Module Expr Str ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias Import alias Import alias identifier ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias alias alias alias ImportFrom alias ImportFrom alias ImportFrom alias alias ImportFrom alias alias alias alias Import alias identifier Import alias identifier ImportFrom alias Assign NameStore NameLoad TryExcept body Import alias identifier handlers ExceptHandler type NameLoad body TryExcept body Import alias identifier handlers ExceptHandler type NameLoad body Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Expr Call NameLoad NameLoad Expr Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad Call NameLoad NameLoad If Call NameLoad NameLoad Str body Expr Call NameLoad NameLoad NameLoad orelse Expr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list ClassDef bases NameLoad body Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr TryExcept body Import alias identifier Expr Call AttributeLoad NameLoad attr Str keyword NameLoad handlers ExceptHandler type NameLoad body Pass If UnaryOpNot NameLoad body Raise Call AttributeLoad NameLoad attr Str decorator_list NameLoad FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr decorator_list NameLoad FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr If CompareLt NameLoad Call NameLoad Str body Raise Call AttributeLoad NameLoad attr Call AttributeLoad Str attr NameLoad Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num keyword ListLoad Str Str Str Str Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Assign SubscriptStore AttributeLoad NameLoad attr Index ListLoad Num Num AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index ListLoad Num Num AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword BinOpDiv Num NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore AttributeLoad Call AttributeLoad NameLoad attr Str attr Assign NameStore AttributeLoad Call AttributeLoad NameLoad attr Str attr Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad NameLoad keyword BinOpDiv Num NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad NameLoad Assign NameStore Call NameLoad NameLoad keyword Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index Num keyword Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore Call NameLoad NameLoad keyword Call AttributeLoad NameLoad attr Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad If UnaryOpNot NameLoad body Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Str NameLoad NameLoad keyword Num keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr NameLoad keyword NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword Call AttributeLoad NameLoad attr keyword Call AttributeLoad NameLoad attr Expr Call NameLoad NameLoad NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index Num Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad kwarg body Assign NameStore BinOpMult Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword Call AttributeLoad NameLoad attr keyword Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword NameLoad NameLoad Expr Call NameLoad NameLoad NameLoad Assign NameStore AttributeLoad NameLoad attr For TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr body If BoolOpAnd CompareEq NameLoad Str CompareGtE NameLoad NameLoad body Assign NameStore SubscriptLoad NameLoad Index BinOpAdd BinOpSub NameLoad NameLoad Num orelse Assign NameStore SubscriptLoad NameLoad Index Num Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign NameStore Dict For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad body Assign SubscriptStore NameLoad Index NameLoad Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad Expr Call NameLoad NameLoad decorator_list Assign NameStore ListLoad Str Str Str Str Str Str Str Str Str Str Str Str FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad body Assign NameStore AttributeLoad NameLoad attr If CompareIsNot NameLoad NameLoad body Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Expr Call NameLoad NameLoad NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Expr Call NameLoad NameLoad NameLoad For NameStore AttributeLoad NameLoad attr body Assign NameStore BinOpMod Str NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad If CompareIsNot NameLoad NameLoad body Assign NameStore SubscriptLoad NameLoad Index NameLoad Expr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num keyword NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword SubscriptLoad NameLoad Index Num keyword SubscriptLoad NameLoad Index Num Assign NameStore Call NameLoad NameLoad decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body Assign NameStore NameLoad Expr Str FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr If UnaryOpNot NameLoad body Raise Call AttributeLoad NameLoad attr Str decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Assign NameStore Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore ListLoad Str Str Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str SubscriptLoad AttributeLoad NameLoad attr Index Str Expr Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr Str decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index Str Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num keyword NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad CompareNotEq AttributeLoad NameLoad attr AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Expr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr keyword NameLoad AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index Str Num Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword SubscriptLoad AttributeLoad NameLoad attr Slice Num Expr Call NameLoad Call AttributeLoad NameLoad attr keyword NameLoad AttributeLoad NameLoad attr Assign NameStore BinOpAdd NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad Assign SubscriptStore NameLoad Index Str Num Assign NameStore Call AttributeLoad NameLoad attr keyword AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Expr Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad Num AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad Expr Call NameLoad Call NameLoad Num AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Dict Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Assign NameStore Dict Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Assign NameStore AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword Dict Str NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num Assign NameStore ListLoad Str Str Str Str For NameStore NameLoad body Assign NameStore Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore SubscriptLoad AttributeLoad Call AttributeLoad NameLoad attr attr ExtSlice Slice Index ListLoad Str Str Assign NameStore SubscriptLoad AttributeLoad Call AttributeLoad NameLoad attr attr ExtSlice Slice Index ListLoad Str Str Str Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Dict Str Str NameLoad NameLoad FunctionDef arguments args defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Expr Call NameLoad keyword NameLoad keyword NameLoad decorator_list Expr Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Dict Str Str Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Expr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword Call NameLoad NameLoad Expr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Dict Str Str Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Expr AttributeLoad NameLoad attr Expr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Dict Str Str Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Dict Str Str Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Assign NameStore Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore ListLoad Str Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Str SubscriptLoad AttributeLoad NameLoad attr Index Str decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Dict Str Str Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword Dict Str Str Expr AttributeLoad NameLoad attr FunctionDef arguments args defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Expr Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword Dict Str Str decorator_list Expr Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num keyword ListLoad TupleLoad Str Str TupleLoad Str Str Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad Expr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Assign NameStore NameLoad Assign NameStore ListLoad Str Str Str Str Str Str Str Str Str Str Str Str Assign NameStore ListLoad Str Str FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call NameLoad Call NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad ListLoad Call NameLoad Num Num Num Call NameLoad Num Num Num Expr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call NameLoad Call NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad ListLoad Str Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call NameLoad Call NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad ListLoad Call NameLoad Num Num Num Call NameLoad Num Num Num Call NameLoad Num Num Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Assign NameStore ListLoad ListLoad Num Num Num ListLoad Num Num Num ListLoad Num Num Num Expr Call NameLoad NameLoad AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore ListLoad ListLoad Num Num Num ListLoad Num Num Num ListLoad Num Num Num ListLoad Num Num Num ListLoad Num Num Num Expr Call NameLoad NameLoad AttributeLoad AttributeLoad NameLoad attr attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad SubscriptLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Index Num attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call NameLoad Dict Str Str Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Assign SubscriptStore AttributeLoad NameLoad attr Index TupleLoad ListLoad Num Num Str AttributeLoad NameLoad attr Assign SubscriptStore AttributeLoad NameLoad attr Index TupleLoad ListLoad Num Num Str AttributeLoad NameLoad attr Assign SubscriptStore AttributeLoad NameLoad attr Index TupleLoad ListLoad Num Num Str AttributeLoad NameLoad attr Assign SubscriptStore AttributeLoad NameLoad attr Index TupleLoad ListLoad Num Num Str AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call NameLoad Call NameLoad GeneratorExp TupleLoad NameLoad Call AttributeLoad NameLoad attr comprehension TupleStore NameStore NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Assign AttributeStore NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Assign AttributeStore NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword BinOpDiv Num NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword BinOpDiv Num NameLoad Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr For NameStore ListLoad Str Str body Assign NameStore AttributeLoad Call AttributeLoad Call NameLoad NameLoad NameLoad attr attr Assign NameStore AttributeLoad Call NameLoad NameLoad NameLoad attr Expr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword NameLoad Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Assign NameStore ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword NameLoad Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Assign NameStore Call NameLoad ListLoad ListLoad Num Num Num Num ListLoad Num Num Num Num ListLoad Num Num Num Num keyword AttributeLoad AttributeLoad NameLoad attr attr keyword ListLoad Str Str Str Str keyword NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Slice Index AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword NameLoad keyword Dict Str Str Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Assign NameStore Call NameLoad ListLoad ListLoad Num Num Num Num ListLoad Num Num Num Num ListLoad Num Num Num Num keyword AttributeLoad AttributeLoad NameLoad attr attr keyword ListLoad Str Str Str Str keyword NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Slice Index AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword ListLoad Str Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListLoad ListLoad Num Num Num Num ListLoad Num Num Num Num ListLoad Num Num Num Num keyword ListLoad Str