{
  "_id": "6a2d2d283efcd9bda42f9b81",
  "Package": "NeuralNetTools",
  "Type": "Package",
  "Title": "Visualization and Analysis Tools for Neural Networks",
  "Version": "1.5.3",
  "Date": "2022-01-06",
  "Author": "Marcus W. Beck [aut, cre]",
  "Maintainer": "Marcus W. Beck <mbafs2012@gmail.com>",
  "Description": "Visualization and analysis tools to aid in the\ninterpretation of neural network models.  Functions are\navailable for plotting, quantifying variable importance,\nconducting a sensitivity analysis, and obtaining a simple list\nof model weights.",
  "BugReports": "https://github.com/fawda123/NeuralNetTools/issues",
  "License": "CC0",
  "LazyData": "true",
  "Authors@R": "person(given = \"Marcus W.\", family = \"Beck\",\nrole = c(\"aut\",\"cre\"),\nemail = \"mbafs2012@gmail.com\")",
  "RoxygenNote": "7.1.1",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "libicu-dev",
  "Repository": "https://fawda123.r-universe.dev",
  "Date/Publication": "2022-01-07 13:27:37 UTC",
  "RemoteUrl": "https://github.com/fawda123/NeuralNetTools",
  "RemoteRef": "HEAD",
  "RemoteSha": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-13 10:09:27 UTC",
    "User": "root"
  },
  "MD5sum": "cc2b1a7a93308d4803ca157ceb155fdf",
  "_user": "fawda123",
  "_type": "src",
  "_file": "NeuralNetTools_1.5.3.tar.gz",
  "_fileid": "f73508d62bc0a5ebde68f561688dcf8b33e70956b743dd0d55c842b72a683566",
  "_filesize": 708345,
  "_sha256": "f73508d62bc0a5ebde68f561688dcf8b33e70956b743dd0d55c842b72a683566",
  "_created": "2026-06-13T10:09:27.000Z",
  "_published": "2026-06-13T10:12:56.836Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 81182358443,
      "time": 151,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7609818294"
    },
    {
      "job": 81182358446,
      "time": 164,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7609820445"
    },
    {
      "job": 81182358434,
      "time": 99,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7609812404"
    },
    {
      "job": 81182358445,
      "time": 136,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7609816640"
    },
    {
      "job": 81182151715,
      "time": 216,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7609800027"
    },
    {
      "job": 81182358438,
      "time": 115,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7609814217"
    },
    {
      "job": 81182358452,
      "time": 109,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7609813555"
    },
    {
      "job": 81182358447,
      "time": 70,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7609808788"
    },
    {
      "job": 81182358442,
      "time": 95,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7609811829"
    }
  ],
  "_buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/fawda123/NeuralNetTools",
  "_commit": {
    "id": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
    "author": "fawda123 <mbafs2012@gmail.com>",
    "committer": "fawda123 <mbafs2012@gmail.com>",
    "message": "update download instructions for r-universe\n",
    "time": 1641562057
  },
  "_maintainer": {
    "name": "Marcus W. Beck",
    "email": "mbafs2012@gmail.com",
    "login": "fawda123",
    "description": "Scientist with the Tampa Bay Estuary Program",
    "uuid": 3086881
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.1.1",
      "role": "Depends"
    },
    {
      "package": "ggplot2",
      "version": ">= 2.0.0",
      "role": "Imports"
    },
    {
      "package": "nnet",
      "role": "Imports"
    },
    {
      "package": "reshape2",
      "role": "Imports"
    },
    {
      "package": "scales",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "caret",
      "role": "Suggests"
    },
    {
      "package": "neuralnet",
      "role": "Suggests"
    },
    {
      "package": "RSNNS",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    }
  ],
  "_owner": "fawda123",
  "_selfowned": true,
  "_usedby": 6,
  "_updates": [],
  "_tags": [],
  "_stars": 72,
  "_contributors": [
    {
      "user": "fawda123",
      "count": 142,
      "uuid": 3086881
    },
    {
      "user": "jhollist",
      "count": 2,
      "uuid": 5438539
    }
  ],
  "_userbio": {
    "uuid": 3086881,
    "type": "user",
    "name": "Marcus W Beck",
    "description": "Scientist with the Tampa Bay Estuary Program"
  },
  "_downloads": {
    "count": 7800,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/NeuralNetTools"
  },
  "_mentions": 4,
  "_devurl": "https://github.com/fawda123/neuralnettools",
  "_searchresults": 630,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NeuralNetTools.html",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/fawda123/neuralnettools",
  "_realowner": "fawda123",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2014-12-16"
    },
    {
      "version": "1.0.1",
      "date": "2015-01-28"
    },
    {
      "version": "1.3.1",
      "date": "2015-04-27"
    },
    {
      "version": "1.4.0",
      "date": "2015-12-01"
    },
    {
      "version": "1.5.0",
      "date": "2016-11-24"
    },
    {
      "version": "1.5.1",
      "date": "2018-02-05"
    },
    {
      "version": "1.5.2",
      "date": "2018-07-26"
    },
    {
      "version": "1.5.3",
      "date": "2022-01-06"
    }
  ],
  "_exports": [
    "garson",
    "lekgrps",
    "lekprofile",
    "neuralskips",
    "neuralweights",
    "olden",
    "plotnet",
    "pred_sens"
  ],
  "_datasets": [
    {
      "name": "neuraldat",
      "title": "Simulated dataset for function examples",
