{
  "_id": "6a1ed028b401979e7340df32",
  "Package": "mqqcause",
  "Type": "Package",
  "Title": "Multivariate Quantile-on-Quantile Granger Causality",
  "Version": "1.0.0",
  "Authors@R": "c(\nperson(\"Merwan\", \"Roudane\",\nemail = \"merwanroudane920@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\")),\nperson(\"Avik\", \"Sinha\", role = \"ctb\",\ncomment = \"Original multivariate QQ causality methodology\"),\nperson(\"Nicholas\", \"Sim\", role = \"ctb\",\ncomment = \"Original QQ regression methodology\"),\nperson(\"Hongtao\", \"Zhou\", role = \"ctb\",\ncomment = \"Original QQ regression methodology\"))",
  "Description": "Implements bivariate and Multivariate Quantile-on-Quantile\nGranger causality tests building on the Quantile-on-Quantile\nregression framework of Sim and Zhou (2015)\n<doi:10.1016/j.jbankfin.2015.01.013> and the quantile Granger\ncausality test of Troster (2018)\n<doi:10.1080/07474938.2016.1172400>. The bivariate test\nestimates the local-linear slope in the quantile regression of\ny_t on lagged x_t with lagged y_t as control, using Gaussian\nkernel weights, and tests it against zero by paired bootstrap.\nThe multivariate (conditional) test additionally conditions on\na set of moderators Z and optional x times Z interaction terms,\nin the spirit of Sinha, Ghosh, Hussain, Nguyen and Das (2023)\n<doi:10.1016/j.eneco.2023.107021>. A Sup-Wald summary across\nthe quantile grid is also provided. Heatmaps and 3D surfaces\ndefault to the 'MATLAB' 'Parula' colour map.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.1",
  "URL": "https://github.com/merwanroudane/qqcaus",
  "BugReports": "https://github.com/merwanroudane/qqcaus/issues",
  "Config/testthat/edition": "3",
  "NeedsCompilation": "no",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev",
  "Repository": "https://merwanroudane.r-universe.dev",
  "Date/Publication": "2026-06-01 18:26:36 UTC",
  "RemoteUrl": "https://github.com/merwanroudane/qqcaus",
  "RemoteRef": "HEAD",
  "RemoteSha": "a2b28b30259b69ae401f36d0f98cb383247e9165",
  "Packaged": {
    "Date": "2026-06-02 12:40:39 UTC",
    "User": "root"
  },
  "Author": "Merwan Roudane [aut, cre, cph],\nAvik Sinha [ctb] (Original multivariate QQ causality methodology),\nNicholas Sim [ctb] (Original QQ regression methodology),\nHongtao Zhou [ctb] (Original QQ regression methodology)",
  "Maintainer": "Merwan Roudane <merwanroudane920@gmail.com>",
  "MD5sum": "73abce2b0c43e8d514b0c197fee368b2",
  "_user": "merwanroudane",
  "_type": "src",
  "_file": "mqqcause_1.0.0.tar.gz",
  "_fileid": "6fa5f91d07da01ba590000a3b7f578eae7a26b530102cd4d2a463c9a34bcf772",
  "_filesize": 152009,
  "_sha256": "6fa5f91d07da01ba590000a3b7f578eae7a26b530102cd4d2a463c9a34bcf772",
  "_created": "2026-06-02T12:40:39.000Z",
  "_published": "2026-06-02T12:44:24.403Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79072955039,
      "time": 171,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7357967866"
    },
    {
      "job": 79072955031,
      "time": 183,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7357972602"
    },
    {
      "job": 79072955074,
      "time": 178,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7357964165"
    },
    {
      "job": 79072955107,
      "time": 142,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7357949383"
    },
    {
      "job": 79072391513,
      "time": 184,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7357901566"
    },
    {
      "job": 79072955023,
      "time": 123,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7357949574"
    },
    {
      "job": 79072955050,
      "time": 128,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7357951668"
    },
    {
      "job": 79072955036,
      "time": 116,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7357946792"
    },
    {
      "job": 79072955091,
      "time": 104,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7357942341"
    }
  ],
  "_buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/merwanroudane/qqcaus",
  "_commit": {
    "id": "a2b28b30259b69ae401f36d0f98cb383247e9165",
    "author": "Merwan Roudane <merwanroudane920@gmail.com>",
    "committer": "Merwan Roudane <merwanroudane920@gmail.com>",
    "message": "README: add CRAN status and downloads badges\n",
    "time": 1780338396
  },
  "_maintainer": {
    "name": "Merwan Roudane",
    "email": "merwanroudane920@gmail.com"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "quantreg",
      "version": ">= 5.0",
      "role": "Imports"
    },
    {
      "package": "plotly",
      "version": ">= 4.0.0",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "merwanroudane",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-21",
      "n": 2
    },
    {
      "week": "2026-22",
      "n": 2
    },
    {
      "week": "2026-23",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "v1.0.0",
      "date": "2026-06-01"
    }
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 139766052,
    "type": "user",
    "name": "merwanroudane"
  },
  "_downloads": {
    "count": 0,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mqqcause"
  },
