rsample 1.1.0
CRAN release: 2022-08-08
rset objects now include all parameters used to create them as attributes (#329).
Objects returned by sliding functions now have an
indexattribute, where appropriate, containing the column name used as an index (#329).Objects returned by
permutations()now have apermutesattribute containing the column name used for permutation (#329).Added
breaksandpoolas attributes to all functions which support stratification (#329).Changed the “strata” attribute on rset objects so that it now is either a character vector identifying the column used to stratify the data, and is not present (set to
NULL) if stratification was not used. (#329)Added a new function,
reshuffle_rset(), which takes anrsetobject and generates a new version of it using the same arguments but the current random seed. (#79, #329)Added arguments to control how
group_vfold_cv()combines groups. Usebalance = "groups"to assign (roughly) the same number of groups to each fold, orbalance = "observations"to assign (roughly) the same number of observations to each fold.Added a
repeatsargument togroup_vfold_cv()(#330).Added new functions for grouped resampling:
group_mc_cv()(#313),group_initial_split()andgroup_validation_split()(#315), andgroup_bootstraps()(#316).Added a new function,
reverse_splits(), to swap analysis and assessment splits (#319, #284).Improved the error thrown when calling
assessment()on aperm_splitobject created bypermutations()(#321, #322).
rsample 1.0.0
CRAN release: 2022-06-24
Fixed how
nested_cv()handles call objects so variables in the environment can be used when specifying resampling schemes (#81).Updated to testthat 3e (#280) and added better checking for
vfold_cv()(#293).Finally removed the
gather()method forrsetobjects. Usetidyr::pivot_longer()instead (#280).Changed
initial_split()to avoid calling tidyselect twice onstrata(#296). This fix stopsinitial_split()from generating messages like:
Note: Using an external vector in selections is ambiguous.
i Use `all_of(strata)` instead of `strata` to silence this message.
i See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
- Added better printing methods for initial split objects.
rsample 0.1.1
CRAN release: 2021-11-08
Updated documentation on stratified sampling (#245).
Changed
make_splits()to an S3 generic, with the original functionality a method forlistand a new method for dataframes that allows users to create a split from existing analysis & assessment sets (@LiamBlake, #246).Added
validation_time_split()for a single validation sample taking the first samples for training (@mine-cetinkaya-rundel, #256).Escalated the deprecation of the
gather()method forrsetobjects to a hard deprecation. Usetidyr::pivot_longer()instead (#257).Changed resample “fingerprint” to hash the indices only rather than the entire resample result (including the data object). This is much faster and will still ensure the same resample for the same original data object (#259).
rsample 0.1.0
CRAN release: 2021-05-08
Fixed how
mc_cv(),initial_split(), andvalidation_split()use thepropargument to first compute the assessment indices, rather than the analysis indices. This is a minor but breaking change in some situations; the previous implementation could cause an inconsistency in the sizes of the generated analysis and assessment sets when compared to howpropis documented to function (#217, @issactoast).Fixed problem with creation of
apparent()(#223) andcaret2rsample()(#232) resamples.Re-licensed package from GPL-2 to MIT. See consent from copyright holders here.
Attempts to stratify on a
Survobject now error more informatively (#230).Exposed
poolargument frommake_strata()in user-facing resampling functions (#229).Deprecated the
gather()method forrsetobjects in favor oftidyr::pivot_longer()(#233).Fixed bug in
make_strata()for numeric variables withNAvalues (@brian-j-smith, #236).
rsample 0.0.9
CRAN release: 2021-02-17
New
rset_reconstruct(), a developer tool to ease creation of new rset subclasses (#210).Added
permutations(), a function for creating permutation resamples by performing column-wise shuffling (@mattwarkentin, #198).Fixed an issue where empty assessment sets couldn’t be created by
make_splits()(#188).rsetobjects now contain a “fingerprint” attribute that can be used to check to see if the same object uses the same resamples.The
reg_intervals()function is a convenience function forlm(),glm(),survreg(), andcoxph()models (#206).A few internal functions were exported so that
rsample-adjacent packages can use the same underlying code.Changed the inheritance structure for
rsplitobjects from specific to general and simplified the methods for thecomplement()generic (#216).
rsample 0.0.8
CRAN release: 2020-09-23
New
manual_rset()for constructing rset objects manually from custom rsplits (tidymodels/tune#273).Three new time based resampling functions have been added:
sliding_window(),sliding_index(), andsliding_period(), which have more flexibility than the pre-existingrolling_origin().Correct
alphaparameter handling for bootstrap CI functions (#179, #184).
rsample 0.0.7
CRAN release: 2020-06-04
Lower threshold for pooling strata to 10% (from 15%) (#149).
The
print()methods forrsplitandval_splitobjects were adjusted to show"<Analysis/Assess/Total>"and<Training/Validation/Total>, respectively.The
drinks,attrition, andtwo_class_datdata sets were removed. They are in themodeldatapackage.Compatability with
dplyr1.0.0.
rsample 0.0.6
CRAN release: 2020-03-31
Added
validation_set()for making a single resample.Correct the tidy method for bootstraps (#115).
Changes for upcoming `tibble release.
Exported constructors for
rsetandsplitobjects (#40)initial_time_split()androlling_origin()now have alagparameter that ensures that previous data are available so that lagged variables can be calculated. (#135, #136)
rsample 0.0.5
CRAN release: 2019-07-12
- Added three functions to compute different bootstrap confidence intervals.
- A new function (
add_resample_id()) augments a data frame with columns for the resampling identifier. - Updated
initial_split(),mc_cv(),vfold_cv(),bootstraps(), andgroup_vfold_cv()to use tidyselect on the stratification variable. - Updated
initial_split(),mc_cv(),vfold_cv(),bootstraps()with newbreaksparameter that specifies the number of bins to stratify by for a numeric stratification variable.
rsample 0.0.4
CRAN release: 2019-01-07
Small maintenance release.
Minor improvements and fixes
-
fill()was removed per the deprecation warning. - Small changes were made for the new version of
tibble.
rsample 0.0.3
CRAN release: 2018-11-20
New features
- Added function
initial_time_split()for ordered initial sampling appropriate for time series data.
Minor improvements and fixes
fill()has been renamedpopulate()to avoid a conflict withtidyr::fill().Changed the R version requirement to be R >= 3.1 instead of 3.3.3.
The
recipes-relatedprepperfunction was moved to therecipespackage. This makes thersampleinstall footprint much smaller.rsplitobjects are shown differently inside of a tibble.Moved from the
broompackage to thegenericspackage.
rsample 0.0.2
CRAN release: 2017-11-12
-
initial_split,training, andtestingwere added to do training/testing splits prior to resampling. - Another resampling method,
group_vfold_cv, was added. -
caret2rsampleandrsample2caretcan convertrsetobjects to those used bycaret::trainControland vice-versa. - A function called
form_predcan be used to determine the original names of the predictors in a formula ortermsobject. - A vignette and a function (
prepper) were included to facilitate using therecipeswithrsample. - A
gathermethod was added forrsetobjects. - A
labelsmethod was added forrsplitobjects. This can help identify which resample is being used even when the wholersetobject is not available. - A variety of
dplyrmethods were added (e.g.filter,mutate, etc) that work without dropping classes or attributes of thersampleobjects.
