{
  "_id": "6a1edc6bb401979e7340fcc9",
  "Package": "emdi",
  "Title": "Estimating and Mapping Disaggregated Indicators",
  "Version": "2.2.3",
  "Date": "2025-08-23",
  "Authors@R": "c(person(\"Sylvia\", \"Harmening\", role=\"aut\", email = \"sylvia.harmening@fu-berlin.de\"), \nperson(\"Ann-Kristin\", \"Kreutzmann\", role=\"aut\", email=\"ann-kristin.kreutzmann@fu-berlin.de\"),\nperson(\"Soeren\", \"Pannier\", role=c(\"aut\", \"cre\"), email=\"soeren.pannier@fu-berlin.de\"),\nperson(\"Felix\", \"Skarke\", role=(\"aut\"), email=\"f.skarke@fu-berlin.de\"),\nperson(\"Natalia\", \"Rojas-Perilla\", role=\"aut\", email = \"natalia.rojas@fu-berlin.de\"),\nperson(\"Nicola\", \"Salvati\", role=\"aut\", email = \"nicola.salvati@unipi.it\"),\nperson(\"Timo\", \"Schmid\", role=\"aut\", email = \"timo.schmid@fu-berlin.de\"),\nperson(\"Matthias\", \"Templ\", role=\"aut\", email = \"templ@statistik.tuwien.ac.at\"),\nperson(\"Nikos\", \"Tzavidis\", role=\"aut\", email = \"N.TZAVIDIS@soton.ac.uk\"),\nperson(\"Nora\", \"Würz\", role=\"aut\", email = \"nora.wuerz@fu-berlin.de\"))",
  "Description": "Functions that support estimating, assessing and mapping\nregional disaggregated indicators. So far, estimation methods\ncomprise direct estimation, the model-based unit-level approach\nEmpirical Best Prediction (see \"Small area estimation of\npoverty indicators\" by Molina and Rao (2010)\n<doi:10.1002/cjs.10051>), the area-level model (see \"Estimates\nof income for small places: An application of James-Stein\nprocedures to Census Data\" by Fay and Herriot (1979)\n<doi:10.1080/01621459.1979.10482505>) and various extensions of\nit (adjusted variance estimation methods, log and arcsin\ntransformation, spatial, robust and measurement error models),\nas well as their precision estimates. The assessment of the\nused model is supported by a summary and diagnostic plots. For\na suitable presentation of estimates, map plots can be easily\ncreated. Furthermore, results can easily be exported to excel.\nFor a detailed description of the package and the methods used\nsee \"The R Package emdi for Estimating and Mapping Regionally\nDisaggregated Indicators\" by Kreutzmann et al. (2019)\n<doi:10.18637/jss.v091.i07> and the second package vignette \"A\nFramework for Producing Small Area Estimates Based on\nArea-Level Models in R\".",
  "License": "GPL-2",
  "URL": "https://github.com/SoerenPannier/emdi",
  "LazyData": "true",
  "Encoding": "UTF-8",
  "Copyright": "inst/COPYRIGHTS",
  "RoxygenNote": "7.3.2",
  "VignetteBuilder": "R.rsp",
  "Config/pak/sysreqs": "libabsl-dev cmake libgdal-dev gdal-bin libgeos-dev\nmake libicu-dev libuv1-dev libxml2-dev libssl-dev libproj-dev\nlibsqlite3-dev libudunits2-dev",
  "Repository": "https://soerenpannier.r-universe.dev",
  "Date/Publication": "2025-08-23 17:57:56 UTC",
  "RemoteUrl": "https://github.com/soerenpannier/emdi",
  "RemoteRef": "HEAD",
  "RemoteSha": "678fab1e395111f7513122239fa13780aa683228",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-20 08:34:59 UTC",
    "User": "root"
  },
  "Author": "Sylvia Harmening [aut],\nAnn-Kristin Kreutzmann [aut],\nSoeren Pannier [aut, cre],\nFelix Skarke [aut],\nNatalia Rojas-Perilla [aut],\nNicola Salvati [aut],\nTimo Schmid [aut],\nMatthias Templ [aut],\nNikos Tzavidis [aut],\nNora Würz [aut]",
  "Maintainer": "Soeren Pannier <soeren.pannier@fu-berlin.de>",
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  "_created": "2026-05-20T08:34:59.000Z",
  "_published": "2026-06-02T13:36:43.586Z",
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  "_assets": [
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    "extra/citation.html",
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    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
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  "_homeurl": "https://github.com/soerenpannier/emdi",
  "_realowner": "soerenpannier",
  "_cranurl": true,
  "_releases": [
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  "_exports": [
