{ "_id": "6a170f91acfb0bcc41d935e1", "Package": "VisitorCounts", "Type": "Package", "Title": "Modeling and Forecasting Visitor Counts Using Social Media", "Version": "2.0.4", "Date": "2026-05-26", "Authors@R": "c(\nperson(\"Robert\", \"Bowen\", email = \"robertbowen.bham@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Russell\", \"Goebel\", email = \"rgoebel@bu.edu\", role = \"aut\"),\nperson(\"Beth Ann\", \"Brackett\", email = \"eliannkb@gmail.com\", role = \"ctb\"),\nperson(\"Kimihiro\", \"Noguchi\", email = \"Kimihiro.noguchi@wwu.edu\", role = \"aut\"),\nperson(\"Dylan\", \"Way\", email = \"wayd2@wwu.edu\", role=\"aut\")\n)", "Author": "Robert Bowen [aut, cre], Russell Goebel [aut], Beth Ann\nBrackett [ctb], Kimihiro Noguchi [aut], Dylan Way [aut]", "Maintainer": "Robert Bowen ", "Description": "Performs modeling and forecasting of park visitor counts\nusing social media data and (partial) on-site visitor counts.\nSpecifically, the model is built based on an automatic\ndecomposition of the trend and seasonal components of the\nsocial media-based park visitor counts, from which short-term\nforecasts of the visitor counts and percent changes in the\nvisitor counts can be made. A reference for the underlying\nmodel that 'VisitorCounts' uses can be found at Russell Goebel,\nAustin Schmaltz, Beth Ann Brackett, Spencer A. Wood, Kimihiro\nNoguchi (2023) .", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "VignetteBuilder": "knitr", "LazyData": "true", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-27 15:32:44 UTC", "User": "root" }, "Config/pak/sysreqs": "libfftw3-dev", "Repository": "https://robertbowencodestrivve.r-universe.dev", "Date/Publication": "2026-05-27 08:51:31 UTC", "RemoteUrl": "https://github.com/cran/VisitorCounts", "RemoteRef": "HEAD", "RemoteSha": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "MD5sum": "d52623f919a5a94ecb738be62bae0e70", "_user": "robertbowencodestrivve", "_type": "src", "_file": "VisitorCounts_2.0.4.tar.gz", "_fileid": "92dfce4ce23d145c9c0bf3217f015176e5285bc34c89a28759cf3e4dca8896c9", "_filesize": 1636161, "_sha256": "92dfce4ce23d145c9c0bf3217f015176e5285bc34c89a28759cf3e4dca8896c9", "_created": "2026-05-27T15:32:44.000Z", "_published": "2026-05-27T15:36:49.044Z", "_distro": "noble", "_jobs": [ { "job": 78112738075, "time": 164, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7244671480" }, { "job": 78112737979, "time": 165, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7244672178" }, { "job": 78112738013, "time": 180, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7244666064" }, { "job": 78112738029, "time": 197, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7244668253" }, { "job": 78112003849, "time": 206, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7244602475" }, { "job": 78112737998, "time": 120, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7244652887" }, { "job": 78112737982, "time": 109, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7244648939" }, { "job": 78112738041, "time": 100, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7244645343" }, { "job": 78112738030, "time": 96, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7244643549" } ], "_buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/VisitorCounts", "_commit": { "id": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "author": "Robert Bowen ", "committer": "cran-robot ", "message": "version 2.0.4\n", "time": 1779871891 }, "_maintainer": { "name": "Robert Bowen", "email": "robertbowen.bham@gmail.com", "login": "robertbowencodestrivve", "description": "", "uuid": 142829958 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "Rssa", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "zoo", "role": "Imports" }, { "package": "cowplot", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-22", "n": 1 } ], "_tags": [ { "name": "2.0.4", "date": "2026-05-27" } ], "_stars": 0, "_contributors": [ { "user": "robertbowencodestrivve", "count": 8, "uuid": 142829958 } ], "_userbio": { "uuid": 142829958, "type": "user", "name": "Robert Bowen" }, "_downloads": { "count": 185, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/VisitorCounts" }, "_searchresults": 8, "_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/readme.html", "extra/readme.md", "extra/VisitorCounts.html", "manual.pdf" ], "_realowner": "robertbowencodestrivve", "_cranurl": false, "_releases": [ { "version": "1.0.0", "date": "2021-11-25" }, { "version": "1.0.1", "date": "2022-04-22" }, { "version": "1.0.2", "date": "2023-02-03" }, { "version": "2.0.0", "date": "2024-03-25" }, { "version": "2.0.1", "date": "2024-07-31" }, { "version": "2.0.2", "date": "2024-08-18" }, { "version": "2.0.3", "date": "2025-01-17" }, { "version": "2.0.4", "date": "2026-05-27" } ], "_exports": [ "auto_decompose", "check_arguments", "convert_ts_forecast_to_df", "decompose_proxy", "estimate_lag", "estimate_parameters", "fit_model", "generate_proxy_trend_forecasts", "imputation", "label_visitation_forecast", "new_decomposition", "new_visitation_forecast", "new_visitation_forecast_ensemble", "new_visitation_model", "prediction_warning", "trim_training_data", "visitation_model", "yearsToMonths" ], "_datasets": [ { "name": "flickr_userdays", "title": "Popularity of Flickr, in User-Days", "object": "flickr_userdays", "class": [ "ts" ], "fields": [], "table": false, "tojson": true }, { "name": "forest_visitation", "title": "National Forest Visitation Photo-User-Days Data.", "object": "forest_visitation", "class": [ "data.frame" ], "fields": [ "date", "forest", "nfs", "pud" ], "rows": 995, "table": true, "tojson": true }, { "name": "park_visitation", "title": "National Park Visitation Counts and Associated Photo-User-Days Data.", "object": "park_visitation", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "date", "park", "pud", "nps" ], "rows": 3120, "table": true, "tojson": true } ], "_help": [ { "page": "auto_decompose", "title": "Automatic Decomposition Function", "topics": [ "auto_decompose" ] }, { "page": "check_arguments", "title": "Check Arguments", "topics": [ "check_arguments" ] }, { "page": "convert_ts_forecast_to_df", "title": "convert_ts_forecast_to_df", "topics": [ "convert_ts_forecast_to_df" ] }, { "page": "decompose_proxy", "title": "Decompose Popularity Proxy", "topics": [ "decompose_proxy" ] }, { "page": "estimate_lag", "title": "Estimate Lag Function", "topics": [ "estimate_lag" ] }, { "page": "estimate_parameters", "title": "Estimate Parameters for Visitation Model", "topics": [ "estimate_parameters" ] }, { "page": "fit_model", "title": "Fit Model", "topics": [ "fit_model" ] }, { "page": "flickr_userdays", "title": "Popularity of Flickr, in User-Days", "topics": [ "flickr_userdays" ] }, { "page": "forest_visitation", "title": "National Forest Visitation Photo-User-Days Data.", "topics": [ "forest_visitation" ] }, { "page": "generate_proxy_trend_forecasts", "title": "Generate Proxy Trend Forecasts", "topics": [ "generate_proxy_trend_forecasts" ] }, { "page": "ggplot.decomposition", "title": "Decomposition ggplot Method", "topics": [ "ggplot.decomposition" ] }, { "page": "ggplot.visitation_forecast", "title": "visitation_forecast ggPlot Method", "topics": [ "ggplot.visitation_forecast" ] }, { "page": "ggplot.visitation_forecast_ensemble", "title": "visitation_model visitation_forecast_ensemble ggplot Methods", "topics": [ "ggplot.visitation_forecast_ensemble" ] }, { "page": "ggplot.visitation_model", "title": "visitation_model ggplot2 method", "topics": [ "ggplot.visitation_model" ] }, { "page": "imputation", "title": "Imputation", "topics": [ "imputation" ] }, { "page": "label_visitation_forecast", "title": "labeled_visitation_forecast Class", "topics": [ "label_visitation_forecast" ] }, { "page": "new_decomposition", "title": "\"decomposition\" Constructor Function", "topics": [ "new_decomposition" ] }, { "page": "new_visitation_forecast", "title": "visitation_forecast Class", "topics": [ "new_visitation_forecast" ] }, { "page": "new_visitation_forecast_ensemble", "title": "visitation_forecast_ensemble Class", "topics": [ "new_visitation_forecast_ensemble" ] }, { "page": "new_visitation_model", "title": "\"visitation_model\" Constructor Function", "topics": [ "new_visitation_model" ] }, { "page": "park_visitation", "title": "National Park Visitation Counts and Associated Photo-User-Days Data.", "topics": [ "park_visitation" ] }, { "page": "plot.decomposition", "title": "Decomposition Plot Methods", "topics": [ "plot.decomposition" ] }, { "page": "plot.visitation_forecast", "title": "visitation_forecast Plot Method", "topics": [ "plot.visitation_forecast" ] }, { "page": "plot.visitation_model", "title": "visitation_model Plot Methods", "topics": [ "plot.visitation_model" ] }, { "page": "predict.decomposition", "title": "Predict Decomposition", "topics": [ "predict.decomposition" ] }, { "page": "predict.visitation_model", "title": "Predict Visitation Model", "topics": [ "predict.visitation_model" ] }, { "page": "prediction_warning", "title": "Notify