Module Expr Str Import alias identifier ImportFrom alias alias ImportFrom alias Import alias identifier ImportFrom alias ImportFrom alias Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Num ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body If UnaryOpNot Call NameLoad AttributeLoad NameLoad attr Str body Raise Call NameLoad Str orelse Expr Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body If UnaryOpNot Call NameLoad AttributeLoad NameLoad attr Str body Raise Call NameLoad Str orelse Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body If UnaryOpNot Call NameLoad AttributeLoad NameLoad attr Str body Raise Call NameLoad Str orelse Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore BinOpDiv NameLoad AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore BinOpMult Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr NameLoad Num Assign NameStore BinOpMult Call AttributeLoad AttributeLoad NameLoad attr attr Num AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call AttributeLoad NameLoad attr TupleLoad BinOpSub NameLoad NameLoad BinOpAdd NameLoad NameLoad Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list decorator_list ClassDef bases NameLoad body ImportFrom alias Assign NameStore Call NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body ImportFrom alias Assign NameStore Call NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list ClassDef bases NameLoad body ImportFrom alias Assign NameStore Call NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr keyword Str attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign AttributeStore NameLoad attr Call NameLoad decorator_list decorator_list FunctionDef arguments args defaults body Import alias identifier Assign NameStore Dict Str Str ListLoad Num Num Num Num ListLoad Num Num Num AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Str keyword NameLoad decorator_list
N/A N/A 
Test functions for sm.rlm
 N/A numpy np numpy.testing assert_almost_equal assert_allclose scipy stats N/A statsmodels.api sm statsmodels.robust.robust_linear_model RLM nose SkipTest N/A DECIMAL_4 4 N/A DECIMAL_3 3 N/A DECIMAL_2 2 N/A DECIMAL_1 1 CheckRlmResultsMixin N/A object N/A N/A 
    res2 contains  results from Rmodelwrap or were obtained from a statistical
    packages such as R, Stata, or SAS and written to results.results_rlm

    Covariance matrices were obtained from SAS and are imported from
    results.results_rlm
     test_params N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A self res1 params N/A N/A self res2 params DECIMAL_4 N/A N/A decimal_standarderrors DECIMAL_4 test_standarderrors N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A self res1 bse N/A N/A self res2 bse N/A self decimal_standarderrors N/A test_confidenceintervals N/A N/A self N/A N/A N/A N/A N/A hasattr N/A self res2 conf_int N/A N/A N/A SkipTest Results from R N/A N/A N/A assert_almost_equal N/A N/A N/A self res1 conf_int N/A N/A N/A self res2 conf_int DECIMAL_4 N/A N/A decimal_scale DECIMAL_4 test_scale N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A self res1 scale N/A N/A self res2 scale N/A self decimal_scale N/A test_weights N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A self res1 weights N/A N/A self res2 weights DECIMAL_4 N/A test_residuals N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A self res1 resid N/A N/A self res2 resid DECIMAL_4 N/A test_degrees N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A N/A self res1 model df_model N/A N/A self res2 df_model DECIMAL_4 N/A N/A assert_almost_equal N/A N/A N/A self res1 model df_resid N/A N/A self res2 df_resid DECIMAL_4 N/A test_bcov_unscaled N/A N/A self N/A N/A N/A N/A N/A hasattr N/A self res2 bcov_unscaled N/A N/A N/A SkipTest No unscaled cov matrix from SAS N/A N/A N/A assert_almost_equal N/A N/A self res1 bcov_unscaled N/A N/A self res2 bcov_unscaled DECIMAL_4 N/A N/A decimal_bcov_scaled DECIMAL_4 test_bcov_scaled N/A N/A self N/A N/A N/A N/A assert_almost_equal N/A N/A self res1 bcov_scaled N/A N/A self res2 h1 N/A self decimal_bcov_scaled N/A N/A assert_almost_equal N/A N/A self res1 h2 N/A N/A self res2 h2 N/A self decimal_bcov_scaled N/A N/A assert_almost_equal N/A N/A self res1 h3 N/A N/A self res2 h3 N/A self decimal_bcov_scaled N/A test_tvalues N/A N/A self N/A N/A N/A N/A N/A hasattr N/A self res2 tvalues N/A N/A N/A SkipTest No tvalues in benchmark N/A N/A N/A assert_allclose N/A N/A self res1 tvalues N/A N/A self res2 tvalues rtol 0.003 N/A test_tpvalues N/A N/A self N/A N/A N/A params N/A N/A self res1 params N/A tvalues N/A params N/A N/A self res1 bse N/A pvalues N/A N/A N/A N/A stats norm sf N/A N/A np abs tvalues 2 N/A half_width N/A N/A N/A N/A stats norm isf 0.025 N/A N/A self res1 bse N/A conf_int N/A N/A np column_stack N/A N/A params half_width N/A params half_width N/A N/A assert_almost_equal N/A N/A self res1 tvalues tvalues N/A N/A assert_almost_equal