Input Data
The data set consists of 6945 observations
Information on selected important (key) variables
- Categorical key variable(s): DISTRICT | URB_RUR | S1BQ6_A | S1BQ6_B | S1BQ6_C | S1BQ6_D | S1BQ6_E | S1BQ6_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: 23)
- 3-Anonymity: 0 (original dataset: 53)
Percentage of observations violating
- 2-Anonymity: 0.000% (original dataset: 0.331%)
- 3-Anonymity: 0.000% (original dataset: 0.763%)
Disclosure Risk for Categorical Variables
Expected Percentage of Reidentifications:
- modified data: 0.002% (~ 0.163 observations)
- original data: 0.018% (~ 1.226 observations)
10 combinations of categories with highest risks
| DISTRICT | URB_RUR | S1BQ6_A | S1BQ6_B | S1BQ6_C | S1BQ6_D | S1BQ6_E | S1BQ6_F | risk | fk | Fk | hier_risk |
|---|---|---|---|---|---|---|---|---|---|---|---|
| KENEMA | Rural | NO | NO | NO | NO | NO | NA | 0.003 | 5 | 460.0401 | 0.0027098 |
| KAILAHUN | NA | NO | YES | NO | NO | NO | NO | 0.002 | 4 | 701.6896 | 0.0019324 |
| PORTLOKO | Rural | NO | NO | NO | NO | NO | YES | 0.001 | 4 | 1011.7925 | 0.0013161 |
| KAMBIA | NA | NO | NO | NO | YES | NO | NO | 0.001 | 4 | 1127.1612 | 0.0012752 |
| MOYAMBA | NA | NO | YES | NO | NO | NO | NO | 0.001 | 6 | 1034.5204 | 0.0011586 |
| KARENE | Urban | NO | NO | NA | YES | NO | NO | 0.001 | 3 | 1433.1562 | 0.0010621 |
| KAMBIA | Rural | NO | YES | NO | NO | NO | NO | 0.001 | 8 | 1295.6389 | 0.0008813 |
| KAMBIA | NA | NO | YES | NO | NO | NO | NO | 0.001 | 8 | 1295.6389 | 0.0008813 |
| KENEMA | Rural | NO | NO | NO | NA | NO | NO | 0.001 | 8 | 1339.0935 | 0.0008527 |
| KONO | Rural | NO | YES | NO | NO | NO | NO | 0.001 | 7 | 1381.6910 | 0.0008538 |
Hierarchical risk
- modified data: 0.263 (0.004%)
- original data: 2.322 (0.033%)
Data Utility
Frequencies Categorical Key Variables:
Variable: DISTRICT
| Categories | Original data | Modified data |
|---|---|---|
| KAILAHUN | 1287 | 1283 |
| KENEMA | 781 | 781 |
| KONO | 1050 | 1050 |
| BOMBALI | 268 | 268 |
| FALABA | 206 | 206 |
| KOINADUGU | 119 | 119 |
| TONKOLILI | 776 | 776 |
| KAMBIA | 382 | 381 |
| KARENE | 258 | 257 |
| PORTLOKO | 549 | 549 |
| BO | 440 | 435 |
| BONTHE | 132 | 130 |
| MOYAMBA | 328 | 328 |
| PUJEHUN | 308 | 308 |
| WESTERN RURAL | 56 | 53 |
| WESTERN URBAN | 0 | NA |
| NA | 5 | 21 |
Variable: URB_RUR
| Categories | Original data | Modified data |
|---|---|---|
| Rural | 5748 | 5741 |
| Urban | 1111 | 1092 |
| NA | 86 | 112 |
Variable: S1BQ6_A
| Categories | Original data | Modified data |
|---|---|---|
| NO | 137 | 137 |
| YES | 6808 | 6808 |
Variable: S1BQ6_B
| Categories | Original data | Modified data |
|---|---|---|
| YES | 36 | 30 |
| NO | 6909 | 6909 |
| NA | NA | 6 |
Variable: S1BQ6_C
| Categories | Original data | Modified data |
|---|---|---|
| YES | 36 | 31 |
| NO | 6909 | 6909 |
| NA | NA | 5 |
Variable: S1BQ6_D
| Categories | Original data | Modified data |
|---|---|---|
| YES | 26 | 25 |
| NO | 6919 | 6919 |
| NA | NA | 1 |
Variable: S1BQ6_E
| Categories | Original data | Modified data |
|---|---|---|
| NO | 6930 | 6930 |
| YES | 15 | 15 |
Variable: S1BQ6_F
| Categories | Original data | Modified data |
|---|---|---|
| YES | 14 | 12 |
| NO | 6931 | 6931 |
| 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 | S1BQ6_A | S1BQ6_B | S1BQ6_C | S1BQ6_D | S1BQ6_E | S1BQ6_F | |
|---|---|---|---|---|---|---|---|---|
| Number of Suppression | 16 | 26 | 0 | 6 | 5 | 1 | 0 | 2 |
| Percentage | 0.230 | 0.374 | 0.000 | 0.086 | 0.072 | 0.014 | 0.000 | 0.029 |
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 Thu, 09/04/2026 at 11:59:51.