Input Data
The data set consists of 7792 observations
Information on selected important (key) variables
- Categorical key variable(s): DISTRICT | URB_RUR | S0DQ3_A | S0DQ3_B | S0DQ3_C | S0DQ3_D | S0DQ3_E | S0DQ3_F
- Continuous key variable(s): not defined
- Weight variable: HH_Final_weight
- householdID: HOUSEHOLD_ID
- strataVariable(s): not defined
Modifications
- Modifications on categorical key variables: FALSE
- Modifications on continuous key variables: NA
- Modifications using PRAM: FALSE
- Local suppressions: TRUE
Disclosure risk:
Frequency Analysis for Categorical Key Variables
Number of observations violating
- 2-Anonymity: 0 (original dataset: 70)
- 3-Anonymity: 0 (original dataset: 117)
Percentage of observations violating
- 2-Anonymity: 0.000% (original dataset: 0.898%)
- 3-Anonymity: 0.000% (original dataset: 1.502%)
Disclosure Risk for Categorical Variables
Expected Percentage of Reidentifications:
- modified data: 0.008% (~ 0.642 observations)
- original data: 0.041% (~ 3.193 observations)
10 combinations of categories with highest risks
| DISTRICT | URB_RUR | S0DQ3_A | S0DQ3_B | S0DQ3_C | S0DQ3_D | S0DQ3_E | S0DQ3_F | risk | fk | Fk | hier_risk |
|---|---|---|---|---|---|---|---|---|---|---|---|
| KAILAHUN | Rural | No | No | NA | No | No | Yes | 0.008 | 3 | 197.6910 | 0.0075445 |
| KAILAHUN | NA | No | Yes | No | No | No | No | 0.006 | 4 | 204.5317 | 0.0065007 |
| KAILAHUN | Rural | NA | Yes | No | No | No | No | 0.006 | 4 | 204.5317 | 0.0072276 |
| BO | Rural | No | NA | No | Yes | No | Yes | 0.006 | 3 | 242.5982 | 0.0061451 |
| FALABA | Urban | No | Yes | No | No | No | No | 0.005 | 3 | 312.5753 | 0.0047759 |
| FALABA | Urban | No | No | No | Yes | No | No | 0.004 | 3 | 336.4128 | 0.0044390 |
| MOYAMBA | Urban | No | Yes | No | Yes | No | No | 0.004 | 3 | 341.0142 | 0.0043794 |
| MOYAMBA | NA | No | No | No | Yes | No | Yes | 0.004 | 3 | 372.7106 | 0.0040084 |
| MOYAMBA | Rural | No | NA | No | Yes | No | Yes | 0.004 | 3 | 372.7106 | 0.0040084 |
| TONKOLILI | Rural | No | No | Yes | Yes | No | No | 0.004 | 3 | 424.5278 | 0.0105255 |
Hierarchical risk
- modified data: 1.169 (0.015%)
- original data: 5.719 (0.073%)
Data Utility
Frequencies Categorical Key Variables:
Variable: DISTRICT
| Categories | Original data | Modified data |
|---|---|---|
| KAILAHUN | 1410 | 1410 |
| KENEMA | 816 | 816 |
| KONO | 1194 | 1194 |
| BOMBALI | 314 | 314 |
| FALABA | 219 | 219 |
| KOINADUGU | 121 | 121 |
| TONKOLILI | 1002 | 1002 |
| KAMBIA | 416 | 416 |
| KARENE | 262 | 262 |
| PORTLOKO | 585 | 585 |
| BO | 484 | 484 |
| BONTHE | 135 | 135 |
| MOYAMBA | 363 | 362 |
| PUJEHUN | 363 | 363 |
| WESTERN RURAL | 55 | 55 |
| WESTERN URBAN | 0 | NA |
| NA | 53 | 54 |
Variable: URB_RUR
| Categories | Original data | Modified data |
|---|---|---|
| Rural | 6426 | 6413 |
| Urban | 1196 | 1179 |
| NA | 170 | 200 |
Variable: S0DQ3_A
| Categories | Original data | Modified data |
|---|---|---|
| No | 7572 | 7570 |
| Yes | 220 | 191 |
| NA | NA | 31 |
Variable: S0DQ3_B
| Categories | Original data | Modified data |
|---|---|---|
| No | 7570 | 7570 |
| Yes | 222 | 204 |
| NA | NA | 18 |
Variable: S0DQ3_C
| Categories | Original data | Modified data |
|---|---|---|
| No | 7701 | 7696 |
| Yes | 91 | 75 |
| NA | NA | 21 |
Variable: S0DQ3_D
| Categories | Original data | Modified data |
|---|---|---|
| No | 6970 | 6967 |
| Yes | 822 | 813 |
| NA | NA | 12 |
Variable: S0DQ3_E
| Categories | Original data | Modified data |
|---|---|---|
| No | 7744 | 7744 |
| Yes | 48 | 37 |
| NA | NA | 11 |
Variable: S0DQ3_F
| Categories | Original data | Modified data |
|---|---|---|
| No | 7670 | 7670 |
| Yes | 122 | 120 |
| NA | NA | 2 |
Local Suppressions
The table below shows for each categorical key variable the number (1st row) and the percentages (2nd row) of suppressed cells.
