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  "Package": "SQIpro",
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  "Title": "Comprehensive Soil Quality Index Computation and Visualization",
  "Version": "0.1.0",
  "Authors@R": "c(\nperson(\"Sadikul\", \"Islam\", email = \"sadikul.islamiasri@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0003-2924-7122\")),\nperson(\"Rajesh\", \"Kaushal\", role = \"aut\"))",
  "Description": "Provides a comprehensive, modular framework for computing\nthe Soil Quality Index (SQI) using six established methods:\nLinear Scoring (Doran and Parkin, 1994,\n<doi:10.2136/sssaspecpub35.c1>), Regression-based (Masto et\nal., 2008, <doi:10.1007/s10661-007-9697-z>), Principal\nComponent Analysis-based (Andrews et al., 2004,\n<doi:10.2136/sssaj2004.1945>), Fuzzy Logic, Entropy Weighting\n(Shannon, 1948, <doi:10.1002/j.1538-7305.1948.tb01338.x>), and\nTOPSIS (Hwang and Yoon, 1981, <doi:10.1007/978-3-642-48318-9>).\nImplements four variable scoring functions: more-is-better,\nless-is-better, optimum-value, and trapezoidal, following\nKarlen and Stott (1994, <doi:10.2136/sssaspecpub35.c4>).\nIncludes automated Minimum Data Set selection via Principal\nComponent Analysis with Variance Inflation Factor filtering\n(Kaiser, 1960, <doi:10.1177/001316446002000116>), one-way ANOVA\nwith Tukey HSD post-hoc tests, leave-one-out sensitivity\nanalysis, and publication-quality visualization using\n'ggplot2'.",
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  "Author": "Sadikul Islam [aut, cre] (ORCID:\n<https://orcid.org/0000-0003-2924-7122>), Rajesh Kaushal [aut]",
  "Maintainer": "Sadikul Islam <sadikul.islamiasri@gmail.com>",
  "Repository": "https://cran.r-universe.dev",
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      "class": [
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        "LandUse",
        "Depth",
        "pH",
        "EC",
        "BD",
        "CEC",
        "OC",
        "MBC",
        "PMN",
        "Clay",
        "WHC",
        "DEH",
        "AP",
        "TN"
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    {
      "page": "make_config",
      "title": "Build a Variable Configuration Table",
      "topics": [
        "make_config"
      ]
    },
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      "page": "plot_pca_biplot",
      "title": "PCA Biplot of Soil Variables and Groups",
      "topics": [
        "plot_pca_biplot"
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    },
    {
      "page": "plot_radar",
      "title": "Radar / Spider Chart of Variable Scores",
      "topics": [
        "plot_radar"
      ]
    },
    {
      "page": "plot_scores",
      "title": "Plot Individual Variable Scores as a Heatmap",
      "topics": [
        "plot_scores"
      ]
    },
    {
      "page": "plot_scoring_curves",
      "title": "Plot Scoring Curves for All Variables",
      "topics": [
        "plot_scoring_curves"
      ]
    },
    {
      "page": "plot_sensitivity",
      "title": "Sensitivity Tornado Chart",
      "topics": [
        "plot_sensitivity"
      ]
    },
    {
      "page": "plot_sqi",
      "title": "Plot Soil Quality Index Across Groups",
      "topics": [
        "plot_sqi"
      ]
    },
    {
      "page": "score_all",
      "title": "Score All Variables Using a Configuration Table",
      "topics": [
        "score_all"
      ]
    },
    {
      "page": "score_custom",
      "title": "Score a Variable With a User-Defined Function",
      "topics": [
        "score_custom"
      ]
    },
    {
      "page": "score_less",
      "title": "Score a Variable Where Lower Values Are Better",
      "topics": [
        "score_less"
      ]
    },
    {
      "page": "score_more",
      "title": "Score a Variable Where Higher Values Are Better",
      "topics": [
        "score_more"
      ]
    },
    {
      "page": "score_optimum",
      "title": "Score a Variable With an Optimum Value or Range (Bell Curve)",
      "topics": [
        "score_optimum"
      ]
    },
    {
      "page": "score_trapezoid",
      "title": "Score a Variable With a Trapezoidal Function",
      "topics": [
        "score_trapezoid"
      ]
    },
    {
      "page": "select_mds",
      "title": "Select a Minimum Data Set (MDS) of Soil Quality Indicators",
      "topics": [
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    },
    {
      "page": "soil_data",
      "title": "Hypothetical Soil Quality Dataset",
      "topics": [
        "soil_data"
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    },
    {
      "page": "sqi_anova",
      "title": "One-Way ANOVA and Tukey HSD Post-Hoc Test for SQI",
      "topics": [
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      "page": "sqi_compare",
      "title": "Compare All SQI Methods",
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      "title": "Soil Quality Index: Entropy Weighting Method",
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      "title": "Soil Quality Index: Linear Scoring Method",
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      ]
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      "title": "Soil Quality Index: PCA-Based Method",
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      "title": "Soil Quality Index: Regression-Based Method",
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        "sqi_regression"
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        "sqi_sensitivity"
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      "page": "sqi_topsis",
      "title": "Soil Quality Index: TOPSIS Method",
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      "page": "validate_data",
      "title": "Validate Input Data for SQI Analysis",
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      "filename": "getting_started.html",
      "title": "Getting Started with SQIpro: Comprehensive Soil Quality Index",
      "author": "Your Name",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Key Concepts",
        "Installation",
        "The Example Dataset",
        "Step 1: Validate Your Data",
        "Step 2: Define Variable Configuration",
        "Verify scoring curves",
        "Step 3: Score All Variables",
        "Step 4: Select the Minimum Data Set (MDS)",
        "Step 5: Compute SQI Using All Six Methods",
        "Linear Scoring",
        "Regression-Based",
        "PCA-Based",
        "Fuzzy Logic",
        "Entropy Weighting",
        "TOPSIS",
        "Compare All Methods",
        "Step 6: Visualisation",
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