Str Str Str keyword AttributeLoad NameLoad attr keyword NameLoad Expr Call NameLoad NameLoad Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword ListLoad Str keyword Dict Str Num Assign NameStore AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Assign NameStore Call NameLoad ListLoad ListLoad Num Num Num Num ListLoad Num Num Num Num ListLoad Num Num Num Num keyword ListLoad Str Str Str Str keyword AttributeLoad NameLoad attr keyword NameLoad Expr Call NameLoad NameLoad Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword ListLoad Str Str Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Num Assign NameStore ListLoad ListLoad Num Num Num Num Num ListLoad Num Num Num Num Num ListLoad Num Num Num Num Num ListLoad Num Num Num Num Num Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call NameLoad ListLoad Str Str Str Str Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword ListLoad Str Str keyword Dict Str Str Expr Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad Num Num Num Num Assign NameStore ListLoad ListLoad Num Num Num Num Num ListLoad Num Num Num Num Num ListLoad Num Num Num Num Num ListLoad Num Num Num Num Num Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call NameLoad ListLoad Str Str Str Str Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad NameLoad Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad keyword Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num keyword Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Num keyword Str keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword Str keyword Num keyword Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad NameLoad Str AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword Str keyword Num keyword Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults kwarg body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad NameLoad Expr Call NameLoad NameLoad For NameStore AttributeLoad NameLoad attr body Expr Call NameLoad Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Str kwarg body Assign NameStore Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad NameLoad Assign NameStore AttributeLoad NameLoad attr For TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr body If BoolOpAnd CompareEq NameLoad Str CompareGtE NameLoad NameLoad body Assign NameStore SubscriptLoad NameLoad Index BinOpAdd BinOpSub NameLoad NameLoad Num orelse Assign NameStore SubscriptLoad NameLoad Index Num Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign NameStore Dict For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad body Assign SubscriptStore NameLoad Index NameLoad Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad Expr Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults kwarg body With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad NameLoad With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad body If CompareIsNot NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Num Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Expr Call NameLoad NameLoad NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Expr Call NameLoad NameLoad NameLoad For NameStore AttributeLoad NameLoad attr body Assign NameStore BinOpMod Str NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad If CompareIsNot NameLoad NameLoad body Assign NameStore SubscriptLoad NameLoad Index NameLoad Expr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num keyword Num With Call AttributeLoad NameLoad attr NameLoad keyword NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword Num keyword Num keyword Str Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body ImportFrom alias Assign NameStore BinOpMult Call AttributeLoad NameLoad attr TupleLoad Num Num Call AttributeLoad Call AttributeLoad NameLoad attr Num attr TupleLoad Num Num Assign NameStore BinOpMult Call AttributeLoad NameLoad attr Num Num Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword Num Assign NameStore Call NameLoad NameLoad NameLoad NameLoad Assert CompareEq SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Num Assert CompareEq SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Num Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr TupleLoad Num Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad NameLoad decorator_list decorator_list FunctionDef arguments args NameParam defaults body Expr Call NameLoad NameLoad Expr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index Num Index NameLoad Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Return Call NameLoad NameLoad NameLoad decorator_list ClassDef bases AttributeLoad NameLoad attr body Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Call NameLoad Num Num Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListLoad Num Num Num keyword NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call NameLoad Call NameLoad Num Num Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListLoad Num Num Num Num Num keyword NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call NameLoad Call NameLoad Num Num Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListLoad Num AttributeLoad NameLoad attr Num keyword NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Call NameLoad Call NameLoad Num Num Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListLoad AttributeLoad NameLoad attr Num Num Num Num keyword NameLoad Assign AttributeStore NameLoad attr NameLoad Assign NameStore Dict Str Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad keyword NameLoad Assign NameStore Dict Str Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore NameStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Slice Num SubscriptLoad NameLoad Index Str Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore NameStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Slice Num NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore NameStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str AttributeLoad NameLoad attr NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Str Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Str decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore NameStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Str Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Str decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore NameStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Slice Num Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Str Expr Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Str decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list decorator_list If CompareEq NameLoad Str body Import alias Expr Call AttributeLoad NameLoad attr keyword ListLoad NameLoad Str Str Str Str keyword NameLoad
