Last updated on 2025-12-05 18:49:44 CET.
| Flavor | Version | Tinstall | Tcheck | Ttotal | Status | Flags |
|---|---|---|---|---|---|---|
| r-devel-linux-x86_64-debian-clang | 2.2.1 | 2.00 | 36.69 | 38.69 | NOTE | |
| r-devel-linux-x86_64-debian-gcc | 2.2.1 | 1.67 | 24.12 | 25.79 | ERROR | |
| r-devel-linux-x86_64-fedora-clang | 2.2.1 | 60.06 | OK | |||
| r-devel-linux-x86_64-fedora-gcc | 2.2.1 | 57.15 | OK | |||
| r-devel-windows-x86_64 | 2.2.1 | 3.00 | 51.00 | 54.00 | OK | |
| r-patched-linux-x86_64 | 2.2.1 | 2.22 | 33.07 | 35.29 | OK | |
| r-release-linux-x86_64 | 2.2.1 | 2.10 | 34.80 | 36.90 | OK | |
| r-release-macos-arm64 | 2.2.1 | OK | ||||
| r-release-macos-x86_64 | 2.2.1 | 2.00 | 44.00 | 46.00 | OK | |
| r-release-windows-x86_64 | 2.2.1 | 3.00 | 52.00 | 55.00 | OK | |
| r-oldrel-macos-arm64 | 2.2.1 | OK | ||||
| r-oldrel-macos-x86_64 | 2.2.1 | 2.00 | 27.00 | 29.00 | OK | |
| r-oldrel-windows-x86_64 | 2.2.1 | 4.00 | 64.00 | 68.00 | OK |
Version: 2.2.1
Check: CRAN incoming feasibility
Result: NOTE
Maintainer: ‘Stephen R. Haptonstahl <srh@haptonstahl.org>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = c("Stephen", "R."),
family = "Haptonstahl",
role = c("aut", "cre"),
email = "srh@haptonstahl.org")
as necessary.
Flavors: r-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Version: 2.2.1
Check: examples
Result: ERROR
Running examples in ‘FastImputation-Ex.R’ failed
The error most likely occurred in:
> base::assign(".ptime", proc.time(), pos = "CheckExEnv")
> ### Name: FastImputation
> ### Title: Use the pattern learned from the training data to impute (fill
> ### in good guesses for) missing values.
> ### Aliases: FastImputation
>
> ### ** Examples
>
> data(FI_train) # provides FItrain dataset
> patterns <- TrainFastImputation(
+ FI_train,
+ constraints=list(list("bounded_below_2", list(lower=0)),
+ list("bounded_above_5", list(upper=0)),
+ list("bounded_above_and_below_6", list(lower=0, upper=1))
+ ),
+ idvars="user_id_1",
+ categorical="categorical_9")
>
> data(FI_test)
> FI_test # note there is missing data
user_id_1 bounded_below_2 unbounded_3 unbounded_4 bounded_above_5
10001 user10001 6.598863e+00 -0.32695539 -1.0408252077 -5.435780e-01
10002 user10002 1.832499e-02 -1.85569959 -0.6626172532 -1.837007e+01
10003 user10003 6.701044e-01 2.59744678 1.8078093302 -4.445718e-01
10004 user10004 3.496679e-01 NA -0.9144677342 -1.649258e+00
10005 user10005 4.050968e+00 0.70258045 -0.4974376086 -5.631747e+00
10006 user10006 1.775034e-01 -2.23879469 0.3686458866 -1.263723e-01
10007 user10007 1.409737e+00 -1.70517586 -1.2708599422 -2.137070e-01
10008 user10008 1.697108e+00 -2.10687247 -1.5727666618 -9.484890e-01
10009 user10009 6.097142e-01 2.63023887 1.6198541590 -1.189719e+00
10010 user10010 5.538755e-01 -5.44881157 -1.2236015199 -1.436618e-01
10011 user10011 4.537569e-01 -2.21531670 0.0732546137 -1.276806e+00
10012 user10012 1.646216e+01 5.08106096 -0.3680009660 -6.454465e-01
10013 user10013 3.602504e-01 2.35827479 0.8633373736 -6.563387e-01
10014 user10014 6.579557e+00 1.65927051 0.1702854877 -1.495291e+00
10015 user10015 1.630978e-01 2.43310591 -1.1987407018 -2.525325e+02
10016 user10016 6.514561e+00 NA -0.3696209493 -4.594812e-01
10017 user10017 7.473795e-02 -3.66707756 -1.2432811200 -6.611514e+00
10018 user10018 4.834159e-01 -1.54169123 0.2899829901 -3.704330e-01
10019 user10019 2.451746e-01 -0.13776787 -0.8623472363 -9.828478e-01
10020 user10020 6.214931e-01 -1.25862184 -1.6106674176 -5.569624e-01
10021 user10021 1.117646e+01 -1.77070736 0.0787166207 -1.032776e+00
10022 user10022 1.605917e-01 -1.60492426 0.1234377865 -1.268749e+00
10023 user10023 NA 0.98211508 0.0838916821 -1.616274e-01
10024 user10024 2.055030e+00 0.82827589 0.5282382675 -4.065962e-02
10025 user10025 8.432536e-01 -0.71966808 -2.8675107847 -8.464935e+00
10026 user10026 6.095399e-02 -1.99652099 0.0098253319 -2.152424e+00
10027 user10027 1.826332e+00 1.21084468 -2.0840642994 -1.727501e+00
10028 user10028 6.836263e-02 0.72257108 -0.6172466716 -2.727368e+01
10029 user10029 1.031809e+01 1.74046447 1.5429548629 -4.241155e-02
10030 user10030 1.467334e+00 4.63094541 2.0075598921 -7.764112e-02
10031 user10031 1.842931e+00 -2.52492867 1.2103082016 -5.025671e-01
10032 user10032 7.628405e+00 3.53759262 2.8884529735 -6.319618e-01
10033 user10033 2.003674e-01 1.58558255 0.0920318847 -2.058795e+00
10034 user10034 8.587826e-01 -4.50260830 -0.1734702569 -8.725933e-02
10035 user10035 2.705498e+01 0.68036202 1.3912772607 -6.690156e-01
10036 user10036 5.444630e-03 NA 1.1842490584 -9.817641e-02
10037 user10037 2.607685e+00 4.32756687 2.3089480472 -3.855545e+00
10038 user10038 1.767735e+02 4.27772230 0.0115132389 -2.104327e-02
10039 user10039 2.723607e-02 -0.14410034 1.1582706746 -4.331893e+01
10040 user10040 1.695513e-01 -1.29590677 1.1461316511 -3.781391e+00
10041 user10041 2.328462e+00 2.17838638 -1.1560101574 -8.462963e+00
10042 user10042 1.431259e+00 -4.34687538 0.4214012070 -6.124771e-02
10043 user10043 2.322132e+00 3.17155026 0.6183285072 -2.476478e+00
10044 user10044 6.501784e+00 3.09365584 -1.3378450617 -4.907960e+00
10045 user10045 8.325880e-01 0.48229072 -0.6280652177 -3.512296e+00
10046 user10046 9.235184e-01 1.50634471 1.9265482084 -7.947189e-02
10047 user10047 1.897828e+00 0.02815443 1.3125331524 -1.090115e-01
10048 user10048 1.015260e+00 2.27512614 0.5422732900 -1.170126e+01
10049 user10049 2.905334e+01 4.24571273 0.3344507759 -2.179834e+00
10050 user10050 4.567780e-01 -4.70452906 -1.6160430470 -9.763291e+00
10051 user10051 2.882131e+01 -2.28748541 -0.9520525345 -2.158771e-01
10052 user10052 1.035390e-01 0.01298172 0.1361038039 -7.150137e+00
10053 user10053 7.542509e-01 0.99140173 NA -7.122756e-02
10054 user10054 1.505760e+00 -2.20706290 0.2986444415 -5.091365e-01
10055 user10055 3.107198e+01 6.62856125 -0.5619476052 -1.059897e+00
10056 user10056 1.311748e+00 1.13025897 -1.1584168238 -7.655205e+00
10057 user10057 1.218344e+00 -0.08590795 -1.6295775820 -4.545405e-01
10058 user10058 5.700993e-01 -2.11562540 -3.5393842651 -7.633153e+00
10059 user10059 1.289849e+00 -1.01281522 1.1607361336 -4.285372e-01
