{ "_id": "6a102021acfb0bcc41c8b753", "Package": "ppsr", "Type": "Package", "Title": "Predictive Power Score", "Version": "0.0.5", "Authors@R": "person(\"Paul\", \"van der Laken\", email = \"paulvanderlaken@gmail.com\", role = c(\"aut\", \"cre\", \"cph\"))", "Description": "The Predictive Power Score (PPS) is an asymmetric,\ndata-type-agnostic score that can detect linear or non-linear\nrelationships between two variables. The score ranges from 0\n(no predictive power) to 1 (perfect predictive power). PPS can\nbe useful for data exploration purposes, in the same way\ncorrelation analysis is. For more information on PPS, see\n.", "License": "GPL (>= 3)", "Encoding": "UTF-8", "Config/testthat/edition": "3", "Config/testthat/parallel": "true", "RoxygenNote": "7.2.3", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://paulvanderlaken.r-universe.dev", "Date/Publication": "2024-02-18 12:45:20 UTC", "RemoteUrl": "https://github.com/paulvanderlaken/ppsr", "RemoteRef": "HEAD", "RemoteSha": "8245f33568ff8854545a0e290b7d59558a9a413f", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-14 06:25:29 UTC", "User": "root" }, "Author": "Paul van der Laken [aut, cre, cph]", "Maintainer": "Paul van der Laken ", "MD5sum": "c6e161cc39d8a6bccbd01de14ce928f5", "_user": "paulvanderlaken", "_type": "src", "_file": "ppsr_0.0.5.tar.gz", "_fileid": "21627fdfef102e48ce57cf577ee7dfb697289fbc73cde4b5cd6a71a74eae56c8", "_filesize": 480349, "_sha256": "21627fdfef102e48ce57cf577ee7dfb697289fbc73cde4b5cd6a71a74eae56c8", "_created": "2026-05-14T06:25:29.000Z", "_published": "2026-05-22T09:21:37.088Z", "_distro": "noble", "_jobs": [ { "job": 77351722694, "time": 121, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "6988542171" }, { "job": 77351722722, "time": 117, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "6988541345" }, { "job": 77351723008, "time": 183, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "6988547116" }, { "job": 77351722542, "time": 144, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "6988540521" }, { "job": 77351721998, "time": 205, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6988514465" }, { "job": 77351722146, "time": 103, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7157137588" }, { "job": 77351723011, "time": 85, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "6988534179" }, { "job": 77351722792, "time": 76, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "6988532102" }, { "job": 77351723063, "time": 76, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "6988531997" } ], "_buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/paulvanderlaken/ppsr", "_commit": { "id": "8245f33568ff8854545a0e290b7d59558a9a413f", "author": "paulvanderlaken ", "committer": "paulvanderlaken ", "message": "installs ppsr package as part of README\n", "time": 1708260320 }, "_maintainer": { "name": "Paul van der Laken", "email": "paulvanderlaken@gmail.com", "login": "paulvanderlaken", "linkedin": "in/paulvanderlaken", "twitter": "@paulvanderlaken", "uuid": 32931072 }, "_registered": true, "_dependencies": [ { "package": "ggplot2", "version": ">= 3.3.3", "role": "Imports" }, { "package": "parsnip", "version": ">= 0.1.5", "role": "Imports" }, { "package": "rpart", "version": ">= 4.1.15", "role": "Imports" }, { "package": "withr", "version": ">= 2.4.1", "role": "Imports" }, { "package": "gridExtra", "version": ">= 2.3", "role": "Imports" }, { "package": "testthat", "version": ">= 2.0.0", "role": "Suggests" } ], "_owner": "paulvanderlaken", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 75, "_contributors": [ { "user": "paulvanderlaken", "count": 165, "uuid": 32931072 } ], "_userbio": { "uuid": 32931072, "type": "user", "name": "Paul van der Laken" }, "_downloads": { "count": 386, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/ppsr" }, "_devurl": "https://github.com/paulvanderlaken/ppsr", "_searchresults": 26, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/NEWS.html", "extra/NEWS.txt", "extra/ppsr.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/paulvanderlaken/ppsr", "_realowner": "paulvanderlaken", "_cranurl": true, "_releases": [ { "version": "0.0.2", "date": "2021-03-02" }, { "version": "0.0.5", "date": "2024-02-18" } ], "_exports": [ "available_algorithms", "available_evaluation_metrics", "score", "score_correlations", "score_df", "score_matrix", "score_predictors", "visualize_both", "visualize_correlations", "visualize_pps" ], "_help": [ { "page": "available_algorithms", "title": "Lists all algorithms currently supported", "topics": [ "available_algorithms" ] }, { "page": "available_evaluation_metrics", "title": "Lists all evaluation metrics currently supported", "topics": [ "available_evaluation_metrics" ] }, { "page": "normalize_score", "title": "Normalizes the original score compared to a naive baseline score The