Package: VisitorCounts 2.0.2

Robert Bowen

VisitorCounts: Modeling and Forecasting Visitor Counts Using Social Media

Performs modeling and forecasting of park visitor counts using social media data and (partial) on-site visitor counts. Specifically, the model is built based on an automatic decomposition of the trend and seasonal components of the social media-based park visitor counts, from which short-term forecasts of the visitor counts and percent changes in the visitor counts can be made. A reference for the underlying model that 'VisitorCounts' uses can be found at Russell Goebel, Austin Schmaltz, Beth Ann Brackett, Spencer A. Wood, Kimihiro Noguchi (2023) <doi:10.1002/for.2965> .

Authors:Robert Bowen [aut, cre], Russell Goebel [aut], Beth Ann Brackett [ctb], Kimihiro Noguchi [aut], Dylan Way [aut]

VisitorCounts_2.0.2.tar.gz
VisitorCounts_2.0.2.tar.gz(r-4.5-noble)VisitorCounts_2.0.2.tar.gz(r-4.4-noble)
VisitorCounts_2.0.2.tgz(r-4.4-emscripten)VisitorCounts_2.0.2.tgz(r-4.3-emscripten)
VisitorCounts.pdf |VisitorCounts.html
VisitorCounts/json (API)
NEWS

# Install 'VisitorCounts' in R:
install.packages('VisitorCounts', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:

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

3.18 score 8 scripts 206 downloads 18 exports 47 dependencies

Last updated 4 months agofrom:90cb06c460. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 31 2024
R-4.5-linuxOKOct 31 2024

Exports:auto_decomposecheck_argumentsconvert_ts_forecast_to_dfdecompose_proxyestimate_lagestimate_parametersfit_modelgenerate_proxy_trend_forecastsimputationlabel_visitation_forecastnew_decompositionnew_visitation_forecastnew_visitation_forecast_ensemblenew_visitation_modelprediction_warningtrim_training_datavisitation_modelyearsToMonths

Dependencies:clicolorspacecurlfansifarverforecastfracdiffgenericsggplot2gluegtableisobandjsonlitelabelinglatticelifecyclelmtestmagrittrMASSMatrixmgcvmunsellnlmennetpillarpkgconfigquadprogquantmodR6RColorBrewerRcppRcppArmadillorlangRssascalessvdtibbletimeDatetseriesTTRurcautf8vctrsviridisLitewithrxtszoo

VisitorCounts

Rendered fromVisitorCounts.Rmdusingknitr::rmarkdownon Oct 31 2024.

Last update: 2024-08-01
Started: 2021-11-25

Readme and manuals

Help Manual

Help pageTopics
Automatic Decomposition Functionauto_decompose
Check Argumentscheck_arguments
convert_ts_forecast_to_dfconvert_ts_forecast_to_df
Decompose Popularity Proxydecompose_proxy
Estimate Lag Functionestimate_lag
Estimate Parameters for Visitation Modelestimate_parameters
Fit Modelfit_model
Popularity of Flickr, in User-Daysflickr_userdays
National Forest Visitation Photo-User-Days Data.forest_visitation
Generate Proxy Trend Forecastsgenerate_proxy_trend_forecasts
Imputationimputation
labeled_visitation_forecast Classlabel_visitation_forecast
"decomposition" Constructor Functionnew_decomposition
visitation_forecast Classnew_visitation_forecast
visitation_forecast_ensemble Classnew_visitation_forecast_ensemble
"visitation_model" Constructor Functionnew_visitation_model
National Park Visitation Counts and Associated Photo-User-Days Data.park_visitation
Decomposition Plot Methodsplot.decomposition
visitation_forecast Plot Methodsplot.visitation_forecast
visitation_model visitation_forecast_ensemble plot Methodsplot.visitation_forecast_ensemble
visitation_model Plot Methodsplot.visitation_model
Predict Decompositionpredict.decomposition
Predict Visitation Modelpredict.visitation_model
Notify User prediction warning on constant is 0prediction_warning
Decomposition Summary Methodprint.decomposition
visitation_forecast Summary Methodprint.visitation_forecast
visitation_model Summary Methodprint.visitation_model
Decomposition Summary Methodsummary.decomposition
visitation_forecast Summary Methodsummary.visitation_forecast
visitation_model Summary Methodsummary.visitation_model
trim training datatrim_training_data
Visitation Modelvisitation_model
Converting Annual Counts into Monthly CountsyearsToMonths