{
  "_id": "6a1068c9acfb0bcc41ca974b",
  "Package": "itsadug",
  "Version": "2.5",
  "Date": "2025-12-22",
  "Title": "Interpreting Time Series and Autocorrelated Data Using GAMMs",
  "Authors@R": "c( person(\"Jacolien\", \"van Rij\", email=\"j.c.van.rij@rug.nl\", role = c(\"aut\", \"cre\")),\nperson(\"Martijn\",\"Wieling\", role = \"aut\"),\nperson(\"R. Harald\",\"Baayen\", role = \"aut\"),\nperson(\"Hedderik\", \"van Rijn\", role = \"ctb\"))",
  "Author": "Jacolien van Rij [aut, cre], Martijn Wieling [aut], R. Harald\nBaayen [aut], Hedderik van Rijn [ctb]",
  "Maintainer": "Jacolien van Rij <j.c.van.rij@rug.nl>",
  "Description": "GAMM (Generalized Additive Mixed Modeling; Lin & Zhang,\n1999) as implemented in the R package 'mgcv' (Wood, S.N., 2006;\n2011) is a nonlinear regression analysis which is particularly\nuseful for time course data such as EEG, pupil dilation, gaze\ndata (eye tracking), and articulography recordings, but also\nfor behavioral data such as reaction times and response data.\nAs time course measures are sensitive to autocorrelation\nproblems, GAMMs implements methods to reduce the\nautocorrelation problems. This package includes functions for\nthe evaluation of GAMM models (e.g., model comparisons,\ndetermining regions of significance, inspection of\nautocorrelational structure in residuals) and interpreting of\nGAMMs (e.g., visualization of complex interactions, and\ncontrasts).",
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  "Repository": "https://jacolien.r-universe.dev",
  "Date/Publication": "2026-01-08 02:29:57 UTC",
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  "_created": "2026-05-08T04:59:36.000Z",
  "_published": "2026-05-22T14:31:37.666Z",
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    "author": "Jacolien van Rij <j.c.van.rij@rug.nl>",
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  "_realowner": "jacolien",
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  "_releases": [
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      "date": "2015-02-27"
    },
    {
      "version": "1.0.1",
      "date": "2015-07-02"
    },
    {
      "version": "2.0",
      "date": "2016-03-20"
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  "_exports": [
    "acf_n_plots",
    "acf_plot",
    "acf_resid",
    "check_resid",
    "compareML",
    "convertNonAlphanumeric",
    "corfit",
    "derive_timeseries",
    "diagnostics",
    "diff_terms",
    "dispersion",
    "fadeRug",
    "find_difference",
    "fvisgam",
    "gamtabs",
    "get_coefs",
    "get_difference",
    "get_fitted",
    "get_modelterm",
    "get_pca_predictions",
    "get_predictions",
    "get_random",
    "info",
    "infoMessages",
    "inspect_random",
    "missing_est",
    "modeledf",
    "observations",
    "plot_data",
    "plot_diff",
    "plot_diff2",
    "plot_modelfit",
    "plot_parametric",
    "plot_pca_surface",
    "plot_smooth",
    "plot_topo",
    "print_summary",
    "pvisgam",
    "refLevels",
    "report_stats",
    "res_df",
    "resid_gam",
    "rug_model",
    "start_event",
    "start_value_rho",
    "summary_data",
    "timeBins",
    "wald_gam"
  ],
  "_datasets": [
    {
      "name": "eeg",
      "title": "Raw EEG data, single trial, 50Hz.",
      "object": "eeg",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Electrode",
        "Time",
        "Ampl",
        "X",
        "Y"
      ],
      "rows": 1504,
      "table": true,
      "tojson": true
    },
    {
      "name": "simdat",
      "title": "Simulated time series data.",
      "object": "simdat",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Group",
        "Time",
        "Trial",
        "Condition",
        "Subject",
        "Y"
      ],
      "rows": 75600,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "acf_n_plots",
      "title": "Generate N ACF plots of individual or aggregated time series.",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "acf_n_plots"
      ]
    },
    {
      "page": "acf_plot",
      "title": "Generate an ACF plot of an aggregated time series.",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "acf_plot"
      ]
    },
    {
      "page": "acf_resid",
      "title": "Generate an ACF plot of model residuals. Works for lm, lmer, gam, bam, ....",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "acf_resid"
      ]
    },
    {
      "page": "check_resid",
      "title": "Inspect residuals of regression models.",
      "concept": [
        "Model evaluation"
      ],
      "topics": [
        "check_resid"
      ]
    },
    {
      "page": "compareML",
      "title": "Function for comparing two GAMM models.",
      "concept": [
        "Testing for significance"
      ],
      "topics": [
        "compareML"
      ]
    },
    {
      "page": "convertNonAlphanumeric",
      "title": "Prepare string for regular expressions (backslash for all non-letter and non-digit characters)",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "convertNonAlphanumeric"
      ]
    },
    {
      "page": "corfit",
      "title": "Calculate the correlation between the fitted model and data.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "corfit"
      ]
    },
    {
      "page": "derive_timeseries",
      "title": "Derive the time series used in the AR1 model.",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "derive_timeseries"
      ]
    },
    {
      "page": "diagnostics",
      "title": "Visualization of the model fit for time series data.",
