Replications in synthetic data

Determines which unique units in the synthesised data set(s) replicates unique units in the original observed data set.

Usage

replicated.uniques(object, data, exclude = NULL)

Arguments

object

an object of class synds, which stands for 'synthesised data set'. It is typically created by function syn() and it includes object$m synthesised data set(s).

data

the original observed data set.

exclude

a single string or a vector of strings with name(s) of variable(s) to be excluded from the identification of uniques.

Value

A list with the following components:

replications

a vector (for object$m = 1) or a data frame with object$m columns (for object$m > 1) with logical values indicateing duplicates in mth synthetic data set.

no.replications

a single number or a vector of object$m integers indicating the number of duplicates in the synthetic data set(s).

no.uniques

a number of unique individuals in the original data set.

per.replications

a single number or a vector of object$m numeric values indicating the percentage of duplicates in the synthetic data set(s).

See also

sdc

Examples

ods <- SD2011[1:1000,c("sex","age","edu","marital","smoke")]
s1 <- syn(ods, m = 2)
#> 
#> Synthesis number 1
#> --------------------
#>  sex age edu marital smoke
#> 
#> Synthesis number 2
#> --------------------
#>  sex age edu marital smoke
replicated.uniques(s1,ods)
#> $replications
#>          [,1]  [,2]
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#>  [690,] FALSE FALSE
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#>  [692,] FALSE FALSE
#>  [693,] FALSE FALSE
#>  [694,] FALSE FALSE
#>  [695,]  TRUE FALSE
#>  [696,] FALSE FALSE
#>  [697,] FALSE FALSE
#>  [698,] FALSE FALSE
#>  [699,] FALSE FALSE
#>  [700,] FALSE FALSE
#>  [701,] FALSE FALSE
#>  [702,] FALSE FALSE
#>  [703,] FALSE FALSE
#>  [704,] FALSE FALSE
#>  [705,] FALSE FALSE
#>  [706,] FALSE FALSE
#>  [707,]  TRUE FALSE
#>  [708,] FALSE FALSE
#>  [709,] FALSE FALSE
#>  [710,] FALSE FALSE
#>  [711,] FALSE FALSE
#>  [712,] FALSE FALSE
#>  [713,] FALSE FALSE
#>  [714,] FALSE FALSE
#>  [715,]  TRUE FALSE
#>  [716,] FALSE FALSE
#>  [717,] FALSE FALSE
#>  [718,] FALSE FALSE
#>  [719,] FALSE FALSE
#>  [720,] FALSE FALSE
#>  [721,] FALSE FALSE
#>  [722,] FALSE  TRUE
#>  [723,] FALSE FALSE
#>  [724,] FALSE  TRUE
#>  [725,] FALSE FALSE
#>  [726,] FALSE FALSE
#>  [727,] FALSE FALSE
#>  [728,] FALSE FALSE
#>  [729,] FALSE FALSE
#>  [730,] FALSE  TRUE
#>  [731,] FALSE FALSE
#>  [732,] FALSE FALSE
#>  [733,] FALSE FALSE
#>  [734,] FALSE FALSE
#>  [735,] FALSE FALSE
#>  [736,] FALSE FALSE
#>  [737,] FALSE FALSE
#>  [738,] FALSE FALSE
#>  [739,] FALSE FALSE
#>  [740,] FALSE FALSE
#>  [741,] FALSE FALSE
#>  [742,] FALSE FALSE
#>  [743,] FALSE FALSE
#>  [744,] FALSE  TRUE
#>  [745,]  TRUE  TRUE
#>  [746,] FALSE FALSE
#>  [747,] FALSE FALSE
#>  [748,] FALSE FALSE
#>  [749,]  TRUE FALSE
#>  [750,] FALSE  TRUE
