208536586 0.357796527
#> 257 43 2 2 NA NA NA
#> 258 43 3 2 -0.799295527 -0.651995398 3.097230704
#> 259 44 1 1 NA NA NA
#> 260 44 2 1 -1.150180520 -0.712182080 0.385994964
#> 261 44 3 1 -0.271596716 -1.362656668 -0.838842632
#> 262 44 1 2 0.457424220 -0.500690393 -0.530027590
#> 263 44 2 2 -0.016957936 1.438472860 -2.293182084
#> 264 44 3 2 -0.541594360 -0.511637695 1.855263642
#> 265 45 1 1 NA NA NA
#> 266 45 2 1 0.740838155 1.783134496 0.175872582
#> 267 45 3 1 -0.164812388 1.031380979 -1.365788853
#> 268 45 1 2 -0.750964284 -0.580704688 -1.345518474
#> 269 45 2 2 -1.253366291 -1.593084983 0.947265271
#> 270 45 3 2 -1.036236261 -0.489042542 -0.115739671
#> 271 46 1 1 -0.029438569 -0.752700133 -0.429404494
#> 272 46 2 1 -0.274943778 0.665378803 0.079631976
#> 273 46 3 1 0.485451470 0.735663889 1.006463994
#> 274 46 1 2 0.916982034 0.730799344 1.754518747
#> 275 46 2 2 -0.985343916 -0.528728468 -0.119361311
#> 276 46 3 2 -1.491189746 -1.212315122 1.643998625
#> 277 47 1 1 0.819592449 -0.619899029 -1.310997765
#> 278 47 2 1 1.013404533 0.780897501 0.362701424
#> 279 47 3 1 1.053605251 0.096229707 1.369665491
#> 280 47 1 2 -0.071428639 -1.561350265 -0.348512400
#> 281 47 2 2 0.952444607 0.698374219 -0.545470652
#> 282 47 3 2 -0.384037519 0.038195755 -0.020519678
#> 283 48 1 1 -0.417759992 0.234660661 -0.338849889
#> 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 -0.343011960 -0.594672262 -0.748631612
#> 288 48 3 2 0.358462408 -0.474006086 -1.846666644
#> 289 49 1 1 0.048188861 -0.326361283 -1.556824415
#> 290 49 2 1 1.130172278 -1.185661675 0.002354941
#> 291 49 3 1 -0.527632312 -0.977288119 1.470206284
#> 292 49 1 2 0.479575325 -0.682677435 -0.777484495
#> 293 49 2 2 NA NA NA
#> 294 49 3 2 NA NA NA
#> 295 50 1 1 -0.394187003 0.028254600 0.931972929
#> 296 50 2 1 NA NA NA
#> 297 50 3 1 -0.795935096 -0.894731112 -1.477492275
#> 298 50 1 2 0.245096448 -0.533170591 0.074677229
#> 299 50 2 2 -0.779319835 0.583858371 -0.640770175
#> 300 50 3 2 0.594923871 -1.262859995 0.114925465
#> 301 51 1 1 NA NA NA
#> 302 51 2 1 -0.942969030 -0.897183505 -1.118479256
#> 303 51 3 1 0.700343989 0.554612733 0.341004819
#> 304 51 1 2 -0.424674825 -1.164003290 0.125031186
#> 305 51 2 2 -1.143137603 0.018656670 0.311369721
#> 306 51 3 2 0.233440224 0.328821201 0.426443804
#> 307 52 1 1 -0.189236577 -0.294946314 -1.269579318
#> 308 52 2 1 -1.663411256 0.641599904 0.869811052
#> 309 52 3 1 1.915690770 0.926677808 -0.023574630
#> 310 52 1 2 -0.816894436 1.772124003 0.646068260
#> 311 52 2 2 0.383650493 1.662092676 1.232672999
#> 312 52 3 2 -0.458632251 0.027928905 -1.280410543
