Module Expr Str ImportFrom alias ImportFrom alias ImportFrom alias alias ImportFrom alias alias ImportFrom alias Import alias Import alias identifier ImportFrom alias alias alias ImportFrom alias Import alias identifier ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias ImportFrom alias alias alias ImportFrom alias identifier ImportFrom alias ImportFrom alias alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias alias ImportFrom alias alias alias ImportFrom alias alias alias ImportFrom alias Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore TupleLoad TupleLoad Call NameLoad Call NameLoad Call NameLoad NameLoad Str Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Str TupleLoad Call NameLoad Call NameLoad Call NameLoad NameLoad Str Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr NameLoad ListLoad NameLoad NameLoad FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Call AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index Num attr Str SubscriptLoad AttributeLoad NameLoad attr Index Num keyword AttributeLoad NameLoad attr Return NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr NameStore Call AttributeLoad NameLoad attr Str Str Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign AttributeStore NameLoad attr NameStore TupleLoad Call NameLoad Str Call NameLoad Str Call NameLoad Str Assign AttributeStore NameLoad attr NameStore Call AttributeLoad NameLoad attr Dict Str Str Str Str Str BinOpMult NameLoad Num TupleLoad Num Num Num Num Num Num Num Num Num TupleLoad Num Num Num Num Num Num Num Num Num NameLoad NameLoad Assign AttributeStore NameLoad attr Call NameLoad Str Assign AttributeStore NameLoad attr Call AttributeLoad SubscriptLoad NameLoad Index CompareEq AttributeLoad NameLoad attr Num attr Str keyword Num Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Delete SubscriptDel NameLoad Index Str Assign AttributeStore NameLoad attr BinOpMult NameLoad Call NameLoad NameLoad Assign AttributeStore NameLoad attr Call NameLoad Assign AttributeStore NameLoad attr Dict Str Num decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Str Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Expr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore TupleLoad Str For NameStore NameLoad body With Call AttributeLoad NameLoad attr NameLoad NameStore body Expr Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr BinOpMod Str NameLoad Call NameLoad AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str Call NameLoad AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Str Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr ExtSlice Slice Index ListLoad Str Str Str keyword Str keyword Str With Call AttributeLoad NameLoad attr NameLoad NameStore body Expr Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str Call NameLoad AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr Call NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr keyword AttributeLoad AttributeLoad NameLoad attr attr keyword BinOpMult NameLoad Call NameLoad TupleLoad TupleLoad Str AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Str AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call NameLoad Assign NameStore Call NameLoad AttributeLoad NameLoad attr keyword NameLoad keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad Num Assign NameStore SubscriptLoad NameLoad Index NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr 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 With Call AttributeLoad NameLoad attr keyword NameLoad NameStore body Expr Call AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad Num Assign NameStore AttributeLoad SubscriptLoad NameLoad Index Num attr Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad NameStore body Expr Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad Call NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad keyword Str Assign NameStore Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Str NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad keyword Str Assign NameStore Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Str NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd AttributeLoad NameLoad attr Num Expr Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call NameLoad BinOpAdd AttributeLoad NameLoad attr Num keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr keyword AttributeLoad AttributeLoad NameLoad attr attr keyword AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call NameLoad BinOpAdd AttributeLoad NameLoad attr Num keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword NameLoad Assign NameStore Call NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad For NameStore NameLoad body Expr Call AttributeLoad NameLoad attr AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad Assign NameStore AttributeLoad NameLoad attr With Call NameLoad NameStore body Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num Expr Call NameLoad NameLoad Call NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Assign SubscriptStore NameLoad Index Str Call AttributeLoad Call AttributeLoad BinOpAdd Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str keyword Str Call NameLoad keyword Num keyword Num attr Str attr NameLoad Assign SubscriptStore AttributeLoad NameLoad attr ExtSlice Slice Num Num Index Str Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad keyword Call NameLoad Num Num keyword Str Assign NameStore Call NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Str Expr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Str Assign NameStore AttributeLoad NameLoad attr With Call NameLoad NameStore body Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num Assign NameStore Call AttributeLoad NameLoad attr Str keyword Num Assign SubscriptStore NameLoad Index Str Call AttributeLoad AttributeLoad Call AttributeLoad Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Str attr attr attr Str attr attr Str AugAssignAdd SubscriptStore AttributeLoad NameLoad attr ExtSlice Slice Num Num Index Str Call NameLoad keyword Num Expr Call AttributeLoad NameLoad attr ListLoad Str Str keyword NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Expr Call NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str With Call NameLoad NameStore body Assign NameStore Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Str keyword Num attr ListLoad Str Str Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad NameLoad TupleLoad Str Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore BinOpSub Call AttributeLoad AttributeLoad NameLoad attr attr Num Call NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str