Module Import alias identifier ImportFrom alias ImportFrom alias alias alias alias alias alias alias ImportFrom alias Import alias identifier ImportFrom alias alias ImportFrom alias alias Import alias Import alias identifier Import alias Import alias Import alias Assign NameStore TupleLoad Str Str Str Str Str Str Str Assign NameStore BinOpAdd NameLoad TupleLoad Str Str Assign NameStore Call NameLoad FunctionDef arguments args NameParam NameParam defaults body ImportFrom alias If BoolOpAnd Call NameLoad NameLoad Call NameLoad SubscriptLoad Call NameLoad NameLoad Index Num TupleLoad NameLoad AttributeLoad NameLoad attr NameLoad body Assign NameStore BinOpAdd ListLoad NameLoad Call NameLoad NameLoad orelse Assign NameStore ListLoad NameLoad NameLoad Return ListComp Call AttributeLoad NameLoad attr NameLoad keyword NameLoad comprehension NameStore NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Expr Str If CompareIs NameLoad NameLoad body Assign NameStore Str If CompareIsNot NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListComp Call NameLoad NameLoad comprehension NameStore NameLoad Assign NameStore NameLoad If CompareIs NameLoad NameLoad body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Assign NameStore UnaryOpInvert NameLoad Assign NameStore Call NameLoad ListComp SubscriptLoad NameLoad Index NameLoad comprehension NameStore NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr NameLoad comprehension NameStore NameLoad Assign SubscriptStore NameLoad Index NameLoad NameLoad orelse For TupleStore NameStore NameStore Call NameLoad NameLoad body Assign NameStore Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad NameLoad NameLoad If CompareIs NameLoad NameLoad body Assign NameStore NameLoad orelse Assign NameStore BinOpAdd BinOpAdd NameLoad NameLoad NameLoad Assign NameStore NameLoad Return NameLoad orelse Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad If BoolOpAnd CompareIs NameLoad NameLoad Call AttributeLoad NameLoad attr body If CompareEq NameLoad Str body Assign NameStore Str orelse Return Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Call NameLoad NameLoad Return Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore NameLoad For NameStore NameLoad body TryExcept body If CompareIs NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad orelse If CompareNotEq Call NameLoad NameLoad NameLoad body Raise Call NameLoad Str handlers ExceptHandler type NameLoad body Raise Call NameLoad Str Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults AttributeLoad NameLoad attr NameLoad body Return Call NameLoad NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad AttributeLoad NameLoad attr NameLoad body ImportFrom alias If UnaryOpNot Call NameLoad NameLoad body Return Call AttributeLoad NameLoad attr Num keyword NameLoad If Call NameLoad NameLoad NameLoad body Assign NameStore AttributeLoad NameLoad attr If UnaryOpNot Call NameLoad NameLoad AttributeLoad NameLoad attr body Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad If NameLoad body Assign NameStore Call NameLoad NameLoad TryExcept body Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr handlers ExceptHandler type TupleLoad NameLoad NameLoad body FunctionDef arguments args NameParam defaults body TryExcept body Return Call NameLoad NameLoad handlers ExceptHandler type TupleLoad NameLoad NameLoad body Return NameLoad decorator_list Return Call NameLoad NameLoad NameLoad keyword NameLoad If CompareIsNot NameLoad AttributeLoad NameLoad attr body Expr Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad If CompareEq AttributeLoad NameLoad attr NameLoad body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Return NameLoad orelse Return Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Lambda arguments args NameParam defaults Call NameLoad Call AttributeLoad NameLoad attr NameLoad Return Call NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad Num AttributeLoad NameLoad attr NameLoad body Expr Str If NameLoad body If UnaryOpNot NameLoad body AugAssignBitOr NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad If CompareGt AttributeLoad NameLoad attr Num body Expr Call AttributeLoad NameLoad attr Str NameLoad keyword Num Assign NameStore Lambda arguments args NameParam defaults Call NameLoad Call AttributeLoad NameLoad attr NameLoad orelse If NameLoad body Assign NameStore Lambda arguments args NameParam defaults CompareIn NameLoad NameLoad orelse Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Lambda arguments args NameParam defaults CompareIn NameLoad NameLoad Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad Return Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad Return Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults AttributeLoad NameLoad attr body Expr Str Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad Return Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults AttributeLoad NameLoad attr body Expr Str Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad Return Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults Num NameLoad Num body Expr Str Assign NameStore BoolOpOr UnaryOpNot NameLoad CompareGt Call NameLoad NameLoad Num NameLoad If NameLoad body If UnaryOpNot NameLoad body AugAssignBitOr NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore IfExp CompareGtE NameLoad Num NameLoad Num FunctionDef arguments args NameParam defaults body Return Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad decorator_list orelse Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str If Call AttributeLoad NameLoad attr NameLoad body FunctionDef arguments args NameParam defaults body TryExcept body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad handlers ExceptHandler type NameLoad body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad decorator_list Return Call NameLoad NameLoad NameLoad orelse FunctionDef arguments args NameParam NameParam defaults body TryExcept body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad handlers ExceptHandler type NameLoad body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad decorator_list Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad Num AttributeLoad NameLoad attr NameLoad body Expr Str If UnaryOpNot NameLoad body AugAssignBitOr NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad If BoolOpAnd UnaryOpNot NameLoad CompareGt AttributeLoad NameLoad attr Num body Expr Call AttributeLoad NameLoad attr Str NameLoad keyword Num If BoolOpAnd NameLoad CompareGt AttributeLoad NameLoad attr Num body Expr Call AttributeLoad NameLoad attr Str NameLoad keyword Num If BoolOpAnd UnaryOpNot NameLoad CompareGt AttributeLoad NameLoad attr Num body Assign NameStore NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad If NameLoad body Return Call AttributeLoad NameLoad attr orelse Return ListLoad decorator_list orelse Assign NameStore NameLoad Assign NameStore Lambda arguments args NameParam defaults Call NameLoad Call AttributeLoad NameLoad attr NameLoad Return Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam defaults body TryExcept body Return Call AttributeLoad Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr attr handlers ExceptHandler type NameLoad body Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str If CompareEq AttributeLoad NameLoad attr Num body Raise Call NameLoad Str Assign NameStore BinOpMult ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr FunctionDef arguments args NameParam defaults body If UnaryOpNot Call NameLoad NameLoad AttributeLoad NameLoad attr body Return NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad If NameLoad body Return ListComp IfExp CompareIs NameLoad NameLoad AttributeLoad NameLoad attr NameLoad comprehension NameStore Call AttributeLoad NameLoad attr orelse Return NameLoad decorator_list Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Str ImportFrom alias alias Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad If CompareEq AttributeLoad NameLoad attr Num body Assign NameStore Call AttributeLoad NameLoad attr ListComp SubscriptLoad Call NameLoad NameLoad Index Num comprehension NameStore NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad orelse If Call NameLoad NameLoad NameLoad body Raise Call NameLoad Str Assign NameStore NameLoad Assign NameStore Call NameLoad Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore ListComp Call AttributeLoad NameLoad attr BinOpAdd Num NameLoad NameLoad comprehension NameStore Call NameLoad AttributeLoad NameLoad attr If AttributeLoad NameLoad attr body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad orelse Assign NameStore Call NameLoad ListComp Call NameLoad NameLoad comprehension NameStore NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword NameLoad Return TupleLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Str ImportFrom alias Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore ListComp Call AttributeLoad NameLoad attr BinOpAdd Num NameLoad NameLoad comprehension