#> 313 53 1 1 -0.715703978 1.615495109 -0.176086170
#> 314 53 2 1 0.429548541 -1.347522413 1.148912321
#> 315 53 3 1 NA NA NA
#> 316 53 1 2 1.322088309 0.421505299 1.052599358
#> 317 53 2 2 NA NA NA
#> 318 53 3 2 -0.249723710 -1.594426010 0.760288668
#> 319 54 1 1 -0.424721350 1.417076086 -0.583391234
#> 320 54 2 1 1.098439335 1.050564114 -0.833176971
#> 321 54 3 1 0.670923041 -0.584431908 -0.955279258
#> 322 54 1 2 0.030954656 -0.526714875 0.468197456
#> 323 54 2 2 2.368511961 -0.122240719 1.489361598
#> 324 54 3 2 2.585788113 -0.586328284 0.845637803
#> 325 55 1 1 1.212280955 -0.247866875 -0.090330359
#> 326 55 2 1 -1.251196841 0.801257151 -0.760974092
#> 327 55 3 1 0.400266042 2.525108768 -0.422703485
#> 328 55 1 2 0.934707631 0.270033039 -1.116990551
#> 329 55 2 2 NA NA NA
#> 330 55 3 2 1.583013221 -0.769523848 -0.464627202
#> 331 56 1 1 NA NA NA
#> 332 56 2 1 0.466084586 -0.706657247 -0.407974543
#> 333 56 3 1 -0.744367537 -0.949395463 0.177182569
#> 334 56 1 2 NA NA NA
#> 335 56 2 2 0.152637081 -0.886451189 0.116269256
#> 336 56 3 2 -0.769368697 0.668592305 -1.835065315
#> 337 57 1 1 NA NA NA
#> 338 57 2 1 0.918668766 1.694146408 0.314652720
#> 339 57 3 1 NA NA NA
#> 340 57 1 2 0.534635439 0.422166994 0.221793014
#> 341 57 2 2 -0.987628560 -0.663115731 -0.049851303
#> 342 57 3 2 1.187792273 -0.662765455 1.107534869
#> 343 58 1 1 -0.517542212 0.113292209 -0.993360619
#> 344 58 2 1 -0.259560251 0.942951075 1.924843474
#> 345 58 3 1 NA NA NA
#> 346 58 1 2 0.073432395 -0.047262742 0.329474662
#> 347 58 2 2 -0.247863020 -0.192044959 1.758286351
#> 348 58 3 2 -1.373862256 0.632148567 1.273909790
#> 349 59 1 1 -0.040445818 -0.151904953 -0.583885195
#> 350 59 2 1 NA NA NA
#> 351 59 3 1 0.201597506 0.888718179 0.145241262
#> 352 59 1 2 -1.697191918 0.010334954 0.214101138
#> 353 59 2 2 NA NA NA
#> 354 59 3 2 -0.995239613 -0.913178422 1.219699084
#> 355 60 1 1 0.963813900 -0.924398105 -1.030643641
#> 356 60 2 1 -1.656037231 -0.372077190 0.764734975
#> 357 60 3 1 NA NA NA
#> 358 60 1 2 -0.109026360 1.574491890 1.740986972
#> 359 60 2 2 1.899186393 -1.980661690 1.005845241
#> 360 60 3 2 -1.137030733 -0.166246184 -1.107352945
#> 361 61 1 1 -0.279719758 0.120218534 -0.627882790
#> 362 61 2 1 -0.894129051 -0.661734312 -1.479501948
#> 363 61 3 1 0.136701846 -0.530622574 0.154343173
#> 364 61 1 2 -0.749165418 -0.301418705 -2.299484409
#> 365 61 2 2 0.518199077 -0.602301607 -0.438727684
#> 366 61 3 2 -0.192337214 -0.318208084 -0.649680607
#> 367 62 1 1 0.028809812 0.308196044 0.424040947
#> 368 62 2 1 0.358590886 0.798650087 0.047049728
#> 369 62 3 1 -0.028995035 1.750574467 -1.285044066
