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  "Title": "Compositional Nutrient Diagnosis for Plant Tissue Analysis",
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  "Authors@R": "c(\nperson(\n\"Blesson B.\", \"Varghese\",\nemail = \"blessonvarghese1234@gmail.com\",\nrole = c(\"aut\", \"cre\")\n),\nperson(\n\"Rohith\", \"A K\",\nemail = \"rohithosm@gmail.com\",\nrole = \"aut\"\n),\nperson(\n\"Anjali\", \"S.\",\nemail = \"anjaliscdlm@gmail.com\",\nrole = \"aut\"\n),\nperson(\n\"Aliya Shirin\", \"K S\",\nemail = \"aliyashirin1998@gmail.com\",\nrole = \"aut\"\n),\nperson(\n\"Hilal\", \"Mohamed\",\nemail = \"hilalmohamed10m@gmail.com\",\nrole = \"aut\"\n)\n)",
  "Description": "Provides an implementation of Compositional Nutrient\nDiagnosis (CND) for plant tissue tests. Computes scale\ninvariant simplex filling values(Rd), row-centered log-ratios\n(CLR), iterative database partitioning via Cate-Nelson\nprocedures, cubic polynomial regression of cumulative variance\nratio functions to determine inflection point yield cutoffs,\ncritical CND nutrient imbalance thresholds (r^2) using the\nchi-square distribution, diagnostic standardized indices (Ix)\nand automated Cate Nelson scatter partitioning. Includes\nlinear, non-linear, cumulative variance, chi-square and\nquadrant plotting functions.Methodology and theoretical\nframeworks are grounded in Parent and Dafir (1992)\n<doi:10.21273/JASHS.117.2.239> and Khiari et al. (2001)\n<doi:10.2134/agronj2001.934802x>.",
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  "Author": "Blesson B. Varghese [aut, cre], Rohith A K [aut], Anjali S.\n[aut], Aliya Shirin K S [aut], Hilal Mohamed [aut]",
  "Maintainer": "Blesson B. Varghese <blessonvarghese1234@gmail.com>",
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    "cut_off_table",
    "diagnose_specimen",
    "iteration_for_hyp",
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    "plot_cate_nelson",
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      "name": "plant_leaf_data",
      "title": "Example Crop Dataset for CND",
      "object": "plant_leaf_data",
      "class": [
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      ],
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        "Sample",
        "Yield",
        "N",
        "P",
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        "Mg",
        "S"
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        "P",
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        "S"
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    {
      "page": "calc_cate_nelson_empirical",
      "title": "Empirical Cate Nelson Threshold Calculation via ANOVA Grid Search",
      "topics": [
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      ]
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    {
      "page": "cut_off_table",
      "title": "Fit Cubic Models, Determine Yield Cutoff, and Extract CND High-Yield Norms",
      "topics": [
        "cut_off_table"
      ]
    },
    {
      "page": "diagnose_specimen",
      "title": "Diagnose Plant Tissue Specimens using CND Norms",
      "topics": [
        "diagnose_specimen"
      ]
    },
    {
      "page": "iteration_for_hyp",
      "title": "Iterative Partitioning and Variance Ratio Calculation for CND",
      "topics": [
        "iteration_for_hyp"
      ]
    },
    {
      "page": "log_centered_table",
      "title": "Generate Log-Centered Ratio Table for CND",
      "topics": [
        "log_centered_table"
      ]
    },
    {
      "page": "plant_leaf_data",
      "title": "Example Crop Dataset for CND",
      "topics": [
        "plant_leaf_data"
      ]
    },
    {
      "page": "plot_cate_nelson",
      "title": "Cate Nelson Quadrant Scatter Plot for CND Imbalance Index vs. Yield",
      "topics": [
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      ]
    },
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      "page": "plot_cnd_chisq",
      "title": "Plot Cumulative Chi-Square Distribution Curve and Mark Theoretical Critical CND r^2",
      "topics": [
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      ]
    },
    {
      "page": "plot_cnd_yield_linear",
      "title": "Linear Regression Plot for Crop Yield vs. CND Imbalance Index (r^2)",
      "topics": [
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      ]
    },
    {
      "page": "plot_cnd_yield_nlr",
      "title": "Non-Linear Polynomial Regression Plot for Crop Yield vs. CND Imbalance Index",
      "topics": [
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    },
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      "page": "plot_cumulative_variance",
      "title": "Connected Scatter Plot for Cumulative Variance Ratio Function Fi(Vx) vs. Yield",
      "topics": [
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      ]
    },
    {
      "page": "simplex_table",
      "title": "Generate Simplex Table for Compositional Nutrient Diagnosis (CND)",
      "topics": [
        "simplex_table"
      ]
    },
    {
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      "title": "Example Crop Dataset for CND norms validation",
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      ]
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