NameStore Call NameLoad AttributeLoad NameLoad attr If CompareEq Call NameLoad NameLoad Num body Return Call NameLoad keyword NameLoad keyword NameLoad TryExcept body Assign NameStore AttributeLoad NameLoad attr handlers ExceptHandler type NameLoad body Assign NameStore NameLoad Return Call NameLoad ListComp Call NameLoad NameLoad comprehension NameStore NameLoad keyword NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num NameLoad body Expr Str If CompareIs NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr BinOpAdd BinOpAdd BinOpAdd Str Str Str Str NameLoad keyword Num Assign NameStore NameLoad If UnaryOpNot Call NameLoad NameLoad NameLoad body Raise Call NameLoad Str If NameLoad body Return Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad orelse Assign TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Str ImportFrom alias alias Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad If CompareEq AttributeLoad NameLoad attr Num body Raise Call NameLoad Str Assign NameStore Call NameLoad Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore ListComp Call AttributeLoad NameLoad attr BinOpAdd Num NameLoad NameLoad comprehension NameStore Call NameLoad AttributeLoad NameLoad attr Assign NameStore ListLoad Assign NameStore ListLoad For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr body If Call NameLoad NameLoad AttributeLoad NameLoad attr body TryExcept body Assign NameStore Call NameLoad NameLoad handlers ExceptHandler type NameLoad body Assign NameStore ListLoad NameLoad For TupleStore NameStore NameStore Call NameLoad Call AttributeLoad NameLoad attr NameLoad body Assign NameStore ListComp IfExp CompareEq NameLoad Str AttributeLoad NameLoad attr NameLoad comprehension NameStore NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad BinOpAdd NameLoad ListLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad If CompareLt Num Call NameLoad NameLoad body Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword BinOpAdd AttributeLoad AttributeLoad NameLoad attr attr ListLoad Str orelse Assign NameStore NameLoad Assign NameStore Call NameLoad NameLoad NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults Str body Expr Str Assign NameStore Call AttributeLoad NameLoad attr Str TryExcept body Assign NameStore BinOpAdd BinOpAdd NameLoad NameLoad NameLoad handlers ExceptHandler type NameLoad body Assign NameStore BinOpAdd BinOpAdd NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad For NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad BinOpSub NameLoad Call NameLoad ListLoad Str Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Call NameLoad NameLoad Call NameLoad NameLoad keyword AttributeLoad NameLoad attr For TupleStore NameStore NameStore Call NameLoad NameLoad body Assign NameStore BinOpAdd BinOpAdd NameLoad NameLoad NameLoad Assign SubscriptStore NameLoad ExtSlice Slice Index NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Lambda arguments args NameParam defaults CompareIn NameLoad NameLoad Return TupleLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Return Call NameLoad AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Num body Expr Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Return Call NameLoad AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults Num NameLoad Str body Expr Str If UnaryOpNot Call NameLoad NameLoad AttributeLoad NameLoad attr body Assign NameStore Str Raise Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad Call NameLoad NameLoad attr If CompareEq NameLoad Str body Assign NameStore Str orelse If CompareEq NameLoad Str body Assign NameStore Str orelse Raise Call NameLoad Str If CompareIs NameLoad NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call Call NameLoad NameLoad NameLoad NameLoad NameLoad orelse Assign NameStore Lambda arguments args NameParam defaults Call Call NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad Return Call NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults Num NameLoad Str body If UnaryOpNot Call NameLoad NameLoad AttributeLoad NameLoad attr body Assign NameStore Str Raise Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad Call NameLoad NameLoad attr If CompareEq NameLoad Str body Assign NameStore Str orelse If CompareEq NameLoad Str body Assign NameStore Str orelse Raise Call NameLoad Str If CompareIs NameLoad NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call Call NameLoad NameLoad NameLoad NameLoad NameLoad orelse Assign NameStore Lambda arguments args NameParam defaults Call Call NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad Return Call NameLoad NameLoad NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Str Str body Expr Str If UnaryOpNot Call NameLoad NameLoad AttributeLoad NameLoad attr body Assign NameStore Str Raise Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad Call NameLoad NameLoad attr If CompareNotEq Call NameLoad NameLoad Num body Raise Call NameLoad Str If CompareEq NameLoad Str body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse If CompareEq NameLoad Str body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse If CompareEq NameLoad Str body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse Raise Call NameLoad Str Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad NameLoad body Expr Str If CompareIs NameLoad NameLoad body If BoolOpOr CompareIs NameLoad NameLoad CompareEq NameLoad Num body Assign NameStore Num Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse If CompareEq Call NameLoad NameLoad Num body If BoolOpOr CompareIs NameLoad NameLoad CompareEq NameLoad Num body Assign NameStore Num Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse If BoolOpOr CompareIs NameLoad NameLoad CompareEq NameLoad Num body Assign NameStore Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad NameLoad body Expr Str If BoolOpOr CompareIs NameLoad NameLoad CompareEq NameLoad Num body Assign NameStore Num Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Expr Str Assign NameStore Call NameLoad NameLoad NameLoad NameLoad Assign NameStore Lambda arguments args NameParam defaults SubscriptLoad NameLoad Index NameLoad Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Expr Str If CompareIs NameLoad NameLoad body Assign NameStore Str FunctionDef arguments args NameParam defaults body If CompareEq SubscriptLoad NameLoad Slice NameLoad NameLoad Str body Assign NameStore NameLoad orelse Assign NameStore NameLoad Assign NameStore Str If CompareIsNot NameLoad NameLoad body AugAssignAdd NameStore SubscriptLoad NameLoad Slice NameLoad AugAssignAdd NameStore NameLoad If CompareIsNot NameLoad NameLoad body AugAssignAdd NameStore SubscriptLoad NameLoad Slice NameLoad Return NameLoad decorator_list Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad Str body Expr Str If CompareEq NameLoad Str body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad orelse If CompareEq NameLoad Str body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad orelse If CompareEq NameLoad Str body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad orelse Raise Call NameLoad Str Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults kwarg body Expr Str Assign SubscriptStore NameLoad Index Str NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Return Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad Str attr Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Expr Str If CompareIs NameLoad NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad orelse ImportFrom alias If AttributeLoad NameLoad attr body Raise Call NameLoad Str Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign NameStore Lambda arguments args NameParam defaults IfExp CompareGt Call NameLoad NameLoad NameLoad SubscriptLoad NameLoad Index NameLoad AttributeLoad NameLoad attr Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Str body Expr Str If CompareIn NameLoad NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Lambda arguments args NameParam defaults SubscriptLoad Call NameLoad NameLoad NameLoad Index Num Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Str body Expr Str If CompareIn NameLoad NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad NameLoad orelse Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Lambda arguments args NameParam defaults SubscriptLoad Call NameLoad NameLoad NameLoad Index Num Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults NameLoad kwarg body FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr If CompareIsNot NameLoad NameLoad body Assign AttributeStore NameLoad attr NameLoad orelse Raise Call NameLoad Str Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad NameLoad kwarg body FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Num kwarg body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults AttributeLoad NameLoad attr body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Assign NameStore IfExp NameLoad NameLoad IfExp NameLoad NameLoad NameLoad Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr If AttributeLoad NameLoad attr body Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str FunctionDef arguments args NameParam defaults body If AttributeLoad NameLoad attr body Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr Return NameLoad decorator_list Return NameLoad decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam NameParam defaults body Assign AttributeStore NameLoad attr Call NameLoad NameLoad Assign AttributeStore NameLoad attr IfExp AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body If Call NameLoad NameLoad NameLoad body Return Call AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr orelse Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad While Call AttributeLoad Call AttributeLoad NameLoad attr attr body Expr Yield NameLoad AugAssignAdd NameStore Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body ImportFrom alias alias If BoolOpAnd NameLoad AttributeLoad NameLoad attr body Assign NameStore Call NameLoad NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr If BoolOpOr UnaryOpNot Call NameLoad NameLoad Str UnaryOpNot Call NameLoad NameLoad Str body Return NameLoad Assert CompareLt AttributeLoad NameLoad attr Num If CompareIs NameLoad NameLoad body Assign NameStore IfExp CompareEq AttributeLoad NameLoad attr Num NameLoad NameLoad orelse If BoolOpAnd CompareIs NameLoad NameLoad UnaryOpNot Call NameLoad AttributeLoad NameLoad attr NameLoad body FunctionDef arguments args NameParam defaults body If Call NameLoad NameLoad body Return NameLoad orelse Return ListLoad NameLoad decorator_list Assign NameStore ListComp Call NameLoad NameLoad comprehension NameStore NameLoad If UnaryOpNot Call NameLoad NameLoad NameLoad body Raise Call NameLoad Str If CompareIs NameLoad NameLoad body If CompareIs NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Str NameLoad If CompareIs NameLoad NameLoad body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr If Call NameLoad AttributeLoad NameLoad attr NameLoad body If Call NameLoad NameLoad body Return NameLoad If NameLoad body Assign NameStore Call NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad orelse Return Call NameLoad NameLoad keyword NameLoad orelse Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr If NameLoad body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Return Call NameLoad NameLoad keyword NameLoad keyword NameLoad orelse Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Return Call NameLoad NameLoad keyword NameLoad keyword NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Assign NameStore IfExp AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword UnaryOpNot AttributeLoad NameLoad attr decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad Num NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list Call NameLoad Str Str keyword Dict Str Str NameLoad NameLoad Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad Num NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list Call NameLoad NameLoad Assign SubscriptStore NameLoad Index Str Str FunctionDef arguments args NameParam NameParam NameParam defaults Str NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Dict Str Str Str Str Str Str FunctionDef arguments args NameParam NameParam NameParam defaults Str NameLoad body Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Dict Str Str Str Str Str Str FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad Num AttributeLoad NameLoad attr NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad Num AttributeLoad NameLoad attr NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults Num NameLoad Num body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Str Str body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad Assign SubscriptStore NameLoad Index Str Str FunctionDef arguments args NameParam NameParam NameParam defaults Str body Return Call AttributeLoad NameLoad attr NameLoad keyword Str keyword NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str FunctionDef arguments args NameParam NameParam NameParam defaults Str body Return Call AttributeLoad NameLoad attr NameLoad keyword Str keyword NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str FunctionDef arguments args NameParam NameParam NameParam defaults Str body Return Call AttributeLoad NameLoad attr NameLoad keyword Str keyword NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword Str keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam defaults Str body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam defaults Str body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad Assign SubscriptStore NameLoad Index Str Str FunctionDef arguments args NameParam NameParam defaults NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str FunctionDef arguments args NameParam NameParam defaults NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str FunctionDef arguments args NameParam NameParam defaults NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str FunctionDef arguments args NameParam NameParam defaults kwarg body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam defaults Str body Assign NameStore IfExp AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword UnaryOpNot AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num NameLoad body Return Call NameLoad NameLoad NameLoad keyword NameLoad keyword NameLoad decorator_list Call NameLoad NameLoad FunctionDef arguments args NameParam NameParam NameParam defaults Num body Return Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list Call NameLoad NameLoad Assign SubscriptStore NameLoad Index Str Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str keyword Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str keyword Str FunctionDef arguments args NameParam NameParam defaults body Expr Str Import alias Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr Return Call AttributeLoad NameLoad attr NameLoad decorator_list Assign SubscriptStore NameLoad Index Str Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str keyword Str keyword Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad keyword NameLoad keyword NameLoad keyword Str Return Call AttributeLoad NameLoad attr NameLoad decorator_list Call NameLoad BinOpMod SubscriptLoad NameLoad Index Str Call NameLoad keyword Str keyword Str keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Str Assign NameStore Call NameLoad NameLoad keyword SubscriptLoad NameLoad Index Str keyword NameLoad Assign SubscriptStore NameLoad Index Str Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign SubscriptStore NameLoad Index Str Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign SubscriptStore NameLoad Index Str Call NameLoad keyword Str keyword Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad Call AttributeLoad NameLoad attr NameLoad attr keyword BinOpMod SubscriptLoad NameLoad Index Str SubscriptLoad NameLoad Index Str decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body ImportFrom alias ImportFrom alias If BoolOpAnd Call NameLoad NameLoad NameLoad UnaryOpNot BoolOpOr BoolOpAnd Call NameLoad AttributeLoad NameLoad attr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr Call NameLoad AttributeLoad NameLoad attr body Raise Call NameLoad Str orelse If Call NameLoad NameLoad NameLoad body Assign NameStore TupleLoad Str Str Str Str If CompareNotIn AttributeLoad NameLoad attr NameLoad body Assign NameStore Str Raise Call NameLoad NameLoad If CompareGt AttributeLoad NameLoad attr Num body Assign NameStore Str Raise Call NameLoad NameLoad Return Call NameLoad NameLoad decorator_list Assign NameStore Call NameLoad NameLoad NameLoad FunctionDef arguments args NameParam defaults body Return Call NameLoad decorator_list FunctionDef arguments args NameParam defaults body TryExcept body Expr Call NameLoad NameLoad Str handlers ExceptHandler type NameLoad body Return Call NameLoad ListLoad Str Return Call NameLoad decorator_list decorator_list
N/A N/A numpy np pandas.compat zip pandas.core.common isnull notnull _values_from_object is_bool_dtype is_list_like is_categorical_dtype is_object_dtype pandas.core.algorithms take_1d N/A pandas.compat compat pandas.core.base AccessorProperty NoNewAttributesMixin pandas.util.decorators Appender deprecate_kwarg N/A re N/A pandas.lib lib N/A warnings N/A textwrap N/A codecs N/A _cpython_optimized_encoders N/A utf-8 utf8 latin-1 latin1 iso-8859-1 mbcs ascii N/A _cpython_optimized_decoders N/A _cpython_optimized_encoders N/A utf-16 utf-32 N/A _shared_docs N/A dict _get_array_list N/A N/A arr others N/A N/A pandas.core.series Series N/A N/A N/A len others N/A isinstance N/A N/A _values_from_object others N/A 0 N/A list N/A np ndarray Series N/A N/A arrays N/A N/A arr N/A list others N/A N/A arrays N/A arr others N/A N/A N/A N/A np asarray x dtype object N/A x arrays N/A str_cat N/A N/A arr others sep na_rep N/A None None None N/A N/A 
    Concatenate strings in the Series/Index with given separator.

