# uni.plot: Univariate Presentation of Multivariate Outliers In mvoutlier: Multivariate Outlier Detection Based on Robust Methods

## Description

The function uni.plot plots each variable of x parallel in a one-dimensional scatter plot and in addition marks multivariate outliers.

## Usage

 1 uni.plot(x, symb=FALSE, quan=1/2, alpha=0.025, ...)

## Arguments

 x matrix or data.frame containing the data. symb logical. if FALSE, only two colors and no special symbols are used. outliers are marked red. if TRUE different symbols (cross means big value, circle means little value) according to the robust mahalanobis distance based on the mcd estimator and different colors (red means big value, blue means little value) according to the euclidean distances of the observations are used. quan amount of observations which are used for mcd estimations. has to be between 0.5 and 1, default ist 0.5 alpha amount of observations used for calculating the adjusted quantile (see function arw). ... additional graphical parameters

## Details

The function uni.plot shows the mutlivariate outliers in the single variables by one-dimensional scatter plots. If symb=FALSE (default), only two colors and no special symbols are used to mark multivariate outliers (the outliers are marked red). If symb=TRUE different symbols and colors are used. The symbols (cross means big value, circle means little value) are selected according to the robust mahalanobis distance based on the adjusted mcd estimator (see function symbol.plot) Different colors (red means big value, blue means little value) according to the euclidean distances of the observations (see function color.plot) are used. For details see Filzmoser et al. (2005).

## Value

 outliers boolean vector of outliers md robust multivariate mahalanobis distances of the data euclidean (only if symb=TRUE) multivariate euclidean distances of the observations according to the minimum of the data.

## Author(s)

Moritz Gschwandtner <[email protected]>
Peter Filzmoser <[email protected]> http://cstat.tuwien.ac.at/filz/

## References

P. Filzmoser, R.G. Garrett, and C. Reimann. Multivariate outlier detection in exploration geochemistry. Computers & Geosciences, 31:579-587, 2005.

## Examples

 1 2 3 4 5 6 data(swiss) uni.plot(swiss) # # Geostatistical data: data(humus) # Load humus data uni.plot(log(humus[, c("As", "Cd", "Co", "Cu", "Mg", "Pb", "Zn")]),symb=TRUE)

### Example output

\$outliers
Courtelary     Delemont Franches-Mnt      Moutier   Neuveville   Porrentruy
FALSE         TRUE         TRUE         TRUE        FALSE         TRUE
Broye        Glane      Gruyere       Sarine      Veveyse        Aigle
TRUE         TRUE         TRUE         TRUE         TRUE        FALSE
Aubonne     Avenches     Cossonay    Echallens     Grandson     Lausanne
FALSE        FALSE        FALSE        FALSE        FALSE        FALSE
La Vallee       Lavaux       Morges       Moudon        Nyone         Orbe
FALSE        FALSE        FALSE        FALSE        FALSE        FALSE
Oron      Payerne Paysd'enhaut        Rolle        Vevey      Yverdon
FALSE        FALSE        FALSE        FALSE        FALSE        FALSE
Conthey    Entremont       Herens     Martigwy      Monthey   St Maurice
TRUE         TRUE         TRUE         TRUE         TRUE         TRUE
Sierre         Sion       Boudry La Chauxdfnd     Le Locle    Neuchatel
TRUE         TRUE        FALSE        FALSE        FALSE        FALSE
Val de Ruz ValdeTravers V. De Geneve  Rive Droite  Rive Gauche
FALSE        FALSE         TRUE         TRUE         TRUE

