{ "_id": "6a1e9c0e1d7bb097a0a6ebaa", "Package": "tashu", "Type": "Package", "Title": "Analysis and Prediction of Bicycle Rental Amount", "Version": "0.1.1", "Authors@R": "person(\"Jiwon\", \"Min\", email = \"miw5281@gmail.com\", role = c(\"aut\", \"cre\"))", "Maintainer": "Jiwon Min ", "Description": "Provides functions for analyzing citizens' bicycle usage\npattern and predicting rental amount on specific conditions.\nFunctions on this package interacts with data on 'tashudata'\npackage, a 'drat' repository. 'tashudata' package contains\nrental/return history on public bicycle system('Tashu'),\nweather for 3 years and bicycle station information. To install\nthis data package, see the instructions at\n. top10_stations(),\ntop10_paths() function visualizes image showing the most used\ntop 10 stations and paths. daily_bike_rental() and\nmonthly_bike_rental() shows daily, monthly amount of bicycle\nrental. create_train_dataset(), create_test_dataset() is data\nprocessing function for prediction. Bicycle rental history from\n2013 to 2014 is used to create training dataset and that on\n2015 is for test dataset. Users can make random-forest\nprediction model by using create_train_model() and predict\namount of bicycle rental in 2015 by using\npredict_bike_rental().", "License": "GPL (>= 2)", "Encoding": "UTF-8", "Additional_repositories": "https://zeee1.github.io/drat", "VignetteBuilder": "knitr", "RoxygenNote": "7.1.1", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-02 08:56:39 UTC", "User": "root" }, "Author": "Jiwon Min [aut, cre]", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://zeee1.r-universe.dev", "Date/Publication": "2021-01-13 08:50:02 UTC", "RemoteUrl": "https://github.com/cran/tashu", "RemoteRef": "HEAD", "RemoteSha": "c74a92126432ffeb81d3bea64594400a555f7c0a", "MD5sum": "a546822919ef9f1d131f1b3f7d4687d6", "_user": "zeee1", "_type": "src", "_file": "tashu_0.1.1.tar.gz", "_fileid": "14f524228d2638aee917de909e2a05ce61ddce3f4774e0e649031f7fa5eac186", "_filesize": 392701, "_sha256": "14f524228d2638aee917de909e2a05ce61ddce3f4774e0e649031f7fa5eac186", "_created": 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"Imports" }, { "package": "reshape2", "role": "Imports" }, { "package": "RColorBrewer", "role": "Imports" }, { "package": "drat", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "tashudata", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "zeee1", "count": 2, "uuid": 25037866 } ], "_userbio": { "uuid": 25037866, "type": "user", "name": "Jiwon Min" }, "_downloads": { "count": 148, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/tashu" }, "_searchresults": 2, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/tashu.html", "manual.pdf" ], "_realowner": "zeee1", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2019-09-04" }, { "version": "0.1.1", "date": "2021-01-13" } ], "_exports": [ "create_test_dataset", "create_train_dataset", "create_train_model", "daily_bicycle_rental", "monthly_bicycle_rental", "predict_bicycle_rental", "top10_paths", "top10_stations" ], "_help": [ { "page": "create_test_dataset", "title": "Create training dataset on specific station for prediction", "topics": [ "create_test_dataset" ] }, { "page": "create_train_dataset", "title": "Create training dataset on specific station for prediction", "topics": [ "create_train_dataset" ] }, { "page": "create_train_model", "title": "Create random-forest training model for bicycle rental prediction.", "topics": [ "create_train_model" ] }, { "page": "daily_bicycle_rental", "title": "Visualize amount of bicycle rental at each day of week.", "topics": [ "daily_bicycle_rental" ] }, { "page": "extract_features", "title": "Extract feature columns from train/test dataset", "topics": [ "extract_features" ] }, { "page": "monthly_bicycle_rental", "title": "Visualize the change of bicycle rental amount by temperature and each month.", "topics": [ "monthly_bicycle_rental" ] }, { "page": "predict_bicycle_rental", "title": "Predict hourly Demand of bicycle in 2015.", "topics": [ "predict_bicycle_rental" ] }, { "page": "top10_paths", "title": "Visualize Top 10 Pathes that were most used from 2013 to 2015.", "topics": [ "top10_paths" ] }, { "page": "top10_stations", "title": "Visualize top 10 stations that were most used from 2013 to 2015.", "topics": [ "top10_stations" ] } ], "_rundeps": [ "cli", "cpp11", "dplyr", "drat", "farver", "generics", "ggplot2", "glue", "gtable", "isoband", "labeling", "lifecycle", "lubridate", "magrittr", "pillar", "pkgconfig", "plyr", "R6", "randomForest", "RColorBrewer", "Rcpp", "reshape2", "rlang", "S7", "scales", "stringi", "stringr", "tibble", "tidyselect", "timechange", "utf8", "vctrs", "viridisLite", "withr" ], "_vignettes": [ { "source": "tashu.Rmd", "filename": "tashu.html", "title": "tashu", "author": "JiWon Min", "engine": "knitr::rmarkdown", "headings": [ "Installation : tashu", "Installation : \"tashudata\" package", "1. Introduction", "2. Data", "3. Analysis function", "4. 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