    Parameters
    ----------
    others : list-like, or list of list-likes
      If None, returns str concatenating strings of the Series
    sep : string or None, default None
    na_rep : string or None, default None
        If None, NA in the series are ignored.

    Returns
    -------
    concat : Series/Index of objects or str

    Examples
    --------
    When ``na_rep`` is `None` (default behavior), NaN value(s)
    in the Series are ignored.

    >>> Series(['a','b',np.nan,'c']).str.cat(sep=' ')
    'a b c'

    >>> Series(['a','b',np.nan,'c']).str.cat(sep=' ', na_rep='?')
    'a b ? c'

    If ``others`` is specified, corresponding values are
    concatenated with the separator. Result will be a Series of strings.

    >>> Series(['a', 'b', 'c']).str.cat(['A', 'B', 'C'], sep=',')
    0    a,A
    1    b,B
    2    c,C
    dtype: object

    Otherwise, strings in the Series are concatenated. Result will be a string.

    >>> Series(['a', 'b', 'c']).str.cat(sep=',')
    'a,b,c'

    Also, you can pass a list of list-likes.

    >>> Series(['a', 'b']).str.cat([['x', 'y'], ['1', '2']], sep=',')
    0    a,x,1
    1    b,y,2
    dtype: object
     N/A N/A sep None N/A N/A sep N/A N/A others None N/A N/A arrays N/A _get_array_list arr others N/A n N/A _length_check arrays N/A masks N/A N/A np array N/A N/A isnull x N/A x arrays N/A cats None N/A N/A na_rep None N/A N/A na_mask N/A N/A N/A np logical_or reduce masks axis 0 N/A result N/A N/A np empty n dtype object N/A N/A N/A np putmask result na_mask N/A np nan N/A notmask N/A na_mask N/A tuples N/A zip N/A N/A x N/A notmask N/A x arrays N/A cats N/A N/A N/A sep join tup N/A tup tuples N/A N/A result N/A notmask cats N/A N/A N/A i x N/A enumerate arrays N/A N/A x N/A N/A np where N/A masks N/A i na_rep x N/A N/A cats None N/A N/A cats x N/A N/A cats N/A N/A cats sep x N/A result cats N/A result N/A N/A arr N/A N/A np asarray arr dtype object N/A mask N/A isnull arr N/A N/A N/A na_rep None N/A N/A mask any N/A N/A N/A sep N/A N/A na_rep N/A N/A N/A N/A sep join N/A arr N/A N/A notnull arr N/A N/A N/A sep join N/A N/A np where mask na_rep arr N/A _length_check N/A N/A others N/A N/A N/A n None N/A x others N/A N/A N/A N/A N/A n None N/A N/A n N/A len x N/A N/A N/A N/A len x n N/A N/A N/A ValueError All arrays must be same length N/A N/A N/A TypeError N/A N/A N/A ValueError Did you mean to supply a `sep` keyword? N/A n N/A _na_map N/A N/A f arr na_result dtype N/A N/A np nan object N/A N/A N/A _map f arr na_mask True na_value na_result dtype dtype N/A _map N/A N/A f arr na_mask na_value dtype N/A False N/A np nan object N/A pandas.core.series Series N/A N/A N/A len arr N/A N/A N/A N/A np ndarray 0 dtype dtype N/A N/A isinstance arr Series N/A N/A arr N/A arr values N/A N/A N/A isinstance arr N/A np ndarray N/A N/A arr N/A N/A np asarray arr dtype object N/A na_mask N/A N/A mask N/A isnull arr N/A N/A N/A result N/A N/A lib map_infer_mask arr f N/A N/A mask view N/A np uint8 N/A N/A N/A N/A TypeError AttributeError N/A g N/A N/A x N/A N/A N/A N/A N/A N/A f x N/A N/A N/A N/A TypeError AttributeError N/A N/A na_value N/A N/A N/A _map g arr dtype dtype N/A N/A na_value N/A np nan N/A N/A N/A N/A np putmask result mask na_value N/A N/A N/A result dtype object N/A N/A result N/A N/A lib maybe_convert_objects result N/A result N/A N/A N/A N/A lib map_infer arr f N/A str_count N/A N/A arr pat flags N/A 0 N/A N/A 
    Count occurrences of pattern in each string of the Series/Index.

    Parameters
    ----------
    pat : string, valid regular expression
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE

    Returns
    -------
    counts : Series/Index of integer values
     N/A regex N/A N/A re compile pat flags flags N/A f N/A N/A N/A x N/A N/A len N/A N/A regex findall x N/A N/A _na_map f arr dtype int N/A str_contains N/A N/A arr pat case flags na regex N/A True 0 N/A np nan True N/A N/A 
    Return boolean Series/``array`` whether given pattern/regex is
    contained in each string in the Series/Index.

    Parameters
    ----------
    pat : string
        Character sequence or regular expression
    case : boolean, default True
        If True, case sensitive
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE
    na : default NaN, fill value for missing values.
    regex : bool, default True
        If True use re.search, otherwise use Python in operator

    Returns
    -------
    contained : Series/array of boolean values

    See Also
    --------
    match : analogous, but stricter, relying on re.match instead of re.search

     N/A regex N/A N/A N/A case N/A N/A flags N/A re IGNORECASE N/A regex N/A N/A re compile pat flags flags N/A N/A N/A regex groups 0 N/A N/A N/A N/A warnings warn This pattern has match groups. To actually get the groups, use str.extract. UserWarning stacklevel 3 N/A f N/A N/A N/A x N/A N/A bool N/A N/A regex search x N/A N/A case N/A N/A f N/A N/A N/A x N/A N/A pat x N/A N/A upper_pat N/A N/A pat upper N/A f N/A N/A N/A x N/A N/A upper_pat x N/A uppered N/A _na_map N/A N/A N/A x N/A N/A N/A x upper arr N/A N/A _na_map f uppered na dtype bool N/A N/A _na_map f arr na dtype bool N/A str_startswith N/A N/A arr pat na N/A N/A np nan N/A N/A 
    Return boolean Series/``array`` indicating whether each string in the
    Series/Index starts with passed pattern. Equivalent to
    :meth:`str.startswith`.