\$md
Courtelary     Delemont Franches-Mnt      Moutier   Neuveville   Porrentruy
1.9985581   12.9556569   15.0295900    5.4167605    1.7011647   12.8201054
Broye        Glane      Gruyere       Sarine      Veveyse        Aigle
13.7895037   14.8434130   14.7679185   13.1923851   14.7050075    1.4597372
Aubonne     Avenches     Cossonay    Echallens     Grandson     Lausanne
0.9997791    1.3753975    1.6817809    2.9931635    1.0476458    2.3516931
La Vallee       Lavaux       Morges       Moudon        Nyone         Orbe
2.6536456    1.3807370    1.1220942    1.8760753    1.6125590    1.4855210
Oron      Payerne Paysd'enhaut        Rolle        Vevey      Yverdon
1.2005360    1.2969916    1.9646028    1.4332458    1.7930736    1.5510789
Conthey    Entremont       Herens     Martigwy      Monthey   St Maurice
16.3809924   15.1964403   15.9003288   14.8661149   15.1076223   15.1013027
Sierre         Sion       Boudry La Chauxdfnd     Le Locle    Neuchatel
17.1280505   15.1105558    1.5201700    2.0850266    1.4719027    2.5909040
Val de Ruz ValdeTravers V. De Geneve  Rive Droite  Rive Gauche
1.3673747    1.8020833    6.6334650    7.7754565    8.0981202

\$outliers
1     2     3     4     5     6     7     8     9    10    11    12    13
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE
14    15    16    17    18    19    20    21    22    23    24    25    26
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
27    28    29    30    31    32    33    34    35    36    37    38    39
FALSE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE
40    41    42    43    44    45    46    47    48    49    50    51    52
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE  TRUE FALSE
53    54    55    56    57    58    59    60    61    62    63    64    65
FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE
66    67    68    69    70    71    72    73    74    75    76    77    78
FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
79    80    81    82    83    84    85    86    87    88    89    90    91
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE
92    93    94    95    96    97    98    99   100   101   102   103   104
FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
105   106   107   108   109   110   111   112   113   114   115   116   117
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE
118   119   120   121   122   123   124   125   126   127   128   129   130
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE
131   132   133   134   135   136   137   138   139   140   141   142   143
FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
144   145   146   147   148   149   150   151   152   153   154   155   156
TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
157   158   159   160   161   162   163   164   165   166   167   168   169
FALSE FALSE FALSE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
170   171   172   173   174   175   176   177   178   179   180   181   182
TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
183   184   185   186   187   188   189   190   191   192   193   194   195
FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
196   197   198   199   200   201   202   203   204   205   206   207   208
FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
209   210   211   212   213   214   215   216   217   218   219   220   221
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
222   223   224   225   226   227   228   229   230   231   232   233   234
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
235   236   237   238   239   240   241   242   243   244   245   246   247
FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
248   249   250   251   252   253   254   255   256   257   258   259   260
FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE
261   262   263   264   265   266   267   268   269   270   271   272   273
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
274   275   276   277   278   279   280   281   282   283   284   285   286
FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
287   288   289   290   291   292   293   294   295   296   297   298   299
FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
300   301   302   303   304   305   306   307   308   309   310   311   312
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
313   314   315   316   317   318   319   320   321   322   323   324   325
FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
326   327   328   329   330   331   332   333   334   335   336   337   338
TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE
339   340   341   342   343   344   345   346   347   348   349   350   351
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
352   353   354   355   356   357   358   359   360   361   362   363   364
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
365   366   367   368   369   370   371   372   373   374   375   376   377
TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
378   379   380   381   382   383   384   385   386   387   388   389   390
TRUE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
391   392   393   394   395   396   397   398   399   400   401   402   403
FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
404   405   406   407   408   409   410   411   412   413   414   415   416
FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE
417   418   419   420   421   422   423   424   425   426   427   428   429
FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
430   431   432   433   434   435   436   437   438   439   440   441   442
FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
443   444   445   446   447   448   449   450   451   452   453   454   455
FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE
456   457   458   459   460   461   462   463   464   465   466   467   468
FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
469   470   471   472   473   474   475   476   477   478   479   480   481
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
482   483   484   485   486   487   488   489   490   491   492   493   494
FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
495   496   497   498   499   500   501   502   503   504   505   506   507
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
508   509   510   511   512   513   514   515   516   517   518   519   520
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
521   522   523   524   525   526   527   528   529   530   531   532   533
TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
534   535   536   537   538   539   540   541   542   543   544   545   546
FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
547   548   549   550   551   552   553   554   555   556   557   558   559
FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
560   561   562   563   564   565   566   567   568   569   570   571   572
FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE
573   574   575   576   577   578   579   580   581   582   583   584   585
TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
586   587   588   589   590   591   592   593   594   595   596   597   598
TRUE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
599   600   601   602   603   604   605   606   607   608   609   610   611
FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
612   613   614   615   616   617
FALSE  TRUE  TRUE  TRUE  TRUE FALSE