10060 user10060 3.835924e+01 4.99847468 1.7635632742 -4.824088e-03
10061 user10061 9.732679e-03 -3.54417627 NA -1.241930e+01
10062 user10062 1.817853e+01 -5.37912280 1.1507180320 -8.003573e-03
10063 user10063 9.911951e-02 -0.70633383 -0.9775464824 NA
10064 user10064 1.035869e+01 -1.70399566 -2.0325937340 -3.024913e-01
10065 user10065 3.970153e-01 0.08627526 -0.9185422426 -6.082198e-01
10066 user10066 1.599758e+01 3.94588055 0.8717432847 -3.738224e+00
10067 user10067 3.661286e+00 NA -2.2289683767 -8.572169e+00
10068 user10068 7.281472e-01 -3.14360773 NA -3.256341e-02
10069 user10069 2.025863e+00 2.89982091 1.1824083322 NA
10070 user10070 2.815413e-01 -2.73728299 0.8809632920 -2.252295e-01
10071 user10071 5.785422e+00 -2.90281331 0.4457125576 -3.368942e-02
10072 user10072 9.340654e-02 -3.45867354 -1.4238335575 -3.407088e+01
10073 user10073 8.960880e-01 0.31529373 2.2757216907 -3.651484e-02
10074 user10074 3.257240e-01 4.14741267 -1.3643546356 -8.289164e+00
10075 user10075 1.566778e+02 -0.97191014 -0.4449931641 -3.054064e-02
10076 user10076 8.565692e+00 0.29819640 NA -6.096698e-02
10077 user10077 1.795727e-01 0.86941401 0.0119261808 -2.333257e+01
10078 user10078 2.711571e-01 0.50425557 -0.0185625174 -1.782452e+01
10079 user10079 4.586261e+00 -0.69591228 0.0465337733 -1.189007e+01
10080 user10080 9.911726e-03 0.82415256 1.8902036545 -2.955665e+00
10081 user10081 1.853743e+02 -2.50050036 0.3400916200 -1.186461e+01
10082 user10082 5.120019e+01 -0.41461546 0.3380032461 -1.417067e-02
10083 user10083 3.128755e-02 2.60673843 -0.4016618484 -3.936934e+00
10084 user10084 3.530812e-02 NA -0.2802918247 -4.010063e+00
10085 user10085 3.360030e-01 -5.11243408 -2.7869212328 -2.690308e+00
10086 user10086 8.737015e+01 1.53836555 NA -2.918148e-01
10087 user10087 1.030803e+01 -0.68956899 -0.6080514292 -1.801237e-01
10088 user10088 NA -3.09856926 -1.1278848278 -7.658242e+00
10089 user10089 8.777786e+00 -1.07635376 -0.2769167672 -8.414759e-01
10090 user10090 2.210107e+00 -2.59249026 -0.6908116078 -2.172571e-01
10091 user10091 1.427948e+01 3.95562522 -0.0719637194 -1.683513e+01
10092 user10092 3.362292e-01 1.04782538 -0.8401937144 -8.323539e-01
10093 user10093 4.912289e-01 -0.60462945 0.9667734769 -1.211423e-01
10094 user10094 1.558868e+00 2.03307388 2.0076580294 -1.469431e-01
10095 user10095 NA -0.64383707 NA -1.256480e+02
10096 user10096 NA 1.25851548 3.8589949880 -3.907421e-02
10097 user10097 1.926535e+00 -4.71519012 -0.5293087569 -1.132815e+00
10098 user10098 6.554253e+00 0.59104603 -0.9676603718 NA
10099 user10099 1.582014e+00 0.26061129 -1.3312892906 -1.776128e+00
10100 user10100 1.700371e+00 2.94584896 1.7076725112 -1.053127e-01
10101 user10101 2.857815e-02 -1.42150766 -1.6417368347 -5.217430e+01
10102 user10102 2.344647e-01 0.49860069 2.1303586947 -1.310452e+00
10103 user10103 1.674696e+00 2.16607836 0.1265799678 NA
10104 user10104 7.227479e-01 1.14966375 -0.5165805266 -4.812268e+00
10105 user10105 4.541007e+01 -1.62264790 1.5811455276 -2.145271e-02
10106 user10106 9.390279e-02 4.60683421 -0.4723057401 -3.222514e+01
10107 user10107 5.334344e-01 -3.59559209 0.6165795381 -1.532438e-01
10108 user10108 NA 0.73776922 0.9731906090 -1.550302e+00
10109 user10109 2.989686e-01 3.12025918 0.7319748634 -1.324075e+01
10110 user10110 2.174117e-02 -2.33309869 -1.3794709939 -4.868314e+00
10111 user10111 1.696692e-01 1.73262777 -0.7628431280 -1.725473e+00
10112 user10112 2.241847e+00 1.80376285 0.1793971582 -7.749609e+00
10113 user10113 8.834441e-02 -4.50406085 -2.4399833619 -6.635795e+00
10114 user10114 2.645018e+00 1.56918694 -0.0898595583 -2.885335e+00
10115 user10115 2.043561e+00 4.93519111 1.2925465825 -7.849044e-02
10116 user10116 1.931923e+00 0.16431069 1.0341908787 -4.221237e-02
10117 user10117 5.769045e+00 NA -0.9548944729 -5.066865e-01
10118 user10118 NA -5.94816135 0.1486687258 -1.285302e-01
10119 user10119 2.123341e+00 NA -0.0004171489 -2.150998e+00
10120 user10120 2.386375e+00 -1.44526401 -0.9465162406 -2.998660e-01
10121 user10121 3.071114e-01 -2.02115387 -2.2479407129 -2.361466e+01
10122 user10122 1.188388e+00 -0.59502665 2.3804945471 -9.437218e-03
10123 user10123 1.549932e-01 3.23134327 2.3979648986 -3.355107e+01
10124 user10124 1.534334e-02 -6.09868648 -1.5126189040 -1.563606e+02
10125 user10125 1.344220e+00 -2.61346308 NA -4.232341e-01
10126 user10126 1.893169e+01 5.20972112 0.0631564322 -2.511623e+01
10127 user10127 8.251101e-02 -0.18148691 -0.3267704575 -6.830746e-02
10128 user10128 NA 2.79513814 1.7422665456 -1.995172e-01
10129 user10129 3.836259e-01 0.56348210 NA -8.307192e-01
10130 user10130 1.958132e-01 1.70700083 1.5004461885 -1.225347e-01
10131 user10131 NA -7.41461043 1.0121022418 -1.494484e-01
10132 user10132 1.272573e+00 -2.49500434 0.1829198603 -5.690982e+00
10133 user10133 2.736324e+01 1.27200021 0.6483562982 -3.988632e-02
10134 user10134 2.756134e-02 -2.08095501 1.4961041564 -3.115253e+00
10135 user10135 1.357801e+00 -5.56979374 -3.7187898973 -1.559515e+01
10136 user10136 5.885795e-02 1.83046623 -1.3647209793 -2.239422e+01
10137 user10137 5.053011e-02 -1.75174536 -0.5299539832 -1.430993e+00
10138 user10138 3.990350e+02 4.20532632 -0.5066807068 -3.153273e-01
10139 user10139 1.660218e-02 -0.93689233 NA -5.640796e-01
10140 user10140 2.293031e-01 0.14009185 1.7754410277 -2.872941e-02
10141 user10141 9.532018e+00 1.22811715 -2.2433718875 -5.438821e-01
10142 user10142 1.274731e+00 1.66580611 0.2103632633 -2.249791e-01
10143 user10143 5.008334e-01 -6.82961082 -0.0537498724 -1.065025e-01
10144 user10144 1.265676e-01 3.01660073 0.2192172798 -5.026672e+01
10145 user10145 2.303798e-01 NA 0.8498013717 -6.718853e-01
10146 user10146 3.798309e-01 3.36345454 1.4284920503 -5.164874e-01
10147 user10147 1.315660e-01 -2.89893730 0.0574559229 -1.302707e+01
10148 user10148 6.967737e-01 2.98963869 -0.2830303156 -2.559451e+01
10149 user10149 1.455808e+00 NA 1.5214499459 -3.604476e+00
10150 user10150 1.634349e-01 -2.07921439 -2.0233001834 -9.105730e-01
10151 user10151 2.426702e+00 0.48310450 2.6737006474 -1.692755e-01
10152 user10152 8.809632e-02 -4.23534084 -2.0436110698 -1.333900e+01
