{ "_id": "6a101c36acfb0bcc41c87a97", "Package": "rcausim", "Title": "Generate Causally-Simulated Data", "Version": "0.1.1", "Authors@R": "c(person(\ngiven = \"Herdiantri\"\n,family = \"Sufriyana\"\n,email = \"herdi@tmu.edu.tw\"\n,role = c(\"aut\", \"cre\")\n,comment = c(ORCID = \"0000-0001-9178-0222\")\n)\n,person(\ngiven = \"Emily Chia-Yu\"\n,family = \"Su\"\n,email = \"emily@tmu.edu.tw\"\n,role = c(\"aut\")\n,comment = c(ORCID = \"0000-0003-4801-5159\")\n)\n)", "Description": "Generate causally-simulated data to serve as ground truth\nfor evaluating methods in causal discovery and effect\nestimation. The package provides tools to assist in defining\nfunctions based on specified edges, and conversely, defining\nedges based on functions. It enables the generation of data\naccording to these predefined functions and causal structures.\nThis is particularly useful for researchers in fields such as\nartificial intelligence, statistics, biology, medicine,\nepidemiology, economics, and social sciences, who are\ndeveloping a general or a domain-specific methods to discover\ncausal structures and estimate causal effects. Data simulation\nadheres to principles of structural causal modeling. Detailed\nmethodologies and examples are documented in our vignette,\navailable at\n.", "VignetteBuilder": "knitr", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.3.1", "LazyData": "true", "Config/testthat/edition": "3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-14 08:25:29 UTC", "User": "root" }, "Author": "Herdiantri Sufriyana [aut, cre]\n(), Emily Chia-Yu Su\n[aut] ()", "Maintainer": "Herdiantri Sufriyana ", "Repository": "https://cran.r-universe.dev", "Date/Publication": "2024-06-25 02:47:01 UTC", "RemoteUrl": "https://github.com/cran/rcausim", "RemoteRef": "HEAD", "RemoteSha": "43139b330800288187914178fe0a43e7d578f912", "MD5sum": "b2d1fc630cc7df35a757a3a0bfe906f2", "_user": "cran", "_type": "src", "_file": "rcausim_0.1.1.tar.gz", "_fileid": "cae1018dfcf55277167d0ad3819a516b03d34af8996c3d0ae095ed27f50334f8", "_filesize": 1294393, "_sha256": "cae1018dfcf55277167d0ad3819a516b03d34af8996c3d0ae095ed27f50334f8", "_created": "2026-05-14T08:25:29.000Z", "_published": "2026-05-22T09:04:54.366Z", "_distro": "noble", "_jobs": [ { "job": 77349061223, "time": 170, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6990325665" }, { "job": 77349060908, "time": 161, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6990323407" }, { "job": 77349060594, "time": 247, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6990278667" }, { "job": 77349060391, "time": 149, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7156813641" } ], "_buildurl": "https://github.com/r-universe/cran/actions/runs/25849806503", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/rcausim", "_commit": { "id": "43139b330800288187914178fe0a43e7d578f912", "author": "Herdiantri Sufriyana ", "committer": "cran-robot ", "message": "version 0.1.1\n", "time": 1719283621 }, "_maintainer": { "name": "Herdiantri Sufriyana", "email": "herdi@tmu.edu.tw", "orcid": "0000-0001-9178-0222" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.2", "role": "Depends" }, { "package": "dplyr", "role": "Imports" }, { "package": "magrittr", "role": "Imports" }, { "package": "purrr", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "igraph", "role": "Imports" }, { "package": "broom", "role": "Suggests" }, { "package": "ggnetwork", "role": "Suggests" }, { "package": "ggpubr", "role": "Suggests" }, { "package": "kableExtra", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "tidyverse", "role": "Suggests" } ], "_owner": "cran", "_selfowned": false, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 541, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rcausim" }, "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/rcausim.