Str Str Str BinOpMult AttributeLoad NameLoad attr Num TupleLoad Num Num AttributeLoad NameLoad attr Num AttributeLoad NameLoad attr Num AttributeLoad NameLoad attr Num Num TupleLoad Num AttributeLoad NameLoad attr Num AttributeLoad NameLoad attr Num Num Num Num AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign SubscriptStore NameLoad Index Str SubscriptLoad NameLoad Index Str With Call NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num keyword ListLoad Str Str keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad BinOpMult NameLoad Call NameLoad NameLoad NameLoad NameLoad TupleLoad Str Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Assign SubscriptStore NameLoad Index Str BinOpAdd AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign SubscriptStore NameLoad Index Str SubscriptLoad NameLoad Index Str With Call NameLoad NameStore body Assign NameStore Call AttributeLoad Call AttributeLoad Call AttributeLoad NameLoad attr Str keyword Num attr ListLoad Str Str attr keyword Num Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Expr Call AttributeLoad NameLoad attr NameLoad BinOpMult NameLoad Call NameLoad NameLoad NameLoad NameLoad TupleLoad Str Str Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call NameLoad NameLoad With Call NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad BinOpMult ListLoad Num NameLoad BinOpMult ListLoad Num NameLoad BinOpMult ListLoad Num NameLoad keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword TupleLoad Str Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad NameLoad TupleLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore BinOpSub AttributeLoad NameLoad attr Call NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str Str Str TupleLoad Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr TupleLoad AttributeLoad NameLoad attr Num AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign SubscriptStore NameLoad Index Str SubscriptLoad NameLoad Index Str With Call NameLoad NameStore body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num keyword ListLoad Str Str keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr attr keyword Num Expr Call AttributeLoad NameLoad attr NameLoad BinOpMult NameLoad Call NameLoad NameLoad NameLoad NameLoad TupleLoad Str Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Assign SubscriptStore NameLoad Index Str BinOpAdd AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign SubscriptStore NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore SubscriptLoad SubscriptLoad NameLoad Index Num Index Num With Call NameLoad keyword NameLoad NameStore body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num attr Num keyword Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword TupleLoad Str Str attr keyword Num Expr Call AttributeLoad NameLoad attr NameLoad BinOpMult NameLoad Call NameLoad NameLoad NameLoad NameLoad TupleLoad Str Str decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str Str Str Str Str keyword ListLoad ListLoad Call NameLoad Str Call NameLoad Str Num Num Num ListLoad Call NameLoad Str Call NameLoad Str Num Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr Num ListLoad Call NameLoad Str Call NameLoad Str Num Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr Num ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num Num Num ListLoad Call NameLoad Str Call NameLoad Str Num Num Num ListLoad Call NameLoad Str Call NameLoad Str Num Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num Num Num ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr Num Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign SubscriptStore NameLoad Index Str SubscriptLoad NameLoad Index Str With Call NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str Str keyword ListLoad ListLoad Num Num ListLoad AttributeLoad NameLoad attr Num ListLoad Num AttributeLoad NameLoad attr ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad BinOpMult NameLoad Call NameLoad NameLoad NameLoad NameLoad TupleLoad Str Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str Str Str Str keyword ListLoad ListLoad Call NameLoad Str Call NameLoad Str AttributeLoad NameLoad attr Num ListLoad Call NameLoad Str Call NameLoad Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str AttributeLoad NameLoad attr Num ListLoad Call NameLoad Str Call NameLoad Str Num AttributeLoad NameLoad attr ListLoad Call NameLoad Str Call NameLoad Str Num Num Assign NameStore Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign SubscriptStore NameLoad Index Str SubscriptLoad NameLoad Index Str With Call NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str Str keyword ListLoad ListLoad AttributeLoad NameLoad attr Num ListLoad AttributeLoad NameLoad attr Num ListLoad AttributeLoad NameLoad attr Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num ListLoad Num Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad BinOpMult NameLoad Call NameLoad NameLoad NameLoad NameLoad TupleLoad Str Str decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults body Assign NameStore Call NameLoad Assign NameStore Call NameLoad NameLoad NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad Assign NameStore NameLoad ClassDef bases NameLoad body Assign NameStore TupleLoad AttributeLoad NameLoad attr Assign NameStore NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults body Expr Call NameLoad NameLoad SubscriptLoad NameLoad Index NameLoad Assign SubscriptStore NameLoad Slice Call NameLoad NameLoad decorator_list decorator_list Expr Call AttributeLoad NameLoad attr Call NameLoad Str Assign NameStore Call AttributeLoad Call NameLoad NameLoad NameLoad NameLoad attr NameLoad NameLoad NameLoad Expr Call NameLoad NameLoad Call NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr If NameLoad body Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str Str Str Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr BinOpMult TupleLoad Call NameLoad Str Num TupleLoad Num Num Num TupleLoad Num Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd AttributeLoad NameLoad attr Num keyword BinOpAdd AttributeLoad NameLoad attr Call NameLoad keyword Num AttributeLoad NameLoad attr keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str Str Str Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num Assign NameStore Call NameLoad NameLoad If CompareEq NameLoad Num body Assign NameStore Call NameLoad Lambda arguments args NameParam defaults SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad With Call NameLoad keyword NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad BinOpMult ListLoad Num