{
  "_id": "6ad5ca70d423e4b0c576c6a3",
  "Package": "optbinningR",
  "Type": "Package",
  "Title": "Optimal Binning Methods for Predictive Modeling and Analytics",
  "Version": "0.2.1",
  "Authors@R": "c(\nperson(given = \"S.\", family = \"Rani\", role = c(\"aut\", \"cre\"), email = \"s.rani@live.com\")\n)",
  "Description": "Native R tools for optimal binning workflows in predictive\nmodeling. The package provides APIs for binary, multi-class and\ncontinuous targets, with multi-variable binning and scorecard\nworkflows. Methods are informed by Navas-Palencia (2020)\n<doi:10.48550/arXiv.2001.08025> and Navas-Palencia (2021)\n<doi:10.48550/arXiv.2104.08619>.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.2",
  "Config/testthat/edition": "3",
  "URL": "https://github.com/s-rani1/optbinningR",
  "BugReports": "https://github.com/s-rani1/optbinningR/issues",
  "Repository": "https://s-rani1.r-universe.dev",
  "Date/Publication": "2026-03-18 03:21:56 UTC",
  "RemoteUrl": "https://github.com/s-rani1/optbinningr",
  "RemoteRef": "HEAD",
  "RemoteSha": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-19 07:33:06 UTC",
    "User": "root"
  },
  "Author": "S. Rani [aut, cre]",
  "Maintainer": "S. Rani <s.rani@live.com>",
  "_user": "s-rani1",
  "_type": "src",
  "_file": "optbinningR_0.2.1.tar.gz",
  "_fileid": "https://r2.ropensci.org/f8c9b2251320158cba4796a66d1937205379df763c001cb8fc0a69180dd944ad",
  "_filesize": 1212090,
  "_sha256": "f8c9b2251320158cba4796a66d1937205379df763c001cb8fc0a69180dd944ad",
  "_expires": "2027-01-27T07:44:46.000Z",
  "_created": "2026-10-19T07:33:06.000Z",
  "_published": "2026-10-19T07:44:48.073Z",
  "_buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 117942253198,
      "time": 120,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "12170011441"
    },
    {
      "job": 117942253279,
      "time": 118,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12169678591"
    },
    {
      "job": 117942253298,
      "time": 185,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "12169884203"
    },
    {
      "job": 117942253201,
      "time": 188,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12170117140"
    },
    {
      "job": 117941039745,
      "time": 205,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12170100526"
    },
    {
      "job": 117942253246,
      "time": 82,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12170261050"
    },
    {
      "job": 117942253337,
      "time": 112,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "12170540019"
    },
    {
      "job": 117942253291,
      "time": 105,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "12169703479"
    },
    {
      "job": 117942253271,
      "time": 101,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12169539710"
    }
  ],
  "_upstream": "https://github.com/s-rani1/optbinningr",
  "_commit": {
    "id": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
    "author": "s-rani1 <your-verified-github-email>",
    "committer": "s-rani1 <your-verified-github-email>",
    "message": "Refine Medium article blurb in README\n",
    "time": 1773804116
  },
  "_maintainer": {
    "name": "S. Rani",
    "email": "s.rani@live.com",
    "login": "s-rani1",
    "description": "",
    "uuid": 263492399
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "jsonlite",
      "role": "Suggests"
    },
    {
      "package": "lintr",
      "role": "Suggests"
    },
    {
      "package": "covr",
      "role": "Suggests"
    }
  ],
  "_owner": "s-rani1",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-10",
      "n": 9
    },
    {
      "week": "2026-11",
      "n": 1
    },
    {
      "week": "2026-12",
      "n": 2
    }
  ],
  "_tags": [],
  "_stars": 1,
  "_contributors": [
    {
      "user": "bertolikimberly",
      "count": 3,
      "uuid": 134340724
    }
  ],
  "_userbio": {
    "uuid": 263492399,
    "type": "user",
    "name": "s-rani1",
    "followers": 0
  },
  "_downloads": {
    "count": 287,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/optbinningR"
  },
  "_devurl": "https://github.com/s-rani1/optbinningr",
  "_searchresults": 0,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/optbinningR.html",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/s-rani1/optbinningr",
