Liking cljdoc? Tell your friends :D
Clojure only.

tablecloth.api.split

splitclj

(split ds)
(split ds split-type)
(split ds split-type {:keys [seed parallel?] :as opts})

Split given dataset into train and test datasets as a lazy sequence of maps containing with :train and :test keys.

split-type can be one of the following:

  • :kfold - k-fold strategy, :k defines number of folds (defaults to 5), produces k splits
  • :bootstrap - :ratio defines ratio of observations put into result (defaults to 1.0), produces 1 split
  • :holdout - split into two parts with given ratio (defaults to 2/3), produces 1 split
  • :loo - leave one out, produces the same number of splits as number of observations

Additionally you can provide:

  • :seed - for random number generator
  • :repeats - repeat procedure :repeats times
  • :partition-selector - same as in group-by for stratified splitting to reflect dataset structure in splits.

Rows are shuffled before splitting.

In case of grouped dataset each group is processed separately, pairs of grouped dataset are returned.

See more

Split given dataset into train and test datasets as a lazy sequence of maps containing with `:train` and `:test` keys.

`split-type` can be one of the following:

* `:kfold` - k-fold strategy, `:k` defines number of folds (defaults to `5`), produces `k` splits
* `:bootstrap` - `:ratio` defines ratio of observations put into result (defaults to `1.0`), produces `1` split
* `:holdout` - split into two parts with given ratio (defaults to `2/3`), produces `1` split
* `:loo` - leave one out, produces the same number of splits as number of observations

Additionally you can provide:

* `:seed` - for random number generator
* `:repeats` - repeat procedure `:repeats` times
* `:partition-selector` - same as in `group-by` for stratified splitting to reflect dataset structure in splits.

Rows are shuffled before splitting.

In case of grouped dataset each group is processed separately, pairs of grouped dataset are returned.

See [more](https://www.mitpressjournals.org/doi/pdf/10.1162/EVCO_a_00069)
sourceraw docstring

cljdoc is a website building & hosting documentation for Clojure/Script libraries

Keyboard shortcutsReport a problemcljdoc on GitHub
× close