\$md
1          2          3          4          5          6          7
1.5757134  3.6116303  1.7092686  2.2904406  3.8057979  2.4497456  2.8675959
8          9         10         11         12         13         14
3.8973142  9.6936944  1.7150253  1.5049389  2.5969813  1.7254002  3.7596509
15         16         17         18         19         20         21
3.3102669  1.6843433  1.3020299  1.8601825  2.5001771  1.4953379  2.5665269
22         23         24         25         26         27         28
2.1645011  2.3040605  1.8541297  2.8142078  1.6729697  3.7342336 14.3692541
29         30         31         32         33         34         35
4.4949767  1.1003395  4.0509112  3.0842667  2.3547104  6.4754572 10.1385008
36         37         38         39         40         41         42
3.3261920  2.0958377  1.5444070  3.1725132  3.0271198  2.6785740  2.6728036
43         44         45         46         47         48         49
2.4291286  1.7669720  2.7539742  1.6817061  2.6439830  4.6115499  4.5864963
50         51         52         53         54         55         56
2.8305758  6.0925398  2.8518317  3.2119566  2.2169515  1.5196099  2.1589968
57         58         59         60         61         62         63
1.4535782  1.7209971  1.5423435  4.0775485  2.9088693  2.3899682  4.4326831
64         65         66         67         68         69         70
3.0631110  3.7600566  2.4242584 10.5852813  1.7649591  1.1016048  3.8725877
71         72         73         74         75         76         77
1.5477023  2.5744786  2.7188116  2.4857178 12.3510647  1.7617825  2.7824822
78         79         80         81         82         83         84
1.0959276  2.0575341  1.9988729  2.4866963  2.3224352  3.3831239  2.7336114
85         86         87         88         89         90         91
2.0727760  3.0657160 10.4342803  2.6358014  2.6129116  5.0122160  2.4702634
92         93         94         95         96         97         98
3.5992970  1.5935193  1.5856749  3.1956772  2.9044888  4.1041973  1.8837426
99        100        101        102        103        104        105
1.9495807  2.3388201  2.7168256  2.6592398  1.9693866  2.2554258  2.2099506
106        107        108        109        110        111        112
2.9005176  3.0932787  2.0966247  1.7694370  2.3998116  2.4984212  2.3816668
113        114        115        116        117        118        119
2.2125080  2.6228486  6.8937338 10.4674296  2.5983601  1.6249174  1.7869580
120        121        122        123        124        125        126
2.9936791  2.1507436  2.0895731  1.3033208  2.2506152  2.4033362  4.2732730
127        128        129        130        131        132        133
2.2494758  1.8566022  1.5079949  3.6236788  1.8559736  3.0624956  8.5691826
134        135        136        137        138        139        140
2.5021698 12.8570927  1.9838991  2.6619854  2.0549043  2.1954311  2.2438385
141        142        143        144        145        146        147
1.7288414  1.9336391  3.8288519  5.5269778  4.7613066  1.0930596  2.2741350
148        149        150        151        152        153        154
2.8597697  2.3926908  2.4602200  3.0240598  3.1263183  1.5191415  2.3962763
155        156        157        158        159        160        161
2.1808853  4.5105972  1.7137116  2.7931210  1.6786067  3.3105992  6.2098507
162        163        164        165        166        167        168
2.8903639  1.7393683  6.4099290  2.9267992  2.6554230  3.0589177  3.9764869
169        170        171        172        173        174        175
3.3710361  4.4138374  2.3591433  1.6979091  9.6384527  1.1387770  2.5083317
176        177        178        179        180        181        182
3.0128132  1.3116645  3.4209370  1.3907018  2.1113668  3.1150990  1.8264820
183        184        185        186        187        188        189
1.4131402  2.6381538  2.1000781  2.1891016  3.3626291  4.9115849  1.9475856
190        191        192        193        194        195        196
2.4864523  3.0716605  3.9491839  3.0867067  4.7251836  3.2109527  1.4539071
197        198        199        200        201        202        203
5.3424377  2.0066360  2.0698341  2.2078349  4.7903269  2.9860835  1.4909352
204        205        206        207        208        209        210
