{
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  "Package": "handwriter",
  "Title": "Handwriting Analysis in R",
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  "Authors@R": "c(person(\"Iowa State University of Science and Technology on behalf of its Center for Statistics and Applications in Forensic Evidence\", role = c(\"aut\", \"cph\", \"fnd\")),\nperson(\"Nick\", \"Berry\", role = \"aut\"),\nperson(\"Stephanie\", \"Reinders\", role = c(\"aut\", \"cre\"), email = \"srein@iastate.edu\"),\nperson(\"James\", \"Taylor\", role = \"aut\"),\nperson(\"Felix\", \"Baez-Santiago\", role = \"ctb\"),\nperson(\"Jon\", \"González\", role = \"ctb\"))",
  "Maintainer": "Stephanie Reinders <srein@iastate.edu>",
  "Description": "Perform statistical writership analysis of scanned\nhandwritten documents. Webpage provided at:\n<https://github.com/CSAFE-ISU/handwriter>.",
  "License": "GPL-3",
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  "URL": "https://github.com/CSAFE-ISU/handwriter",
  "BugReports": "https://github.com/CSAFE-ISU/handwriter/issues",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-05-29 10:56:25 UTC",
    "User": "root"
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  "Author": "Iowa State University of Science and Technology on behalf of\nits Center for Statistics and Applications in Forensic Evidence\n[aut, cph, fnd], Nick Berry [aut], Stephanie Reinders [aut,\ncre], James Taylor [aut], Felix Baez-Santiago [ctb], Jon\nGonzález [ctb]",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2025-01-17 19:28:59 UTC",
  "RemoteUrl": "https://github.com/cran/handwriter",
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    "message": "version 3.2.4\n",
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    "email": "srein@iastate.edu",
    "login": "stephaniereinders",
    "description": "I am a research scientist at @CSAFE-ISU. ",
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      "role": "LinkingTo"
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  "_updates": [],
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/handwriter"
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  "_devurl": "https://github.com/csafe-isu/handwriter",
  "_searchresults": 27,
  "_topics": [
    "cpp",
    "jags"
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  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/handwriter.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/csafe-isu/handwriter",
  "_realowner": "csafe-isu",
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    {
      "version": "1.0.0",
      "date": "2021-08-05"
    },
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      "version": "1.0.1",
      "date": "2021-08-16"
    },
    {
      "version": "2.0.2",
      "date": "2023-10-13"
    },
    {
      "version": "2.0.3",
      "date": "2023-12-08"
    },
    {
      "version": "3.0.0",
      "date": "2024-03-08"
    },
    {
      "version": "3.1.0",
      "date": "2024-06-10"
    },
    {
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      "date": "2024-06-15"
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    {
      "version": "3.2.0",
      "date": "2024-10-09"
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      "version": "3.2.1",
      "date": "2024-10-24"
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      "date": "2024-11-26"
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    {
      "version": "3.2.4",
      "date": "2025-01-17"
    }
  ],
  "_exports": [
    "about_variable",
    "analyze_questioned_documents",
    "calculate_accuracy",
    "drop_burnin",
    "extractGraphs",
    "fit_model",
    "format_template_data",
    "get_cluster_fill_counts",
    "get_cluster_fill_rates",
    "get_clusters_batch",
    "get_credible_intervals",
    "get_posterior_probabilities",
    "get_writer_profiles",
    "make_clustering_template",
    "plot_cluster_centers",
    "plot_cluster_fill_counts",
    "plot_cluster_fill_rates",
    "plot_credible_intervals",
    "plot_graphs",
    "plot_posterior_probabilities",
    "plot_trace",
    "plot_writer_profiles",
    "plotImage",
    "plotImageThinned",
    "plotLetter",
    "plotLine",
    "plotNodes",
    "process_batch_dir",
    "process_batch_list",
    "processDocument",
    "processHandwriting",
    "read_and_process",
    "readPNGBinary",
    "rgb2grayscale",
    "thinImage",
    "whichToFill"
  ],
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    {
      "name": "csafe",
      "title": "Cursive written word: csafe",
      "object": "csafe",
      "class": [
        "matrix",
        "array"
      ],
      "fields": {},
      "rows": 111,
      "table": true,
      "tojson": true
    },
    {
      "name": "example_analysis",
      "title": "Example of writership analysis",
      "object": "example_analysis",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "example_cluster_template",
      "title": "Example cluster template",
      "object": "example_cluster_template",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "example_model",
      "title": "Example of a hierarchical model",
      "object": "example_model",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "london",
      "title": "Cursive written word: London",
      "object": "london",
      "class": [
        "matrix",
        "array"
      ],
      "fields": {},
      "rows": 148,
      "table": true,
      "tojson": true
    },
    {
      "name": "message",
      "title": "Full page image of the handwritten London letter.",