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_realowner": "cran", "_cranurl": false, "_releases": [ { "version": "0.1.1", "date": "2024-06-24" } ], "_exports": [ "data_from_function", "define", "edge_from_function", "function_from_edge", "function_from_user", "time_varying" ], "_datasets": [ { "name": "edges", "title": "Edges", "object": "edges", "class": [ "data.frame" ], "fields": [ "from", "to" ], "rows": 7, "table": true, "tojson": true }, { "name": "functions", "title": "Functions", "object": "functions", "class": [ "Functions" ], "fields": [], "table": false, "tojson": false } ], "_help": [ { "page": "data_from_function", "title": "Generate causally-simulated data", "topics": [ "data_from_function" ] }, { "page": "define", "title": "Define a function in the list of functions", "topics": [ "define" ] }, { "page": "edge_from_function", "title": "Identify edges given functions", "topics": [ "edge_from_function" ] }, { "page": "edges", "title": "Edges", "topics": [ "edges" ] }, { "page": "function_from_edge", "title": "List functions given edges", "topics": [ "function_from_edge" ] }, { "page": "function_from_user", "title": "List functions from user", "topics": [ "function_from_user" ] }, { "page": "functions", "title": "Functions", "topics": [ "functions" ] }, { "page": "print.Functions", "title": "Print method for Functions", "topics": [ "print.Functions" ] }, { "page": "time_varying", "title": "Generate time-varying data", "topics": [ "time_varying" ] } ], "_readme": "https://github.com/cran/rcausim/raw/HEAD/README.md", "_rundeps": [ "cli", "cpp11", "dplyr", "generics", "glue", "igraph", "lattice", "lifecycle", "magrittr", "Matrix", "pillar", "pkgconfig", "purrr", "R6", "rlang", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "utf8", "vctrs", "withr" ], "_vignettes": [ { "source": "causal_simulation_exemplar.Rmd", "filename": "causal_simulation_exemplar.html", "title": "Causal Simulation Exemplar", "author": "Herdiantri Sufriyana, Emily Chia-Yu Su", "engine": "knitr::rmarkdown", "headings": [ "Introduction to Causal Graphs", "Vertex and edge", "Path", "Correlation and causation", "Causal and mediator paths allow both", "Confounder path allows correlation", "Collider path allows none", "Causal Discovery", "Mediator without/with causal path", "Confounder without/with causal path", "Collider without/with causal path", "Causal Effect Estimation", "Causal path with a logical \"AND\" rule", "Causal path with a logical \"OR\" rule", "Causal path with a logical \"XOR\" rule", "Miscellanous", "Measurement Error", "Missing Value", "Time-Varying Causation", "Bidirectional Causation" ], "created": "2024-06-25 02:47:01", "modified": "2024-06-25 02:47:01", "commits": 1 }, { "source": "quick_start.Rmd", "filename": "quick_start.html", "title": "Quick Start", "author": "Herdiantri Sufriyana, Emily Chia-Yu Su", "engine": "knitr::rmarkdown", "headings": [ "Define Functions and Edges", "Start by Defining Causal Structure", "Start by Defining Functions", "Data Simulation" ], "created": "2024-06-25 02:47:01", "modified": "2024-06-25 02:47:01", "commits": 1 } ], "_score": 3, "_indexed": true, "_nocasepkg": "rcausim", "_universes": [ "cran" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.1", "date": "2026-05-14T08:28:16.000Z", "distro": "noble", "commit": "43139b330800288187914178fe0a43e7d578f912", "fileid": "5af0f1203f508775110392f6f31b762b99f3dba408afca0e83aff85cba10a846", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/25849806503" }, { "r": "4.6.0", "os": "linux", "version": "0.1.1", "date": "2026-05-14T08:28:10.000Z", "distro": "noble", "commit": "43139b330800288187914178fe0a43e7d578f912", "fileid": "2d9c21ce8168d97d7ac0b7bcd2c098ebe3ac575924bc11633662622b0d32152f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/25849806503" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.1", "date": "2026-05-22T09:04:34.000Z", "commit": "43139b330800288187914178fe0a43e7d578f912", "fileid": "216e35121d12a642dc73ef1b9c7555163de475b74ead60b6ff8b2c319e330ccd", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/25849806503" } ] }