#> 370 62 1 2 1.147042072 0.265330264 0.045532358
#> 371 62 2 2 0.373588935 0.317154641 -1.449429700
#> 372 62 3 2 NA NA NA
#> 373 63 1 1 -0.829819320 0.322218955 -0.517284962
#> 374 63 2 1 1.394462582 -0.324209133 -0.991151430
#> 375 63 3 1 NA NA NA
#> 376 63 1 2 0.272277021 -0.018087120 0.451951634
#> 377 63 2 2 -1.081659008 -0.169198739 0.887181335
#> 378 63 3 2 -2.329399361 -0.164743004 1.264573401
#> 379 64 1 1 -0.549625959 0.713622416 -1.291419391
#> 380 64 2 1 -0.072579991 0.237209036 0.182510306
#> 381 64 3 1 NA NA NA
#> 382 64 1 2 0.215138526 0.079044275 -0.112629276
#> 383 64 2 2 -0.494340125 -0.428806351 0.162801338
#> 384 64 3 2 1.512138281 -0.372714386 0.555861006
#> 385 65 1 1 NA NA NA
#> 386 65 2 1 1.674789634 1.401343027 -0.194899361
#> 387 65 3 1 NA NA NA
#> 388 65 1 2 NA NA NA
#> 389 65 2 2 1.077188166 1.683218482 -0.598510599
#> 390 65 3 2 -0.611945460 -0.776550575 0.149297682
#> 391 66 1 1 NA NA NA
#> 392 66 2 1 0.460068373 -0.967146956 -0.234369528
#> 393 66 3 1 1.484391861 -1.037854416 1.422340276
#> 394 66 1 2 0.881963226 -1.053599982 0.292127542
#> 395 66 2 2 -0.536702239 -0.205507436 -0.736886751
#> 396 66 3 2 1.285553707 1.308266555 -0.129996552
#> 397 67 1 1 0.587848533 0.513721896 2.200885652
#> 398 67 2 1 -1.308482026 -1.385355230 1.613081286
#> 399 67 3 1 NA NA NA
#> 400 67 1 2 NA NA NA
#> 401 67 2 2 0.913057148 0.437682054 -0.370892736
#> 402 67 3 2 -0.786752993 -0.650275146 -0.452402281
#> 403 68 1 1 NA NA NA
#> 404 68 2 1 0.476373682 0.275546070 0.961339696
#> 405 68 3 1 0.185915868 -0.217346388 1.099244552
#> 406 68 1 2 -1.324716253 0.420810277 0.053534542
#> 407 68 2 2 1.172371055 0.514492552 -0.071082557
#> 408 68 3 2 0.231492772 -0.976120254 -0.265212622
#> 409 69 1 1 0.483071904 0.821322767 -1.087472787
#> 410 69 2 1 NA NA NA
#> 411 69 3 1 1.378135819 0.529521792 -0.368761608
#> 412 69 1 2 -1.302671671 1.885181767 -1.813818422
#> 413 69 2 2 0.634857535 0.723419932 -0.727994368
#> 414 69 3 2 0.999655161 -0.115305742 -0.323343456
#> 415 70 1 1 -0.337748953 0.781349665 0.118178061
#> 416 70 2 1 -0.086033607 1.802937166 0.522721179
#> 417 70 3 1 -1.718817584 -0.386689222 -0.394712044
#> 418 70 1 2 -0.929121572 2.715540230 -0.738262361
#> 419 70 2 2 0.813676046 1.249770616 1.319700103
#> 420 70 3 2 0.526413546 -1.956745628 -0.547717472
#> 421 71 1 1 NA NA NA
#> 422 71 2 1 NA NA NA
#> 423 71 3 1 0.415134145 1.121786862 -0.515969374
#> 424 71 1 2 -0.661257061 1.394158721 1.158752180
#> 425 71 2 2 0.548811286 0.112209490 -0.634357812
#> 426 71 3 2 NA NA NA
#> 427 72 1 1 -0.171318426 1.006751657 -1.681573026
#> 428 72 2 1 -0.766734605 -0.046200909 -1.636792119
