{
  "_id": "6a54aa39ff0138dec5d665e6",
  "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": "2026-07-13 09:00:35 UTC",
    "User": "root"
  },
  "_user": "fawda123",
  "_type": "src",
  "_file": "NeuralNetTools_1.5.3.tar.gz",
  "_fileid": "https://r2.ropensci.org/8a2d9a33275692597016ee0494fa5b8234e78c30bfd49e299215d815baf3ae48",
  "_filesize": 703781,
  "_sha256": "8a2d9a33275692597016ee0494fa5b8234e78c30bfd49e299215d815baf3ae48",
  "_expires": "2026-10-21T09:04:55.000Z",
  "_created": "2026-07-13T09:00:35.000Z",
  "_published": "2026-07-13T09:04:57.294Z",
  "_jobs": [
    {
      "job": 86775392578,
      "time": 214,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8274086655"
    },
    {
      "job": 86775392615,
      "time": 166,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8274068027"
    },
    {
      "job": 86775392599,
      "time": 102,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8274058714"
    },
    {
      "job": 86775392591,
      "time": 96,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8274088380"
    },
    {
      "job": 86774723814,
      "time": 206,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8273998850"
    },
    {
      "job": 86775392583,
      "time": 130,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8274053371"
    },
    {
      "job": 86775392616,
      "time": 134,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8274055946"
    },
    {
      "job": 86775392601,
      "time": 102,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8274042286"
    },
    {
      "job": 86775392613,
      "time": 118,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8274049569"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047",
  "_status": "success",
  "_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
  },
  "_distro": "resolute",
  "_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",
    "followers": 215,
    "description": "Scientist with the Tampa Bay Estuary Program"
  },
  "_downloads": {
    "count": 4885,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/NeuralNetTools"
  },
  "_mentions": 4,
  "_devurl": "https://github.com/fawda123/neuralnettools",
  "_searchresults": 630,
  "_rbuild": "4.6.1",
  "_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": 9.901840114706928,
  "_indexed": true,
  "_nocasepkg": "neuralnettools",
  "_universes": [
    "fawda123"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.5.3",
      "date": "2026-07-13T09:03:52.000Z",
      "distro": "resolute",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/41b9e3be8e20b9273c0f6f66067f6fe562fce8c02d78b7e670b2ffecb11ca080",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.5.3",
      "date": "2026-07-13T09:03:07.000Z",
      "distro": "resolute",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/65524d6db2b31ebc06831eb0eb642ece466b0e00610da8de6542216ffe9afd36",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.5.3",
      "date": "2026-07-13T09:02:49.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/44d79730fb55757280be9878ed04e28d2176e74a77370c4f39a3a34dba5c761a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.5.3",
      "date": "2026-07-13T09:04:09.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/cc6582777085253f6f44c704e5fd191834fb0e4f073348f4776cf141a8663ae2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.5.3",
      "date": "2026-07-13T09:03:01.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/b0e12fda21206d0d404eac06f5f266a7d46d51be812e262e81d225cd24ca0e8a",
      "status": "success",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.5.3",
      "date": "2026-07-13T09:02:30.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/ae07f3a158e9e231615103bffca3a4bbc39d975a5c8e1a088e488acd218997f0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.5.3",
      "date": "2026-07-13T09:01:57.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/71e04849065ee27f5ee61a648536fe90ba653219af57c7c958237c9619025cd3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.5.3",
      "date": "2026-07-13T09:02:18.000Z",
      "commit": "4fd777d0258877bfa4a80d03d10ecda17070d77a",
      "fileid": "https://r2.ropensci.org/da9bbc846fdbb23ff1c83ddc8bbb6625c6036fff5d63727d5c0076be3c9bf641",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fawda123/actions/runs/29237242047"
    }
  ]
}