10153 user10153 2.629901e-01 -1.39824770 1.1902637300 -2.424004e-01
10154 user10154 6.305217e+00 -0.75191359 -1.3771402575 -1.295657e-02
10155 user10155 1.393670e+00 0.49479500 -0.3944517139 -1.909516e+00
10156 user10156 1.136182e+01 -2.91729532 1.6707883105 -2.722432e-02
10157 user10157 6.957298e+00 -1.29571890 2.0763298563 -1.884098e-02
10158 user10158 2.307190e+01 -1.19210903 -0.3195021465 -6.124751e-01
10159 user10159 1.379820e-01 -0.97792908 0.4783422294 -5.745566e+00
10160 user10160 7.027206e-02 -0.03920891 -1.4022321269 -9.149863e-01
10161 user10161 8.390829e+00 2.76730978 -1.2626667791 -1.057715e-01
10162 user10162 7.697953e-02 -0.16317361 0.7152398807 -8.527584e-01
10163 user10163 6.942773e-01 3.70273486 3.8321463507 -1.093727e-02
10164 user10164 9.970377e-01 -1.54410242 0.5310128613 -4.787256e-01
10165 user10165 8.366671e+00 3.08751036 0.4467106595 -5.049051e+00
10166 user10166 3.548020e-01 -2.27177048 0.2361373877 -3.630795e+00
10167 user10167 2.142112e-02 -1.13207248 -0.2470812768 -1.605053e+00
10168 user10168 1.334588e+01 2.89285313 1.0757164662 -1.231852e-01
10169 user10169 1.889730e+00 -5.50881694 -1.0164923354 -1.537234e-01
10170 user10170 3.937446e+00 -0.38394694 NA -3.230843e-01
10171 user10171 3.587430e+00 1.09740884 -1.4005839262 -1.462886e+00
10172 user10172 8.995211e+00 1.16659193 -0.1122889930 NA
10173 user10173 3.798547e+00 -2.95603145 0.3507019083 -1.244600e+00
10174 user10174 1.708658e-01 -4.59165794 1.4111553051 -8.637804e-02
10175 user10175 8.146276e-02 2.98390275 -0.6603035039 -1.734059e+00
10176 user10176 8.728968e-01 -0.43221067 -1.1241748118 -1.212072e+00
10177 user10177 3.886330e+00 -0.07644267 0.4383924895 -1.335719e+00
10178 user10178 1.023573e+00 -2.37123095 -0.0433282799 -1.813985e+00
10179 user10179 1.611271e+00 4.65147308 -0.0212013679 -2.423224e+00
10180 user10180 5.732998e-02 -2.30171965 0.3903862461 -7.684852e+00
10181 user10181 5.238561e-01 2.07646985 1.0099334697 -7.687558e-01
10182 user10182 1.843086e+00 2.10950540 0.3039564231 -1.818155e+00
10183 user10183 9.056955e+00 -0.75295081 1.4953156640 -1.855772e-02
10184 user10184 1.422818e-01 0.15983554 0.1993579131 NA
10185 user10185 9.385543e+00 -1.17838400 0.0051949707 -9.301512e-01
10186 user10186 4.919439e-01 0.17284860 -1.8931130873 -9.100480e+00
10187 user10187 7.195161e-01 -4.45318050 -1.2805959135 -3.387433e-02
10188 user10188 8.252866e-01 -1.54467974 -2.1959629207 -1.324573e+00
10189 user10189 8.224645e+00 -0.01828957 1.2563251201 -1.379660e-02
10190 user10190 2.495528e+00 2.27066073 0.0665816166 -3.562708e-01
10191 user10191 2.379773e-01 -1.50078775 -1.6744760267 -5.454027e+00
10192 user10192 1.592671e+01 -0.01878926 -1.8169001401 -3.223917e-01
10193 user10193 2.575685e-01 -6.06403102 -3.3367132099 -3.453196e+00
10194 user10194 6.298371e-01 0.55808402 -0.0525288404 -2.504983e-01
10195 user10195 1.510460e+00 -5.64923866 0.3700592775 -1.000297e-01
10196 user10196 2.902311e+00 2.98050798 2.3719084496 -2.465149e-02
10197 user10197 2.669985e+00 0.56234683 1.3418648140 -3.427030e-01
10198 user10198 1.855932e+00 2.68053851 0.3338445956 -1.901908e+00
10199 user10199 5.368836e-01 0.81460385 -0.3533756333 -1.693830e-01
10200 user10200 3.203422e+00 -1.70510793 0.5300520070 -5.419598e-01
10201 user10201 1.949230e-01 1.23008399 -0.1563108585 -5.103193e+00
10202 user10202 2.216081e-01 2.14532397 NA -4.011293e+00
10203 user10203 1.103482e+00 0.67229760 -0.6686057616 -3.424638e+03
10204 user10204 5.560651e+00 1.44847596 0.0510426459 -1.522044e+00
10205 user10205 3.034749e-01 -1.58580962 -1.7280201730 -3.855258e+00
10206 user10206 4.235346e-01 0.57967657 2.0684524893 -3.070049e-01
10207 user10207 5.725452e-01 -1.78661125 -0.7353885824 -5.484629e+01
10208 user10208 1.696366e+00 4.82984968 -0.0154633777 -1.465035e+01
10209 user10209 1.179891e+01 4.11587146 2.0165582332 -6.099516e-02
10210 user10210 3.995661e-01 -6.35464321 -3.4123652923 -4.723582e-01
10211 user10211 5.688773e+00 4.75789546 -0.1987636777 -1.080315e+00
10212 user10212 6.871258e-02 3.50149073 1.3435936096 -3.418150e-01
10213 user10213 2.352781e+01 0.30114352 -0.6358650310 -1.208094e+01
10214 user10214 NA -0.34196483 -0.9722741818 -4.206845e-01
10215 user10215 1.271364e+01 1.09913535 1.5720167793 -1.025218e+00
10216 user10216 3.325818e+00 1.80432592 -1.2749359224 -5.656546e+00
10217 user10217 3.922833e+00 4.39676020 0.8376757027 -6.260836e-01
10218 user10218 8.338871e-02 -5.18988342 -2.5887659652 -2.013567e-01
10219 user10219 6.711596e-02 -1.15506480 0.4502249074 -1.467499e+00
10220 user10220 8.031844e-01 -2.28349535 0.2792382872 -2.805655e+00
10221 user10221 3.535053e-01 0.34579514 1.0737673602 -3.255602e+00
10222 user10222 4.062547e-01 NA -1.1820508321 -1.769164e+00
10223 user10223 NA -1.92086140 0.2953328333 -2.185706e+01
10224 user10224 2.851440e+00 4.90371606 0.5149565552 -1.056964e-01
10225 user10225 2.653206e+01 4.54445957 1.3099128000 -2.365799e-02
10226 user10226 3.255711e-01 -3.80009857 -1.4598253657 -4.712495e+00
10227 user10227 1.474598e+00 0.16678330 -0.3672158387 -1.442880e-01
10228 user10228 1.298857e+02 -0.16013840 -1.7839679668 -9.278941e-01
10229 user10229 1.178759e+00 -1.11469888 2.3743439349 -4.024226e-01
10230 user10230 1.701088e+00 -2.22848009 -0.8678909485 -6.530714e-01
10231 user10231 1.630963e-01 7.06340354 NA -6.021090e-01
10232 user10232 NA 0.97924825 -0.2301717238 -1.208815e+00
10233 user10233 4.738581e-01 -0.18746517 0.8748355164 -5.400522e-01
10234 user10234 8.602948e-02 -4.35334033 1.2724660850 -1.461197e+01
10235 user10235 NA 3.81601648 0.6749087331 -7.035341e-01
10236 user10236 2.760202e-01 1.01250671 1.1885309981 -2.127505e+00
10237 user10237 2.945535e+00 -3.30627382 -1.7907518904 -9.494454e+00
10238 user10238 1.298335e+00 5.29353479 1.5786208551 -3.713632e+00
10239 user10239 2.269597e-01 -1.36014135 0.6935488732 -1.993761e+00
10240 user10240 2.398749e+00 -0.91323991 -0.7437016561 -3.457009e-02
10241 user10241 1.221208e+00 4.20174514 -0.7276600903 -2.363698e+00
10242 user10242 NA 3.22782947 -0.8181086986 -1.708359e+00
10243 user10243 3.913752e-01 -5.17722819 -1.2857903965 NA
