Module Import alias Import alias identifier Import alias identifier ImportFrom alias alias alias ImportFrom alias ImportFrom alias ImportFrom alias alias alias alias alias alias alias alias alias alias alias alias alias alias alias alias alias Assign NameStore ListLoad Str Str ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Index NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr ExtSlice Slice Index Num keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr Num Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Index NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr ExtSlice Slice Index Num keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Index NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr ExtSlice Slice Index Num keyword Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr ExtSlice Slice Index Num AttributeLoad AttributeLoad NameLoad attr attr Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Index NameLoad NameLoad keyword Num Assign NameStore BinOpMult Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr Num Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad SubscriptLoad AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr attr Index NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr ExtSlice Slice Slice Num keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list decorator_list Assign NameStore Dict TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str TupleLoad Str Str NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad FunctionDef arguments args NameParam NameParam defaults Str Str body Assign NameStore AttributeLoad Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign TupleStore NameStore NameStore Call NameLoad Str NameLoad keyword Str Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad attr keyword Str keyword NameLoad keyword NameLoad Assign NameStore SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Return TupleLoad NameLoad NameLoad decorator_list FunctionDef arguments args defaults body Assign NameStore AttributeLoad Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign TupleStore NameStore NameStore Call NameLoad Str NameLoad keyword Str Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad attr keyword Num Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign NameStore AttributeLoad Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign TupleStore NameStore NameStore Call NameLoad Str NameLoad keyword Str Assign AttributeStore NameLoad attr Call AttributeLoad Call NameLoad NameLoad NameLoad attr keyword Num keyword Str keyword Str keyword Str Assign AttributeStore NameLoad attr NameLoad decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign TupleStore AttributeStore NameLoad attr AttributeStore NameLoad attr Call NameLoad Str Str decorator_list NameLoad decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr ListLoad Num Num Num Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad attr Num keyword Str Expr Call AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num keyword Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num keyword Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Num Num keyword Num keyword Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr ListLoad Num Num Num Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad attr Num keyword Str Expr Call AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num keyword Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num keyword Num keyword Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Num Num keyword Num keyword Num decorator_list
N/A N/A scipy.stats N/A numpy np N/A statsmodels.api sm numpy.testing assert_allclose assert_equal assert_almost_equal patsy dmatrices statsmodels.regression.quantile_regression QuantReg results_quantile_regression biweight_chamberlain biweight_hsheather biweight_bofinger cosine_chamberlain cosine_hsheather cosine_bofinger gaussian_chamberlain gaussian_hsheather gaussian_bofinger epan2_chamberlain epan2_hsheather epan2_bofinger parzen_chamberlain parzen_hsheather parzen_bofinger epanechnikov_hsheather_q75 Rquantreg N/A idx N/A income Intercept CheckModelResultsMixin N/A object N/A test_params N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A np ravel N/A N/A N/A N/A self res1 params ix N/A idx N/A N/A N/A self res2 table N/A N/A N/A 0 rtol 0.001 N/A test_bse N/A N/A self N/A N/A N/A N/A assert_equal N/A N/A self res1 scale 1 N/A N/A assert_allclose N/A N/A np ravel N/A N/A N/A N/A self res1 bse ix N/A idx N/A N/A N/A self res2 table N/A N/A N/A 1 rtol 0.001 N/A test_tvalues N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A np ravel N/A N/A N/A N/A self res1 tvalues ix N/A idx N/A N/A N/A self res2 table N/A N/A N/A 2 rtol 0.01 N/A test_pvalues N/A N/A self N/A N/A N/A pvals_stata N/A N/A N/A N/A scipy stats t sf N/A N/A N/A self res2 table N/A N/A N/A 2 N/A N/A self res2 df_r N/A N/A assert_allclose N/A N/A np ravel N/A N/A N/A N/A self res1 pvalues ix N/A idx pvals_stata rtol 1.1 N/A pvals_t N/A N/A N/A N/A N/A scipy stats t sf N/A N/A self res1 tvalues N/A N/A self res2 df_r 2 N/A N/A assert_allclose N/A N/A np ravel N/A N/A self res1 pvalues pvals_t rtol 1e-09 atol 1e-10 N/A test_conf_int N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A N/A N/A N/A self res1 conf_int ix N/A idx N/A N/A N/A self res2 table N/A N/A N/A -2 rtol 0.001 N/A test_nobs N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A