calculation that's being performed depends on the type of model", "topics": [ "normalize_score" ] }, { "page": "ppsr", "title": "ppsr: An R implementation of the Predictive Power Score (PPS)", "topics": [ "ppsr-package", "ppsr" ] }, { "page": "score", "title": "Calculate predictive power score for x on y", "topics": [ "score" ] }, { "page": "score_correlations", "title": "Calculate correlation coefficients for whole dataframe", "topics": [ "score_correlations" ] }, { "page": "score_df", "title": "Calculate predictive power scores for whole dataframe Iterates through the columns of the dataframe, calculating the predictive power score for every possible combination of 'x' and 'y'.", "topics": [ "score_df" ] }, { "page": "score_matrix", "title": "Calculate predictive power score matrix Iterates through the columns of the dataset, calculating the predictive power score for every possible combination of 'x' and 'y'.", "topics": [ "score_matrix" ] }, { "page": "score_model", "title": "Calculates out-of-sample model performance of a statistical model", "topics": [ "score_model" ] }, { "page": "score_naive", "title": "Calculate out-of-sample model performance of naive baseline model The calculation that's being performed depends on the type of model For regression models, the mean is used as prediction For classification, a model predicting random values and a model predicting modal values are used and the best model is taken as baseline score", "topics": [ "score_naive" ] }, { "page": "score_predictors", "title": "Calculate predictive power scores for y Calculates the predictive power scores for the specified 'y' variable using every column in the dataset as 'x', including itself.", "topics": [ "score_predictors" ] }, { "page": "visualize_both", "title": "Visualize the PPS & correlation matrices", "topics": [ "visualize_both" ] }, { "page": "visualize_correlations", "title": "Visualize the correlation matrix", "topics": [ "visualize_correlations" ] }, { "page": "visualize_pps", "title": "Visualize the Predictive Power scores of the entire dataframe, or given a target", "topics": [ "visualize_pps" ] } ], "_readme": "https://github.com/paulvanderlaken/ppsr/raw/HEAD/README.md", "_rundeps": [ "cli", "codetools", "cpp11", "dplyr", "farver", "generics", "ggplot2", "globals", "glue", "gridExtra", "gtable", "hardhat", "isoband", "labeling", "lifecycle", "magrittr", "parsnip", "pillar", "pkgconfig", "prettyunits", "purrr", "R6", "RColorBrewer", "rlang", "rpart", "S7", "scales", "sparsevctrs", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "utf8", "vctrs", "viridisLite", "withr" ], "_score": 4.989004615698537, "_indexed": true, "_nocasepkg": "ppsr", "_universes": [ "paulvanderlaken" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.0.5", "date": "2026-05-14T06:27:28.000Z", "distro": "noble", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "94db71a76abd9a6a5c9e421a51556953876241494041ed87d5081e335ff9451f", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.6.0", "os": "linux", "version": "0.0.5", "date": "2026-05-14T06:27:26.000Z", "distro": "noble", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "07648f8150f5a6b6dcfa0c9998ce39bdd415f90d323a844036010ca9b378a3c1", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.5.3", "os": "mac", "version": "0.0.5", "date": "2026-05-14T06:27:52.000Z", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "2bdc581a74bc95de364e550eab07005933764005c82cdd0a900150fd0069f3b5", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.6.0", "os": "mac", "version": "0.0.5", "date": "2026-05-14T06:27:21.000Z", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "9b4b445c497f77261eb4ca4a70a2a93fb5055ffef069c004cdc4c6641f04da3d", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.7.0", "os": "win", "version": "0.0.5", "date": "2026-05-14T06:26:47.000Z", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "661e087220924daff391966bc168ac844ab79b50a3177d2712598d7d29c3f535", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.5.3", "os": "win", "version": "0.0.5", "date": "2026-05-14T06:26:39.000Z", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "4e7f9b1f064c05b48ca6517780d9de0883b0f6bce63b7ea5ec9b0c3973cbb467", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.6.0", "os": "win", "version": "0.0.5", "date": "2026-05-14T06:26:39.000Z", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "59e6b6a1bfab6a1fec61beb22b9217638c97681de4c41c3f5dae6066527a0dd8", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" }, { "r": "4.6.0", "os": "wasm", "version": "0.0.5", "date": "2026-05-22T09:21:17.000Z", "commit": "8245f33568ff8854545a0e290b7d59558a9a413f", "fileid": "3789ddf73428c6ff890fde66d746908d2413fe488c0889b16c39efbb8befd8bb", "status": "success", "buildurl": "https://github.com/r-universe/paulvanderlaken/actions/runs/25845331393" } ] }