#> 429 72 3 1 -0.606574846 -0.652330648 1.430290161
#> 430 72 1 2 1.647312821 -0.977249153 1.539376495
#> 431 72 2 2 0.841069348 -0.259937146 -0.077210862
#> 432 72 3 2 0.338175097 -1.553235983 0.722232423
#> 433 73 1 1 -0.404883076 -0.045252811 0.762012389
#> 434 73 2 1 0.900009039 0.677355665 -1.105216744
#> 435 73 3 1 1.190666655 0.536125012 -1.461168585
#> 436 73 1 2 -0.047539083 0.616873488 0.295561895
#> 437 73 2 2 0.786925425 -0.661436541 0.658526506
#> 438 73 3 2 1.166684112 1.338586709 0.645142725
#> 439 74 1 1 -0.271823871 -1.117817883 0.623653458
#> 440 74 2 1 NA NA NA
#> 441 74 3 1 -0.286300150 -0.610556343 -0.381598877
#> 442 74 1 2 -0.803440263 -0.349306827 0.031688164
#> 443 74 2 2 -0.094555455 1.133969304 0.776625400
#> 444 74 3 2 NA NA NA
#> 445 75 1 1 0.714490683 1.106669286 -0.005446710
#> 446 75 2 1 0.124718366 0.344061750 0.702411713
#> 447 75 3 1 1.296594339 -2.038579747 1.223164016
#> 448 75 1 2 -1.114492926 -0.493457634 -0.141397453
#> 449 75 2 2 -0.842058813 -0.060792957 -0.495379010
#> 450 75 3 2 -1.504294209 0.438221794 0.840522626
#> 451 76 1 1 NA NA NA
#> 452 76 2 1 0.042869041 0.498646877 1.137045939
#> 453 76 3 1 -0.008866413 -1.082869957 0.473801310
#> 454 76 1 2 NA NA NA
#> 455 76 2 2 0.020358254 -0.222888718 2.138995235
#> 456 76 3 2 -0.098446980 -0.500324694 0.217996549
#> 457 77 1 1 0.589109098 -1.109585791 -1.895969181
#> 458 77 2 1 -0.425751629 0.909209005 -0.142738393
#> 459 77 3 1 NA NA NA
#> 460 77 1 2 -0.578524902 0.842443753 1.074657122
#> 461 77 2 2 -0.169109048 1.264094183 0.655056672
#> 462 77 3 2 -1.919232520 -0.710347269 -0.123133658
#> 463 78 1 1 -1.534266387 -0.353829620 -0.929721805
#> 464 78 2 1 -1.114761221 -1.083490986 1.516556529
#> 465 78 3 1 NA NA NA
#> 466 78 1 2 -0.639805078 -0.480530784 -0.369791935
#> 467 78 2 2 1.566690553 -1.041036179 0.606232668
#> 468 78 3 2 -1.449155712 0.199629954 1.526737997
#> 469 79 1 1 -0.791503959 1.712906789 -0.081510851
#> 470 79 2 1 -0.504480733 0.552736362 1.428358850
#> 471 79 3 1 0.401826700 -0.868735805 1.013571835
#> 472 79 1 2 0.971396469 0.098637158 -0.676577827
#> 473 79 2 2 -0.579663020 -1.834874715 -0.236565665
#> 474 79 3 2 1.604179789 1.411194917 0.505599115
#> 475 80 1 1 0.225973337 0.379831016 -2.527752928
#> 476 80 2 1 -0.514857122 -0.015671859 -0.700668673
#> 477 80 3 1 -0.823788240 -1.574581458 0.091607577
#> 478 80 1 2 0.334415250 -0.352542777 0.852173585
#> 479 80 2 2 -0.093490765 0.621810434 1.123909322
#> 480 80 3 2 0.304062078 0.413433266 0.827869298
#> 481 81 1 1 -0.476507534 -0.099195265 -1.368112810
#> 482 81 2 1 NA NA NA
#> 483 81 3 1 0.824155833 0.621162356 1.960755931
