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distreg.vis (version 1.7.0)

Framework for the Visualization of Distributional Regression Models

Description

Functions for visualizing distributional regression models fitted using the 'gamlss', 'bamlss' or 'betareg' R package. The core of the package consists of a 'shiny' application, where the model results can be interactively explored and visualized.

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Install

install.packages('distreg.vis')

Monthly Downloads

106

Version

1.7.0

License

GPL-3

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Repository

https://github.com/Stan125/distreg.vis

Maintainer

Stanislaus Stadlmann

Last Published

September 3rd, 2019

Functions in distreg.vis (1.7.0)

Information about supported and not yet supported distribution families

Internal: Plot limit getter

External Function Implementer

distreg.vis function

Internal: Upper- and lower limit of distribution getter

Model distribution family display-er

Internal: Function to obtain all explanatory variables used to fit a model, without the dependent variables

Internal: Function to transform multinomial predictions

Obtain d&p&q functions

pdfcdf_continuous

Internal: Create the pdf/cdf for continuous covariates

Get quantile limits of a distribution

Internal: Family obtainer

Model link functions printer

function Searcher

Model data getter

Plot function: Display the influence of a covariate

plot_multinom_exp

Internal: Plot function as sub-case to plot_moments for multinomial family

Internal: Function that checks whether chosen covariate combinations are in the range of original data. Returns true when there is a cov comb outside of data.

Obtain mean values and reference categories of variables in a data.frame

bad_range_warning

Internal: Function that constructs a warning message for the user when range_checker is TRUE.

distreg.vis: Interactively visualizing distributional regression models

Factor Equalizer

Internal: Discrete Distribution Checker

distreg_checker

Check if model class is supported

formula_printer

Model formulas printer

Internal: Is distreg family

Internal: Transform discrete predictions into a usable df

Internal: Continuous/Mixed Distribution checker

Internal: Is gamlss family?

Internal: Is betareg family?

Internal: Distribution Implementation Checker

Predict parameters of a distreg models' target distribution

gamlss_data_cleaner

GAMLSS expl_data cleaner

Create a dataset to fit models with all possible families in distreg packages

pdfcdf_discrete

Internal: Create the pdf/cdf for discrete covariates

Plot predicted distributional regression models

Compute distributional moments from the parameters

preds_transformer

Sample transformer

Function for better use of formatR's tidy_source

Internal: Limit type getter

reshape_into_long

Internal: Reshape into Long Format

distreg Searcher

Internal: Is bamlss family?

Internal: Distributional Moments implementation checker