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  "Title": "Functions to Support Extension Education Program Evaluation",
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  "Description": "Functions and datasets to support Summary and Analysis of\nExtension Program Evaluation in R, and An R Companion for the\nHandbook of Biological Statistics. Vignettes are available at\n<https://rcompanion.org>.",
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    "blom",
    "cateNelson",
    "cateNelsonFixedY",
    "cldList",
    "cliffDelta",
    "cohenG",
    "cohenH",
    "cohenW",
    "compareGLM",
    "compareLM",
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    "cramerV",
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    "efronRSquared",
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    "freemanTheta",
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    "groupwiseGeometric",
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    "nagelkerke",
    "nagelkerkeHermite",
    "nominalSymmetryTest",
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    "ordinalEtaSquared",
    "pairedSampleDominance",
    "pairwiseDifferences",
    "pairwiseMcnemar",
    "pairwiseMedianMatrix",
    "pairwiseMedianTest",
    "pairwiseModelAnova",
    "pairwiseNominalIndependence",
    "pairwiseNominalMatrix",
    "pairwiseOrdinalIndependence",
    "pairwiseOrdinalMatrix",
    "pairwiseOrdinalPairedMatrix",
    "pairwiseOrdinalPairedTest",
    "pairwiseOrdinalTest",
    "pairwisePercentileTest",
    "pairwisePermutationMatrix",
    "pairwisePermutationSymmetry",
    "pairwisePermutationSymmetryMatrix",
    "pairwisePermutationTest",
    "pairwiseRobustMatrix",
    "pairwiseRobustTest",
    "pairwiseSignMatrix",
    "pairwiseSignTest",
    "percentileTest",
    "phi",
    "plotDensityHistogram",
    "plotNormalDensity",
    "plotNormalHistogram",
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    "PMCMRTable",
    "quantileCI",
    "scheirerRayHare",
    "spearmanRho",
    "transformTukey",
    "vda",
    "wilcoxonOneSampleR",
    "wilcoxonOneSampleRC",
    "wilcoxonOR",
    "wilcoxonPairedR",
    "wilcoxonPairedRC",
    "wilcoxonPS",
    "wilcoxonR",
    "wilcoxonRG",
    "wilcoxonZ"
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      "title": "Hypothetical data for Alexander Anderson",
      "object": "Anderson",
      "class": [
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        "array"
      ],
      "fields": [
        "Pass",
        "Fail"
      ],
      "rows": 4,
      "table": true,
      "tojson": true
    },
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      "name": "AndersonBias",
      "title": "Hypothetical data for Alexander Anderson with gender bias",
      "object": "AndersonBias",
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        "Gender",
        "Result",
        "Count"
      ],
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      "table": true,
      "tojson": true
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      "name": "AndersonRainBarrel",
      "title": "Hypothetical data for Alexander Anderson on rain barrel installation",
      "object": "AndersonRainBarrel",
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        "array"
      ],
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        "After.no"
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      "table": true,
      "tojson": true
    },
    {
      "name": "AndersonRainGarden",
      "title": "Hypothetical data for Alexander Anderson on rain garden installation",
      "object": "AndersonRainGarden",
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        "array"
      ],
      "fields": [
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        "No.after",
        "Maybe.after"
      ],
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      "table": true,
      "tojson": true
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      ],
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      ],
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      "table": true,
      "tojson": true
    },
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      "title": "Hypothetical data for students' breakfast habits and travel to school",
      "object": "Breakfast",
      "class": [
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        "Never",
        "Rarely",
        "Sometimes",
        "Often",
        "Always"
      ],
      "rows": 3,
      "table": true,
      "tojson": false
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      "object": "BrendonSmall",
      "class": [
        "data.frame"
      ],
      "fields": [
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        "Grade",
        "Weight",
