Package: emdi 2.2.0

emdi: Estimating and Mapping Disaggregated Indicators

Functions that support estimating, assessing and mapping regional disaggregated indicators. So far, estimation methods comprise direct estimation, the model-based unit-level approach Empirical Best Prediction (see "Small area estimation of poverty indicators" by Molina and Rao (2010) <doi:10.1002/cjs.10051>), the area-level model (see "Estimates of income for small places: An application of James-Stein procedures to Census Data" by Fay and Herriot (1979) <doi:10.1080/01621459.1979.10482505>) and various extensions of it (adjusted variance estimation methods, log and arcsin transformation, spatial, robust and measurement error models), as well as their precision estimates. The assessment of the used model is supported by a summary and diagnostic plots. For a suitable presentation of estimates, map plots can be easily created. Furthermore, results can easily be exported to excel. For a detailed description of the package and the methods used see "The R Package emdi for Estimating and Mapping Regionally Disaggregated Indicators" by Kreutzmann et al. (2019) <doi:10.18637/jss.v091.i07> and the second package vignette "A Framework for Producing Small Area Estimates Based on Area-Level Models in R".

Authors:Sylvia Harmening [aut], Ann-Kristin Kreutzmann [aut], Soeren Pannier [aut, cre], Felix Skarke [aut], Natalia Rojas-Perilla [aut], Nicola Salvati [aut], Timo Schmid [aut], Matthias Templ [aut], Nikos Tzavidis [aut], Nora Würz [aut]

emdi_2.2.0.tar.gz
emdi_2.2.0.zip(r-4.5)emdi_2.2.0.zip(r-4.4)emdi_2.2.0.zip(r-4.3)
emdi_2.2.0.tgz(r-4.4-any)emdi_2.2.0.tgz(r-4.3-any)
emdi_2.2.0.tar.gz(r-4.5-noble)emdi_2.2.0.tar.gz(r-4.4-noble)
emdi_2.2.0.tgz(r-4.4-emscripten)emdi_2.2.0.tgz(r-4.3-emscripten)
emdi.pdf |emdi.html
emdi/json (API)
NEWS

# Install 'emdi' in R:
install.packages('emdi', repos = c('https://soerenpannier.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/soerenpannier/emdi/issues

Datasets:

On CRAN:

7.15 score 14 stars 1 packages 37 scripts 956 downloads 50 exports 106 dependencies

Last updated 1 years agofrom:0f3de1cb86. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 22 2024
R-4.5-winNOTENov 22 2024
R-4.5-linuxNOTENov 22 2024
R-4.4-winNOTENov 22 2024
R-4.4-macNOTENov 22 2024
R-4.3-winNOTENov 22 2024
R-4.3-macNOTENov 22 2024

Exports:benchmarkcombine_datacomparecompare_plotcompare_preddata_transformationdirectebpestimatorsfhfixed.effectsfixed.effects.ebpfixed.effects.fhfixeffixef.ebpfixef.fhgetDatagetData.directgetData.ebpgetData.fhgetGroupsgetGroups.directgetGroups.ebpgetGroups.fhgetGroupsFormulagetGroupsFormula.directgetGroupsFormula.ebpgetGroupsFormula.fhgetResponsegetResponse.directgetResponse.ebpgetResponse.fhgetVarCovgetVarCov.ebpgetVarCov.fhintervalsintervals.ebpintervals.fhload_shapeaustriamap_plotrandom.effectsrandom.effects.ebprandom.effects.fhranefranef.ebpranef.fhspatialcor.testsstepwrite.excelwrite.ods

