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  "Title": "Semi-Automatic Preprocessing of Messy Data with Change Tracking\nfor Dataset Cleaning",
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  "Date/Publication": "2026-01-27 17:48:16 UTC",
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    "extra/citation.json",
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    "extra/readme.md",
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  "_realowner": "david-hervas",
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      "date": "2018-06-21"
    },
    {
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      "date": "2018-10-17"
    },
    {
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    },
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      "date": "2019-12-12"
    },
    {
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      "date": "2020-02-29"
    },
    {
      "version": "0.5.27",
      "date": "2020-12-07"
    },
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    },
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      "date": "2024-09-17"
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    "%<=NA%",
    "%<NA%",
    "%>=NA%",
    "%>NA%",
    "%between%",
    "%betweenNA%",
    "bivariate_outliers",
    "check_quality",
    "cluster_var",
    "descriptive",
    "f_replace",
    "fix_all",
    "fix_concat",
    "fix_dates",
    "fix_factors",
    "fix_levels",
    "fix_NA",
    "fix_numerics",
    "forge",
    "GK_assoc",
    "good2go",
    "ipboxplot",
    "kill.factors",
    "manual_fix",
    "mine.plot",
    "mtapply",
    "nice_names",
    "outliers",
    "peek",
    "remove_empty",
    "restore_changes",
    "search_scripts",
    "track_changes",
    "ttrue",
    "unforge",
    "workspace",
    "workspace_sapply",
    "xscores"
  ],
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      "name": "mtcars_messy",
      "title": "Messy Motor Trend Car Road Tests Dataset",
      "object": "messy_mtcars",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Mpg",
        "cyl",
        "disp",
        "hp ",
        "drat",
        "wt",
        "qsec",
        "vs",
        "am",
        "n Gears",
        "carb",
        "date",
        "maker"
      ],
      "rows": 32,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
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      "page": "grapes-less-than-equals-NA-grapes",
      "title": "leq & not NA",
      "topics": [
        "%<=NA%"
      ]
    },
    {
      "page": "grapes-less-than-NA-grapes",
      "title": "less & NA",
      "topics": [
        "%<NA%"
      ]
    },
    {
      "page": "grapes-greater-than-equals-NA-grapes",
      "title": "geq & not NA",
      "topics": [
        "%>=NA%"
      ]
    },
    {
      "page": "grapes-greater-than-NA-grapes",
      "title": "greater & NA",
      "topics": [
        "%>NA%"
      ]
    },
    {
      "page": "grapes-between-grapes",
      "title": "between operator",
      "topics": [
        "%between%"
      ]
    },
    {
      "page": "grapes-betweenNA-grapes",
      "title": "between operator & not NA",
      "topics": [
        "%betweenNA%"
      ]
    },
    {
      "page": "antimoda",
      "title": "Get anti-mode",
      "topics": [
        "antimoda"
      ]
    },
    {
      "page": "bivariate_outliers",
      "title": "Check for bivariate outliers",
      "topics": [
        "bivariate_outliers"
      ]
    },
    {
      "page": "check_quality",
      "title": "Checks data quality of a variable",
      "topics": [
        "check_quality"
      ]
    },
    {
      "page": "cluster_var",
      "title": "Clustering of variables",
      "topics": [
        "cluster_var"
      ]
    },
    {
      "page": "descriptive",
      "title": "Detailed summary of the data",
      "topics": [
        "descriptive"
      ]
    },
    {
      "page": "extreme_values",
      "title": "Extreme values from a numeric vector",
      "topics": [
        "extreme_values"
      ]
    },
    {
      "page": "f_replace",
      "title": "Find and replace",
      "topics": [
        "f_replace"
      ]
    },
    {
      "page": "fix_all",
      "title": "fix_all",
      "topics": [
        "fix_all"
      ]
    },
    {
      "page": "fix_concat",
      "title": "fix_concat",
      "topics": [
        "fix_concat"
      ]
    },
    {
      "page": "fix_dates",
      "title": "Fix dates",
      "topics": [
        "fix_dates"
      ]
    },
    {
      "page": "fix_factors",
      "title": "Fix factors imported as numerics",
      "topics": [
        "fix_factors"
      ]
    },
    {
      "page": "fix_levels",
      "title": "Fix levels",
      "topics": [
        "fix_levels"
      ]
    },
    {
      "page": "fix_NA",
      "title": "fix_NA",
      "topics": [
        "fix_NA"
      ]
    },
    {
      "page": "fix_numerics",
      "title": "Fix numeric data",
      "topics": [
        "fix_numerics"
      ]
    },
    {
      "page": "forge",
      "title": "Forge",
      "topics": [
        "forge"
      ]
    },
    {
      "page": "fxd",
      "title": "Internal function to fix_dates",
      "topics": [
        "fxd"
      ]
    },
    {
      "page": "GK_assoc",
      "title": "Computes Goodman and Kruskal's tau",
      "topics": [
        "GK_assoc"
      ]
    },
    {
      "page": "good2go",
      "title": "Good to go",
      "topics": [
        "good2go"
      ]
    },
    {
      "page": "ipboxplot",
      "title": "Improved boxplot",
      "topics": [
        "ipboxplot"
      ]
    },
    {
      "page": "kill.factors",
      "title": "Kill factors",
      "topics": [
        "kill.factors"
      ]
    },
    {
      "page": "kurtosis",
      "title": "Computes kurtosis",
      "topics": [
        "kurtosis"
      ]
    },
    {
      "page": "manual_fix",
      "title": "Tracked manual fixes to data",
      "topics": [
        "manual_fix"
      ]
    },
    {
      "page": "may.numeric",
      "title": "Checks if each value might be numeric",
      "topics": [
        "may.numeric"
      ]
    },
    {
      "page": "mine.plot",
      "title": "Mine plot",
      "topics": [
        "mine.plot"
      ]
    },
    {
      "page": "moda",
      "title": "Get mode",
      "topics": [
        "moda"
      ]
    },
    {
      "page": "moda_cont",
      "title": "Estimates number of modes",
      "topics": [
        "moda_cont"
      ]
    },
    {
      "page": "mtapply",
      "title": "Multiple tapply",
      "topics": [
        "mtapply"
      ]
    },
    {
      "page": "mtcars_messy",
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      "topics": [
        "mtcars_messy"
      ]
    },
    {
      "page": "nearest",
      "title": "Internal function for descriptive()",
      "topics": [
        "nearest"
      ]
    },
    {
      "page": "nice_names",
      "title": "Nice names",
      "topics": [
        "nice_names"
      ]
    },
    {
      "page": "numeros",
      "title": "Brute numeric coercion",
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      ]
    },
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    },
    {
      "page": "peek",
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        "peek"
      ]
    },
    {
      "page": "prop_may",
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      "topics": [
        "prop_may"
      ]
    },
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    },
    {
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