{
  "_id": "6a1bf0411d7bb097a0a22853",
  "Package": "SmartEDA",
  "Type": "Package",
  "Title": "Summarize and Explore the Data",
  "Version": "0.3.10",
  "Authors@R": "c(person(\"Dayanand Ubrangala\", role = c(\"aut\", \"cre\"), email = \"daya6489@gmail.com\"),\nperson(\"Kiran\", \"R\", role = c(\"aut\",\"ctb\")),\nperson(\"Ravi\", \"Prasad Kondapalli\", role = c(\"aut\",\"ctb\")),\nperson(\"Sayan\", \"Putatunda\", role = c(\"aut\",\"ctb\")))",
  "Maintainer": "Dayanand Ubrangala <daya6489@gmail.com>",
  "Description": "Exploratory analysis on any input data describing the\nstructure and the relationships present in the data. The\npackage automatically select the variable and does related\ndescriptive statistics. Analyzing information value, weight of\nevidence, custom tables, summary statistics, graphical\ntechniques will be performed for both numeric and categorical\npredictors.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "URL": "https://daya6489.github.io/SmartEDA/",
  "BugReports": "https://github.com/daya6489/SmartEDA/issues",
  "RoxygenNote": "7.2.2",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "cmake make libicu-dev libjpeg-dev libuv1-dev\nlibssl-dev",
  "Repository": "https://daya6489.r-universe.dev",
  "Date/Publication": "2024-01-30 17:36:59 UTC",
  "RemoteUrl": "https://github.com/daya6489/smarteda",
  "RemoteRef": "HEAD",
  "RemoteSha": "c823b69e2d639a72630b02e5caebcd7727a49dbf",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-31 08:15:39 UTC",
    "User": "root"
  },
  "Author": "Dayanand Ubrangala [aut, cre],\nKiran R [aut, ctb],\nRavi Prasad Kondapalli [aut, ctb],\nSayan Putatunda [aut, ctb]",
  "MD5sum": "b79df69ab36d283885b8899804cd0f06",
  "_user": "daya6489",
  "_type": "src",
  "_file": "SmartEDA_0.3.10.tar.gz",
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  "_topics": [
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    "exploratory-data-analysis"
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    "type": "user",
    "name": "Dayananda Ubrangala",
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  "_assets": [
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  "_releases": [
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      "date": "2018-04-06"
    },
    {
      "version": "0.2.0",
      "date": "2018-05-21"
    },
    {
      "version": "0.3.0",
      "date": "2018-07-25"
    },
    {
      "version": "0.3.1",
      "date": "2019-05-04"
    },
    {
      "version": "0.3.2",
      "date": "2019-07-03"
    },
    {
      "version": "0.3.3",
      "date": "2020-01-21"
    },
    {
      "version": "0.3.4",
      "date": "2020-04-01"
    },
    {
      "version": "0.3.5",
      "date": "2020-04-25"
    },
    {
      "version": "0.3.6",
      "date": "2020-07-10"
    },
    {
      "version": "0.3.7",
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    },
    {
      "version": "0.3.8",
      "date": "2021-06-05"
    },
    {
      "version": "0.3.9",
      "date": "2022-12-03"
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      "date": "2024-01-30"
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  "_exports": [
    "ExpCatStat",
    "ExpCatViz",
    "ExpCTable",
    "ExpCustomStat",
    "ExpData",
    "ExpInfoValue",
    "ExpKurtosis",
    "ExpNumStat",
    "ExpNumViz",
    "ExpOutliers",
    "ExpOutQQ",
    "ExpParcoord",
    "ExpReport",
    "ExpSkew",
    "ExpStat",
    "ExpTwoPlots",
    "ExpWoeTable"
  ],
  "_help": [
    {
      "page": "ExpCatStat",
      "title": "Function provides summary statistics for all character or categorical columns in the dataframe",
      "topics": [
        "ExpCatStat"
      ]
    },
    {
      "page": "ExpCatViz",
      "title": "Distributions of categorical variables",
      "topics": [
        "ExpCatViz"
      ]
    },
    {
      "page": "ExpCTable",
      "title": "Function to create frequency and custom tables",
      "topics": [
        "ExpCTable"
      ]
    },
    {
      "page": "ExpCustomStat",
      "title": "Customized summary statistics",
      "topics": [
        "ExpCustomStat"
      ]
    },
    {
      "page": "ExpData",
      "title": "Function to generate data dictionary of a data frame",
      "topics": [
        "ExpData"
      ]
    },
    {
      "page": "ExpInfoValue",
      "title": "Information value",
      "topics": [
        "ExpInfoValue"
      ]
    },
    {
      "page": "ExpKurtosis",
      "title": "Measures of Shape - Kurtosis",
      "topics": [
        "ExpKurtosis"
      ]
    },
    {
      "page": "ExpNumStat",
      "title": "Summary statistics for numerical variables",
      "topics": [
        "ExpNumStat"
      ]
    },
    {
      "page": "ExpNumViz",
      "title": "Distributions of numeric variables",
      "topics": [
        "ExpNumViz"
      ]
    },
    {
      "page": "ExpOutliers",
      "title": "Univariate Outlier Analysis",
      "topics": [
        "ExpOutliers"
      ]
    },
    {
      "page": "ExpOutQQ",
      "title": "Quantile Quantile Plots",
      "topics": [
        "ExpOutQQ"
      ]
    },
    {
      "page": "ExpParcoord",
      "title": "Parallel Co ordinate plots",
      "topics": [
        "ExpParcoord"
      ]
    },
    {
      "page": "ExpReport",
      "title": "Function to create HTML EDA report",
      "topics": [
        "ExpReport"
      ]
    },
    {
      "page": "ExpSkew",
      "title": "Measures of Shape - Skewness",
      "topics": [
        "ExpSkew"
      ]
    },
    {
      "page": "ExpStat",
      "title": "Function provides summary statistics for individual categorical predictors",