  "_devurl": "https://github.com/merwanroudane/qqcaus",
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/mqqcause.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/merwanroudane/qqcaus",
  "_realowner": "merwanroudane",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2026-06-01"
    }
  ],
  "_exports": [
    "bluered_colors",
    "gaussian_kernel",
    "matlab_jet_colors",
    "mqq_causality",
    "mqqcause_colorscales",
    "mqqcause_palette",
    "parula_colors",
    "plot_qq_causality_3d",
    "plot_qq_causality_contour",
    "plot_qq_causality_heatmap",
    "plot_significance_heatmap",
    "qq_causality",
    "qq_causality_to_matrix",
    "qq_weights",
    "resolve_colorscale",
    "sinha_colors",
    "sup_wald",
    "turbo_colors",
    "weighted_qr"
  ],
  "_help": [
    {
      "page": "mqqcause-package",
      "title": "mqqcause: Multivariate Quantile-on-Quantile Granger Causality",
      "topics": [
        "mqqcause-package"
      ]
    },
    {
      "page": "parula_colors",
      "title": "MATLAB-style colour palettes for mqqcause",
      "topics": [
        "bluered_colors",
        "matlab_jet_colors",
        "mqqcause_colorscales",
        "mqqcause_palette",
        "parula_colors",
        "resolve_colorscale",
        "sinha_colors",
        "turbo_colors"
      ]
    },
    {
      "page": "plot_qq_causality_3d",
      "title": "Visualisations for QQ Causality Results",
      "topics": [
        "plot_qq_causality_3d",
        "plot_qq_causality_contour",
        "plot_qq_causality_heatmap",
        "plot_significance_heatmap"
      ]
    },
    {
      "page": "qq_causality",
      "title": "Quantile-on-Quantile Granger Causality (Bivariate and Multivariate)",
      "topics": [
        "mqq_causality",
        "qq_causality",
        "qq_causality_to_matrix",
        "sup_wald"
      ]
    },
    {
      "page": "qq_weights",
      "title": "Numerical building blocks",
      "topics": [
        "gaussian_kernel",
        "qq_weights",
        "weighted_qr"
      ]
    }
  ],
  "_readme": "https://github.com/merwanroudane/qqcaus/raw/HEAD/README.md",
  "_rundeps": [
    "askpass",
    "base64enc",
    "bslib",
    "cachem",
    "cli",
    "cpp11",
    "crosstalk",
    "curl",
    "data.table",
    "digest",
    "dplyr",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "fs",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "highr",
    "htmltools",
    "htmlwidgets",
    "httr",
    "isoband",
    "jquerylib",
    "jsonlite",
    "knitr",
    "labeling",
    "later",
    "lattice",
    "lazyeval",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixModels",
    "memoise",
    "mime",
    "openssl",
    "otel",
    "pillar",
    "pkgconfig",
    "plotly",
    "promises",
    "purrr",
    "quantreg",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "rlang",
    "rmarkdown",
    "S7",
    "sass",
    "scales",
    "SparseM",
    "stringi",
    "stringr",
    "survival",
    "sys",
    "tibble",
    "tidyr",
    "tidyselect",
    "tinytex",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "xfun",
    "yaml"
  ],
  "_score": 3.1760912590556813,
  "_indexed": true,
  "_nocasepkg": "mqqcause",
  "_universes": [
    "merwanroudane"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.0",
      "date": "2026-06-02T12:43:03.000Z",
      "distro": "noble",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "eb82f33597ea18360742090ab33ce97835583681055270f2b974ead378eb24cf",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.0.0",
      "date": "2026-06-02T12:43:17.000Z",
      "distro": "noble",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "3c3c1255c117c22940d55ee6b0795069e16fafc11b930271778c0e65627aa868",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.0",
      "date": "2026-06-02T12:43:07.000Z",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "d182ae2e0a8384239fb83f5b04fc0367bc0aa4dce7aca1c40b5883b595383624",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.0.0",
      "date": "2026-06-02T12:42:30.000Z",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "0679dff788909cfa0eaa17d3967cdad5eb4691f1b07c35d9987792b6375dd3ec",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.0",
      "date": "2026-06-02T12:43:00.000Z",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "d6fc68fd32df4c405a9cbf8c23ca7275412e817723db54f9c12fa48aa17e6026",
      "status": "success",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.0",
      "date": "2026-06-02T12:42:23.000Z",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "d03b05f6984d2f007b284856ed212c6c32d60e68ae435103dd0e33e5c7b09647",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.0.0",
      "date": "2026-06-02T12:42:03.000Z",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "bec4e1655079b1052cc8a7633584b2a43fb816983db6ca38ec166827f4b39130",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.0.0",
      "date": "2026-06-02T12:41:51.000Z",
      "commit": "a2b28b30259b69ae401f36d0f98cb383247e9165",
      "fileid": "849bfc746fa5990fc09253b94a2a3ad7d8c35b661f15ddd1238d7afb0e93be67",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/merwanroudane/actions/runs/26820146951"
    }
  ]
}