N/A N/A self res1 pvalues pvalues N/A N/A assert_almost_equal N/A N/A N/A self res1 conf_int conf_int N/A N/A TestRlm N/A CheckRlmResultsMixin N/A statsmodels.datasets.stackloss load N/A data N/A load N/A N/A data exog N/A N/A sm add_constant N/A data exog prepend False __init__ N/A N/A self N/A N/A N/A N/A self decimal_standarderrors DECIMAL_1 N/A N/A self decimal_scale DECIMAL_3 N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit cov H2 bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit cov H3 bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm Huber N/A N/A self res2 N/A Huber N/A test_summary N/A N/A self N/A N/A N/A N/A N/A N/A self res1 summary N/A N/A TestHampel N/A TestRlm N/A __init__ N/A N/A self N/A N/A N/A N/A self decimal_standarderrors DECIMAL_2 N/A N/A self decimal_scale DECIMAL_3 N/A N/A self decimal_bcov_scaled DECIMAL_3 N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms Hampel fit N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms Hampel fit cov H2 bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms Hampel fit cov H3 bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm Hampel N/A N/A self res2 N/A Hampel N/A N/A TestRlmBisquare N/A TestRlm N/A __init__ N/A N/A self N/A N/A N/A N/A self decimal_standarderrors DECIMAL_1 N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms TukeyBiweight fit N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms TukeyBiweight fit cov H2 bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms TukeyBiweight fit cov H3 bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm BiSquare N/A N/A self res2 N/A BiSquare N/A N/A TestRlmAndrews N/A TestRlm N/A __init__ N/A N/A self N/A N/A N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms AndrewWave fit N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms AndrewWave fit cov H2 bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms AndrewWave fit cov H3 bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm Andrews N/A N/A self res2 N/A Andrews N/A N/A TestRlmHuber N/A CheckRlmResultsMixin N/A statsmodels.datasets.stackloss load N/A data N/A load N/A N/A data exog N/A N/A sm add_constant N/A data exog prepend False __init__ N/A N/A self N/A N/A N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit scale_est N/A N/A N/A N/A sm robust scale HuberScale N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit cov H2 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit cov H3 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm HuberHuber N/A N/A self res2 N/A HuberHuber N/A N/A TestHampelHuber N/A TestRlm N/A __init__ N/A N/A self N/A N/A N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms Hampel fit scale_est N/A N/A N/A N/A sm robust scale HuberScale N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms Hampel fit cov H2 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms Hampel fit cov H3 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm HampelHuber N/A N/A self res2 N/A HampelHuber N/A N/A TestRlmBisquareHuber N/A TestRlm N/A __init__ N/A N/A self N/A N/A N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms TukeyBiweight fit scale_est N/A N/A N/A N/A sm robust scale HuberScale N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms TukeyBiweight fit cov H2 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms TukeyBiweight fit cov H3 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm BisquareHuber N/A N/A self res2 N/A BisquareHuber N/A N/A TestRlmAndrewsHuber N/A TestRlm N/A __init__ N/A N/A self N/A N/A N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms AndrewWave fit scale_est N/A N/A N/A N/A sm robust scale HuberScale N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms AndrewWave fit cov H2 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms AndrewWave fit cov H3 scale_est N/A N/A N/A N/A sm robust scale HuberScale bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm AndrewsHuber N/A N/A self res2 N/A AndrewsHuber N/A N/A TestRlmSresid N/A CheckRlmResultsMixin N/A statsmodels.datasets.stackloss load N/A data N/A load N/A N/A data exog N/A N/A sm add_constant N/A data exog prepend False __init__ N/A N/A self N/A N/A N/A N/A self decimal_standarderrors DECIMAL_1 N/A N/A self decimal_scale DECIMAL_3 N/A results N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit conv sresid N/A h2 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit cov H2 bcov_scaled N/A h3 N/A N/A N/A N/A RLM N/A N/A self data endog N/A N/A self data exog M N/A N/A N/A N/A sm robust norms HuberT fit cov H3 bcov_scaled N/A N/A self res1 results N/A N/A N/A self res1 h2 h2 N/A N/A N/A self res1 h3 h3 N/A setup N/A N/A self N/A N/A results.results_rlm Huber N/A N/A self res2 N/A Huber N/A N/A test_missing N/A N/A N/A N/A N/A statsmodels.formula.api smf N/A d N/A Foo Bar N/A 1 2 10 149 N/A 1 2 3 N/A np nan N/A mod N/A N/A smf rlm Foo ~ Bar data d N/A