N/A N/A 
Unit test suite for OLS and PanelOLS classes
 __future__ division datetime datetime pandas compat distutils.version LooseVersion N/A nose N/A numpy np numpy.testing.decorators slow pandas date_range bdate_range pandas.core.panel Panel pandas DataFrame Index Series notnull datetools pandas.stats.api ols pandas.stats.ols _filter_data pandas.stats.plm NonPooledPanelOLS PanelOLS pandas.util.testing assert_almost_equal assert_series_equal assert_frame_equal assertRaisesRegexp N/A pandas.util.testing tm N/A pandas.compat compat common BaseTest N/A _have_statsmodels True N/A N/A N/A statsmodels.api sm N/A N/A N/A ImportError N/A N/A N/A N/A scikits.statsmodels.api sm N/A N/A N/A ImportError N/A N/A _have_statsmodels False _check_repr N/A N/A obj N/A N/A N/A N/A repr obj N/A N/A str obj N/A _compare_ols_results N/A N/A model1 model2 N/A N/A N/A N/A N/A tm assertIsInstance model1 N/A type model2 N/A N/A hasattr model1 _window_type N/A N/A N/A _compare_moving_ols model1 model2 N/A N/A N/A _compare_fullsample_ols model1 model2 N/A _compare_fullsample_ols N/A N/A model1 model2 N/A N/A N/A N/A assert_series_equal N/A model1 beta N/A model2 beta N/A _compare_moving_ols N/A N/A model1 model2 N/A N/A N/A N/A assert_frame_equal N/A model1 beta N/A model2 beta N/A TestOLS N/A BaseTest N/A N/A _multiprocess_can_split_ True setUpClass N/A N/A cls N/A N/A N/A N/A N/A N/A super TestOLS cls setUpClass N/A N/A N/A matplotlib mpl N/A N/A N/A mpl use Agg warn False N/A N/A N/A ImportError N/A N/A N/A N/A _have_statsmodels N/A N/A N/A N/A nose SkipTest no statsmodels N/A classmethod testOLSWithDatasets_ccard N/A N/A self N/A N/A N/A N/A N/A self checkDataSet N/A N/A N/A N/A sm datasets ccard load skip_moving True N/A N/A N/A self checkDataSet N/A N/A N/A N/A sm datasets cpunish load skip_moving True N/A N/A N/A self checkDataSet N/A N/A N/A N/A sm datasets longley load skip_moving True N/A N/A N/A self checkDataSet N/A N/A N/A N/A sm datasets stackloss load skip_moving True N/A testOLSWithDatasets_copper N/A N/A self N/A N/A N/A N/A N/A self checkDataSet N/A N/A N/A N/A sm datasets copper load N/A slow testOLSWithDatasets_scotland N/A N/A self N/A N/A N/A N/A N/A self checkDataSet N/A N/A N/A N/A sm datasets scotland load N/A slow testWLS N/A N/A self N/A N/A N/A sm_version N/A N/A sm version version N/A N/A sm_version N/A LooseVersion 0.5.0 N/A N/A N/A N/A nose SkipTest N/A N/A WLS centered SS not fixed in statsmodels version {0} format sm_version N/A X N/A DataFrame N/A N/A N/A np random randn 30 4 columns N/A A B C D N/A Y N/A Series N/A N/A N/A np random randn 30 N/A weights N/A N/A X std 1 N/A N/A N/A self _check_wls X Y weights N/A N/A N/A weights ix N/A N/A 5 15 N/A np nan N/A N/A Y N/A N/A 2 21 N/A np nan N/A N/A N/A self _check_wls X Y weights N/A _check_wls N/A N/A self x y weights N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y y x x weights N/A 1 weights N/A combined N/A N/A x copy N/A N/A combined N/A __y__ y N/A N/A combined N/A __weights__ weights N/A combined N/A N/A combined dropna N/A endog N/A N/A N/A combined pop __y__ values N/A aweights N/A N/A N/A combined pop __weights__ values N/A exog N/A N/A sm add_constant N/A combined values prepend False N/A sm_result N/A N/A N/A N/A sm WLS endog exog weights N/A 1 aweights fit N/A N/A assert_almost_equal N/A sm_result params N/A result _beta_raw N/A N/A assert_almost_equal N/A sm_result resid N/A result _resid_raw N/A N/A N/A self checkMovingOLS rolling x y weights weights N/A N/A N/A self checkMovingOLS expanding x y weights weights N/A checkDataSet N/A N/A self dataset start end skip_moving N/A None None False N/A N/A exog N/A N/A dataset exog N/A start end N/A endog N/A N/A dataset endog N/A start end N/A x N/A DataFrame exog index N/A N/A np arange N/A N/A exog shape N/A 0 columns N/A N/A np arange N/A N/A exog shape N/A 1 N/A y N/A Series endog index N/A N/A np arange N/A len endog N/A N/A N/A self checkOLS exog endog x y N/A N/A skip_moving N/A N/A N/A N/A self checkMovingOLS rolling x y N/A N/A N/A self checkMovingOLS rolling x y nw_lags 0 N/A N/A N/A self checkMovingOLS expanding x y nw_lags 0 N/A N/A N/A self checkMovingOLS rolling x y nw_lags 1 N/A N/A N/A self checkMovingOLS expanding x y nw_lags 1 N/A N/A N/A self checkMovingOLS expanding x y nw_lags 1 nw_overlap True N/A checkOLS N/A N/A self exog endog x y N/A N/A N/A reference N/A N/A N/A N/A sm OLS endog N/A N/A sm add_constant exog prepend False fit N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y y x x N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A sparse_result N/A ols y N/A N/A y to_sparse x N/A N/A x to_sparse N/A N/A _compare_ols_results result sparse_result N/A N/A assert_almost_equal N/A reference params N/A result _beta_raw N/A N/A assert_almost_equal N/A reference df_model N/A result _df_model_raw N/A N/A assert_almost_equal N/A reference df_resid N/A result _df_resid_raw N/A N/A assert_almost_equal N/A reference fvalue N/A N/A result _f_stat_raw N/A 0 N/A N/A assert_almost_equal N/A reference pvalues N/A result _p_value_raw N/A N/A assert_almost_equal N/A reference rsquared N/A result _r2_raw N/A N/A assert_almost_equal N/A reference rsquared_adj N/A result _r2_adj_raw N/A N/A assert_almost_equal N/A reference resid N/A result _resid_raw N/A N/A assert_almost_equal N/A reference bse N/A result _std_err_raw N/A N/A assert_almost_equal N/A reference tvalues