1.9066554  3.2405818  1.9973804  1.7572396  2.8497571  2.5924217  3.0854658
211        212        213        214        215        216        217
2.5909420  2.6187829  2.1621126  2.7002444  2.6690953  3.2721787  2.2117532
218        219        220        221        222        223        224
2.5791671  2.5965432  1.8405651  2.8141238  1.5343889  1.3735626  3.0306980
225        226        227        228        229        230        231
1.8609899  1.9083351  3.3051309  3.2501141  2.6066015  2.8282841  1.6141405
232        233        234        235        236        237        238
5.3788846  1.9679456  2.4261985  3.6366290  2.1179800  2.7034917  4.2389467
239        240        241        242        243        244        245
1.9084004  4.0763557  3.1502348  2.8745379  1.9212592  3.5206458  2.0040114
246        247        248        249        250        251        252
2.2101917  1.9621363  3.0435903  4.3247858  3.8728521  1.4838800  2.3831422
253        254        255        256        257        258        259
4.1203162  2.2145849  1.7194846  3.4808939  4.8587688 11.7097170  2.9111995
260        261        262        263        264        265        266
2.5658439  2.7570456  3.8554544  3.5549933  1.4698605  2.3414152  2.5318302
267        268        269        270        271        272        273
1.9448631  2.1095619  1.8324651  2.8148640  1.8253149  2.4607291  1.9018523
274        275        276        277        278        279        280
2.1436556  4.1571497  4.3219907  3.9713726  2.4147763  2.0516914  1.5957765
281        282        283        284        285        286        287
2.4110145  2.9972308  2.0744132  2.4165383  1.8537693  0.9141890  3.4309029
288        289        290        291        292        293        294
2.5667122  3.4335103  8.3329807  1.4823493  1.3737738  1.2217789  3.8552818
295        296        297        298        299        300        301
1.4573975  1.5833919  3.7096280  2.0282107  5.2775531  1.9782443  3.5744667
302        303        304        305        306        307        308
2.2214675  1.8696454  3.5191021  2.2938265  1.6667680  1.5485073  2.0074772
309        310        311        312        313        314        315
2.1406282  2.3909036  6.5536922  1.5998957  1.5754702  2.1415399  2.4938331
316        317        318        319        320        321        322
4.0415303  2.5771368  2.0444254  1.9464491  1.8072520  2.2880106  1.7971862
323        324        325        326        327        328        329
1.4407115  1.6787051  1.8427856  4.5993068  4.2407071  1.4790853  3.2528022
330        331        332        333        334        335        336
1.7446704  1.3904575  5.7456142  4.2539264  5.9224176  3.4151762  0.7361370
337        338        339        340        341        342        343
2.7891575  1.4896807  1.4892884  1.4366595  2.2467197  2.4097180  2.4765360
344        345        346        347        348        349        350
2.8536265  3.4467065  2.1072180  1.5261578  1.9431411  1.6695894  1.5005219
351        352        353        354        355        356        357
1.4376830  3.6841292  2.0082544  2.1108021  3.1937281  1.4488334  2.4967738
358        359        360        361        362        363        364
3.1431951  3.6971833  1.5996282  0.9241339  3.7750861  2.6596160  1.5117958
365        366        367        368        369        370        371
4.0203713  1.1375494  1.5979768  0.6383187  2.7761859  2.0364195  1.7330732
372        373        374        375        376        377        378
2.9742991  3.2000022  2.2042528  3.0873122  3.1668688  1.5706642  5.7573549
379        380        381        382        383        384        385
1.3129157  3.8454250  3.6374951  1.8834701  6.5645360  1.5142057  3.4874598
386        387        388        389        390        391        392
2.4368387  2.0714778  2.7610503  2.7040846  5.2973412  0.9372919  1.7507086
393        394        395        396        397        398        399
2.8606203  2.0980102  5.4694482  2.1044255  2.5712697  2.0626024  3.9175064
400        401        402        403        404        405        406
2.3225761  3.0494559  3.0070604  2.9205406  2.5115209  1.3678511  3.1959269
407        408        409        410        411        412        413
1.7545648  4.0746871  5.3731116  4.1660239  2.2596195  3.3427058  2.9594568