        "Calories",
        "Sodium",
        "Score"
      ],
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      "table": true,
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      "object": "BullyHill",
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        "Grade",
        "Pass",
        "Fail",
        "Percent"
      ],
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      "name": "Catbus",
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      "object": "Catbus",
      "class": [
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      ],
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        "Gender",
        "Teacher",
        "Steps",
        "Rating"
      ],
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      "table": true,
      "tojson": true
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        "Student",
        "Response"
      ],
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      "table": true,
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      "name": "Monarchs",
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        "Monarchs"
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        "Proportion"
      ],
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      ],
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        "Not Democrat"
      ],
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      "title": "Hypothetical data for paired ratings of Pooh Bear",
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        "Likert"
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        "Likert"
      ],
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      "table": true,
      "tojson": true
    },
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      "title": "Hypothetical data for change in religion after a caucusing event",
      "object": "Religion",
      "class": [
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        "Discordiant2",
        "Dudist2",
        "Jedi2"
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      "rows": 4,
      "table": true,
      "tojson": true
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    {
      "page": "rcompanion-package",
      "title": "Functions to Support Extension Education Program Evaluation",
      "topics": [
        "rcompanion-package"
      ]
    },
    {
      "page": "accuracy",
      "title": "Minimum maximum accuracy, mean absolute percent error, median absolute error, root mean square error, coefficient of variation, and Efron's pseudo r-squared",
      "concept": [
        "CV",
        "MAE",
        "MAPE",
        "RMSE",
        "accuracy",
        "coefficient of variation",
        "pseudo r squared",
        "r squared"
      ],
      "topics": [
        "accuracy"
      ]
    },
    {
      "page": "Anderson",
      "title": "Hypothetical data for Alexander Anderson",
      "topics": [
        "Anderson"
      ]
    },
    {
      "page": "AndersonBias",
      "title": "Hypothetical data for Alexander Anderson with gender bias",
      "topics": [
        "AndersonBias"
      ]
    },
    {
      "page": "AndersonRainBarrel",
      "title": "Hypothetical data for Alexander Anderson on rain barrel installation",
      "topics": [
        "AndersonRainBarrel"
      ]
    },
    {
      "page": "AndersonRainGarden",
      "title": "Hypothetical data for Alexander Anderson on rain garden installation",
      "topics": [
        "AndersonRainGarden"
      ]
    },
    {
      "page": "blom",
      "title": "Normal scores transformation",
      "concept": [
        "Blom",
        "Elfving",
        "normal scores",
        "normalization",
        "rankit",
        "standardization",
        "van der Waerden",
        "z score"
      ],
      "topics": [
        "blom"
      ]
    },
    {
      "page": "BobBelcher",
      "title": "Hypothetical data for ratings of instructors in unreplicated CBD",
      "topics": [
        "BobBelcher"
      ]
    },
    {
      "page": "Breakfast",
      "title": "Hypothetical data for students' breakfast habits and travel to school",
      "topics": [
        "Breakfast"
      ]
    },
    {
      "page": "BrendonSmall",
      "title": "Hypothetical data for Brendon Small and company",
      "topics": [
        "BrendonSmall"
      ]
    },
    {
      "page": "BullyHill",
      "title": "Hypothetical data for proportion of students passing a certification",
      "topics": [
        "BullyHill"
      ]
    },
    {
      "page": "Catbus",
      "title": "Hypothetical data for Catbus and company",
      "topics": [
        "Catbus"
      ]
    },
    {
      "page": "cateNelson",
      "title": "Cate-Nelson models for bivariate data",
      "concept": [
        "Cate-Nelson",