#> 484 81 1 2 -1.555643970 -0.047497088 -0.806017715
#> 485 81 2 2 0.093501283 -1.095678714 0.247350268
#> 486 81 3 2 -0.366949421 0.597835715 0.507828231
#> 487 82 1 1 -0.129408799 -0.810128008 -0.495801751
#> 488 82 2 1 0.407795520 0.819117555 -0.902102368
#> 489 82 3 1 -0.583968954 1.104700628 1.012532538
#> 490 82 1 2 -0.193449890 1.419988400 1.636540567
#> 491 82 2 2 -0.269546670 0.501813908 -0.825520511
#> 492 82 3 2 0.073658232 -1.292365689 -1.301284005
#> 493 83 1 1 0.357236138 0.817587784 -0.484042607
#> 494 83 2 1 0.550428418 -0.700872260 -0.191561941
#> 495 83 3 1 0.038401793 -0.360897569 -1.203991350
#> 496 83 1 2 -1.609575292 -0.682321746 -1.554565833
#> 497 83 2 2 -1.049710115 -1.136635355 -0.149289700
#> 498 83 3 2 2.052033974 -0.564223368 -0.988248953
#> 499 84 1 1 0.176436411 -1.349055622 -1.300530931
#> 500 84 2 1 1.128307358 -0.650880106 0.764001921
#> 501 84 3 1 0.435001744 -2.569596903 -0.764220023
#> 502 84 1 2 0.548833492 0.331580338 1.059842219
#> 503 84 2 2 0.647418304 0.508728668 0.574400444
#> 504 84 3 2 0.878463454 -0.497105594 1.454354816
#> 505 85 1 1 0.350797869 -0.944389799 1.926606505
#> 506 85 2 1 0.049879720 -1.194459690 0.377693133
#> 507 85 3 1 0.835749446 1.351632313 0.457817317
#> 508 85 1 2 -0.281725199 -0.613883787 -0.314478166
#> 509 85 2 2 -0.791679461 -0.666701676 -0.196337224
#> 510 85 3 2 0.001653727 -1.292547529 0.532207247
#> 511 86 1 1 -1.187530126 0.822722389 -1.296930815
#> 512 86 2 1 0.362417465 3.008092737 -0.116459881
#> 513 86 3 1 -0.549435319 1.119241756 -1.791435814
#> 514 86 1 2 0.692949838 -2.821799077 1.037638450
#> 515 86 2 2 -0.060843916 1.617287527 -0.751737315
#> 516 86 3 2 -1.193540930 0.513820257 1.443320207
#> 517 87 1 1 -0.119908059 0.502789311 0.734189087
#> 518 87 2 1 -0.708107950 -0.735291577 -1.054557986
#> 519 87 3 1 -1.616663973 -1.108518180 0.030424727
#> 520 87 1 2 NA NA NA
#> 521 87 2 2 1.299750970 0.405856898 -0.193502015
#> 522 87 3 2 -1.615985506 -1.499181516 0.393606874
#> 523 88 1 1 NA NA NA
#> 524 88 2 1 1.582132306 1.425347975 -0.528722573
#> 525 88 3 1 1.252529118 0.535483990 3.071007147
#> 526 88 1 2 -0.209395701 -0.479124096 -1.424723774
#> 527 88 2 2 -0.639033687 0.708755575 0.330701264
#> 528 88 3 2 NA NA NA
#> 529 89 1 1 1.341973500 -1.392609039 -1.016384201
#> 530 89 2 1 -0.037607422 0.624947544 1.036862040
#> 531 89 3 1 NA NA NA
#> 532 89 1 2 NA NA NA
#> 533 89 2 2 -0.324455939 -1.842120983 -0.374082127
#> 534 89 3 2 -0.447511333 -0.088932029 -1.258362453
#> 535 90 1 1 NA NA NA
#> 536 90 2 1 -1.295865368 -0.371089697 -1.368707861
#> 537 90 3 1 0.682633090 0.732142682 -0.942163446
