sklearn ------- +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'random' | 'nndsvd' | 'nndsvda' | 'nndsvdar' | 'custom' | | - 'random' | 'nndsvd' | 'nndsvda' | 'nndsvdar' | 'custom' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None | 'random' | 'nndsvd' | 'nndsvda' | 'nndsvdar' | | - :xref_param_type:`None` | 'random' | 'nndsvd' | 'nndsvda' | 'nndsvdar' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None | 'random' | 'nndsvd' | 'nndsvda' | 'nndsvdar' | 'custom' | | - :xref_param_type:`None` | 'random' | 'nndsvd' | 'nndsvda' | 'nndsvdar' | 'custom' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [n_samples] | | - :xref_param_type:`array `, [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples,), optional | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, | | - int, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - "all" or array of indices or mask | | - "all" or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`indices` or :xref_param_type:`mask` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - "array-like, shape (n_samples,) | | - "array-like, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - "auto", "full" or "elkan", default="auto" | | - "auto", "full" or "elkan", default="auto" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - "linear" | "poly" | "rbf" | "sigmoid" | "cosine" | "precomputed" | | - "linear" | "poly" | "rbf" | "sigmoid" | "cosine" | "precomputed" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'F', 'C' or None (default=None) | | - 'F', 'C' or :xref_param_type:`None` (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'auto' (default), 'QR', 'LU', 'none' | | - 'auto' (default), 'QR', 'LU', 'none' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'auto' or a list of lists/arrays of values. | | - 'auto' or :xref_param_type:`a` :xref_param_type:`list` :xref_param_type:`of` lists/arrays :xref_param_type:`of` values. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'auto', int or array of ints | | - 'auto', :xref_param_type:`int` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`ints ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'batch' | 'online', default='online' | | - 'batch' | 'online', default='online' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'bic' | 'aic' | | - 'bic' | 'aic' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'both' | 'components' | 'transformation' | None | | - 'both' | 'components' | 'transformation' | :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'cd' | 'mu' | | - 'cd' | 'mu' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'dense' (default) | 'sparse' | False | | - 'dense' (default) | 'sparse' | :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'error' (default) or 'ignore' | | - 'error' (default) :xref_param_type:`or` 'ignore' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'euclidean' | 'precomputed', optional, default: 'euclidean' | | - 'euclidean' | 'precomputed', optional, default: 'euclidean' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'l1', 'l2' or None, optional | | - 'l1', 'l2' or :xref_param_type:`None`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'l1', 'l2', or 'max', optional ('l2' by default) | | - 'l1', 'l2', :xref_param_type:`or` 'max', optional ('l2' :xref_param_type:`by` default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'log' | 'squared' | 'multinomial' | | - 'log' | 'squared' | 'multinomial' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'ovo', 'ovr', default='ovr' | | - 'ovo', 'ovr', default='ovr' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'raise' (default) or numeric | | - 'raise' (default) :xref_param_type:`or` :xref_param_type:`numeric` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'sigmoid' or 'isotonic' | | - 'sigmoid' or 'isotonic' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'sigmoid' | 'isotonic' | | - 'sigmoid' | 'isotonic' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 'train' or 'test', 'all', optional | | - 'train' or 'test', 'all', optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (ignored) | | - (:xref_param_type:`ignored`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (int, int) | | - (:xref_param_type:`int`, :xref_param_type:`int`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (low, high), default=(0.05, 0.95) | | - (:xref_param_type:`low`, :xref_param_type:`high`), default=(0.05, 0.95) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (m,) ndarray | | - (m,) :xref_param_type:`ndarray ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (n_components, n_components) array, optional | | - (:xref_param_type:`n_components`, :xref_param_type:`n_components`) :xref_param_type:`array `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (n_samples, n_features) | | - (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (rows, columns) | | - (:xref_param_type:`rows`, :xref_param_type:`columns`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (sparse) array-like, shape (n_samples, n_features) | | - (:xref_param_type:`sparse `) :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (sparse) array-like, shape (n_samples, n_outputs) | | - (:xref_param_type:`sparse `) :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (sparse) array-like, shape = [n_samples, ], [n_samples, n_classes] | | - (:xref_param_type:`sparse `) :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, ], [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (sparse) array-like, shape = [n_samples, ], [n_samples, n_classes]. | | - (:xref_param_type:`sparse `) :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, ], [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`]. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (sparse) array-like, shape = [n_samples, n_classes] | | - (:xref_param_type:`sparse `) :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - (sparse) array-like, shape = [n_samples, n_features] | | - (:xref_param_type:`sparse `) :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 0 < double < 1 (default=.8) | | - 0 < :xref_param_type:`double ` < 1 (default=.8) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 0 or 1, optional (1 by default) | | - 0 or 1, optional (1 :xref_param_type:`by` default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 1D array, shape (n_nodes, ) or None | | - 1D :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_nodes`, ) :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 1D array, shape (n_nodes-1, ) | | - 1D :xref_param_type:`array `, :xref_param_type:`shape` (n_nodes-1, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 1d array-like | | - 1d :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 1d array-like, or label indicator array / sparse matrix | | - 1d :term:`array-like`, :xref_param_type:`or` :xref_param_type:`label` :xref_param_type:`indicator` :xref_param_type:`array ` / :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 1d boolean nd-array | | - 1d :xref_param_type:`boolean ` nd-array | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2-tuple, optional | | - 2-tuple, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array | | - 2D :xref_param_type:`array ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array (n_features, n_features), optional | | - 2D :xref_param_type:`array ` (:xref_param_type:`n_features`, :xref_param_type:`n_features`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array of indices | | - 2D :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`indices` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array, (n_features, n_features) | | - 2D :xref_param_type:`array `, (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array, shape (n_components, n_features) | | - 2D :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array, shape (n_nodes-1, 2) | | - 2D :xref_param_type:`array `, :xref_param_type:`shape` (n_nodes-1, 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D array, shape (n_test_samples, n_features), optional | | - 2D :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_test_samples`, :xref_param_type:`n_features`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D matrix | | - 2D :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D ndarray (n_features, n_features) | | - 2D :xref_param_type:`ndarray ` (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D ndarray, shape (n_features, n_features) | | - 2D :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D ndarray, shape (n_samples, n_features) | | - 2D :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - 2D numpy.ndarray (n_alphas, n_folds) | | - 2D :xref_param_type:`numpy.ndarray` (:xref_param_type:`n_alphas`, :xref_param_type:`n_folds`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - A collection of strings or None, optional (default=None) | | - :xref_param_type:`A` :xref_param_type:`collection` :xref_param_type:`of` :xref_param_type:`strings ` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - A single callable or dict mapping scorer name to the callable | | - :xref_param_type:`A` :xref_param_type:`single` :xref_param_type:`callable` or :xref_param_type:`dict` :xref_param_type:`mapping` :xref_param_type:`scorer` :xref_param_type:`name` :xref_param_type:`to` :xref_param_type:`the` :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - All parameters are stored in the Gaussian Process model object. | | - :xref_param_type:`All` :xref_param_type:`parameters` :xref_param_type:`are` :xref_param_type:`stored` :xref_param_type:`in` :xref_param_type:`the` :xref_param_type:`Gaussian` :xref_param_type:`Process` :xref_param_type:`model` object. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - BaseEstimator | | - :xref_param_type:`BaseEstimator` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - BaseEstimator, None, optional (default=None) | | - :xref_param_type:`BaseEstimator`, :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - BaseGradientBoosting | | - :xref_param_type:`BaseGradientBoosting` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Batch object | | - :xref_param_type:`Batch` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - BernoulliRBM | | - :xref_param_type:`BernoulliRBM` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Boolean | | - :xref_param_type:`Boolean` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Bunch | | - :xref_param_type:`Bunch` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Bunch object | | - :xref_param_type:`Bunch` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Bunch object, a dictionary with attribute access | | - :xref_param_type:`Bunch` :xref_param_type:`object`, :xref_param_type:`a` :xref_param_type:`dictionary ` :xref_param_type:`with` :xref_param_type:`attribute` :xref_param_type:`access` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSC or CSR matrix with shape (n_samples, n_features) | | - :xref_param_type:`CSC` or :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`with` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSC sparse matrix, shape (n_samples, n_features) | | - :xref_param_type:`CSC` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSR matrix with shape (n_samples, n_features) | | - :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`with` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSR matrix with shape [n_components, n_features] | | - :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`with` :xref_param_type:`shape` [:xref_param_type:`n_components`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSR or CSC sparse matrix, shape (n_samples, n_features) | | - :xref_param_type:`CSR` or :xref_param_type:`CSC` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSR or CSC sparse matrix, shape=(n_samples, n_features) | | - :xref_param_type:`CSR` or :xref_param_type:`CSC` :xref_param_type:`sparse ` :xref_param_type:`matrix `, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSR sparse matrix, shape (n_samples, n_features) | | - :xref_param_type:`CSR` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - CSR sparse matrix, shape = (n_samples, n_labels) | | - :xref_param_type:`CSR` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_labels`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - FeatureHasher | | - :xref_param_type:`FeatureHasher` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - FeatureUnion | | - :xref_param_type:`FeatureUnion` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Ignored | | - :xref_param_type:`Ignored` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Imputer | | - :xref_param_type:`Imputer` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Kernel object | | - :xref_param_type:`Kernel` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - LabelBinarizer object | | - :xref_param_type:`LabelBinarizer` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - List of 2D ndarray, shape (n_features, n_features) | | - :xref_param_type:`List` :xref_param_type:`of` 2D :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - List of float | | - :xref_param_type:`List` :xref_param_type:`of` :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - LossFunction | | - :xref_param_type:`LossFunction` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Mapping | | - :xref_param_type:`Mapping` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Mapping or iterable over Mappings | | - :xref_param_type:`Mapping` or :term:`python:iterable` :xref_param_type:`over` :xref_param_type:`Mappings` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Mapping or iterable over Mappings, length = n_samples | | - :xref_param_type:`Mapping` or :term:`python:iterable` :xref_param_type:`over` :xref_param_type:`Mappings`, :xref_param_type:`length` = :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Mapping or iterable, optional | | - :xref_param_type:`Mapping` or :term:`python:iterable`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Matplotlib axis object, default None | | - :xref_param_type:`Matplotlib` :xref_param_type:`axis` :xref_param_type:`object`, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - NearestNeighbors object | | - :xref_param_type:`NearestNeighbors` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None of an (n_components, n_components) ndarray | | - :xref_param_type:`None` :xref_param_type:`of` :xref_param_type:`an` (:xref_param_type:`n_components`, :xref_param_type:`n_components`) :xref_param_type:`ndarray ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None or array, shape=(n_samples, n_components) | | - :xref_param_type:`None` or :xref_param_type:`array `, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None or collection of string or unicode | | - :xref_param_type:`None` or :xref_param_type:`collection` :xref_param_type:`of` :xref_param_type:`string ` or :xref_param_type:`unicode` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None or dtype, optional | | - :xref_param_type:`None` or :xref_param_type:`dtype `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None or float, optional. | | - :xref_param_type:`None` or :xref_param_type:`float`, optional. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None | array, shape=(n_components, n_components) | | - :xref_param_type:`None` | :xref_param_type:`array `, shape=(:xref_param_type:`n_components`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None | array, shape=(n_features,) | | - :xref_param_type:`None` | :xref_param_type:`array `, shape=(n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None | int | instance of RandomState | | - :xref_param_type:`None` | :xref_param_type:`int` | :xref_param_type:`instance` :xref_param_type:`of` :xref_param_type:`RandomState` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None | list | | - :xref_param_type:`None` | :xref_param_type:`list` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, 'SA', 'SF', 'http', 'smtp' | | - :xref_param_type:`None`, 'SA', 'SF', 'http', 'smtp' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, 'l2' or 'l1' or 'elasticnet' | | - :xref_param_type:`None`, 'l2' or 'l1' or 'elasticnet' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, 0 or 1 | | - :xref_param_type:`None`, 0 or 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, int or RandomState, default=None | | - :xref_param_type:`None`, :xref_param_type:`int` or :xref_param_type:`RandomState`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, str or object with the joblib.Memory interface | | - :xref_param_type:`None`, :xref_param_type:`str` or :xref_param_type:`object` :xref_param_type:`with` :xref_param_type:`the` :xref_param_type:`joblib.Memory` :xref_param_type:`interface` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, str or object with the joblib.Memory interface, optional | | - :xref_param_type:`None`, :xref_param_type:`str` or :xref_param_type:`object` :xref_param_type:`with` :xref_param_type:`the` :xref_param_type:`joblib.Memory` :xref_param_type:`interface`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - None, str or object with the joblib.Memory interface, optional (default=None) | | - :xref_param_type:`None`, :xref_param_type:`str` or :xref_param_type:`object` :xref_param_type:`with` :xref_param_type:`the` :xref_param_type:`joblib.Memory` :xref_param_type:`interface`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Numpy Array | | - :xref_param_type:`Numpy` :xref_param_type:`Array` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Passthrough for ``Pipeline`` compatibility. | | - :xref_param_type:`Passthrough` :xref_param_type:`for` ``Pipeline`` compatibility. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Pipeline | | - :xref_param_type:`Pipeline` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - RandomState | | - :xref_param_type:`RandomState` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - RandomState instance or None | | - :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Returns self. | | - :xref_param_type:`Returns` self. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - String. Name of csv file to be loaded from | | - String. :xref_param_type:`Name` :xref_param_type:`of` :xref_param_type:`csv` :xref_param_type:`file` :xref_param_type:`to` :xref_param_type:`be` :xref_param_type:`loaded` :xref_param_type:`from` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - TfidfVectorizer | | - :xref_param_type:`TfidfVectorizer` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - Tree object | | - :xref_param_type:`Tree` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - True | False | 'auto' | | - :xref_param_type:`True` | :xref_param_type:`False` | 'auto' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - True | False | 'auto' | array-like | | - :xref_param_type:`True` | :xref_param_type:`False` | 'auto' | :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - True | False | array-like | | - :xref_param_type:`True` | :xref_param_type:`False` | :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - True | False | array-like, default=False | | - :xref_param_type:`True` | :xref_param_type:`False` | :term:`array-like`, default=False | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - True, False or 'auto' (default) | | - :xref_param_type:`True`, :xref_param_type:`False` or 'auto' (default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - True, bool, | | - :xref_param_type:`True`, bool, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ['auto'|'arpack'|'dense'] | | - ['auto'|'arpack'|'dense'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - _CFNode | | - :xref_param_type:`_CFNode` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - a cross-validation generator instance. | | - :xref_param_type:`a` cross-validation :xref_param_type:`generator` instance. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - a cross-validator instance. | | - :xref_param_type:`a` cross-validator instance. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - a numpy dtype or None | | - :xref_param_type:`a` :xref_param_type:`numpy` :xref_param_type:`dtype ` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - an estimator | | - :xref_param_type:`an` :xref_param_type:`estimator` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - an integer, (default 500) | | - :xref_param_type:`an` :xref_param_type:`integer `, (default 500) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - any | | - :xref_param_type:`any` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array | | - :xref_param_type:`array ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array (opt.), shape (n_samples_X, n_samples_X, n_dims) | | - :xref_param_type:`array ` (opt.), :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_samples_X`, :xref_param_type:`n_dims`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array [n_core_samples] | | - :xref_param_type:`array ` [:xref_param_type:`n_core_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array [n_samples] | | - :xref_param_type:`array ` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array [n_samples_a, n_samples_a] if metric == "precomputed", or, [n_samples_a, n_features] otherwise | | - :xref_param_type:`array ` [:xref_param_type:`n_samples_a`, :xref_param_type:`n_samples_a`] :xref_param_type:`if` :xref_param_type:`metric` == "precomputed", :xref_param_type:`or`, [:xref_param_type:`n_samples_a`, :xref_param_type:`n_features`] :xref_param_type:`otherwise` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array [n_samples_a, n_samples_a] or [n_samples_a, n_samples_b] | | - :xref_param_type:`array ` [:xref_param_type:`n_samples_a`, :xref_param_type:`n_samples_a`] :xref_param_type:`or` [:xref_param_type:`n_samples_a`, :xref_param_type:`n_samples_b`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array [n_samples_b, n_features] | | - :xref_param_type:`array ` [:xref_param_type:`n_samples_b`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array [n_samples_b, n_features], optional | | - :xref_param_type:`array ` [:xref_param_type:`n_samples_b`, :xref_param_type:`n_features`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array like or sparse matrix of size (n_samples, n_outputs) | | - :xref_param_type:`array ` :xref_param_type:`like` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`size` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array like, matrix, sparse matrix | | - :xref_param_type:`array ` :xref_param_type:`like`, :xref_param_type:`matrix `, :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of float | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of float, shape (n_features,) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float`, :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of float, shape = [n_samples] or [n_samples, n_outputs] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of float, shape=(len(list(cv)),) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float`, shape=(:xref_param_type:`len`\(:xref_param_type:`list`\(:xref_param_type:`cv`)),) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of floats | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`floats ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of floats with shape [n_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`floats ` :xref_param_type:`with` :xref_param_type:`shape` [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of int | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of int or None, default=None | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`int` or :xref_param_type:`None`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of int, shape = [n_samples] or [n_samples, n_outputs] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`int`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of integers, shape: n_samples | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`integers `, shape: :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of labels | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`labels` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_clusters, X.shape[0],) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_clusters`, :xref_param_type:`X.shape`\[0],) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_clusters, X.shape[1],) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_clusters`, :xref_param_type:`X.shape`\[1],) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_components, n_features) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_components, n_features), | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`), | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_components, n_samples) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_features, n_components) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_features, n_samples) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_features,) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples, n_components) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples, n_components), | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`), | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples, n_dimensions) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_dimensions`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples, n_features) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples,) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples_1, n_features) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_1`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples_2, n_features) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_2`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples_X, n_features) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples_X, n_samples_Y) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_samples_Y`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape (n_samples_Y, n_features) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_Y`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_classes] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_classes] or a list of such arrays | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_classes`] :xref_param_type:`or` :xref_param_type:`a` :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`such` :xref_param_type:`arrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_samples, n_classes] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_samples, n_classes], or a list of n_outputs | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`], :xref_param_type:`or` :xref_param_type:`a` :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`n_outputs` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_samples, n_classes], or a list of n_outputs such arrays if n_outputs > 1. | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`], :xref_param_type:`or` :xref_param_type:`a` :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`n_outputs` :xref_param_type:`such` :xref_param_type:`arrays` :xref_param_type:`if` :xref_param_type:`n_outputs` > 1. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_samples] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape = [n_samples] or [n_samples, n_outputs] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_class] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_class`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_components, n_samples] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_components`, :xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_dim, n_dim] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_dim`, :xref_param_type:`n_dim`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_features, n_components] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_features, n_samples] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`, :xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_features] or [n_features, n_targets], optional | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`] :xref_param_type:`or` [:xref_param_type:`n_features`, :xref_param_type:`n_targets`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_features], optional (default=None) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`], optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, 10] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, 10] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, 2] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, 2] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, 3] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, 3] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, 4] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, 4] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, n_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, n_original_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_original_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples, n_selected_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_selected_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples,] or [n_samples, n_classes] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [n_samples,] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples] or [n_samples, n_outputs] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_samples] or [n_samples, n_targets] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape [n_subsets_of_features] | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_subsets_of_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape `shape` | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` `shape` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape(n_samples) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape`\(:xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape(n_samples). | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape`\(:xref_param_type:`n_samples`). | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of shape(n_samples, n_dimensions) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape`\(:xref_param_type:`n_samples`, :xref_param_type:`n_dimensions`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array of size (n_estimators + 1, ) | | - :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`size` (:xref_param_type:`n_estimators` + 1, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or CSR matrix of shape [n_samples, n_classes] | | - :xref_param_type:`array ` or :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or CSR matrix with shape [n_components, n_features] | | - :xref_param_type:`array ` or :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`with` :xref_param_type:`shape` [:xref_param_type:`n_components`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or CSR matrix, shape (n_samples, n_classes) | | - :xref_param_type:`array ` or :xref_param_type:`CSR` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or None, shape (n_targets,) | | - :xref_param_type:`array ` or :xref_param_type:`None`, :xref_param_type:`shape` (n_targets,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or indicator matrix | | - :xref_param_type:`array ` or :xref_param_type:`indicator` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or list of array of shape (n_classes,) | | - :xref_param_type:`array ` or :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or list of array of shape = [n_classes] | | - :xref_param_type:`array ` or :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse (CSR) matrix of shape (n_samples, n_features), or array of shape (n_samples, n_samples) | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` (:xref_param_type:`CSR`) :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`), :xref_param_type:`or` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse (CSR) matrix of shape (n_samples, n_features), or array of shape (n_samples, n_samples) | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` (:xref_param_type:`CSR`) :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`), :xref_param_type:`or` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse CSR matrix of shape [n_samples, n_classes] | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse matrix | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse matrix of shape (n_samples, n_classes) | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse matrix of shape [n_samples,] or [n_samples, n_classes] | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [n_samples,] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse matrix, shape = [n_samples, n_labels] | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array or sparse matrix, shape=(n_samples, n_features_new) | | - :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_features_new`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array with shape (n_samples * (n_samples - 1) / 2, n_features) | | - :xref_param_type:`array ` :xref_param_type:`with` :xref_param_type:`shape` (:xref_param_type:`n_samples` * (:xref_param_type:`n_samples` - 1) / 2, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, | | - array, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, (n_components, n_features) | | - :xref_param_type:`array `, (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, (n_components,) | | - :xref_param_type:`array `, (n_components,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, (n_samples, n_components) | | - :xref_param_type:`array `, (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, (n_samples, n_features) | | - :xref_param_type:`array `, (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [n_clusters, n_features] | | - :xref_param_type:`array `, [:xref_param_type:`n_clusters`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [n_components, n_features] | | - :xref_param_type:`array `, [:xref_param_type:`n_components`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [n_samples, n_components] | | - :xref_param_type:`array `, [:xref_param_type:`n_samples`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [n_samples, n_features] | | - :xref_param_type:`array `, [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [n_samples] | | - :xref_param_type:`array `, [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [p, n_components] | | - :xref_param_type:`array `, [:xref_param_type:`p`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [p, q] | | - :xref_param_type:`array `, [:xref_param_type:`p`, :xref_param_type:`q`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, [q, n_components] | | - :xref_param_type:`array `, [:xref_param_type:`q`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, dtype float, shape (n_samples), optional | | - :xref_param_type:`array `, :xref_param_type:`dtype ` :xref_param_type:`float`, :xref_param_type:`shape` (:xref_param_type:`n_samples`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, optional, default None | | - :xref_param_type:`array `, optional, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, optional, shape (n_classes,) | | - :xref_param_type:`array `, optional, :xref_param_type:`shape` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, optional, shape = [n_classes] | | - :xref_param_type:`array `, optional, :xref_param_type:`shape` = [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, same shape as n_samples_leaf | | - :xref_param_type:`array `, :xref_param_type:`same` :xref_param_type:`shape` :xref_param_type:`as` :xref_param_type:`n_samples_leaf` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shap (n_samples,) | | - :xref_param_type:`array `, :xref_param_type:`shap` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (1, n_features) if n_classes == 2 else (n_classes, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (1, :xref_param_type:`n_features`) :xref_param_type:`if` :xref_param_type:`n_classes` == 2 :xref_param_type:`else` (:xref_param_type:`n_classes`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (1, n_features) or (n_classes, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (1, :xref_param_type:`n_features`) :xref_param_type:`or` (:xref_param_type:`n_classes`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (1,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (1,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (1,) if n_classes == 2 else (n_classes,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (1,) :xref_param_type:`if` :xref_param_type:`n_classes` == 2 :xref_param_type:`else` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (1,) or (n_classes,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (1,) :xref_param_type:`or` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (M, N) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`M`, :xref_param_type:`N`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (M, N) or (M, ) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`M`, :xref_param_type:`N`) :xref_param_type:`or` (:xref_param_type:`M`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (`n_components`, `n_features`) | | - :xref_param_type:`array `, :xref_param_type:`shape` (`n_components`, `n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (`n_components`,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (`n_components`,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (k, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`k`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (k,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (k,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_alphas + 1,) | list of n_targets such arrays | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_alphas` + 1,) | :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`n_targets` :xref_param_type:`such` :xref_param_type:`arrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_alphas, n_folds) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_alphas`, :xref_param_type:`n_folds`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_alphas, n_folds) or (n_l1_ratio, n_alphas, n_folds) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_alphas`, :xref_param_type:`n_folds`) :xref_param_type:`or` (:xref_param_type:`n_l1_ratio`, :xref_param_type:`n_alphas`, :xref_param_type:`n_folds`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_alphas,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_alphas,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_bins,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_bins,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes * n_features,) or | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_classes` * n_features,) :xref_param_type:`or` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes, ) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_classes`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_classes`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes, n_folds, n_cs) or (1, n_folds, n_cs) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_classes`, :xref_param_type:`n_folds`, :xref_param_type:`n_cs`) :xref_param_type:`or` (1, :xref_param_type:`n_folds`, :xref_param_type:`n_cs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes,) or (1, ) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_classes,) :xref_param_type:`or` (1, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_classes,) or (n_classes - 1,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_classes,) :xref_param_type:`or` (:xref_param_type:`n_classes` - 1,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_clusters, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_clusters`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_clusters,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_clusters,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_components) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_components, n_components) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_components, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_components, n_features) | None. | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | None. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_components, n_features, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_components,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_components,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_cs,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_cs,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_cv_alphas,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_cv_alphas,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_dims,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_dims,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_estimators, n_samples) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_estimators`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, ) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, ) or (n_targets, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, ) :xref_param_type:`or` (:xref_param_type:`n_targets`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, ) | None | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, ) | :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_alphas + 1) | list of n_targets such arrays | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_alphas` + 1) | :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`n_targets` :xref_param_type:`such` :xref_param_type:`arrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_alphas + 1) or list | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_alphas` + 1) :xref_param_type:`or` :xref_param_type:`list` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_alphas) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_alphas`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_alphas) or (n_outputs, n_features, n_alphas) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_alphas`) :xref_param_type:`or` (:xref_param_type:`n_outputs`, :xref_param_type:`n_features`, :xref_param_type:`n_alphas`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_components) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features, n_nonzero_coefs) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_nonzero_coefs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features,) or (n_classes, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_features,) :xref_param_type:`or` (:xref_param_type:`n_classes`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features,) or (n_features, n_targets) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_features,) :xref_param_type:`or` (:xref_param_type:`n_features`, :xref_param_type:`n_targets`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features,) or (n_targets, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_features,) :xref_param_type:`or` (:xref_param_type:`n_targets`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_features,) | (n_targets, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_features,) | (:xref_param_type:`n_targets`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_folds, n_cv_alphas) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_folds`, :xref_param_type:`n_cv_alphas`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_l1_ratio, n_alpha, n_folds) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_l1_ratio`, :xref_param_type:`n_alpha`, :xref_param_type:`n_folds`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_nonzero_coefs,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_nonzero_coefs,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_params,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_params,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_permutations,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_permutations,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_query, self.n_neighbors) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_query`, :xref_param_type:`self.n_neighbors`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples * (n_samples-1) / 2,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples` * (n_samples-1) / 2,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, k) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`k`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_classes) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_component) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_component`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_components) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_components) | None | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_features) or (n_samples, n_samples) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_neighbors) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_neighbors`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples, n_samples) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples,) of arrays | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,) :xref_param_type:`of` :xref_param_type:`arrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples,) or (n_samples, n_targets) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_targets`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples,), optional | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_X, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_X, n_kernels) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_kernels`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_X, n_samples_X, n_dims, n_kernels) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_samples_X`, :xref_param_type:`n_dims`, :xref_param_type:`n_kernels`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_X, n_samples_Y) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_samples_Y`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_X, n_samples_Y, n_kernels) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_samples_Y`, :xref_param_type:`n_kernels`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_X,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_samples_X,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_samples_Y, n_features), (optional, default=None) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_samples_Y`, :xref_param_type:`n_features`), (optional, default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_tasks, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_tasks`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_tasks,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_tasks,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_ticks, n_cv_folds) | | - :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_ticks`, :xref_param_type:`n_cv_folds`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (n_unique_ticks,), dtype int | | - :xref_param_type:`array `, :xref_param_type:`shape` (n_unique_ticks,), :xref_param_type:`dtype ` :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape (nsamples,) | | - :xref_param_type:`array `, :xref_param_type:`shape` (nsamples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (``n_samples``, ) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (``n_samples``, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (image_height, image_width) or | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`image_height`, :xref_param_type:`image_width`) :xref_param_type:`or` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_features, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_features,) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_kernel_params,), optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = (n_kernel_params,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_patches, patch_height, patch_width) or | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_patches`, :xref_param_type:`patch_height`, :xref_param_type:`patch_width`) :xref_param_type:`or` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples, ), dtype = bool | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, ), :xref_param_type:`dtype ` = :xref_param_type:`bool` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples, [n_output_dims]) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, [:xref_param_type:`n_output_dims`]) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples, image_height, image_width) or | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`image_height`, :xref_param_type:`image_width`) :xref_param_type:`or` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples, n_samples), optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples,) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples,) component memberships | | - :xref_param_type:`array `, :xref_param_type:`shape` = (n_samples,) :xref_param_type:`component` :xref_param_type:`memberships` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples,), optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_samples_X, [n_output_dims], n_samples) | | - :xref_param_type:`array `, :xref_param_type:`shape` = (:xref_param_type:`n_samples_X`, [:xref_param_type:`n_output_dims`], :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = (n_unique_ticks,), dtype int | | - :xref_param_type:`array `, :xref_param_type:`shape` = (n_unique_ticks,), :xref_param_type:`dtype ` :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [1, n_SV] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [1, :xref_param_type:`n_SV`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [1, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [1, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [1, n_features] if n_classes == 2 else [n_classes, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [1, :xref_param_type:`n_features`] :xref_param_type:`if` :xref_param_type:`n_classes` == 2 :xref_param_type:`else` [:xref_param_type:`n_classes`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [1,] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [1,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [14, 1592, 1212] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [14, 1592, 1212] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [1] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [1] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [1] if n_classes == 2 else [n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [1] :xref_param_type:`if` :xref_param_type:`n_classes` == 2 :xref_param_type:`else` [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [>2] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [>2] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [`n_classes`] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_class * (n_class-1) / 2] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_class` * (n_class-1) / 2] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_class-1, n_SV] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [n_class-1, :xref_param_type:`n_SV`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_class-1, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [n_class-1, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_classes, n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_classes`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_classes, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_classes`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_classes,n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [n_classes,n_features] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_classes], optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_classes`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_core_samples, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_core_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_core_samples] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_core_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_estimators] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_estimators`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features, n_grid] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_features`, :xref_param_type:`n_grid`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features, n_reg_parameter] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_features`, :xref_param_type:`n_reg_parameter`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features,] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [n_features,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features] if n_classes == 2 else [n_classes, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_features`] :xref_param_type:`if` :xref_param_type:`n_classes` == 2 :xref_param_type:`else` [:xref_param_type:`n_classes`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features] or [n_targets, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_features`] :xref_param_type:`or` [:xref_param_type:`n_targets`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_features], or None | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_features`], :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_labels] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_labels], optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_labels`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_labels], optional (default=None) | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_labels`], optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_observations,] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [n_observations,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, k] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`k`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_alphas] or shape = [n_samples, n_targets, n_alphas], optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_alphas`] :xref_param_type:`or` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_targets`, :xref_param_type:`n_alphas`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_alphas] or shape = [n_samples, n_responses, n_alphas], optional | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_alphas`] :xref_param_type:`or` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_responses`, :xref_param_type:`n_alphas`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_classes] or [n_samples,] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] :xref_param_type:`or` [n_samples,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_classes] or [n_samples] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] :xref_param_type:`or` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_clusters] or [n_clusters] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_clusters`] :xref_param_type:`or` [:xref_param_type:`n_clusters`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_components] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples, n_labels] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples] or [n_samples, n_outputs] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples] or [n_samples, n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples] or [n_samples, n_outputs] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_samples] or [n_samples, n_targets] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_subpopulation, n_features + intercept] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_subpopulation`, :xref_param_type:`n_features` + :xref_param_type:`intercept`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_subpopulation, n_subsamples] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_subpopulation`, :xref_param_type:`n_subsamples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_thresholds + 1] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_thresholds` + 1] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_thresholds <= len(np.unique(probas_pred))] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_thresholds` <= :xref_param_type:`len`\(:xref_param_type:`np.unique`\(:xref_param_type:`probas_pred`))] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_thresholds <= len(np.unique(y_score))] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_thresholds` <= :xref_param_type:`len`\(:xref_param_type:`np.unique`\(:xref_param_type:`y_score`))] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [n_thresholds] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_thresholds`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [p, n_components] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`p`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = [q, n_components] | | - :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`q`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape = image_size | | - :xref_param_type:`array `, :xref_param_type:`shape` = :xref_param_type:`image_size` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape [n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape [n_features, n_classes] | | - :xref_param_type:`array `, :xref_param_type:`shape` [:xref_param_type:`n_features`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape [n_samples, k] | | - :xref_param_type:`array `, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`k`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape [n_samples,] | | - :xref_param_type:`array `, :xref_param_type:`shape` [n_samples,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape [n_samples] if axis=1 else [n_features] | | - :xref_param_type:`array `, :xref_param_type:`shape` [:xref_param_type:`n_samples`] :xref_param_type:`if` axis=1 :xref_param_type:`else` [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape ``(n_folds, len(Cs_), n_features)`` or ``(n_folds, len(Cs_), n_features + 1)`` | | - :xref_param_type:`array `, :xref_param_type:`shape` ``(n_folds, len(Cs_), n_features)`` or ``(n_folds, len(Cs_), n_features + 1)`` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape ~ [n_grid] | | - :xref_param_type:`array `, :xref_param_type:`shape` ~ [:xref_param_type:`n_grid`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape(k, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape`\(:xref_param_type:`k`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape(n_cs,) | | - :xref_param_type:`array `, :xref_param_type:`shape`\(n_cs,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape(n_samples, n_features) | | - :xref_param_type:`array `, :xref_param_type:`shape`\(:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=(n_classes, n_points) | | - :xref_param_type:`array `, shape=(:xref_param_type:`n_classes`, :xref_param_type:`n_points`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=(n_components, n_components) | | - :xref_param_type:`array `, shape=(:xref_param_type:`n_components`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=(n_components, n_samples) | | - :xref_param_type:`array `, shape=(:xref_param_type:`n_components`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=(n_features,) | | - :xref_param_type:`array `, shape=(n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=(n_samples, n_components) | | - :xref_param_type:`array `, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=(n_samples,) | | - :xref_param_type:`array `, shape=(n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=[n_clusters, n_features] | | - :xref_param_type:`array `, shape=[:xref_param_type:`n_clusters`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=[n_samples, n_features] or [n_features] | | - :xref_param_type:`array `, shape=[:xref_param_type:`n_samples`, :xref_param_type:`n_features`] :xref_param_type:`or` [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=[n_samples, n_features], optional | | - :xref_param_type:`array `, shape=[:xref_param_type:`n_samples`, :xref_param_type:`n_features`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array, shape=[n_samples] | | - :xref_param_type:`array `, shape=[:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like | | - :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of float, shape = (n_samples, n_classes) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`float`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of float, shape = (n_samples, n_classes) or (n_samples,) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`float`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) :xref_param_type:`or` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of floats, shape (n_samples, n_features) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`floats `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of int | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of int with shape (n_samples,) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`int` :xref_param_type:`with` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape (n_samples, n_estimators), or int. | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_estimators`), :xref_param_type:`or` int. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape (n_samples, n_features) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape (n_samples,) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape (n_samples_X, n_features) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_X`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = (n_outputs) or string in ['raw_values', | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (:xref_param_type:`n_outputs`) :xref_param_type:`or` :xref_param_type:`string ` :xref_param_type:`in` ['raw_values', | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = (n_samples) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (:xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = (n_samples) or (n_samples, n_outputs) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (:xref_param_type:`n_samples`) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = (n_samples), optional | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (:xref_param_type:`n_samples`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = (n_samples, n_outputs) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = (n_samples,), optional | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = [n_samples, n_features] | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = [n_samples] | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = [n_samples] or None | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = [n_samples], default None | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`], default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape = [n_samples], optional | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape [n_classes] | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape [n_classes] (optional) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_classes`] (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape [n_samples, n_features] | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape [n_samples] | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape [n_samples] (optional) | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like of shape at least 2D | | - :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` :xref_param_type:`at` :xref_param_type:`least` 2D | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or BallTree, shape = [n_samples, n_features] | | - :term:`array-like` or :xref_param_type:`BallTree`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or None | | - :term:`array-like` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or None (default is None) | | - :term:`array-like` or :xref_param_type:`None` (default :xref_param_type:`is` :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or callable, optional | | - :term:`array-like` or :xref_param_type:`callable`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or int | | - :term:`array-like` or :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or int. | | - :term:`array-like` or int. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or label indicator matrix | | - :term:`array-like` or :xref_param_type:`label` :xref_param_type:`indicator` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or list of array-like of shape = [n_samples, n_classes] | | - :term:`array-like` or :xref_param_type:`list` :xref_param_type:`of` :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or list of array-lke of shape = [n_samples, n_classes] | | - :term:`array-like` or :xref_param_type:`list` :xref_param_type:`of` array-lke :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix of shape = [n_samples, n_features] | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, [n_samples, n_features] | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape (n_samples, n_features) | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape (n_samples, sum_n_components) | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`sum_n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape = [n_samples, n_features] | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape [n_samples, n_encoded_features] | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_encoded_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape [n_samples, n_features] | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape: (n_samples, n_samples) | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, shape: (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or sparse matrix, shape=(n_samples, n_features) | | - :term:`array-like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like or string in ['raw_values', uniform_average', | | - :term:`array-like` or :xref_param_type:`string ` :xref_param_type:`in` ['raw_values', uniform_average', | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like with shape (n_samples, ) | | - :term:`array-like` :xref_param_type:`with` :xref_param_type:`shape` (:xref_param_type:`n_samples`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, | | - array-like, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, (n_features,) | | - :term:`array-like`, (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, (n_samples, n_features), optional | | - :term:`array-like`, (:xref_param_type:`n_samples`, :xref_param_type:`n_features`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, [n_samples] | | - :term:`array-like`, [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, default=None | | - :term:`array-like`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, dtype=int | | - :term:`array-like`, dtype=int | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, dtype=int32, shape = [n_class] | | - :term:`array-like`, dtype=int32, :xref_param_type:`shape` = [:xref_param_type:`n_class`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, of length n_samples | | - :term:`array-like`, :xref_param_type:`of` :xref_param_type:`length` :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, optional | | - :term:`array-like`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, optional (default=None) | | - :term:`array-like`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, optional, default: None | | - :term:`array-like`, optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, optional. | | - :term:`array-like`, optional. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_features) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (M, N) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`M`, :xref_param_type:`N`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (M, N) or (M, ) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`M`, :xref_param_type:`N`) :xref_param_type:`or` (:xref_param_type:`M`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (``n_samples``, ``n_features``) | | - :term:`array-like`, :xref_param_type:`shape` (``n_samples``, ``n_features``) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (``n_samples``,) | | - :term:`array-like`, :xref_param_type:`shape` (``n_samples``,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_alphas,) | | - :term:`array-like`, :xref_param_type:`shape` (n_alphas,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_classes, n_features) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_classes`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_classes,) | | - :term:`array-like`, :xref_param_type:`shape` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_classes,), optional | | - :term:`array-like`, :xref_param_type:`shape` (n_classes,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_classes,), optional (default=None) | | - :term:`array-like`, :xref_param_type:`shape` (n_classes,), optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_cols,) | | - :term:`array-like`, :xref_param_type:`shape` (n_cols,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_column_clusters, n_columns) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_column_clusters`, :xref_param_type:`n_columns`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_components, ), optional | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, ), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_components, n_features) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_components, n_features), optional | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_components, n_features, n_features) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_components, n_samples) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_components,) | | - :term:`array-like`, :xref_param_type:`shape` (n_components,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_features, ) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_features`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_features, n_features) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_features,) | | - :term:`array-like`, :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_features,), default None | | - :term:`array-like`, :xref_param_type:`shape` (n_features,), default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_features,), optional | | - :term:`array-like`, :xref_param_type:`shape` (n_features,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_nodes-1, 2) | | - :term:`array-like`, :xref_param_type:`shape` (n_nodes-1, 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_params,) | | - :term:`array-like`, :xref_param_type:`shape` (n_params,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_query, n_features), or (n_query, n_indexed) if metric == 'precomputed' | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_query`, :xref_param_type:`n_features`), :xref_param_type:`or` (:xref_param_type:`n_query`, :xref_param_type:`n_indexed`) :xref_param_type:`if` :xref_param_type:`metric` == 'precomputed' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_row_clusters, n_rows) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_row_clusters`, :xref_param_type:`n_rows`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_rows,) | | - :term:`array-like`, :xref_param_type:`shape` (n_rows,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples) or (n_samples, n_features), optional | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, ) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, ...), optional | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, ...), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_class * (n_class-1) / 2) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_class` * (n_class-1) / 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_classes ) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes` ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_classes * (n_classes-1) / 2) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes` * (n_classes-1) / 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_classes) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_classifiers) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classifiers`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_components) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_dim) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_dim`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_dimensions) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_dimensions`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_features) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_features) or (n_samples, n_samples) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_features), default=None | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`), default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_neighbors) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_neighbors`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_neighbors, n_dim) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_neighbors`, :xref_param_type:`n_dim`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_outputs) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples, n_samples) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) optional | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) or (n_samples, n_classes) | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) or (n_samples, n_outputs) | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) or (n_samples, n_targets) | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_targets`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) or (n_samples, n_targets), optional | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_targets`), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,) or float, optional | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` :xref_param_type:`float`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,), optional | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples,), optional (default=None) | | - :term:`array-like`, :xref_param_type:`shape` (n_samples,), optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples-1, 2) | | - :term:`array-like`, :xref_param_type:`shape` (n_samples-1, 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_samples_2, ), optional | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples_2`, ), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_subsample,), or None | | - :term:`array-like`, :xref_param_type:`shape` (n_subsample,), :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_targets,) | | - :term:`array-like`, :xref_param_type:`shape` (n_targets,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_test_samples,) | | - :term:`array-like`, :xref_param_type:`shape` (n_test_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_ticks,), dtype float or int | | - :term:`array-like`, :xref_param_type:`shape` (n_ticks,), :xref_param_type:`dtype ` :xref_param_type:`float` or :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_train_samples,) | | - :term:`array-like`, :xref_param_type:`shape` (n_train_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (n_values,) | | - :term:`array-like`, :xref_param_type:`shape` (n_values,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (number of Gaussians,) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`number` :xref_param_type:`of` Gaussians,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (number of nodes of all layers,) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`number` :xref_param_type:`of` :xref_param_type:`nodes` :xref_param_type:`of` :xref_param_type:`all` layers,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape (rank, n_classes - 1) | | - :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`rank`, :xref_param_type:`n_classes` - 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_classes,) | | - :term:`array-like`, :xref_param_type:`shape` = (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_kernel_params,) or None | | - :term:`array-like`, :xref_param_type:`shape` = (n_kernel_params,) :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_kernel_params,) or none | | - :term:`array-like`, :xref_param_type:`shape` = (n_kernel_params,) :xref_param_type:`or` :xref_param_type:`none` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples) or (n_samples, n_outputs) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples) or None | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`) :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples, [n_output_dims]) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, [:xref_param_type:`n_output_dims`]) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples, n_classes) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples, n_components) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples, n_features) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples, n_samples) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples,) | | - :term:`array-like`, :xref_param_type:`shape` = (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples,) or (n_samples, n_outputs) | | - :term:`array-like`, :xref_param_type:`shape` = (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples,), optional | | - :term:`array-like`, :xref_param_type:`shape` = (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = (n_samples_X, n_features) | | - :term:`array-like`, :xref_param_type:`shape` = (:xref_param_type:`n_samples_X`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [nSV, n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`nSV`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_SV, n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_SV`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_SV] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_SV`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_classes, n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_classes`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_classes] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_classes] (default=None) | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_classes`] (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_classifiers], optional (default=`None`) | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_classifiers`], optional (default=`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_features, n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_features`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_observations, n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_observations`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_predictions] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_predictions`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples, n_classes] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples, n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples, n_features] or [n_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] :xref_param_type:`or` [:xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples, n_features], optional | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples, n_targets] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples, n_transformed_features] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_transformed_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples] (default=None) | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples] or None | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples] or [n_samples, n_output], optional | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_output`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples] or [n_samples, n_outputs] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples] or [n_samples, n_targets] | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] :xref_param_type:`or` [:xref_param_type:`n_samples`, :xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples], (default=None) | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`], (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples], optional | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape = [n_samples_1], optional | | - :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples_1`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape [n_samples, n_components] | | - :term:`array-like`, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape [n_samples, n_feature] | | - :term:`array-like`, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_feature`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape [n_samples, n_features] | | - :term:`array-like`, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape [n_samples, n_outputs] | | - :term:`array-like`, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape [n_samples] | | - :term:`array-like`, :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape(n_samples,) optional | | - :term:`array-like`, :xref_param_type:`shape`\(n_samples,) optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape: (M, N) or (M, ), optional: | | - :term:`array-like`, shape: (:xref_param_type:`M`, :xref_param_type:`N`) :xref_param_type:`or` (:xref_param_type:`M`, ), optional: | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape: (n_features,) | | - :term:`array-like`, shape: (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape: (n_samples, n_clusters) | | - :term:`array-like`, shape: (:xref_param_type:`n_samples`, :xref_param_type:`n_clusters`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape: (n_samples, n_samples) | | - :term:`array-like`, shape: (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape: (n_samples,) | | - :term:`array-like`, shape: (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=(n_features,) | | - :term:`array-like`, shape=(n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=(n_points, len(target_variables)) | | - :term:`array-like`, shape=(:xref_param_type:`n_points`, :xref_param_type:`len`\(:xref_param_type:`target_variables`)) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=(n_samples, n_feature) | | - :term:`array-like`, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_feature`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=(n_samples, n_features) | | - :term:`array-like`, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=(n_samples,) | | - :term:`array-like`, shape=(n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=(n_samples,), optional, default: None | | - :term:`array-like`, shape=(n_samples,), optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=[n_outputs] or 'random', optional | | - :term:`array-like`, shape=[:xref_param_type:`n_outputs`] :xref_param_type:`or` 'random', optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=[n_samples, n_clusters] or [n_clusters,] | | - :term:`array-like`, shape=[:xref_param_type:`n_samples`, :xref_param_type:`n_clusters`] :xref_param_type:`or` [n_clusters,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=[n_samples, n_features] | | - :term:`array-like`, shape=[:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, shape=[n_seeds, n_features] or None | | - :term:`array-like`, shape=[:xref_param_type:`n_seeds`, :xref_param_type:`n_features`] :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, size (n_classes,), optional (default=None) | | - :term:`array-like`, :xref_param_type:`size` (n_classes,), optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, size=[n_classes,], optional (default=None) | | - :term:`array-like`, size=[n_classes,], optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, sparse matrix | | - :term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, sparse matrix or iterable | | - :term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix ` or :term:`python:iterable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, sparse matrix or list | | - :term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix ` or :xref_param_type:`list` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, sparse-matrix, list, pandas.DataFrame, pandas.Series. | | - :term:`array-like`, sparse-matrix, :xref_param_type:`list`, :xref_param_type:`pandas.DataFrame`, pandas.Series. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, type boolean, shape (n_samples,) | | - :term:`array-like`, :xref_param_type:`type` :xref_param_type:`boolean `, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array-like, with shape (n_samples,), optional | | - :term:`array-like`, :xref_param_type:`with` :xref_param_type:`shape` (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like | | - :term:`numpy:array_like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like or sparse (CSR) matrix, shape (n_samples, n_features) | | - :term:`numpy:array_like` or :xref_param_type:`sparse ` (:xref_param_type:`CSR`) :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like or sparse matrix, shape (n_samples, n_features) | | - :term:`numpy:array_like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like or sparse matrix, shape = [n_samples, n_features] | | - :term:`numpy:array_like` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, optional | | - :term:`numpy:array_like`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, optional (if eval_MSE == True) | | - :term:`numpy:array_like`, optional (:xref_param_type:`if` :xref_param_type:`eval_MSE` == :xref_param_type:`True`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n, n_features) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (:xref_param_type:`n`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n_components, n_features) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n_features,) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n_samples, ) or (n_samples, n_targets) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, ) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_targets`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n_samples, n_components) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n_samples, n_features) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape (n_samples,) | | - :term:`numpy:array_like`, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape = [n_samples, n_estimators, n_classes] | | - :term:`numpy:array_like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_estimators`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape = [n_samples, n_estimators] | | - :term:`numpy:array_like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_estimators`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape = [n_samples, n_features] | | - :term:`numpy:array_like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape = [n_samples,] | | - :term:`numpy:array_like`, :xref_param_type:`shape` = [n_samples,] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, shape = [n_samples] | | - :term:`numpy:array_like`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, sparse matrix | | - :term:`numpy:array_like`, :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - array_like, sparse matrix (optional) | | - :term:`numpy:array_like`, :xref_param_type:`sparse ` :xref_param_type:`matrix ` (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - arrays with shape (n_samples * (n_samples - 1) / 2, 2) | | - :xref_param_type:`arrays` :xref_param_type:`with` :xref_param_type:`shape` (:xref_param_type:`n_samples` * (:xref_param_type:`n_samples` - 1) / 2, 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - attribute name(s) given as string or a list/tuple of strings | | - :xref_param_type:`attribute` :xref_param_type:`name`\(:xref_param_type:`s`) :xref_param_type:`given` :xref_param_type:`as` :xref_param_type:`string ` or :xref_param_type:`a` list/tuple :xref_param_type:`of` :xref_param_type:`strings ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool | | - :xref_param_type:`bool` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool (default True) | | - :xref_param_type:`bool` (default :xref_param_type:`True`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool (default=False) | | - :xref_param_type:`bool` (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool (optional) | | - :xref_param_type:`bool` (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool (optional, default=False) | | - :xref_param_type:`bool` (optional, default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool array of shape [n_samples] | | - :xref_param_type:`bool` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool or 'auto' (optional) | | - :xref_param_type:`bool` or 'auto' (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool or 'auto', optional (default='auto') | | - :xref_param_type:`bool` or 'auto', optional (default='auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool or 'auto', optional, default "auto" | | - :xref_param_type:`bool` or 'auto', optional, default "auto" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool or int, optional | | - :xref_param_type:`bool` or :xref_param_type:`int`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool or integer | | - :xref_param_type:`bool` or :xref_param_type:`integer ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, | | - bool, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, (default=True) | | - :xref_param_type:`bool`, (default=True) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, False by default | | - :xref_param_type:`bool`, :xref_param_type:`False` :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default False | | - :xref_param_type:`bool`, default :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default True | | - :xref_param_type:`bool`, default :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default to False. | | - :xref_param_type:`bool`, default :xref_param_type:`to` False. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default: False | | - :xref_param_type:`bool`, default: :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default: True | | - :xref_param_type:`bool`, default: :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default=False | | - :xref_param_type:`bool`, default=False | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default=False. | | - :xref_param_type:`bool`, default=False. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, default=True | | - :xref_param_type:`bool`, default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional | | - :xref_param_type:`bool`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default False) | | - :xref_param_type:`bool`, optional (default :xref_param_type:`False`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default: False) | | - :xref_param_type:`bool`, optional (default: :xref_param_type:`False`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default: None) | | - :xref_param_type:`bool`, optional (default: :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default: True) | | - :xref_param_type:`bool`, optional (default: :xref_param_type:`True`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default=False) | | - :xref_param_type:`bool`, optional (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default=None) | | - :xref_param_type:`bool`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional (default=True) | | - :xref_param_type:`bool`, optional (default=True) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional default False | | - :xref_param_type:`bool`, optional default :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional default=False | | - :xref_param_type:`bool`, optional default=False | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional default=True | | - :xref_param_type:`bool`, optional default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional, default False | | - :xref_param_type:`bool`, optional, default :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional, default True | | - :xref_param_type:`bool`, optional, default :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional, default: False | | - :xref_param_type:`bool`, optional, default: :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional, default=False | | - :xref_param_type:`bool`, optional, default=False | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional, default=True | | - :xref_param_type:`bool`, optional, default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bool, optional. Default: False | | - :xref_param_type:`bool`, optional. Default: :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean | | - :xref_param_type:`boolean ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean (default False) | | - :xref_param_type:`boolean ` (default :xref_param_type:`False`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean (default: False) | | - :xref_param_type:`boolean ` (default: :xref_param_type:`False`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean (default: False), | | - :xref_param_type:`boolean ` (default: :xref_param_type:`False`), | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean (default=False) | | - :xref_param_type:`boolean ` (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean (default=True) | | - :xref_param_type:`boolean ` (default=True) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean (optional), default True | | - :xref_param_type:`boolean ` (optional), default :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean optional | | - :xref_param_type:`boolean ` optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean or "auto", optional | | - :xref_param_type:`boolean ` or "auto", optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean or "auto", optional, default "auto" | | - :xref_param_type:`boolean ` or "auto", optional, default "auto" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean or integer, optional | | - :xref_param_type:`boolean ` or :xref_param_type:`integer `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean or string, optional, default: True | | - :xref_param_type:`boolean ` or :xref_param_type:`string `, optional, default: :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, | | - boolean, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, (True by default) | | - :xref_param_type:`boolean `, (:xref_param_type:`True` :xref_param_type:`by` default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, (default True) | | - :xref_param_type:`boolean `, (default :xref_param_type:`True`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, (default=True) | | - :xref_param_type:`boolean `, (default=True) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, True by default | | - :xref_param_type:`boolean `, :xref_param_type:`True` :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default = False | | - :xref_param_type:`boolean `, default = :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default False | | - :xref_param_type:`boolean `, default :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default True | | - :xref_param_type:`boolean `, default :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default: False | | - :xref_param_type:`boolean `, default: :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default: True | | - :xref_param_type:`boolean `, default: :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default='warn' | | - :xref_param_type:`boolean `, default='warn' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default=False | | - :xref_param_type:`boolean `, default=False | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default=False. | | - :xref_param_type:`boolean `, default=False. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, default=True | | - :xref_param_type:`boolean `, default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, defaults to False | | - :xref_param_type:`boolean `, :xref_param_type:`defaults` :xref_param_type:`to` :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional | | - :xref_param_type:`boolean `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional (default = False) | | - :xref_param_type:`boolean `, optional (default = :xref_param_type:`False`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional (default = True) | | - :xref_param_type:`boolean `, optional (default = :xref_param_type:`True`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional (default: False) | | - :xref_param_type:`boolean `, optional (default: :xref_param_type:`False`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional (default='deprecated') | | - :xref_param_type:`boolean `, optional (default='deprecated') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional (default=False) | | - :xref_param_type:`boolean `, optional (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional (default=True) | | - :xref_param_type:`boolean `, optional (default=True) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, (default=False) | | - :xref_param_type:`boolean `, optional, (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, (default=True) | | - :xref_param_type:`boolean `, optional, (default=True) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default False | | - :xref_param_type:`boolean `, optional, default :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default True | | - :xref_param_type:`boolean `, optional, default :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default True. | | - :xref_param_type:`boolean `, optional, default True. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default is True | | - :xref_param_type:`boolean `, optional, default :xref_param_type:`is` :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default: False | | - :xref_param_type:`boolean `, optional, default: :xref_param_type:`False` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default: True | | - :xref_param_type:`boolean `, optional, default: :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional, default=True | | - :xref_param_type:`boolean `, optional, default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional. | | - :xref_param_type:`boolean `, optional. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, optional. Defaults to True. | | - :xref_param_type:`boolean `, optional. :xref_param_type:`Defaults` :xref_param_type:`to` True. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, or integer | | - :xref_param_type:`boolean `, :xref_param_type:`or` :xref_param_type:`integer ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, or string default=True | | - :xref_param_type:`boolean `, :xref_param_type:`or` :xref_param_type:`string ` default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - boolean, or string, default=True | | - :xref_param_type:`boolean `, :xref_param_type:`or` :xref_param_type:`string `, default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - bunch object, a dictionary with attribute access | | - :xref_param_type:`bunch` :xref_param_type:`object`, :xref_param_type:`a` :xref_param_type:`dictionary ` :xref_param_type:`with` :xref_param_type:`attribute` :xref_param_type:`access` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable | | - :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable or None | | - :xref_param_type:`callable` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable or None (default) | | - :xref_param_type:`callable` or :xref_param_type:`None` (default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable or None, optional (default: None) | | - :xref_param_type:`callable` or :xref_param_type:`None`, optional (default: :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable or None, optional, default: None | | - :xref_param_type:`callable` or :xref_param_type:`None`, optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable or None. | | - :xref_param_type:`callable` or None. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, | | - callable, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, default empirical_covariance | | - :xref_param_type:`callable`, default :xref_param_type:`empirical_covariance` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, default np.mean | | - :xref_param_type:`callable`, default :xref_param_type:`np.mean` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, default='deprecated' | | - :xref_param_type:`callable`, default='deprecated' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, optional | | - :xref_param_type:`callable`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, optional default=None | | - :xref_param_type:`callable`, optional default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, returns shape [n_classes] | | - :xref_param_type:`callable`, :xref_param_type:`returns` :xref_param_type:`shape` [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - callable, {all, any}, default all | | - :xref_param_type:`callable`, {:xref_param_type:`all`, :xref_param_type:`any`}, default :xref_param_type:`all` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - concrete ``LossFunction`` | | - :xref_param_type:`concrete` ``LossFunction`` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - csr sparse matrix, shape (n_samples, n_sample) | | - :xref_param_type:`csr` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_sample`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - csr sparse matrix, shape (n_samples, n_samples) | | - :xref_param_type:`csr` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - decision tree regressor or classifier | | - :xref_param_type:`decision` :xref_param_type:`tree` :xref_param_type:`regressor` or :xref_param_type:`classifier` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dense matrix, shape=(n_topics, n_features) | | - :xref_param_type:`dense` :xref_param_type:`matrix `, shape=(:xref_param_type:`n_topics`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict | | - :xref_param_type:`dict` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict of float arrays of shape=(n_splits,) | | - :xref_param_type:`dict` :xref_param_type:`of` :xref_param_type:`float` :xref_param_type:`arrays` :xref_param_type:`of` shape=(n_splits,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict of numpy (masked) ndarrays | | - :xref_param_type:`dict` :xref_param_type:`of` :xref_param_type:`numpy` (:xref_param_type:`masked`) :xref_param_type:`ndarrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict of scorer name -> float, optional | | - :xref_param_type:`dict` :xref_param_type:`of` :xref_param_type:`scorer` :xref_param_type:`name` -> :xref_param_type:`float`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict of string to any | | - :xref_param_type:`dict` :xref_param_type:`of` :xref_param_type:`string ` :xref_param_type:`to` :xref_param_type:`any` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict of string to sequence, or sequence of such | | - :xref_param_type:`dict` :xref_param_type:`of` :xref_param_type:`string ` :xref_param_type:`to` :term:`python:sequence`, :xref_param_type:`or` :term:`python:sequence` :xref_param_type:`of` :xref_param_type:`such` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict or 'balanced', default: None | | - :xref_param_type:`dict` or 'balanced', default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict or 'balanced', optional | | - :xref_param_type:`dict` or 'balanced', optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict or None | | - :xref_param_type:`dict` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict or None, optional | | - :xref_param_type:`dict` or :xref_param_type:`None`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict or list of dictionaries | | - :xref_param_type:`dict` or :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dictionaries ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, 'balanced' or None | | - :xref_param_type:`dict`, 'balanced' or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, default: None | | - :xref_param_type:`dict`, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, keys=str, values=ndarray | | - :xref_param_type:`dict`, keys=str, values=ndarray | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, list of dicts, "balanced" or None, default=None | | - :xref_param_type:`dict`, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dicts`, "balanced" or :xref_param_type:`None`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, list of dicts, "balanced", | | - :xref_param_type:`dict`, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dicts`, "balanced", | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, list of dicts, "balanced", "balanced_subsample" or None, optional (default=None) | | - :xref_param_type:`dict`, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dicts`, "balanced", "balanced_subsample" or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, list of dicts, "balanced", or None, optional | | - :xref_param_type:`dict`, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dicts`, "balanced", :xref_param_type:`or` :xref_param_type:`None`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, optional | | - :xref_param_type:`dict`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, optional (default = None) | | - :xref_param_type:`dict`, optional (default = :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, optional (default=None) | | - :xref_param_type:`dict`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict, {class_label: weight} or "balanced" or None, optional | | - :xref_param_type:`dict`, {class_label: :xref_param_type:`weight`} :xref_param_type:`or` "balanced" or :xref_param_type:`None`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dict-like object with the following attributes: | | - dict-like :xref_param_type:`object` :xref_param_type:`with` :xref_param_type:`the` :xref_param_type:`following` attributes: | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dictionary | | - :xref_param_type:`dictionary ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dictionary, optional | | - :xref_param_type:`dictionary `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double | | - :xref_param_type:`double ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double array_like | | - :xref_param_type:`double ` :term:`numpy:array_like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double array_like, optional | | - :xref_param_type:`double ` :term:`numpy:array_like`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double or None (default=None) | | - :xref_param_type:`double ` or :xref_param_type:`None` (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double or ndarray, optional | | - :xref_param_type:`double ` or :xref_param_type:`ndarray `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double, default: 0. | | - :xref_param_type:`double `, default: 0. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double, optional | | - :xref_param_type:`double `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double, optional, default 0.001 | | - :xref_param_type:`double `, optional, default 0.001 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - double, optional, default 0.5 | | - :xref_param_type:`double `, optional, default 0.5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - dtype, optional, default int | | - :xref_param_type:`dtype `, optional, default :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator | | - :xref_param_type:`estimator` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator instance. | | - :xref_param_type:`estimator` instance. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator object | | - :xref_param_type:`estimator` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator object implementing 'fit' | | - :xref_param_type:`estimator` :xref_param_type:`object` :xref_param_type:`implementing` 'fit' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator object implementing 'fit' and 'predict' | | - :xref_param_type:`estimator` :xref_param_type:`object` :xref_param_type:`implementing` 'fit' :xref_param_type:`and` 'predict' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator object or class | | - :xref_param_type:`estimator` :xref_param_type:`object` or :term:`python:class` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator object, or list, tuple or set of objects | | - :xref_param_type:`estimator` :xref_param_type:`object`, :xref_param_type:`or` :xref_param_type:`list`, :xref_param_type:`tuple` or :xref_param_type:`set` :xref_param_type:`of` :xref_param_type:`objects` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator object. | | - :xref_param_type:`estimator` object. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - estimator supporting get/set_params | | - :xref_param_type:`estimator` :xref_param_type:`supporting` get/set_params | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - exception or tuple of exception | | - :xref_param_type:`exception` or :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`exception` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - figure | | - :xref_param_type:`figure` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - file object | | - :xref_param_type:`file` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - file object or string, optional (default='tree.dot') | | - :xref_param_type:`file` :xref_param_type:`object` or :xref_param_type:`string `, optional (default='tree.dot') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float | | - :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (default 0.1), int, or None | | - :xref_param_type:`float` (default 0.1), :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (default 0.2), int, or None | | - :xref_param_type:`float` (default 0.2), :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (default: 0.5) | | - :xref_param_type:`float` (default: 0.5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (default=0.9) | | - :xref_param_type:`float` (default=0.9) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (if average is not None) or array of float, , shape = [n_unique_labels] | | - :xref_param_type:`float` (:xref_param_type:`if` :xref_param_type:`average` :xref_param_type:`is` :xref_param_type:`not` :xref_param_type:`None`) :xref_param_type:`or` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float`, , :xref_param_type:`shape` = [:xref_param_type:`n_unique_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (if average is not None) or array of float, shape = [n_unique_labels] | | - :xref_param_type:`float` (:xref_param_type:`if` :xref_param_type:`average` :xref_param_type:`is` :xref_param_type:`not` :xref_param_type:`None`) :xref_param_type:`or` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float`, :xref_param_type:`shape` = [:xref_param_type:`n_unique_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float (the lower the better) | | - :xref_param_type:`float` (:xref_param_type:`the` :xref_param_type:`lower` :xref_param_type:`the` :xref_param_type:`better`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float > 0, default: 1.0 | | - :xref_param_type:`float` > 0, default: 1.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float >= 0, default: 1.0 | | - :xref_param_type:`float` >= 0, default: 1.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float >= 0, optional (default .0) | | - :xref_param_type:`float` >= 0, optional (default .0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float array with shape (n_features,) | | - :xref_param_type:`float` :xref_param_type:`array ` :xref_param_type:`with` :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float array with shape (n_samples,) | | - :xref_param_type:`float` :xref_param_type:`array ` :xref_param_type:`with` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float array, shape (k, n_features) | | - :xref_param_type:`float` :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`k`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float array, shape (n_samples,) | | - :xref_param_type:`float` :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float between 0 and 1, optional (default=0.1) | | - :xref_param_type:`float` :xref_param_type:`between` 0 :xref_param_type:`and` 1, optional (default=0.1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float between 0 and 1, optional (default=0.9) | | - :xref_param_type:`float` :xref_param_type:`between` 0 :xref_param_type:`and` 1, optional (default=0.9) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float between 0 and 1, optional (default=0.95) | | - :xref_param_type:`float` :xref_param_type:`between` 0 :xref_param_type:`and` 1, optional (default=0.95) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float between 0.0 and 1.0, optional (default=0.5) | | - :xref_param_type:`float` :xref_param_type:`between` 0.0 :xref_param_type:`and` 1.0, optional (default=0.5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in (0., 0.5), optional (default=0.1) | | - :xref_param_type:`float` :xref_param_type:`in` (0., 0.5), optional (default=0.1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in (0., 1.), optional (default=None) | | - :xref_param_type:`float` :xref_param_type:`in` (0., 1.), optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in [0.0, 1.0] | | - :xref_param_type:`float` :xref_param_type:`in` [0.0, 1.0] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in range 0.0 - 1.0 | | - :xref_param_type:`float` :xref_param_type:`in` :xref_param_type:`range` 0.0 - 1.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in range [0, 1], optional | | - :xref_param_type:`float` :xref_param_type:`in` :xref_param_type:`range` [0, 1], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in range [0.0, 1.0] or int, default=1 | | - :xref_param_type:`float` :xref_param_type:`in` :xref_param_type:`range` [0.0, 1.0] :xref_param_type:`or` :xref_param_type:`int`, default=1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in range [0.0, 1.0] or int, default=1.0 | | - :xref_param_type:`float` :xref_param_type:`in` :xref_param_type:`range` [0.0, 1.0] :xref_param_type:`or` :xref_param_type:`int`, default=1.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in range ]0, 1] or 'auto', optional (default='auto') | | - float in range ]0, 1] or 'auto', optional (default='auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float in range ]0, 1], optional (default='auto') | | - float in range ]0, 1], optional (default='auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float ndarray with shape (k, n_features) | | - :xref_param_type:`float` :xref_param_type:`ndarray ` :xref_param_type:`with` :xref_param_type:`shape` (:xref_param_type:`k`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or None | | - :xref_param_type:`float` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or None, optional | | - :xref_param_type:`float` or :xref_param_type:`None`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or None, optional (default=0.0) | | - :xref_param_type:`float` or :xref_param_type:`None`, optional (default=0.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array of float, shape = [n_unique_labels] | | - :xref_param_type:`float` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`float`, :xref_param_type:`shape` = [:xref_param_type:`n_unique_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array of floats | | - :xref_param_type:`float` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`floats ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array of floats, optional | | - :xref_param_type:`float` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`floats `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array of shape [n_classes] | | - :xref_param_type:`float` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array of shape [n_outputs] | | - :xref_param_type:`float` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array, shape (n_targets,) | | - :xref_param_type:`float` or :xref_param_type:`array `, :xref_param_type:`shape` (n_targets,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array, shape = [n_targets] | | - :xref_param_type:`float` or :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array-like | | - :xref_param_type:`float` or :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array-like of shape [n_reg_parameter], optional, default=1 | | - :xref_param_type:`float` or :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_reg_parameter`], optional, default=1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array-like of shape [n_samples] | | - :xref_param_type:`float` or :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array-like, optional | | - :xref_param_type:`float` or :term:`array-like`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array-like, optional (default: 1e-10) | | - :xref_param_type:`float` or :term:`array-like`, optional (default: 1e-10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or array-like, shape (n_samples, n_features) | | - :xref_param_type:`float` or :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or dense array-like, shape (n_components, n_features) | | - :xref_param_type:`float` or :xref_param_type:`dense` :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_components`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or dense array-like, shape (n_samples, n_components) | | - :xref_param_type:`float` or :xref_param_type:`dense` :term:`array-like`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or int depending on the feature selection mode | | - :xref_param_type:`float` or :xref_param_type:`int` :xref_param_type:`depending` :xref_param_type:`on` :xref_param_type:`the` :xref_param_type:`feature` :xref_param_type:`selection` :xref_param_type:`mode` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or int, | | - :xref_param_type:`float` or int, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or ndarray of floats | | - :xref_param_type:`float` or :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`floats ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or numpy array of float in ]0,1[, optional (default=0.1) | | - float or numpy array of float in ]0,1[, optional (default=0.1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or numpy array of shape (n_samples,) | | - :xref_param_type:`float` or :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or numpy array of shape [n_samples] | | - :xref_param_type:`float` or :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or sequence of floats, optional (default=1.0) | | - :xref_param_type:`float` or :term:`python:sequence` :xref_param_type:`of` :xref_param_type:`floats `, optional (default=1.