N/A result _t_stat_raw N/A N/A assert_almost_equal N/A N/A reference cov_params N/A result _var_beta_raw N/A N/A assert_almost_equal N/A reference fittedvalues N/A result _y_fitted_raw N/A N/A _check_non_raw_results result N/A checkMovingOLS N/A N/A self window_type x y weights N/A None kwds N/A N/A window N/A N/A N/A N/A np linalg matrix_rank N/A x values 2 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A moving N/A ols y y x x weights weights window_type window_type window window kwds N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A sparse_moving N/A ols y N/A N/A y to_sparse x N/A N/A x to_sparse weights weights window_type window_type window window kwds N/A N/A _compare_ols_results moving sparse_moving N/A index N/A moving _index N/A N/A n i N/A enumerate N/A moving _valid_indices N/A N/A N/A N/A window_type rolling N/A i window N/A N/A prior_date N/A index N/A N/A N/A i window 1 N/A N/A prior_date N/A index N/A 0 N/A date N/A index N/A i N/A x_iter N/A N/A N/A k v N/A N/A compat iteritems x N/A N/A N/A x_iter N/A k N/A N/A v truncate before prior_date after date N/A y_iter N/A N/A y truncate before prior_date after date N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A static N/A ols y y_iter x x_iter weights weights kwds N/A N/A N/A self compare static moving event_index i result_index n N/A N/A _check_non_raw_results moving N/A N/A FIELDS N/A beta df df_model df_resid f_stat p_value r2 r2_adj rmse std_err t_stat var_beta compare N/A N/A self static moving event_index result_index N/A None None N/A N/A index N/A moving _index N/A N/A event_index None N/A N/A ref N/A N/A static _resid_raw N/A -1 N/A label N/A index N/A event_index N/A res N/A N/A moving resid N/A label N/A N/A assert_almost_equal ref res N/A ref N/A N/A static _y_fitted_raw N/A -1 N/A res N/A N/A moving y_fitted N/A label N/A N/A assert_almost_equal ref res N/A field N/A self FIELDS N/A N/A attr N/A _%s_raw field N/A ref N/A getattr static attr N/A res N/A getattr moving attr N/A N/A result_index None N/A N/A res N/A res N/A result_index N/A N/A assert_almost_equal ref res N/A test_ols_object_dtype N/A N/A self N/A N/A N/A df N/A DataFrame N/A N/A N/A np random randn 20 2 dtype object N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y N/A df N/A 0 x N/A df N/A 1 N/A summary N/A repr model N/A N/A TestOLSMisc N/A N/A tm TestCase N/A N/A _multiprocess_can_split_ True N/A 
    For test coverage with faux data
     setUpClass N/A N/A cls N/A N/A N/A N/A N/A N/A super TestOLSMisc cls setUpClass N/A N/A _have_statsmodels N/A N/A N/A N/A nose SkipTest no statsmodels N/A classmethod test_f_test N/A N/A self N/A N/A N/A x N/A N/A tm makeTimeDataFrame N/A y N/A N/A x pop A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x N/A hyp 1*B+1*C+1*D=0 N/A result N/A N/A model f_test hyp N/A hyp N/A 1*B=0 1*C=0 1*D=0 N/A result N/A N/A model f_test hyp N/A N/A assert_almost_equal N/A result N/A f-stat N/A N/A model f_stat N/A f-stat N/A N/A N/A self assertRaises Exception N/A model f_test 1*A=0 N/A test_r2_no_intercept N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeSeries N/A x N/A N/A tm makeTimeDataFrame N/A x_with N/A N/A x copy N/A N/A x_with N/A intercept 1.0 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model1 N/A ols y y x x N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model2 N/A ols y y x x_with intercept False N/A N/A assert_series_equal N/A model1 beta N/A model2 beta N/A N/A N/A self assertNotEqual N/A model1 r2 N/A model2 r2 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model1 N/A ols y y x x window 20 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model2 N/A ols y y x x_with window 20 intercept False N/A N/A assert_frame_equal N/A model1 beta N/A model2 beta N/A N/A N/A self assertTrue N/A N/A N/A N/A model1 r2 N/A model2 r2 all N/A test_summary_many_terms N/A N/A self N/A N/A N/A x N/A DataFrame N/A N/A N/A np random randn 100 20 N/A y N/A N/A N/A np random randn 100 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x N/A N/A model summary N/A test_y_predict N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeSeries N/A x N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model1 N/A ols y y x x N/A N/A assert_series_equal N/A model1 y_predict N/A model1 y_fitted N/A N/A assert_almost_equal N/A model1 _y_predict_raw N/A model1 _y_fitted_raw N/A test_predict N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeSeries N/A x N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model1 N/A ols y y x x N/A N/A assert_series_equal N/A N/A model1 predict N/A model1 y_predict N/A N/A assert_series_equal N/A N/A model1 predict x x N/A model1 y_predict N/A N/A assert_series_equal N/A N/A model1 predict beta N/A model1 beta N/A model1 y_predict N/A exog N/A N/A x copy N/A N/A exog N/A intercept 1.0 N/A rs N/A Series N/A N/A np dot N/A exog values N/A N/A model1 beta values N/A x index N/A N/A assert_series_equal N/A model1 y_predict rs N/A x2 N/A N/A x reindex columns N/A N/A x columns N/A -1 N/A N/A assert_series_equal N/A N/A model1 predict x x2 N/A model1 y_predict N/A x3 N/A x2 10 N/A pred3 N/A N/A model1 predict x x3 N/A N/A x3 N/A intercept 1.0 N/A x3 N/A N/A x3 reindex columns N/A N/A model1 beta index N/A expected N/A Series N/A N/A np dot N/A x3 values N/A N/A model1 beta values N/A x3 index N/A N/A assert_series_equal expected pred3 N/A beta N/A Series 0.0 N/A N/A model1 beta index N/A pred4 N/A N/A model1 predict beta beta N/A N/A assert_series_equal N/A Series 0.0 N/A pred4 index pred4 N/A test_predict_longer_exog N/A N/A self N/A N/A N/A exogenous N/A 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 4760 5904 4504 9808 4241 4086 4687 7686 3740 3075 3753 4679 5468 7154 4292 4283 4595 9194 4221 4520 N/A endogenous N/A 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 691 1580 80 1450 555 956 877 614 468 191 N/A endog N/A Series endogenous N/A exog N/A Series exogenous N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y endog x exog N/A pred N/A model y_predict N/A N/A N/A self assertTrue N/A