NameLoad BinOpMult ListLoad Num NameLoad BinOpMult ListLoad Num NameLoad keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Call NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword TupleLoad Str Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad BinOpAdd SubscriptLoad NameLoad Index Num Call NameLoad keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad NameLoad keyword NameLoad keyword SubscriptLoad NameLoad Index Num keyword SubscriptLoad NameLoad Index Num keyword Num keyword AttributeLoad NameLoad attr decorator_list NameLoad FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str Str Str ListLoad Num Num ListLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num ListLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num ListLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str Str Str Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num Assign NameStore Call NameLoad NameLoad If CompareEq NameLoad Num body Assign NameStore Call NameLoad Lambda arguments args NameParam defaults SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad With Call NameLoad keyword NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str keyword Call AttributeLoad Call AttributeLoad NameLoad attr ListLoad Num Num Num attr Call NameLoad AttributeLoad NameLoad attr keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Call NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad BinOpAdd SubscriptLoad NameLoad Index Num Call NameLoad keyword Num Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad NameLoad keyword NameLoad keyword SubscriptLoad NameLoad Index Num keyword SubscriptLoad NameLoad Index Num keyword Num keyword AttributeLoad NameLoad attr decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Slice Num keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd AttributeLoad NameLoad attr Num keyword BinOpAdd AttributeLoad NameLoad attr Call NameLoad keyword Num Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str Str Call NameLoad Call AttributeLoad NameLoad attr ListLoad Num Num NameLoad Call NameLoad Call AttributeLoad NameLoad attr ListLoad Num Num NameLoad With Call NameLoad keyword NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad BinOpMult ListLoad Num NameLoad BinOpMult ListLoad Num NameLoad keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Call NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword TupleLoad Str Assign NameStore AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad NameLoad keyword NameLoad keyword SubscriptLoad NameLoad Index Num keyword SubscriptLoad NameLoad Index Num keyword Num keyword AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Num Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str Str Str Str BinOpMult AttributeLoad NameLoad attr Num TupleLoad Num Num Num Num Num Num TupleLoad Num Num Num Num Num Num NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd AttributeLoad NameLoad attr Num keyword BinOpAdd AttributeLoad NameLoad attr Call NameLoad keyword Num AttributeLoad NameLoad attr keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str Str Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num ListLoad Num Num Num Call AttributeLoad NameLoad attr ListLoad ListLoad Num Num Num ListLoad Num Num Num ListLoad Num Num Num If CompareEq Call NameLoad NameLoad Num body Assign NameStore Call NameLoad Lambda arguments args NameParam defaults SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Assign NameStore ListLoad Num Num Num AttributeLoad NameLoad attr Num Num Num AttributeLoad NameLoad attr orelse Assign NameStore ListLoad Num Num Num Num Num Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str With Call NameLoad keyword NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Call NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword TupleLoad Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad NameLoad keyword NameLoad keyword SubscriptLoad NameLoad Index Num keyword SubscriptLoad NameLoad Index Num keyword Num keyword Call AttributeLoad NameLoad attr Num decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Dict Str Str Str TupleLoad Num Num NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd AttributeLoad NameLoad attr Num keyword BinOpAdd AttributeLoad NameLoad attr Call NameLoad keyword Num Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad AttributeLoad NameLoad attr Dict Str Str Call NameLoad Call AttributeLoad NameLoad attr ListLoad Num Num Num NameLoad Call NameLoad Call AttributeLoad NameLoad attr ListLoad Num Num Num NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str With Call NameLoad keyword NameLoad NameStore body Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad BinOpMult ListLoad Num NameLoad BinOpMult ListLoad Num NameLoad keyword Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad Call NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword TupleLoad Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad NameLoad NameLoad keyword NameLoad keyword SubscriptLoad NameLoad Index Num keyword SubscriptLoad NameLoad Index Num keyword Num keyword Call AttributeLoad NameLoad attr Num decorator_list decorator_list
N/A N/A 
Tests for the blaze interface to the pipeline api.
 __future__ division collections OrderedDict datetime timedelta time itertools product chain unittest TestCase N/A warnings N/A blaze bz datashape dshape var Record nose_parameterized parameterized N/A numpy np numpy.testing.utils assert_array_almost_equal odo odo N/A pandas pd pandas.util.testing assert_frame_equal toolz keymap valmap concatv toolz.curried operator op zipline.assets.synthetic make_simple_equity_info zipline.pipeline Pipeline CustomFactor zipline.pipeline.data DataSet BoundColumn zipline.pipeline.engine SimplePipelineEngine zipline.pipeline.loaders.blaze from_blaze BlazeLoader NoDeltasWarning zipline.pipeline.loaders.blaze.core NonNumpyField NonPipelineField no_deltas_rules zipline.utils.numpy_utils float64_dtype int64_dtype repeat_last_axis zipline.testing tmp_asset_finder N/A nameof N/A N/A op attrgetter name N/A dtypeof N/A N/A op attrgetter dtype N/A asset_infos N/A N/A N/A make_simple_equity_info N/A tuple N/A map ord ABC N/A N/A pd Timestamp 0 N/A N/A pd Timestamp 2015 N/A N/A make_simple_equity_info N/A tuple N/A map ord ABCD N/A N/A pd Timestamp 0 N/A N/A pd Timestamp 2015 N/A with_extra_sid N/A N/A parameterized expand asset_infos N/A with_ignore_sid N/A N/A parameterized expand N/A product N/A N/A chain from_iterable asset_infos N/A True False _utc_localize_index_level_0 N/A N/A df N/A N/A N/A ``tz_localize`` the first level of a multiindexed dataframe to utc.