    Parameters
    ----------
    pat : string
        Character sequence
    na : bool, default NaN

    Returns
    -------
    startswith : Series/array of boolean values
     N/A f N/A N/A N/A x N/A N/A N/A x startswith pat N/A N/A _na_map f arr na dtype bool N/A str_endswith N/A N/A arr pat na N/A N/A np nan N/A N/A 
    Return boolean Series indicating whether each string in the
    Series/Index ends with passed pattern. Equivalent to
    :meth:`str.endswith`.

    Parameters
    ----------
    pat : string
        Character sequence
    na : bool, default NaN

    Returns
    -------
    endswith : Series/array of boolean values
     N/A f N/A N/A N/A x N/A N/A N/A x endswith pat N/A N/A _na_map f arr na dtype bool N/A str_replace N/A N/A arr pat repl n case flags N/A -1 True 0 N/A N/A 
    Replace occurrences of pattern/regex in the Series/Index with
    some other string. Equivalent to :meth:`str.replace` or
    :func:`re.sub`.

    Parameters
    ----------
    pat : string
        Character sequence or regular expression
    repl : string
        Replacement sequence
    n : int, default -1 (all)
        Number of replacements to make from start
    case : boolean, default True
        If True, case sensitive
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE

    Returns
    -------
    replaced : Series/Index of objects
     N/A use_re N/A N/A case N/A N/A len pat 1 flags N/A use_re N/A N/A N/A case N/A N/A flags N/A re IGNORECASE N/A regex N/A N/A re compile pat flags flags N/A n N/A N/A n 0 n 0 f N/A N/A x N/A N/A N/A N/A N/A regex sub repl x count n N/A N/A N/A f N/A N/A N/A x N/A N/A N/A x replace pat repl n N/A N/A _na_map f arr N/A str_repeat N/A N/A arr repeats N/A N/A N/A 
    Duplicate each string in the Series/Index by indicated number
    of times.

    Parameters
    ----------
    repeats : int or array
        Same value for all (int) or different value per (array)

    Returns
    -------
    repeated : Series/Index of objects
     N/A N/A N/A lib isscalar repeats N/A rep N/A N/A x N/A N/A N/A N/A N/A N/A N/A N/A compat binary_type __mul__ x repeats N/A N/A N/A TypeError N/A N/A N/A N/A N/A compat text_type __mul__ x repeats N/A N/A N/A _na_map rep arr N/A rep N/A N/A x r N/A N/A N/A N/A N/A N/A N/A N/A compat binary_type __mul__ x r N/A N/A N/A TypeError N/A N/A N/A N/A N/A compat text_type __mul__ x r N/A N/A repeats N/A N/A np asarray repeats dtype object N/A result N/A N/A lib vec_binop N/A _values_from_object arr repeats rep N/A result N/A str_match N/A N/A arr pat case flags na as_indexer N/A True 0 N/A np nan False N/A N/A 
    Deprecated: Find groups in each string in the Series/Index
    using passed regular expression.
    If as_indexer=True, determine if each string matches a regular expression.

    Parameters
    ----------
    pat : string
        Character sequence or regular expression
    case : boolean, default True
        If True, case sensitive
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE
    na : default NaN, fill value for missing values.
    as_indexer : False, by default, gives deprecated behavior better achieved
        using str_extract. True return boolean indexer.

    Returns
    -------
    Series/array of boolean values
        if as_indexer=True
    Series/Index of tuples
        if as_indexer=False, default but deprecated

    See Also
    --------
    contains : analogous, but less strict, relying on re.search instead of
        re.match
    extract : now preferred to the deprecated usage of match (as_indexer=False)

    Notes
    -----
    To extract matched groups, which is the deprecated behavior of match, use
    str.extract.
     N/A N/A case N/A N/A flags N/A re IGNORECASE N/A regex N/A N/A re compile pat flags flags N/A N/A N/A as_indexer N/A N/A regex groups 0 N/A N/A N/A N/A warnings warn In future versions of pandas, match will change to always return a bool indexer. FutureWarning stacklevel 3 N/A N/A as_indexer N/A N/A regex groups 0 N/A N/A N/A N/A warnings warn This pattern has match groups. To actually get the groups, use str.extract. UserWarning stacklevel 3 N/A N/A N/A as_indexer N/A N/A regex groups 0 N/A N/A dtype object f N/A N/A x N/A N/A N/A m N/A N/A regex match x N/A m N/A N/A N/A N/A m groups N/A N/A N/A N/A N/A N/A dtype bool N/A f N/A N/A N/A x N/A N/A bool N/A N/A regex match x N/A N/A _na_map f arr na dtype dtype N/A _get_single_group_name N/A N/A rx N/A N/A N/A N/A N/A N/A N/A N/A list N/A N/A N/A rx groupindex keys pop N/A N/A N/A IndexError N/A N/A None N/A _groups_or_na_fun N/A N/A regex N/A N/A N/A Used in both extract_noexpand and extract_frame N/A N/A N/A regex groups 0 N/A N/A N/A ValueError pattern contains no capture groups N/A empty_row N/A N/A N/A np nan N/A regex groups f N/A N/A x N/A N/A N/A N/A N/A isinstance x N/A compat string_types N/A N/A empty_row N/A m N/A N/A regex search x N/A m N/A N/A N/A N/A N/A item None N/A np nan item N/A item N/A N/A m groups N/A N/A empty_row N/A N/A f N/A _str_extract_noexpand N/A N/A arr pat flags N/A 0 N/A N/A 
    Find groups in each string in the Series using passed regular
    expression. This function is called from
    str_extract(expand=False), and can return Series, DataFrame, or
    Index.