#> 538 90 1 2 0.496913333 0.158182934 0.739857730
#> 539 90 2 2 1.439660656 1.005473158 0.022094341
#> 540 90 3 2 NA NA NA
#> 541 91 1 1 0.238514694 -0.235435164 -1.350698058
#> 542 91 2 1 -0.298837878 -0.263170847 -0.644467633
#> 543 91 3 1 NA NA NA
#> 544 91 1 2 NA NA NA
#> 545 91 2 2 NA NA NA
#> 546 91 3 2 1.803924959 0.700974005 1.063948370
#> 547 92 1 1 -1.356043492 -0.376301495 -1.587608154
#> 548 92 2 1 -0.314751072 0.335181016 -1.583462404
#> 549 92 3 1 -1.019265181 -0.293525659 0.110531327
#> 550 92 1 2 -0.612249656 0.011142179 0.246298837
#> 551 92 2 2 NA NA NA
#> 552 92 3 2 1.506983292 -0.467733450 -1.083303495
#> 553 93 1 1 0.367722694 0.916382866 0.216301111
#> 554 93 2 1 NA NA NA
#> 555 93 3 1 -0.979921959 0.786935538 -1.500780397
#> 556 93 1 2 -1.400912333 0.399883945 1.226567010
#> 557 93 2 2 1.445014910 -0.638705322 -0.215867461
#> 558 93 3 2 -0.423481621 -0.343121408 1.733784762
#> 559 94 1 1 -0.733749597 -1.118278418 -1.432535684
#> 560 94 2 1 NA NA NA
#> 561 94 3 1 1.475092459 0.113186948 0.756314868
#> 562 94 1 2 0.845004185 0.440206334 -0.980007712
#> 563 94 2 2 NA NA NA
#> 564 94 3 2 0.298161142 1.041633836 0.381516254
#> 565 95 1 1 -0.405682490 -1.013748921 1.345768539
#> 566 95 2 1 -0.138807578 -0.504802858 0.983748677
#> 567 95 3 1 NA NA NA
#> 568 95 1 2 1.747150257 -1.292000906 0.469669925
#> 569 95 2 2 NA NA NA
#> 570 95 3 2 0.124141586 1.132424775 0.002229617
#> 571 96 1 1 0.392236141 0.955398518 0.150747679
#> 572 96 2 1 NA NA NA
#> 573 96 3 1 0.166175673 -0.130393939 0.235160435
#> 574 96 1 2 1.153387369 0.950804885 1.265858408
#> 575 96 2 2 0.014748302 0.470794223 -1.390298039
#> 576 96 3 2 0.021440845 0.334838125 0.115795724
#> 577 97 1 1 -0.826352170 -1.549423258 0.892577296
#> 578 97 2 1 0.047399133 -0.621150422 0.038752879
#> 579 97 3 1 -0.293107372 -1.615618228 -0.038372698
#> 580 97 1 2 NA NA NA
#> 581 97 2 2 NA NA NA
#> 582 97 3 2 0.180397550 -0.867441159 0.663318866
#> 583 98 1 1 NA NA NA
#> 584 98 2 1 0.558395338 0.614427022 -0.015736545
#> 585 98 3 1 NA NA NA
#> 586 98 1 2 -0.227980619 -0.925999799 1.496586647
#> 587 98 2 2 0.242666056 1.359534396 -0.309764025
#> 588 98 3 2 NA NA NA
#> 589 99 1 1 1.515406678 1.288543508 -1.147278380
#> 590 99 2 1 -0.811598824 -0.212971834 0.937994138
#> 591 99 3 1 1.311247408 0.487549814 -1.176473378
#> 592 99 1 2 0.815566796 -1.067709165 1.402133012
#> 593 99 2 2 0.120032668 -1.180488666 -0.177175377
#> 594 99 3 2 0.881789848 2.159175760 -0.650604263
#> 595 100 1 1 NA NA NA
#> 596 100 2 1 -0.957051078 0.087654958 0.251325895
#> 597 100 3 1 -0.474058606 -0.543709068 -1.563215351