    Mutates df in place.
     N/A idx N/A df index N/A N/A df index N/A N/A N/A pd MultiIndex from_product N/A N/A N/A N/A N/A idx levels N/A 0 tz_localize utc N/A N/A idx levels N/A 1 names N/A idx names N/A df N/A BlazeToPipelineTestCase N/A TestCase N/A setUpClass N/A N/A cls N/A N/A N/A N/A cls dates dates N/A N/A pd date_range 2014-01-01 2014-01-03 N/A dates N/A N/A N/A cls dates repeat 3 N/A N/A cls sids sids N/A N/A ord A N/A ord B N/A ord C N/A N/A cls df df N/A N/A pd DataFrame N/A sid value int_value asof_date timestamp N/A sids 3 N/A 0.0 1.0 2.0 1.0 2.0 3.0 2.0 3.0 4.0 N/A 0 1 2 1 2 3 2 3 4 dates dates N/A N/A cls dshape N/A dshape 
        var * {
            sid: ?int64,
            value: ?float64,
            int_value: ?int64,
            asof_date: datetime,
            timestamp: datetime
        }
         N/A N/A cls macro_df N/A N/A N/A df N/A N/A N/A df sid 65 drop sid axis 1 N/A dshape_ N/A OrderedDict N/A N/A N/A cls dshape measure fields N/A N/A dshape_ N/A sid N/A N/A cls macro_dshape N/A var N/A Record dshape_ N/A N/A cls garbage_loader N/A BlazeLoader N/A N/A cls missing_values N/A int_value 0 N/A classmethod test_tabular N/A N/A self N/A N/A N/A name expr N/A expr N/A N/A bz data N/A self df name name dshape N/A self dshape N/A ds N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values N/A N/A N/A self assertEqual N/A ds __name__ name N/A N/A N/A self assertTrue N/A issubclass ds DataSet N/A N/A N/A self assertIs N/A N/A ds value dtype float64_dtype N/A N/A N/A self assertIs N/A N/A ds int_value dtype int64_dtype N/A N/A N/A self assertTrue N/A N/A np isnan N/A N/A ds value missing_value N/A N/A N/A self assertEqual N/A N/A ds int_value missing_value 0 N/A invalid_type_fields N/A asof_date N/A field invalid_type_fields N/A N/A N/A N/A self assertRaises AttributeError e N/A N/A N/A getattr ds field N/A N/A N/A self assertIn N/A '%s' field N/A str N/A e exception N/A N/A N/A self assertIn 'datetime' N/A str N/A e exception N/A N/A N/A self assertIs N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values ds N/A test_column N/A N/A self N/A N/A N/A exprname expr N/A expr N/A N/A bz data N/A self df name exprname dshape N/A self dshape N/A value N/A from_blaze N/A expr value loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values N/A N/A N/A self assertEqual N/A value name value N/A N/A N/A self assertIsInstance value BoundColumn N/A N/A N/A self assertIs N/A value dtype float64_dtype N/A N/A N/A self assertIs N/A from_blaze N/A expr value loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values value N/A N/A N/A self assertIs N/A N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values value value N/A N/A N/A self assertIs N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values N/A value dataset N/A N/A N/A self assertEqual N/A N/A value dataset __name__ exprname N/A test_missing_asof N/A N/A self N/A N/A N/A expr N/A N/A bz data N/A N/A N/A self df loc N/A N/A N/A N/A sid value timestamp name expr dshape 
            var * {
                sid: ?int64,
                value: float64,
                timestamp: datetime,
            } N/A N/A N/A self assertRaises TypeError e N/A N/A N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore N/A N/A N/A self assertIn 'asof_date' N/A str N/A e exception N/A N/A N/A self assertIn N/A repr N/A str N/A N/A expr dshape measure N/A str N/A e exception N/A test_auto_deltas N/A N/A self N/A N/A N/A expr N/A N/A bz data N/A ds ds_deltas N/A self df N/A N/A pd DataFrame columns N/A N/A self df columns dshape N/A var N/A Record N/A N/A ds N/A N/A self dshape measure N/A ds_deltas N/A N/A self dshape measure N/A loader N/A BlazeLoader N/A ds N/A from_blaze N/A expr ds loader loader missing_values N/A self missing_values N/A N/A N/A self assertEqual N/A len loader 1 N/A exprdata N/A loader N/A ds N/A N/A N/A self assertTrue N/A N/A N/A exprdata expr isidentical N/A expr ds N/A N/A N/A self assertTrue N/A N/A N/A exprdata deltas isidentical N/A expr ds_deltas N/A test_auto_deltas_fail_warn N/A N/A self N/A N/A N/A N/A N/A warnings catch_warnings record True ws N/A N/A N/A N/A warnings simplefilter always N/A loader N/A BlazeLoader N/A