Module Import alias identifier Import alias identifier ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias alias alias FunctionDef arguments args defaults body Assign NameStore Call NameLoad Assign AttributeStore NameLoad attr ListLoad Num Num Num Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad SubscriptLoad Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr attr Index Num AttributeLoad NameLoad attr decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad Num ListLoad Num ListLoad Num Assign NameStore ListLoad Num Num Num Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Num Num Assign NameStore ListLoad Num Num Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad Num ListLoad Num ListLoad Num Assign NameStore Call AttributeLoad Call NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num Expr Call NameLoad NameLoad ListLoad Num Num Num Expr Call NameLoad AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad Num ListLoad Num ListLoad Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore ListLoad Num Num Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad Num ListLoad Num ListLoad Num Assign NameStore Call NameLoad keyword Num keyword Num Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num Expr Call NameLoad NameLoad ListLoad Num Num Num Expr Call NameLoad AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad keyword Num keyword Num keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num keyword Num Expr Call NameLoad NameLoad ListLoad Num Num Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad keyword Num keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num Num Expr Call NameLoad NameLoad ListLoad Num Num Num Num Expr Call NameLoad AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args defaults body Assign NameStore NameLoad Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Num Num Assign SubscriptStore NameLoad Index TupleLoad Num Num Num Assign SubscriptStore NameLoad Index TupleLoad Num Num Num Assign NameStore ListLoad Num Num Num Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Num Num Assign SubscriptStore NameLoad Index TupleLoad Num Num Num Assign SubscriptStore NameLoad Index TupleLoad Num Num Num Assign SubscriptStore NameLoad Index TupleLoad Num Num Num Assign NameStore Call NameLoad keyword Num keyword Num Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num Expr Call NameLoad NameLoad ListLoad Num Num Num Expr Call NameLoad AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad keyword Num keyword Num keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num keyword Num Expr Call NameLoad NameLoad ListLoad Num Num Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad keyword Num keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr ListLoad Num Num Expr Call NameLoad NameLoad ListLoad Num Num Num Num Expr Call NameLoad AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults Num Num Num Num NameLoad Num body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Assign SubscriptStore NameLoad Slice NameLoad Num If NameLoad body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index CompareGt NameLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad If CompareEq NameLoad Num body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Return TupleLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign TupleStore NameStore NameStore NameStore TupleLoad Num Num Num Assign NameStore Num Assign TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num Assign NameStore Call NameLoad keyword NameLoad keyword Num keyword NameLoad keyword NameLoad keyword Num keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Num Num Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Num Assign NameStore Call NameLoad keyword NameLoad keyword Num keyword NameLoad keyword NameLoad keyword Num keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Num Num Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad Call AttributeLoad NameLoad attr