  "_realowner": "s-rani1",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.2.1",
      "date": "2026-03-16"
    }
  ],
  "_exports": [
    "analysis",
    "binning_table",
    "BinningProcess",
    "build",
    "ContinuousOptimalBinning",
    "counterfactual_scorecard",
    "fit",
    "fit_transform",
    "information",
    "MulticlassOptimalBinning",
    "OptimalBinning",
    "OptimalBinning2D",
    "OptimalBinningSketch",
    "OptimalBinningUncertainty",
    "OptimalPWBinning",
    "partial_fit",
    "predict_proba",
    "predict_score",
    "run_fico_tutorial",
    "run_telco_tutorial",
    "Scorecard",
    "scorecard_monitoring",
    "transform",
    "update_binning_process"
  ],
  "_help": [
    {
      "page": "binning_table",
      "title": "Binning Table Handle and Build API",
      "topics": [
        "binning_table",
        "build"
      ]
    },
    {
      "page": "binning_process_scorecard",
      "title": "Binning Process and Scorecard APIs",
      "topics": [
        "BinningProcess",
        "counterfactual_scorecard",
        "predict_proba",
        "predict_score",
        "Scorecard",
        "scorecard_monitoring",
        "update_binning_process"
      ]
    },
    {
      "page": "fit_transform_methods",
      "title": "Fit, Transform, and Inspect Binning Models",
      "topics": [
        "analysis",
        "fit",
        "fit_transform",
        "information",
        "partial_fit",
        "transform"
      ]
    },
    {
      "page": "optimal_binning_constructors",
      "title": "Create Optimal Binning Model Objects",
      "topics": [
        "ContinuousOptimalBinning",
        "MulticlassOptimalBinning",
        "OptimalBinning"
      ]
    },
    {
      "page": "advanced_models",
      "title": "Advanced Binning Model Constructors",
      "topics": [
        "OptimalBinning2D",
        "OptimalBinningSketch",
        "OptimalBinningUncertainty",
        "OptimalPWBinning"
      ]
    },
    {
      "page": "tutorial_workflows",
      "title": "Tutorial Workflow Helpers",
      "topics": [
        "run_fico_tutorial",
        "run_telco_tutorial"
      ]
    }
  ],
  "_readme": "https://github.com/s-rani1/optbinningr/raw/HEAD/README.md",
  "_rundeps": [],
  "_score": 3.1760912590556813,
  "_indexed": true,
  "_nocasepkg": "optbinningr",
  "_universes": [
    "s-rani1"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.2.1",
      "date": "2026-10-19T07:34:52.000Z",
      "distro": "resolute",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/a4cb53a994a7818ce076be2c5d926f600cdd2ac9f5fd5620e6da152fa8fe6cb8",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.2.1",
      "date": "2026-10-19T07:34:50.000Z",
      "distro": "resolute",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/f5baca3fc67370904af5409c590abb30525973d32a7e643c186fb285173274d1",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.2.1",
      "date": "2026-10-19T07:39:29.000Z",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/8876622ad4fd93c0272b695d6954b6c412f2b854edee24790940c9406b4670e1",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.2.1",
      "date": "2026-10-19T07:43:15.000Z",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/b3516b1bd01115979345d06f463eb2e3ee27d180e2598674b87e963239d95fb0",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.2.1",
      "date": "2026-10-19T07:34:43.000Z",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/b752ee0c86c17ef27f06d9ce304d1b90c198397cbeb5600974856f55e762954f",
      "status": "success",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.2.1",
      "date": "2026-10-19T07:34:22.000Z",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/866294a39fc6d88377694cf00f16c42047f37115976dada7884647fc7023112b",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.2.1",
      "date": "2026-10-19T07:34:08.000Z",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/92ebb6ffbde159ad1252585072c23e1141e2b2573b540818223f0b0f57c7f37a",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.2.1",
      "date": "2026-10-19T07:34:19.000Z",
      "commit": "9d2bc777a630b31e1d3ed66f2813e63518413d0b",
      "fileid": "https://r2.ropensci.org/ad070366f387051c2527244b4e4c71b55fd02914a666cb6f4e29e64ca35177ec",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/s-rani1/actions/runs/39216317937"
    }
  ]
}