Dependencies:aoosassertthatbackportsBBmiscbootbrewcachemcallrcellrangercheckmateclassclassIntclicolorspacecommonmarkcpp11data.tableDBIdeldirdescdiagonalsdplyre1071evaluatefansifarverfastmapformula.toolsfsgenericsggplot2ggrepelgluegridExtragtablehighrHLMdiaghmsinsightisobandjanitorKernSmoothknitrlabelinglatticelifecyclelubridatemagrittrMASSMatrixmemoisemgcvmintymodulesmomentsMuMInmunsellnlmeopenxlsxoperator.toolsparallelMappbapplypillarpkgbuildpkgconfigpkgloadplyrprocessxproxypspurrrR6RColorBrewerRcppRcppArmadilloreadODSrematchreshape2rlangroxygen2rprojroots2saeRobustscalessfsnakecasespspDataspdepstringistringrtibbletidyrtidyselecttimechangetzdbunitsutf8vctrsviridisLitewithrwkxfunxml2yamlzip

Estimating and Mapping Regional Disaggregated Indicators

Rendered fromvignette_emdi.pdf.asisusingR.rsp::asison Nov 22 2024.

Last update: 2017-05-17
Started: 2017-05-17

Extensions to the ebp function in the R package emdi

Rendered fromvignette_ebp2.pdf.asisusingR.rsp::asison Nov 22 2024.

Last update: 2023-10-29
Started: 2021-07-01

Producing Small Area Estimates Based on Area-Level Models

Rendered fromvignette_fh.pdf.asisusingR.rsp::asison Nov 22 2024.

Last update: 2020-07-03
Started: 2020-07-03

Readme and manuals

Help Manual

Help pageTopics
Benchmark Functionbenchmark
Combines Sample and Population Datacombine_data
Compare Functioncompare compare.fh
Shows Plots for the Comparison of Estimatescompare_plot compare_plot.direct compare_plot.ebp compare_plot.fh compare_plots_emdi
Compare Predictions of Model Objectscompare_pred compare_pred.emdi
Tranforms Dependent Variablesdata_transformation
Direct Estimation of Disaggregated Indicatorsdirect
Empirical Best Prediction for Disaggregated Indicatorsebp
A package for estimating and mapping disaggregated indicatorsemdi
Summarizes an emdiObjectemdi_summaries summary.direct summary.ebp summary.fh
Fitted emdiObjectemdiObject
Presents Point, MSE and CV Estimatesestimators estimators.emdi
Simulated eusilc data - population dataeusilcA_pop
Simulated eusilc data - aggregated population dataeusilcA_popAgg
Proximity matrix for spatial area-level modelseusilcA_prox
Simulated eusilc data - sample dataeusilcA_smp
Simulated eusilc data - aggregated sample dataeusilcA_smpAgg
Standard and Extended Fay-Herriot Models for Disaggregated Indicatorsfh
Extract Fixed Effects from an emdi Objectfixed.effects fixed.effects.ebp fixed.effects.fh fixef fixef.ebp fixef.fh
Extract emdi Object DatagetData getData.direct getData.ebp getData.fh
Extract Grouping Factors from an emdi ObjectgetGroups getGroups.direct getGroups.ebp getGroups.fh
Extract Grouping Formula from an emdi ObjectgetGroupsFormula getGroupsFormula.direct getGroupsFormula.ebp getGroupsFormula.fh
Extract Response Variable from an emdi ObjectgetResponse getResponse.direct getResponse.ebp getResponse.fh
Extract Variance-covariance Matrix from an emdi ObjectgetVarCov getVarCov.ebp getVarCov.fh
Confidence Intervals on Coefficients of an emdi Objectintervals intervals.ebp intervals.fh
Loading the Shape File for Austrian Districtsload_shapeaustria
Visualizes regional disaggregated estimates on a mapmap_plot
Plots for an emdi Objectplot.direct plot.ebp plot.emdi plot.fh
Predictions from emdi Objectspredict.emdi
Quantile-quantile Plots for an emdi Objectqqnorm.direct qqnorm.ebp qqnorm.emdi qqnorm.fh
Extract Random Effects of emdi Objectsrandom.effects random.effects.ebp random.effects.fh ranef ranef.ebp ranef.fh
Spatial Autocorrelation Testsspatialcor.tests
Step Functionstep step.default step.fh
Exports an emdiObject to an Excel File or OpenDocument Spreadsheetwrite.excel write.ods