expr N/A N/A bz data N/A self df dshape N/A self dshape N/A N/A from_blaze expr loader loader no_deltas_rule N/A no_deltas_rules warn missing_values N/A self missing_values N/A N/A N/A self assertEqual N/A len ws 1 N/A w N/A N/A ws N/A 0 message N/A N/A N/A self assertIsInstance w NoDeltasWarning N/A N/A N/A self assertIn N/A str expr N/A str w N/A test_auto_deltas_fail_raise N/A N/A self N/A N/A N/A loader N/A BlazeLoader N/A expr N/A N/A bz data N/A self df dshape N/A self dshape N/A N/A N/A self assertRaises ValueError e N/A N/A N/A from_blaze expr loader loader no_deltas_rule N/A no_deltas_rules raise_ N/A N/A N/A self assertIn N/A str expr N/A str N/A e exception N/A test_non_numpy_field N/A N/A self N/A N/A N/A expr N/A N/A bz data N/A dshape 
            var * {
                 a: datetime,
                 asof_date: datetime,
                 timestamp: datetime,
            } N/A ds N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore N/A N/A N/A self assertRaises AttributeError N/A N/A N/A ds a N/A N/A N/A self assertIsInstance N/A N/A object __getattribute__ ds a NonNumpyField N/A test_non_pipeline_field N/A N/A self N/A N/A N/A expr N/A N/A bz data N/A dshape 
            var * {
                 a: string,
                 asof_date: datetime,
                 timestamp: datetime,
            } N/A ds N/A from_blaze expr loader N/A self garbage_loader no_deltas_rule N/A no_deltas_rules ignore N/A N/A N/A self assertRaises AttributeError N/A N/A N/A ds a N/A N/A N/A self assertIsInstance N/A N/A object __getattribute__ ds a NonPipelineField N/A test_complex_expr N/A N/A self N/A N/A N/A expr N/A N/A bz data N/A self df dshape N/A self dshape N/A expr_with_add N/A N/A bz transform expr value N/A N/A expr value 1 N/A N/A from_blaze expr_with_add deltas None loader N/A self garbage_loader missing_values N/A self missing_values N/A N/A N/A self assertRaises TypeError N/A N/A N/A from_blaze N/A N/A expr value 1 deltas None loader N/A self garbage_loader missing_values N/A self missing_values N/A deltas N/A N/A bz data N/A N/A pd DataFrame columns N/A N/A self df columns dshape N/A self dshape N/A N/A N/A self assertRaises TypeError N/A N/A N/A from_blaze expr_with_add deltas deltas loader N/A self garbage_loader missing_values N/A self missing_values N/A N/A N/A self assertRaises TypeError N/A N/A N/A from_blaze N/A N/A expr value 1 deltas deltas loader N/A self garbage_loader missing_values N/A self missing_values N/A _test_id N/A N/A self df dshape expected finder add N/A N/A N/A expr N/A N/A bz data df name expr dshape dshape N/A loader N/A BlazeLoader N/A ds N/A from_blaze expr loader loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values N/A p N/A Pipeline N/A a add N/A N/A N/A N/A p add N/A N/A getattr ds a latest a N/A dates N/A self dates N/A N/A tmp_asset_finder finder N/A N/A result N/A N/A N/A SimplePipelineEngine loader dates finder run_pipeline p N/A dates N/A 0 N/A dates N/A -1 N/A N/A assert_frame_equal result N/A _utc_localize_index_level_0 expected check_dtype False N/A test_custom_query_time_tz N/A N/A self N/A N/A N/A df N/A N/A N/A self df copy N/A N/A df N/A timestamp N/A N/A N/A N/A N/A N/A N/A pd DatetimeIndex N/A df N/A timestamp tz EST N/A timedelta hours 8 minutes 44 tz_convert utc tz_localize None N/A N/A N/A df ix N/A N/A 3 5 N/A timestamp N/A N/A pd Timestamp 2014-01-01 13:45 N/A expr N/A N/A bz data df name expr dshape N/A self dshape N/A loader N/A BlazeLoader data_query_time N/A time 8 45 data_query_tz EST N/A ds N/A from_blaze expr loader loader no_deltas_rule N/A no_deltas_rules ignore missing_values N/A self missing_values N/A p N/A Pipeline N/A N/A N/A p add N/A N/A ds value latest value N/A N/A N/A p add N/A N/A ds int_value latest int_value N/A dates N/A self dates N/A N/A tmp_asset_finder finder N/A N/A result N/A N/A N/A SimplePipelineEngine loader dates finder run_pipeline p N/A dates N/A 0 N/A dates N/A -1 N/A expected N/A N/A df drop asof_date axis 1 N/A N/A expected N/A timestamp N/A N/A N/A N/A N/A N/A N/A N/A N/A expected N/A timestamp dt normalize astype datetime64[ns] dt tz_localize utc N/A N/A N/A expected ix N/A N/A 3 5 N/A timestamp N/A timedelta days 1 N/A N/A N/A expected set_index N/A timestamp sid inplace True N/A N/A expected index N/A N/A N/A pd MultiIndex from_product N/A N/A N/A N/A expected index levels N/A 0 N/A N/A finder retrieve_all N/A N/A N/A expected index levels N/A 1 N/A N/A assert_frame_equal result expected check_dtype False N/A test_id N/A N/A self N/A N/A N/A 
