{ "_id": "6a28a335732311cd8758ceaa", "Package": "OPSR", "Title": "Ordered Probit Switching Regression", "Version": "1.0.1.9001", "Authors@R": "c(person(\"Daniel\", \"Heimgartner\", email = \"d.heimgartners@gmail.com\", role = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0002-0643-8690\")),\nperson(\"Xinyi\", \"Wang\", email = \"xinyi174@mit.edu\", role = c(\"aut\"), comment = c(ORCID = \"0000-0002-3564-9147\")))", "Description": "Estimates ordered probit switching regression models - a\nHeckman type selection model with an ordinal selection and\ncontinuous outcomes. Different model specifications are allowed\nfor each treatment/regime. For more details on the method, see\nWang & Mokhtarian (2024) or\nChiburis & Lokshin (2007) .", "License": "GPL (>= 3)", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "LazyData": "true", "RdMacros": "Rdpack", "Config/testthat/edition": "3", "URL": "https://github.com/dheimgartner/OPSR", "BugReports": "https://github.com/dheimgartner/OPSR/issues", "Config/pak/sysreqs": "cmake make texlive libicu-dev libssl-dev", "Repository": "https://dheimgartner.r-universe.dev", "Date/Publication": "2026-06-09 20:33:05 UTC", "RemoteUrl": "https://github.com/dheimgartner/opsr", "RemoteRef": "HEAD", "RemoteSha": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-06-09 23:25:55 UTC", "User": "root" }, "Author": "Daniel Heimgartner [aut, cre, cph] (ORCID:\n),\nXinyi Wang [aut] (ORCID: )", "Maintainer": "Daniel Heimgartner ", "MD5sum": "2be805b0fa2838063271b8a426bd7287", "_user": "dheimgartner", "_type": "src", "_file": "OPSR_1.0.1.9001.tar.gz", "_fileid": "9e44720c8043aa570908166aeeb8c2c78226e1463370241e6f1094e364cb74ac", "_filesize": 1547456, "_sha256": "9e44720c8043aa570908166aeeb8c2c78226e1463370241e6f1094e364cb74ac", "_created": "2026-06-09T23:25:55.000Z", "_published": "2026-06-09T23:35:17.903Z", "_distro": "noble", "_jobs": [ { "job": 80448950192, "time": 257, "config": "linux-devel-arm64", "r": "4.7.0", "check": "WARNING", "artifact": "7522761860" }, { "job": 80448950235, "time": 228, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "WARNING", "artifact": "7522753424" }, { "job": 80448950165, "time": 256, "config": "linux-release-arm64", "r": "4.6.0", "check": "WARNING", "artifact": "7522761398" }, { "job": 80448950185, "time": 240, "config": "linux-release-x86_64", "r": "4.6.0", "check": "WARNING", "artifact": "7522756511" }, { "job": 80448950209, "time": 190, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "WARNING", "artifact": "7522735881" }, { "job": 80448950159, "time": 401, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "WARNING", "artifact": "7522792662" }, { "job": 80448950175, "time": 239, "config": "macos-release-arm64", "r": "4.6.0", "check": "WARNING", "artifact": "7522746926" }, { "job": 80448950183, "time": 498, "config": "macos-release-x86_64", "r": "4.6.0", "check": "WARNING", "artifact": "7522813580" }, { "job": 80448084756, "time": 411, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7522695541" }, { "job": 80448950130, "time": 186, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7522742658" }, { "job": 80448950153, "time": 225, "config": "windows-devel", "r": "4.7.0", "check": "WARNING", "artifact": "7522752426" }, { "job": 80448950156, "time": 188, "config": "windows-oldrel", "r": "4.5.3", "check": "WARNING", "artifact": "7522743121" }, { "job": 80448950161, "time": 206, "config": "windows-release", "r": "4.6.0", "check": "WARNING", "artifact": "7522747961" } ], "_buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/dheimgartner/opsr", "_commit": { "id": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "author": "dheimgartner <46034965+dheimgartner@users.noreply.github.com>", "committer": "GitHub ", "message": "Merge pull request #43 from dheimgartner/dev\n\nAdded convergence diagnostics", "time": 1781037185 }, "_maintainer": { "name": "Daniel Heimgartner", "email": "d.heimgartners@gmail.com", "login": "dheimgartner", "description": "", "uuid": 