N/A N/A pred index equals N/A exog index N/A test_longpanel_series_combo N/A N/A self N/A N/A N/A wp N/A N/A tm makePanel N/A lp N/A N/A wp to_frame N/A y N/A N/A lp pop ItemA N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x lp entity_effects True window 20 N/A N/A N/A self assertTrue N/A N/A N/A notnull N/A N/A model beta values all N/A N/A N/A tm assertIsInstance model PanelOLS N/A N/A model summary N/A test_series_rhs N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeSeries N/A x N/A N/A tm makeTimeSeries N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A expected N/A ols y y x N/A x x N/A N/A assert_series_equal N/A model beta N/A expected beta N/A N/A assert_series_equal N/A model y_predict N/A N/A model predict x x N/A test_various_attributes N/A N/A self N/A N/A N/A x N/A DataFrame N/A N/A N/A np random randn 100 5 N/A y N/A N/A N/A np random randn 100 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x window 20 N/A series_attrs N/A rank df forecast_mean forecast_vol N/A attr series_attrs N/A N/A value N/A getattr model attr N/A N/A N/A tm assertIsInstance value Series N/A N/A model _results N/A test_catch_regressor_overlap N/A N/A self N/A N/A N/A df1 N/A N/A N/A N/A tm makeTimeDataFrame ix N/A N/A N/A N/A A B N/A df2 N/A N/A N/A N/A tm makeTimeDataFrame ix N/A N/A N/A N/A B C D N/A y N/A N/A tm makeTimeSeries N/A data N/A foo bar df1 df2 f N/A N/A N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A N/A ols y y x data N/A N/A N/A N/A self assertRaises Exception f N/A test_plm_ctor N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeDataFrame N/A x N/A a b N/A N/A tm makeTimeDataFrame N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x intercept False N/A N/A model summary N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x N/A Panel x N/A N/A model summary N/A test_plm_attrs N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeDataFrame N/A x N/A a b N/A N/A tm makeTimeDataFrame N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A rmodel N/A ols y y x x window 10 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x N/A N/A model resid N/A N/A rmodel resid N/A test_plm_lagged_y_predict N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeDataFrame N/A x N/A a b N/A N/A tm makeTimeDataFrame N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x window 10 N/A result N/A N/A model lagged_y_predict 2 N/A test_plm_f_test N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeDataFrame N/A x N/A a b N/A N/A tm makeTimeDataFrame N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x N/A hyp 1*a+1*b=0 N/A result N/A N/A model f_test hyp N/A hyp N/A 1*a=0 1*b=0 N/A result N/A N/A model f_test hyp N/A N/A assert_almost_equal N/A result N/A f-stat N/A N/A model f_stat N/A f-stat N/A test_plm_exclude_dummy_corner N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeDataFrame N/A x N/A a b N/A N/A tm makeTimeDataFrame N/A N/A tm makeTimeDataFrame N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y y x x entity_effects True dropped_dummies N/A entity D N/A N/A model summary f N/A N/A N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A N/A ols y y x x entity_effects True dropped_dummies N/A entity E N/A N/A N/A N/A self assertRaises Exception f N/A test_columns_tuples_summary N/A N/A self N/A N/A N/A X N/A DataFrame N/A N/A N/A np random randn 10 2 columns N/A N/A a b N/A c d N/A Y N/A Series N/A N/A N/A np random randn 10 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A model N/A ols y Y x X N/A N/A model summary N/A N/A TestPanelOLS N/A BaseTest N/A N/A _multiprocess_can_split_ True N/A FIELDS N/A beta df df_model df_resid f_stat p_value r2 r2_adj rmse std_err t_stat var_beta N/A _other_fields N/A resid y_fitted testFiltering N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y2 x N/A self panel_x2 N/A x N/A result _x N/A index N/A N/A N/A x index get_level_values 0 N/A index N/A Index N/A sorted N/A set index N/A exp_index N/A Index N/A N/A datetime 2000 1 1 N/A datetime 2000 1 3 N/A N/A self assertTrue N/A N/A N/A exp_index equals index N/A index N/A N/A N/A x index get_level_values 1 N/A index N/A Index N/A sorted N/A set index N/A exp_index N/A Index N/A A B N/A N/A N/A self assertTrue N/A N/A exp_index equals index N/A x N/A result _x_filtered N/A index N/A N/A N/A x index get_level_values 0 N/A index N/A Index N/A sorted N/A set index N/A exp_index N/A Index N/A N/A datetime 2000 1 1 N/A datetime 2000 1 3 N/A datetime 2000 1 4 N/A N/A N/A self assertTrue N/A N/A exp_index equals index N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 4 5 N/A exp_x N/A N/A 6 14 1 N/A 9 17 1 N/A 30 48 1 N/A N/A assert_almost_equal exp_x N/A N/A result _x values N/A exp_x_filtered N/A N/A 6 14 1 N/A 9 17 1 N/A 30 48 1 N/A 11 20 1 N/A 12 21 1 N/A N/A assert_almost_equal exp_x_filtered N/A N/A result _x_filtered values N/A N/A N/A self assertTrue N/A N/A N/A N/A N/A N/A result _x_filtered index levels N/A 0 equals N/A N/A result y_fitted index N/A test_wls_panel N/A N/A self N/A N/A N/A y N/A N/A tm makeTimeDataFrame N/A x N/A Panel N/A x1 x2 N/A N/A tm makeTimeDataFrame N/A N/A tm makeTimeDataFrame N/A N/A N/A y ix N/A N/A N/A 1 7 A N/A np nan N/A N/A N/A y ix N/A N/A N/A 6 15 B N/A np nan N/A N/A N/A y ix N/A N/A N/A 3 20 C N/A np nan N/A N/A N/A y ix N/A N/A N/A 5 11 D N/A np nan N/A stack_y N/A N/A y stack N/A stack_x N/A DataFrame N/A dict N/A N/A k N/A N/A v stack N/A N/A k v N/A N/A x iteritems N/A weights N/A N/A x std items N/A stack_weights N/A N/A weights stack N/A N/A stack_y index N/A N/A stack_y index _tuple_index N/A N/A stack_x index N/A N/A stack_x index _tuple_index N/A N/A stack_weights index N/A N/A stack_weights index _tuple_index N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y y x x weights N/A 1 weights N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A expected N/A ols y stack_y x stack_x weights N/A 1 stack_weights N/A N/A assert_almost_equal N/A result beta N/A expected beta N/A attr N/A resid y_fitted N/A N/A rvals N/A N/A N/A N/A getattr result attr stack