self res1 nobs N/A N/A self res2 N rtol 0.001 N/A test_df_model N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A self res1 df_model N/A N/A self res2 df_m rtol 0.001 N/A test_df_resid N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A self res1 df_resid N/A N/A self res2 df_r rtol 0.001 N/A test_prsquared N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A self res1 prsquared N/A N/A self res2 psrsquared rtol 0.001 N/A test_sparsity N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A np array N/A N/A self res1 sparsity N/A N/A self res2 sparsity rtol 0.001 N/A test_bandwidth N/A N/A self N/A N/A N/A N/A assert_allclose N/A N/A np array N/A N/A self res1 bandwidth N/A N/A self res2 kbwidth rtol 0.001 N/A N/A N/A d N/A N/A biw bofinger N/A biw chamberlain N/A biw hsheather N/A cos bofinger N/A cos chamberlain N/A cos hsheather N/A gau bofinger N/A gau chamberlain N/A gau hsheather N/A par bofinger N/A par chamberlain N/A par hsheather N/A epa bofinger N/A epa chamberlain N/A epa hsheather biweight_bofinger biweight_chamberlain biweight_hsheather cosine_bofinger cosine_chamberlain cosine_hsheather gaussian_bofinger gaussian_chamberlain gaussian_hsheather parzen_bofinger parzen_chamberlain parzen_hsheather epan2_bofinger epan2_chamberlain epan2_hsheather setup_fun N/A N/A kernel bandwidth N/A gau bofinger N/A N/A data N/A N/A N/A N/A N/A sm datasets engel load_pandas data N/A N/A y X N/A dmatrices foodexp ~ income data return_type dataframe N/A statsm N/A N/A N/A QuantReg y X fit vcov iid kernel kernel bandwidth bandwidth N/A stata N/A d N/A N/A kernel bandwidth N/A N/A statsm stata N/A test_fitted_residuals N/A N/A N/A N/A N/A data N/A N/A N/A N/A N/A sm datasets engel load_pandas data N/A N/A y X N/A dmatrices foodexp ~ income data return_type dataframe N/A res N/A N/A N/A QuantReg y X fit q 0.1 N/A N/A assert_almost_equal N/A N/A np array N/A res fittedvalues N/A Rquantreg fittedvalues 5 N/A N/A assert_almost_equal N/A N/A np array N/A N/A res predict N/A Rquantreg fittedvalues 5 N/A N/A assert_almost_equal N/A N/A np array N/A res resid N/A Rquantreg residuals 5 N/A TestEpanechnikovHsheatherQ75 N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A data N/A N/A N/A N/A N/A sm datasets engel load_pandas data N/A N/A y X N/A dmatrices foodexp ~ income data return_type dataframe N/A N/A cls res1 N/A N/A N/A QuantReg y X fit q 0.75 vcov iid kernel epa bandwidth hsheather N/A N/A cls res2 epanechnikov_hsheather_q75 N/A classmethod N/A TestEpanechnikovBofinger N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun epa bofinger N/A classmethod N/A TestEpanechnikovChamberlain N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun epa chamberlain N/A classmethod N/A TestEpanechnikovHsheather N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun epa hsheather N/A classmethod N/A TestGaussianBofinger N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun gau bofinger N/A classmethod N/A TestGaussianChamberlain N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun gau chamberlain N/A classmethod N/A TestGaussianHsheather N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun gau hsheather N/A classmethod N/A TestBiweightBofinger N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun biw bofinger N/A classmethod N/A TestBiweightChamberlain N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun biw chamberlain N/A classmethod N/A TestBiweightHsheather N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun biw hsheather N/A classmethod N/A TestCosineBofinger N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun cos bofinger N/A classmethod N/A TestCosineChamberlain N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun cos chamberlain N/A classmethod N/A TestCosineHsheather N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun cos hsheather N/A classmethod N/A TestParzeneBofinger N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun par bofinger N/A classmethod N/A TestParzeneChamberlain N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun par chamberlain N/A classmethod N/A TestParzeneHsheather N/A CheckModelResultsMixin N/A setUp N/A N/A cls N/A N/A N/A N/A N/A cls res1 N/A cls res2 N/A setup_fun par hsheather N/A classmethod N/A test_zero_resid N/A N/A N/A N/A N/A X N/A N/A np array N/A N/A 1 0 N/A 0 1 N/A 0 2.1 N/A 0 3.1 dtype N/A np float64 N/A y N/A N/A np array N/A 0 1 2 3 dtype N/A np float64 N/A res N/A N/A N/A QuantReg y X fit 0.5 bandwidth chamberlain N/A N/A N/A res summary N/A N/A assert_allclose N/A res params N/A N/A np array N/A 0.0 0.96774163 rtol 0.0001 atol 1e-20 N/A N/A assert_allclose N/A res bse N/A N/A np array N/A 0.0447576 0.01154867 rtol 0.0001 atol 1e-20 N/A N/A assert_allclose N/A res resid N/A N/A np array N/A 0.0 0.032258368 -0.0322574272 9.40732912e-07 rtol 0.0001 atol 1e-20 N/A X N/A N/A np array N/A N/A 1 0 N/A 0.1 1 N/A 0 2.1 N/A 0 3.1 dtype N/A np float64 N/A y N/A N/A np array N/A 0 1 2 3 dtype N/A np float64 N/A res N/A N/A N/A QuantReg y X fit 0.5 bandwidth chamberlain N/A N/A N/A res summary N/A N/A assert_allclose N/A res params N/A N/A np array N/A 9.99982796e-08 0.96774163 rtol 0.0001 atol 1e-20 N/A N/A assert_allclose N/A res bse N/A N/A np array N/A 0.04455029 0.01155251 rtol 0.0001 atol 1e-20 N/A N/A assert_allclose N/A res resid N/A N/A np array N/A -9.99982796e-08 0.0322583598 -0.0322574234 9.4636186e-07 rtol 0.0001 atol 1e-20 N/A