{ "_id": "6a1f05a2b401979e7341ba2e", "Package": "ubair", "Title": "Effects of External Conditions on Air Quality", "Version": "1.1.1", "Authors@R": "c(\nperson(\"Raphael\", \"Franke\", , \"raphael.franke@uba.de\", role = c(\"aut\")),\nperson(\"Imke\", \"Voss\", , \"imke.voss@uba.de\", role = c(\"aut\", \"cre\")))", "Description": "Analyzes the impact of external conditions on air quality\nusing counterfactual approaches, featuring methods for data\npreparation, modeling, and visualization.", "License": "GPL (>= 3)", "URL": "https://gitlab.opencode.de/uba-ki-lab/ubair", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "Config/testthat/edition": "3", "LazyData": "true", "LazyDataCompression": "xz", "VignetteBuilder": "knitr", "Note": "Note: The included dataset is licensed under \"DL-DE-BY-2.0.\" See\nthe dataset documentation for details.", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-18 07:23:03 UTC", "User": "root" }, "Author": "Raphael Franke [aut], Imke Voss [aut, cre]", "Maintainer": "Imke Voss ", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://imke-kilab.r-universe.dev", "Date/Publication": "2025-11-10 16:46:03 UTC", "RemoteUrl": "https://github.com/cran/ubair", "RemoteRef": "HEAD", "RemoteSha": "74919330ae4e09d323974ad788256849b7bd0440", "MD5sum": "b2b5e968b404c68f655ac3f7624f04a6", "_user": "imke-kilab", "_type": "src", "_file": "ubair_1.1.1.tar.gz", "_fileid": "e5273b671c592fa03fbe9a8aa830992d5b8407f67671352be46250701cdef464", "_filesize": 4411864, "_sha256": "e5273b671c592fa03fbe9a8aa830992d5b8407f67671352be46250701cdef464", "_created": "2026-05-18T07:23:03.000Z", "_published": "2026-06-02T16:32:34.589Z", "_distro": "noble", "_jobs": [ { "job": 79121194772, "time": 204, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7051796331" }, { "job": 79121194983, "time": 203, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7051795672" }, { "job": 79121195067, "time": 261, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7051802282" }, { "job": 79121194722, "time": 250, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7051801380" }, { "job": 79121193214, "time": 303, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7051731312" }, { "job": 79121193990, "time": 144, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7363845638" }, { "job": 79121194912, "time": 189, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7051791197" }, { "job": 79121195389, "time": 144, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7051776476" }, { "job": 79121194913, "time": 159, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7051781598" } ], "_buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/ubair", "_commit": { "id": "74919330ae4e09d323974ad788256849b7bd0440", "author": "Imke Voss ", "committer": "cran-robot ", "message": "version 1.1.1\n", "time": 1762793163 }, "_maintainer": { "name": "Imke Voss", "email": "imke.voss@uba.de", "login": "imke-kilab", "description": "", "uuid": 276985147 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.4.0", "role": "Depends" }, { "package": "rlang", "role": "Imports" }, { "package": "data.table", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "forecast", "role": "Imports" }, { "package": "lubridate", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "yaml", "role": "Imports" }, { "package": "ranger", "role": "Imports" }, { "package": "lightgbm", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "deepnet", "role": "Suggests" }, { "package": "fastshap", "role": "Suggests" }, { "package": "treeshap", "role": "Suggests" }, { "package": "shapviz", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-46", "n": 1 } ], "_tags": [ { "name": "1.1.1", "date": "2025-11-10" } ], "_stars": 0, "_contributors": [ { "user": "imke-kilab", "count": 2, "uuid": 276985147 } ], "_userbio": { "uuid": 276985147, "type": "user", "name": "imke-kilab" }, "_downloads": { "count": 178, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/ubair" }, "_searchresults": 