User prediction warning on constant is 0", "topics": [ "prediction_warning" ] }, { "page": "print.decomposition", "title": "Decomposition Summary Method", "topics": [ "print.decomposition" ] }, { "page": "print.visitation_forecast", "title": "visitation_forecast Summary Method", "topics": [ "print.visitation_forecast" ] }, { "page": "print.visitation_model", "title": "visitation_model Summary Method", "topics": [ "print.visitation_model" ] }, { "page": "summary.decomposition", "title": "Decomposition Summary Method", "topics": [ "summary.decomposition" ] }, { "page": "summary.visitation_forecast", "title": "visitation_forecast Summary Method", "topics": [ "summary.visitation_forecast" ] }, { "page": "summary.visitation_model", "title": "visitation_model Summary Method", "topics": [ "summary.visitation_model" ] }, { "page": "trim_training_data", "title": "trim training data", "topics": [ "trim_training_data" ] }, { "page": "visitation_model", "title": "Visitation Model", "topics": [ "visitation_model" ] }, { "page": "yearsToMonths", "title": "Converting Annual Counts into Monthly Counts", "topics": [ "yearsToMonths" ] } ], "_readme": "https://github.com/cran/VisitorCounts/raw/HEAD/README.md", "_rundeps": [ "cli", "colorspace", "cowplot", "cpp11", "farver", "forecast", "fracdiff", "generics", "ggplot2", "glue", "gtable", "isoband", "labeling", "lattice", "lifecycle", "lmtest", "magrittr", "nlme", "nnet", "R6", "RColorBrewer", "Rcpp", "RcppArmadillo", "rlang", "Rssa", "S7", "scales", "svd", "timeDate", "urca", "vctrs", "viridisLite", "withr", "zoo" ], "_vignettes": [ { "source": "VisitorCounts.Rmd", "filename": "VisitorCounts.html", "title": "VisitorCounts", "engine": "knitr::rmarkdown", "headings": [ "Sample Datasets: park_visitation and flickr_userdays", "Sample data for Yellowstone National Park", "visitation_model()", "plot.visitation_model()", "summary.visitation_model()", "predict.visitation_model()", "plot.visitation_forecast()", "summary.visitation_forecast()", "auto_decompose()", "plot.decomposition()", "summary.decomposition()", "predict.decomposition()" ], "created": "2021-11-25 07:50:02", "modified": "2026-05-27 08:51:31", "commits": 6 } ], "_score": 2.6989700043360187, "_indexed": true, "_nocasepkg": "visitorcounts", "_universes": [ "robertbowencodestrivve" ], "_previous": "2.0.3", "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "2.0.4", "date": "2026-05-27T15:35:10.000Z", "distro": "noble", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "1c59688839ff628936d1481fc7275cbfdc5ec27ed4e71a6d4103d4b38c9fded7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.6.0", "os": "linux", "version": "2.0.4", "date": "2026-05-27T15:35:11.000Z", "distro": "noble", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "d9567d8805ba7c529d43f5fcc10ffca31aed4218d59cae395d5fb76173039cf0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.5.3", "os": "mac", "version": "2.0.4", "date": "2026-05-27T15:35:09.000Z", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "4af4350fac22cef6e2251b9702f3d441679b182226e83f7ca01733642f765503", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.6.0", "os": "mac", "version": "2.0.4", "date": "2026-05-27T15:35:11.000Z", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "79441177b53f9f924dee51373c2d444df47d200e10baf5abcc3ac21a9e0f1c44", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.6.0", "os": "wasm", "version": "2.0.4", "date": "2026-05-27T15:35:04.000Z", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "e12f74a6f6dba36b50bd1dbe24690e23aadb0524b79f9dbd43ea9b82b3d24c3d", "status": "success", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.7.0", "os": "win", "version": "2.0.4", "date": "2026-05-27T15:34:11.000Z", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "61afa8b25862a0f0375b3125611f417878a325b8e49b5e66a6f60a47b9cff913", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.5.3", "os": "win", "version": "2.0.4", "date": "2026-05-27T15:34:04.000Z", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "e7397842ac2d0711489ac19e9cff7a73c356ff928382ca6a93b714f9ee66e296", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" }, { "r": "4.6.0", "os": "win", "version": "2.0.4", "date": "2026-05-27T15:34:08.000Z", "commit": "88405bb907d70b2c245f14866c0f789a3f16c8d1", "fileid": "7071097af0818cccfb83568e749f20144ca9902f1ef48793d25774db2d45942c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/robertbowencodestrivve/actions/runs/26521060751" } ] }