Module ImportFrom alias Import alias identifier ImportFrom alias alias ImportFrom alias ImportFrom alias Import alias identifier Assign NameStore AttributeLoad Call AttributeLoad NameLoad attr attr Assign NameStore BinOpMult Num Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str Assign NameStore BinOpMult Num Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad SubscriptLoad SubscriptLoad NameLoad Index Str Slice Num keyword NameLoad Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Str Expr Call NameLoad Str Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad Str Assign NameStore Call AttributeLoad NameLoad attr Str keyword Num keyword NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad Str Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad Str Expr Call NameLoad Call AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Expr Call NameLoad Str Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad Str Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad Call AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr Slice Num Expr Call NameLoad Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad Call AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr Slice Num keyword NameLoad Expr Call NameLoad Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad Call AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr Slice Num keyword NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword Str keyword Call NameLoad keyword Num keyword NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword Str Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword Str keyword Dict Str NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad BinOpFloorDiv SubscriptLoad SubscriptLoad NameLoad Index Str Slice Num Num attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword Str keyword Dict Str Str NameLoad NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr
N/A __future__ print_function N/A numpy np statsmodels.regression.linear_model OLS GLSAR statsmodels.tools.tools add_constant statsmodels.datasets macrodata N/A statsmodels.regression.tests.results.results_macro_ols_robust res N/A d2 N/A N/A N/A macrodata load data N/A g_gdp N/A 400 N/A N/A np diff N/A N/A np log N/A d2 N/A realgdp N/A g_inv N/A 400 N/A N/A np diff N/A N/A np log N/A d2 N/A realinv N/A exogg N/A add_constant N/A N/A np c_ N/A N/A g_gdp N/A N/A d2 N/A realint N/A -1 prepend False N/A res_olsg N/A N/A N/A OLS g_inv exogg fit N/A N/A print N/A N/A res_olsg summary N/A res_hc0 N/A N/A res_olsg get_robustcov_results HC1 N/A N/A print N/A N/A print N/A N/A res_hc0 summary N/A N/A print N/A res_hac4 N/A N/A res_olsg get_robustcov_results HAC maxlags 4 use_correction True N/A N/A print N/A N/A res_hac4 summary N/A N/A print N/A tt N/A N/A res_hac4 t_test N/A N/A np eye N/A len N/A res_hac4 params N/A N/A print N/A N/A tt summary N/A N/A print N/A N/A print N/A N/A tt summary_frame N/A N/A res_hac4 use_t False N/A N/A print N/A tt N/A N/A res_hac4 t_test N/A N/A np eye N/A len N/A res_hac4 params N/A N/A print N/A N/A tt summary N/A N/A print N/A N/A print N/A N/A tt summary_frame N/A N/A print N/A vars N/A N/A res_hac4 f_test N/A N/A N/A np eye N/A len N/A res_hac4 params N/A -1 N/A N/A print N/A vars N/A N/A res_hac4 wald_test N/A N/A N/A np eye N/A len N/A res_hac4 params N/A -1 use_f True N/A N/A print N/A vars N/A N/A res_hac4 wald_test N/A N/A N/A np eye N/A len N/A res_hac4 params N/A -1 use_f False N/A mod_olsg N/A OLS g_inv exogg N/A res_hac4b N/A N/A mod_olsg fit cov_type HAC cov_kwds N/A dict maxlags 4 use_correction True N/A N/A print N/A N/A res_hac4b summary N/A res_hc1b N/A N/A mod_olsg fit cov_type HC1 N/A N/A print N/A N/A res_hc1b summary N/A res_hc1c N/A N/A mod_olsg fit cov_type HC1 cov_kwds N/A use_t True N/A N/A print N/A N/A res_hc1c summary N/A decade N/A N/A N/A N/A N/A d2 N/A year N/A 1 10 astype int N/A res_clu N/A N/A mod_olsg fit cov_type cluster cov_kwds N/A groups use_t decade True N/A N/A print N/A N/A res_clu summary