CompareNotEq AttributeLoad NameLoad attr Num BinOpMult Num NameLoad decorator_list FunctionDef arguments args defaults body Expr Call NameLoad keyword Num keyword NameLoad keyword NameLoad Expr Call NameLoad keyword Num keyword NameLoad keyword NameLoad Expr Call NameLoad keyword Num keyword NameLoad keyword NameLoad Expr Call NameLoad keyword Num keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args defaults body Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign TupleStore NameStore NameStore Call NameLoad keyword NameLoad keyword NameLoad Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num SubscriptLoad NameLoad Slice BinOpFloorDiv NameLoad Num Assign NameStore Call NameLoad keyword Num keyword NameLoad keyword NameLoad keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Num Num Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Num Assign NameStore Call NameLoad keyword Num keyword NameLoad keyword NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Num Num Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Num Expr Call NameLoad Call AttributeLoad NameLoad attr CompareNotEq AttributeLoad NameLoad attr Num NameLoad decorator_list FunctionDef arguments args defaults body Assign NameStore Num Assign TupleStore NameStore NameStore Call NameLoad keyword NameLoad Assign NameStore Call NameLoad keyword Num keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign TupleStore NameStore NameStore NameStore TupleLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr For NameStore Call NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad ExtSlice Slice Index NameLoad Expr Call NameLoad SubscriptLoad NameLoad ExtSlice Index NameLoad Slice AttributeLoad NameLoad attr Expr Call NameLoad SubscriptLoad NameLoad Index NameLoad AttributeLoad NameLoad attr Expr Call NameLoad SubscriptLoad NameLoad Index NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args defaults body Assign TupleStore NameStore NameStore Call NameLoad Assign NameStore Num Assign NameStore Num Assign NameStore Call NameLoad keyword NameLoad keyword Num keyword NameLoad keyword Num keyword NameLoad Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad Num AttributeLoad NameLoad attr Expr Call NameLoad NameLoad AttributeLoad NameLoad attr Expr Call NameLoad NameLoad Call NameLoad AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Expr Call Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args defaults body Assign TupleStore NameStore NameStore Call NameLoad keyword Num keyword Num For NameStore ListLoad NameLoad NameLoad body Assign NameStore Call NameLoad keyword Num keyword Num keyword NameLoad Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad keyword Num keyword Num keyword NameLoad Expr Call Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call NameLoad keyword Num keyword Num keyword NameLoad Expr Call Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad keyword Num keyword Num keyword NameLoad Expr Call Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list
N/A N/A numpy np N/A scipy.sparse sp sklearn.utils.testing assert_array_almost_equal sklearn.utils.testing assert_almost_equal sklearn.utils.testing assert_equal sklearn.utils.testing assert_less sklearn.utils.testing assert_true sklearn.utils.testing assert_greater sklearn.utils.testing ignore_warnings sklearn.linear_model.coordinate_descent Lasso ElasticNet LassoCV ElasticNetCV test_sparse_coef N/A N/A N/A N/A N/A clf N/A ElasticNet N/A N/A clf coef_ N/A 1 2 3 N/A N/A assert_true N/A N/A sp isspmatrix N/A clf sparse_coef_ N/A N/A assert_equal N/A N/A N/A N/A N/A N/A clf sparse_coef_ toarray tolist N/A 0 N/A clf coef_ N/A test_normalize_option N/A N/A N/A N/A N/A X N/A N/A sp csc_matrix N/A N/A -1 N/A 0 N/A 1 N/A y N/A -1 0 1 N/A clf_dense N/A ElasticNet fit_intercept True normalize True N/A clf_sparse N/A ElasticNet fit_intercept True normalize True N/A N/A N/A clf_dense fit X y N/A X N/A N/A sp csc_matrix X N/A N/A N/A clf_sparse fit