     pandas DataFrame Index N/A regex N/A N/A re compile pat flags flags N/A groups_or_na N/A _groups_or_na_fun regex N/A N/A N/A regex groups 1 N/A N/A result N/A N/A np array N/A N/A N/A groups_or_na val N/A 0 N/A val arr dtype object N/A name N/A _get_single_group_name regex N/A N/A N/A isinstance arr Index N/A N/A N/A ValueError only one regex group is supported with Index N/A name None N/A names N/A dict N/A zip N/A N/A N/A regex groupindex values N/A N/A N/A regex groupindex keys N/A columns N/A N/A N/A names get N/A 1 i i N/A i N/A range N/A regex groups N/A N/A arr empty N/A N/A result N/A DataFrame columns columns dtype object N/A N/A result N/A DataFrame N/A N/A groups_or_na val N/A val arr columns columns index N/A arr index dtype object N/A N/A result name N/A _str_extract_frame N/A N/A arr pat flags N/A 0 N/A N/A 
    For each subject string in the Series, extract groups from the
    first match of regular expression pat. This function is called from
    str_extract(expand=True), and always returns a DataFrame.

     pandas DataFrame N/A regex N/A N/A re compile pat flags flags N/A groups_or_na N/A _groups_or_na_fun regex N/A names N/A dict N/A zip N/A N/A N/A regex groupindex values N/A N/A N/A regex groupindex keys N/A columns N/A N/A N/A names get N/A 1 i i N/A i N/A range N/A regex groups N/A N/A N/A len arr 0 N/A N/A N/A DataFrame columns columns dtype object N/A N/A N/A result_index N/A arr index N/A N/A N/A AttributeError N/A N/A result_index None N/A N/A DataFrame N/A N/A groups_or_na val N/A val arr columns columns index result_index dtype object N/A str_extract N/A N/A arr pat flags expand N/A 0 None N/A N/A 
    For each subject string in the Series, extract groups from the
    first match of regular expression pat.

    .. versionadded:: 0.13.0

    Parameters
    ----------
    pat : string
        Regular expression pattern with capturing groups
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE

    .. versionadded:: 0.18.0
    expand : bool, default False
        * If True, return DataFrame.
        * If False, return Series/Index/DataFrame.

    Returns
    -------
    DataFrame with one row for each subject string, and one column for
    each group. Any capture group names in regular expression pat will
    be used for column names; otherwise capture group numbers will be
    used. The dtype of each result column is always object, even when
    no match is found. If expand=True and pat has only one capture group,
    then return a Series (if subject is a Series) or Index (if subject
    is an Index).

    See Also
    --------
    extractall : returns all matches (not just the first match)

    Examples
    --------
    A pattern with two groups will return a DataFrame with two columns.
    Non-matches will be NaN.

    >>> s = Series(['a1', 'b2', 'c3'])
    >>> s.str.extract('([ab])(\d)')
         0    1
    0    a    1
    1    b    2
    2  NaN  NaN

    A pattern may contain optional groups.

    >>> s.str.extract('([ab])?(\d)')
         0  1
    0    a  1
    1    b  2
    2  NaN  3

    Named groups will become column names in the result.

    >>> s.str.extract('(?P<letter>[ab])(?P<digit>\d)')
      letter digit
    0      a     1
    1      b     2
    2    NaN   NaN

    A pattern with one group will return a DataFrame with one column
    if expand=True.

    >>> s.str.extract('[ab](\d)', expand=True)
         0
    0    1
    1    2
    2  NaN

    A pattern with one group will return a Series if expand=False.

    >>> s.str.extract('[ab](\d)', expand=False)
    0      1
    1      2
    2    NaN
    dtype: object

     N/A N/A expand None N/A N/A N/A N/A warnings warn N/A N/A N/A currently extract(expand=None)  means expand=False (return Index/Series/DataFrame)  but in a future version of pandas this will be changed  to expand=True (return DataFrame) FutureWarning stacklevel 3 N/A expand False N/A N/A N/A isinstance expand bool N/A N/A N/A ValueError expand must be True or False N/A expand N/A N/A N/A _str_extract_frame N/A arr _orig pat flags flags N/A N/A N/A result name N/A _str_extract_noexpand N/A arr _data pat flags flags N/A N/A N/A arr _wrap_result result name name expand expand N/A str_extractall N/A N/A arr pat flags N/A 0 N/A N/A 
    For each subject string in the Series, extract groups from all
    matches of regular expression pat. When each subject string in the
    Series has exactly one match, extractall(pat).xs(0, level='match')
    is the same as extract(pat).

    .. versionadded:: 0.18.0

    Parameters
    ----------
    pat : string
        Regular expression pattern with capturing groups
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE

    Returns
    -------
    A DataFrame with one row for each match, and one column for each
    group. Its rows have a MultiIndex with first levels that come from
    the subject Series. The last level is named 'match' and indicates
    the order in the subject. Any capture group names in regular
    expression pat will be used for column names; otherwise capture
    group numbers will be used.

    See Also
    --------
    extract : returns first match only (not all matches)

    Examples
    --------
    A pattern with one group will return a DataFrame with one column.
    Indices with no matches will not appear in the result.

    >>> s = Series(["a1a2", "b1", "c1"], index=["A", "B", "C"])
    >>> s.str.extractall("[ab](\d)")
             0
      match
    A 0      1
      1      2
    B 0      1

    Capture group names are used for column names of the result.

    >>> s.str.extractall("[ab](?P<digit>\d)")
            digit
      match
    A 0         1
      1         2
    B 0         1

    A pattern with two groups will return a DataFrame with two columns.

    >>> s.str.extractall("(?P<letter>[ab])(?P<digit>\d)")
            letter digit
      match
    A 0          a     1
      1          a     2
    B 0          b     1

    Optional groups that do not match are NaN in the result.

    >>> s.str.extractall("(?P<letter>[ab])?(?P<digit>\d)")
            letter digit
      match
    A 0          a     1
      1          a     2
    B 0          b     1
    C 0        NaN     1

     pandas DataFrame MultiIndex N/A regex N/A N/A re compile pat flags flags N/A N/A N/A regex groups 0 N/A N/A N/A ValueError pattern contains no capture groups N/A names N/A dict N/A zip N/A N/A N/A regex groupindex values N/A N/A N/A regex groupindex keys N/A columns N/A N/A N/A names get N/A 1 i i N/A i N/A range N/A regex groups N/A match_list N/A N/A index_list N/A N/A N/A subject_key subject N/A N/A arr iteritems N/A N/A N/A isinstance subject N/A compat string_types N/A N/A N/A N/A key_list N/A list subject_key N/A N/A N/A TypeError N/A N/A key_list N/A subject_key N/A N/A match_i match_tuple N/A enumerate N/A N/A regex findall subject N/A N/A na_tuple N/A N/A N/A group N/A np NaN group N/A group match_tuple N/A N/A N/A match_list append na_tuple N/A result_key N/A tuple N/A key_list N/A match_i N/A N/A N/A index_list append result_key N/A N/A 0 N/A len index_list N/A N/A index N/A N/A MultiIndex from_tuples index_list names N/A N/A N/A arr index names N/A match N/A N/A index None N/A result N/A DataFrame match_list index columns N/A result N/A str_get_dummies N/A N/A arr sep N/A | N/A N/A 
    Split each string in the Series by sep and return a frame of
    dummy/indicator variables.

