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Feature engineering package with sklearn like functionality

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**Describe the bug** When I try to use a cross-validation splitter instead of an integer value in `RecursiveFeatureElimination` I face an error that says `IndexError: list index out of range.`...

Just a first sketch. Let me know what do you think :-)

Request for an inverse-hyperbolic-sine, a.k.a. asinh or pseudolog, transformer. `x->arcsinh(x/2)` behaves like `ln(x)` for large values of `x`, but behaves like `x->x` for small values of `x`; this behavior is...

Closes #388. When `missing_only=True` and `variables=None`, all numerical variables that do **not** contain missing values will be omitted from `self.variables_`. This functionality does not apply to categorical variables.

Per comment in PR: https://github.com/feature-engine/feature_engine/pull/686#pullrequestreview-1544746361 After the PR in the link above gets merged, there will be a general check for duplicated columns for which a test was added in...

List of future pandas warnings ``` c:\users\sole\documents\repositories\feature_engine\feature_engine\creation\math_features.py:212: FutureWarning: The provided callable is currently using Series.sum. In a future version of pandas, the provided callable will be used directly. To keep...

Not sure we can make a variable with negative values cyclical with the sine and cosine. We need to investigate more and if it does not make sense, we need...

Hei, For a project, I created a transformer that given the coordinates of two points on the earth calculates the distance between them. It would be interesting to have in...

- all discretizers apart from arbitrary - all imputers - boxcox, log, power reciprocal and yeojohnson - wrappers Either replace by a dataset from sklearn, or see if we are...

not sure it is possible, and it is certainly a major undertaking but: Is it possible to use something like partial_fit for feature engineering? So that we can allow feature...