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  "Title": "May All Data be Reproducible and Transparent (MADRaT) *",
  "Version": "3.37.1",
  "Date": "2026-07-01",
  "Authors@R": "c(\nperson(\"Jan Philipp\", \"Dietrich\", , \"dietrich@pik-potsdam.de\", role = c(\"aut\", \"cre\"),\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\", ORCID = \"0000-0002-4309-6431\")),\nperson(\"Pascal\", \"Sauer\", , \"pascal.sauer@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\", ORCID = \"0000-0002-6856-8239\")),\nperson(\"Lavinia\", \"Baumstark\", , \"lavinia@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Stephen\", \"Wirth\", , \"wirth@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Anastasis\", \"Giannousakis\", , \"giannou@pik-potsdam.de\", role = \"aut\"),\nperson(\"Renato\", \"Rodrigues\", , \"Renato.Rodrigues@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Benjamin Leon\", \"Bodirsky\", , \"bodirsky@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Debbora\", \"Leip\", , \"leip@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Michael\", \"Crawford\", , \"crawford@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Ulrich\", \"Kreidenweis\", , \"kreidenweis@pik-potsdam.de\", role = \"aut\"),\nperson(\"David\", \"Klein\", , \"dklein@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\")),\nperson(\"Patrick\", \"Rein\", , \"patrick.rein@pik-potsdam.de\", role = \"aut\",\ncomment = c(affiliation = \"Potsdam Institute for Climate Impact Research\", ORCID = \"0000-0001-9454-8381\"))\n)",
  "Description": "Provides a framework which should improve reproducibility\nand transparency in data processing. It provides functionality\nsuch as automatic meta data creation and management,\nrudimentary quality management, data caching, work-flow\nmanagement and data aggregation. * The title is a wish not a\npromise. By no means we expect this package to deliver\neverything what is needed to achieve full reproducibility and\ntransparency, but we believe that it supports efforts in this\ndirection.",
  "License": "BSD_2_clause + file LICENSE",
  "URL": "https://github.com/pik-piam/madrat,\nhttps://doi.org/10.5281/zenodo.1115490",
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  "Author": "Jan Philipp Dietrich [aut, cre] (affiliation: Potsdam Institute\nfor Climate Impact Research, ORCID:\n<https://orcid.org/0000-0002-4309-6431>), Pascal Sauer [aut]\n(affiliation: Potsdam Institute for Climate Impact Research,\nORCID: <https://orcid.org/0000-0002-6856-8239>), Lavinia\nBaumstark [aut] (affiliation: Potsdam Institute for Climate\nImpact Research), Stephen Wirth [aut] (affiliation: Potsdam\nInstitute for Climate Impact Research), Anastasis Giannousakis\n[aut], Renato Rodrigues [aut] (affiliation: Potsdam Institute\nfor Climate Impact Research), Benjamin Leon Bodirsky [aut]\n(affiliation: Potsdam Institute for Climate Impact Research),\nDebbora Leip [aut] (affiliation: Potsdam Institute for Climate\nImpact Research), Michael Crawford [aut] (affiliation: Potsdam\nInstitute for Climate Impact Research), Ulrich Kreidenweis\n[aut], David Klein [aut] (affiliation: Potsdam Institute for\nClimate Impact Research), Patrick Rein [aut] (affiliation:\nPotsdam Institute for Climate Impact Research, ORCID:\n<https://orcid.org/0000-0001-9454-8381>)",
  "Maintainer": "Jan Philipp Dietrich <dietrich@pik-potsdam.de>",
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    "metadataGFZ",
    "pucAggregate",
    "putMadratMessage",
    "readSource",
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    "regionscode",
    "resetMadratMessages",
    "retrieveData",
    "returnCalcOutput",
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    "toolCodeLabels",
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      "page": "madrat-package",
      "title": "May All Data be Reproducible And Transparent (madrat) *",
      "topics": [
        "madrat-package",
        "madrat"
      ]
    },
    {
      "page": "addMapping",
      "title": "addMapping",
      "concept": [
        "mapping"
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      "topics": [
        "addMapping"
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    },
    {
      "page": "cacheCleanup",
      "title": "cacheCleanup",
      "concept": [
        "cache management"
      ],
      "topics": [
        "cacheCleanup"
      ]
    },
    {
      "page": "cacheCopy",
      "title": "cacheCopy",
      "concept": [
        "cache management"
      ],
      "topics": [
        "cacheCopy"
      ]
    },
    {
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      "title": "calcOutput",
      "concept": [
        "core workflow"
      ],
      "topics": [
        "calcOutput"
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    },
    {
      "page": "calcTauTotal",
      "title": "Calculate total tau",
      "topics": [
        "calcTauTotal"
      ]
    },
    {
      "page": "compareData",
      "title": "compareData",
      "concept": [
        "validation"
      ],
      "topics": [
        "compareData"
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    },
    {
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      "title": "Compare a madrat function's output with and without your changes",
      "concept": [
        "validation"
      ],
      "topics": [
        "compareMadratOutputs"
      ]
    },
    {
      "page": "convertTau",
      "title": "Convert Tau",
      "topics": [
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    },
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      "title": "downloadSource",
      "concept": [
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      "topics": [
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    },
    {
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      "title": "findBottlenecks",
      "concept": [
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    },
    {
      "page": "fullEXAMPLE",
      "title": "fullExample",
      "topics": [
        "fullEXAMPLE"
      ]
    },
    {
      "page": "getCalculations",
      "title": "getCalculations",
      "concept": [
        "available functions"
      ],
      "topics": [
        "getCalculations"
      ]
    },
    {
      "page": "getConfig",
      "title": "getConfig",
      "concept": [
        "madrat configuration"
      ],
      "topics": [
        "getConfig"
      ]
    },
    {
      "page": "getDependencies",
      "title": "getDependencies",
      "concept": [
        "dependency graph"
      ],
      "topics": [
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    },
    {
      "page": "getFromComment",
