[MRG+2] FEA Add SplineTransformer#18368

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glemaitre merged 79 commits intoscikit-learn:mainfrom

lorentzenchr:splines

Jan 24, 2021

Commits on Sep 9, 2020

MNT fix pep8 line over-indented
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FEA add SplineTransformer
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TST add tests for SplineTransformer
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DOC add user guide entry for SplineTransformer
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CLN fix user guide indentation
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Commits on Sep 12, 2020

CLN fix user guide code example
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ENH change defaults for SplineTransformer
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MNT fix call of linspace for numpy < 1.16
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TST add unity decomposition test for SplineTransformer
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MNT add simplified np.linspace backbort
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MNT use np.linspace backport in SplineTransformer
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CLN fix missing import in user guide
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Commits on Sep 13, 2020

CLN fix SplineTransformer output in user guide code example
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MNT use np.linspace backport in SplineTransformer once more
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CLN remove unnecessary order parameter in numpy.eye
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CLN replace np.quantile by np.percentile for numpy < 1.15
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Commits on Sep 14, 2020

CLN fix input checks and tests
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Commits on Sep 15, 2020

CLN fix bug if no extrapolation required
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TST test that splines of degree=0 are equivalent to KBinsDiscretizer
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MNT make n_knots a positional argument
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Commits on Oct 2, 2020

Merge branch 'master' into splines
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Commits on Oct 3, 2020

MNT change order of positional arguments
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CLN remove author and license in test file
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EXA add SplineTransformer to polynomial interpolation
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CLN pep8
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EXA re-position code for plots in example
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Commits on Oct 6, 2020

CLN address review comments
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Commits on Oct 7, 2020

CLN remove unused import of assert_all_finite
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Merge branch 'master' into splines
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Commits on Oct 26, 2020

CLN revert unrelated code cleaning
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CLN revert unrelated code cleaning again
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CLN revert unrelated code cleaning once again
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Commits on Nov 21, 2020

CLN remove shebang from example
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Commits on Nov 25, 2020

Trigger CI
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Merge branch 'master' into splines
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BUG import numbers
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Commits on Jan 2, 2021

Trigger CI
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Use self._validate_data in transform
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Merge branch 'master' into splines
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Use n_features_in_ and n_features_out_
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Commits on Jan 5, 2021

DOC put n_splines formula at beginning
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DOC put matrices in code block
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Commits on Jan 7, 2021

DOC minor text adjustments
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Commits on Jan 9, 2021

DOC add reference: review of spline function procedures
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EXA simpler generation of x_train
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EXA simplify colors a bit
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TST add test for array-like knot input
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DOC docstrings for tests
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CLN address review comments
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EXA np.sort instead of array.sort()
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MNT BSplines appreciate float64 arrays.
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DOC change version added to 0.25
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DOC add empty line before list
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DOC advantages of splines
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MNT dtype in linspace instead of percentile
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DOC little more precise statements about spline advantages
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Commits on Jan 12, 2021

CLN closer black pep8 style
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DOC better docstrings
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MNT replace private imports in tests
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TST add test for order argument in SplineTransformer
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TST parametrize test_spline_transformer_input_validation
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ENH if X in FLOAT_DTYPES return X.dtype else float64
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CLN add more comments and address nitpicks
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TST replace assert_array_equal by assert_allclose
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DOC comment about KBinsDiscretizer
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BUG fix bugs in fixes.linspace
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TST add test for retstep in fixes.linspace
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Commits on Jan 13, 2021

DOC common section for polynomials with 2 subsections (poly and spline)
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DOC mention Generating polynomial features in section Discretization
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MNT move SplineTransformer into _polynomial.py
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Commits on Jan 14, 2021

DOC add whats_new
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Merge branch 'master' into splines
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DOC add pr and user to whats_new
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DOC fix title underline length
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CLN revert some minor changes
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DOC fix versionadded
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DOC add read more in usere guide
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Commits on Jan 23, 2021

Merge branch 'main' into splines
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Commits on Jan 24, 2021

add cross-referencing with See Also section
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