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float or string, default 'frobenius' | | - :xref_param_type:`float` or :xref_param_type:`string `, default 'frobenius' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float | None, optional. | | - :xref_param_type:`float` | :xref_param_type:`None`, optional. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float | array, shape (n_targets, n_features) | | - :xref_param_type:`float` | :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_targets`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float | array, shape (n_targets,) | | - :xref_param_type:`float` | :xref_param_type:`array `, :xref_param_type:`shape` (n_targets,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float | array, shape = (n_targets,) | | - :xref_param_type:`float` | :xref_param_type:`array `, :xref_param_type:`shape` = (n_targets,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, | | - float, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, 'aic', or 'bic', optional | | - :xref_param_type:`float`, 'aic', :xref_param_type:`or` 'bic', optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, 0 < support_fraction < 1 | | - :xref_param_type:`float`, 0 < :xref_param_type:`support_fraction` < 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, 0 <= shrinkage <= 1 | | - :xref_param_type:`float`, 0 <= :xref_param_type:`shrinkage` <= 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, 0 <= shrinkage <= 1, default 0.1 | | - :xref_param_type:`float`, 0 <= :xref_param_type:`shrinkage` <= 1, default 0.1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, 1. by default | | - :xref_param_type:`float`, 1. :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, 1.0 by default | | - :xref_param_type:`float`, 1.0 :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, array of shape [n_features] or None, optional (default=0.0) | | - :xref_param_type:`float`, :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`] :xref_param_type:`or` :xref_param_type:`None`, optional (default=0.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, array of shape [n_features] or None, optional (default=1.0) | | - :xref_param_type:`float`, :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_features`] :xref_param_type:`or` :xref_param_type:`None`, optional (default=1.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 0.0001 | | - :xref_param_type:`float`, default 0.0001 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 0.3 | | - :xref_param_type:`float`, default 0.3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 0.5 | | - :xref_param_type:`float`, default 0.5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 0.9 | | - :xref_param_type:`float`, default 0.9 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 1 | | - :xref_param_type:`float`, default 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 1. | | - :xref_param_type:`float`, default 1. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 1e-3 | | - :xref_param_type:`float`, default 1e-3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default 1e-5 | | - :xref_param_type:`float`, default 1e-5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default None | | - :xref_param_type:`float`, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default: 0.0 | | - :xref_param_type:`float`, default: 0.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default: 0.01 | | - :xref_param_type:`float`, default: 0.01 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default: 1 | | - :xref_param_type:`float`, default: 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default: 1.0 | | - :xref_param_type:`float`, default: 1.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default: 1e-4 | | - :xref_param_type:`float`, default: 1e-4 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=0 | | - :xref_param_type:`float`, default=0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=0.1 | | - :xref_param_type:`float`, default=0.1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=1 | | - :xref_param_type:`float`, default=1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=1. | | - :xref_param_type:`float`, default=1. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=1/n_features | | - :xref_param_type:`float`, default=1/n_features | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=3 | | - :xref_param_type:`float`, default=3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, default=None | | - :xref_param_type:`float`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, defaults to 1e-3. | | - :xref_param_type:`float`, :xref_param_type:`defaults` :xref_param_type:`to` 1e-3. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, defaults to 1e-6. | | - :xref_param_type:`float`, :xref_param_type:`defaults` :xref_param_type:`to` 1e-6. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, greater than 1.0, default 1.35 | | - :xref_param_type:`float`, :xref_param_type:`greater` :xref_param_type:`than` 1.0, default 1.35 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, int, None, default=0.1 | | - :xref_param_type:`float`, :xref_param_type:`int`, :xref_param_type:`None`, default=0.1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, int, None, optional | | - :xref_param_type:`float`, :xref_param_type:`int`, :xref_param_type:`None`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, int, or None (default is None) | | - :xref_param_type:`float`, :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`None` (default :xref_param_type:`is` :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, int, or None, default None | | - :xref_param_type:`float`, :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`None`, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, int, or None, default is None | | - :xref_param_type:`float`, :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`None`, default :xref_param_type:`is` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, int, or None, default=None | | - :xref_param_type:`float`, :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`None`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optinal (default = 1.0) | | - :xref_param_type:`float`, :xref_param_type:`optinal` (default = 1.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional | | - :xref_param_type:`float`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (0.0 by default) | | - :xref_param_type:`float`, optional (0.0 :xref_param_type:`by` default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default = 0.9) | | - :xref_param_type:`float`, optional (default = 0.9) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default = 1.0) | | - :xref_param_type:`float`, optional (default = 1.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default = None) | | - :xref_param_type:`float`, optional (default = :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default: 0.01) | | - :xref_param_type:`float`, optional (default: 0.01) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default: 12.0) | | - :xref_param_type:`float`, optional (default: 12.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default: 1e-7) | | - :xref_param_type:`float`, optional (default: 1e-7) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default: 200.0) | | - :xref_param_type:`float`, optional (default: 200.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default: 30) | | - :xref_param_type:`float`, optional (default: 30) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default='auto') | | - :xref_param_type:`float`, optional (default='auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=0.) | | - :xref_param_type:`float`, optional (default=0.) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=0.0) | | - :xref_param_type:`float`, optional (default=0.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=0.01) | | - :xref_param_type:`float`, optional (default=0.01) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=0.1) | | - :xref_param_type:`float`, optional (default=0.1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=0.5) | | - :xref_param_type:`float`, optional (default=0.5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=0.7) | | - :xref_param_type:`float`, optional (default=0.7) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1) | | - :xref_param_type:`float`, optional (default=1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1.) | | - :xref_param_type:`float`, optional (default=1.) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1.0) | | - :xref_param_type:`float`, optional (default=1.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=10.) | | - :xref_param_type:`float`, optional (default=10.) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1e-1) | | - :xref_param_type:`float`, optional (default=1e-1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1e-3) | | - :xref_param_type:`float`, optional (default=1e-3) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1e-4) | | - :xref_param_type:`float`, optional (default=1e-4) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=1e-9) | | - :xref_param_type:`float`, optional (default=1e-9) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional (default=None) | | - :xref_param_type:`float`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, (default 1.0e-4) | | - :xref_param_type:`float`, optional, (default 1.0e-4) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 0.0001 | | - :xref_param_type:`float`, optional, default 0.0001 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 0.1 | | - :xref_param_type:`float`, optional, default 0.1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 0.5 | | - :xref_param_type:`float`, optional, default 0.5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 0.9 | | - :xref_param_type:`float`, optional, default 0.9 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 0.999 | | - :xref_param_type:`float`, optional, default 0.999 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 1.0e-4 | | - :xref_param_type:`float`, optional, default 1.0e-4 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 1.e-3 | | - :xref_param_type:`float`, optional, default 1.e-3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 1e-4 | | - :xref_param_type:`float`, optional, default 1e-4 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default 1e-8 | | - :xref_param_type:`float`, optional, default 1e-8 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default: 0.5 | | - :xref_param_type:`float`, optional, default: 0.5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default: 1e-3 | | - :xref_param_type:`float`, optional, default: 1e-3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default=0.0 | | - :xref_param_type:`float`, optional, default=0.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default=0.25 | | - :xref_param_type:`float`, optional, default=0.25 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default=0.5 | | - :xref_param_type:`float`, optional, default=0.5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default=0.75 | | - :xref_param_type:`float`, optional, default=0.75 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, optional, default=1e-3 | | - :xref_param_type:`float`, optional, default=1e-3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, string in {'frobenius', 'kullback-leibler', 'itakura-saito'} | | - :xref_param_type:`float`, :xref_param_type:`string ` :xref_param_type:`in` {'frobenius', 'kullback-leibler', 'itakura-saito'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float, within (0.0, 1.0), optional (default: 0.8) | | - :xref_param_type:`float`, :xref_param_type:`within` (0.0, 1.0), optional (default: 0.8) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float. | | - float. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - float64 array-like or CSR sparse matrix, shape (n_samples, n_features) | | - :xref_param_type:`float64` :term:`array-like` or :xref_param_type:`CSR` :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - function | | - :xref_param_type:`function` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - function or callable | | - :xref_param_type:`function` or :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - function, optional | | - :xref_param_type:`function`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - generator of array of shape = [n_samples] | | - :xref_param_type:`generator` :xref_param_type:`of` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - generator of array, shape = [n_samples, k] | | - :xref_param_type:`generator` :xref_param_type:`of` :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`k`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - generator of array, shape = [n_samples] | | - :xref_param_type:`generator` :xref_param_type:`of` :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - instance | | - :xref_param_type:`instance` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - instance BaseEstimator | | - :xref_param_type:`instance` :xref_param_type:`BaseEstimator` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int | | - :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (0 by default) | | - :xref_param_type:`int` (0 :xref_param_type:`by` default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (>= 1) or float ([0, 1]), optional | | - :xref_param_type:`int` (>= 1) :xref_param_type:`or` :xref_param_type:`float` ([0, 1]), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default 10) | | - :xref_param_type:`int` (default 10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default 5) | | - :xref_param_type:`int` (default 5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default = 10) | | - :xref_param_type:`int` (default = 10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default = 4) | | - :xref_param_type:`int` (default = 4) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default = 5) | | - :xref_param_type:`int` (default = 5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default = 50) | | - :xref_param_type:`int` (default = 50) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default is 10) | | - :xref_param_type:`int` (default :xref_param_type:`is` 10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default: 0) | | - :xref_param_type:`int` (default: 0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default: 1) | | - :xref_param_type:`int` (default: 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default=1) | | - :xref_param_type:`int` (default=1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (default=100) | | - :xref_param_type:`int` (default=100) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (either 0 or 1) | | - :xref_param_type:`int` (:xref_param_type:`either` 0 or 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (if average is not None) or array of int, shape = [n_unique_labels] | | - :xref_param_type:`int` (:xref_param_type:`if` :xref_param_type:`average` :xref_param_type:`is` :xref_param_type:`not` :xref_param_type:`None`) :xref_param_type:`or` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`int`, :xref_param_type:`shape` = [:xref_param_type:`n_unique_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (optional) | | - :xref_param_type:`int` (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (optional, default:0) | | - :xref_param_type:`int` (optional, default:0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int (read-only) | | - :xref_param_type:`int` (read-only) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int < p | | - :xref_param_type:`int` < :xref_param_type:`p` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int >= 0, or 'auto', (default 'auto') | | - :xref_param_type:`int` >= 0, :xref_param_type:`or` 'auto', (default 'auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int array of shape(n) | | - :xref_param_type:`int` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape`\(:xref_param_type:`n`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int array, shape = (``n_samples``,) | | - :xref_param_type:`int` :xref_param_type:`array `, :xref_param_type:`shape` = (``n_samples``,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int array, shape = [n_samples] | | - :xref_param_type:`int` :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or "all", optional, default=10 | | - :xref_param_type:`int` or "all", optional, default=10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or 'auto' (default is 'auto') | | - :xref_param_type:`int` or 'auto' (default :xref_param_type:`is` 'auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or 'auto', optional (default = 'auto') | | - :xref_param_type:`int` or 'auto', optional (default = 'auto') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or None | | - :xref_param_type:`int` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or None (default=None) | | - :xref_param_type:`int` or :xref_param_type:`None` (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or None, (default=None) | | - :xref_param_type:`int` or :xref_param_type:`None`, (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or None, default=None | | - :xref_param_type:`int` or :xref_param_type:`None`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or None, optional (default=None) | | - :xref_param_type:`int` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or array of shape [n_centers, n_features], optional | | - :xref_param_type:`int` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_centers`, :xref_param_type:`n_features`], optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or array-like | | - :xref_param_type:`int` or :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or float or array of shape = [n_outputs] | | - :xref_param_type:`int` or :xref_param_type:`float` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or float, optional (default="auto") | | - :xref_param_type:`int` or :xref_param_type:`float`, optional (default="auto") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or float, optional (default=1) | | - :xref_param_type:`int` or :xref_param_type:`float`, optional (default=1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or float, optional (default=1.0) | | - :xref_param_type:`int` or :xref_param_type:`float`, optional (default=1.0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or float, optional (default=None) | | - :xref_param_type:`int` or :xref_param_type:`float`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or list | | - :xref_param_type:`int` or :xref_param_type:`list` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or ndarray | | - :xref_param_type:`int` or :xref_param_type:`ndarray ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or numpy array of int greater than 0, | | - :xref_param_type:`int` or :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`int` :xref_param_type:`greater` :xref_param_type:`than` 0, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or numpy array of int, | | - :xref_param_type:`int` or :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` int, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or str or array of shape = [n_outputs] | | - :xref_param_type:`int` or :xref_param_type:`str` or :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_outputs`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int or str, default=None | | - :xref_param_type:`int` or :xref_param_type:`str`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int | None | | - :xref_param_type:`int` | :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int | array-like, shape (n_cs,) | | - :xref_param_type:`int` | :term:`array-like`, :xref_param_type:`shape` (n_cs,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int | array-like, shape (n_targets,) | | - :xref_param_type:`int` | :term:`array-like`, :xref_param_type:`shape` (n_targets,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int | float | | - :xref_param_type:`int` | :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, | | - int, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, (default 2) | | - :xref_param_type:`int`, (default 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, (default 2). | | - :xref_param_type:`int`, (default 2). | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, (default=0) | | - :xref_param_type:`int`, (default=0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, (default=1000) | | - :xref_param_type:`int`, (default=1000) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, 0.1 * n_features by default | | - :xref_param_type:`int`, 0.1 * :xref_param_type:`n_features` :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, 1000 by default | | - :xref_param_type:`int`, 1000 :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, > n_samples / 2 | | - :xref_param_type:`int`, > :xref_param_type:`n_samples` / 2 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, None | | - :xref_param_type:`int`, :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, None by default | | - :xref_param_type:`int`, :xref_param_type:`None` :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional (default None) | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional (default :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional (default: None) | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional (default: :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional (default=0) | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional (default=0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional (default=None) | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional, default = None | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional, default = :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional, default None | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional, default: None | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None, optional, default=None | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or :xref_param_type:`None`, optional, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, RandomState instance or None. default to None | | - :xref_param_type:`int`, :xref_param_type:`RandomState` :xref_param_type:`instance` or None. default :xref_param_type:`to` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, [(n + p + 1)/2] < n_support < n | | - :xref_param_type:`int`, [(:xref_param_type:`n` + :xref_param_type:`p` + 1)/2] < :xref_param_type:`n_support` < :xref_param_type:`n` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, ``0.1 * n_features`` by default | | - :xref_param_type:`int`, ``0.1 * n_features`` :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, cross-validation generator or an iterable, optional | | - :xref_param_type:`int`, cross-validation :xref_param_type:`generator` or :xref_param_type:`an` :term:`python:iterable`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, cross-validation generator or an iterable, optional (default=None) | | - :xref_param_type:`int`, cross-validation :xref_param_type:`generator` or :xref_param_type:`an` :term:`python:iterable`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 0 | | - :xref_param_type:`int`, default 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 1 | | - :xref_param_type:`int`, default 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 10 | | - :xref_param_type:`int`, default 10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 100 | | - :xref_param_type:`int`, default 100 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 2 | | - :xref_param_type:`int`, default 2 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 3 | | - :xref_param_type:`int`, default 3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 300 | | - :xref_param_type:`int`, default 300 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default 50 | | - :xref_param_type:`int`, default 50 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default = 2 | | - :xref_param_type:`int`, default = 2 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default None | | - :xref_param_type:`int`, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default to 0. | | - :xref_param_type:`int`, default :xref_param_type:`to` 0. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default to 10. | | - :xref_param_type:`int`, default :xref_param_type:`to` 10. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default: 0 | | - :xref_param_type:`int`, default: 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default: 1 | | - :xref_param_type:`int`, default: 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default: 10 | | - :xref_param_type:`int`, default: 10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default: 100 | | - :xref_param_type:`int`, default: 100 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default: 300 | | - :xref_param_type:`int`, default: 300 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=0 | | - :xref_param_type:`int`, default=0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=1 | | - :xref_param_type:`int`, default=1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=1.0 | | - :xref_param_type:`int`, default=1.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=10 | | - :xref_param_type:`int`, default=10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=100 | | - :xref_param_type:`int`, default=100 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=1000 | | - :xref_param_type:`int`, default=1000 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=2 | | - :xref_param_type:`int`, default=2 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=3 | | - :xref_param_type:`int`, default=3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=5 | | - :xref_param_type:`int`, default=5 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=5e8 | | - :xref_param_type:`int`, default=5e8 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, default=None | | - :xref_param_type:`int`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, defaults to 1. | | - :xref_param_type:`int`, :xref_param_type:`defaults` :xref_param_type:`to` 1. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, defaults to 100. | | - :xref_param_type:`int`, :xref_param_type:`defaults` :xref_param_type:`to` 100. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, float, None or string | | - :xref_param_type:`int`, :xref_param_type:`float`, :xref_param_type:`None` or :xref_param_type:`string ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, float, optional (default=1) | | - :xref_param_type:`int`, :xref_param_type:`float`, optional (default=1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, float, optional (default=2) | | - :xref_param_type:`int`, :xref_param_type:`float`, optional (default=2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, float, string or None, optional (default="auto") | | - :xref_param_type:`int`, :xref_param_type:`float`, :xref_param_type:`string ` or :xref_param_type:`None`, optional (default="auto") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, float, string or None, optional (default=None) | | - :xref_param_type:`int`, :xref_param_type:`float`, :xref_param_type:`string ` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, instance of sklearn.cluster model, default 3 | | - :xref_param_type:`int`, :xref_param_type:`instance` :xref_param_type:`of` :xref_param_type:`sklearn.cluster` :xref_param_type:`model`, default 3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, int > 0 | | - :xref_param_type:`int`, :xref_param_type:`int` > 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, nb_iter > 0 | | - :xref_param_type:`int`, :xref_param_type:`nb_iter` > 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, nb_trials > 0 or 2-tuple | | - :xref_param_type:`int`, :xref_param_type:`nb_trials` > 0 or 2-tuple | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional | | - :xref_param_type:`int`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default 5) | | - :xref_param_type:`int`, optional (default 5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default = 1) | | - :xref_param_type:`int`, optional (default = 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default = 30) | | - :xref_param_type:`int`, optional (default = 30) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default = 5) | | - :xref_param_type:`int`, optional (default = 5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default = None) | | - :xref_param_type:`int`, optional (default = :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default: 0) | | - :xref_param_type:`int`, optional (default: 0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default: 100) | | - :xref_param_type:`int`, optional (default: 100) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default: 1000) | | - :xref_param_type:`int`, optional (default: 1000) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default: 2) | | - :xref_param_type:`int`, optional (default: 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default: 300) | | - :xref_param_type:`int`, optional (default: 300) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default: 5) | | - :xref_param_type:`int`, optional (default: 5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=-1) | | - :xref_param_type:`int`, optional (default=-1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=0) | | - :xref_param_type:`int`, optional (default=0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=1) | | - :xref_param_type:`int`, optional (default=1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=10) | | - :xref_param_type:`int`, optional (default=10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=100) | | - :xref_param_type:`int`, optional (default=100) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=1000) | | - :xref_param_type:`int`, optional (default=1000) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=12000) | | - :xref_param_type:`int`, optional (default=12000) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=128) | | - :xref_param_type:`int`, optional (default=128) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=1e5) | | - :xref_param_type:`int`, optional (default=1e5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=1e6) | | - :xref_param_type:`int`, optional (default=1e6) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=2) | | - :xref_param_type:`int`, optional (default=2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=20) | | - :xref_param_type:`int`, optional (default=20) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=3) | | - :xref_param_type:`int`, optional (default=3) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=30) | | - :xref_param_type:`int`, optional (default=30) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=5) | | - :xref_param_type:`int`, optional (default=5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=50) | | - :xref_param_type:`int`, optional (default=50) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional (default=None) | | - :xref_param_type:`int`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default 'auto' | | - :xref_param_type:`int`, optional, default 'auto' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default 1 | | - :xref_param_type:`int`, optional, default 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default 10 | | - :xref_param_type:`int`, optional, default 10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default 1e4 | | - :xref_param_type:`int`, optional, default 1e4 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default 200 | | - :xref_param_type:`int`, optional, default 200 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default 300 | | - :xref_param_type:`int`, optional, default 300 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default None | | - :xref_param_type:`int`, optional, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 0 | | - :xref_param_type:`int`, optional, default: 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 1 | | - :xref_param_type:`int`, optional, default: 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 10 | | - :xref_param_type:`int`, optional, default: 10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 100 | | - :xref_param_type:`int`, optional, default: 100 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 15 | | - :xref_param_type:`int`, optional, default: 15 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 2 | | - :xref_param_type:`int`, optional, default: 2 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 200 | | - :xref_param_type:`int`, optional, default: 200 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 3 * batch_size | | - :xref_param_type:`int`, optional, default: 3 * :xref_param_type:`batch_size` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 30 | | - :xref_param_type:`int`, optional, default: 30 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 300 | | - :xref_param_type:`int`, optional, default: 300 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 4 | | - :xref_param_type:`int`, optional, default: 4 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: 8 | | - :xref_param_type:`int`, optional, default: 8 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default: None | | - :xref_param_type:`int`, optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default=1 | | - :xref_param_type:`int`, optional, default=1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default=10 | | - :xref_param_type:`int`, optional, default=10 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default=100 | | - :xref_param_type:`int`, optional, default=100 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, optional, default=200 | | - :xref_param_type:`int`, optional, default=200 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - int, or string, optional | | - :xref_param_type:`int`, :xref_param_type:`or` :xref_param_type:`string `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer | | - :xref_param_type:`integer ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer > 0 | | - :xref_param_type:`integer ` > 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer ndarray with shape (n_samples,) | | - :xref_param_type:`integer ` :xref_param_type:`ndarray ` :xref_param_type:`with` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or "NaN", optional (default="NaN") | | - :xref_param_type:`integer ` or "NaN", optional (default="NaN") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or None, optional (default=None) | | - :xref_param_type:`integer ` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or cross-validation generator | | - :xref_param_type:`integer ` or cross-validation :xref_param_type:`generator` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or float, optional default is None | | - :xref_param_type:`integer ` or :xref_param_type:`float`, optional default :xref_param_type:`is` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or iterable (n_row_clusters, n_column_clusters) | | - :xref_param_type:`integer ` or :term:`python:iterable` (:xref_param_type:`n_row_clusters`, :xref_param_type:`n_column_clusters`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or numpy.RandomState, optional | | - :xref_param_type:`integer ` or :xref_param_type:`numpy.RandomState`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or string, optional | | - :xref_param_type:`integer ` or :xref_param_type:`string `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or tuple (n_row_clusters, n_column_clusters) | | - :xref_param_type:`integer ` or :xref_param_type:`tuple` (:xref_param_type:`n_row_clusters`, :xref_param_type:`n_column_clusters`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer or tuple of length arr.ndim | | - :xref_param_type:`integer ` or :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`length` :xref_param_type:`arr.ndim` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, between 0 and 10, optional (default=10) | | - :xref_param_type:`integer `, :xref_param_type:`between` 0 :xref_param_type:`and` 10, optional (default=10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, cross-validation generator, iterable or "prefit", optional | | - :xref_param_type:`integer `, cross-validation :xref_param_type:`generator`, :term:`python:iterable` or "prefit", optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, default 100 | | - :xref_param_type:`integer `, default 100 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, default: 0 | | - :xref_param_type:`integer `, default: 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, default: 200 | | - :xref_param_type:`integer `, default: 200 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, default=(2 ** 20) | | - :xref_param_type:`integer `, default=(2 ** 20) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional | | - :xref_param_type:`integer `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default = 2) | | - :xref_param_type:`integer `, optional (default = 2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=0) | | - :xref_param_type:`integer `, optional (default=0) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=1) | | - :xref_param_type:`integer `, optional (default=1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=10) | | - :xref_param_type:`integer `, optional (default=10) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=2) | | - :xref_param_type:`integer `, optional (default=2) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=3) | | - :xref_param_type:`integer `, optional (default=3) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=5) | | - :xref_param_type:`integer `, optional (default=5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional (default=50) | | - :xref_param_type:`integer `, optional (default=50) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional, default -1 | | - :xref_param_type:`integer `, optional, default -1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional, default 0 | | - :xref_param_type:`integer `, optional, default 0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional, default 1 | | - :xref_param_type:`integer `, optional, default 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional, default 8 | | - :xref_param_type:`integer `, optional, default 8 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional, default: 3 | | - :xref_param_type:`integer `, optional, default: 3 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, optional, default: 6 | | - :xref_param_type:`integer `, optional, default: 6 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - integer, or list positive float, optional | | - :xref_param_type:`integer `, :xref_param_type:`or` :xref_param_type:`list` :xref_param_type:`positive` :xref_param_type:`float`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - is not used: placeholder to allow for usage in a Pipeline. | | - :xref_param_type:`is` :xref_param_type:`not` used: :xref_param_type:`placeholder` :xref_param_type:`to` :xref_param_type:`allow` :xref_param_type:`for` :xref_param_type:`usage` :xref_param_type:`in` :xref_param_type:`a` Pipeline. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable | | - :term:`python:iterable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable (n_rows, n_cols) | | - :term:`python:iterable` (:xref_param_type:`n_rows`, :xref_param_type:`n_cols`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable of floating-point values | | - :term:`python:iterable` :xref_param_type:`of` floating-point :xref_param_type:`values` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable of floating-point values, optional, default: None | | - :term:`python:iterable` :xref_param_type:`of` floating-point :xref_param_type:`values`, optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable of iterables | | - :term:`python:iterable` :xref_param_type:`of` :xref_param_type:`iterables` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable or None, default None | | - :term:`python:iterable` or :xref_param_type:`None`, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable or array-like, depending on transformers | | - :term:`python:iterable` or :term:`array-like`, :xref_param_type:`depending` :xref_param_type:`on` :xref_param_type:`transformers` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable over iterable over raw features, length = n_samples | | - :term:`python:iterable` :xref_param_type:`over` :term:`python:iterable` :xref_param_type:`over` :xref_param_type:`raw` :xref_param_type:`features`, :xref_param_type:`length` = :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable over raw text documents, length = n_samples | | - :term:`python:iterable` :xref_param_type:`over` :xref_param_type:`raw` :xref_param_type:`text` :xref_param_type:`documents`, :xref_param_type:`length` = :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable over {str, file-like, int} | | - :term:`python:iterable` :xref_param_type:`over` {:xref_param_type:`str`, :term:`file-like`, :xref_param_type:`int`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - iterable, default=None | | - :term:`python:iterable`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - joblib.Parallel | | - :xref_param_type:`joblib.Parallel` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - joblib.Parallel (optional) | | - :xref_param_type:`joblib.Parallel` (optional) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - kernel object | | - :xref_param_type:`kernel` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list | | - :xref_param_type:`list` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list (len() equal to cv or 1 if cv == "prefit") | | - :xref_param_type:`list` (:xref_param_type:`len`\() :xref_param_type:`equal` :xref_param_type:`to` :xref_param_type:`cv` or 1 :xref_param_type:`if` :xref_param_type:`cv` == "prefit") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of (objective, dual_gap) pairs | | - :xref_param_type:`list` :xref_param_type:`of` (:xref_param_type:`objective`, :xref_param_type:`dual_gap`) :xref_param_type:`pairs` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of (string, estimator) tuples | | - :xref_param_type:`list` :xref_param_type:`of` (:xref_param_type:`string `, :xref_param_type:`estimator`) :xref_param_type:`tuples ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of (string, transformer) tuples | | - :xref_param_type:`list` :xref_param_type:`of` (:xref_param_type:`string `, :xref_param_type:`transformer`) :xref_param_type:`tuples ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of DecisionTreeClassifier | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`DecisionTreeClassifier` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of DecisionTreeRegressor | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`DecisionTreeRegressor` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of GaussianRandomProjectionHash objects | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`GaussianRandomProjectionHash` :xref_param_type:`objects` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of ``n_output`` estimators | | - :xref_param_type:`list` :xref_param_type:`of` ``n_output`` :xref_param_type:`estimators` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of `int(n_classes * code_size)` estimators | | - :xref_param_type:`list` :xref_param_type:`of` `int(n_classes * code_size)` :xref_param_type:`estimators` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of `n_classes * (n_classes - 1) / 2` estimators | | - :xref_param_type:`list` :xref_param_type:`of` `n_classes * (n_classes - 1) / 2` :xref_param_type:`estimators` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of `n_classes` estimators | | - :xref_param_type:`list` :xref_param_type:`of` `n_classes` :xref_param_type:`estimators` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of array-like | | - :xref_param_type:`list` :xref_param_type:`of` :term:`array-like` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of array-like, shape = [n_features, n_features] | | - :xref_param_type:`list` :xref_param_type:`of` :term:`array-like`, :xref_param_type:`shape` = [:xref_param_type:`n_features`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of arrays | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`arrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of arrays, len = n_samples | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`arrays`, :xref_param_type:`len` = :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of classifiers | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`classifiers` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of dict | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dict` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of dict_type objects, length = n_samples | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`dict_type` :xref_param_type:`objects`, :xref_param_type:`length` = :xref_param_type:`n_samples` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of estimators | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`estimators` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of float | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of floating-point values | | - :xref_param_type:`list` :xref_param_type:`of` floating-point :xref_param_type:`values` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of floats or None (default=None) | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`floats ` or :xref_param_type:`None` (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of floats | int | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`floats ` | :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of indices | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`indices` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of integers of size n_outputs | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`integers ` :xref_param_type:`of` :xref_param_type:`size` :xref_param_type:`n_outputs` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of named tuples | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`named` :xref_param_type:`tuples ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of numpy arrays, shape (n_outputs) | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`numpy` :xref_param_type:`arrays`, :xref_param_type:`shape` (:xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of positive floats | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`positive` :xref_param_type:`floats ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of size n_outputs of arrays of size (n_classes,) | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`size` :xref_param_type:`n_outputs` :xref_param_type:`of` :xref_param_type:`arrays` :xref_param_type:`of` :xref_param_type:`size` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of string, length n_features, optional | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`string `, :xref_param_type:`length` :xref_param_type:`n_features`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of string, length n_output_features | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`string `, :xref_param_type:`length` :xref_param_type:`n_output_features` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of strings | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`strings ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of strings, bool or None, optional (default=None) | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`strings `, :xref_param_type:`bool` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of strings, optional (default=None) | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`strings `, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list of tuples | | - :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`tuples ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, [n_iterations] | | - :xref_param_type:`list`, [:xref_param_type:`n_iterations`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, default None | | - :xref_param_type:`list`, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length = 2 * len(arrays), | | - :xref_param_type:`list`, :xref_param_type:`length` = 2 * :xref_param_type:`len`\(:xref_param_type:`arrays`), | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length = len(coefs_) + len(intercepts_) | | - :xref_param_type:`list`, :xref_param_type:`length` = :xref_param_type:`len`\(:xref_param_type:`coefs_`) + :xref_param_type:`len`\(:xref_param_type:`intercepts_`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length = len(grads) | | - :xref_param_type:`list`, :xref_param_type:`length` = :xref_param_type:`len`\(:xref_param_type:`grads`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length = len(params) | | - :xref_param_type:`list`, :xref_param_type:`length` = :xref_param_type:`len`\(:xref_param_type:`params`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length = n_alphas | list of n_targets such lists | | - :xref_param_type:`list`, :xref_param_type:`length` = :xref_param_type:`n_alphas` | :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`n_targets` :xref_param_type:`such` :xref_param_type:`lists` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length = n_layers - 1 | | - :xref_param_type:`list`, :xref_param_type:`length` = :xref_param_type:`n_layers` - 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length n | | - :xref_param_type:`list`, :xref_param_type:`length` :xref_param_type:`n` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length n_layers - 1 | | - :xref_param_type:`list`, :xref_param_type:`length` :xref_param_type:`n_layers` - 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, length=2 * len(arrays) | | - :xref_param_type:`list`, length=2 * :xref_param_type:`len`\(:xref_param_type:`arrays`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list, optional | | - :xref_param_type:`list`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - list-like | | - list-like | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - mapping of string to any | | - :xref_param_type:`mapping` :xref_param_type:`of` :xref_param_type:`string ` :xref_param_type:`to` :xref_param_type:`any` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - mapping of string to any, default=None | | - :xref_param_type:`mapping` :xref_param_type:`of` :xref_param_type:`string ` :xref_param_type:`to` :xref_param_type:`any`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - mapping of string to any, optional | | - :xref_param_type:`mapping` :xref_param_type:`of` :xref_param_type:`string ` :xref_param_type:`to` :xref_param_type:`any`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - maximum number of iterations for 'arpack' method | | - :xref_param_type:`maximum` :xref_param_type:`number` :xref_param_type:`of` :xref_param_type:`iterations` :xref_param_type:`for` 'arpack' :xref_param_type:`method` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - nd-array or sparse matrix | | - nd-array or :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - nd-array, list or sparse matrix | | - nd-array, :xref_param_type:`list` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray | | - :xref_param_type:`ndarray ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray (n_samples, ) | | - :xref_param_type:`ndarray ` (:xref_param_type:`n_samples`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray (n_samples, n_features) | | - :xref_param_type:`ndarray ` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of DecisionTreeRegressor, shape = [n_estimators, 1] | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`DecisionTreeRegressor`, :xref_param_type:`shape` = [:xref_param_type:`n_estimators`, 1] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of DecisionTreeRegressor, shape = [n_estimators, ``loss_.K``] | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`DecisionTreeRegressor`, :xref_param_type:`shape` = [:xref_param_type:`n_estimators`, ``loss_.K``] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of booleans, optional | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`booleans`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of float | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of int | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`int` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of shape (n_samples,), or, in the multilabel a list of | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`shape` (n_samples,), :xref_param_type:`or`, :xref_param_type:`in` :xref_param_type:`the` :xref_param_type:`multilabel` :xref_param_type:`a` :xref_param_type:`list` :xref_param_type:`of` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of shape (n_samples_1, n_features) | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_1`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of shape (n_samples_2, n_features) | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples_2`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of shape(n) | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`shape`\(:xref_param_type:`n`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray of shape(p, n) | | - :xref_param_type:`ndarray ` :xref_param_type:`of` :xref_param_type:`shape`\(:xref_param_type:`p`, :xref_param_type:`n`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray or csc_matrix, shape (n_samples, n_features) | | - :xref_param_type:`ndarray ` or :xref_param_type:`csc_matrix`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray or sparse array, shape: (n_samples_X, n_features) | | - :xref_param_type:`ndarray ` or :xref_param_type:`sparse ` :xref_param_type:`array `, shape: (:xref_param_type:`n_samples_X`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray or sparse array, shape: (n_samples_Y, n_features) | | - :xref_param_type:`ndarray ` or :xref_param_type:`sparse ` :xref_param_type:`array `, shape: (:xref_param_type:`n_samples_Y`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray or sparse matrix | | - :xref_param_type:`ndarray ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray or sparse matrix, shape (n_samples, n_features) | | - :xref_param_type:`ndarray ` or :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray with same shape as u | | - :xref_param_type:`ndarray ` :xref_param_type:`with` :xref_param_type:`same` :xref_param_type:`shape` :xref_param_type:`as` :xref_param_type:`u` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, | | - ndarray, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, 2D or 3D | | - :xref_param_type:`ndarray `, 2D or 3D | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, dtype int or bool | | - :xref_param_type:`ndarray `, :xref_param_type:`dtype ` :xref_param_type:`int` or :xref_param_type:`bool` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, optional | | - :xref_param_type:`ndarray `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape () | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` () | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (branching_factor + 1, n_features) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`branching_factor` + 1, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (branching_factor + 1,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`branching_factor` + 1,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (len(w)) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`len`\(:xref_param_type:`w`)) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_classes * n_features,) or | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_classes` * n_features,) :xref_param_type:`or` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_classes, n_features) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_classes`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_classes,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_classes,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_cs, n_features) or (n_cs, n_features + 1) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_cs`, :xref_param_type:`n_features`) :xref_param_type:`or` (:xref_param_type:`n_cs`, :xref_param_type:`n_features` + 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_cs,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_cs,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_features + 1,) or (n_features + 2,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_features` + 1,) :xref_param_type:`or` (:xref_param_type:`n_features` + 2,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_features, n_features + 1) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_features` + 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_features,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_features,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_features,) or (n_features + 1,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_features,) :xref_param_type:`or` (:xref_param_type:`n_features` + 1,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_features,), optional | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_features,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_nodes-1,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_nodes-1,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_quantiles, n_features) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_quantiles`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples, ) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples, n_classes) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples, n_components) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples, n_components), optional, default: None | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`), optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples, n_features) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples, n_samples) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples,) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples,) or (n_samples, n_outputs) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_samples,) :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples,), optional | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_samples,), optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples,), optional, default: None | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_samples,), optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape (n_samples,), or (n_samples, n_outputs) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape` (n_samples,), :xref_param_type:`or` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape(n_quantiles, ) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape`\(:xref_param_type:`n_quantiles`, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape(n_samples) | | - :xref_param_type:`ndarray `, :xref_param_type:`shape`\(:xref_param_type:`n_samples`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape=(n, m) | | - :xref_param_type:`ndarray `, shape=(:xref_param_type:`n`, :xref_param_type:`m`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - ndarray, shape=(n,) | | - :xref_param_type:`ndarray `, shape=(n,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - node label | | - :xref_param_type:`node` :xref_param_type:`label` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - non-negative real | | - non-negative :xref_param_type:`real` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - non-negative real, default 1e-06 | | - non-negative :xref_param_type:`real`, default 1e-06 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - non-negative real, default 1e-06. | | - non-negative :xref_param_type:`real`, default 1e-06. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - non-zero int, inf, -inf, default 1 | | - non-zero :xref_param_type:`int`, :xref_param_type:`inf`, -inf, default 1 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - not used, present for API consistence purpose. | | - :xref_param_type:`not` :xref_param_type:`used`, :xref_param_type:`present` :xref_param_type:`for` :xref_param_type:`API` :xref_param_type:`consistence` purpose. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - np.array, dtype=np.intp | | - :xref_param_type:`np.array`, dtype=np.intp | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - np.ndarray | | - :xref_param_type:`np.ndarray` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - np.ndarray or a sparse matrix class, optional | | - :xref_param_type:`np.ndarray` or :xref_param_type:`a` :xref_param_type:`sparse ` :xref_param_type:`matrix ` :term:`python:class`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - np.ndarray shape [n_samples, NP] | | - :xref_param_type:`np.ndarray` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`NP`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - number | | - :xref_param_type:`number` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - number type, default np.float64 | | - :xref_param_type:`number` :xref_param_type:`type`, default :xref_param_type:`np.float64` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - number type, default=np.float | | - :xref_param_type:`number` :xref_param_type:`type`, default=np.float | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (2200, 2, 62, 47). Shape depends on | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (2200, 2, 62, 47). :xref_param_type:`Shape` :xref_param_type:`depends` :xref_param_type:`on` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (2200, 5828). Shape depends on ``subset``. | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (2200, 5828). :xref_param_type:`Shape` :xref_param_type:`depends` :xref_param_type:`on` ``subset``. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (2200,). Shape depends on ``subset``. | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (2200,). :xref_param_type:`Shape` :xref_param_type:`depends` :xref_param_type:`on` ``subset``. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (400, ) | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (400, ) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (400, 4096) | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (400, 4096) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (400, 64, 64) | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (400, 64, 64) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape (n_samples,) | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_alphas] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_alphas`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_classes, code_size] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_classes`, :xref_param_type:`code_size`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_classes] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_components, n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_components`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples, n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples, n_features_new] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features_new`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples, n_samples] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples, n_targets] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples,n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [n_samples,n_features] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples1, n_samples2] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples1`, :xref_param_type:`n_samples2`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_samples] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array of shape [n_unique_labels] | | - :xref_param_type:`numpy` :xref_param_type:`array ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_unique_labels`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or CSR matrix [n_components, n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`CSR` :xref_param_type:`matrix ` [:xref_param_type:`n_components`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or CSR matrix of shape [n_samples, n_classes] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or CSR matrix of shape [n_samples] Target values. | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`CSR` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`] :xref_param_type:`Target` values. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or scipy sparse of shape [n_samples, n_components] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`scipy` :xref_param_type:`sparse ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_components`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or scipy.sparse matrix of shape (n_samples, n_features) | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`scipy.sparse` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or scipy.sparse of shape [n_samples, n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`scipy.sparse` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or sparse matrix of shape [n_samples, n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or sparse matrix of shape [n_samples,n_features] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` [n_samples,n_features] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array or sparse matrix with shape [n_samples, n_classes] | | - :xref_param_type:`numpy` :xref_param_type:`array ` or :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`with` :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_classes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, dtype=np.int, shape (n_samples,) | | - :xref_param_type:`numpy` :xref_param_type:`array `, dtype=np.int, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, optional | | - :xref_param_type:`numpy` :xref_param_type:`array `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, shape (n_alphas,) | | - :xref_param_type:`numpy` :xref_param_type:`array `, :xref_param_type:`shape` (n_alphas,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, shape (n_alphas,) or (n_l1_ratio, n_alphas) | | - :xref_param_type:`numpy` :xref_param_type:`array `, :xref_param_type:`shape` (n_alphas,) :xref_param_type:`or` (:xref_param_type:`n_l1_ratio`, :xref_param_type:`n_alphas`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, shape (n_clusters, n_features) | | - :xref_param_type:`numpy` :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_clusters`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, shape (n_clusters,) | | - :xref_param_type:`numpy` :xref_param_type:`array `, :xref_param_type:`shape` (n_clusters,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, shape (n_sample, n_features) | | - :xref_param_type:`numpy` :xref_param_type:`array `, :xref_param_type:`shape` (:xref_param_type:`n_sample`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy array, shape (n_samples,) | | - :xref_param_type:`numpy` :xref_param_type:`array `, :xref_param_type:`shape` (n_samples,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy data type, default np.float64 | | - :xref_param_type:`numpy` :xref_param_type:`data` :xref_param_type:`type`, default :xref_param_type:`np.float64` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy random number generator or seed integer | | - :xref_param_type:`numpy` :xref_param_type:`random` :xref_param_type:`number` :xref_param_type:`generator` or :xref_param_type:`seed` :xref_param_type:`integer ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy type, optional, default np.float64 | | - :xref_param_type:`numpy` :xref_param_type:`type`, optional, default :xref_param_type:`np.float64` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy.RandomState | | - :xref_param_type:`numpy.RandomState` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy.ndarray | | - :xref_param_type:`numpy.ndarray` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - numpy.ndarray, shape (n_features, n_features) | | - :xref_param_type:`numpy.ndarray`, :xref_param_type:`shape` (:xref_param_type:`n_features`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object | | - :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object or None, optional (default=None) | | - :xref_param_type:`object` or :xref_param_type:`None`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object type that implements the "fit" and "predict" methods | | - :xref_param_type:`object` :xref_param_type:`type` :xref_param_type:`that` :xref_param_type:`implements` :xref_param_type:`the` "fit" :xref_param_type:`and` "predict" :xref_param_type:`methods` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object with the joblib.Memory interface | | - :xref_param_type:`object` :xref_param_type:`with` :xref_param_type:`the` :xref_param_type:`joblib.Memory` :xref_param_type:`interface` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object, default=LinearRegression() | | - :xref_param_type:`object`, default=LinearRegression() | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object, default=None | | - :xref_param_type:`object`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object, optional | | - :xref_param_type:`object`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object, optional (default=DecisionTreeClassifier) | | - :xref_param_type:`object`, optional (default=DecisionTreeClassifier) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object, optional (default=DecisionTreeRegressor) | | - :xref_param_type:`object`, optional (default=DecisionTreeRegressor) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - object, optional (default=None) | | - :xref_param_type:`object`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - one of {'continuous', continuous-multioutput'} | | - :xref_param_type:`one` :xref_param_type:`of` {'continuous', continuous-multioutput'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - one of {'multilabel-indicator', 'multiclass', 'binary'} | | - :xref_param_type:`one` :xref_param_type:`of` {'multilabel-indicator', 'multiclass', 'binary'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional | | - optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, True by default | | - optional, :xref_param_type:`True` :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, default: 'data' | | - optional, default: 'data' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, default: 'label' | | - optional, default: 'label' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, default: 'train' | | - optional, default: 'train' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, default: None | | - optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, default: True | | - optional, default: :xref_param_type:`True` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - optional, default=True | | - optional, default=True | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - pair of floats (min, max), optional (default=(-10.0, 10.0)) | | - :xref_param_type:`pair` :xref_param_type:`of` :xref_param_type:`floats ` (:xref_param_type:`min`, :xref_param_type:`max`), optional (default=(-10.0, 10.0)) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - pair of floats >= 0, default: (1e-5, 1e5) | | - :xref_param_type:`pair` :xref_param_type:`of` :xref_param_type:`floats ` >= 0, default: (1e-5, 1e5) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - positive float | | - :xref_param_type:`positive` :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - positive float, default 0.01 | | - :xref_param_type:`positive` :xref_param_type:`float`, default 0.01 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - positive float, default 1e-4 | | - :xref_param_type:`positive` :xref_param_type:`float`, default 1e-4 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - positive float, optional | | - :xref_param_type:`positive` :xref_param_type:`float`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - property | | - :xref_param_type:`property` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - random state | | - :xref_param_type:`random` :xref_param_type:`state` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - record array, shape = (1623,) | | - :xref_param_type:`record` :xref_param_type:`array `, :xref_param_type:`shape` = (1623,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - record array, shape = (619,) | | - :xref_param_type:`record` :xref_param_type:`array `, :xref_param_type:`shape` = (619,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - returns a trained MLP model. | | - :xref_param_type:`returns` :xref_param_type:`a` :xref_param_type:`trained` :xref_param_type:`MLP` model. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - returns an instance of self. | | - :xref_param_type:`returns` :xref_param_type:`an` :xref_param_type:`instance` :xref_param_type:`of` self. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - returns this MultiLabelBinarizer instance | | - :xref_param_type:`returns` :xref_param_type:`this` :xref_param_type:`MultiLabelBinarizer` :xref_param_type:`instance` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy sparse matrix | | - :xref_param_type:`scipy` :xref_param_type:`sparse ` :xref_param_type:`matrix ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy sparse matrix. | | - :xref_param_type:`scipy` :xref_param_type:`sparse ` matrix. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy.sparse matrix of shape (n_samples, n_features) | | - :xref_param_type:`scipy.sparse` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy.sparse matrix, shape (n_features, 1) | (n_targets, n_features) | | - :xref_param_type:`scipy.sparse` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_features`, 1) | (:xref_param_type:`n_targets`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy.sparse matrix, shape = (n_samples, self.n_features) | | - :xref_param_type:`scipy.sparse` :xref_param_type:`matrix `, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`self.n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy.sparse.csc_matrix, shape=(n_samples, n_features) | | - :xref_param_type:`scipy.sparse.csc_matrix`, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - scipy.sparse.csr_matrix, shape=(n_samples, n_features) | | - :xref_param_type:`scipy.sparse.csr_matrix`, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - select the portion to load: 'train', 'test' or 'raw' | | - :xref_param_type:`select` :xref_param_type:`the` :xref_param_type:`portion` :xref_param_type:`to` load: 'train', 'test' or 'raw' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - self | | - :xref_param_type:`self` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - seq of Axis objects | | - :xref_param_type:`seq` :xref_param_type:`of` :xref_param_type:`Axis` :xref_param_type:`objects` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - seq of ints, strings, or tuples of ints or strings | | - :xref_param_type:`seq` :xref_param_type:`of` :xref_param_type:`ints `, :xref_param_type:`strings `, :xref_param_type:`or` :xref_param_type:`tuples ` :xref_param_type:`of` :xref_param_type:`ints ` or :xref_param_type:`strings ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - seq of ndarray | | - :xref_param_type:`seq` :xref_param_type:`of` :xref_param_type:`ndarray ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - seq of ndarray or None | | - :xref_param_type:`seq` :xref_param_type:`of` :xref_param_type:`ndarray ` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - seq of str | | - :xref_param_type:`seq` :xref_param_type:`of` :xref_param_type:`str` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sequence | | - :term:`python:sequence` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sequence of indexable data-structures | | - :term:`python:sequence` :xref_param_type:`of` :xref_param_type:`indexable` data-structures | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - set | | - :xref_param_type:`set` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - shape=(n_samples, n_components) | | - shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sklearn estimator instance | | - :xref_param_type:`sklearn` :xref_param_type:`estimator` :xref_param_type:`instance` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sklearn.neighbors.NearestNeighbors instance | | - :xref_param_type:`sklearn.neighbors.NearestNeighbors` :xref_param_type:`instance` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse CSR matrix, shape (n_samples, n_classes) | | - :xref_param_type:`sparse ` :xref_param_type:`CSR` :xref_param_type:`matrix `, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_classes`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse csc matrix of size (n_samples, n_outputs) | | - :xref_param_type:`sparse ` :xref_param_type:`csc` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`size` (:xref_param_type:`n_samples`, :xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse csr array, shape = [n_samples, n_nodes] | | - :xref_param_type:`sparse ` :xref_param_type:`csr` :xref_param_type:`array `, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_nodes`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix (optional). | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` (optional). | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix CSC, shape (n_samples, n_features) | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`CSC`, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix if sparse=True else a 2-d array, dtype=int | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`if` sparse=True :xref_param_type:`else` :xref_param_type:`a` 2-d :xref_param_type:`array `, dtype=int | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix in CSR format, shape = [n_samples, n_samples] | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`in` :xref_param_type:`CSR` :xref_param_type:`format`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_samples`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix in CSR format, shape = [n_samples, n_samples_fit] | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`in` :xref_param_type:`CSR` :xref_param_type:`format`, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_samples_fit`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix of shape (dim, dim) | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`dim`, :xref_param_type:`dim`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix or 2D array (preferably LIL matrix) | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` or 2D :xref_param_type:`array ` (:xref_param_type:`preferably` :xref_param_type:`LIL` :xref_param_type:`matrix `) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix or a 2-d array | | - :xref_param_type:`sparse ` :xref_param_type:`matrix ` or :xref_param_type:`a` 2-d :xref_param_type:`array ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix, [n_samples, n_features] | | - :xref_param_type:`sparse ` :xref_param_type:`matrix `, [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - sparse matrix, shape=(n_samples, n_out) | | - :xref_param_type:`sparse ` :xref_param_type:`matrix `, shape=(:xref_param_type:`n_samples`, :xref_param_type:`n_out`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str | | - :xref_param_type:`str` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str or callable | | - :xref_param_type:`str` or :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str or callable, optional (default = 'uniform') | | - :xref_param_type:`str` or :xref_param_type:`callable`, optional (default = 'uniform') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str or estimator instance (default=None) | | - :xref_param_type:`str` or :xref_param_type:`estimator` :xref_param_type:`instance` (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str or int, 1 by default | | - :xref_param_type:`str` or :xref_param_type:`int`, 1 :xref_param_type:`by` default | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str | None | | - :xref_param_type:`str` | :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str | callable | | - :xref_param_type:`str` | :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, | | - str, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, 'error' or 'ignore' | | - :xref_param_type:`str`, 'error' or 'ignore' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, 'l1' or 'l2' | | - :xref_param_type:`str`, 'l1' or 'l2' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, 'l1' or 'l2', default: 'l2' | | - :xref_param_type:`str`, 'l1' or 'l2', default: 'l2' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, 'none', 'l2', 'l1', or 'elasticnet' | | - :xref_param_type:`str`, 'none', 'l2', 'l1', :xref_param_type:`or` 'elasticnet' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, 'onehot', 'onehot-dense' or 'ordinal' | | - :xref_param_type:`str`, 'onehot', 'onehot-dense' or 'ordinal' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, (default='box-cox') | | - :xref_param_type:`str`, (default='box-cox') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, default 'cyclic' | | - :xref_param_type:`str`, default 'cyclic' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, default: 'hinge' | | - :xref_param_type:`str`, default: 'hinge' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, default: 'squared_loss' | | - :xref_param_type:`str`, default: 'squared_loss' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, default="stratified" | | - :xref_param_type:`str`, default="stratified" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, defaults to 'dirichlet_process'. | | - :xref_param_type:`str`, :xref_param_type:`defaults` :xref_param_type:`to` 'dirichlet_process'. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, optional | | - :xref_param_type:`str`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, optional (default: None) | | - :xref_param_type:`str`, optional (default: :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, optional (default='uniform') | | - :xref_param_type:`str`, optional (default='uniform') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, {'hard', 'soft'} (default='hard') | | - :xref_param_type:`str`, {'hard', 'soft'} (default='hard') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, {'l1', 'l2'} | | - :xref_param_type:`str`, {'l1', 'l2'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, {'logistic_regression', 'hinge', 'squared_hinge', | | - :xref_param_type:`str`, {'logistic_regression', 'hinge', 'squared_hinge', | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, {'ovr', 'crammer_singer'} | | - :xref_param_type:`str`, {'ovr', 'crammer_singer'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, {'ovr', 'multinomial'} | | - :xref_param_type:`str`, {'ovr', 'multinomial'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - str, {'ovr', 'multinomial'}, default: 'ovr' | | - :xref_param_type:`str`, {'ovr', 'multinomial'}, default: 'ovr' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - strictly positive float, optional (default=0.1) | | - :xref_param_type:`strictly` :xref_param_type:`positive` :xref_param_type:`float`, optional (default=0.1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - strictly positive float, optional, (default=0.1) | | - :xref_param_type:`strictly` :xref_param_type:`positive` :xref_param_type:`float`, optional, (default=0.1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - strictly positive integer | | - :xref_param_type:`strictly` :xref_param_type:`positive` :xref_param_type:`integer ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - strided ndarray | | - :xref_param_type:`strided` :xref_param_type:`ndarray ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string | | - :xref_param_type:`string ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string ('standard', 'hessian', 'modified' or 'ltsa') | | - :xref_param_type:`string ` ('standard', 'hessian', 'modified' or 'ltsa') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string (default: 'barnes_hut') | | - :xref_param_type:`string ` (default: 'barnes_hut') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string ['auto'|'FW'|'D'] | | - :xref_param_type:`string ` ['auto'|'FW'|'D'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string ['auto'|'brute'|'kd_tree'|'ball_tree'] | | - :xref_param_type:`string ` ['auto'|'brute'|'kd_tree'|'ball_tree'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string ['auto'|'dense'|'arpack'], default='auto' | | - :xref_param_type:`string ` ['auto'|'dense'|'arpack'], default='auto' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string in ['raw_values', 'uniform_average', 'variance_weighted'] or array-like of shape (n_outputs) | | - :xref_param_type:`string ` :xref_param_type:`in` ['raw_values', 'uniform_average', 'variance_weighted'] :xref_param_type:`or` :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string in ['raw_values', 'uniform_average', 'variance_weighted'] or None or array-like of shape (n_outputs) | | - :xref_param_type:`string ` :xref_param_type:`in` ['raw_values', 'uniform_average', 'variance_weighted'] :xref_param_type:`or` :xref_param_type:`None` or :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` (:xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string in ['raw_values', 'uniform_average'] | | - :xref_param_type:`string ` :xref_param_type:`in` ['raw_values', 'uniform_average'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string in ['raw_values', 'uniform_average'] or array-like of shape = (n_outputs) | | - :xref_param_type:`string ` :xref_param_type:`in` ['raw_values', 'uniform_average'] :xref_param_type:`or` :term:`array-like` :xref_param_type:`of` :xref_param_type:`shape` = (:xref_param_type:`n_outputs`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or None (default is None) | | - :xref_param_type:`string ` or :xref_param_type:`None` (default :xref_param_type:`is` :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable | | - :xref_param_type:`string ` or :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, default "euclidean" | | - :xref_param_type:`string ` or :xref_param_type:`callable`, default "euclidean" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, default 'euclidean' | | - :xref_param_type:`string ` or :xref_param_type:`callable`, default 'euclidean' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, default 'minkowski' | | - :xref_param_type:`string ` or :xref_param_type:`callable`, default 'minkowski' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, default: "euclidean" | | - :xref_param_type:`string ` or :xref_param_type:`callable`, default: "euclidean" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, default="linear" | | - :xref_param_type:`string ` or :xref_param_type:`callable`, default="linear" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, default="rbf" | | - :xref_param_type:`string ` or :xref_param_type:`callable`, default="rbf" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, optional | | - :xref_param_type:`string ` or :xref_param_type:`callable`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, optional (default: "fmin_l_bfgs_b") | | - :xref_param_type:`string ` or :xref_param_type:`callable`, optional (default: "fmin_l_bfgs_b") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or callable, optional, default: "euclidean". | | - :xref_param_type:`string ` or :xref_param_type:`callable`, optional, default: "euclidean". | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or file object | | - :xref_param_type:`string ` or :xref_param_type:`file` :xref_param_type:`object` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or file-like in binary mode | | - :xref_param_type:`string ` or :term:`file-like` :xref_param_type:`in` :xref_param_type:`binary` :xref_param_type:`mode` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or float, optional | | - :xref_param_type:`string ` or :xref_param_type:`float`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or function, optional, default: "jaccard" | | - :xref_param_type:`string ` or :xref_param_type:`function`, optional, default: "jaccard" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or function, optional. Default: 'logcosh' | | - :xref_param_type:`string ` or :xref_param_type:`function`, optional. Default: 'logcosh' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or numpy array, optional (default: "random") | | - :xref_param_type:`string ` or :xref_param_type:`numpy` :xref_param_type:`array `, optional (default: "random") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or unicode | | - :xref_param_type:`string ` or :xref_param_type:`unicode` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string or unicode, optional (default=None) | | - :xref_param_type:`string ` or :xref_param_type:`unicode`, optional (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string {'auto', 'full', 'arpack', 'randomized'} | | - :xref_param_type:`string ` {'auto', 'full', 'arpack', 'randomized'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string {'english'}, list, or None (default) | | - :xref_param_type:`string ` {'english'}, :xref_param_type:`list`, :xref_param_type:`or` :xref_param_type:`None` (default) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string {'filename', 'file', 'content'} | | - :xref_param_type:`string ` {'filename', 'file', 'content'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, "nipals" or "svd" | | - :xref_param_type:`string `, "nipals" or "svd" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, 'epsilon_insensitive' or 'squared_epsilon_insensitive' (default='epsilon_insensitive') | | - :xref_param_type:`string `, 'epsilon_insensitive' or 'squared_epsilon_insensitive' (default='epsilon_insensitive') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, 'hinge' or 'squared_hinge' (default='squared_hinge') | | - :xref_param_type:`string `, 'hinge' or 'squared_hinge' (default='squared_hinge') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, 'l1' or 'l2' (default='l2') | | - :xref_param_type:`string `, 'l1' or 'l2' (default='l2') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, 'ovr' or 'crammer_singer' (default='ovr') | | - :xref_param_type:`string `, 'ovr' or 'crammer_singer' (default='ovr') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, 'train', 'test', or 'all', default='all' | | - :xref_param_type:`string `, 'train', 'test', :xref_param_type:`or` 'all', default='all' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, 'utf-8' by default. | | - :xref_param_type:`string `, 'utf-8' :xref_param_type:`by` default. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, [None (default), 'binary', 'micro', 'macro', 'samples', 'weighted'] | | - :xref_param_type:`string `, [:xref_param_type:`None` (default), 'binary', 'micro', 'macro', 'samples', 'weighted'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, [None, 'binary' (default), 'micro', 'macro', 'samples', 'weighted'] | | - :xref_param_type:`string `, [:xref_param_type:`None`, 'binary' (default), 'micro', 'macro', 'samples', 'weighted'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, [None, 'micro', 'macro' (default), 'samples', 'weighted'] | | - :xref_param_type:`string `, [:xref_param_type:`None`, 'micro', 'macro' (default), 'samples', 'weighted'] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, boolean or list of string (default=False) | | - :xref_param_type:`string `, :xref_param_type:`boolean ` or :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`string ` (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, boolean or list/tuple of strings | | - :xref_param_type:`string `, :xref_param_type:`boolean ` or list/tuple :xref_param_type:`of` :xref_param_type:`strings ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, boolean or list/tuple of strings (default=False) | | - :xref_param_type:`string `, :xref_param_type:`boolean ` or list/tuple :xref_param_type:`of` :xref_param_type:`strings ` (default=False) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, callable or None, default=None | | - :xref_param_type:`string `, :xref_param_type:`callable` or :xref_param_type:`None`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, callable or None, optional, default: None | | - :xref_param_type:`string `, :xref_param_type:`callable` or :xref_param_type:`None`, optional, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, callable, list/tuple, dict or None, default: None | | - :xref_param_type:`string `, :xref_param_type:`callable`, list/tuple, :xref_param_type:`dict` or :xref_param_type:`None`, default: :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, callable, optional, default "absolute_loss" | | - :xref_param_type:`string `, :xref_param_type:`callable`, optional, default "absolute_loss" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, callable, or None | | - :xref_param_type:`string `, :xref_param_type:`callable`, :xref_param_type:`or` :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default 'diag' | | - :xref_param_type:`string `, default 'diag' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default 'minkowski' | | - :xref_param_type:`string `, default 'minkowski' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default 'wmc' | | - :xref_param_type:`string `, default 'wmc' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default : "one_vs_rest" | | - :xref_param_type:`string `, default : "one_vs_rest" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default = "randomized" | | - :xref_param_type:`string `, default = "randomized" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default='' | | - :xref_param_type:`string `, default='' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, default='utf-8' | | - :xref_param_type:`string `, default='utf-8' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, float, optional default None | | - :xref_param_type:`string `, :xref_param_type:`float`, optional default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, in {"log", "squared"} | | - :xref_param_type:`string `, :xref_param_type:`in` {"log", "squared"} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, list of string, or None, default=None | | - :xref_param_type:`string `, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`string `, :xref_param_type:`or` :xref_param_type:`None`, default=None | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, list of strings or tuple of strings | | - :xref_param_type:`string `, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`strings ` or :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`strings ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional | | - :xref_param_type:`string `, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default: None) | | - :xref_param_type:`string `, optional (default: :xref_param_type:`None`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default="best") | | - :xref_param_type:`string `, optional (default="best") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default="friedman_mse") | | - :xref_param_type:`string `, optional (default="friedman_mse") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default="gini") | | - :xref_param_type:`string `, optional (default="gini") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default="mean") | | - :xref_param_type:`string `, optional (default="mean") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default="mse") | | - :xref_param_type:`string `, optional (default="mse") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional (default='rbf') | | - :xref_param_type:`string `, optional (default='rbf') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional, default "dict" | | - :xref_param_type:`string `, optional, default "dict" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional, default: "nan" | | - :xref_param_type:`string `, optional, default: "nan" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional, default: 'bistochastic' | | - :xref_param_type:`string `, optional, default: 'bistochastic' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional, default: 'predict' | | - :xref_param_type:`string `, optional, default: 'predict' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional, default: 'randomized' | | - :xref_param_type:`string `, optional, default: 'randomized' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, optional, default=``euclidean`` | | - :xref_param_type:`string `, optional, default=``euclidean`` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, or callable | | - :xref_param_type:`string `, :xref_param_type:`or` :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, or callable, default: "linear" | | - :xref_param_type:`string `, :xref_param_type:`or` :xref_param_type:`callable`, default: "linear" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, type or None | | - :xref_param_type:`string `, :xref_param_type:`type` or :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, type, list of types or None (default="numeric") | | - :xref_param_type:`string `, :xref_param_type:`type`, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`types` or :xref_param_type:`None` (default="numeric") | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, type, list of types or None (default=None) | | - :xref_param_type:`string `, :xref_param_type:`type`, :xref_param_type:`list` :xref_param_type:`of` :xref_param_type:`types` or :xref_param_type:`None` (default=None) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, {'auto', 'arpack', 'dense'} | | - :xref_param_type:`string `, {'auto', 'arpack', 'dense'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, {'word', 'char', 'char_wb'} or callable | | - :xref_param_type:`string `, {'word', 'char', 'char_wb'} :xref_param_type:`or` :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - string, {'word', 'char'} or callable | | - :xref_param_type:`string `, {'word', 'char'} :xref_param_type:`or` :xref_param_type:`callable` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - the filesystem path to the root folder where MLComp datasets | | - :xref_param_type:`the` :xref_param_type:`filesystem` :xref_param_type:`path` :xref_param_type:`to` :xref_param_type:`the` :xref_param_type:`root` :xref_param_type:`folder` :xref_param_type:`where` :xref_param_type:`MLComp` :xref_param_type:`datasets` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - the integer id or the string name metadata of the MLComp | | - :xref_param_type:`the` :xref_param_type:`integer ` :xref_param_type:`id` or :xref_param_type:`the` :xref_param_type:`string ` :xref_param_type:`name` :xref_param_type:`metadata` :xref_param_type:`of` :xref_param_type:`the` :xref_param_type:`MLComp` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - the return value of `func` | | - :xref_param_type:`the` :xref_param_type:`return` :xref_param_type:`value` :xref_param_type:`of` `func` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - the warning class | | - :xref_param_type:`the` :xref_param_type:`warning` :term:`python:class` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tree.Tree | | - :xref_param_type:`tree.Tree` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple | | - :xref_param_type:`tuple` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple (min, max), default=(0, 1) | | - :xref_param_type:`tuple` (:xref_param_type:`min`, :xref_param_type:`max`), default=(0, 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple (min_n, max_n) | | - :xref_param_type:`tuple` (:xref_param_type:`min_n`, :xref_param_type:`max_n`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple (min_n, max_n), default=(1, 1) | | - :xref_param_type:`tuple` (:xref_param_type:`min_n`, :xref_param_type:`max_n`), default=(1, 1) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple (q_min, q_max), 0.0 < q_min < q_max < 100.0 | | - :xref_param_type:`tuple` (:xref_param_type:`q_min`, :xref_param_type:`q_max`), 0.0 < :xref_param_type:`q_min` < :xref_param_type:`q_max` < 100.0 | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple of (A, B) ndarrays | | - :xref_param_type:`tuple` :xref_param_type:`of` (:xref_param_type:`A`, :xref_param_type:`B`) :xref_param_type:`ndarrays` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple of floats | | - :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`floats ` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple of ints (image_height, image_width) or | | - :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`ints ` (:xref_param_type:`image_height`, :xref_param_type:`image_width`) :xref_param_type:`or` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple of ints (patch_height, patch_width) | | - :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`ints ` (:xref_param_type:`patch_height`, :xref_param_type:`patch_width`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple of warning class, default to Warning | | - :xref_param_type:`tuple` :xref_param_type:`of` :xref_param_type:`warning` :term:`python:class`, default :xref_param_type:`to` :xref_param_type:`Warning` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple or float | | - :xref_param_type:`tuple` or :xref_param_type:`float` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple or set, for internal use | | - :xref_param_type:`tuple` or :xref_param_type:`set`, :xref_param_type:`for` :xref_param_type:`internal` :xref_param_type:`use` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple, length = n_layers - 2, default (100,) | | - :xref_param_type:`tuple`, :xref_param_type:`length` = :xref_param_type:`n_layers` - 2, default (100,) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - tuple, optional | | - :xref_param_type:`tuple`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - type, optional | | - :xref_param_type:`type`, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - warning class, defaults to Warning. | | - :xref_param_type:`warning` :term:`python:class`, :xref_param_type:`defaults` :xref_param_type:`to` Warning. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {"average", "complete"}, optional, default: "complete" | | - {"average", "complete"}, optional, default: "complete" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {"ward", "complete", "average"}, optional, default "ward" | | - {"ward", "complete", "average"}, optional, default "ward" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {"ward", "complete", "average"}, optional, default: "ward" | | - {"ward", "complete", "average"}, optional, default: "ward" | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'F', 'C', or None}, optional | | - {'F', 'C', :xref_param_type:`or` :xref_param_type:`None`}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'SAMME', 'SAMME.R'}, optional (default='SAMME.R') | | - {'SAMME', 'SAMME.R'}, optional (default='SAMME.R') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'all', 'root', 'none'}, optional (default='all') | | - {'all', 'root', 'none'}, optional (default='all') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'ascii', 'unicode', None} | | - {'ascii', 'unicode', :xref_param_type:`None`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'auto', 'ball_tree', 'kd_tree', 'brute'}, optional | | - {'auto', 'ball_tree', 'kd_tree', 'brute'}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'auto', 'svd', 'cholesky', 'lsqr', 'sparse_cg', 'sag', 'saga'} | | - {'auto', 'svd', 'cholesky', 'lsqr', 'sparse_cg', 'sag', 'saga'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'auto', True, False} | | - {'auto', :xref_param_type:`True`, :xref_param_type:`False`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'auto', bool, array_like}, default 'auto' | | - {'auto', :xref_param_type:`bool`, :term:`numpy:array_like`}, default 'auto' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'cd', 'lars'} | | - {'cd', 'lars'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'cd', 'lars'}, default 'cd' | | - {'cd', 'lars'}, default 'cd' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'connectivity', 'distance'}, optional | | - {'connectivity', 'distance'}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'constant', 'adaptive', 'invscaling'}, default 'constant' | | - {'constant', 'adaptive', 'invscaling'}, default 'constant' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'constant', 'invscaling', 'adaptive'}, default 'constant' | | - {'constant', 'invscaling', 'adaptive'}, default 'constant' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'deviance', 'exponential'}, optional (default='deviance') | | - {'deviance', 'exponential'}, optional (default='deviance') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'full', 'tied', 'diag', 'spherical'} | | - {'full', 'tied', 'diag', 'spherical'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'full', 'tied', 'diag', 'spherical'}, | | - {'full', 'tied', 'diag', 'spherical'}, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'full', 'tied', 'diag', 'spherical'}, defaults to 'full' | | - {'full', 'tied', 'diag', 'spherical'}, :xref_param_type:`defaults` :xref_param_type:`to` 'full' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'identity', 'logistic', 'tanh', 'relu'}, default 'relu' | | - {'identity', 'logistic', 'tanh', 'relu'}, default 'relu' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'k-means++', 'random' or an ndarray} | | - {'k-means++', 'random' or :xref_param_type:`an` :xref_param_type:`ndarray `} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'k-means++', 'random' or an ndarray}, default: 'k-means++' | | - {'k-means++', 'random' or :xref_param_type:`an` :xref_param_type:`ndarray `}, default: 'k-means++' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'k-means++', 'random' or ndarray or callable} optional | | - {'k-means++', 'random' or :xref_param_type:`ndarray ` or :xref_param_type:`callable`} optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'k-means++', 'random', or ndarray, or a callable}, optional | | - {'k-means++', 'random', :xref_param_type:`or` :xref_param_type:`ndarray `, :xref_param_type:`or` :xref_param_type:`a` :xref_param_type:`callable`}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'kmeans', 'random'}, defaults to 'kmeans'. | | - {'kmeans', 'random'}, :xref_param_type:`defaults` :xref_param_type:`to` 'kmeans'. | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'knn', 'rbf', callable} | | - {'knn', 'rbf', :xref_param_type:`callable`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'lapack', 'randomized'} | | - {'lapack', 'randomized'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'lars', 'cd'} | | - {'lars', 'cd'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'lasso_lars', 'lasso_cd', 'lars', 'omp', 'threshold'} | | - {'lasso_lars', 'lasso_cd', 'lars', 'omp', 'threshold'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'lasso_lars', 'lasso_cd', 'lars', 'omp', 'threshold'} | | - {'lasso_lars', 'lasso_cd', 'lars', 'omp', 'threshold'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'lbfgs', 'newton-cg', 'liblinear', 'sag', 'saga'} | | - {'lbfgs', 'newton-cg', 'liblinear', 'sag', 'saga'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'lbfgs', 'sgd', 'adam'}, default 'adam' | | - {'lbfgs', 'sgd', 'adam'}, default 'adam' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'linear', 'square', 'exponential'}, optional (default='linear') | | - {'linear', 'square', 'exponential'}, optional (default='linear') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'ls', 'lad', 'huber', 'quantile'}, optional (default='ls') | | - {'ls', 'lad', 'huber', 'quantile'}, optional (default='ls') | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'newton-cg', 'lbfgs', 'liblinear', 'sag', 'saga'}, | | - {'newton-cg', 'lbfgs', 'liblinear', 'sag', 'saga'}, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'parallel', 'deflation'} | | - {'parallel', 'deflation'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'parallel', 'deflation'}, optional | | - {'parallel', 'deflation'}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'percentile', 'k_best', 'fpr', 'fdr', 'fwe'} | | - {'percentile', 'k_best', 'fpr', 'fdr', 'fwe'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'squared_hinge', 'log'}, default 'squared_hinge' | | - {'squared_hinge', 'log'}, default 'squared_hinge' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'standard', 'hessian', 'modified', 'ltsa'} | | - {'standard', 'hessian', 'modified', 'ltsa'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'strict', 'ignore', 'replace'} | | - {'strict', 'ignore', 'replace'} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {'strict', 'ignore', 'replace'}, optional | | - {'strict', 'ignore', 'replace'}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {None, 'arpack', 'lobpcg', or 'amg'}, default None | | - {:xref_param_type:`None`, 'arpack', 'lobpcg', :xref_param_type:`or` 'amg'}, default :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {None, 'auto', 'svd', eigen'}, optional | | - {:xref_param_type:`None`, 'auto', 'svd', eigen'}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {None, array, sparse matrix}, | | - {:xref_param_type:`None`, :xref_param_type:`array `, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {True, False, 'auto'}, | | - {:xref_param_type:`True`, :xref_param_type:`False`, 'auto'}, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {True, False, 'auto'}, default 'auto' | | - {:xref_param_type:`True`, :xref_param_type:`False`, 'auto'}, default 'auto' | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array, matrix, sparse matrix, LinearOperator} | | - {:xref_param_type:`array `, :xref_param_type:`matrix `, :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`LinearOperator`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array, sparse matrix} | | - {:xref_param_type:`array `, :xref_param_type:`sparse ` :xref_param_type:`matrix `} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array, sparse matrix}, shape = (n_samples, n_features * (2*sample_steps + 1)) | | - {:xref_param_type:`array `, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_features` * (2*sample_steps + 1)) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array, sparse matrix}, shape (n_samples_1, n_samples_2) | | - {:xref_param_type:`array `, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples_1`, :xref_param_type:`n_samples_2`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array, sparse matrix}, shape = [n_samples, n_features] | | - {:xref_param_type:`array `, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array, sparse matrix}, shape [n_samples, n_features + 1] | | - {:xref_param_type:`array `, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features` + 1] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, object with finite length or shape} | | - {:term:`array-like`, :xref_param_type:`object` :xref_param_type:`with` :xref_param_type:`finite` :xref_param_type:`length` or :xref_param_type:`shape`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix, BallTree, KDTree, NearestNeighbors} | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`BallTree`, :xref_param_type:`KDTree`, :xref_param_type:`NearestNeighbors`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix, BallTree, KDTree} | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`BallTree`, :xref_param_type:`KDTree`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix, LinearOperator}, | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`LinearOperator`}, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix} | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix} shape = (n_samples, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `} :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix} of shape = [n_samples, n_features] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `} :xref_param_type:`of` :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix} shape (n_samples, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `} :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix} shape = [n_samples, n_features] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `} :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples, n_clusters) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_clusters`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples, n_components) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_components`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples, n_features), None | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`), :xref_param_type:`None` | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples1, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples1`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples2, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples2`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples_1, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples_1`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples_2, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples_2`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples_a, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples_a`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape (n_samples_b, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` (:xref_param_type:`n_samples_b`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape = (n_samples, n_features) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape = (n_samples, n_features_in) | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = (:xref_param_type:`n_samples`, :xref_param_type:`n_features_in`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape = [n_samples (, n_labels)] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = [:xref_param_type:`n_samples` (, :xref_param_type:`n_labels`)] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape = [n_samples, n_features] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape = [n_samples,n_features] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` = [n_samples,n_features] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape [n_samples, n_features] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, :xref_param_type:`shape` [:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse matrix}, shape=[n_samples, n_features] | | - {:term:`array-like`, :xref_param_type:`sparse ` :xref_param_type:`matrix `}, shape=[:xref_param_type:`n_samples`, :xref_param_type:`n_features`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like, sparse}, shape=[n_classes_true, n_classes_pred] | | - {:term:`array-like`, :xref_param_type:`sparse `}, shape=[:xref_param_type:`n_classes_true`, :xref_param_type:`n_classes_pred`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {array-like}, shape (n_samples, n_features) | | - {:term:`array-like`}, :xref_param_type:`shape` (:xref_param_type:`n_samples`, :xref_param_type:`n_features`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {dict, 'balanced'}, optional | | - {:xref_param_type:`dict`, 'balanced'}, optional | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {float, array-like}, | | - {:xref_param_type:`float`, :term:`array-like`}, | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {float, array-like}, shape (n_targets) | | - {:xref_param_type:`float`, :term:`array-like`}, :xref_param_type:`shape` (:xref_param_type:`n_targets`) | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {float, array-like}, shape = [n_targets] | | - {:xref_param_type:`float`, :term:`array-like`}, :xref_param_type:`shape` = [:xref_param_type:`n_targets`] | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {sparse matrix, ndarray, LinearOperatorLinear} | | - {:xref_param_type:`sparse ` :xref_param_type:`matrix `, :xref_param_type:`ndarray `, :xref_param_type:`LinearOperatorLinear`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | - {str, file-like, int} | | - {:xref_param_type:`str`, :term:`file-like`, :xref_param_type:`int`} | +----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+