10244 user10244 6.309836e+00 5.63357653 0.2802427939 -7.095716e-01
10245 user10245 7.715252e+00 -2.64275268 -0.1349878928 -9.598665e+00
10246 user10246 2.022395e-01 -1.76409122 -2.6469877703 -7.813243e-01
10247 user10247 2.673883e-01 -5.75621815 -0.0111493255 -3.785462e-01
10248 user10248 1.027525e+01 0.78711360 2.8294424739 -4.504677e-02
10249 user10249 9.033733e+00 3.24837322 1.4350204653 -2.772381e-01
10250 user10250 6.133167e-01 -3.80108616 1.7899590225 -2.191290e-01
bounded_above_and_below_6 unbounded_7 unbounded_8 categorical_9
10001 5.259401e-04 1.527378170 5.88738153 C
10002 1.000000e+00 0.353243396 -3.70455630 B
10003 1.250695e-01 0.370120772 -0.86386814 A
10004 9.909147e-01 -0.014685984 -1.35735687 B
10005 4.333583e-01 -0.873845580 0.33385397 A
10006 9.999826e-01 0.405301525 -4.42698502 B
10007 9.978803e-01 NA 0.04604133 C
10008 6.137746e-01 -0.410604506 -0.38752641 C
10009 1.339759e-01 -0.381732744 -0.59004596 B
10010 1.000000e+00 2.542814995 -1.10668517 B
10011 9.982847e-01 -0.690687344 -4.29641133 B
10012 8.238650e-06 -1.590644400 3.44001875 C
10013 6.400949e-01 1.176694092 1.32023954 A
10014 8.210576e-01 -1.126250829 -2.49169106 A
10015 NA -1.874130796 -1.83783377 A
10016 NA -0.503647665 0.98345754 B
10017 9.776825e-01 1.762345552 0.43036477 C
10018 5.234147e-02 0.430416421 0.84482979 B
10019 6.788508e-01 0.410307298 -0.93085776 A
10020 7.547631e-03 0.678007577 2.76840630 C
10021 9.897306e-01 0.167009017 0.38765532 C
10022 9.964036e-01 -0.288086154 -2.68742371 B
10023 NA -0.127662503 -2.88031740 A
10024 2.336961e-02 -0.350874073 -0.74453771 C
10025 4.936128e-02 -0.788417395 1.00535314 A
10026 7.925209e-01 2.042523158 2.41703428 B
10027 1.671108e-02 1.044982897 5.70938977 <NA>
10028 7.867983e-01 0.609194673 1.76482173 B
10029 2.250452e-01 -1.031002715 -1.43004548 B
10030 7.550066e-04 -0.428546195 0.45196588 B
10031 5.883580e-01 1.062375076 1.77055993 B
10032 3.262633e-03 -0.875996373 1.22974256 A
10033 6.146004e-03 1.121015172 1.84064151 A
10034 9.998916e-01 1.533006140 -1.30837565 B
10035 1.092540e-03 -1.316045445 1.56722532 C
10036 1.000000e+00 2.381838530 -7.50853425 B
10037 2.677213e-04 -0.077848563 4.10395264 A
10038 3.665459e-09 -1.025607842 4.72257695 C
10039 9.999998e-01 -0.681845251 -6.31681189 A
10040 7.821991e-01 NA -0.40695810 A
10041 4.409764e-01 -1.593471747 0.96213201 B
10042 9.887613e-01 1.209294842 -2.57719956 C
10043 2.980634e-03 -0.186125797 2.79826651 A
10044 1.046048e-04 -1.521187134 1.14325279 A
10045 1.146984e-01 NA 1.81647848 C
10046 9.510433e-01 0.326105088 -2.72306470 B
10047 7.881862e-01 0.074951151 -2.31297359 A
10048 NA -0.994021854 -2.02778961 B
10049 4.197190e-06 -1.940603629 1.90595223 <NA>
10050 1.233762e-01 1.653432138 4.24642955 C
10051 9.615830e-01 -0.465082711 0.65414885 C
10052 8.851307e-01 -0.542779659 -3.54999088 A
10053 6.396741e-12 0.555371386 4.29062403 <NA>
10054 2.977918e-01 0.465120519 0.83857850 B
10055 2.130015e-11 -1.069363601 7.05772414 C
10056 2.033553e-02 -2.114199367 -1.39798695 A
10057 2.782532e-04 -0.386431423 1.99928934 C
10058 3.670824e-01 -1.311262047 -2.08690677 A
10059 9.945033e-01 -0.041908260 -1.84079902 B
10060 6.386784e-03 -1.820447962 -0.64277936 C
10061 1.000000e+00 1.456916044 -4.20008757 A
10062 1.000000e+00 -0.609387265 -9.02258939 <NA>
10063 2.011238e-01 -0.037715776 -1.80549517 B
10064 3.058413e-01 0.322575430 4.07873298 C
10065 8.337828e-01 -0.585364019 -2.33362696 B
10066 1.110774e-09 -0.675516031 4.51715859 A
10067 2.589344e-05 -0.663456710 4.43802485 <NA>
10068 1.912377e-02 1.619974269 2.64460967 C
10069 3.228178e-01 -0.467646589 -1.36129128 A
10070 4.237767e-01 2.099733273 1.44155446 <NA>
10071 9.503267e-01 1.013298431 -0.54825925 B
10072 9.977866e-01 -0.308637487 -2.71930592 A
10073 7.562094e-01 0.902358820 0.76559454 B
10074 3.157822e-05 -1.311593631 0.73564613 A
10075 9.997398e-01 -2.154412670 -5.05705986 C
10076 2.761480e-01 0.019359848 -0.04712709 B
10077 7.288213e-01 -1.308560961 -1.88923520 B
10078 9.956773e-01 -2.075489862 -6.56601675 A
10079 9.999994e-01 -3.457356922 -8.94137674 A
10080 8.795554e-01 1.036399175 -3.15443874 B
10081 8.513897e-01 -2.679336838 0.08237272 C
10082 2.869911e-01 -0.024354913 2.74146093 C
10083 2.342102e-02 0.062274717 0.88148755 B
10084 9.997274e-01 1.938354314 -1.17430332 B
10085 9.999003e-01 0.978332853 0.27545797 B
10086 6.539943e-03 1.364049630 6.43039311 C
10087 3.383138e-01 -0.423368923 0.64691770 C
10088 9.282273e-01 0.952943258 -1.42101038 A
10089 9.795171e-01 NA -2.36043645 C
10090 3.765626e-02 1.479683309 0.90572860 A
10091 7.522971e-04 -2.438749606 1.32312234 A
10092 1.572112e-04 0.999075641 3.73735849 C
10093 8.502087e-01 0.184408271 -0.63509876 B
10094 2.779197e-01 -1.044912745 -3.14632759 B
10095 9.982666e-01 -0.341730160 0.12952170 A
10096 7.411217e-02 1.650973282 1.63478410 B
10097 9.991731e-01 0.807484571 -0.06371224 C
10098 4.506934e-08 -0.159898518 3.60175540 A
10099 1.347759e-05 -0.233294801 5.38235445 B
10100 7.131593e-01 -0.091588525 0.69761051 B
10101 2.760650e-01 1.426278340 2.78231733 A
10102 5.821427e-02 0.293176337 0.64539051 B
10103 7.836547e-03 -0.448353918 1.53985199 C
10104 6.291190e-03 -0.361128939 3.92555427 C
10105 9.999995e-01 1.720203303 NA C
10106 2.582211e-05 -1.354699497 1.96497558 A
10107 NA 1.064384723 NA B
10108 3.677885e-01 -0.426461924 -1.70270307 A
10109 5.449978e-07 0.358064238 2.34935786 A
10110 5.449683e-01 0.011711442 -1.93659721 B
10111 2.889103e-07 0.062837850 2.05160325 <NA>
10112 2.307192e-05 -0.134479299 4.35132368 A
10113 9.164041e-01 1.384531611 1.61450156 B
10114 1.766609e-04 -1.774782128 -0.97295002 A
10115 2.504159e-12 0.235485878 5.38394537 B
10116 2.518712e-02 -0.193975843 -0.03532528 B
10117 6.635546e-01 -0.088857336 0.26167674 A
10118 9.999975e-01 1.977821308 -2.17210060 C
10119 1.709217e-02 -1.822007419 -1.25424480 C
10120 9.457799e-01 0.447724893 -0.26410649 B
10121 7.215907e-01 -1.216078152 -2.73205004 A
10122 9.830194e-01 0.578922176 NA B
10123 3.079505e-03 -0.761214311 0.24234346 A
10124 1.000000e+00 0.127835807 -5.43378035 A
10125 5.621895e-01 0.758821717 1.03946560 C
10126 9.788406e-11 -1.408095103 5.97141762 A