      "object": "message",
      "class": [
        "matrix",
        "array"
      ],
      "fields": {},
      "rows": 1262,
      "table": true,
      "tojson": true
    },
    {
      "name": "nature1",
      "title": "Full page image of the 4th sample (nature) of handwriting from the first writer.",
      "object": "nature1",
      "class": [
        "matrix",
        "array"
      ],
      "fields": {},
      "rows": 811,
      "table": true,
      "tojson": true
    },
    {
      "name": "templateK40",
      "title": "Cluster Template with 40 Clusters",
      "object": "templateK40",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "twoSent",
      "title": "Two sentence printed example handwriting",
      "object": "twoSent",
      "class": [
        "matrix",
        "array"
      ],
      "fields": {},
      "rows": 396,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "about_variable",
      "title": "About Varialbe",
      "topics": [
        "about_variable"
      ]
    },
    {
      "page": "addToFeatures",
      "title": "addToFeatures",
      "topics": [
        "addToFeatures"
      ]
    },
    {
      "page": "analyze_questioned_documents",
      "title": "Analyze Questioned Documents",
      "topics": [
        "analyze_questioned_documents"
      ]
    },
    {
      "page": "calculate_accuracy",
      "title": "Calculate Accuracy",
      "topics": [
        "calculate_accuracy"
      ]
    },
    {
      "page": "cleanBinaryImage",
      "title": "cleanBinaryImage",
      "topics": [
        "cleanBinaryImage"
      ]
    },
    {
      "page": "csafe",
      "title": "Cursive written word: csafe",
      "topics": [
        "csafe"
      ]
    },
    {
      "page": "drop_burnin",
      "title": "Drop Burn-In",
      "topics": [
        "drop_burnin"
      ]
    },
    {
      "page": "example_analysis",
      "title": "Example of writership analysis",
      "topics": [
        "example_analysis"
      ]
    },
    {
      "page": "example_cluster_template",
      "title": "Example cluster template",
      "topics": [
        "example_cluster_template"
      ]
    },
    {
      "page": "example_model",
      "title": "Example of a hierarchical model",
      "topics": [
        "example_model"
      ]
    },
    {
      "page": "extractGraphs",
      "title": "Extract Graphs",
      "topics": [
        "extractGraphs"
      ]
    },
    {
      "page": "fit_model",
      "title": "Fit Model",
      "topics": [
        "fit_model"
      ]
    },
    {
      "page": "format_template_data",
      "title": "Format Template Data",
      "topics": [
        "format_template_data"
      ]
    },
    {
      "page": "get_cluster_fill_counts",
      "title": "Get Cluster Fill Counts",
      "topics": [
        "get_cluster_fill_counts"
      ]
    },
    {
      "page": "get_cluster_fill_rates",
      "title": "Get Cluster Fill Rates",
      "topics": [
        "get_cluster_fill_rates"
      ]
    },
    {
      "page": "get_clusters_batch",
      "title": "get_clusters_batch",
      "topics": [
        "get_clusters_batch"
      ]
    },
    {
      "page": "get_credible_intervals",
      "title": "Get Credible Intervals",
      "topics": [
        "get_credible_intervals"
      ]
    },
    {
      "page": "get_posterior_probabilities",
      "title": "Get Posterior Probabilities",
      "topics": [
        "get_posterior_probabilities"
      ]
    },
    {
      "page": "get_writer_profiles",
      "title": "Estimate Writer Profiles",
      "topics": [
        "get_writer_profiles"
      ]
    },
    {
      "page": "graphToPrototype",
      "title": "Convert graph to a prototype",
      "topics": [
        "graphToPrototype"
      ]
    },
    {
      "page": "london",
      "title": "Cursive written word: London",
      "topics": [
        "london"
      ]
    },
    {
      "page": "make_clustering_template",
      "title": "Make Clustering Template",
      "topics": [
        "make_clustering_template"
      ]
    },
    {
      "page": "message",
      "title": "Full page image of the handwritten London letter.",
      "topics": [
        "message"
      ]
    },
    {
      "page": "nature1",
      "title": "Full page image of the 4th sample (nature) of handwriting from the first writer.",
      "topics": [
        "nature1"
      ]
    },
    {
      "page": "plot_cluster_centers",
      "title": "Plot Template Cluster Centers",
      "topics": [
        "plot_cluster_centers"
      ]
    },
    {
      "page": "plot_cluster_fill_counts",
      "title": "Plot Cluster Fill Counts",
      "topics": [
        "plot_cluster_fill_counts"
      ]
    },
    {
      "page": "plot_cluster_fill_rates",
      "title": "Plot Cluster Fill Rates",
      "topics": [
        "plot_cluster_fill_rates"
      ]
    },
    {
      "page": "plot_credible_intervals",
      "title": "Plot Credible Intervals",
      "topics": [
        "plot_credible_intervals"
      ]
    },
    {
      "page": "plot_graphs",
      "title": "Plot Graphs",
      "topics": [
        "plot_graphs"
      ]
    },
    {
      "page": "plot_posterior_probabilities",
      "title": "Plot Posterior Probabilities",
      "topics": [
        "plot_posterior_probabilities"
      ]
    },
    {
      "page": "plot_trace",
      "title": "Plot Trace",
      "topics": [
        "plot_trace"
      ]
    },
    {
      "page": "plot_writer_profiles",
      "title": "Plot Writer Profiles",
      "topics": [
        "plot_writer_profiles"