X y N/A N/A assert_almost_equal N/A clf_dense dual_gap_ 0 N/A N/A assert_array_almost_equal N/A clf_dense coef_ N/A clf_sparse coef_ N/A test_lasso_zero N/A N/A N/A N/A N/A X N/A N/A sp csc_matrix N/A 3 1 N/A y N/A 0 0 0 N/A T N/A N/A np array N/A N/A 1 N/A 2 N/A 3 N/A clf N/A N/A N/A Lasso fit X y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 0 N/A N/A assert_array_almost_equal pred N/A 0 0 0 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A test_enet_toy_list_input N/A N/A N/A N/A N/A X N/A N/A np array N/A N/A -1 N/A 0 N/A 1 N/A X N/A N/A sp csc_matrix X N/A Y N/A -1 0 1 N/A T N/A N/A np array N/A N/A 2 N/A 3 N/A 4 N/A clf N/A ElasticNet alpha 0 l1_ratio 1.0 N/A N/A N/A ignore_warnings N/A clf fit X Y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 1 N/A N/A assert_array_almost_equal pred N/A 2 3 4 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A clf N/A ElasticNet alpha 0.5 l1_ratio 0.3 max_iter 1000 N/A N/A N/A clf fit X Y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 0.50819 decimal 3 N/A N/A assert_array_almost_equal pred N/A 1.0163 1.5245 2.0327 decimal 3 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A clf N/A ElasticNet alpha 0.5 l1_ratio 0.5 N/A N/A N/A clf fit X Y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 0.45454 3 N/A N/A assert_array_almost_equal pred N/A 0.909 1.3636 1.8181 3 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A test_enet_toy_explicit_sparse_input N/A N/A N/A N/A N/A f ignore_warnings N/A X N/A N/A sp lil_matrix N/A 3 1 N/A N/A X N/A N/A 0 0 -1 N/A N/A X N/A N/A 2 0 1 N/A Y N/A -1 0 1 N/A T N/A N/A sp lil_matrix N/A 3 1 N/A N/A T N/A N/A 0 0 2 N/A N/A T N/A N/A 1 0 3 N/A N/A T N/A N/A 2 0 4 N/A clf N/A ElasticNet alpha 0 l1_ratio 1.0 N/A N/A N/A f N/A clf fit X Y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 1 N/A N/A assert_array_almost_equal pred N/A 2 3 4 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A clf N/A ElasticNet alpha 0.5 l1_ratio 0.3 max_iter 1000 N/A N/A N/A clf fit X Y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 0.50819 decimal 3 N/A N/A assert_array_almost_equal pred N/A 1.0163 1.5245 2.0327 decimal 3 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A clf N/A ElasticNet alpha 0.5 l1_ratio 0.5 N/A N/A N/A clf fit X Y N/A pred N/A N/A clf predict T N/A N/A assert_array_almost_equal N/A clf coef_ N/A 0.45454 3 N/A N/A assert_array_almost_equal pred N/A 0.909 1.3636 1.8181 3 N/A N/A assert_almost_equal N/A clf dual_gap_ 0 N/A make_sparse_data N/A N/A n_samples n_features n_informative seed positive n_targets N/A 100 100 10 42 False 1 N/A N/A random_state N/A N/A N/A np random RandomState seed N/A w N/A N/A random_state randn n_features n_targets N/A N/A w N/A n_informative 0.0 N/A positive N/A N/A w N/A N/A np abs w N/A X N/A N/A random_state randn n_samples n_features N/A rnd N/A N/A random_state uniform size N/A n_samples n_features N/A N/A X N/A N/A rnd 0.5 0.0 N/A y N/A N/A np dot X w N/A X N/A N/A sp csc_matrix X N/A N/A n_targets 1 N/A N/A y N/A N/A np ravel y N/A N/A X y N/A _test_sparse_enet_not_as_toy_dataset N/A N/A alpha fit_intercept positive N/A N/A N/A N/A n_samples n_features max_iter N/A 100 100 1000 N/A n_informative 10 N/A N/A X y N/A make_sparse_data n_samples n_features n_informative positive positive N/A N/A X_train X_test N/A N/A X N/A N/A n_samples 2 N/A X N/A N/A n_samples 2 N/A N/A y_train y_test N/A N/A y N/A N/A n_samples 2 N/A y N/A N/A n_samples 2 N/A s_clf N/A ElasticNet alpha alpha l1_ratio 0.8 fit_intercept fit_intercept max_iter max_iter tol 1e-07 positive positive warm_start True N/A N/A N/A s_clf fit X_train y_train N/A N/A assert_almost_equal N/A s_clf dual_gap_ 0 4 N/A N/A assert_greater N/A N/A s_clf score X_test y_test 0.85 N/A d_clf N/A ElasticNet alpha alpha l1_ratio 0.8 fit_intercept fit_intercept max_iter max_iter tol 1e-07 positive positive warm_start True N/A N/A N/A d_clf fit N/A N/A X_train toarray y_train N/A N/A assert_almost_equal N/A