Nelson-Gon/manymodelr: manymodelr 0.3.7
Creators
Description
manymodelr 0.3.7
- We no longer use any URLs in vignettes to avoid issues with CRAN checks.
Updated all examples to use the new dataset,
yields
.Topic based vignettes are now available.
Added a new dataset
yields
that may be useful for testing purposes.Fixed issues with
knitr
causing failing builds.Updated docs with newer examples.
- Extended
fit_models
to support model fitting for several variables for several model types.
- Patch related to failing tests on old R releases, skip tests on these.
- Fixed issues for CRAN
Major additions
extract_model_info now supports
glmerMod
andglmmTMB
get_this now works with numeric input and also supports
data.frame
objects.fit_models extends fit_model by building many models at once.
Other changes
get_stats
now drops columns via a vector and not "non_numeric" as previously.Metrics from
multi_model_1
are now more informative with the metric and method wrapped in the naming of the result.
df
was renamed asold_data
inmulti_model_1
,newdata
tonew_data
.
plot_corr
now directly acceptsdata.frame
objects. Arguments likeround_values
have also been dropped.
- Fixed DOI to Max Kuhn's paper
- Refactored
get_mode
to betidy
compliant.
- The argument
valid
was dropped inmulti_model_1
.
get_all
was dropped inselect_percentile
.
select_col
,select_percentile
,row_mean_na
will be removed in the next release.
row_mean_na
is now defunct. Usena_replace
instead.
na_replace
no longer allows using functions such asmean
,min
, etc. These have been reimplemented in the package mde
modeleR
is now defunct. Usefit_model
instead.get_this
no longer accepts non quoted character strings.Better coverage and code tests
Fixes paper citation
manymodelr 0.2.3New functions
plot_corr
has been added to allow plotting of correlation matrices produced byget_var_corr_
.na_replace_grouped
extendsna_replace
by allowing replacement of missing values(NA
s) by group.add_model_predictions
allows addition of predicted values to a data set.add_model_residuals
is an easy to use anddplyr
compatible wrapper that allows addition of residuals to a data set.extract_model_info
allows easy extraction of common model attributes such as p values, residuals, coefficients, etc as per the specific model type. It supports extraction of multiple attributes.multi_model_2
allows fitting and predicting in one function. It is similar tomulti_model_1
except it does not require metrics.
Major Changes
modeleR
has been replaced withfit_model
which is an easier to remember name. Usage remains the same.fit_model
no longer allows direct addition of predictions. Useadd_model_predictions
to achieve the same.
na_replace
has been extended to allow for user defined values.rowdiff
now accepts replacement of the calculation inducedNA
s. It does so by usingna_replace
.get_var_corr_
now supports using only a subset of the data.Helper functions are no longer exported.
get_data_Stats
is now aliased withget_stats
for ease.get_var_corr
no longer has theget_all
argument. Instead, users can provide an optionother_vars
vector of subset columns.drop_columns
has also been changed fromboolean
to a character vector.
Minor bug fixes with respect to the vignette.
manymodelr 0.2.1Major Changes
Additions
agg_by_group
is a new function that manipulates grouped data. It is fast and robust for many kinds of functions.rowdiff
is another new function that enable one to find differences between rows in a data.frame object. `get_var_corr
provides a user-friendly way to find correlations between data.get_var_corr_
provides a user-friendly way to find combination-wise correlations. It is relatively fast depending on how big one's data is and/or machine specifications.get_this
is an easy to use helper function to get metrics,predictions, etc. Currently supports lists and data.frame objects.modeleR
androw_mean_na
were removed.
Major Modifications
get_data_Stats
now supports removal of missing data as well as using only numeric data.modeleR
has been fixed to handle new data as expected. It also now supports glm.multi_model_1
now supports either validation or working with new data.row_mean_na
has been replaced with na_replace which is more robust.row_mean_na
will be removed in future versions.
Files
Nelson-Gon/manymodelr-v0.3.7.zip
Files
(1.6 MB)
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Additional details
Related works
- Is supplement to
- https://github.com/Nelson-Gon/manymodelr/tree/v0.3.7 (URL)