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  "Package": "drisdiagnostics",
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  "Title": "Diagnostic Systems for Plant Nutrient Analysis (DRIS, MDRIS,\nPASS)",
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  "Authors@R": "c(\nperson(\n\"Blesson B.\", \"Varghese\",\nemail = \"blessonvarghese1234@gmail.com\",\nrole = c(\"aut\", \"cre\")\n),\nperson(\n\"Mubashir\", \"Sadiq V\",\nemail = \"msvillakkan@gmail.com\",\nrole = \"aut\"\n),\nperson(\n\"Deepthi\", \"C\",\nemail = \"deepthichonat@gmail.com\",\nrole = \"aut\"\n),\nperson(\n\"Sowmiya\", \"Saravanan\",\nemail = \"sowmiyasaravanan24@gmail.com \",\nrole = \"aut\"\n),\nperson(\n\"Aparna\", \"Mohan V\",\nemail = \"aparnamohan2023@gmail.com\",\nrole = \"aut\"\n)\n)",
  "Description": "Provides implementations of the Diagnosis and\nRecommendation Integrated System (DRIS), the Modified DRIS\n(MDRIS), and the Plant Analysis with Standardized Scores (PASS)\napproaches for nutrient diagnosis in crops. These methods allow\nquantitative evaluation of nutrient imbalances using\nratio-based indices and standardized scores, supporting\nimproved fertilizer use efficiency and crop management\ndecisions. The DRIS method is described in Walworth, J.L. and\nSumner, M.E. (1987) <doi:10.1007/978-1-4612-4682-4_4>. The\nMDRIS approach is detailed in Beverly, R.B. (1987)\n<doi:10.1080/01904168709363672>. The PASS method combining DRIS\nand sufficiency ranges is presented in Baldock, J.O. and\nSchulte, E.E. (1996)\n<doi:10.2134/agronj1996.00021962008800030015x>.",
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  "Maintainer": "Blesson B. Varghese <blessonvarghese1234@gmail.com>",
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    "calculate_dris_by_group",
    "calculate_dris_diagnostics",
    "calculate_dris_norms",
    "calculate_mdris_diagnostics",
    "calculate_mdris_norms",
    "calculate_pass_analysis",
    "generate_hyp_ratios_table",
    "plot_dris_diverging_bar",
    "plot_dris_norms_wheel",
    "split_populations",
    "sufficiency_ranges"
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    {
      "name": "dni_norms",
      "title": "DRIS Norms for PASS Analysis",
      "object": "dni_norms",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ratio",
        "mean",
        "SD"
      ],
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      "table": true,
      "tojson": true
    },
    {
      "name": "ini_norms",
      "title": "Initial Norms for PASS Analysis",
      "object": "ini_norms",
      "class": [
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      ],
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        "nutrient",
        "CL",
        "SD",
        "group"
      ],
      "rows": 11,
      "table": true,
      "tojson": true
    },
    {
      "name": "my_corn_samples",
      "title": "Leaf Samples for PASS Analysis",
      "object": "my_corn_samples",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Sample",
        "N",
        "P",
        "K",
        "S",
        "Zn",
        "Ca",
        "Mg",
        "B",
        "Cu",
        "Mn",
        "Fe"
      ],
      "rows": 2,
      "table": true,
      "tojson": true
    },
    {
      "name": "my_crop_data",
      "title": "Example Crop Dataset for DRIS and MDRIS",
      "object": "my_crop_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Sample",
        "N",
        "P",
        "K",
        "Ca",
        "Mg",
        "S",
        "Fe",
        "Mn",
        "Cu",
        "Zn",
        "B",
        "Yield",
        "Age",
        "pH"
      ],
      "rows": 249,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "calculate_dris_by_group",
      "title": "Perform Grouped DRIS Diagnostics and Multi-Level Factor Filtering",
      "topics": [
        "calculate_dris_by_group"
      ]
    },
    {
      "page": "calculate_dris_diagnostics",
      "title": "Calculate DRIS Functions, Individual Indices, and NBI",
      "topics": [
        "calculate_dris_diagnostics"
      ]
    },
    {
      "page": "calculate_dris_norms",
      "title": "Calculate DRIS Ratio Norms and Select Optimal Expressions",
      "topics": [
        "calculate_dris_norms"
      ]
    },
    {
      "page": "calculate_mdris_diagnostics",
      "title": "Calculate Beverly's Modified DRIS (MDRIS) Diagnostics & Concentration Indices",
      "topics": [
        "calculate_mdris_diagnostics"
      ]
    },
    {
      "page": "calculate_mdris_norms",
      "title": "Calculate Beverly's Modified DRIS (MDRIS) Norms",
      "topics": [
        "calculate_mdris_norms"
      ]
    },
    {
      "page": "calculate_pass_analysis",
      "title": "Perform Plant Analysis with Standardized Scores (PASS) with Custom Norms",
      "topics": [
        "calculate_pass_analysis"
      ]
    },
    {
      "page": "dni_norms",
      "title": "DRIS Norms for PASS Analysis",
      "topics": [
        "dni_norms"
      ]
    },
    {
      "page": "generate_hyp_ratios_table",
      "title": "Calculate Optimal Nutrient Ratios for the High-Yielding Population (HYP)",
      "topics": [
        "generate_hyp_ratios_table"
      ]
    },
    {
      "page": "ini_norms",
      "title": "Initial Norms for PASS Analysis",
      "topics": [
        "ini_norms"
      ]
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      "title": "Leaf Samples for PASS Analysis",
      "topics": [
        "my_corn_samples"
      ]
    },
    {
      "page": "my_crop_data",
      "title": "Example Crop Dataset for DRIS and MDRIS",
      "topics": [
        "my_crop_data"
      ]
    },
    {
      "page": "plot_dris_diverging_bar",
      "title": "Plot DRIS Indices as a Diverging Bar Chart",
      "topics": [
        "plot_dris_diverging_bar"
      ]
    },
    {
      "page": "plot_dris_norms_wheel",
      "title": "Plot Tri-Axial DRIS Wheel Chart from Calibration Norms",
      "topics": [
        "plot_dris_norms_wheel"
      ]
    },
    {
      "page": "split_populations",
      "title": "Split Plant Populations into High-Yielding (HYP) and Low-Yielding (LYP) Subpopulations",
      "topics": [
        "split_populations"
      ]
    },
    {
      "page": "sufficiency_ranges",
      "title": "Create Sufficiency Ranges Table for Nutrients based on HYP",
      "topics": [
        "sufficiency_ranges"
      ]
    }
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