414        415        416        417        418        419        420
2.4546249  5.1661737  1.4991169  2.2317469  2.9249862  4.4412289  3.0773373
421        422        423        424        425        426        427
1.6762850  2.2053337  4.7317722  1.7586374  3.8057492  2.3892683  2.5972214
428        429        430        431        432        433        434
2.5059840  1.4631444  3.3815659  5.0604631  3.2324948  1.8455384  2.4950007
435        436        437        438        439        440        441
3.9386194  2.3578320  4.0118697  2.4321359  2.2523641  1.8337878  1.5462765
442        443        444        445        446        447        448
2.2410003  2.9544891  3.7333784  3.2663602  3.0936882  4.8993342  4.5824475
449        450        451        452        453        454        455
6.1399912  1.7728841  4.1938829  1.1766179  2.6561550  2.4304340  2.2997071
456        457        458        459        460        461        462
1.7950447  1.9195677  3.0810876  1.4986270  4.1526012  2.1715808  2.9087472
463        464        465        466        467        468        469
2.1494186  1.4732558  1.8525470  1.5280989  2.0187257  4.4103542  1.6237197
470        471        472        473        474        475        476
3.5390497  1.5635561  3.9923740  3.9641846  1.8736389  2.6329885  3.2380466
477        478        479        480        481        482        483
2.3801189 19.2562058  3.3630814  3.1052243  3.4551309  2.3644328  3.3118196
484        485        486        487        488        489        490
2.1683514  1.2842702  2.7737493  6.8397800  2.3449381  2.7971718  2.2859782
491        492        493        494        495        496        497
2.9461988  2.5981425  2.1218729  2.4587049  2.9754919  1.4472053  1.9826996
498        499        500        501        502        503        504
1.5851962  2.0836878  2.5462241  2.2700374  1.9236056  3.1904344  2.5585178
505        506        507        508        509        510        511
1.9451812  2.7002822  2.1262802  1.6853377  3.8314809  2.6925135  1.4583519
512        513        514        515        516        517        518
2.8448026  1.0122740  2.3734066  3.5031461  3.4770628  1.9398710  2.0025170
519        520        521        522        523        524        525
2.1021482  2.4091317  5.3285854  0.8968741  2.9480644  3.3091902  2.7149596
526        527        528        529        530        531        532
3.1313441  1.6375541  1.9363123  2.4947093  2.0332412  2.7446802  1.0854833
533        534        535        536        537        538        539
3.1437129  2.8732844  3.6395426  2.2837745  1.8744025  2.0854400  1.3874864
540        541        542        543        544        545        546
1.8510846  2.2741116  2.5108424  3.9283866  3.6689858  2.9416619  2.2430771
547        548        549        550        551        552        553
1.3075366  6.7088698  1.1131010  2.6673467  1.9563132  3.7982948  2.1316790
554        555        556        557        558        559        560
2.1715092  3.4349771  3.9364403  5.1269695  2.8613661  3.2614356  2.8438394
561        562        563        564        565        566        567
2.6976080  2.1225267  1.0335762  3.6745971  2.9328517  1.9210472  9.1283316
568        569        570        571        572        573        574
3.1346276  5.2522292  1.9092378  1.5983306  2.5429802  4.0846208  2.4158790
575        576        577        578        579        580        581
1.8228094  2.4626838  2.9425665  1.1440927  1.2025453  4.8054854  2.0262992
582        583        584        585        586        587        588
1.6622656  2.1486954  3.4686612  1.5853844  4.8547864  1.6672603  2.7537023
589        590        591        592        593        594        595
6.2301028  2.5261177  1.8638496  2.6062682  2.2547019  2.0974885  2.1783027
596        597        598        599        600        601        602
2.4240175  3.5409230  2.3931881  1.6204219  1.3601869  2.4320030  2.3556523
603        604        605        606        607        608        609
1.5500537  2.8647348  4.0655967  1.5967935  2.3732907  1.4948108  1.4576303
610        611        612        613        614        615        616
2.9936636  2.1893528  2.5094612  8.8270825  4.0200840  7.0462588  4.5469319
617
2.6410765

