Package: pdp 0.8.1

pdp: Partial Dependence Plots

A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.

Authors:Brandon M. Greenwell [aut, cre]

pdp_0.8.1.tar.gz
pdp_0.8.1.zip(r-4.5)pdp_0.8.1.zip(r-4.4)pdp_0.8.1.zip(r-4.3)
pdp_0.8.1.tgz(r-4.5-x86_64)pdp_0.8.1.tgz(r-4.5-arm64)pdp_0.8.1.tgz(r-4.4-x86_64)pdp_0.8.1.tgz(r-4.4-arm64)pdp_0.8.1.tgz(r-4.3-x86_64)pdp_0.8.1.tgz(r-4.3-arm64)
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pdp_0.8.1.tgz(r-4.4-emscripten)pdp_0.8.1.tgz(r-4.3-emscripten)
pdp.pdf |pdp.html✨
pdp/json (API)
NEWS

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

Bug tracker:https://github.com/bgreenwell/pdp/issues

Datasets:
  • boston - Boston Housing Data
  • pima - Pima Indians Diabetes Data

On CRAN:

Conda:

black-box-modelmachine-learningpartial-dependence-functionpartial-dependence-plotvisualization

11.72 score 93 stars 8 packages 1.1k scripts 7.0k downloads 16 mentions 5 exports 31 dependencies

Last updated 3 years agofrom:4f22141faf. Checks:4 OK, 7 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 03 2025
R-4.5-win-x86_64NOTEMar 03 2025
R-4.5-mac-x86_64NOTEMar 03 2025
R-4.5-mac-aarch64NOTEMar 03 2025
R-4.5-linux-x86_64NOTEMar 03 2025
R-4.4-win-x86_64NOTEMar 03 2025
R-4.4-mac-x86_64NOTEMar 03 2025
R-4.4-mac-aarch64NOTEMar 03 2025
R-4.3-win-x86_64OKMar 03 2025
R-4.3-mac-x86_64OKMar 03 2025
R-4.3-mac-aarch64OKMar 03 2025

Exports:exemplarpartialplotPartialtopPredictorstrellis.last.object

Dependencies:clicodetoolscolorspacefansifarverforeachggplot2gluegtableisobanditeratorslabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangscalestibbleutf8vctrsviridisLitewithr

pdp-approximate

Rendered frompdp-approximate.Rnwusingutils::Sweaveon Mar 03 2025.

Last update: 2022-05-27
Started: 2022-05-27

pdp-introduction

Rendered frompdp-intro.Rnwusingutils::Sweaveon Mar 03 2025.

Last update: 2020-04-14
Started: 2020-04-14

pdp-link-function

Rendered frompdp-link-function.Rnwusingutils::Sweaveon Mar 03 2025.

Last update: 2022-05-27
Started: 2022-05-27

Readme and manuals

Help Manual

Help pageTopics
Plotting Partial Dependence Functionsautoplot.cice autoplot.ice autoplot.partial
Boston Housing Databoston
Exemplar observationexemplar exemplar.data.frame exemplar.dgCMatrix exemplar.matrix
Partial Dependence Functionspartial partial.default partial.model_fit
pdp: A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.pdp
Pima Indians Diabetes Datapima
Plotting Partial Dependence FunctionsplotPartial plotPartial.cice plotPartial.ice plotPartial.partial
Extract Most "Important" Predictors (Experimental)topPredictors topPredictors.default topPredictors.train