#> 598 100 1 2 -1.860461283 -0.119867022 0.813079991
#> 599 100 2 2 0.253690073 1.800624858 -0.110848678
#> 600 100 3 2 -0.214401713 -0.794247350 -0.761172061
dropColsWithAllNA(df, ignore = c("naCol2"))
#> ID time rater naCol2 score1 score2 score3
#> 1 1 1 1 NA 0.574836585 -2.370181451 -0.360360559
#> 2 1 2 1 NA NA NA NA
#> 3 1 3 1 NA 0.234880505 0.669745568 -1.663279352
#> 4 1 1 2 NA 0.110628321 0.226820843 -0.488005245
#> 5 1 2 2 NA 0.274202233 -0.591868492 -0.020752219
#> 6 1 3 2 NA 1.574919630 -0.405414494 0.933871038
#> 7 2 1 1 NA 0.567767832 1.414224665 -0.232670878
#> 8 2 2 1 NA -0.059612250 0.241625825 -1.019630064
#> 9 2 3 1 NA -0.149587715 -1.436087478 -1.680328321
#> 10 2 1 2 NA NA NA NA
#> 11 2 2 2 NA 0.528403243 -0.480542811 -1.042285303
#> 12 2 3 2 NA NA NA NA
#> 13 3 1 1 NA 0.942199374 -0.052349287 1.220747981
#> 14 3 2 1 NA -0.706361360 0.951957625 0.336018683
#> 15 3 3 1 NA -1.275402100 1.494512798 -0.279147937
#> 16 3 1 2 NA 0.733259917 -0.344214729 0.076422131
#> 17 3 2 2 NA -0.420207094 0.645775407 -0.354509030
#> 18 3 3 2 NA -0.255375086 -1.534500551 1.432658547
#> 19 4 1 1 NA -0.369238217 0.599672514 0.002671474
#> 20 4 2 1 NA 1.212448330 -0.504358892 0.344012511
#> 21 4 3 1 NA -0.445363006 -0.406909625 -0.830323380
#> 22 4 1 2 NA 1.138667521 -0.460935206 0.482115591
#> 23 4 2 2 NA NA NA NA
#> 24 4 3 2 NA -1.366393612 1.486967820 -1.093359720
#> 25 5 1 1 NA -1.298102601 -0.355098858 0.841060978
#> 26 5 2 1 NA -2.137098312 0.876203737 1.454136238
#> 27 5 3 1 NA NA NA NA
#> 28 5 1 2 NA 0.694509055 2.020798363 0.325544925
#> 29 5 2 2 NA -0.474591230 -1.838661562 1.223728019
#> 30 5 3 2 NA NA NA NA
#> 31 6 1 1 NA 2.025846064 -0.763245040 1.840332640
#> 32 6 2 1 NA 0.427618809 -1.118492914 -2.231484275
#> 33 6 3 1 NA -0.566479349 1.197977461 -0.595844719
#> 34 6 1 2 NA NA NA NA
#> 35 6 2 2 NA 0.398259155 1.191749205 1.756315261
#> 36 6 3 2 NA -1.474537931 0.632833568 0.475705566
#> 37 7 1 1 NA -0.395441200 0.532825947 0.782644366
#> 38 7 2 1 NA -0.130702468 -0.820121900 -1.146245649
#> 39 7 3 1 NA -1.999493950 -0.159325676 0.950180682
#> 40 7 1 2 NA -0.995930861 -0.017532122 -0.345227990
#> 41 7 2 2 NA 0.420113998 -0.390664205 -2.473551488
#> 42 7 3 2 NA -0.062861629 -0.402775110 1.376264164
#> 43 8 1 1 NA -0.080131848 1.276706963 2.477145067
#> 44 8 2 1 NA -0.032283414 0.821075754 -1.337234198
#> 45 8 3 1 NA -0.718980925 0.419785146 2.024155203
#> 46 8 1 2 NA -1.116561323 1.711661220 0.859593181
#> 47 8 2 2 NA -0.780269903 -2.215632715 0.728471344
#> 48 8 3 2 NA -1.776958529 -0.184878197 1.702971138
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