        input (self.df):
           asof_date  sid  timestamp  value
        0 2014-01-01   65 2014-01-01      0
        1 2014-01-01   66 2014-01-01      1
        2 2014-01-01   67 2014-01-01      2
        3 2014-01-02   65 2014-01-02      1
        4 2014-01-02   66 2014-01-02      2
        5 2014-01-02   67 2014-01-02      3
        6 2014-01-03   65 2014-01-03      2
        7 2014-01-03   66 2014-01-03      3
        8 2014-01-03   67 2014-01-03      4

        output (expected)
                                   value
        2014-01-01 Equity(65 [A])      0
                   Equity(66 [B])      1
                   Equity(67 [C])      2
        2014-01-02 Equity(65 [A])      1
                   Equity(66 [B])      2
                   Equity(67 [C])      3
        2014-01-03 Equity(65 [A])      2
                   Equity(66 [B])      3
                   Equity(67 [C])      4
         N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A N/A N/A N/A self df drop asof_date axis 1 set_index N/A timestamp sid N/A N/A expected index N/A N/A N/A pd MultiIndex from_product N/A N/A N/A N/A expected index levels N/A 0 N/A N/A finder retrieve_all N/A N/A N/A expected index levels N/A 1 N/A N/A N/A self _test_id N/A self df N/A self dshape expected finder N/A int_value value N/A test_id_ffill_out_of_window N/A N/A self N/A N/A N/A 
        input (df):

           asof_date  timestamp  sid  other  value
        0 2013-12-22 2013-12-22   65      0      0
        1 2013-12-22 2013-12-22   66    NaN      1
        2 2013-12-22 2013-12-22   67      2    NaN
        3 2013-12-23 2013-12-23   65    NaN      1
        4 2013-12-23 2013-12-23   66      2    NaN
        5 2013-12-23 2013-12-23   67      3      3
        6 2013-12-24 2013-12-24   65      2    NaN
        7 2013-12-24 2013-12-24   66      3      3
        8 2013-12-24 2013-12-24   67    NaN      4

        output (expected):
                                   other  value
        2014-01-01 Equity(65 [A])      2      1
                   Equity(66 [B])      3      3
                   Equity(67 [C])      3      4
        2014-01-02 Equity(65 [A])      2      1
                   Equity(66 [B])      3      3
                   Equity(67 [C])      3      4
        2014-01-03 Equity(65 [A])      2      1
                   Equity(66 [B])      3      3
                   Equity(67 [C])      3      4
         N/A dates N/A N/A N/A N/A self dates repeat 3 N/A timedelta days 10 N/A df N/A N/A pd DataFrame N/A sid value other asof_date timestamp N/A N/A self sids 3 N/A 0 1 N/A np nan 1 N/A np nan 3 N/A np nan 3 4 N/A 0 N/A np nan 2 N/A np nan 2 3 2 3 N/A np nan dates dates N/A fields N/A OrderedDict N/A N/A N/A self dshape measure fields N/A N/A fields N/A other N/A fields N/A value N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A pd DataFrame N/A N/A np array N/A N/A 2 1 N/A 3 3 N/A 3 4 N/A 2 1 N/A 3 3 N/A 3 4 N/A 2 1 N/A 3 3 N/A 3 4 columns N/A other value index N/A N/A N/A pd MultiIndex from_product N/A N/A self dates N/A N/A finder retrieve_all N/A self sids N/A N/A N/A self _test_id df N/A var N/A Record fields expected finder N/A value other N/A test_id_multiple_columns N/A N/A self N/A N/A N/A 
        input (df):
           asof_date  sid  timestamp  value  other
        0 2014-01-01   65 2014-01-01      0      1
        1 2014-01-01   66 2014-01-01      1      2
        2 2014-01-01   67 2014-01-01      2      3
        3 2014-01-02   65 2014-01-02      1      2
        4 2014-01-02   66 2014-01-02      2      3
        5 2014-01-02   67 2014-01-02      3      4
        6 2014-01-03   65 2014-01-03      2      3
        7 2014-01-03   66 2014-01-03      3      4
        8 2014-01-03   67 2014-01-03      4      5

        output (expected):
                                   value  other
        2014-01-01 Equity(65 [A])      0      1