    "benchmark",
    "combine_data",
    "compare",
    "compare_plot",
    "compare_pred",
    "data_transformation",
    "direct",
    "ebp",
    "estimators",
    "fh",
    "fixed.effects",
    "fixed.effects.ebp",
    "fixed.effects.fh",
    "fixef",
    "fixef.ebp",
    "fixef.fh",
    "getData",
    "getData.direct",
    "getData.ebp",
    "getData.fh",
    "getGroups",
    "getGroups.direct",
    "getGroups.ebp",
    "getGroups.fh",
    "getGroupsFormula",
    "getGroupsFormula.direct",
    "getGroupsFormula.ebp",
    "getGroupsFormula.fh",
    "getResponse",
    "getResponse.direct",
    "getResponse.ebp",
    "getResponse.fh",
    "getVarCov",
    "getVarCov.ebp",
    "getVarCov.fh",
    "intervals",
    "intervals.ebp",
    "intervals.fh",
    "load_shapeaustria",
    "map_plot",
    "random.effects",
    "random.effects.ebp",
    "random.effects.fh",
    "ranef",
    "ranef.ebp",
    "ranef.fh",
    "spatialcor.tests",
    "step",
    "write.excel",
    "write.ods"
  ],
  "_datasets": [
    {
      "name": "eusilcA_pop",
      "title": "Simulated eusilc data - population data",
      "object": "eusilcA_pop",
      "class": [
        "data.frame"
      ],
      "fields": [
        "eqIncome",
        "gender",
        "eqsize",
        "cash",
        "self_empl",
        "unempl_ben",
        "age_ben",
        "surv_ben",
        "sick_ben",
        "dis_ben",
        "rent",
        "fam_allow",
        "house_allow",
        "cap_inv",
        "tax_adj",
        "state",
        "district"
      ],
      "rows": 25000,
      "table": true,
      "tojson": true
    },
    {
      "name": "eusilcA_popAgg",
      "title": "Simulated eusilc data - aggregated population data",
      "object": "eusilcA_popAgg",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Domain",
        "eqsize",
        "cash",
        "self_empl",
        "unempl_ben",
        "age_ben",
        "surv_ben",
        "sick_ben",
        "dis_ben",
        "rent",
        "fam_allow",
        "house_allow",
        "cap_inv",
        "tax_adj",
        "ratio_n"
      ],
      "rows": 94,
      "table": true,
      "tojson": true
    },
    {
      "name": "eusilcA_prox",
      "title": "Proximity matrix for spatial area-level models",
      "object": "eusilcA_prox",
      "class": [
        "data.frame"
      ],
      "fields": [
        "V1",
        "V2",
        "V3",
        "V4",
        "V5",
        "V6",
        "V7",
        "V8",
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        "V10",
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        "V15",
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        "V38",
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        "V42",
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        "V46",
        "V47",
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        "V49",
        "V50",
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        "V53",
        "V54",
        "V55",
        "V56",
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        "V58",
        "V59",
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        "V62",
        "V63",
        "V64",
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        "V66",
        "V67",
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        "V78",
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        "V80",
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        "V86",
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        "V90",
        "V91",
        "V92",
        "V93",
        "V94"
      ],
      "rows": 94,
      "table": true,
      "tojson": true
    },
    {
      "name": "eusilcA_smp",
      "title": "Simulated eusilc data - sample data",
      "object": "eusilcA_smp",
      "class": [
        "data.frame"
      ],
      "fields": [
        "eqIncome",
        "gender",
        "eqsize",
        "cash",
        "self_empl",
        "unempl_ben",