| DISTRICT | URB_RUR | S0DQ3_A | S0DQ3_B | S0DQ3_C | S0DQ3_D | S0DQ3_E | S0DQ3_F | |
|---|---|---|---|---|---|---|---|---|
| Number of Suppression | 1 | 30 | 31 | 18 | 21 | 12 | 11 | 2 |
| Percentage | 0.013 | 0.385 | 0.398 | 0.231 | 0.270 | 0.154 | 0.141 | 0.026 |
R-Code
Session-Info
About the R-Version
- Version: R version 4.5.2 (2025-10-31 ucrt)
- Platform: x86_64-w64-mingw32
Locales
LC_COLLATE=English_United States.utf8 | LC_CTYPE=English_United States.utf8 | LC_MONETARY=English_United States.utf8 | LC_NUMERIC=C | LC_TIME=English_United States.utf8
Attached base packages
stats | graphics | grDevices | utils | datasets | methods | base
Other attached packages
labelled (2.16.0) | questionr (0.8.1) | haven (2.5.5) | readxl (1.4.5) | tidyr (1.3.1) | dplyr (1.1.4) | agrisvyr (0.2.0) | sdcMicro (5.7.9)
Packages loaded via Namespace (but not attached)
tidyselect (1.2.1) | viridisLite (0.4.2) | farver (2.1.2) | R.utils (2.13.0) | S7 (0.2.1) | fastmap (1.2.0) | promises (1.5.0) | digest (0.6.38) | mime (0.13) | lifecycle (1.0.4) | cluster (2.1.8.1) | magrittr (2.0.4) | compiler (4.5.2) | rlang (1.1.6) | sass (0.4.10) | tools (4.5.2) | utf8 (1.2.6) | yaml (2.3.10) | data.table (1.17.8) | knitr (1.50) | askpass (1.2.1) | htmlwidgets (1.6.4) | plyr (1.8.9) | xml2 (1.4.1) | RColorBrewer (1.1-3) | miniUI (0.1.2) | withr (3.0.2) | purrr (1.2.0) | R.oo (1.27.1) | grid (4.5.2) | xtable (1.8-4) | data.tree (1.2.0) | ggplot2 (4.0.1) | scales (1.4.0) | MASS (7.3-65) | cli (3.6.5) | rmarkdown (2.30) | crayon (1.5.3) | generics (0.1.4) | otel (0.2.0) | rstudioapi (0.17.1) | robustbase (0.99-6) | tzdb (0.5.0) | cachem (1.1.0) | stringr (1.6.0) | rhandsontable (0.3.8) | cellranger (1.1.0) | vctrs (0.6.5) | jsonlite (2.0.0) | carData (3.0-5) | hms (1.1.4) | systemfonts (1.3.1) | jquerylib (0.1.4) | shinyBS (0.61.1) | glue (1.8.0) | DEoptimR (1.1-4) | DT (0.34.0) | stringi (1.8.7) | gtable (0.3.6) | later (1.4.4) | tibble (3.3.0) | pillar (1.11.1) | htmltools (0.5.8.1) | openssl (2.3.4) | R6 (2.6.1) | textshaping (1.0.4) | evaluate (1.0.5) | shiny (1.11.1) | kableExtra (1.4.0) | readr (2.1.6) | highr (0.11) | R.methodsS3 (1.8.2) | openxlsx (4.2.8.1) | renv (1.1.5) | httpuv (1.6.16) | bslib (0.9.0) | Rcpp (1.1.0) | zip (2.3.3) | svglite (2.2.2) | xfun (0.54) | fs (1.6.6) | forcats (1.0.1) | usethis (3.2.1) | getPass (0.2-4) | prettydoc (0.4.1) | pkgconfig (2.0.3)
Disclaimer
R-Package sdcMicro is developed and maintained by Statistics Austria (www.statistik.at).
Please use the issue-tracker on github to report any issues:
This report was generated on Mon, 06/04/2026 at 08:15:36.