7, "_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/ubair.html", "manual.pdf" ], "_realowner": "imke-kilab", "_cranurl": false, "_releases": [ { "version": "1.1.0", "date": "2025-01-27" }, { "version": "1.1.1", "date": "2025-11-10" } ], "_exports": [ "calc_performance_metrics", "calc_summary_statistics", "clean_data", "copy_default_params", "detrend", "estimate_effect_size", "get_meteo_available", "load_params", "load_uba_data_from_dir", "plot_counterfactual", "plot_station_measurements", "prepare_data_for_modelling", "rescale_predictions", "retrend_predictions", "run_counterfactual", "run_dynamic_regression", "run_fnn", "run_lightgbm", "run_rf", "scale_data", "split_data_counterfactual" ], "_datasets": [ { "name": "mock_env_data", "title": "Mock Environmental Data", "object": "mock_env_data", "class": [ "data.table", "data.frame" ], "fields": [ "date", "value", "GLO", "TMP", "RFE", "WIG", "WIR", "LDR", "day_julian", "weekday", "hour", "date_unix" ], "rows": 100, "table": true, "tojson": true }, { "name": "sample_data_DESN025", "title": "Environmental Data for Modelling from station DESN025 in Leipzig-Mitte.", "object": "sample_data_DESN025", "class": [ "data.table", "data.frame" ], "fields": [ "part", "Station", "Komponente", "Datum", "Uhrzeit", "Wert", "date", "Komponente_txt", "year" ], "rows": 1507680, "table": true, "tojson": true } ], "_help": [ { "page": "calc_performance_metrics", "title": "Calculates performance metrics of a business-as-usual model", "topics": [ "calc_performance_metrics" ] }, { "page": "calc_summary_statistics", "title": "Calculates summary statistics for predictions and true values", "topics": [ "calc_summary_statistics" ] }, { "page": "clean_data", "title": "Clean and Optionally Aggregate Environmental Data", "topics": [ "clean_data" ] }, { "page": "copy_default_params", "title": "Copy Default Parameters File", "topics": [ "copy_default_params" ] }, { "page": "detrend", "title": "Removes trend from data", "topics": [ "detrend" ] }, { "page": "estimate_effect_size", "title": "Estimates size of the external effect", "topics": [ "estimate_effect_size" ] }, { "page": "get_meteo_available", "title": "Get Available Meteorological Components", "topics": [ "get_meteo_available" ] }, { "page": "load_params", "title": "Load Parameters from YAML File", "topics": [ "load_params" ] }, { "page": "load_uba_data_from_dir", "title": "Load UBA Data from Directory", "topics": [ "load_uba_data_from_dir" ] }, { "page": "mock_env_data", "title": "Mock Environmental Data", "topics": [ "mock_env_data" ] }, { "page": "plot_counterfactual", "title": "Prepare Plot Data and Plot Counterfactuals", "topics": [ "plot_counterfactual" ] }, { "page": "plot_station_measurements", "title": "Descriptive plot of daily time series data", "topics": [ "plot_station_measurements" ] }, { "page": "prepare_data_for_modelling", "title": "Prepare Data for Training a model", "topics": [ "prepare_data_for_modelling" ] }, { "page": "rescale_predictions", "title": "Rescale predictions to original scale.", "topics": [ "rescale_predictions" ] }, { "page": "retrend_predictions", "title": "Restors the trend in the prediction", "topics": [ "retrend_predictions" ] }, { "page": "run_counterfactual", "title": "Full counterfactual simulation run", "topics": [ "run_counterfactual" ] }, { "page": "run_dynamic_regression", "title": "Run the dynamic regression model", "topics": [ "run_dynamic_regression" ] }, { "page": "run_fnn", "title": "Train a Feedforward Neural Network (FNN) in a Counterfactual Scenario.", "topics": [ "run_fnn" ] }, { "page": "run_lightgbm", "title": "Run gradient boosting model with lightgbm", "topics": [ "run_lightgbm" ] }, { "page": "run_rf", "title": "Run random forest model with ranger", "topics": [ "run_rf" ] }, { "page": "sample_data_DESN025", "title": "Environmental Data for Modelling from station DESN025 in Leipzig-Mitte.", "topics": [ "sample_data_DESN025" ] }, { "page": "scale_data", "title": "Standardize Training and Application Data", "topics": [ "scale_data" ] }, { "page": "split_data_counterfactual", "title": "Split Data into Training and Application Datasets", "topics": [ "split_data_counterfactual" ] } ], "_readme": "https://github.com/cran/ubair/raw/HEAD/README.md", "_rundeps": [ "cli", "colorspace", "cpp11", "data.table", "dplyr", "farver", "forecast", "fracdiff", "generics", "ggplot2", "glue", "gtable", "isoband", "jsonlite", "labeling", "lattice", "lifecycle", "lightgbm", "lmtest", "lubridate", "magrittr", "Matrix", "nlme", "nnet", "pillar", "pkgconfig", "purrr", "R6", "ranger", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "rlang", "S7", "scales", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "timechange", "timeDate", "urca", "utf8", "vctrs", "viridisLite", "withr", "yaml", "zoo" ], "_vignettes": [ { "source": "neun_euro_ticket_demonstrator.Rmd", "filename": "neun_euro_ticket_demonstrator.html", "title": "neun_euro_ticket_demonstrator", "engine": "knitr::rmarkdown", "headings": [], "created": "2025-11-10 16:46:03", "modified": "2025-11-10 16:46:03", "commits": 1 }, { "source": "user_sample_1.Rmd", "filename": "user_sample_1.html", "title": "user_sample_1", "engine": "knitr::rmarkdown", "headings": [ "Load data for one station and run counterfactual", "Prerequisites", "Steps" ], "created": "2025-01-27 18:30:01", "modified": "2025-01-27 18:30:01", "commits": 1 }, { "source": "user_sample_2.Rmd", "filename": "user_sample_2.html", "title": "user_sample_2", "engine": "knitr::rmarkdown", "headings": [], "created": "2025-01-27 18:30:01", "modified": "2025-01-27 18:30:01", "commits": 1 }, { "source": "user_sample_3.Rmd", "filename": "user_sample_3.html", "title": "user_sample_3", "engine": "knitr::rmarkdown", "headings": [ "Prerequisites", "Steps" ], "created": "2025-01-27 18:30:01", "modified": "2025-01-27 18:30:01", "commits": 1 } ], "_score": 3.3010299956639813, "_indexed": true, "_nocasepkg": "ubair", "_universes": [ "imke-kilab" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.1.1", "date": "2026-05-18T07:25:55.000Z", "distro": "noble", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "3054115370e3b87f03338225ffc01936bf4851731f9919556dad390b6b4e54ed", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.6.0", "os": "linux", "version": "1.1.1", "date": "2026-05-18T07:25:53.000Z", "distro": "noble", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "9e7d6f88124790765082986b6f936131a7ad764ddb58f230e5468171b5a256c1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.5.3", "os": "mac", "version": "1.1.1", "date": "2026-05-18T07:26:06.000Z", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "bc901303f447e33880084b53dcb0022adc3e46a4ec66bb0bd5f723607b681d28", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.6.0", "os": "mac", "version": "1.1.1", "date": "2026-05-18T07:26:05.000Z", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "a4629e28408b9e0ee15d46d41d3701acafa5213e3eab1c20245359d62d864ee7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.7.0", "os": "win", "version": "1.1.1", "date": "2026-05-18T07:25:26.000Z", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "de68df67ad9b3ed44a378aaba3dc8a6a671ee212a07ffafbbd6b8942a82a8b34", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.5.3", "os": "win", "version": "1.1.1", "date": "2026-05-18T07:24:51.000Z", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "1c618f3392fbe3120447af4b02979a2babf392c58484f0720d087be8d367283f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.6.0", "os": "win", "version": "1.1.1", "date": "2026-05-18T07:25:02.000Z", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "b52c272961aa130bde8744a75967633dc931d0ac3adf84980ddbb20d58041beb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" }, { "r": "4.6.0", "os": "wasm", "version": "1.1.1", "date": "2026-06-02T16:31:58.000Z", "commit": "74919330ae4e09d323974ad788256849b7bd0440", "fileid": "011d8803d59c90113d7786b23c5a138ecd4af7edf5272b6c8fc673b25fb78097", "status": "success", "buildurl": "https://github.com/r-universe/imke-kilab/actions/runs/26019213914" } ] }