Input Data
The data set consists of 35770 observations
Information on selected important (key) variables
- Categorical key variable(s): DISTRICT | URB_RUR
- Continuous key variable(s): S6Q4
- Weight variable: HH_Final_weight
- householdID: HOUSEHOLD_ID
- strataVariable(s): not defined
Modifications
- Modifications on categorical key variables: FALSE
- Modifications on continuous key variables: TRUE
- Modifications using PRAM: FALSE
- Local suppressions: FALSE
Disclosure risk:
Frequency Analysis for Categorical Key Variables
Number of observations violating
- 2-Anonymity: 0 (original dataset: 0)
- 3-Anonymity: 0 (original dataset: 0)
Percentage of observations violating
- 2-Anonymity: 0.000% (original dataset: 0.000%)
- 3-Anonymity: 0.000% (original dataset: 0.000%)
Disclosure Risk for Categorical Variables
Expected Percentage of Reidentifications:
- modified data: 0.000% (~ 0.071 observations)
- original data: 0.000% (~ 0.071 observations)
10 combinations of categories with highest risks
| DISTRICT | URB_RUR | risk | fk | Fk | hier_risk |
|---|---|---|---|---|---|
| MOYAMBA | Urban | 0.000 | 231 | 47475.81 | 0.0001481 |
| PUJEHUN | Urban | 0.000 | 224 | 64112.30 | 0.0001097 |
| FALABA | Urban | 0.000 | 364 | 64985.68 | 0.0001080 |
| BOMBALI | Urban | 0.000 | 224 | 78251.67 | 0.0000899 |
| KONO | Urban | 0.000 | 294 | 92078.81 | 0.0000763 |
| KAMBIA | Urban | 0.000 | 868 | 171728.10 | 0.0000408 |
| TONKOLILI | Urban | 0.000 | 917 | 204765.03 | 0.0000342 |
| KARENE | Rural | 0.000 | 882 | 257742.13 | 0.0000272 |
| PORTLOKO | Urban | 0.000 | 924 | 266266.00 | 0.0000263 |
| KARENE | Urban | 0.000 | 777 | 289004.98 | 0.0000243 |
Disclosure Risk Continuous Scaled Variables
The (distance-based) disclosure risk for continous key variables is between 0.000% and 99.514% in the modified data.
In the original data, the risk is assumed to be approximately 100.000%.
Hierarchical risk
- modified data: 0.494 (0.001%)
- original data: 0.494 (0.001%)
Data Utility
Frequencies Categorical Key Variables:
Variable: DISTRICT
| Categories | Original data | Modified data |
|---|---|---|
| KAILAHUN | 5124 | 5124 |
| KENEMA | 4459 | 4459 |
| KONO | 4396 | 4396 |
| BOMBALI | 1232 | 1232 |
| FALABA | 1015 | 1015 |
| KOINADUGU | 574 | 574 |
| TONKOLILI | 3500 | 3500 |
| KAMBIA | 2240 | 2240 |
| KARENE | 1071 | 1071 |
| PORTLOKO | 3220 | 3220 |
| BO | 3052 | 3052 |
| BONTHE | 770 | 770 |
| MOYAMBA | 2058 | 2058 |
| PUJEHUN | 1974 | 1974 |
| WESTERN RURAL | 462 | 462 |
| WESTERN URBAN | 0 | NA |
| NA | 623 | 623 |
Variable: URB_RUR
| Categories | Original data | Modified data |
|---|---|---|
| Rural | 28945 | 28945 |
| Urban | 5481 | 5481 |
| NA | 1344 | 1344 |
Data Utility of Continuous Scaled Key Variables
Univariate summary of variable S6Q4
| Original | Modified | Difference | |
|---|---|---|---|
| Min. | 1.00000 | 1 | 0.0000000 |
| 1st Qu. | 2.00000 | 2 | 0.0000000 |
| Median | 3.00000 | 3 | 0.0000000 |
| Mean | 6.27474 | 6 | 0.2747403 |
| 3rd Qu. | 7.00000 | 7 | 0.0000000 |
| Max. | 485.00000 | 42 | 443.0000000 |
Information Loss Criteria
- Criteria IL1: 4990.765%
- Difference of Eigenvalues in modified data: 0.000% (0.00% in original data)
Boxplot of Differences
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 Wed, 08/04/2026 at 17:13:03.