      "title": "getFromComment",
      "concept": [
        "metadata comment"
      ],
      "topics": [
        "getFromComment"
      ]
    },
    {
      "page": "getISOlist",
      "title": "get official ISO list",
      "concept": [
        "country tools"
      ],
      "topics": [
        "getISOlist"
      ]
    },
    {
      "page": "getLinkFunction",
      "title": "getLinkFunction",
      "concept": [
        "source redirection"
      ],
      "topics": [
        "getLinkFunction"
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    },
    {
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      "title": "getLocation",
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    {
      "page": "getMadratGraph",
      "title": "getMadratGraph",
      "concept": [
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      "topics": [
        "getMadratGraph"
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    },
    {
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      "title": "getMadratInfo",
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      "topics": [
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    },
    {
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      "title": "getMadratMessage",
      "concept": [
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    },
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      "title": "getSources",
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      "topics": [
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      "title": "installedMadratUniverse",
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      "topics": [
        "installedMadratUniverse"
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    },
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      "title": "madratAttach / madratDetach",
      "concept": [
        "madrat configuration"
      ],
      "topics": [
        "madratAttach",
        "madratDetach"
      ]
    },
    {
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      "title": "metadataGFZ",
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      "topics": [
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    },
    {
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      "title": "pucAggregate",
      "concept": [
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    },
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      "title": "putMadratMessage",
      "concept": [
        "madrat messages"
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      "topics": [
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    },
    {
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      "title": "readSource",
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      "title": "Read Tau",
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      "title": "redirectTau",
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        "redirectTau"
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    },
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      "title": "Tool: regionscode",
      "concept": [
        "code labeling"
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      "topics": [
        "regionscode"
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    },
    {
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      "title": "resetMadratMessages",
      "concept": [
        "madrat messages"
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      "topics": [
        "resetMadratMessages"
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    },
    {
      "page": "retrieveData",
      "title": "retrieveData",
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      "topics": [
        "retrieveData"
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      "page": "returnCalcOutput",
      "title": "Construct a list with the information required for calc-functions to return",
      "concept": [
        "core workflow"
      ],
      "topics": [
        "returnCalcOutput"
      ]
    },
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      "title": "setConfig",
      "concept": [
        "madrat configuration"
      ],
      "topics": [
        "localConfig",
        "setConfig"
      ]
    },
    {
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      "title": "toolAggregate",
      "concept": [
        "aggregation"
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      "topics": [
        "toolAggregate"
      ]
    },
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      "page": "toolCodeLabels",
      "title": "Tool: CodeLabels",
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      "topics": [
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      ]
    },
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      "title": "toolCompareStatusLogs",
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    },
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      "title": "toolConditionalReplace",
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      "topics": [
        "toolConditionalReplace"
      ]
    },
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      "title": "Tool: ConvertMapping",
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        "mapping"
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      "title": "toolCountry2isocode",
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        "country tools"
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        "toolCountry2isocode"
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        "country tools"
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      "topics": [
        "toolCountryFill"
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    },
    {
      "page": "toolFillWithRegionAvg",
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        "country tools"
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      "topics": [
        "toolFillWithRegionAvg"
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    },
    {
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    },
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        "source downloading"
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    },
    {
      "page": "toolNAreplace",
      "title": "Tool: NA replace",
      "concept": [
        "data manipulation"
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      "topics": [
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    },
    {
      "page": "toolOrderCells",
      "title": "toolOrderCells",
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