      "concept": [
        "Model evaluation"
      ],
      "topics": [
        "diagnostics"
      ]
    },
    {
      "page": "diff_terms",
      "title": "Compare the formulas of two models and return the difference(s).",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "diff_terms"
      ]
    },
    {
      "page": "dispersion",
      "title": "Calculate the dispersion of the residuals",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "dispersion"
      ]
    },
    {
      "page": "eeg",
      "title": "Raw EEG data, single trial, 50Hz.",
      "topics": [
        "eeg"
      ]
    },
    {
      "page": "fadeRug",
      "title": "Fade out the areas in a surface without data.",
      "concept": [
        "Functions for plotting"
      ],
      "topics": [
        "fadeRug"
      ]
    },
    {
      "page": "find_difference",
      "title": "Return the regions in which the smooth is significantly different from zero.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "find_difference"
      ]
    },
    {
      "page": "fvisgam",
      "title": "Visualization of nonlinear interactions, summed effects.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "fvisgam"
      ]
    },
    {
      "page": "gamtabs",
      "title": "Convert model summary into Latex/HTML table for knitr/R Markdown reports.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "gamtabs"
      ]
    },
    {
      "page": "get_coefs",
      "title": "Get coefficients for the parametric terms (intercepts and random slopes).",
      "concept": [
        "Model predictions"
      ],
      "topics": [
        "get_coefs"
      ]
    },
    {
      "page": "get_difference",
      "title": "Get model predictions for differences between conditions.",
      "concept": [
        "Model predictions"
      ],
      "topics": [
        "get_difference"
      ]
    },
    {
      "page": "get_fitted",
      "title": "Get model all fitted values.",
      "concept": [
        "Model predictions"
      ],
      "topics": [
        "get_fitted"
      ]
    },
    {
      "page": "get_modelterm",
      "title": "Get estimated for selected model terms.",
      "concept": [
        "Model predictions"
      ],
      "topics": [
        "get_modelterm"
      ]
    },
    {
      "page": "get_pca_predictions",
      "title": "Return PCA predictions.",
      "concept": [
        "Functions for PCA interpretation"
      ],
      "topics": [
        "get_pca_predictions"
      ]
    },
    {
      "page": "get_predictions",
      "title": "Get model predictions for specific conditions.",
      "concept": [
        "Model predictions"
      ],
      "topics": [
        "get_predictions"
      ]
    },
    {
      "page": "get_random",
      "title": "Get coefficients for the random intercepts and random slopes.",
      "concept": [
        "Model predictions"
      ],
      "topics": [
        "get_random"
      ]
    },
    {
      "page": "info",
      "title": "Information on how to cite this package",
      "concept": [
        "Functions for package use"
      ],
      "topics": [
        "info"
      ]
    },
    {
      "page": "infoMessages",
      "title": "Turn on or off information messages.",
      "concept": [
        "Functions for package use"
      ],
      "topics": [
        "infoMessages"
      ]
    },
    {
      "page": "inspect_random",
      "title": "Inspection and interpretation of random factor smooths.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "inspect_random"
      ]
    },
    {
      "page": "missing_est",
      "title": "Return indices of data that were not fitted by the model.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "missing_est"
      ]
    },
    {
      "page": "modeledf",
      "title": "Retrieve the degrees of freedom specified in the model.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "modeledf"
      ]
    },
    {
      "page": "observations",
      "title": "Number of observations in the model.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "observations"
      ]
    },
    {
      "page": "plot_data",
      "title": "Visualization of the model fit for time series data.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "plot_data"
      ]
    },
    {
      "page": "plot_diff",
      "title": "Plot difference curve based on model predictions.",
      "concept": [
        "Testing for significance"
      ],
      "topics": [
        "plotDiff",
        "plot_diff"
      ]
    },
    {
      "page": "plot_diff2",
      "title": "Plot difference surface based on model predictions.",
      "concept": [
        "Testing for significance"
      ],
      "topics": [
        "plotDiff2D",
        "plot_diff2"
      ]
    },
    {
      "page": "plot_modelfit",
      "title": "Visualization of the model fit for time series data.",
      "concept": [
        "Model evaluation"
      ],
      "topics": [
        "plot_modelfit"
      ]
    },
    {
      "page": "plot_parametric",
      "title": "Visualization of group estimates.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "plot_parametric"
      ]
    },
    {
      "page": "plot_pca_surface",
      "title": "Visualization of the effect predictors in nonlinear interactions with principled components.",
      "concept": [
        "Functions for PCA interpretation"
      ],
      "topics": [
        "plot_pca_surface"
      ]
    },
    {
      "page": "plot_smooth",
