{
  "_id": "6ab1cb1c3d719c1f84088aad",
  "Package": "veesa",
  "Type": "Package",
  "Title": "Pipeline for Explainable Machine Learning with Functional Data",
  "Version": "0.1.8.9000",
  "Authors@R": "c(\nperson(\"Katherine\", \"Goode\", email = \"kjgoode@sandia.gov\", role = c(\"cre\", \"aut\")),\nperson(\"J. Derek\", \"Tucker\", email = \"jftuck@sandia.gov\", role = c(\"aut\")),\nperson(\"Sandia National Laboratories\", role = c(\"cph\", \"fnd\")))",
  "Description": "Implements the Variable importance Explainable Elastic\nShape Analysis pipeline for explainable machine learning with\nfunctional data inputs. Converts training and testing data\nfunctional inputs to elastic shape analysis principal\ncomponents that account for vertical and/or horizontal\nvariability. Computes feature importance to identify important\nprincipal components and visualizes variability captured by\nfunctional principal components. See Goode et al. (2025)\n<doi:10.48550/arXiv.2501.07602> for technical details about the\nmethodology.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Config/testthat/edition": "3",
  "Config/roxygen2/version": "8.1.0",
  "URL": "https://github.com/sandialabs/veesa",
  "BugReports": "https://github.com/sandialabs/veesa/issues",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev",
  "Repository": "https://sandialabs.r-universe.dev",
  "Date/Publication": "2026-09-22 00:13:04 UTC",
  "RemoteUrl": "https://github.com/sandialabs/veesa",
  "RemoteRef": "HEAD",
  "RemoteSha": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-09-22 00:19:41 UTC",
    "User": "root"
  },
  "Author": "Katherine Goode [cre, aut],\nJ. Derek Tucker [aut],\nSandia National Laboratories [cph, fnd]",
  "Maintainer": "Katherine Goode <kjgoode@sandia.gov>",
  "_user": "sandialabs",
  "_type": "src",
  "_file": "veesa_0.1.8.9000.tar.gz",
  "_fileid": "https://r2.ropensci.org/173ccac9e0abb4a35ba2dcc547e194363490b0113ac20ef81c5245d7237d38c9",
  "_filesize": 771181,
  "_sha256": "173ccac9e0abb4a35ba2dcc547e194363490b0113ac20ef81c5245d7237d38c9",
  "_expires": "2026-12-31T00:26:02.000Z",
  "_created": "2026-09-22T00:19:41.000Z",
  "_published": "2026-09-22T00:26:04.423Z",
  "_jobs": [
    {
      "job": 106568775955,
      "time": 254,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10671476603"
    },
    {
      "job": 106568775963,
      "time": 288,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10671017064"
    },
    {
      "job": 106568776014,
      "time": 153,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "10671760517"
    },
    {
      "job": 106568775929,
      "time": 336,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10670957626"
    },
    {
      "job": 106568044576,
      "time": 198,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10672055098"
    },
    {
      "job": 106568775810,
      "time": 150,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "10671411452"
    },
    {
      "job": 106568776907,
      "time": 168,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10671331483"
    },
    {
      "job": 106568776880,
      "time": 189,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "10671101782"
    },
    {
      "job": 106568776911,
      "time": 179,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10671026899"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437",
  "_status": "success",
  "_upstream": "https://github.com/sandialabs/veesa",
  "_commit": {
    "id": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
    "author": "J. Derek Tucker <jdtuck@sandia.gov>",
    "committer": "J. Derek Tucker <jdtuck@sandia.gov>",
    "message": "fix test\n",
    "time": 1790035984
  },
  "_maintainer": {
    "name": "Katherine Goode",
    "email": "kjgoode@sandia.gov",
    "login": "goodekat",
    "description": "Research and Development Statistician at Sandia National Labs",
    "uuid": 22669787
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "fdasrvf",
      "version": ">= 2.5.0",
      "role": "Imports"
    },
    {
      "package": "forcats",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "version": ">= 3.4.0",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "randomForest",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "sandialabs",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-49",
      "n": 3
    },
    {
      "week": "2026-19",
      "n": 4
    },
    {
      "week": "2026-38",
      "n": 10
    },
    {
      "week": "2026-39",
      "n": 3
    }
  ],
  "_tags": [
    {
      "name": "v0.1.7",
      "date": "2025-12-03"
    },
    {
      "name": "v0.1.8",
      "date": "2026-09-18"
    }
  ],
  "_topics": [
    "scr-2946",
    "snl-data-analysis"
  ],
  "_stars": 2,
  "_contributors": [
    {
      "user": "goodekat",
      "count": 35,
      "uuid": 22669787
    },
    {
      "user": "jdtuck",
      "count": 25,
      "uuid": 2325587
    },
    {
      "user": "claude",
      "count": 5,
      "uuid": 81847
    },
    {
      "user": "jeis4wpi",
      "count": 1,
      "uuid": 42679190
    }
  ],
  "_userbio": {
    "uuid": 4993680,
    "type": "organization",
    "name": "Sandia National Laboratories",
    "followers": 842,
    "description": "Exceptional service in the national interest."