values N/A evals N/A N/A getattr expected attr values N/A N/A assert_almost_equal rvals evals N/A testWithTimeEffects N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y2 x N/A self panel_x2 time_effects True N/A N/A assert_almost_equal N/A N/A N/A result _y_trans values flat N/A 0 -0.5 0.5 N/A exp_x N/A N/A 0 0 N/A -10.5 -15.5 N/A 10.5 15.5 N/A N/A assert_almost_equal N/A N/A result _x_trans values exp_x N/A testWithEntityEffects N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y2 x N/A self panel_x2 entity_effects True N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 4 5 N/A exp_x N/A DataFrame N/A N/A 0.0 6.0 14.0 1.0 N/A 0 9 17 1 N/A 1 30 48 1 index N/A N/A result _x index columns N/A FE_B x1 x2 intercept dtype float N/A N/A N/A tm assert_frame_equal N/A result _x N/A N/A exp_x ix N/A N/A N/A N/A N/A result _x columns N/A testWithEntityEffectsAndDroppedDummies N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y2 x N/A self panel_x2 entity_effects True dropped_dummies N/A entity B N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 4 5 N/A exp_x N/A DataFrame N/A N/A 1.0 6.0 14.0 1.0 N/A 1 9 17 1 N/A 0 30 48 1 index N/A N/A result _x index columns N/A FE_A x1 x2 intercept dtype float N/A N/A N/A tm assert_frame_equal N/A result _x N/A N/A exp_x ix N/A N/A N/A N/A N/A result _x columns N/A testWithXEffects N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y2 x N/A self panel_x2 x_effects N/A x1 N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 4 5 N/A res N/A result _x N/A exp_x N/A DataFrame N/A N/A 0.0 0.0 14.0 1.0 N/A 0 1 17 1 N/A 1 0 48 1 columns N/A x1_30 x1_9 x2 intercept index N/A res index dtype float N/A N/A assert_frame_equal res N/A N/A exp_x reindex columns N/A res columns N/A testWithXEffectsAndDroppedDummies N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y2 x N/A self panel_x2 x_effects N/A x1 dropped_dummies N/A x1 30 N/A res N/A result _x N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 4 5 N/A exp_x N/A DataFrame N/A N/A 1.0 0.0 14.0 1.0 N/A 0 1 17 1 N/A 0 0 48 1 columns N/A x1_6 x1_9 x2 intercept index N/A res index dtype float N/A N/A assert_frame_equal res N/A N/A exp_x reindex columns N/A res columns N/A testWithXEffectsAndConversion N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y3 x N/A self panel_x3 x_effects N/A x1 x2 N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 2 3 4 N/A exp_x N/A N/A 0 0 0 1 1 N/A 1 0 0 0 1 N/A 0 1 1 0 1 N/A 0 0 0 1 1 N/A N/A assert_almost_equal N/A N/A result _x values exp_x N/A exp_index N/A Index N/A x1_B x1_C x2_baz x2_foo intercept N/A N/A N/A self assertTrue N/A N/A exp_index equals N/A N/A result _x columns N/A testWithXEffectsAndConversionAndDroppedDummies N/A N/A self N/A N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y N/A self panel_y3 x N/A self panel_x3 x_effects N/A x1 x2 dropped_dummies N/A x2 foo N/A N/A assert_almost_equal N/A N/A N/A result _y values flat N/A 1 2 3 4 N/A exp_x N/A N/A 0 0 0 0 1 N/A 1 0 1 0 1 N/A 0 1 0 1 1 N/A 0 0 0 0 1 N/A N/A assert_almost_equal N/A N/A result _x values exp_x N/A exp_index N/A Index N/A x1_B x1_C x2_bar x2_baz intercept N/A N/A N/A self assertTrue N/A N/A exp_index equals N/A N/A result _x columns N/A testForSeries N/A N/A self N/A N/A N/A N/A N/A self checkForSeries N/A self series_panel_x N/A self series_panel_y N/A self series_x N/A self series_y N/A N/A N/A self checkForSeries N/A self series_panel_x N/A self series_panel_y N/A self series_x N/A self series_y nw_lags 0 N/A N/A N/A self checkForSeries N/A self series_panel_x N/A self series_panel_y N/A self series_x N/A self series_y nw_lags 1 nw_overlap True N/A testRolling N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y N/A testRollingWithFixedEffects N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y entity_effects True N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y intercept False entity_effects True N/A testRollingWithTimeEffects N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y time_effects True N/A testRollingWithNeweyWest N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y nw_lags 1 N/A testRollingWithEntityCluster N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y cluster entity N/A testUnknownClusterRaisesValueError N/A N/A self N/A N/A N/A N/A assertRaisesRegexp ValueError Unrecognized cluster.*ridiculous N/A self checkMovingOLS N/A self panel_x N/A self panel_y cluster ridiculous N/A testRollingWithTimeEffectsAndEntityCluster N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y time_effects True cluster entity N/A testRollingWithTimeCluster N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y cluster time N/A testRollingWithNeweyWestAndEntityCluster N/A N/A self N/A N/A N/A N/A N/A self assertRaises ValueError N/A self checkMovingOLS N/A self panel_x N/A self panel_y nw_lags 1 cluster entity N/A testRollingWithNeweyWestAndTimeEffectsAndEntityCluster N/A N/A self N/A N/A N/A N/A N/A self assertRaises ValueError N/A self checkMovingOLS N/A self panel_x N/A self panel_y nw_lags 1 cluster entity time_effects True N/A testExpanding N/A N/A self N/A N/A N/A N/A N/A self checkMovingOLS N/A self panel_x N/A self panel_y window_type expanding N/A testNonPooled N/A N/A self N/A N/A N/A N/A N/A self checkNonPooled y N/A self panel_y x N/A self panel_x N/A N/A N/A self checkNonPooled y N/A self panel_y x N/A self panel_x window_type rolling window 25 min_periods 10 N/A testUnknownWindowType N/A N/A self N/A N/A N/A N/A assertRaisesRegexp ValueError window.