      ]
    },
    {
      "page": "plotImage",
      "title": "Plot Image",
      "topics": [
        "plotImage"
      ]
    },
    {
      "page": "plotImageThinned",
      "title": "Plot Thinned Image",
      "topics": [
        "plotImageThinned"
      ]
    },
    {
      "page": "plotLetter",
      "title": "Plot Letter",
      "topics": [
        "plotLetter"
      ]
    },
    {
      "page": "plotLine",
      "title": "Plot Line",
      "topics": [
        "plotLine"
      ]
    },
    {
      "page": "plotNodes",
      "title": "Plot Nodes",
      "topics": [
        "plotNodes"
      ]
    },
    {
      "page": "process_batch_dir",
      "title": "Process Batch Directory",
      "topics": [
        "process_batch_dir"
      ]
    },
    {
      "page": "process_batch_list",
      "title": "Process Batch List",
      "topics": [
        "process_batch_list"
      ]
    },
    {
      "page": "processDocument",
      "title": "Process Document",
      "topics": [
        "processDocument"
      ]
    },
    {
      "page": "processHandwriting",
      "title": "Process Handwriting by Component",
      "topics": [
        "processHandwriting"
      ]
    },
    {
      "page": "read_and_process",
      "title": "Read and Process",
      "topics": [
        "read_and_process"
      ]
    },
    {
      "page": "readPNGBinary",
      "title": "Read PNG Binary",
      "topics": [
        "readPNGBinary"
      ]
    },
    {
      "page": "rgb2grayscale",
      "title": "rgba2grayscale",
      "topics": [
        "rgb2grayscale"
      ]
    },
    {
      "page": "rgba2rgb",
      "title": "rgba2rgb",
      "topics": [
        "rgba2rgb"
      ]
    },
    {
      "page": "templateK40",
      "title": "Cluster Template with 40 Clusters",
      "topics": [
        "templateK40"
      ]
    },
    {
      "page": "thinImage",
      "title": "thinImage",
      "topics": [
        "thinImage"
      ]
    },
    {
      "page": "twoSent",
      "title": "Two sentence printed example handwriting",
      "topics": [
        "twoSent"
      ]
    },
    {
      "page": "whichToFill",
      "title": "whichToFill",
      "topics": [
        "whichToFill"
      ]
    }
  ],
  "_readme": "https://github.com/cran/handwriter/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "backports",
    "boot",
    "broom",
    "car",
    "carData",
    "cli",
    "coda",
    "codetools",
    "colorspace",
    "corrplot",
    "cowplot",
    "cpp11",
    "curl",
    "Deriv",
    "doBy",
    "doParallel",
    "dplyr",
    "farver",
    "foreach",
    "forecast",
    "Formula",
    "fracdiff",
    "generics",
    "ggplot2",
    "ggpubr",
    "ggrepel",
    "ggsci",
    "ggsignif",
    "glue",
    "gridExtra",
    "gtable",
    "igraph",
    "isoband",
    "iterators",
    "labeling",
    "lattice",
    "lifecycle",
    "lme4",
    "lmtest",
    "lpSolve",
    "magick",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixModels",
    "mc2d",
    "mgcv",
    "microbenchmark",
    "minqa",
    "modelr",
    "mvtnorm",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "pbkrtest",
    "pillar",
    "pkgconfig",
    "plyr",
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    "polynom",
    "purrr",
    "quantreg",
    "R6",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "RcppParallel",
    "Rdpack",
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    "reshape2",
    "Rfast",
    "rjags",
    "rlang",
    "rstatix",
    "S7",
    "scales",
    "SparseM",
    "stringi",
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    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "timeDate",
    "urca",
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  "_sysdeps": [
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      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    },
    {
      "shlib": "libjags",
      "package": "jags",
      "headers": "jags",
      "source": "jags",
      "version": "4.3.2-2.2404.0",
      "name": "jags",
      "homepage": "https://mcmc-jags.sourceforge.io",
      "description": "Just Another Gibbs Sampler for Bayesian MCMC - binary\nJAGS is Just Another Gibbs Sampler.  It is a program for analysis of\nBayesian hierarchical models using Markov Chain Monte Carlo (MCMC)\nsimulation not wholly unlike BUGS.\n\nJAGS was written with three aims in mind:\n* To have an engine for the BUGS language that runs on Unix\n* To be extensible, allowing users to write their own functions,\ndistributions and samplers.\n* To be a plaftorm for experimentation with ideas in Bayesian modelling\n\nThis package contains the 'jags' binary as well as the associated\nshared library modules loaded by the binary."
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    {
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    }
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  "_vignettes": [
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      "source": "handwriter.Rmd",
      "filename": "handwriter.html",
      "title": "analyze-writing",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "STEP 1: Create the Main Directory and Subdirectories",
        "STEP 2: Create a Cluster Template",
        "STEP 3: Fit a Hierarchical Model",
        "Hierarchical Model Variables and Burn-in",
        "Analyze Questioned Documents",
        "For Research Only"
      ],
      "created": "2023-10-13 15:31:00",
      "modified": "2024-06-11 02:42:53",
      "commits": 3
    }
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