#>  [751,] FALSE FALSE
#>  [752,] FALSE FALSE
#>  [753,] FALSE FALSE
#>  [754,] FALSE FALSE
#>  [755,] FALSE  TRUE
#>  [756,] FALSE FALSE
#>  [757,] FALSE  TRUE
#>  [758,] FALSE FALSE
#>  [759,] FALSE FALSE
#>  [760,] FALSE FALSE
#>  [761,] FALSE FALSE
#>  [762,] FALSE FALSE
#>  [763,] FALSE FALSE
#>  [764,] FALSE FALSE
#>  [765,] FALSE FALSE
#>  [766,]  TRUE  TRUE
#>  [767,] FALSE FALSE
#>  [768,] FALSE FALSE
#>  [769,] FALSE FALSE
#>  [770,] FALSE FALSE
#>  [771,] FALSE FALSE
#>  [772,] FALSE FALSE
#>  [773,] FALSE  TRUE
#>  [774,] FALSE FALSE
#>  [775,] FALSE FALSE
#>  [776,] FALSE FALSE
#>  [777,] FALSE FALSE
#>  [778,] FALSE FALSE
#>  [779,] FALSE FALSE
#>  [780,] FALSE FALSE
#>  [781,] FALSE FALSE
#>  [782,] FALSE FALSE
#>  [783,] FALSE FALSE
#>  [784,] FALSE FALSE
#>  [785,] FALSE  TRUE
#>  [786,] FALSE  TRUE
#>  [787,] FALSE FALSE
#>  [788,] FALSE FALSE
#>  [789,] FALSE FALSE
#>  [790,] FALSE FALSE
#>  [791,] FALSE FALSE
#>  [792,] FALSE FALSE
#>  [793,] FALSE  TRUE
#>  [794,] FALSE FALSE
#>  [795,] FALSE FALSE
#>  [796,] FALSE FALSE
#>  [797,] FALSE FALSE
#>  [798,] FALSE FALSE
#>  [799,] FALSE FALSE
#>  [800,] FALSE FALSE
#>  [801,] FALSE FALSE
#>  [802,] FALSE FALSE
#>  [803,] FALSE FALSE
#>  [804,] FALSE FALSE
#>  [805,] FALSE FALSE
#>  [806,] FALSE FALSE
#>  [807,] FALSE FALSE
#>  [808,] FALSE FALSE
#>  [809,] FALSE FALSE
#>  [810,] FALSE FALSE
#>  [811,] FALSE FALSE
#>  [812,] FALSE FALSE
#>  [813,] FALSE  TRUE
#>  [814,] FALSE FALSE
#>  [815,] FALSE FALSE
#>  [816,] FALSE FALSE
#>  [817,] FALSE FALSE
#>  [818,] FALSE FALSE
#>  [819,] FALSE FALSE
#>  [820,] FALSE FALSE
#>  [821,] FALSE FALSE
#>  [822,] FALSE FALSE
#>  [823,] FALSE FALSE
#>  [824,] FALSE FALSE
#>  [825,] FALSE FALSE
#>  [826,] FALSE FALSE
#>  [827,] FALSE FALSE
#>  [828,] FALSE FALSE
#>  [829,] FALSE FALSE
#>  [830,] FALSE FALSE
#>  [831,] FALSE FALSE
#>  [832,] FALSE FALSE
#>  [833,] FALSE FALSE
#>  [834,] FALSE FALSE
#>  [835,] FALSE FALSE
#>  [836,] FALSE FALSE
#>  [837,] FALSE FALSE
#>  [838,] FALSE FALSE
#>  [839,] FALSE FALSE
#>  [840,]  TRUE FALSE
#>  [841,] FALSE FALSE
#>  [842,] FALSE  TRUE
#>  [843,] FALSE FALSE
#>  [844,] FALSE FALSE
#>  [845,] FALSE FALSE
#>  [846,] FALSE FALSE
#>  [847,] FALSE FALSE
#>  [848,]  TRUE FALSE
#>  [849,] FALSE FALSE
#>  [850,] FALSE  TRUE
#>  [851,] FALSE FALSE
#>  [852,] FALSE  TRUE
#>  [853,] FALSE FALSE
#>  [854,] FALSE FALSE
#>  [855,] FALSE FALSE
#>  [856,]  TRUE FALSE
#>  [857,] FALSE FALSE
#>  [858,] FALSE FALSE
#>  [859,] FALSE FALSE
#>  [860,] FALSE FALSE
#>  [861,] FALSE FALSE
#>  [862,] FALSE FALSE
#>  [863,] FALSE FALSE
#>  [864,] FALSE FALSE
#>  [865,] FALSE FALSE
#>  [866,] FALSE FALSE
#>  [867,] FALSE FALSE
#>  [868,] FALSE FALSE
#>  [869,] FALSE FALSE
#>  [870,] FALSE FALSE
#>  [871,] FALSE FALSE
#>  [872,] FALSE FALSE
#>  [873,]  TRUE FALSE
#>  [874,] FALSE FALSE
#>  [875,]  TRUE FALSE
#>  [876,] FALSE  TRUE
#>  [877,] FALSE FALSE