        "agronomy"
      ],
      "topics": [
        "cateNelson"
      ]
    },
    {
      "page": "cateNelsonFixedY",
      "title": "Cate-Nelson models for bivariate data with a fixed critical Y value",
      "concept": [
        "Cate-Nelson",
        "agronomy"
      ],
      "topics": [
        "cateNelsonFixedY"
      ]
    },
    {
      "page": "cldList",
      "title": "Compact letter display for lists of comparisons",
      "concept": [
        "cld",
        "compact letter display",
        "multiple comparisons",
        "post-hoc"
      ],
      "topics": [
        "cldList"
      ]
    },
    {
      "page": "cliffDelta",
      "title": "Cliff's delta",
      "concept": [
        "Cliff's delta",
        "Wilcoxon-Mann-Whitney",
        "confidence interval",
        "effect size"
      ],
      "topics": [
        "cliffDelta"
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    },
    {
      "page": "cohenG",
      "title": "Cohen's g and odds ratio for paired contingency tables",
      "concept": [
        "Cohen's g",
        "McNemar's test",
        "confidence interval",
        "effect size"
      ],
      "topics": [
        "cohenG"
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    },
    {
      "page": "cohenH",
      "title": "Cohen's h to compare proportions for 2 x 2 contingency tables",
      "concept": [
        "Cohen's h",
        "chi square test",
        "effect size"
      ],
      "topics": [
        "cohenH"
      ]
    },
    {
      "page": "cohenW",
      "title": "Cohen's w (omega)",
      "concept": [
        "Cohen's w",
        "chi square test",
        "confidence interval",
        "effect size",
        "omega"
      ],
      "topics": [
        "cohenW"
      ]
    },
    {
      "page": "compareGLM",
      "title": "Compare fit statistics for glm models",
      "concept": [
        "AIC",
        "AICc",
        "BIC",
        "glm",
        "pseudo r squared"
      ],
      "topics": [
        "compareGLM"
      ]
    },
    {
      "page": "compareLM",
      "title": "Compare fit statistics for lm models",
      "concept": [
        "AIC",
        "AICc",
        "BIC",
        "r squared"
      ],
      "topics": [
        "compareLM"
      ]
    },
    {
      "page": "correlation",
      "title": "Correlation and measures of association",
      "concept": [
        "Cramer's V",
        "Freemans's theta",
        "Glass rank biserial coefficient",
        "Kendall",
        "Pearson",
        "Spearman",
        "association",
        "correlation",
        "epsilon",
        "eta",
        "phi"
      ],
      "topics": [
        "correlation"
      ]
    },
    {
      "page": "countRSquare",
      "title": "Count pseudo r-squared for logistic and other binary outcome models",
      "concept": [
        "logistic regression",
        "pseudo r squared",
        "r squared"
      ],
      "topics": [
        "countRSquare"
      ]
    },
    {
      "page": "cramerV",
      "title": "Cramer's V (phi)",
      "concept": [
        "Cramer's V",
        "chi square test",
        "confidence interval",
        "effect size",
        "phi"
      ],
      "topics": [
        "cramerV"
      ]
    },
    {
      "page": "cramerVFit",
      "title": "Cramer's V for chi-square goodness-of-fit tests",
      "concept": [
        "Cramer's V",
        "chi square test",
        "confidence interval",
        "effect size"
      ],
      "topics": [
        "cramerVFit"
      ]
    },
    {
      "page": "efronRSquared",
      "title": "Efron's pseudo r-squared",
      "concept": [
        "MAE",
        "MAPE",
        "RMSE",
        "accuracy",
        "coefficient of variation",
        "pseudo r squared",
        "r squared"
      ],
      "topics": [
        "efronRSquared"
      ]
    },
    {
      "page": "epsilonSquared",
      "title": "Epsilon-squared",
      "concept": [
        "Kruskal-Wallis",
        "confidence interval",
        "effect size",
        "epsilon squared"
      ],
      "topics": [
        "epsilonSquared"
      ]
    },
    {
      "page": "freemanTheta",
      "title": "Freeman's theta",
      "concept": [
        "Cochran-Armitage",
        "Freeman's theta",
        "Kruskal-Wallis"
      ],
      "topics": [
        "freemanTheta"
      ]
    },
    {
      "page": "fullPTable",
      "title": "Convert a lower triangle matrix to a full matrix",
      "concept": [
        "cld",
        "compact letter display",
        "multiple comparisons",
        "post-hoc"
      ],
      "topics": [
        "fullPTable"
      ]
    },
    {
      "page": "groupwiseCMH",
      "title": "Post-hoc tests for Cochran-Mantel-Haenszel test",
      "concept": [
        "Cochran-Mantel-Haenszel",
