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  "Package": "multitool",
  "Title": "Run Multiverse Style Analyses",
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  "Authors@R": "c(\nperson(\n\"Ethan\", \"Young\",\nemail = \"young.ethan.scott@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0002-8232-0184\")\n),\nperson(\n\"Stefan\", \"Vermeent\",\nemail = \"p.c.s.vermeent@gmail.com\",\nrole = c(\"aut\"),\ncomment = c(ORCID = \"0000-0002-9595-5373\")\n)\n)",
  "Description": "Run the same analysis over a range of arbitrary data\nprocessing decisions. 'multitool' provides an interface for\ncreating alternative analysis pipelines and turning them into a\ngrid of all possible pipelines. Using this grid as a blueprint,\nyou can model your data across all possible pipelines and\nsummarize the results.",
  "License": "MIT + file LICENSE",
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  "URL": "https://ethan-young.github.io/multitool/,\nhttps://github.com/ethan-young/multitool",
  "BugReports": "https://github.com/ethan-young/multitool/issues",
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  "Repository": "https://ethan-young.r-universe.dev",
  "Date/Publication": "2026-06-22 13:55:05 UTC",
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    "add_model",
    "add_model_descriptives",
    "add_parameter_keys",
    "add_postprocess",
    "add_preprocess",
    "add_section",
    "add_subgroups",
    "add_variables",
    "analyze_grid",
    "analyze_grid_parallel",
    "assess_decisions",
    "assess_robustness",
    "compose_view",
    "condense",
    "configure_labels",
    "create_blueprint_graph",
    "detect_multiverse_n",
    "detect_n_filters",
    "detect_n_models",
    "detect_n_subgroups",
    "detect_n_variables",
    "expand_decisions",
    "generate_docs",
    "initialize_doc",
    "layout_section",
    "organize",
    "preview_section",
    "show_code",
    "show_code_filters",
    "show_code_model",
    "show_code_postprocess",
    "show_code_preprocess",
    "show_code_subgroups",
    "show_labels",
    "show_section_content",
    "summarize_filter_ns",
    "unpack_model_messages",
    "unpack_model_parameters",
    "unpack_model_performance",
    "unpack_model_warnings",
    "unpack_postprocess",
    "unpack_results",
    "unpack_specs",
    "view_real_size",
    "visualize_pipeline"
  ],
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      "title": "Professional coffee quality ratings",
      "object": "coffee_quality",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "total_cup_points",
        "cupper_points",
        "aroma",
        "flavor",
        "aftertaste",
        "acidity",
        "body",
        "balance",
        "uniformity",
        "clean_cup",
        "sweetness",
        "species",
        "country_of_origin",
        "variety",
        "processing_method",
        "moisture",
        "category_one_defects",
        "category_two_defects",
        "quakers",
        "unit_of_measurement",
        "altitude_low_meters",
        "altitude_high_meters",
        "altitude_mean_meters",
        "continent_of_origin"
      ],
      "rows": 1338,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "add_filters",
      "title": "Add filtering/exclusion criteria to a multiverse pipeline",
      "topics": [
        "add_filters"
      ]
    },
    {
      "page": "add_model",
      "title": "Add a model and formula to a multiverse pipeline",
      "topics": [
        "add_model"
      ]
    },
    {
      "page": "add_model_descriptives",
      "title": "Add arbitrary summary statistics to a multiverse pipeline",
      "topics": [
        "add_model_descriptives"
      ]
    },
    {
      "page": "add_parameter_keys",
      "title": "Add parameter keys names for later use in summarizing model effects",
      "topics": [
        "add_parameter_keys"
      ]
    },
    {
      "page": "add_postprocess",
      "title": "Add arbitrary postprocessing code to a multiverse pipeline",
      "topics": [
        "add_postprocess"
      ]
    },
    {
      "page": "add_preprocess",
      "title": "Add arbitrary preprocessing code to a multiverse analysis pipeline",
      "topics": [
        "add_preprocess"
      ]
    },
    {
      "page": "add_section",
      "title": "Add a content section to a report",
      "topics": [
        "add_section"
      ]
    },
    {
      "page": "add_subgroups",
      "title": "Add sub groups to the multiverse pipeline",
      "topics": [
        "add_subgroups"
      ]
    },
    {
      "page": "add_variables",
      "title": "Add a set of variable alternatives to a multiverse pipeline",
      "topics": [
        "add_variables"
      ]
    },
    {
      "page": "analyze_grid",
      "title": "Perform all analyses over a complete decision grid",
      "topics": [