                   Equity(66 [B])      1      2
                   Equity(67 [C])      2      3
        2014-01-02 Equity(65 [A])      1      2
                   Equity(66 [B])      2      3
                   Equity(67 [C])      3      4
        2014-01-03 Equity(65 [A])      2      3
                   Equity(66 [B])      3      4
                   Equity(67 [C])      4      5
         N/A df N/A N/A N/A self df copy N/A N/A df N/A other N/A N/A df value 1 N/A fields N/A OrderedDict N/A N/A N/A self dshape measure fields N/A N/A fields N/A other N/A fields N/A value N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A N/A N/A N/A N/A df drop asof_date axis 1 set_index N/A timestamp sid sort_index axis 1 N/A N/A expected index N/A N/A N/A pd MultiIndex from_product N/A N/A N/A N/A expected index levels N/A 0 N/A N/A finder retrieve_all N/A N/A N/A expected index levels N/A 1 N/A N/A N/A self _test_id df N/A var N/A Record fields expected finder N/A value int_value other N/A test_id_macro_dataset N/A N/A self N/A N/A N/A 
        input (self.macro_df)
           asof_date  timestamp  value
        0 2014-01-01 2014-01-01      0
        3 2014-01-02 2014-01-02      1
        6 2014-01-03 2014-01-03      2

        output (expected):
                                   value
        2014-01-01 Equity(65 [A])      0
                   Equity(66 [B])      0
                   Equity(67 [C])      0
        2014-01-02 Equity(65 [A])      1
                   Equity(66 [B])      1
                   Equity(67 [C])      1
        2014-01-03 Equity(65 [A])      2
                   Equity(66 [B])      2
                   Equity(67 [C])      2
         N/A asset_info N/A N/A asset_infos N/A 0 N/A 0 N/A nassets N/A len asset_info N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A pd DataFrame N/A list N/A concatv N/A N/A 0 nassets N/A N/A 1 nassets N/A N/A 2 nassets index N/A N/A N/A pd MultiIndex from_product N/A N/A N/A self macro_df timestamp N/A N/A finder retrieve_all N/A asset_info index columns N/A value N/A N/A N/A self _test_id N/A self macro_df N/A self macro_dshape expected finder N/A value N/A test_id_ffill_out_of_window_macro_dataset N/A N/A self N/A N/A N/A 
        input (df):
           asof_date  timestamp  other  value
        0 2013-12-22 2013-12-22    NaN      0
        1 2013-12-23 2013-12-23      1    NaN
        2 2013-12-24 2013-12-24    NaN    NaN

        output (expected):
                                   other  value
        2014-01-01 Equity(65 [A])      1      0
                   Equity(66 [B])      1      0
                   Equity(67 [C])      1      0
        2014-01-02 Equity(65 [A])      1      0
                   Equity(66 [B])      1      0
                   Equity(67 [C])      1      0
        2014-01-03 Equity(65 [A])      1      0
                   Equity(66 [B])      1      0
                   Equity(67 [C])      1      0
         N/A dates N/A N/A self dates N/A timedelta days 10 N/A df N/A N/A pd DataFrame N/A value other asof_date timestamp N/A 0 N/A np nan N/A np nan N/A N/A np nan 1 N/A np nan dates dates N/A fields N/A OrderedDict N/A N/A N/A self macro_dshape measure fields N/A N/A fields N/A other N/A fields N/A value N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A N/A N/A pd DataFrame N/A N/A np array N/A N/A 0 1 N/A 0 1 N/A 0 1 N/A 0 1 N/A 0 1 N/A 0 1 N/A 0 1 N/A 0 1 N/A 0 1 columns N/A value other index N/A N/A N/A pd MultiIndex from_product N/A N/A self dates N/A N/A finder retrieve_all N/A self sids sort_index axis 1 N/A N/A N/A self _test_id df N/A var N/A Record fields expected finder N/A value other N/A test_id_macro_dataset_multiple_columns N/A N/A self N/A N/A N/A 
        input (df):
           asof_date  timestamp  other  value
        0 2014-01-01 2014-01-01      1      0
        3 2014-01-02 2014-01-02      2      1
        6 2014-01-03 2014-01-03      3      2

        output (expected):
                                   other  value
        2014-01-01 Equity(65 [A])      1      0
                   Equity(66 [B])      1      0
                   Equity(67 [C])      1      0
        2014-01-02 Equity(65 [A])      2      1