        "Fisher's exact test",
        "chi square test",
        "post-hoc"
      ],
      "topics": [
        "groupwiseCMH"
      ]
    },
    {
      "page": "groupwiseGeometric",
      "title": "Groupwise geometric means and confidence intervals",
      "concept": [
        "confidence interval",
        "geometric mean",
        "summary statistics"
      ],
      "topics": [
        "groupwiseGeometric"
      ]
    },
    {
      "page": "groupwiseHuber",
      "title": "Groupwise Huber M-estimators and confidence intervals",
      "concept": [
        "Huber M-estimator",
        "confidence interval",
        "summary statistics"
      ],
      "topics": [
        "groupwiseHuber"
      ]
    },
    {
      "page": "groupwiseMean",
      "title": "Groupwise means and confidence intervals",
      "concept": [
        "confidence interval",
        "mean",
        "summary statistics"
      ],
      "topics": [
        "groupwiseMean"
      ]
    },
    {
      "page": "groupwiseMedian",
      "title": "Groupwise medians and confidence intervals",
      "concept": [
        "confidence interval",
        "median",
        "summary statistics"
      ],
      "topics": [
        "groupwiseMedian"
      ]
    },
    {
      "page": "groupwisePercentile",
      "title": "Groupwise percentiles and confidence intervals",
      "concept": [
        "confidence interval",
        "percentile",
        "summary statistics"
      ],
      "topics": [
        "groupwisePercentile"
      ]
    },
    {
      "page": "groupwiseSum",
      "title": "Groupwise sums",
      "concept": [
        "sum",
        "summary statistics"
      ],
      "topics": [
        "groupwiseSum"
      ]
    },
    {
      "page": "HayleySmith",
      "title": "Hypothetical data for responses about adopting lawn care practices",
      "topics": [
        "HayleySmith"
      ]
    },
    {
      "page": "kendallW",
      "title": "Kendall's W with bootstrapped confidence interval",
      "concept": [
        "Friedman's test",
        "Kendall's W",
        "confidence interval",
        "effect size"
      ],
      "topics": [
        "kendallW"
      ]
    },
    {
      "page": "mangiaficoD",
      "title": "Mangiafico's d, or delta MAD",
      "concept": [
        "Mangiafico's d",
        "Mood's median test",
        "confidence interval",
        "delta MAD",
        "effect size"
      ],
      "topics": [
        "mangiaficoD"
      ]
    },
    {
      "page": "Monarchs",
      "title": "Hypothetical data for monarch butterflies in gardens",
      "topics": [
        "Monarchs"
      ]
    },
    {
      "page": "multiMangiaficoD",
      "title": "Mangiafico's d",
      "concept": [
        "Mangiafico's d",
        "Mood's median test",
        "confidence interval",
        "delta MAD",
        "effect size"
      ],
      "topics": [
        "multiMangiaficoD"
      ]
    },
    {
      "page": "multiVDA",
      "title": "Pairwise Vargha and Delaney's A and Cliff's delta",
      "concept": [
        "Cliff's delta",
        "Glass rank biserial correlation",
        "Kruskal-Wallis",
        "Vargha and Delaney's A",
        "effect size"
      ],
      "topics": [
        "multiVDA"
      ]
    },
    {
      "page": "nagelkerke",
      "title": "Pseudo r-squared measures for various models",
      "concept": [
        "Cox and Snell",
        "McFadden",
        "Nagelkerke",
        "likelihood ratio test",
        "pseudo r squared",
        "r squared"
      ],
      "topics": [
        "nagelkerke"
      ]
    },
    {
      "page": "nagelkerkeHermite",
      "title": "[Defunct!] Pseudo r-squared measures for hermite models",
      "topics": [
        "nagelkerkeHermite"
      ]
    },
    {
      "page": "nominalSymmetryTest",
      "title": "Exact and McNemar symmetry tests for paired contingency tables",
      "concept": [
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        "McNemar's test",
        "post-hoc"
      ],
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        "nominalSymmetryTest"
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    {
      "page": "Nurseries",
      "title": "Data for proportion of good practices followed by plant nuseries",
      "topics": [
        "Nurseries"
      ]
    },
    {
      "page": "oneSampleDominance",
      "title": "Dominance statistic for one-sample data",
      "concept": [
        "confidence interval",
        "dominance",
        "effect size",
        "sign test"
      ],
      "topics": [
        "oneSampleDominance"
      ]
    },
    {
      "page": "ordinalEtaSquared",
      "title": "Eta-squared for ordinal variables",
      "concept": [
        "Kruskal-Wallis",
        "effect size",
        "eta squared"