\$euclidean
1         2         3         4         5         6         7         8
9.404639  9.088475  9.583875 10.367520  8.751696 11.019380  9.811020  8.050946
9        10        11        12        13        14        15        16
12.623733  8.554799  9.185788 10.130167 10.239847 10.061580 10.818222 10.614834
17        18        19        20        21        22        23        24
9.623012 10.126215  7.246763  9.778468 10.784067  8.698959  9.068921  9.655385
25        26        27        28        29        30        31        32
10.250240  8.839417 12.011043 18.143632 11.833872  9.604975 11.935036  9.525595
33        34        35        36        37        38        39        40
9.458963 12.689146 17.898240  8.621565  9.704603  9.312188 11.375020  7.689387
41        42        43        44        45        46        47        48
9.843533  9.496908  8.091136  9.412124 10.391329  9.563052 10.784598 11.012079
49        50        51        52        53        54        55        56
13.591462  9.152581 12.968993  8.657816  9.284863 10.683996  8.362001  9.083075
57        58        59        60        61        62        63        64
9.078784 10.718654 10.013723 10.991467 11.031389  9.740551 11.529222 10.136415
65        66        67        68        69        70        71        72
9.631703  9.733935 17.575530  9.115547  9.241602 10.298724  9.851977  9.516839
73        74        75        76        77        78        79        80
9.109481  8.943530 16.913797 10.612802 10.010214  9.679835  9.146033  8.145849
81        82        83        84        85        86        87        88
8.695277 11.557946 11.435186 11.459108  9.393971  8.452163 16.456330  9.359204
89        90        91        92        93        94        95        96
9.833925 10.535260 10.550612 12.678844  9.176534  9.656772 11.035576  8.291568
97        98        99       100       101       102       103       104
7.955829  9.492259  8.362651  7.660762  7.748433  7.676321  9.090285 10.717633
105       106       107       108       109       110       111       112
9.379137 10.442693  8.177787  9.750660  9.774150  9.624679 10.055584  9.953159
113       114       115       116       117       118       119       120
10.378434  9.727161 15.392742 17.235441 10.459396  9.476073  8.422110 11.651049
121       122       123       124       125       126       127       128
10.453569  8.999913  9.733854  8.289584  9.338012 11.140213 10.327017  9.464273
129       130       131       132       133       134       135       136
9.499619  8.906149  8.883073  8.860021 11.545946 10.012983 11.763498  8.829584
137       138       139       140       141       142       143       144
8.374159  9.303480 10.063427  8.994381 10.101894  9.222062  7.734942 14.444524
145       146       147       148       149       150       151       152
12.079850  9.561756  9.030975 10.155711 10.180155  9.814763 11.144681 10.010680
153       154       155       156       157       158       159       160
9.508693 10.257771 10.384825 13.562123  9.230846  9.716283  8.608414  8.118788
161       162       163       164       165       166       167       168
14.685214  8.353048 10.836758 14.085088 11.781931 10.440722  7.757507  8.464961
169       170       171       172       173       174       175       176
10.592515 13.210574  9.041275  9.938824 17.498534  9.580067  9.841413 11.083619
177       178       179       180       181       182       183       184
9.992249  8.681716  8.809767  9.072364  9.085630  8.125150  8.688002 10.118312
185       186       187       188       189       190       191       192
9.069301  9.560094 11.614765  8.446626  9.673631 10.805872  8.441277  9.995260
193       194       195       196       197       198       199       200
10.322136 10.519675  9.884466  9.156855 12.867115 11.502604 10.229574  9.209038
201       202       203       204       205       206       207       208
9.191908  8.770834 10.524097  9.585763 10.032351  9.295929  9.529226 11.228752