    Parameters
    ----------
    sep : string, default "|"
        String to split on.

    Returns
    -------
    dummies : DataFrame

    Examples
    --------
    >>> Series(['a|b', 'a', 'a|c']).str.get_dummies()
       a  b  c
    0  1  1  0
    1  1  0  0
    2  1  0  1

    >>> Series(['a|b', np.nan, 'a|c']).str.get_dummies()
       a  b  c
    0  1  1  0
    1  0  0  0
    2  1  0  1

    See Also
    --------
    pandas.get_dummies
     N/A arr N/A N/A arr fillna N/A N/A N/A arr N/A N/A sep arr sep N/A N/A N/A TypeError N/A N/A arr N/A N/A sep N/A N/A arr astype str sep N/A tags N/A set N/A ts N/A N/A N/A arr str split sep N/A N/A N/A N/A tags update ts N/A tags N/A sorted N/A tags N/A set N/A N/A dummies N/A N/A np empty N/A N/A len arr N/A len tags dtype N/A np int64 N/A N/A i t N/A enumerate tags N/A N/A pat N/A N/A sep t sep N/A N/A dummies N/A N/A N/A i N/A N/A lib map_infer N/A arr values N/A N/A N/A x N/A N/A pat x N/A N/A dummies tags N/A str_join N/A N/A arr sep N/A N/A N/A 
    Join lists contained as elements in the Series/Index with
    passed delimiter. Equivalent to :meth:`str.join`.

    Parameters
    ----------
    sep : string
        Delimiter

    Returns
    -------
    joined : Series/Index of objects
     N/A N/A _na_map N/A sep join arr N/A str_findall N/A N/A arr pat flags N/A 0 N/A N/A 
    Find all occurrences of pattern or regular expression in the
    Series/Index. Equivalent to :func:`re.findall`.

    Parameters
    ----------
    pat : string
        Pattern or regular expression
    flags : int, default 0 (no flags)
        re module flags, e.g. re.IGNORECASE

    Returns
    -------
    matches : Series/Index of lists

    See Also
    --------
    extractall : returns DataFrame with one column per capture group
     N/A regex N/A N/A re compile pat flags flags N/A N/A _na_map N/A regex findall arr N/A str_find N/A N/A arr sub start end side N/A 0 None left N/A N/A 
    Return indexes in each strings in the Series/Index where the
    substring is fully contained between [start:end]. Return -1 on failure.

    Parameters
    ----------
    sub : str
        Substring being searched
    start : int
        Left edge index
    end : int
        Right edge index
    side : {'left', 'right'}, default 'left'
        Specifies a starting side, equivalent to ``find`` or ``rfind``

    Returns
    -------
    found : Series/Index of integer values
     N/A N/A N/A isinstance sub N/A compat string_types N/A N/A msg expected a string object, not {0} N/A N/A TypeError N/A N/A msg format N/A N/A type sub __name__ N/A N/A side left N/A N/A method find N/A N/A N/A side right N/A N/A method rfind N/A N/A N/A ValueError Invalid side N/A N/A end None N/A N/A f N/A N/A N/A x N/A N/A N/A getattr x method sub start N/A N/A f N/A N/A N/A x N/A N/A N/A getattr x method sub start end N/A N/A _na_map f arr dtype int N/A str_index N/A N/A arr sub start end side N/A 0 None left N/A N/A N/A N/A isinstance sub N/A compat string_types N/A N/A msg expected a string object, not {0} N/A N/A TypeError N/A N/A msg format N/A N/A type sub __name__ N/A N/A side left N/A N/A method index N/A N/A N/A side right N/A N/A method rindex N/A N/A N/A ValueError Invalid side N/A N/A end None N/A N/A f N/A N/A N/A x N/A N/A N/A getattr x method sub start N/A N/A f N/A N/A N/A x N/A N/A N/A getattr x method sub start end N/A N/A _na_map f arr dtype int N/A str_pad N/A N/A arr width side fillchar N/A left N/A N/A 
    Pad strings in the Series/Index with an additional character to
    specified side.

    Parameters
    ----------
    width : int
        Minimum width of resulting string; additional characters will be filled
        with spaces
    side : {'left', 'right', 'both'}, default 'left'
    fillchar : str
        Additional character for filling, default is whitespace

    Returns
    -------
    padded : Series/Index of objects
     N/A N/A N/A isinstance fillchar N/A compat string_types N/A N/A msg fillchar must be a character, not {0} N/A N/A TypeError N/A N/A msg format N/A N/A type fillchar __name__ N/A N/A N/A len fillchar 1 N/A N/A N/A TypeError fillchar must be a character, not str N/A N/A side left N/A N/A f N/A N/A N/A x N/A N/A N/A x rjust width fillchar N/A N/A N/A side right N/A N/A f N/A N/A N/A x N/A N/A N/A x ljust width fillchar N/A N/A N/A side both N/A N/A f N/A N/A N/A x N/A N/A N/A x center width fillchar N/A N/A N/A ValueError Invalid side N/A N/A _na_map f arr N/A str_split N/A N/A arr pat n N/A None None N/A N/A 
    Split each string (a la re.split) in the Series/Index by given
    pattern, propagating NA values. Equivalent to :meth:`str.split`.

    Parameters
    ----------
    pat : string, default None
        String or regular expression to split on. If None, splits on whitespace
    n : int, default -1 (all)
        None, 0 and -1 will be interpreted as return all splits
    expand : bool, default False
        * If True, return DataFrame/MultiIndex expanding dimensionality.
        * If False, return Series/Index.

        .. versionadded:: 0.16.1
    return_type : deprecated, use `expand`

    Returns
    -------
    split : Series/Index or DataFrame/MultiIndex of objects
     N/A N/A pat None N/A N/A N/A N/A n None N/A n 0 N/A N/A n -1 N/A f N/A N/A N/A x N/A N/A N/A x split pat n N/A N/A N/A N/A len pat 1 N/A N/A N/A N/A n None N/A n 0 N/A N/A n -1 N/A f N/A N/A N/A x N/A N/A N/A x split pat n N/A N/A N/A N/A n None N/A n -1 N/A N/A n 0 N/A regex N/A N/A re compile pat N/A f N/A N/A N/A x N/A N/A N/A regex split x maxsplit n N/A res N/A _na_map f arr N/A res N/A str_rsplit N/A N/A arr pat n N/A None None N/A N/A 
    Split each string in the Series/Index by the given delimiter
    string, starting at the end of the string and working to the front.
    Equivalent to :meth:`str.rsplit`.

    .. versionadded:: 0.16.2

    Parameters
    ----------
    pat : string, default None
        Separator to split on. If None, splits on whitespace
    n : int, default -1 (all)
        None, 0 and -1 will be interpreted as return all splits
    expand : bool, default False
        * If True, return DataFrame/MultiIndex expanding dimensionality.
        * If False, return Series/Index.