10127 8.577737e-01 2.412866508 1.33373493 B
10128 4.948111e-02 NA 2.24550048 C
10129 8.763176e-01 -0.918329853 -3.11584672 B
10130 NA -0.576802584 -6.13185524 B
10131 9.999984e-01 2.529410443 -2.96409656 B
10132 9.999999e-01 -1.613224115 -5.89073550 A
10133 4.455912e-01 0.018006604 0.56785835 C
10134 NA 1.426088410 -1.59279239 B
10135 5.269791e-05 -0.342570321 3.11682485 C
10136 8.138964e-01 0.229099685 -1.02935637 A
10137 6.321975e-01 2.068944344 3.16128633 B
10138 6.212128e-05 -1.273647742 4.03246372 A
10139 9.199654e-01 1.845622139 -0.38145870 B
10140 9.498426e-01 1.010396690 -3.53645581 B
10141 9.446785e-11 -1.123397293 3.62577134 C
10142 9.999632e-01 NA -1.16021639 B
10143 9.999963e-01 2.280436255 -0.51561036 <NA>
10144 NA -0.362292203 -1.26000008 A
10145 8.813739e-01 0.600025468 -2.63843998 B
10146 3.287122e-01 0.485871889 0.82696503 B
10147 9.999824e-01 -0.613328088 NA <NA>
10148 4.034627e-03 -0.393612116 1.60964385 A
10149 1.500395e-03 -0.932709836 1.29120944 A
10150 6.718172e-01 0.685142213 -0.87520409 B
10151 6.208927e-01 -1.528226281 -5.82487398 A
10152 1.939745e-01 -0.123386746 -1.24982280 A
10153 4.694966e-01 0.758267868 -0.91732815 B
10154 9.946869e-01 -0.240646757 -0.89396782 B
10155 9.466046e-02 -1.301200824 NA <NA>
10156 9.995612e-01 1.730516837 0.39262093 B
10157 9.884990e-01 1.175021074 -0.78502199 B
10158 7.602286e-02 -0.689429485 1.87459692 C
10159 7.439418e-01 -1.523415120 NA A
10160 9.810042e-01 -0.826295628 -3.56579328 B
10161 4.785178e-02 -0.275105648 2.57489553 <NA>
10162 2.437269e-02 -0.300864635 NA B
10163 7.484977e-01 -0.229733708 -1.84133735 B
10164 8.631983e-01 NA -1.17598736 C
10165 8.930081e-03 -2.179178441 0.14815316 A
10166 8.905373e-01 0.917811974 0.62968986 B
10167 9.999997e-01 0.835089843 -5.64960186 A
10168 9.803094e-01 -1.509798159 -2.74586394 B
10169 9.514482e-01 1.042909384 -1.44844103 C
10170 6.080931e-02 -0.741422226 -0.19240528 C
10171 3.770412e-01 -0.007298737 1.23569615 C
10172 9.816784e-01 NA 0.38185847 C
10173 9.999302e-01 -0.186427542 -2.29119150 B
10174 1.000000e+00 2.542787859 -1.70050654 B
10175 1.450123e-05 0.693628563 3.30212082 B
10176 8.999235e-01 NA 0.61953691 C
10177 NA 0.547335800 0.82304946 A
10178 2.045698e-01 -0.275512436 1.22244745 C
10179 3.009800e-03 0.381476912 4.20523670 A
10180 9.998072e-01 0.294588347 -4.45617852 A
10181 3.321398e-02 -0.040446488 1.67778461 <NA>
10182 9.576097e-02 -1.474351395 0.11666206 B
10183 6.021629e-03 0.215335922 2.43946921 B
10184 9.983275e-01 -0.249945057 -3.66295653 A
10185 3.291372e-02 0.277442767 1.21515501 A
10186 3.180165e-01 -0.763255238 -0.04595567 A
10187 9.998837e-01 1.531918713 -0.58772208 C
10188 8.036269e-01 -0.295616125 0.44986965 C
10189 5.175829e-01 -0.526072173 -1.80519609 B
10190 2.292121e-01 0.352870073 1.37489068 A
10191 6.778176e-01 -0.343346023 -0.43211269 C
10192 9.622618e-01 1.199775686 2.22856841 C
10193 9.999603e-01 0.644249452 -2.05579563 C
10194 5.999294e-02 -0.032531256 -0.81190835 A
10195 9.999997e-01 2.503401369 1.20213264 B
10196 4.347189e-01 -0.303998134 -2.29884888 B
10197 8.680973e-01 -1.010747145 -1.17513020 C
10198 1.182893e-05 NA 3.58688795 A
10199 7.743040e-01 -0.597866495 -3.82788697 A
10200 9.515264e-01 0.802209123 0.69047719 C
10201 9.899178e-01 0.799440995 -0.89877045 A
10202 4.058402e-01 1.162804325 3.89857391 B
10203 5.198188e-03 -1.658942214 1.19853969 A
10204 3.125981e-06 -1.471199687 1.48640807 A
10205 9.759137e-01 -0.650601695 -3.21076739 A
10206 9.986857e-01 0.212034688 -3.06256756 B
10207 7.168594e-01 0.281655805 2.22638147 A
10208 4.280174e-03 -1.393814873 -0.40987539 A
10209 3.595799e-01 0.233458912 0.18601182 A
10210 9.999745e-01 2.057231442 -0.32929667 <NA>
10211 NA -1.427678987 1.57162789 A
10212 8.965397e-01 0.382238258 -2.81016687 B
10213 6.293537e-01 -2.648665846 -3.30469550 A
10214 6.797256e-01 1.302999195 0.46963803 B
10215 9.999818e-01 -1.429800170 -5.04367021 A
10216 1.071708e-05 -0.400498787 3.99538167 A
10217 1.913905e-01 -1.120751116 1.11710992 C
10218 9.641708e-01 1.445506253 NA C
10219 9.999959e-01 -0.222319825 -3.67963848 B
10220 9.972638e-01 0.878677684 NA C
10221 1.000000e+00 -0.267381828 -6.28183441 A
10222 9.649574e-01 -0.963918984 -4.32156467 A
10223 1.000000e+00 1.243977103 -1.98480148 A
10224 3.105808e-15 -0.234357279 5.33619086 B
10225 NA 0.048766220 1.65403216 B
10226 9.314981e-01 -0.938610920 -4.60565339 A
10227 9.133958e-01 0.224474215 -1.55741444 B
10228 2.439535e-06 -1.309455641 4.26351817 <NA>
10229 1.895697e-02 0.496253212 1.06468251 C
10230 9.216237e-01 -0.674831760 -0.59165117 C
10231 1.020146e-01 1.289415055 1.41064894 B
10232 NA -0.987505351 -0.84973796 C
10233 5.838705e-01 -0.141629368 -1.49876258 B
10234 9.477671e-01 1.607055368 0.68459616 B
10235 2.198709e-05 -0.723501662 3.60842986 C
10236 1.190910e-01 1.072666179 2.02039399 B
10237 5.882773e-02 0.719163013 5.43524702 C
10238 5.161093e-01 NA -1.31410940 B
10239 1.262476e-01 -1.541882408 -3.87092324 A
10240 6.391260e-02 1.940371810 4.29272611 B
10241 2.797724e-14 0.551876542 9.07203811 C
10242 3.328070e-05 -1.919350529 1.91000986 C
10243 9.999377e-01 0.716034901 NA B
10244 2.029122e-07 0.052458871 5.18462309 C
10245 2.576975e-01 -0.926542641 0.99535813 C
10246 2.241921e-01 0.206820987 -0.23644545 C
10247 9.999985e-01 2.792584066 -0.21183446 B
10248 9.969750e-01 0.329724857 -0.89919518 B
10249 NA -0.746986370 3.06693473 B
10250 9.995410e-01 NA -2.24014224 B
> imputed_data <- FastImputation(FI_test, patterns)
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> imputed_data # good guesses for missing values are filled in
user_id_1 bounded_below_2 unbounded_3 unbounded_4 bounded_above_5
1 user10001 6.598863e+00 -0.32695539 -1.0408252077 -5.435780e-01
2 user10002 1.832499e-02 -1.85569959 -0.6626172532 -1.837007e+01
3 user10003 6.701044e-01 2.59744678 1.8078093302 -4.445718e-01
4 user10004 3.496679e-01 -1.65000292 -0.9144677342 -1.649258e+00
5 user10005 4.050968e+00 0.70258045 -0.4974376086 -5.631747e+00
6 user10006 1.775034e-01 -2.23879469 0.3686458866 -1.263723e-01
7 user10007 1.409737e+00 -1.70517586 -1.2708599422 -2.137070e-01