#>  [878,]  TRUE FALSE
#>  [879,] FALSE FALSE
#>  [880,] FALSE FALSE
#>  [881,] FALSE FALSE
#>  [882,] FALSE FALSE
#>  [883,] FALSE FALSE
#>  [884,] FALSE FALSE
#>  [885,] FALSE FALSE
#>  [886,] FALSE FALSE
#>  [887,] FALSE FALSE
#>  [888,] FALSE  TRUE
#>  [889,] FALSE  TRUE
#>  [890,] FALSE FALSE
#>  [891,] FALSE FALSE
#>  [892,] FALSE FALSE
#>  [893,] FALSE  TRUE
#>  [894,] FALSE FALSE
#>  [895,] FALSE FALSE
#>  [896,] FALSE FALSE
#>  [897,] FALSE FALSE
#>  [898,]  TRUE FALSE
#>  [899,] FALSE FALSE
#>  [900,] FALSE  TRUE
#>  [901,] FALSE FALSE
#>  [902,] FALSE FALSE
#>  [903,] FALSE FALSE
#>  [904,] FALSE FALSE
#>  [905,] FALSE FALSE
#>  [906,]  TRUE FALSE
#>  [907,] FALSE FALSE
#>  [908,] FALSE FALSE
#>  [909,] FALSE FALSE
#>  [910,] FALSE  TRUE
#>  [911,] FALSE FALSE
#>  [912,] FALSE FALSE
#>  [913,]  TRUE FALSE
#>  [914,] FALSE FALSE
#>  [915,] FALSE FALSE
#>  [916,] FALSE FALSE
#>  [917,] FALSE FALSE
#>  [918,]  TRUE FALSE
#>  [919,] FALSE FALSE
#>  [920,] FALSE FALSE
#>  [921,]  TRUE FALSE
#>  [922,] FALSE FALSE
#>  [923,] FALSE FALSE
#>  [924,] FALSE FALSE
#>  [925,] FALSE  TRUE
#>  [926,] FALSE FALSE
#>  [927,]  TRUE FALSE
#>  [928,] FALSE FALSE
#>  [929,] FALSE FALSE
#>  [930,] FALSE FALSE
#>  [931,] FALSE FALSE
#>  [932,] FALSE FALSE
#>  [933,] FALSE FALSE
#>  [934,] FALSE FALSE
#>  [935,] FALSE FALSE
#>  [936,] FALSE FALSE
#>  [937,] FALSE FALSE
#>  [938,] FALSE FALSE
#>  [939,] FALSE FALSE
#>  [940,] FALSE FALSE
#>  [941,] FALSE FALSE
#>  [942,] FALSE FALSE
#>  [943,] FALSE FALSE
#>  [944,] FALSE FALSE
#>  [945,]  TRUE  TRUE
#>  [946,] FALSE FALSE
#>  [947,] FALSE FALSE
#>  [948,] FALSE FALSE
#>  [949,] FALSE  TRUE
#>  [950,] FALSE  TRUE
#>  [951,] FALSE FALSE
#>  [952,] FALSE FALSE
#>  [953,] FALSE FALSE
#>  [954,] FALSE FALSE
#>  [955,] FALSE FALSE
#>  [956,] FALSE FALSE
#>  [957,] FALSE FALSE
#>  [958,]  TRUE FALSE
#>  [959,] FALSE FALSE
#>  [960,]  TRUE FALSE
#>  [961,] FALSE FALSE
#>  [962,] FALSE FALSE
#>  [963,] FALSE FALSE
#>  [964,] FALSE FALSE
#>  [965,] FALSE FALSE
#>  [966,] FALSE FALSE
#>  [967,] FALSE  TRUE
#>  [968,] FALSE FALSE
#>  [969,] FALSE FALSE
#>  [970,] FALSE FALSE
#>  [971,] FALSE FALSE
#>  [972,] FALSE FALSE
#>  [973,] FALSE FALSE
#>  [974,] FALSE FALSE
#>  [975,] FALSE FALSE
#>  [976,] FALSE FALSE
#>  [977,] FALSE FALSE
#>  [978,] FALSE FALSE
#>  [979,] FALSE FALSE
#>  [980,] FALSE FALSE
#>  [981,] FALSE FALSE
#>  [982,] FALSE FALSE
#>  [983,] FALSE FALSE
#>  [984,] FALSE FALSE
#>  [985,] FALSE FALSE
#>  [986,] FALSE FALSE
#>  [987,] FALSE FALSE
#>  [988,] FALSE FALSE
#>  [989,] FALSE FALSE
#>  [990,] FALSE FALSE
#>  [991,] FALSE FALSE
#>  [992,] FALSE FALSE
#>  [993,] FALSE FALSE
#>  [994,] FALSE FALSE
#>  [995,] FALSE FALSE
#>  [996,] FALSE FALSE
#>  [997,] FALSE FALSE
#>  [998,] FALSE FALSE
#>  [999,] FALSE FALSE
#> [1000,] FALSE FALSE
#> 
#> $no.uniques
#> [1] 425
#> 
#> $no.replications
#> [1]  89 109
#> 
#> $per.replications
#> [1]  8.9 10.9
#>