                   Equity(66 [B])      2      1
                   Equity(67 [C])      2      1
        2014-01-03 Equity(65 [A])      3      2
                   Equity(66 [B])      3      2
                   Equity(67 [C])      3      2
         N/A df N/A N/A N/A self macro_df copy N/A N/A df N/A other N/A N/A df value 1 N/A fields N/A OrderedDict N/A N/A N/A self macro_dshape measure fields N/A N/A fields N/A other N/A fields N/A value N/A asset_info N/A N/A asset_infos N/A 0 N/A 0 N/A N/A tmp_asset_finder equities asset_info finder N/A N/A expected N/A N/A N/A N/A pd DataFrame N/A N/A N/A N/A np array N/A N/A 0 1 N/A 1 2 N/A 2 3 repeat 3 axis 0 index N/A N/A N/A pd MultiIndex from_product N/A N/A df timestamp N/A N/A finder retrieve_all N/A asset_info index columns N/A value other sort_index axis 1 N/A N/A N/A self _test_id df N/A var N/A Record fields expected finder N/A value other N/A test_id_take_last_in_group N/A N/A self N/A N/A N/A T N/A pd Timestamp N/A df N/A N/A pd DataFrame columns N/A asof_date timestamp sid other value data N/A N/A N/A T 2014-01-01 N/A T 2014-01-01 00 65 0 0 N/A N/A T 2014-01-01 N/A T 2014-01-01 01 65 1 N/A np nan N/A N/A T 2014-01-01 N/A T 2014-01-01 00 66 N/A np nan N/A np nan N/A N/A T 2014-01-01 N/A T 2014-01-01 01 66 N/A np nan 1 N/A N/A T 2014-01-01 N/A T 2014-01-01 00 67 2 N/A np nan N/A N/A T 2014-01-01 N/A T 2014-01-01 01 67 N/A np nan N/A np nan N/A N/A T 2014-01-02 N/A T 2014-01-02 00 65 N/A np nan N/A np nan N/A N/A T 2014-01-02 N/A T 2014-01-02 01 65 N/A np nan 1 N/A N/A T 2014-01-02 N/A T 2014-01-02 00 66 N/A np nan N/A np nan N/A N/A T 2014-01-02 N/A T 2014-01-02 01 66 2 N/A np nan N/A N/A T 2014-01-02 N/A T 2014-01-02 00 67 3 3 N/A N/A T 2014-01-02 N/A T 2014-01-02 01 67 3 3 N/A N/A T 2014-01-03 N/A T 2014-01-03 00 65 2 N/A np nan N/A N/A T 2014-01-03 N/A T 2014-01-03 01 65 2 N/A np nan N/A N/A T 2014-01-03 N/A T 2014-01-03 00 66 3 3 N/A N/A T 2014-01-03 N/A T 2014-01-03 01 66 N/A np nan N/A np nan N/A N/A T 2014-01-03 N/A T 2014-01-03 00 67 N/A np nan N/A np nan N/A N/A T 2014-01-03 N/A T 2014-01-03 01 67 N/A np nan 4 N/A fields N/A OrderedDict N/A N/A N/A self dshape measure fields N/A N/A fields N/A other N/A fields N/A value N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A pd DataFrame columns N/A other value data N/A N/A 1 0 N/A N/A np nan 1 N/A 2 N/A np nan N/A 1 1 N/A 2 1 N/A 3 3 N/A 2 1 N/A 3 3 N/A 3 3 index N/A N/A N/A pd MultiIndex from_product N/A N/A self dates N/A N/A finder retrieve_all N/A self sids N/A N/A N/A self _test_id df N/A var N/A Record fields expected finder N/A value other N/A test_id_take_last_in_group_macro N/A N/A self N/A N/A N/A 
        output (expected):

                                   other  value
        2014-01-01 Equity(65 [A])    NaN      1
                   Equity(66 [B])    NaN      1
                   Equity(67 [C])    NaN      1
        2014-01-02 Equity(65 [A])      1      2
                   Equity(66 [B])      1      2
                   Equity(67 [C])      1      2
        2014-01-03 Equity(65 [A])      2      2
                   Equity(66 [B])      2      2
                   Equity(67 [C])      2      2
          N/A T N/A pd Timestamp N/A df N/A N/A pd DataFrame columns N/A asof_date timestamp other value data N/A N/A N/A T 2014-01-01 N/A T 2014-01-01 00 N/A np nan 1 N/A N/A T 2014-01-01 N/A T 2014-01-01 01 N/A np nan N/A np nan N/A N/A T 2014-01-02 N/A T 2014-01-02 00 1 N/A np nan N/A N/A T 2014-01-02 N/A T 2014-01-02 01 N/A np nan 2 N/A N/A T 2014-01-03 N/A T 2014-01-03 00 2 N/A np nan N/A N/A T 2014-01-03 N/A T 2014-01-03 01 3 3 N/A fields N/A OrderedDict N/A N/A N/A self macro_dshape measure fields N/A N/A fields N/A other N/A fields N/A value N/A N/A tmp_asset_finder finder N/A N/A expected N/A N/A pd DataFrame columns N/A other value data N/A N/A N/A np nan 1 N/A N/A np nan 1 N/A N/A np nan 1 N/A 1 2 N/A 1 2 N/A 1 2 N/A 2 2 N/A 2 2 N/A 2 2 index N/A N/A N/A pd MultiIndex from_product N/A N/A self dates N/A N/A finder retrieve_all N/A self sids N/A N/A N/A self _test_id df N/A var N/A Record fields expected finder N/A value other N/A _run_pipeline N/A N/A self expr deltas 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