  },
  "_downloads": {
    "count": 249,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/veesa"
  },
  "_devurl": "https://github.com/sandialabs/veesa",
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/veesa.html",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/sandialabs/veesa",
  "_realowner": "sandialabs",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.6",
      "date": "2025-01-17"
    },
    {
      "version": "0.1.7",
      "date": "2025-12-11"
    },
    {
      "version": "0.1.8",
      "date": "2026-09-19"
    }
  ],
  "_exports": [
    "align_pcdirs",
    "center_warping_funs",
    "compute_pfi",
    "plot_pc_diffs",
    "plot_pc_directions",
    "prep_testing_data",
    "prep_training_data",
    "simulate_functions"
  ],
  "_datasets": [
    {
      "name": "shifted_peaks",
      "title": "\"Shifted Peaks\" Simulated Dataset",
      "object": "shifted_peaks",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "align_pcdirs",
      "title": "Obtain PC directions with centered warping functions",
      "topics": [
        "align_pcdirs"
      ]
    },
    {
      "page": "center_warping_funs",
      "title": "Center warping functions",
      "topics": [
        "center_warping_funs"
      ]
    },
    {
      "page": "compute_pfi",
      "title": "Compute permutation feature importance (PFI)",
      "topics": [
        "compute_pfi"
      ]
    },
    {
      "page": "plot_pc_diffs",
      "title": "Plot principal component directions",
      "topics": [
        "plot_pc_diffs"
      ]
    },
    {
      "page": "plot_pc_directions",
      "title": "Plot principal component directions",
      "topics": [
        "plot_pc_directions"
      ]
    },
    {
      "page": "prep_testing_data",
      "title": "Align test data and apply fPCA using elastic method applied to training data",
      "topics": [
        "prep_testing_data"
      ]
    },
    {
      "page": "prep_training_data",
      "title": "Align training data and apply a method of elastic fPCA",
      "topics": [
        "prep_training_data"
      ]
    },
    {
      "page": "shifted_peaks",
      "title": "\"Shifted Peaks\" Simulated Dataset",
      "topics": [
        "shifted_peaks"
      ]
    },
    {
      "page": "simulate_functions",
      "title": "Simulate example functional data",
      "topics": [
        "simulate_functions"
      ]
    }
  ],
  "_readme": "https://github.com/sandialabs/veesa/raw/HEAD/README.md",
  "_rundeps": [
    "askpass",
    "base64enc",
    "bslib",
    "cachem",
    "cli",
    "coda",
    "codetools",
    "cpp11",
    "crosstalk",
    "curl",
    "data.table",
    "digest",
    "doParallel",
    "dplyr",
    "evaluate",
    "farver",
    "fastmap",
    "fdasrvf",
    "fontawesome",
    "forcats",
    "foreach",
    "fs",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "highr",
    "htmltools",
    "htmlwidgets",
    "httr",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "knitr",
    "labeling",
    "later",
    "lattice",
    "lazyeval",
    "lifecycle",
    "lpSolve",
    "magrittr",
    "MASS",
    "Matrix",
    "memoise",
    "mgcv",
    "mime",
    "minpack.lm",
    "mvtnorm",
    "nlme",
    "openssl",
    "otel",
    "pillar",
    "pkgconfig",
    "plotly",
    "promises",
    "purrr",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "rlang",
    "rmarkdown",
    "S7",
    "sass",
    "scales",
    "stringi",
    "stringr",
    "sys",
    "tibble",
    "tidyr",
    "tidyselect",
    "tinytex",
    "tolerance",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "xfun",
    "yaml"
  ],
  "_score": 4.079181246047625,
  "_indexed": true,
  "_nocasepkg": "veesa",
  "_universes": [
    "sandialabs",
    "goodekat"
  ],
  "_previous": "0.1.8",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:22:32.000Z",
      "distro": "resolute",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/402cb89a45b8d27fe7f709266a6aa329e9d947d248a816c6f8c46f0b5c5977ad",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:22:59.000Z",
      "distro": "resolute",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/562e5d02e4bc7ac91cea7edad190f34960ae91e3473a9e3718a9cef79e8f8966",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:21:21.000Z",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/470a3f5fa6055531a64011bb1813c398ab218df9eb493cdf6b2fd821816e3275",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:24:20.000Z",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/3da635db2efd1665125f07be5e4b4789641bc589ebdc226177854be8e6fb6a03",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:22:28.000Z",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/ade1b6a78a524065631f23428ae6b92903325968c3525a3808998f4617ffc866",
      "status": "success",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:21:00.000Z",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/b9fadd33e94206579bd79ac571ba9c0a115e74170cdda706c38bc7fabbf7eb19",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:20:55.000Z",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/78a20005c149c0564d5c04a6cf40d054597337d9d5b8ccb1fd8f385c9beeccc2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.8.9000",
      "date": "2026-09-22T00:20:49.000Z",
      "commit": "6dbf5f1a9e18b08500cdb4d6c7a13401b9bdebde",
      "fileid": "https://r2.ropensci.org/6fe3c1a32c153af7f7b9495ec03105363c2554b5e6306c6502f4de6af7f974e1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandialabs/actions/runs/35671252437"
    }
  ]
}