*ridiculous N/A self checkNonPooled y N/A self panel_y x N/A self panel_x window_type ridiculous window 25 min_periods 10 N/A checkNonPooled N/A N/A self x y N/A kwds N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y y x x pool False kwds N/A N/A _check_repr result N/A attr N/A NonPooledPanelOLS ATTRIBUTES N/A N/A N/A _check_repr N/A getattr result attr N/A checkMovingOLS N/A N/A self x y window_type N/A rolling kwds N/A N/A window 25 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A moving N/A ols y y x x window_type window_type window window kwds N/A index N/A moving _index N/A N/A n i N/A enumerate N/A moving _valid_indices N/A N/A N/A N/A window_type rolling N/A i window N/A N/A prior_date N/A index N/A N/A N/A i window 1 N/A N/A prior_date N/A index N/A 0 N/A date N/A index N/A i N/A x_iter N/A N/A N/A k v N/A N/A compat iteritems x N/A N/A N/A x_iter N/A k N/A N/A v truncate before prior_date after date N/A y_iter N/A N/A y truncate before prior_date after date N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A static N/A ols y y_iter x x_iter kwds N/A N/A N/A self compare static moving event_index i result_index n N/A N/A _check_non_raw_results moving N/A checkForSeries N/A N/A self x y series_x series_y N/A kwds N/A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A result N/A ols y y x x kwds N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A reference N/A ols y series_y x series_x kwds N/A N/A N/A self compare reference result N/A compare N/A N/A self static moving event_index result_index N/A None None N/A N/A N/A event_index None N/A N/A staticSlice N/A _period_slice static -1 N/A movingSlice N/A _period_slice moving event_index N/A ref N/A N/A static _resid_raw N/A staticSlice N/A res N/A N/A moving _resid_raw N/A movingSlice N/A N/A assert_almost_equal ref res N/A ref N/A N/A static _y_fitted_raw N/A staticSlice N/A res N/A N/A moving _y_fitted_raw N/A movingSlice N/A N/A assert_almost_equal ref res N/A field N/A self FIELDS N/A N/A attr N/A _%s_raw field N/A ref N/A getattr static attr N/A res N/A getattr moving attr N/A N/A result_index None N/A N/A res N/A res N/A result_index N/A N/A assert_almost_equal ref res N/A test_auto_rolling_window_type N/A N/A self N/A N/A N/A data N/A N/A tm makeTimeDataFrame N/A y N/A N/A data pop A N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A window_model N/A ols y y x data window 20 min_periods 10 N/A N/A N/A tm assert_produces_warning FutureWarning check_stacklevel False N/A N/A rolling_model N/A ols y y x data window 20 min_periods 10 window_type rolling N/A N/A assert_frame_equal N/A window_model beta N/A rolling_model beta N/A test_group_agg N/A N/A self N/A N/A pandas.stats.plm _group_agg N/A values N/A N/A N/A np ones N/A 10 2 N/A N/A N/A N/A np arange 10 reshape N/A 10 1 N/A bounds N/A N/A N/A np arange 5 2 N/A f N/A N/A N/A x N/A N/A N/A x mean axis 0 N/A agged N/A _group_agg values bounds f N/A N/A N/A N/A agged N/A 1 N/A 0 2.5 N/A N/A N/A N/A agged N/A 2 N/A 0 4.5 N/A f2 N/A N/A N/A x N/A N/A N/A np zeros N/A 2 2 N/A N/A N/A self assertRaises Exception _group_agg values bounds f2 N/A N/A _check_non_raw_results N/A N/A model N/A N/A N/A N/A _check_repr model N/A N/A _check_repr N/A model resid N/A N/A _check_repr N/A model summary_as_matrix N/A N/A _check_repr N/A model y_fitted N/A N/A _check_repr N/A model y_predict N/A _period_slice N/A N/A panelModel i N/A N/A N/A index N/A N/A panelModel _x_trans index N/A period N/A N/A N/A index levels N/A 0 N/A i N/A N/A L R N/A N/A index get_major_bounds period period N/A N/A slice L R N/A TestOLSFilter N/A N/A tm TestCase N/A N/A _multiprocess_can_split_ True setUp N/A N/A self N/A N/A N/A date_index N/A date_range N/A datetime 2009 12 11 periods 3 freq N/A datetools bday N/A ts N/A Series N/A 3 1 4 index date_index N/A N/A self TS1 ts N/A date_index N/A date_range N/A datetime 2009 12 11 periods 5 freq N/A datetools bday N/A ts N/A Series N/A 1 5 9 2 6 index date_index N/A N/A self TS2 ts N/A date_index N/A date_range N/A datetime 2009 12 11 periods 3 freq N/A datetools bday N/A ts N/A Series N/A 5 N/A np nan 3 index date_index N/A N/A self TS3 ts N/A date_index N/A date_range N/A datetime 2009 12 11 periods 5 freq N/A datetools bday N/A ts N/A Series N/A N/A np nan 5 8 9 7 index date_index N/A N/A self TS4 ts N/A data N/A x1 x2 N/A self TS2 N/A self TS4 N/A N/A self DF1 N/A DataFrame data data N/A data N/A x1 x2 N/A self TS2 N/A self TS4 N/A N/A self DICT1 data N/A testFilterWithSeriesRHS N/A N/A self N/A N/A N/A N/A lhs rhs weights rhs_pre index valid N/A _filter_data N/A self TS1 N/A x1 N/A self TS2 None N/A N/A N/A self tsAssertEqual N/A self TS1 lhs N/A N/A N/A self tsAssertEqual N/A N/A self TS2 N/A 3 N/A rhs N/A x1 N/A N/A N/A self tsAssertEqual N/A self TS2 N/A rhs_pre N/A x1 N/A testFilterWithSeriesRHS2 N/A N/A self N/A N/A N/A N/A lhs rhs weights rhs_pre index valid N/A _filter_data N/A self TS2 N/A x1 N/A self TS1 None N/A N/A N/A self tsAssertEqual N/A N/A self TS2 N/A 3 lhs N/A N/A N/A self tsAssertEqual N/A self TS1 N/A rhs N/A x1 N/A N/A N/A self tsAssertEqual N/A self TS1 N/A rhs_pre N/A x1 N/A testFilterWithSeriesRHS3 N/A N/A self N/A N/A N/A N/A lhs rhs weights rhs_pre index valid N/A _filter_data N/A self TS3 N/A x1 N/A self TS4 None N/A exp_lhs N/A N/A self TS3 N/A 2 3 N/A exp_rhs N/A N/A self TS4 N/A 2 3 N/A exp_rhs_pre N/A N/A self TS4 N/A 1 N/A N/A N/A self tsAssertEqual exp_lhs lhs N/A N/A N/A self tsAssertEqual exp_rhs N/A rhs N/A x1 N/A N/A N/A self tsAssertEqual exp_rhs_pre N/A rhs_pre N/A x1 N/A testFilterWithDataFrameRHS N/A N/A self N/A N/A N/A N/A lhs rhs weights rhs_pre index valid N/A _filter_data N/A self TS1 N/A self DF1 None N/A exp_lhs N/A N/A self TS1 N/A 1 N/A exp_rhs1 N/A N/A self TS2 N/A 1 3 N/A exp_rhs2 N/A N/A self TS4 N/A 1 3 N/A N/A N/A self tsAssertEqual exp_lhs lhs N/A N/A N/A self tsAssertEqual exp_rhs1 N/A rhs N/A x1 N/A N/A N/A self tsAssertEqual exp_rhs2 N/A rhs N/A x2 N/A testFilterWithDictRHS N/A N/A self N/A N/A N/A N/A lhs rhs weights rhs_pre index valid N/A _filter_data N/A self TS1 N/A self DICT1 None N/A exp_lhs N/A N/A self TS1 N/A 1 N/A exp_rhs1 N/A N/A self TS2 N/A 1 3 N/A exp_rhs2 N/A N/A self TS4 N/A 1 3 N/A N/A N/A self tsAssertEqual exp_lhs lhs N/A N/A N/A self tsAssertEqual exp_rhs1 N/A rhs N/A x1 N/A N/A N/A self tsAssertEqual exp_rhs2 N/A rhs N/A x2 N/A tsAssertEqual N/A N/A self ts1 ts2 N/A N/A N/A N/A N/A self assert_numpy_array_equal ts1 ts2 N/A N/A N/A N/A __name__ __main__ N/A N/A nose N/A N/A N/A nose runmodule argv N/A __file__ -vvs -x --pdb --pdb-failure exit False