209       210       211       212       213       214       215       216
9.010811  9.094886 10.662332  9.447884 11.008403  8.918383  8.330969  8.868431
217       218       219       220       221       222       223       224
9.112306  8.809752 10.092755  9.999378  9.898142  9.311904  9.998219  8.403557
225       226       227       228       229       230       231       232
10.522170 10.758523  8.069814 10.575217  9.617165 10.755347  8.357400 13.100213
233       234       235       236       237       238       239       240
9.876940 10.386237  9.741589 10.002587  9.629356  9.494341 10.392422  8.392678
241       242       243       244       245       246       247       248
10.307772 10.634010 10.463381  8.580648 10.375208 10.134784  9.540585 10.233982
249       250       251       252       253       254       255       256
12.182824 10.507772  9.981141  8.523725  6.502860 10.402461  9.375972  7.764010
257       258       259       260       261       262       263       264
13.372247 15.937607  9.258238  8.639672  7.931906 11.242332 12.078039  9.833400
265       266       267       268       269       270       271       272
11.526817  8.964593  9.944203 10.302180 10.640665  8.245674  9.418305  7.957885
273       274       275       276       277       278       279       280
9.103333 10.212548  9.954289 11.743445  8.412483  9.776165 10.480724  9.135826
281       282       283       284       285       286       287       288
10.030089 12.234567  9.484869  7.880974  9.678918  9.369002  8.186470  9.088456
289       290       291       292       293       294       295       296
9.292393 13.066528  8.531553  9.593225 10.312316  8.360296 10.347248 10.022308
297       298       299       300       301       302       303       304
7.847614  9.956934 12.995432 10.071291  8.279636  8.841071 10.727860 12.086325
305       306       307       308       309       310       311       312
10.352295  9.789434  9.829749  9.245851  9.891218  8.085560 12.915338 10.142699
313       314       315       316       317       318       319       320
9.967488  9.672914  9.888846  9.187606  7.823892  9.718736  8.872779  9.731573
321       322       323       324       325       326       327       328
9.543830  8.811359  9.637847  9.706421 10.487461 13.439352  9.499244  8.425397
329       330       331       332       333       334       335       336
12.053532  9.520843  9.289363 10.015075 11.312059 13.962850 12.010710  9.472793
337       338       339       340       341       342       343       344
9.876861 10.113548  8.731088  8.607421 10.255252  8.272175 10.726437 11.475119
345       346       347       348       349       350       351       352
8.514562 10.667060  9.436280  9.421886  9.274055  9.518190  9.896841 11.692789
353       354       355       356       357       358       359       360
9.232871  9.880201  9.173639  9.760427 10.048612  9.723624  9.670891  8.821742
361       362       363       364       365       366       367       368
10.037138  9.989948  8.307890 10.345148 12.165392  9.132490  9.320342  9.291806
369       370       371       372       373       374       375       376
11.419443  8.309176  9.363744 11.066178 11.136954  8.462049  6.997555  9.514284
377       378       379       380       381       382       383       384
9.219597 12.063630  9.569994 11.349344 10.487804 10.720549 14.907969  8.713729
385       386       387       388       389       390       391       392
6.568434  8.808238  8.958281  9.076488  7.870674  7.681569  9.585709 10.322696
393       394       395       396       397       398       399       400
10.272060  9.149415 12.446883  8.116054  8.708550  9.125569  9.667199  8.715771
401       402       403       404       405       406       407       408
9.238867 11.129903 10.988165  8.733910  8.455725 10.094964  9.966046 13.179326
409       410       411       412       413       414       415       416