      "topics": [
        "ExpStat"
      ]
    },
    {
      "page": "ExpTwoPlots",
      "title": "Function to create two independent plots side by side for the same variable",
      "topics": [
        "ExpTwoPlots"
      ]
    },
    {
      "page": "ExpWoeTable",
      "title": "Function provides summary statistics with weight of evidence",
      "topics": [
        "ExpWoeTable"
      ]
    }
  ],
  "_readme": "https://github.com/daya6489/smarteda/raw/HEAD/README.md",
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    "utf8",
    "vctrs",
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    {
      "source": "CustomTable.Rmd",
      "filename": "CustomTable.html",
      "title": "Custom table summarizing outcomes",
      "engine": "knitr::rmarkdown",
      "headings": [
        "1. Exploratory analysis - Custom tables, summary statistics",
        "1.1 Usage of ExpCustomStat function",
        "2. Categorical summaries",
        "2.1. Frequency table",
        "2.2. Crosstabulation (more than one categorical variable)",
        "2.3. Adding filters to tables",
        "3. Numerical summaries",
        "3.1. Numerical variable summary",
        "3.2. Adding filters to complete data (like base subset)",
        "3.3. Filter out unique value from all the numeric variables",
        "3.4. Adding filters at variable level",
        "4. Numerical summaries by category",
        "4.1. Variable summary report (One group variable)",
        "4.2. Variable summary report (More than One group variable)",
        "4.3. Variable summary report (More than One group variable) with filter",
        "5. Resahpe data",
        "Example scripts",
        "References"
      ],
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      "headings": [
        "SamrtEDA function to visualise two independ plots side by side for the same variable",
        "1. Plot Numerical independent variables - without target variable",
        "1.1 Left side Boxplot and Right side Histogram",
        "1.2 Left side Histogram and Right side Density",
        "1.3 Left side Density and Right side Boxplot",
        "1.4 Left side qqplot and Right side Boxplot",
        "2. Plot Numerical independent variables - with target variable",
        "2.1 Left side Boxplot and Right side Histogram",
        "2.2 Left side Histogram and Right side Density",
        "2.3 Left side Density and Right side Boxplot",
        "2.4 Left side qqplot and Right side Density",
        "2.5 Left side Boxplot and Right side qqplot",
        "3. Plot categorical independent variables - without target variable",
        "3.1 Left side donut chart and Right side bar chart",
        "3.2 Left side donut chart and Right side Pie chart",
        "3.3 Left side horizontal bar chart and Right side Pie chart",
        "4. Plot categorical independent variables - with target variable",
        "4.1 Left side donut chart and Right side stacked bar chart",
        "4.2 Left side donut chart and Right side horizontal stacked bar chart"
      ],
      "created": "2021-06-22 07:29:01",
      "modified": "2021-06-22 07:29:01",
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    },
    {
      "source": "SmartEDA.Rmd",
      "filename": "SmartEDA.html",
      "title": "Summarize and Explore the Data",
      "author": "Dayananda Ubrangala, Kiran R, Ravi Prasad Kondapalli, Sayan Putatunda",
      "engine": "knitr::rmarkdown",
      "headings": [
        "1. Introduction",
        "Journal of Open Source Software Article",
        "2. Data",
        "2.1 Overview of the data",
        "2.2 Add summary statistics into Metadata ouput",
        "3. Exploratory data analysis (EDA)",
        "3.1 Example for case 1: Target variable is not defined",
        "3.1.1 Summary of numerical variables",
        "Compute Weighted Summary Statistics for numerical variable",
        "3.1.2 Distributions of numerical variables",
        "3.1.3. Summary of categorical variables",
        "3.1.4. Distributions of categorical variables",
        "3.2 Example for case 2: Target variable is continuous",
        "3.2.1. Target variable",
        "3.2.2 Summary of numerical variables",
        "3.2.3 Distributions of numerical variables",
        "3.2.4. Summary of categorical variables",
        "Compute Weighted Summary Statistics for categorical variable",
        "3.3 Example for case 3: Target variable is categorical",
        "3.3.1. Summary of categorical dependent variable",
        "3.3.2 Summary of numerical variables",
        "3.3.3 Distributions of Numerical variables",
        "3.3.4 Summary of categorical variables",
        "3.3.5. Distributions of categorical variables",
        "4. Quantile-quantile plot for numeric variables",
        "5. Parallel Co-ordinate plots",
        "5.1 Defualt ExpParcoord funciton",
        "5.2 With Stratified rows and selected columns only",
        "5.3 Without stratification",
        "5.4 Scale change",
        "5.5 Selected numeric variables",
        "5.6 Selected categorical variables",
        "6. Customized Summary Statistics",
        "7. Univariate outlier analysis",
        "7.1 Identifying outliers using Boxplot method",
        "7.2 Identifying outliers using 3 Standard Deviation method"
      ],
      "created": "2019-05-04 14:04:57",
      "modified": "2024-01-30 17:36:59",
      "commits": 8
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  "_indexed": true,
  "_nocasepkg": "smarteda",
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