8 user10008 1.697108e+00 -2.10687247 -1.5727666618 -9.484890e-01
9 user10009 6.097142e-01 2.63023887 1.6198541590 -1.189719e+00
10 user10010 5.538755e-01 -5.44881157 -1.2236015199 -1.436618e-01
11 user10011 4.537569e-01 -2.21531670 0.0732546137 -1.276806e+00
12 user10012 1.646216e+01 5.08106096 -0.3680009660 -6.454465e-01
13 user10013 3.602504e-01 2.35827479 0.8633373736 -6.563387e-01
14 user10014 6.579557e+00 1.65927051 0.1702854877 -1.495291e+00
15 user10015 1.630978e-01 2.43310591 -1.1987407018 -2.525325e+02
16 user10016 6.514561e+00 0.31289779 -0.3696209493 -4.594812e-01
17 user10017 7.473795e-02 -3.66707756 -1.2432811200 -6.611514e+00
18 user10018 4.834159e-01 -1.54169123 0.2899829901 -3.704330e-01
19 user10019 2.451746e-01 -0.13776787 -0.8623472363 -9.828478e-01
20 user10020 6.214931e-01 -1.25862184 -1.6106674176 -5.569624e-01
21 user10021 1.117646e+01 -1.77070736 0.0787166207 -1.032776e+00
22 user10022 1.605917e-01 -1.60492426 0.1234377865 -1.268749e+00
23 user10023 1.232571e+00 0.98211508 0.0838916821 -1.616274e-01
24 user10024 2.055030e+00 0.82827589 0.5282382675 -4.065962e-02
25 user10025 8.432536e-01 -0.71966808 -2.8675107847 -8.464935e+00
26 user10026 6.095399e-02 -1.99652099 0.0098253319 -2.152424e+00
27 user10027 1.826332e+00 1.21084468 -2.0840642994 -1.727501e+00
28 user10028 6.836263e-02 0.72257108 -0.6172466716 -2.727368e+01
29 user10029 1.031809e+01 1.74046447 1.5429548629 -4.241155e-02
30 user10030 1.467334e+00 4.63094541 2.0075598921 -7.764112e-02
31 user10031 1.842931e+00 -2.52492867 1.2103082016 -5.025671e-01
32 user10032 7.628405e+00 3.53759262 2.8884529735 -6.319618e-01
33 user10033 2.003674e-01 1.58558255 0.0920318847 -2.058795e+00
34 user10034 8.587826e-01 -4.50260830 -0.1734702569 -8.725933e-02
35 user10035 2.705498e+01 0.68036202 1.3912772607 -6.690156e-01
36 user10036 5.444630e-03 -6.54025150 1.1842490584 -9.817641e-02
37 user10037 2.607685e+00 4.32756687 2.3089480472 -3.855545e+00
38 user10038 1.767735e+02 4.27772230 0.0115132389 -2.104327e-02
39 user10039 2.723607e-02 -0.14410034 1.1582706746 -4.331893e+01
40 user10040 1.695513e-01 -1.29590677 1.1461316511 -3.781391e+00
41 user10041 2.328462e+00 2.17838638 -1.1560101574 -8.462963e+00
42 user10042 1.431259e+00 -4.34687538 0.4214012070 -6.124771e-02
43 user10043 2.322132e+00 3.17155026 0.6183285072 -2.476478e+00
44 user10044 6.501784e+00 3.09365584 -1.3378450617 -4.907960e+00
45 user10045 8.325880e-01 0.48229072 -0.6280652177 -3.512296e+00
46 user10046 9.235184e-01 1.50634471 1.9265482084 -7.947189e-02
47 user10047 1.897828e+00 0.02815443 1.3125331524 -1.090115e-01
48 user10048 1.015260e+00 2.27512614 0.5422732900 -1.170126e+01
49 user10049 2.905334e+01 4.24571273 0.3344507759 -2.179834e+00
50 user10050 4.567780e-01 -4.70452906 -1.6160430470 -9.763291e+00
51 user10051 2.882131e+01 -2.28748541 -0.9520525345 -2.158771e-01
52 user10052 1.035390e-01 0.01298172 0.1361038039 -7.150137e+00
53 user10053 7.542509e-01 0.99140173 -0.0797550309 -7.122756e-02
54 user10054 1.505760e+00 -2.20706290 0.2986444415 -5.091365e-01
55 user10055 3.107198e+01 6.62856125 -0.5619476052 -1.059897e+00
56 user10056 1.311748e+00 1.13025897 -1.1584168238 -7.655205e+00
57 user10057 1.218344e+00 -0.08590795 -1.6295775820 -4.545405e-01
58 user10058 5.700993e-01 -2.11562540 -3.5393842651 -7.633153e+00
59 user10059 1.289849e+00 -1.01281522 1.1607361336 -4.285372e-01
60 user10060 3.835924e+01 4.99847468 1.7635632742 -4.824088e-03
61 user10061 9.732679e-03 -3.54417627 -0.6406432307 -1.241930e+01
62 user10062 1.817853e+01 -5.37912280 1.1507180320 -8.003573e-03
63 user10063 9.911951e-02 -0.70633383 -0.9775464824 -5.972802e-01
64 user10064 1.035869e+01 -1.70399566 -2.0325937340 -3.024913e-01
65 user10065 3.970153e-01 0.08627526 -0.9185422426 -6.082198e-01
66 user10066 1.599758e+01 3.94588055 0.8717432847 -3.738224e+00
67 user10067 3.661286e+00 1.36861625 -2.2289683767 -8.572169e+00
68 user10068 7.281472e-01 -3.14360773 -0.8773627416 -3.256341e-02
69 user10069 2.025863e+00 2.89982091 1.1824083322 -6.517950e-01
70 user10070 2.815413e-01 -2.73728299 0.8809632920 -2.252295e-01
71 user10071 5.785422e+00 -2.90281331 0.4457125576 -3.368942e-02
72 user10072 9.340654e-02 -3.45867354 -1.4238335575 -3.407088e+01
73 user10073 8.960880e-01 0.31529373 2.2757216907 -3.651484e-02
74 user10074 3.257240e-01 4.14741267 -1.3643546356 -8.289164e+00
75 user10075 1.566778e+02 -0.97191014 -0.4449931641 -3.054064e-02
76 user10076 8.565692e+00 0.29819640 1.4309489108 -6.096698e-02
77 user10077 1.795727e-01 0.86941401 0.0119261808 -2.333257e+01
78 user10078 2.711571e-01 0.50425557 -0.0185625174 -1.782452e+01
79 user10079 4.586261e+00 -0.69591228 0.0465337733 -1.189007e+01
80 user10080 9.911726e-03 0.82415256 1.8902036545 -2.955665e+00
81 user10081 1.853743e+02 -2.50050036 0.3400916200 -1.186461e+01
82 user10082 5.120019e+01 -0.41461546 0.3380032461 -1.417067e-02
83 user10083 3.128755e-02 2.60673843 -0.4016618484 -3.936934e+00
84 user10084 3.530812e-02 -3.79516496 -0.2802918247 -4.010063e+00
85 user10085 3.360030e-01 -5.11243408 -2.7869212328 -2.690308e+00
86 user10086 8.737015e+01 1.53836555 0.2105875933 -2.918148e-01
87 user10087 1.030803e+01 -0.68956899 -0.6080514292 -1.801237e-01
88 user10088 9.659622e-02 -3.09856926 -1.1278848278 -7.658242e+00
89 user10089 8.777786e+00 -1.07635376 -0.2769167672 -8.414759e-01
90 user10090 2.210107e+00 -2.59249026 -0.6908116078 -2.172571e-01
91 user10091 1.427948e+01 3.95562522 -0.0719637194 -1.683513e+01
92 user10092 3.362292e-01 1.04782538 -0.8401937144 -8.323539e-01
93 user10093 4.912289e-01 -0.60462945 0.9667734769 -1.211423e-01
94 user10094 1.558868e+00 2.03307388 2.0076580294 -1.469431e-01
95 user10095 8.776472e-01 -0.64383707 -1.5137804990 -1.256480e+02
96 user10096 3.990788e-01 1.25851548 3.8589949880 -3.907421e-02
97 user10097 1.926535e+00 -4.71519012 -0.5293087569 -1.132815e+00
98 user10098 6.554253e+00 0.59104603 -0.9676603718 -7.121610e-01
99 user10099 1.582014e+00 0.26061129 -1.3312892906 -1.776128e+00
100 user10100 1.700371e+00 2.94584896 1.7076725112 -1.053127e-01
101 user10101 2.857815e-02 -1.42150766 -1.6417368347 -5.217430e+01