13.266956  8.291169 10.476079  8.498654 11.779233  8.086795 11.967009  9.416062
417       418       419       420       421       422       423       424
10.197397  8.221195  9.546181  8.823084  8.841904 10.086634 12.731998  9.615956
425       426       427       428       429       430       431       432
11.423634  9.504752 10.076083  9.412030  8.914769 11.370723 13.214284 10.992242
433       434       435       436       437       438       439       440
8.672811 10.222030  7.672615  9.910474 11.497865  8.422907  8.618263  8.681887
441       442       443       444       445       446       447       448
9.487939  8.594034  8.033557 11.041947  9.505147  9.495566 10.856663  8.225097
449       450       451       452       453       454       455       456
9.546612  9.778059  7.023882  8.377621  9.817270 10.095311  9.912201 10.351467
457       458       459       460       461       462       463       464
10.629035 12.457239  9.635520  9.883385  8.582244 12.062817 10.980256  9.970576
465       466       467       468       469       470       471       472
9.890318  9.802856  9.119183 12.671429  9.157794  8.190350  9.248347  9.369834
473       474       475       476       477       478       479       480
11.526747 10.481917 10.590737  8.425195  9.553719 14.435996 10.386534  9.256864
481       482       483       484       485       486       487       488
7.514432  7.753905 11.671322  8.781905  8.823457  9.626449 14.015791  9.836393
489       490       491       492       493       494       495       496
7.189506  9.410297  8.192368 10.639448  9.721296  7.876234 10.915427 10.615271
497       498       499       500       501       502       503       504
10.082684  8.917262  8.645095 10.590350 10.192127  8.873319 11.523864 10.164510
505       506       507       508       509       510       511       512
9.506917  8.658132  8.445638  8.391029 11.048740  9.869563  9.214057  8.484569
513       514       515       516       517       518       519       520
9.090972 10.287975  9.922871  8.373349 10.311314  8.814409  9.053837  7.937971
521       522       523       524       525       526       527       528
8.960872  8.826065  9.991778 10.718160  8.105568  9.455205  9.238003  9.058048
529       530       531       532       533       534       535       536
9.651025  8.795601  8.745416  9.751880  8.512548  7.925609 10.953879  9.404072
537       538       539       540       541       542       543       544
9.608768 10.329487  8.717701 10.141494 10.734629  8.344896 12.430417  9.746952
545       546       547       548       549       550       551       552
10.929991  8.441131  9.679103 12.641752  8.850487  8.076786 10.328368  9.844767
553       554       555       556       557       558       559       560
9.135937 10.397829 11.024895  8.038567 10.192996 12.182481  9.190358 12.152018
561       562       563       564       565       566       567       568
9.341504 10.609429  9.934406  7.638116  7.676991  9.624544 15.846881 10.626814
569       570       571       572       573       574       575       576
8.856966 10.987633  9.000799 10.128749 11.926897 11.293005  9.953820  9.787224
577       578       579       580       581       582       583       584
10.828214  9.932138  9.445964 12.603132 10.433033 10.621477  8.157944 11.322254
585       586       587       588       589       590       591       592
9.475193 12.815248  9.939320 10.793786 13.029898  9.700654 10.469621 10.796760
593       594       595       596       597       598       599       600
10.889065  9.298005  9.427583  8.462440  8.029292  8.931948  9.363467  8.556474
601       602       603       604       605       606       607       608
10.651265  9.349132  9.007963  8.713379  8.118796 10.280407  9.722678  9.187471
609       610       611       612       613       614       615       616
9.451008  9.343130  9.014660 10.221517 15.917047 11.878402 10.618598 12.569171
617
11.022221

mvoutlier documentation built on Feb. 9, 2018, 6:07 a.m.