46034965, "orcid": "0000-0002-0643-8690" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "Rcpp", "role": "LinkingTo" }, { "package": "RcppArmadillo", "role": "LinkingTo" }, { "package": "car", "role": "Imports" }, { "package": "Formula", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "MASS", "role": "Imports" }, { "package": "maxLik", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "mvtnorm", "role": "Imports" }, { "package": "Rcpp", "role": "Imports" }, { "package": "Rdpack", "version": ">= 0.7", "role": "Imports" }, { "package": "sandwich", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "texreg", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "gridExtra", "role": "Suggests" }, { "package": "gridGraphics", "role": "Suggests" }, { "package": "sampleSelection", "role": "Suggests" }, { "package": "scales", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "dheimgartner", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-28", "n": 5 }, { "week": "2025-31", "n": 5 }, { "week": "2025-35", "n": 1 }, { "week": "2026-24", "n": 1 } ], "_tags": [ { "name": "v1.0.0", "date": "2025-07-07" }, { "name": "v1.0.1", "date": "2025-07-28" } ], "_stars": 0, "_contributors": [ { "user": "dheimgartner", "count": 142, "uuid": 46034965 }, { "user": "wxy470", "count": 1, "uuid": 78065664 } ], "_userbio": { "uuid": 46034965, "type": "user", "name": "dheimgartner" }, "_downloads": { "count": 177, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/OPSR" }, "_devurl": "https://github.com/dheimgartner/opsr", "_searchresults": 4, "_topics": [ "openblas", "cpp", "openmp" ], "_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/OPSR.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/dheimgartner/opsr", "_realowner": "dheimgartner", "_cranurl": true, "_releases": [ { "version": "0.1.2", "date": "2024-11-01" }, { "version": "1.0.0", "date": "2025-07-07" }, { "version": "1.0.1", "date": "2025-08-01" } ], "_exports": [ "loglik_cpp", "opsr", "opsr_2step", "opsr_check_omp", "opsr_check_start", "opsr_diagnostics", "opsr_max_threads", "opsr_null_model", "opsr_prepare_coefs", "opsr_simulate", "opsr_step", "opsr_te", "opsr.fit" ], "_datasets": [ { "name": "telework_data", "title": "Telework Data", "object": "telework_data", "class": [ "data.frame" ], "fields": [ "id", "weight", "vmd", "vmd_ln", "twing_status", "female", "age_mean", "age_mean_sq", "race_white", "race_black", "race_other", "edu_1", "edu_2", "edu_3", "hhincome_1", "hhincome_2", "hhincome_3", "flex_work", "work_fulltime", "twing_feasibility", "vehicle", "child", "urban", "suburban", "smalltown", "rural", "att_prolargehouse", "att_proactivemode", "att_procarowning", "att_wif", "att_proteamwork", "att_tw_effective_teamwork", "att_tw_enthusiasm", "att_tw_location_flex", "region_waa" ], "rows": 1584, "table": true, "tojson": true }, { "name": "timeuse_data", "title": "TimeUse+ Data", "object": "timeuse_data", "class": [ "data.frame" ], "fields": [ "id", "start_tracking", "weekly_km", "log_weekly_km", "wfh_days", "wfh", "commute_km", "log_commute_km", "age", "car_access", "dogs", "driverlicense", "educ_higher", "fixed_workplace", "grocery_shopper", "hh_income", "hh_size", "isco_clerical", "isco_craft", "isco_elementary", "isco_managers", "isco_plant", "isco_professionals", "isco_service", "isco_agri", "isco_tech", "married", "n_children", "freq_onl_order", "parking_home", "parking_work", "permanent_employed", "rents_home", "res_loc", "sex_male", "shift_work", "swiss", "vacation", "workload", "young_kids" ], "rows": 824, "table": true, "tojson": true } ], "_help": [ { "page": "OPSR-package", "title": "OPSR: Ordered Probit Switching Regression", "topics": [ "OPSR-package", "OPSR" ] }, { "page": "anova.opsr", "title": "ANOVA for OPSR Model Fits", "topics": [ "anova.opsr" ] }, { "page": "extract.opsr", "title": "Extract Method for OPSR Model Fits", "topics": [ "extract,opsr-method", "extract.opsr" ] }, { "page": "loglik_cpp", "title": "Interface to C++ Log-Likelihood Implementation", "topics": [ "loglik_cpp" ] }, { "page": "model.frame.opsr", "title": "Extracting the Model Frame from OPSR Model Fits", "topics": [ "model.frame.opsr" ] }, { "page": "model.matrix.opsr", "title": "Construct Design Matrices for OPSR Model Fits", "topics": [ "model.matrix.opsr" ] }, { "page": "opsr", "title": "Fitting Ordered Probit Switching Regression Models", "topics": [ "opsr" ] }, { "page": "opsr_2step", "title": "Heckman Two-Step Estimation", "topics": [ "opsr_2step" ] }, { "page": "opsr_check_omp", "title": "Check Whether 'OpenMP' is Available", "topics": [ "opsr_check_omp" ] }, { "page": "opsr_check_start", "title": "Check the User-Specified Starting Values", "topics": [ "opsr_check_start" ] }, { "page": "opsr_diagnostics", "title": "Convergence Diagnostics for OPSR Models", "topics": [ "opsr_diagnostics" ] }, { "page": "opsr_max_threads", "title": "Check Maximum Number of Threads Available", "topics": [ "opsr_max_threads" ] }, { "page": "opsr_null_model", "title": "Null Model for OPSR Model fits", "topics": [ "opsr_null_model" ] }, { "page": "opsr_prepare_coefs", "title": "Prepares Coefficients for Likelihood Function", "topics": [ "opsr_prepare_coefs" ] }, { "page": "opsr_simulate", "title": "Simulate Data from an OPSR Process", "topics": [ "opsr_simulate" ] }, { "page": "opsr_step", "title": "Step Function for OPSR Model Fits", "topics": [ "opsr_step" ] }, { "page": "opsr_te", "title": "Treatment Effect Computations for OPSR Model Fits", "topics": [ "opsr_te" ] }, { "page": "opsr.fit", "title": "Fitter Function for Ordered Probit Switching Regression Models", "topics": [ "opsr.fit" ] }, { "page": "pairs.opsr.te", "title": "Pairs Plot for OPSR TE Objects", "topics": [ "pairs.opsr.te" ] }, { "page": "plot.opsr", "title": "Plot Method for OPSR Model Fits", "topics": [ "plot.opsr" ] }, { "page": "predict.opsr", "title": "Predict Method for OPSR Model Fits", "topics": [ "predict.opsr" ] }, { "page": "print.anova.opsr", "title": "Print Method for ANOVA OPSR Objects", "topics": [ "print.anova.opsr" ] }, { "page": "print.ate", "title": "Print Method for ATE Objects", "topics": [ "print.ate" ] }, { "page": "print.opsr.diagnostics", "title": "Print Method for OPSR Convergence Diagnostics", "topics": [ "print.opsr.diagnostics" ] }, { "page": "print.opsr.te", "title": "Print Method for OPSR ATE Objects", "topics": [ "print.opsr.te" ] }, { "page": "print.summary.opsr", "title": "Print Method for Summary OPSR Objects", "topics": [ "print.summary.opsr" ] }, { "page": "print.summary.opsr.te", "title": "Print Method for Summary OPSR TE Objects", "topics": [ "print.summary.opsr.te" ] }, { "page": "print.te", "title": "Print Method for TE Objects", "topics": [ "print.te" ] }, { "page": "summary.opsr", "title": "Summarizing OPSR Model Fits", "topics": [ "summary.opsr" ] }, { "page": "summary.opsr.te", "title": "Summarizing OPSR TE Objects", "topics": [ "summary.opsr.te" ] }, { "page": "telework_data", "title": "Telework Data", "topics": [ "telework_data" ] }, { "page": "timeuse_data", "title": "TimeUse+ Data", "topics": [ "timeuse_data" ] } ], "_pkglogo": "https://github.com/dheimgartner/opsr/raw/HEAD/man/figures/logo.svg", "_readme": "https://github.com/dheimgartner/opsr/raw/HEAD/README.md", "_rundeps": [ "abind", "askpass", "backports", "boot", "broom", "car", "carData", "cli", "colorspace", "cowplot", "cpp11", "curl", "Deriv", "digest", "doBy", "dplyr", "farver", "forecast", "Formula", "fracdiff", "generics", "ggplot2", "glue", "gtable", "httr", "isoband", "jsonlite", "labeling", "lattice", "lifecycle", "lme4", "lmtest", "magrittr", "MASS", "Matrix", "MatrixModels", "maxLik", "mgcv", "microbenchmark", "mime", "minqa", "miscTools", "modelr", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "openssl", "pbkrtest", "pillar", "pkgconfig", "purrr", "quantreg", "R6", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "Rdpack", "reformulas", "rlang", "S7", "sandwich", "scales", "SparseM", "stringi", "stringr", "survival", "sys", "texreg", "tibble", "tidyr", "tidyselect", "timeDate", "urca", "utf8", "vctrs", "viridisLite", "withr", "zoo" ], "_sysdeps": [ { "shlib": "libblas", "package": "libopenblas0-pthread", "source": "openblas", "version": "0.3.26+ds-1ubuntu0.1", "name": "openblas", "homepage": "https://www.openblas.net/", "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)" }, { "shlib": "libstdc++", "package": "libstdc++6", "source": "gcc", "version": "14.2.0-4ubuntu2~24.04.1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" }, { "shlib": "libgomp", "package": "libgomp1", "source": "gcc", "version": "14.2.0-4ubuntu2~24.04.1", "name": "openmp", "homepage": "http://gcc.gnu.org/", "description": "GCC OpenMP (GOMP) support library" } ], "_vignettes": [ { "source": "opsr.Rnw", "filename": "opsr.pdf", "title": "OPSR: A Package for Estimating Ordered Probit Switching Regression Models in R", "engine": "utils::Sweave", "headings": [ "Introduction", "Model and software", "Illustrations", "Case study", "Summary and discussion" ], "created": "2024-10-01 16:39:54", "modified": "2025-08-27 15:22:01", "commits": 48 } ], "_score": 4.301029995663981, "_indexed": true, "_nocasepkg": "opsr", "_universes": [ "dheimgartner" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.1.9001", "date": "2026-06-09T23:29:52.000Z", "distro": "noble", "arch": "aarch64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "3ea9fb23cd4dce910e51aa26612f3b666699d03fccfa384d446ee5f24effdc7c", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.7.0", "os": "linux", "version": "1.0.1.9001", "date": "2026-06-09T23:29:20.000Z", "distro": "noble", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "ec46d915057532987faef3ba8c32f3e48cc54fdfe38039a509997b047bb9cde7", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.6.0", "os": "linux", "version": "1.0.1.9001", "date": "2026-06-09T23:29:53.000Z", "distro": "noble", "arch": "aarch64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "8b793addf0df6be2a8444d63bba4438a6539d15c956255e96bd1e58ba4d385e5", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.6.0", "os": "linux", "version": "1.0.1.9001", "date": "2026-06-09T23:29:33.000Z", "distro": "noble", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "51dd0ade252a5cd103b6afd44655dd5371c0ac9f2feaae761a8e716da46d0aca", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.5.3", "os": "mac", "version": "1.0.1.9001", "date": "2026-06-09T23:28:31.000Z", "arch": "aarch64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "05977fdbc73296fb58a0e0f89e620f545322dd4607fb114fd7369e993637b8ba", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.5.3", "os": "mac", "version": "1.0.1.9001", "date": "2026-06-09T23:31:11.000Z", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "721c69483430b339bbfd5dd0aa5fa22e485132c73a2f57b773940d65b0252202", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.6.0", "os": "mac", "version": "1.0.1.9001", "date": "2026-06-09T23:28:47.000Z", "arch": "aarch64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "04266975b7c03b004c47e2db40623a9f1ab237df23bb2d084542eb3d7b8d34ba", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.6.0", "os": "mac", "version": "1.0.1.9001", "date": "2026-06-09T23:31:13.000Z", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "c05ec77ebd6e60b4dc40678b92fe4c2a082fdb3a1798aaa1573df32274ef18c5", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.1.9001", "date": "2026-06-09T23:29:30.000Z", "arch": "emscripten", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "2168c2de82c91e033c9fade5fd1eeaf8edfa95cda9e02d93edd22a6c03623b4e", "status": "success", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.7.0", "os": "win", "version": "1.0.1.9001", "date": "2026-06-09T23:27:55.000Z", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "2a0d652bdc7697fff8e9196a12ee3fe57dbb76f7e5593c72e65ca1bee33c0400", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.5.3", "os": "win", "version": "1.0.1.9001", "date": "2026-06-09T23:27:33.000Z", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "568370f73b7833413fdbf323831ee653aa7dd0c2e68490dedc24269dbaaa69ab", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" }, { "r": "4.6.0", "os": "win", "version": "1.0.1.9001", "date": "2026-06-09T23:27:36.000Z", "arch": "x86_64", "commit": "4b8cd06e3e226cf93bcf721c44d3efe647b05dbe", "fileid": "3604415f539c8e53d87cfb9b656dd5e0e0df2f32c3b2a0652d01d3023e6ef168", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/dheimgartner/actions/runs/27242136982" } ] }