      "title": "Visualization of smooths.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "plot_smooth"
      ]
    },
    {
      "page": "plot_topo",
      "title": "Visualization of EEG topo maps.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "plot_topo"
      ]
    },
    {
      "page": "print_summary",
      "title": "Print a named list of strings, output from 'summary_data'.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "print_summary"
      ]
    },
    {
      "page": "pvisgam",
      "title": "Visualization of partial nonlinear interactions.",
      "concept": [
        "Functions for model inspection"
      ],
      "topics": [
        "pvisgam"
      ]
    },
    {
      "page": "refLevels",
      "title": "Return a list with reference levels for each factor.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "refLevels"
      ]
    },
    {
      "page": "report_stats",
      "title": "Returns a description of the statistics of the smooth terms for reporting.",
      "concept": [
        "Testing for significance"
      ],
      "topics": [
        "report_stats"
      ]
    },
    {
      "page": "res_df",
      "title": "Retrieve the residual degrees of freedom from the model.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "res_df"
      ]
    },
    {
      "page": "resid_gam",
      "title": "Extract model residuals and remove the autocorrelation accounted for.",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "resid.gam",
        "resid_gam"
      ]
    },
    {
      "page": "rug_model",
      "title": "Add rug to plot, based on model.",
      "concept": [
        "Functions for plotting"
      ],
      "topics": [
        "rug_model"
      ]
    },
    {
      "page": "simdat",
      "title": "Simulated time series data.",
      "topics": [
        "simdat"
      ]
    },
    {
      "page": "start_event",
      "title": "Determine the starting point for each time series.",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "start_event"
      ]
    },
    {
      "page": "start_value_rho",
      "title": "Extract the Lag 1 value from the ACF of the residuals of a gam, bam, lm, lmer model, ...",
      "concept": [
        "functions for model criticism"
      ],
      "topics": [
        "start_value_rho"
      ]
    },
    {
      "page": "summary_data",
      "title": "Print a descriptive summary of a data frame.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "summary_data"
      ]
    },
    {
      "page": "timeBins",
      "title": "Label timestamps as timebins of a given binsize.",
      "concept": [
        "Utility functions"
      ],
      "topics": [
        "timeBins"
      ]
    },
    {
      "page": "wald_gam",
      "title": "Function for post-hoc comparison of the contrasts in a single GAMM model.",
      "concept": [
        "Testing for significance"
      ],
      "topics": [
        "wald_gam"
      ]
    }
  ],
  "_rundeps": [
    "lattice",
    "Matrix",
    "mgcv",
    "nlme",
    "plotfunctions"
  ],
  "_vignettes": [
    {
      "source": "acf.Rmd",
      "filename": "acf.html",
      "title": "ACF: checking & handling autocorrelation",
      "author": "Jacolien van Rij",
      "engine": "knitr::rmarkdown",
      "headings": [
        "How to include an AR1 model",
        "Example",
        "Mark start of time series and determine rho",
        "Run model with AR1 included",
        "Inspection of the residuals of an AR1 model",
        "Function acf_resid",
        "Function resid_gam",
        "Function acf_plot",
        "Function acf_n_plot",
        "Function derive_timeseries"
      ],
      "created": "2015-07-02 13:42:41",
      "modified": "2026-01-08 02:29:57",
      "commits": 4
    },
    {
      "source": "overview.Rmd",
      "filename": "overview.html",
      "title": "Quick overview of plot functions",
      "author": "Jacolien van Rij",
      "engine": "knitr::rmarkdown",
      "headings": [
        "a. Surfaces",
        "<a id=\"pvisgam\"></a> pvisgam()",
        "<a id=\"fvisgam\"></a> fvisgam()",
        "b. Smooths",
        "<a id=\"plotgam1\"></a> plot.gam()",
        "<a id=\"plotsmooth1\"></a> plot_smooth()",
        "c. Group estimates",
        "<a id=\"plotgam2\"></a> plot.gam()",
        "<a id=\"plotparametric\"></a> plot_parametric()",
        "Random effects",
        "<a id=\"getrandom\"></a>get_random()",
        "<a id=\"inspectrandom\"></a>inspect_random()",
        "References"
      ],
      "created": "2015-02-27 06:57:09",
      "modified": "2020-04-29 09:40:07",
      "commits": 4
    },
    {
      "source": "test.Rmd",
      "filename": "test.html",
      "title": "Testing for significance",
      "author": "Jacolien van Rij",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Example",
        "Starting model",
        "1. Model comparison",
        "Function compareML",
        "Some notes on model comparison",
        "2. Inspection of the model summary",
        "Using ordered factors (advanced)",
        "3. Visual inspection of the model's estimates",
        "Function plot_diff",
        "Function plot_diff2"
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      "title": "Visual inspection of GAMM models",
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        "Other functions",
        "Function plot_data",
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      "modified": "2026-01-08 02:29:57",
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