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        "ordinalEtaSquared"
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    {
      "page": "pairedSampleDominance",
      "title": "Dominance statistic for two-sample paired data",
      "concept": [
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        "effect size",
        "sign test"
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        "pairedSampleDominance"
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    {
      "page": "pairwiseDifferences",
      "title": "[Defunct!] Pairwise differences for unreplicated CBD",
      "topics": [
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    {
      "page": "pairwiseMcnemar",
      "title": "Pairwise McNemar and related tests for Cochran Q test post-hoc",
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        "McNemar's test",
        "post-hoc"
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    {
      "page": "pairwiseMedianMatrix",
      "title": "Pairwise Mood's median tests with matrix output",
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        "post-hoc"
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        "pairwiseMedianMatrix"
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    {
      "page": "pairwiseMedianTest",
      "title": "Pairwise Mood's median tests",
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        "post-hoc"
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      "page": "pairwiseModelAnova",
      "title": "Compare model objects with F test and likelihood ratio test",
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        "likelihood ratio test"
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    {
      "page": "pairwiseNominalIndependence",
      "title": "Pairwise tests of independence for nominal data",
      "concept": [
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        "G test",
        "chi square test",
        "post-hoc"
      ],
      "topics": [
        "pairwiseNominalIndependence"
      ]
    },
    {
      "page": "pairwiseNominalMatrix",
      "title": "Pairwise tests of independence for nominal data with matrix output",
      "concept": [
        "Fisher's exact test",
        "G test",
        "chi square test",
        "post-hoc"
      ],
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        "pairwiseNominalMatrix"
      ]
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    {
      "page": "pairwiseOrdinalIndependence",
      "title": "Pairwise tests of independence for tables with one ordered nominal variable",
      "concept": [
        "Cochran-Armitage",
        "ordinal chi square",
        "post-hoc"
      ],
      "topics": [
        "pairwiseOrdinalIndependence"
      ]
    },
    {
      "page": "pairwiseOrdinalMatrix",
      "title": "[Defunct!] Pairwise two-sample ordinal regression with matrix output",
      "topics": [
        "pairwiseOrdinalMatrix"
      ]
    },
    {
      "page": "pairwiseOrdinalPairedMatrix",
      "title": "[Defunct!] Pairwise two-sample ordinal regression for paired data with matrix output",
      "topics": [
        "pairwiseOrdinalPairedMatrix"
      ]
    },
    {
      "page": "pairwiseOrdinalPairedTest",
      "title": "[Defunct!] Pairwise two-sample ordinal regression for paired data",
      "topics": [
        "pairwiseOrdinalPairedTest"
      ]
    },
    {
      "page": "pairwiseOrdinalTest",
      "title": "[Defunct!] Pairwise two-sample ordinal regression",
      "topics": [
        "pairwiseOrdinalTest"
      ]
    },
    {
      "page": "pairwisePercentileTest",
      "title": "Pairwise permutation tests for percentiles",
      "concept": [
        "median",
        "percentile",
        "permutation test",
        "post-hoc",
        "quantile"
      ],
      "topics": [
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      ]
    },
    {
      "page": "pairwisePermutationMatrix",
      "title": "Pairwise two-sample independence tests with matrix output",
      "concept": [
        "permutation test",
        "post-hoc"
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    {
      "page": "pairwisePermutationSymmetry",
      "title": "Pairwise two-sample symmetry tests",
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        "post-hoc"
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      "page": "pairwisePermutationSymmetryMatrix",
      "title": "Pairwise two-sample symmetry tests with matrix output",
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        "post-hoc"
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      "page": "pairwisePermutationTest",
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      "page": "pairwiseRobustMatrix",
      "title": "[Defunct!] Pairwise two-sample robust tests with matrix output",
