Package: ubair 1.1.0

Imke Voss

ubair: Effects of External Conditions on Air Quality

Analyzes the impact of external conditions on air quality using counterfactual approaches, featuring methods for data preparation, modeling, and visualization.

Authors:Raphael Franke [aut], Imke Voss [aut, cre]

ubair_1.1.0.tar.gz
ubair_1.1.0.tar.gz(r-4.5-noble)ubair_1.1.0.tar.gz(r-4.4-noble)
ubair_1.1.0.tgz(r-4.4-emscripten)
ubair.pdf |ubair.html✨
ubair/json (API)
NEWS

# Install 'ubair' in R:

install.packages('ubair', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Datasets:

mock_env_data - Mock Environmental Data
sample_data_DESN025 - Environmental Data for Modelling from station DESN025 in Leipzig-Mitte.

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.18 score 166 downloads 21 exports 59 dependencies

Last updated 2 months agofrom:a167b8720b. Checks:2 OK. Indexed: yes.

Target	Result	Latest binary
Doc / Vignettes	OK	Feb 27 2025
R-4.5-linux	OK	Feb 27 2025

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

Dependencies:cli colorspace cpp11 curl data.table dplyr fansi farver forecast fracdiff generics ggplot2 glue gtable isoband jsonlite labeling lattice lifecycle lightgbm lmtest lubridate magrittr MASS Matrix mgcv munsell nlme nnet pillar pkgconfig purrr quadprog quantmod R6 ranger RColorBrewer Rcpp RcppArmadillo RcppEigen rlang scales stringi stringr tibble tidyr tidyselect timechange timeDate tseries TTR urca utf8 vctrs viridisLite withr xts yaml zoo

user_sample_1

Rendered fromuser_sample_1.Rmdusingknitr::rmarkdownon Feb 27 2025.

Last update: 2025-01-27
Started: 2025-01-27

user_sample_2

Rendered fromuser_sample_2.Rmdusingknitr::rmarkdownon Feb 27 2025.

Last update: 2025-01-27
Started: 2025-01-27

user_sample_3

Rendered fromuser_sample_3.Rmdusingknitr::rmarkdownon Feb 27 2025.

Last update: 2025-01-27
Started: 2025-01-27

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Readme and manuals

Help Manual

Help page	Topics
Calculates performance metrics of a business-as-usual model	calc_performance_metrics
Calculates summary statistics for predictions and true values	calc_summary_statistics
Clean and Optionally Aggregate Environmental Data	clean_data
Copy Default Parameters File	copy_default_params
Removes trend from data	detrend
Estimates size of the external effect	estimate_effect_size
Get Available Meteorological Components	get_meteo_available
Load Parameters from YAML File	load_params
Load UBA Data from Directory	load_uba_data_from_dir
Mock Environmental Data	mock_env_data
Prepare Plot Data and Plot Counterfactuals	plot_counterfactual
Descriptive plot of daily time series data	plot_station_measurements
Prepare Data for Training a model	prepare_data_for_modelling
Rescale predictions to original scale.	rescale_predictions
Restors the trend in the prediction	retrend_predictions
Full counterfactual simulation run	run_counterfactual
Run the dynamic regression model	run_dynamic_regression
Train a Feedforward Neural Network (FNN) in a Counterfactual Scenario.	run_fnn
Run gradient boosting model with lightgbm	run_lightgbm
Run random forest model with ranger	run_rf
Environmental Data for Modelling from station DESN025 in Leipzig-Mitte.	sample_data_DESN025
Standardize Training and Application Data	scale_data
Split Data into Training and Application Datasets	split_data_counterfactual

Package: ubair 1.1.0

ubair: Effects of External Conditions on Air Quality

user_sample_1

user_sample_2

user_sample_3

Citation

Readme and manuals

Help Manual

Usage by other packages (reverse dependencies)