Package: tidyvpc 1.5.2

James Craig

tidyvpc: VPC Percentiles and Prediction Intervals

Perform a Visual Predictive Check (VPC), while accounting for stratification, censoring, and prediction correction. Using piping from 'magrittr', the intuitive syntax gives users a flexible and powerful method to generate VPCs using both traditional binning and a new binless approach Jamsen et al. (2018) <doi:10.1002/psp4.12319> with Additive Quantile Regression (AQR) and Locally Estimated Scatterplot Smoothing (LOESS) prediction correction.

Authors:Olivier Barriere [aut], Benjamin Rich [aut], James Craig [aut, cre], Samer Mouksassi [aut], Bill Denney [ctb], Kris Jamsen [ctb], Certara USA, Inc. [cph, fnd]

tidyvpc_1.5.2.tar.gz
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tidyvpc_1.5.2.tgz(r-4.4-any)tidyvpc_1.5.2.tgz(r-4.3-any)
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tidyvpc.pdf |tidyvpc.html
tidyvpc/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/certara/tidyvpc/issues

Datasets:
  • obs_cat_data - Example observed data with categorical DV
  • obs_data - Example observed data with continuous DV
  • sim_cat_data - Example simulated data with categorical DV
  • sim_data - Example simulated data with continuous DV

On CRAN:

8.02 score 10 stars 1 packages 56 scripts 740 downloads 18 exports 44 dependencies

Last updated 5 months agofrom:8590d6c4af. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 31 2024
R-4.5-winOKOct 31 2024
R-4.5-linuxOKOct 31 2024
R-4.4-winOKOct 31 2024
R-4.4-macOKOct 31 2024
R-4.3-winOKOct 31 2024
R-4.3-macOKOct 31 2024

Exports:bin_by_classIntbin_by_eqcutbin_by_ntilebin_by_pambininfobinlessbinningcensoringcheck_ordercut_atnearestnopredcorrectnpdeobservedpredcorrectsimulatedstratifyvpcstats

Dependencies:classclassIntcliclustercolorspacedata.tablee1071eggfansifarverfastDummiesggplot2gluegridExtragtableisobandKernSmoothlabelinglatticelifecyclemagrittrMASSMatrixMatrixModelsmgcvmunsellnlmepillarpkgconfigproxyquantregR6RColorBrewerrlangscalesSparseMstringistringrsurvivaltibbleutf8vctrsviridisLitewithr

Introduction to categorical VPC

Rendered fromtidyvpc_cat.Rmdusingknitr::rmarkdownon Oct 31 2024.

Last update: 2023-10-30
Started: 2021-05-27

Introduction to continuous VPC

Rendered fromtidyvpc_cont.Rmdusingknitr::rmarkdownon Oct 31 2024.

Last update: 2023-10-30
Started: 2021-06-10

tidyvpc with nlmixr2

Rendered fromtidyvpc_nlmixr2.Rmdusingknitr::rmarkdownon Oct 31 2024.

Last update: 2023-10-30
Started: 2023-07-27