{
  "_id": "6a229a04cd65a98ecbd574bb",
  "Package": "WaveletMLbestFL",
  "Type": "Package",
  "Title": "The Best Wavelet Filter-Level for Prepared Wavelet-Based Models",
  "Version": "0.1.0",
  "Authors@R": "c(person(\" Mr. Sandip\", \"Garai\", role = c(\"aut\",\"cre\"), email = \"sandipnicksandy@gmail.com\"),\nperson(\"Dr. Ranjit Kumar\", \"Paul\", role = \"aut\", email = \"ranjitstat@gmail.com\"))",
  "Author": "Mr. Sandip Garai [aut, cre], Dr. Ranjit Kumar Paul [aut]",
  "Maintainer": "Mr. Sandip Garai <sandipnicksandy@gmail.com>",
  "Description": "Four filters have been chosen namely 'haar', 'c6', 'la8',\nand 'bl14' (Kindly refer to 'wavelets' in 'CRAN' repository for\nmore supported filters). Levels of decomposition are 2, 3, 4,\netc. up to maximum decomposition level which is ceiling value\nof logarithm of length of the series base 2. For each\ncombination two models are run separately. Results are stored\nin 'input'. First five metrics are expected to be minimum and\nlast three metrics are expected to be maximum for a model to be\nconsidered good. Firstly, every metric value (among first five)\nis searched in every columns and minimum values are denoted as\n'MIN' and other values are denoted as 'NA'. Secondly, every\nmetric (among last three) is searched in every columns and\nmaximum values are denoted as 'MAX' and other values are\ndenoted as 'NA'. 'output' contains the similar number of rows\n(which is 8) and columns (which is number filter-level\ncombinations) as of 'input'. Values in 'output' are\ncorresponding 'NA', 'MIN' or 'MAX'. Finally, the column\ncontaining minimum number of 'NA' values is denoted as the best\n('FL'). In special case, if two columns having equal 'NA', it\nhas been checked among these two columns which one is having\nleast 'NA' in first five rows and has been inferred as the\nbest. 'FL_metrics_values' are the corresponding metrics values.\n'WARIGAANbest' is the data frame (dimension: 1*8) containing\ndifferent metrics of the best filter-level combination.  More\ndetails can be found in Garai and others (2023)\n<doi:10.13140/RG.2.2.11977.42087>.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.2.1",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-05 09:38:32 UTC",
    "User": "root"
  },
  "Config/pak/sysreqs": "libgsl0-dev libicu-dev libssl-dev",
  "Repository": "https://sandipgarai.r-universe.dev",
  "Date/Publication": "2023-04-13 08:20:02 UTC",
  "RemoteUrl": "https://github.com/cran/WaveletMLbestFL",
  "RemoteRef": "HEAD",
  "RemoteSha": "1e7aee5eeee399249060cda372158933628ec524",
  "MD5sum": "0b194bbc572f417582c98e9774dd5b1e",
  "_user": "sandipgarai",
  "_type": "src",
  "_file": "WaveletMLbestFL_0.1.0.tar.gz",
  "_fileid": "1fad1dc9bdb4556a4df82d9151330edc20f0674be530c397b5d4ab317794472c",
  "_filesize": 105029,
  "_sha256": "1fad1dc9bdb4556a4df82d9151330edc20f0674be530c397b5d4ab317794472c",
  "_created": "2026-06-05T09:38:32.000Z",
  "_published": "2026-06-05T09:42:28.791Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79702566106,
      "time": 178,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7433565628"
    },
    {
      "job": 79702566099,
      "time": 197,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7433571791"
    },
    {
      "job": 79702566073,
      "time": 138,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7433552045"
    },
    {
      "job": 79702566085,
      "time": 153,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7433557773"
    },
    {
      "job": 79702067513,
      "time": 198,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7433509460"
    },
    {
      "job": 79702566091,
      "time": 117,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7433546084"
    },
    {
      "job": 79702566097,
      "time": 143,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7433553758"
    },
    {
      "job": 79702566125,
      "time": 124,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7433548174"
    },
    {
      "job": 79702566096,
      "time": 143,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7433554256"
    }
  ],
  "_buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/WaveletMLbestFL",
  "_commit": {
    "id": "1e7aee5eeee399249060cda372158933628ec524",
    "author": "Mr. Sandip Garai <sandipnicksandy@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.1.0\n",
    "time": 1681374002
  },
  "_maintainer": {
    "name": "Mr. Sandip Garai",
    "email": "sandipnicksandy@gmail.com",
    "login": "sandipgarai",
    "description": "",
    "uuid": 98933634
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "WaveletML",
      "role": "Imports"
    },
    {
      "package": "CEEMDANML",
      "role": "Imports"
    },
    {
      "package": "DescribeDF",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "sandipgarai",