      "object": "neuraldat",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Y1",
        "Y2",
        "X1",
        "X2",
        "X3"
      ],
      "rows": 2000,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "bias_lines",
      "title": "Plot connection weights for bias lines",
      "topics": [
        "bias_lines"
      ]
    },
    {
      "page": "bias_points",
      "title": "Plot bias points",
      "topics": [
        "bias_points"
      ]
    },
    {
      "page": "garson",
      "title": "Variable importance using Garson's algorithm",
      "topics": [
        "garson",
        "garson.default",
        "garson.mlp",
        "garson.nn",
        "garson.nnet",
        "garson.numeric",
        "garson.train"
      ]
    },
    {
      "page": "get_ys",
      "title": "Get y locations for layers in 'plotnet'",
      "topics": [
        "get_ys"
      ]
    },
    {
      "page": "layer_lines",
      "title": "Plot connection weights",
      "topics": [
        "layer_lines"
      ]
    },
    {
      "page": "layer_points",
      "title": "Plot neural network nodes",
      "topics": [
        "layer_points"
      ]
    },
    {
      "page": "lekgrps",
      "title": "Create optional barplot for 'lekprofile' groups",
      "topics": [
        "lekgrps"
      ]
    },
    {
      "page": "lekprofile",
      "title": "Sensitivity analysis using Lek's profile method",
      "topics": [
        "lekprofile",
        "lekprofile.default",
        "lekprofile.mlp",
        "lekprofile.nn",
        "lekprofile.nnet",
        "lekprofile.train"
      ]
    },
    {
      "page": "neuraldat",
      "title": "Simulated dataset for function examples",
      "topics": [
        "neuraldat"
      ]
    },
    {
      "page": "neuralskips",
      "title": "Get weights for the skip layer in a neural network",
      "topics": [
        "neuralskips",
        "neuralskips.nnet"
      ]
    },
    {
      "page": "neuralweights",
      "title": "Get weights for a neural network",
      "topics": [
        "neuralweights",
        "neuralweights.mlp",
        "neuralweights.nn",
        "neuralweights.nnet",
        "neuralweights.numeric"
      ]
    },
    {
      "page": "olden",
      "title": "Variable importance using connection weights",
      "topics": [
        "olden",
        "olden.default",
        "olden.mlp",
        "olden.nn",
        "olden.nnet",
        "olden.numeric",
        "olden.train"
      ]
    },
    {
      "page": "plotnet",
      "title": "Plot a neural network model",
      "topics": [
        "plotnet",
        "plotnet.default",
        "plotnet.mlp",
        "plotnet.nn",
        "plotnet.nnet",
        "plotnet.numeric",
        "plotnet.train"
      ]
    },
    {
      "page": "pred_sens",
      "title": "Predicted values for Lek profile method",
      "topics": [
        "pred_sens"
      ]
    }
  ],
  "_readme": "https://github.com/fawda123/NeuralNetTools/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "dplyr",
    "farver",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "magrittr",
    "nnet",
    "pillar",
    "pkgconfig",
    "plyr",
    "purrr",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "reshape2",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "Overview.Rmd",
      "filename": "Overview.html",
      "title": "Overview",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2022-01-06 12:48:42",
      "modified": "2022-01-06 12:48:42",
      "commits": 1
    }
  ],
  "_score": 10.105070149342618,
  "_indexed": true,
  "_nocasepkg": "neuralnettools",
  "_universes": [
    "fawda123"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.5.3",
      "date": "2026-06-13T10:11:46.000Z",
      "distro": "noble",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "30c15669fc63d010deda23f64c48e384f053585a2c16fee0def4928d9fd52666",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.5.3",
      "date": "2026-06-13T10:12:07.000Z",
      "distro": "noble",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "2c3bce30edc3a98b53b7de43b21f347f96a56b9271b44fd226460d40a3b65d43",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.5.3",
      "date": "2026-06-13T10:11:06.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "f117115bde72c73e4730fa52feee2997157256e35e0e4951b49482e865d79454",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.5.3",
      "date": "2026-06-13T10:11:28.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "1ac74954f626b9ba9838c771a8c3700d82c96440f7acbf60982d378e369315d1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.5.3",
      "date": "2026-06-13T10:11:40.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "74ed2353844c5e029b728dd1dcc284b2457fad052cec7f6104c226724612c9a8",
      "status": "success",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.5.3",
      "date": "2026-06-13T10:11:04.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "966f8d74e882150d957895cca21f6a13a4c2d251884445983a47714b51e755e2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.5.3",
      "date": "2026-06-13T10:10:33.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "fa083251654f6f5b4eff5172400cb8c6b763a5dd2be6f2587f3f8d376720a6ee",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.5.3",
      "date": "2026-06-13T10:10:43.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "a47c07d28541e2a823cff496cf9757e7bebb106be79ccce4fa6d4c47d5cdfa26",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/27463703440"
    }
  ]
}