102 user10102 2.344647e-01 0.49860069 2.1303586947 -1.310452e+00
103 user10103 1.674696e+00 2.16607836 0.1265799678 -7.366409e-01
104 user10104 7.227479e-01 1.14966375 -0.5165805266 -4.812268e+00
105 user10105 4.541007e+01 -1.62264790 1.5811455276 -2.145271e-02
106 user10106 9.390279e-02 4.60683421 -0.4723057401 -3.222514e+01
107 user10107 5.334344e-01 -3.59559209 0.6165795381 -1.532438e-01
108 user10108 8.850200e-01 0.73776922 0.9731906090 -1.550302e+00
109 user10109 2.989686e-01 3.12025918 0.7319748634 -1.324075e+01
110 user10110 2.174117e-02 -2.33309869 -1.3794709939 -4.868314e+00
111 user10111 1.696692e-01 1.73262777 -0.7628431280 -1.725473e+00
112 user10112 2.241847e+00 1.80376285 0.1793971582 -7.749609e+00
113 user10113 8.834441e-02 -4.50406085 -2.4399833619 -6.635795e+00
114 user10114 2.645018e+00 1.56918694 -0.0898595583 -2.885335e+00
115 user10115 2.043561e+00 4.93519111 1.2925465825 -7.849044e-02
116 user10116 1.931923e+00 0.16431069 1.0341908787 -4.221237e-02
117 user10117 5.769045e+00 -0.49376830 -0.9548944729 -5.066865e-01
118 user10118 4.739777e-01 -5.94816135 0.1486687258 -1.285302e-01
119 user10119 2.123341e+00 1.35178098 -0.0004171489 -2.150998e+00
120 user10120 2.386375e+00 -1.44526401 -0.9465162406 -2.998660e-01
121 user10121 3.071114e-01 -2.02115387 -2.2479407129 -2.361466e+01
122 user10122 1.188388e+00 -0.59502665 2.3804945471 -9.437218e-03
123 user10123 1.549932e-01 3.23134327 2.3979648986 -3.355107e+01
124 user10124 1.534334e-02 -6.09868648 -1.5126189040 -1.563606e+02
125 user10125 1.344220e+00 -2.61346308 -0.9684697322 -4.232341e-01
126 user10126 1.893169e+01 5.20972112 0.0631564322 -2.511623e+01
127 user10127 8.251101e-02 -0.18148691 -0.3267704575 -6.830746e-02
128 user10128 1.185742e+01 2.79513814 1.7422665456 -1.995172e-01
129 user10129 3.836259e-01 0.56348210 0.8809896720 -8.307192e-01
130 user10130 1.958132e-01 1.70700083 1.5004461885 -1.225347e-01
131 user10131 4.919225e-02 -7.41461043 1.0121022418 -1.494484e-01
132 user10132 1.272573e+00 -2.49500434 0.1829198603 -5.690982e+00
133 user10133 2.736324e+01 1.27200021 0.6483562982 -3.988632e-02
134 user10134 2.756134e-02 -2.08095501 1.4961041564 -3.115253e+00
135 user10135 1.357801e+00 -5.56979374 -3.7187898973 -1.559515e+01
136 user10136 5.885795e-02 1.83046623 -1.3647209793 -2.239422e+01
137 user10137 5.053011e-02 -1.75174536 -0.5299539832 -1.430993e+00
138 user10138 3.990350e+02 4.20532632 -0.5066807068 -3.153273e-01
139 user10139 1.660218e-02 -0.93689233 0.5370827234 -5.640796e-01
140 user10140 2.293031e-01 0.14009185 1.7754410277 -2.872941e-02
141 user10141 9.532018e+00 1.22811715 -2.2433718875 -5.438821e-01
142 user10142 1.274731e+00 1.66580611 0.2103632633 -2.249791e-01
143 user10143 5.008334e-01 -6.82961082 -0.0537498724 -1.065025e-01
144 user10144 1.265676e-01 3.01660073 0.2192172798 -5.026672e+01
145 user10145 2.303798e-01 -1.92891190 0.8498013717 -6.718853e-01
146 user10146 3.798309e-01 3.36345454 1.4284920503 -5.164874e-01
147 user10147 1.315660e-01 -2.89893730 0.0574559229 -1.302707e+01
148 user10148 6.967737e-01 2.98963869 -0.2830303156 -2.559451e+01
149 user10149 1.455808e+00 4.57081030 1.5214499459 -3.604476e+00
150 user10150 1.634349e-01 -2.07921439 -2.0233001834 -9.105730e-01
151 user10151 2.426702e+00 0.48310450 2.6737006474 -1.692755e-01
152 user10152 8.809632e-02 -4.23534084 -2.0436110698 -1.333900e+01
153 user10153 2.629901e-01 -1.39824770 1.1902637300 -2.424004e-01
154 user10154 6.305217e+00 -0.75191359 -1.3771402575 -1.295657e-02
155 user10155 1.393670e+00 0.49479500 -0.3944517139 -1.909516e+00
156 user10156 1.136182e+01 -2.91729532 1.6707883105 -2.722432e-02
157 user10157 6.957298e+00 -1.29571890 2.0763298563 -1.884098e-02
158 user10158 2.307190e+01 -1.19210903 -0.3195021465 -6.124751e-01
159 user10159 1.379820e-01 -0.97792908 0.4783422294 -5.745566e+00
160 user10160 7.027206e-02 -0.03920891 -1.4022321269 -9.149863e-01
161 user10161 8.390829e+00 2.76730978 -1.2626667791 -1.057715e-01
162 user10162 7.697953e-02 -0.16317361 0.7152398807 -8.527584e-01
163 user10163 6.942773e-01 3.70273486 3.8321463507 -1.093727e-02
164 user10164 9.970377e-01 -1.54410242 0.5310128613 -4.787256e-01
165 user10165 8.366671e+00 3.08751036 0.4467106595 -5.049051e+00
166 user10166 3.548020e-01 -2.27177048 0.2361373877 -3.630795e+00
167 user10167 2.142112e-02 -1.13207248 -0.2470812768 -1.605053e+00
168 user10168 1.334588e+01 2.89285313 1.0757164662 -1.231852e-01
169 user10169 1.889730e+00 -5.50881694 -1.0164923354 -1.537234e-01
170 user10170 3.937446e+00 -0.38394694 -0.3190483683 -3.230843e-01
171 user10171 3.587430e+00 1.09740884 -1.4005839262 -1.462886e+00
172 user10172 8.995211e+00 1.16659193 -0.1122889930 -9.635202e-01
173 user10173 3.798547e+00 -2.95603145 0.3507019083 -1.244600e+00
174 user10174 1.708658e-01 -4.59165794 1.4111553051 -8.637804e-02
175 user10175 8.146276e-02 2.98390275 -0.6603035039 -1.734059e+00
176 user10176 8.728968e-01 -0.43221067 -1.1241748118 -1.212072e+00
177 user10177 3.886330e+00 -0.07644267 0.4383924895 -1.335719e+00
178 user10178 1.023573e+00 -2.37123095 -0.0433282799 -1.813985e+00
179 user10179 1.611271e+00 4.65147308 -0.0212013679 -2.423224e+00
180 user10180 5.732998e-02 -2.30171965 0.3903862461 -7.684852e+00
181 user10181 5.238561e-01 2.07646985 1.0099334697 -7.687558e-01
182 user10182 1.843086e+00 2.10950540 0.3039564231 -1.818155e+00
183 user10183 9.056955e+00 -0.75295081 1.4953156640 -1.855772e-02
184 user10184 1.422818e-01 0.15983554 0.1993579131 -1.010308e+01
185 user10185 9.385543e+00 -1.17838400 0.0051949707 -9.301512e-01
186 user10186 4.919439e-01 0.17284860 -1.8931130873 -9.100480e+00
187 user10187 7.195161e-01 -4.45318050 -1.2805959135 -3.387433e-02
188 user10188 8.252866e-01 -1.54467974 -2.1959629207 -1.324573e+00
189 user10189 8.224645e+00 -0.01828957 1.2563251201 -1.379660e-02
190 user10190 2.495528e+00 2.27066073 0.0665816166 -3.562708e-01
191 user10191 2.379773e-01 -1.50078775 -1.6744760267 -5.454027e+00
192 user10192 1.592671e+01 -0.01878926 -1.8169001401 -3.223917e-01
193 user10193 2.575685e-01 -6.06403102 -3.3367132099 -3.453196e+00