      "topics": [
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      "page": "pairwiseRobustTest",
      "title": "[Defunct!] Pairwise two-sample robust tests",
      "topics": [
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    {
      "page": "pairwiseSignMatrix",
      "title": "[Defunct!] Pairwise sign tests with matrix output",
      "topics": [
        "pairwiseSignMatrix"
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    {
      "page": "pairwiseSignTest",
      "title": "[Defunct!] Pairwise sign tests",
      "topics": [
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      "page": "Pennsylvania18",
      "title": "Votes for the Democratic candidate in Pennsylvania 18 in 2016 and 2018",
      "topics": [
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      "page": "percentileTest",
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        "quantile"
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      "page": "phi",
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      "concept": [
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        "correlation",
        "effect size",
        "phi"
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    {
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      "page": "PMCMRTable",
      "title": "Convert PMCMR Objects to a Data Frame",
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      "title": "Hypothetical data for paired ratings of Pooh Bear",
      "topics": [
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      "page": "PoohPiglet",
      "title": "Hypothetical data for ratings of Pooh, Piglet, and Tigger",
      "topics": [
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    {
      "page": "quantileCI",
      "title": "Quantiles and confidence intervals",
      "concept": [
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        "quantile"
      ],
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    {
      "page": "Religion",
      "title": "Hypothetical data for change in religion after a caucusing event",
      "topics": [
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      "page": "scheirerRayHare",
      "title": "Scheirer Ray Hare test",
      "concept": [
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      "topics": [
        "scheirerRayHare"
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      "page": "spearmanRho",
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        "correlation",
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      "page": "transformTukey",
      "title": "Tukey's Ladder of Powers",
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      "page": "vda",
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        "effect size"
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      "page": "wilcoxonOneSampleR",
      "title": "r effect size for Wilcoxon one-sample signed-rank test",
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        "confidence interval",
        "effect size"
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    {
      "page": "wilcoxonOneSampleRC",
      "title": "Rank biserial correlation coefficient for one-sample Wilcoxon test",
      "concept": [
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        "Wilcoxon signed rank",
        "confidence interval",
        "effect size"
      ],
      "topics": [
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    {
      "page": "wilcoxonOR",
      "title": "Agresti's Generalized Odds Ratio for Stochastic Dominance",
      "concept": [
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        "Wilcoxon-Mann-Whitney",
        "confidence interval",
        "effect size"
      ],
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    {
      "page": "wilcoxonPairedR",
      "title": "r effect size for Wilcoxon two-sample paired signed-rank test",
      "concept": [
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        "confidence interval",
        "effect size"
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        "wilcoxonPairedR"
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      "page": "wilcoxonPairedRC",
      "title": "Matched-pairs rank biserial correlation coefficient",
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        "confidence interval",
        "effect size"
      ],
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      "page": "wilcoxonPS",
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      "concept": [
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        "effect size"
      ],
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      "page": "wilcoxonZ",
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