        "analyze_grid"
      ]
    },
    {
      "page": "analyze_grid_parallel",
      "title": "Analyze a complete decision grid in parallel",
      "topics": [
        "analyze_grid_parallel"
      ]
    },
    {
      "page": "assess_decisions",
      "title": "Decompose decision variance using Sobol sensitivity indices and variance dispersal",
      "topics": [
        "assess_decisions"
      ]
    },
    {
      "page": "assess_robustness",
      "title": "Assess the robustness of multiverse analysis results",
      "topics": [
        "assess_robustness"
      ]
    },
    {
      "page": "coffee_quality",
      "title": "Professional coffee quality ratings",
      "topics": [
        "coffee_quality"
      ]
    },
    {
      "page": "compose_view",
      "title": "Compose a single analysis-ready data frame from a results grid.",
      "topics": [
        "compose_view"
      ]
    },
    {
      "page": "condense",
      "title": "Summarize multiverse parameters",
      "topics": [
        "condense",
        "organize"
      ]
    },
    {
      "page": "configure_labels",
      "title": "Configure human-readable labels for pipeline decisions",
      "topics": [
        "configure_labels"
      ]
    },
    {
      "page": "create_blueprint_graph",
      "title": "Create a Analysis Pipeline diagram",
      "topics": [
        "create_blueprint_graph"
      ]
    },
    {
      "page": "detect_multiverse_n",
      "title": "Detect total number of analysis pipelines",
      "topics": [
        "detect_multiverse_n"
      ]
    },
    {
      "page": "detect_n_filters",
      "title": "Detect total number of filtering expressions your pipelines",
      "topics": [
        "detect_n_filters"
      ]
    },
    {
      "page": "detect_n_models",
      "title": "Detect total number of models in your pipelines",
      "topics": [
        "detect_n_models"
      ]
    },
    {
      "page": "detect_n_subgroups",
      "title": "Detect total number of subgroups in your pipelines",
      "topics": [
        "detect_n_subgroups"
      ]
    },
    {
      "page": "detect_n_variables",
      "title": "Detect total number of variable sets in your pipelines",
      "topics": [
        "detect_n_variables"
      ]
    },
    {
      "page": "expand_decisions",
      "title": "Expand a set of multiverse decisions into all possible combinations",
      "topics": [
        "expand_decisions"
      ]
    },
    {
      "page": "generate_docs",
      "title": "Render an assembled document",
      "topics": [
        "generate_docs"
      ]
    },
    {
      "page": "initialize_doc",
      "title": "Begin assembling a report document",
      "topics": [
        "initialize_doc"
      ]
    },
    {
      "page": "layout_section",
      "title": "Record a section's layout for assembly",
      "topics": [
        "layout_section"
      ]
    },
    {
      "page": "preview_section",
      "title": "Preview a report section's composed layout",
      "topics": [
        "preview_section"
      ]
    },
    {
      "page": "show_code",
      "title": "Show multiverse data code pipelines",
      "topics": [
        "show_code",
        "show_code_filters",
        "show_code_model",
        "show_code_postprocess",
        "show_code_preprocess",
        "show_code_subgroups"
      ]
    },
    {
      "page": "show_labels",
      "title": "Inspect or scaffold pipeline labels",
      "topics": [
        "show_labels"
      ]
    },
    {
      "page": "show_section_content",
      "title": "Inspect one section's content and code",
      "topics": [
        "show_section_content"
      ]
    },
    {
      "page": "summarize_filter_ns",
      "title": "Summarize samples sizes for each unique filtering expression",
      "topics": [
        "summarize_filter_ns"
      ]
    },
    {
      "page": "unpack_results",
      "title": "Unpack a component of your analyzed grid",
      "topics": [
        "unpack_model_messages",
        "unpack_model_parameters",
        "unpack_model_performance",
        "unpack_model_warnings",
        "unpack_postprocess",
        "unpack_results"
      ]
    },
    {
      "page": "unpack_specs",
      "title": "Unpack the decision grid of specifications for your modeling pipeline",
      "topics": [
        "unpack_specs"
      ]
    },
    {
      "page": "view_real_size",
      "title": "Preview a figure at its true output size",
      "topics": [
        "view_real_size"
      ]
    },
    {
      "page": "visualize_pipeline",
      "title": "Visualize an analysis pipeline workflow",
      "topics": [
        "visualize_pipeline"
      ]
    }
  ],
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        "Setup",
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        "Filtering specifications",
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