d_clf dual_gap_ 0 4 N/A N/A assert_greater N/A N/A d_clf score X_test y_test 0.85 N/A N/A assert_almost_equal N/A s_clf coef_ N/A d_clf coef_ 5 N/A N/A assert_almost_equal N/A s_clf intercept_ N/A d_clf intercept_ 5 N/A N/A assert_less N/A N/A np sum N/A N/A s_clf coef_ 0.0 N/A 2 n_informative N/A test_sparse_enet_not_as_toy_dataset N/A N/A N/A N/A N/A N/A _test_sparse_enet_not_as_toy_dataset alpha 0.1 fit_intercept False positive False N/A N/A _test_sparse_enet_not_as_toy_dataset alpha 0.1 fit_intercept True positive False N/A N/A _test_sparse_enet_not_as_toy_dataset alpha 0.001 fit_intercept False positive True N/A N/A _test_sparse_enet_not_as_toy_dataset alpha 0.001 fit_intercept True positive True N/A test_sparse_lasso_not_as_toy_dataset N/A N/A N/A N/A N/A n_samples 100 N/A max_iter 1000 N/A n_informative 10 N/A N/A X y N/A make_sparse_data n_samples n_samples n_informative n_informative N/A N/A X_train X_test N/A N/A X N/A N/A n_samples 2 N/A X N/A N/A n_samples 2 N/A N/A y_train y_test N/A N/A y N/A N/A n_samples 2 N/A y N/A N/A n_samples 2 N/A s_clf N/A Lasso alpha 0.1 fit_intercept False max_iter max_iter tol 1e-07 N/A N/A N/A s_clf fit X_train y_train N/A N/A assert_almost_equal N/A s_clf dual_gap_ 0 4 N/A N/A assert_greater N/A N/A s_clf score X_test y_test 0.85 N/A d_clf N/A Lasso alpha 0.1 fit_intercept False max_iter max_iter tol 1e-07 N/A N/A N/A d_clf fit N/A N/A X_train toarray y_train N/A N/A assert_almost_equal N/A d_clf dual_gap_ 0 4 N/A N/A assert_greater N/A N/A d_clf score X_test y_test 0.85 N/A N/A assert_equal N/A N/A np sum N/A N/A s_clf coef_ 0.0 n_informative N/A test_enet_multitarget N/A N/A N/A N/A N/A n_targets 3 N/A N/A X y N/A make_sparse_data n_targets n_targets N/A estimator N/A ElasticNet alpha 0.01 fit_intercept True precompute None N/A N/A N/A estimator fit X y N/A N/A coef intercept dual_gap N/A N/A estimator coef_ N/A estimator intercept_ N/A estimator dual_gap_ N/A k N/A range n_targets N/A N/A N/A N/A estimator fit X N/A y N/A N/A N/A k N/A N/A assert_array_almost_equal N/A coef N/A N/A k N/A N/A estimator coef_ N/A N/A assert_array_almost_equal N/A intercept N/A k N/A estimator intercept_ N/A N/A assert_array_almost_equal N/A dual_gap N/A k N/A estimator dual_gap_ N/A test_path_parameters N/A N/A N/A N/A N/A N/A X y N/A make_sparse_data N/A max_iter 50 N/A n_alphas 10 N/A clf N/A ElasticNetCV n_alphas n_alphas eps 0.001 max_iter max_iter l1_ratio 0.5 fit_intercept False N/A N/A N/A ignore_warnings N/A clf fit X y N/A N/A assert_almost_equal 0.5 N/A clf l1_ratio N/A N/A assert_equal n_alphas N/A clf n_alphas N/A N/A assert_equal n_alphas N/A len N/A clf alphas_ N/A sparse_mse_path N/A clf mse_path_ N/A N/A N/A ignore_warnings N/A clf fit N/A N/A X toarray y N/A N/A assert_almost_equal N/A clf mse_path_ sparse_mse_path N/A test_same_output_sparse_dense_lasso_and_enet_cv N/A N/A N/A N/A N/A N/A X y N/A make_sparse_data n_samples 40 n_features 10 N/A normalize N/A True False N/A N/A clfs N/A ElasticNetCV max_iter 100 cv 5 normalize normalize N/A N/A N/A ignore_warnings N/A clfs fit X y N/A clfd N/A ElasticNetCV max_iter 100 cv 5 normalize normalize N/A N/A N/A ignore_warnings N/A clfd fit N/A N/A X toarray y N/A N/A assert_almost_equal N/A clfs alpha_ N/A clfd alpha_ 7 N/A N/A assert_almost_equal N/A clfs intercept_ N/A clfd intercept_ 7 N/A N/A assert_array_almost_equal N/A clfs mse_path_ N/A clfd mse_path_ N/A N/A assert_array_almost_equal N/A clfs alphas_ N/A clfd alphas_ N/A clfs N/A LassoCV max_iter 100 cv 4 normalize normalize N/A N/A N/A ignore_warnings N/A clfs fit X y N/A clfd N/A LassoCV max_iter 100 cv 4 normalize normalize N/A N/A N/A ignore_warnings N/A clfd fit N/A N/A X toarray y N/A N/A assert_almost_equal N/A clfs alpha_ N/A clfd alpha_ 7 N/A N/A assert_almost_equal N/A clfs intercept_ N/A clfd intercept_ 7 N/A N/A assert_array_almost_equal N/A clfs mse_path_ N/A clfd mse_path_ N/A N/A assert_array_almost_equal N/A clfs alphas_ N/A clfd alphas_ N/A