      "count": 1,
      "uuid": 98933634
    }
  ],
  "_userbio": {
    "uuid": 98933634,
    "type": "user",
    "name": "SandipGarai"
  },
  "_downloads": {
    "count": 672,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/WaveletMLbestFL"
  },
  "_searchresults": 0,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/WaveletMLbestFL.html",
    "manual.pdf"
  ],
  "_realowner": "sandipgarai",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2023-04-13"
    }
  ],
  "_exports": [
    "best_column",
    "warigaan_best",
    "warigas_best"
  ],
  "_help": [
    {
      "page": "best_column",
      "title": "Finds The Best Column In A Data Frame Containing Eight Metrics Values In The Columns",
      "topics": [
        "best_column"
      ]
    },
    {
      "page": "warigaan_best",
      "title": "Provides The Best Wavelet Filter-Level Combination For WARIGAAN Model",
      "topics": [
        "warigaan_best"
      ]
    },
    {
      "page": "warigas_best",
      "title": "Provides The Best Wavelet Filter-Level Combination For WARIGAS Model",
      "topics": [
        "warigas_best"
      ]
    }
  ],
  "_rundeps": [
    "aTSA",
    "caret",
    "CEEMDANML",
    "class",
    "cli",
    "clock",
    "codetools",
    "colorspace",
    "cpp11",
    "curl",
    "cvar",
    "data.table",
    "Deriv",
    "DescribeDF",
    "diagram",
    "digest",
    "dplyr",
    "e1071",
    "earth",
    "farver",
    "fastICA",
    "fBasics",
    "fGarch",
    "FinTS",
    "fNonlinear",
    "foreach",
    "forecast",
    "Formula",
    "fracdiff",
    "future",
    "future.apply",
    "gbutils",
    "generics",
    "ggplot2",
    "globals",
    "glue",
    "gower",
    "GPArotation",
    "gss",
    "gtable",
    "hardhat",
    "ipred",
    "isoband",
    "iterators",
    "jsonlite",
    "KernSmooth",
    "labeling",
    "lattice",
    "lava",
    "lifecycle",
    "listenv",
    "lmtest",
    "LSTS",
    "lubridate",
    "magrittr",
    "MASS",
    "Matrix",
    "mnormt",
    "ModelMetrics",
    "neuralnet",
    "nlme",
    "nnet",
    "numDeriv",
    "parallelly",
    "patchwork",
    "pillar",
    "pkgconfig",
    "plotmo",
    "plotrix",
    "plyr",
    "pROC",
    "prodlim",
    "progressr",
    "proxy",
    "pso",
    "psych",
    "purrr",
    "quadprog",
    "quantmod",
    "R6",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "Rdpack",
    "recipes",
    "reshape2",
    "rlang",
    "Rlibeemd",
    "rpart",
    "S7",
    "scales",
    "shape",
    "sparsevctrs",
    "spatial",
    "SQUAREM",
    "stabledist",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "timeDate",
    "timeSeries",
    "tseries",
    "TTR",
    "tzdb",
    "urca",
    "utf8",
    "vctrs",
    "viridisLite",
    "WaveletML",
    "wavelets",
    "withr",
    "xts",
    "zoo"
  ],
  "_score": 1,
  "_indexed": true,
  "_nocasepkg": "waveletmlbestfl",
  "_universes": [
    "sandipgarai"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-06-05T09:40:52.000Z",
      "distro": "noble",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "c445655cc5d1c868a5db58592d4ca56d1c684ec2aa563df67406810b8f177232",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-06-05T09:41:05.000Z",
      "distro": "noble",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "e97437f43d1bf69abda1eceffccbf006d83251f265277bd5bf976a669e4bccb2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.0",
      "date": "2026-06-05T09:40:21.000Z",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "456777a147a3108be8b5fe01db6e6cf039caa2c6446e5fef10dc36a29221130a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.1.0",
      "date": "2026-06-05T09:40:36.000Z",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "8626747573c82ea6232b40ecc638e6d89ff09d2eab593f87bbf2365abc0433e4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.0",
      "date": "2026-06-05T09:40:53.000Z",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "79b498b662e0c15852a583adee4fbfaadac57701e90a1f74e1b97d5519199f64",
      "status": "success",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-06-05T09:40:01.000Z",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "86034644c61fb5836b962712c26dd63a03b113eb2b06ff9a28e74c39855d7b74",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-06-05T09:39:48.000Z",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "8792d3b9f419185802943a131de65d92e6fb03b7a428e5e0c972a5195ef06430",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-06-05T09:40:03.000Z",
      "commit": "1e7aee5eeee399249060cda372158933628ec524",
      "fileid": "eddf387b0314313aa727096bc145f91ce5ec7200e8b1eb158107053152ea0854",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/sandipgarai/actions/runs/27007309102"
    }
  ]
}