        "age_ben",
        "surv_ben",
        "sick_ben",
        "dis_ben",
        "rent",
        "fam_allow",
        "house_allow",
        "cap_inv",
        "tax_adj",
        "state",
        "district",
        "weight"
      ],
      "rows": 1945,
      "table": true,
      "tojson": true
    },
    {
      "name": "eusilcA_smpAgg",
      "title": "Simulated eusilc data - aggregated sample data",
      "object": "eusilcA_smpAgg",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Domain",
        "Mean",
        "MTMED",
        "Cash",
        "Var_Mean",
        "Var_MTMED",
        "Var_Cash",
        "n"
      ],
      "rows": 94,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "benchmark_emdi",
      "title": "Benchmark Function",
      "topics": [
        "benchmark"
      ]
    },
    {
      "page": "combine_data",
      "title": "Combines Sample and Population Data",
      "topics": [
        "combine_data"
      ]
    },
    {
      "page": "compare",
      "title": "Compare Function",
      "topics": [
        "compare",
        "compare.fh"
      ]
    },
    {
      "page": "compare_plot",
      "title": "Shows Plots for the Comparison of Estimates",
      "topics": [
        "compare_plot",
        "compare_plot.direct",
        "compare_plot.ebp",
        "compare_plot.fh",
        "compare_plots_emdi"
      ]
    },
    {
      "page": "compare_pred",
      "title": "Compare Predictions of Model Objects",
      "topics": [
        "compare_pred",
        "compare_pred.emdi"
      ]
    },
    {
      "page": "data_transformation",
      "title": "Tranforms Dependent Variables",
      "topics": [
        "data_transformation"
      ]
    },
    {
      "page": "direct",
      "title": "Direct Estimation of Disaggregated Indicators",
      "topics": [
        "direct"
      ]
    },
    {
      "page": "ebp",
      "title": "Empirical Best Prediction for Disaggregated Indicators",
      "topics": [
        "ebp"
      ]
    },
    {
      "page": "emdi",
      "title": "A package for estimating and mapping disaggregated indicators",
      "topics": [
        "emdi-package",
        "emdi"
      ]
    },
    {
      "page": "emdi_summaries",
      "title": "Summarizes an emdiObject",
      "topics": [
        "emdi_summaries",
        "summary.direct",
        "summary.ebp",
        "summary.fh"
      ]
    },
    {
      "page": "emdiObject",
      "title": "Fitted emdiObject",
      "topics": [
        "emdiObject"
      ]
    },
    {
      "page": "estimators",
      "title": "Presents Point, MSE and CV Estimates",
      "topics": [
        "estimators",
        "estimators.emdi"
      ]
    },
    {
      "page": "eusilcA_pop",
      "title": "Simulated eusilc data - population data",
      "topics": [
        "eusilcA_pop"
      ]
    },
    {
      "page": "eusilcA_popAgg",
      "title": "Simulated eusilc data - aggregated population data",
      "topics": [
        "eusilcA_popAgg"
      ]
    },
    {
      "page": "eusilcA_prox",
      "title": "Proximity matrix for spatial area-level models",
      "topics": [
        "eusilcA_prox"
      ]
    },
    {
      "page": "eusilcA_smp",
      "title": "Simulated eusilc data - sample data",
      "topics": [
        "eusilcA_smp"
      ]
    },
    {
      "page": "eusilcA_smpAgg",
      "title": "Simulated eusilc data - aggregated sample data",
      "topics": [
        "eusilcA_smpAgg"
      ]
    },
    {
      "page": "fh",
      "title": "Standard and Extended Fay-Herriot Models for Disaggregated Indicators",
      "topics": [
        "fh"
      ]
    },
    {
      "page": "fixef",
      "title": "Extract Fixed Effects from an emdi Object",
      "topics": [
        "fixed.effects",
        "fixed.effects.ebp",
        "fixed.effects.fh",
        "fixef",
        "fixef.ebp",
        "fixef.fh"
      ]
    },
    {
      "page": "getData",
      "title": "Extract emdi Object Data",
      "topics": [
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