194 user10194 6.298371e-01 0.55808402 -0.0525288404 -2.504983e-01
195 user10195 1.510460e+00 -5.64923866 0.3700592775 -1.000297e-01
196 user10196 2.902311e+00 2.98050798 2.3719084496 -2.465149e-02
197 user10197 2.669985e+00 0.56234683 1.3418648140 -3.427030e-01
198 user10198 1.855932e+00 2.68053851 0.3338445956 -1.901908e+00
199 user10199 5.368836e-01 0.81460385 -0.3533756333 -1.693830e-01
200 user10200 3.203422e+00 -1.70510793 0.5300520070 -5.419598e-01
201 user10201 1.949230e-01 1.23008399 -0.1563108585 -5.103193e+00
202 user10202 2.216081e-01 2.14532397 0.1013027203 -4.011293e+00
203 user10203 1.103482e+00 0.67229760 -0.6686057616 -3.424638e+03
204 user10204 5.560651e+00 1.44847596 0.0510426459 -1.522044e+00
205 user10205 3.034749e-01 -1.58580962 -1.7280201730 -3.855258e+00
206 user10206 4.235346e-01 0.57967657 2.0684524893 -3.070049e-01
207 user10207 5.725452e-01 -1.78661125 -0.7353885824 -5.484629e+01
208 user10208 1.696366e+00 4.82984968 -0.0154633777 -1.465035e+01
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bounded_above_and_below_6 unbounded_7 unbounded_8 categorical_9
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67 2.589344e-05 -0.663456710 4.43802485 C
68 1.912377e-02 1.619974269 2.64460967 C
69 3.228178e-01 -0.467646589 -1.36129128 A
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82 2.869911e-01 -0.024354913 2.74146093 C
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84 9.997274e-01 1.938354314 -1.17430332 B
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86 6.539943e-03 1.364049630 6.43039311 C
87 3.383138e-01 -0.423368923 0.64691770 C
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170 6.080931e-02 -0.741422226 -0.19240528 C
171 3.770412e-01 -0.007298737 1.23569615 C
172 9.816784e-01 -0.416757299 0.38185847 C
173 9.999302e-01 -0.186427542 -2.29119150 B
174 9.999997e-01 2.542787859 -1.70050654 B
175 1.450123e-05 0.693628563 3.30212082 B
176 8.999235e-01 0.376399687 0.61953691 C
177 6.852492e-01 0.547335800 0.82304946 A
178 2.045698e-01 -0.275512436 1.22244745 C
179 3.009800e-03 0.381476912 4.20523670 A
180 9.998072e-01 0.294588347 -4.45617852 A
181 3.321398e-02 -0.040446488 1.67778461 B
182 9.576097e-02 -1.474351395 0.11666206 B
183 6.021629e-03 0.215335922 2.43946921 B
184 9.983275e-01 -0.249945057 -3.66295653 A
185 3.291372e-02 0.277442767 1.21515501 A
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190 2.292121e-01 0.352870073 1.37489068 A
191 6.778176e-01 -0.343346023 -0.43211269 C
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195 9.999997e-01 2.503401369 1.20213264 B
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199 7.743040e-01 -0.597866495 -3.82788697 A
200 9.515264e-01 0.802209123 0.69047719 C
201 9.899178e-01 0.799440995 -0.89877045 A
202 4.058402e-01 1.162804325 3.89857391 B
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209 3.595799e-01 0.233458912 0.18601182 A
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211 6.659974e-05 -1.427678987 1.57162789 A
212 8.965397e-01 0.382238258 -2.81016687 B
213 6.293537e-01 -2.648665846 -3.30469550 A
214 6.797256e-01 1.302999195 0.46963803 B
215 9.999818e-01 -1.429800170 -5.04367021 A
216 1.071708e-05 -0.400498787 3.99538167 A
217 1.913905e-01 -1.120751116 1.11710992 C
218 9.641708e-01 1.445506253 -1.23083089 C
219 9.999959e-01 -0.222319825 -3.67963848 B
220 9.972638e-01 0.878677684 -0.08370262 C
221 9.999997e-01 -0.267381828 -6.28183441 A
222 9.649574e-01 -0.963918984 -4.32156467 A
223 9.999997e-01 1.243977103 -1.98480148 A
224 2.866516e-07 -0.234357279 5.33619086 B
225 2.774388e-01 0.048766220 1.65403216 B
226 9.314981e-01 -0.938610920 -4.60565339 A
227 9.133958e-01 0.224474215 -1.55741444 B
228 2.439535e-06 -1.309455641 4.26351817 C
229 1.895697e-02 0.496253212 1.06468251 C
230 9.216237e-01 -0.674831760 -0.59165117 C
231 1.020146e-01 1.289415055 1.41064894 B
232 5.756224e-01 -0.987505351 -0.84973796 C
233 5.838705e-01 -0.141629368 -1.49876258 B
234 9.477671e-01 1.607055368 0.68459616 B
235 2.198709e-05 -0.723501662 3.60842986 C
236 1.190910e-01 1.072666179 2.02039399 B
237 5.882773e-02 0.719163013 5.43524702 C
238 5.161093e-01 -1.633899633 -1.31410940 B
239 1.262476e-01 -1.541882408 -3.87092324 A
240 6.391260e-02 1.940371810 4.29272611 B
241 2.866516e-07 0.551876542 9.07203811 C
242 3.328070e-05 -1.919350529 1.91000986 C
243 9.999377e-01 0.716034901 -2.27159068 B
244 2.866516e-07 0.052458871 5.18462309 C
245 2.576975e-01 -0.926542641 0.99535813 C
246 2.241921e-01 0.206820987 -0.23644545 C
247 9.999985e-01 2.792584066 -0.21183446 B
248 9.969750e-01 0.329724857 -0.89919518 B
249 9.882321e-04 -0.746986370 3.06693473 B
250 9.995410e-01 0.939506636 -2.24014224 B
>
> data(FI_true)
> continuous_cells_imputed <- is.na(FI_test[,2:8])
> continuous_imputed_values <- imputed_data[,2:8][continuous_cells_imputed]
> continuous_true_values <- FI_true[,2:8][continuous_cells_imputed]
> rmse <- sqrt(median((continuous_imputed_values-continuous_true_values)^2))
> rmse
[1] 0.4134857
> median_relative_error <- median( abs((continuous_imputed_values - continuous_true_values) /
+ continuous_true_values) )
> median_relative_error
[1] 0.4472146
>
> imputed_data_column_means <- FI_test[,2:8]
> for(j in 1:ncol(imputed_data_column_means)) {
+ imputed_data_column_means[is.na(imputed_data_column_means[,j]),j] <-
+ mean(imputed_data_column_means[,j], na.rm=TRUE)
+ }
> cont_imputed_vals_col_means <- imputed_data_column_means[continuous_cells_imputed]
> rmse_column_means <- sqrt(median((cont_imputed_vals_col_means-continuous_true_values)^2))
> rmse_column_means # much larger error than using FastImputation
[1] 1.769767
> median_relative_error_col_means <- median( abs((cont_imputed_vals_col_means -
+ continuous_true_values) / continuous_true_values) )
> median_relative_error_col_means # larger error than using FastImputation
[1] 0.9989027
>
> # Let's look at the accuracy of the imputation of the categorical variable
> library("caret")
Error in library("caret") : there is no package called ‘caret’
Execution halted
Flavor: r-devel-linux-x86_64-debian-gcc