    Returns
    -------
    split : Series/Index or DataFrame/MultiIndex of objects
     N/A N/A N/A n None N/A n 0 N/A N/A n -1 N/A f N/A N/A N/A x N/A N/A N/A x rsplit pat n N/A res N/A _na_map f arr N/A res N/A str_slice N/A N/A arr start stop step N/A None None None N/A N/A 
    Slice substrings from each element in the Series/Index

    Parameters
    ----------
    start : int or None
    stop : int or None
    step : int or None

    Returns
    -------
    sliced : Series/Index of objects
     N/A obj N/A slice start stop step N/A f N/A N/A N/A x N/A N/A x N/A obj N/A N/A _na_map f arr N/A str_slice_replace N/A N/A arr start stop repl N/A None None None N/A N/A 
    Replace a slice of each string in the Series/Index with another
    string.

    Parameters
    ----------
    start : int or None
    stop : int or None
    repl : str or None
        String for replacement

    Returns
    -------
    replaced : Series/Index of objects
     N/A N/A repl None N/A N/A repl f N/A N/A x N/A N/A N/A N/A N/A x N/A start stop N/A N/A local_stop start N/A N/A local_stop stop N/A y N/A N/A start None N/A N/A y N/A x N/A start N/A y repl N/A N/A stop None N/A N/A y N/A x N/A local_stop N/A y N/A N/A N/A _na_map f arr N/A str_strip N/A N/A arr to_strip side N/A None both N/A N/A 
    Strip whitespace (including newlines) from each string in the
    Series/Index.

    Parameters
    ----------
    to_strip : str or unicode
    side : {'left', 'right', 'both'}, default 'both'

    Returns
    -------
    stripped : Series/Index of objects
     N/A N/A side both N/A N/A f N/A N/A N/A x N/A N/A N/A x strip to_strip N/A N/A N/A side left N/A N/A f N/A N/A N/A x N/A N/A N/A x lstrip to_strip N/A N/A N/A side right N/A N/A f N/A N/A N/A x N/A N/A N/A x rstrip to_strip N/A N/A N/A ValueError Invalid side N/A N/A _na_map f arr N/A str_wrap N/A N/A arr width N/A kwargs N/A N/A 
    Wrap long strings in the Series/Index to be formatted in
    paragraphs with length less than a given width.

    This method has the same keyword parameters and defaults as
    :class:`textwrap.TextWrapper`.

    Parameters
    ----------
    width : int
        Maximum line-width
    expand_tabs : bool, optional
        If true, tab characters will be expanded to spaces (default: True)
    replace_whitespace : bool, optional
        If true, each whitespace character (as defined by string.whitespace)
        remaining after tab expansion will be replaced by a single space
        (default: True)
    drop_whitespace : bool, optional
        If true, whitespace that, after wrapping, happens to end up at the
        beginning or end of a line is dropped (default: True)
    break_long_words : bool, optional
        If true, then words longer than width will be broken in order to ensure
        that no lines are longer than width. If it is false, long words will
        not be broken, and some lines may be longer than width. (default: True)
    break_on_hyphens : bool, optional
        If true, wrapping will occur preferably on whitespace and right after
        hyphens in compound words, as it is customary in English. If false,
        only whitespaces will be considered as potentially good places for line
        breaks, but you need to set break_long_words to false if you want truly
        insecable words. (default: True)

    Returns
    -------
    wrapped : Series/Index of objects

    Notes
    -----
    Internally, this method uses a :class:`textwrap.TextWrapper` instance with
    default settings. To achieve behavior matching R's stringr library str_wrap
    function, use the arguments:

    - expand_tabs = False
    - replace_whitespace = True
    - drop_whitespace = True
    - break_long_words = False
    - break_on_hyphens = False

    Examples
    --------

    >>> s = pd.Series(['line to be wrapped', 'another line to be wrapped'])
    >>> s.str.wrap(12)
    0             line to be\nwrapped
    1    another line\nto be\nwrapped
     N/A N/A kwargs N/A width width N/A tw N/A N/A textwrap TextWrapper kwargs N/A N/A _na_map N/A N/A N/A s N/A N/A N/A join N/A N/A tw wrap s arr N/A str_translate N/A N/A arr table deletechars N/A None N/A N/A 
    Map all characters in the string through the given mapping table.
    Equivalent to standard :meth:`str.translate`. Note that the optional
    argument deletechars is only valid if you are using python 2. For python 3,
    character deletion should be specified via the table argument.

    Parameters
    ----------
    table : dict (python 3), str or None (python 2)
        In python 3, table is a mapping of Unicode ordinals to Unicode
        ordinals, strings, or None. Unmapped characters are left untouched.
        Characters mapped to None are deleted. :meth:`str.maketrans` is a
        helper function for making translation tables.
        In python 2, table is either a string of length 256 or None. If the
        table argument is None, no translation is applied and the operation
        simply removes the characters in deletechars. :func:`string.maketrans`
        is a helper function for making translation tables.
    deletechars : str, optional (python 2)
        A string of characters to delete. This argument is only valid
        in python 2.

    Returns
    -------
    translated : Series/Index of objects
     N/A N/A deletechars None N/A N/A f N/A N/A N/A x N/A N/A N/A x translate table N/A pandas compat N/A N/A compat PY3 N/A N/A N/A ValueError deletechars is not a valid argument for str.translate in python 3. You should simply specify character deletions in the table argument N/A f N/A N/A N/A x N/A N/A N/A x translate table deletechars N/A N/A _na_map f arr N/A str_get N/A N/A arr i N/A N/A N/A 
    Extract element from lists, tuples, or strings in each element in the
    Series/Index.

    Parameters
    ----------
    i : int
        Integer index (location)

    Returns
    -------
    items : Series/Index of objects
     N/A f N/A N/A N/A x N/A N/A N/A N/A len x i N/A x N/A i N/A np nan N/A N/A _na_map f arr N/A str_decode N/A N/A arr encoding errors N/A strict N/A N/A 
    Decode character string in the Series/Index using indicated encoding.
    Equivalent to :meth:`str.decode` in python2 and :meth:`bytes.decode` in
    python3.

    Parameters
    ----------
    encoding : str
    errors : str, optional

    Returns
    -------
    decoded : Series/Index of objects
     N/A N/A encoding _cpython_optimized_decoders N/A N/A f N/A N/A N/A x N/A N/A N/A x decode encoding errors N/A N/A decoder N/A N/A codecs getdecoder encoding N/A f N/A N/A N/A x N/A N/A N/A decoder x errors N/A 0 N/A N/A _na_map f arr N/A str_encode N/A N/A arr encoding errors N/A strict N/A N/A 
    Encode character string in the Series/Index using indicated encoding.
    Equivalent to :meth:`str.encode`.

    Parameters
    ----------
    encoding : str
    errors : str, optional

    Returns
    -------
    encoded : Series/Index of objects
     N/A N/A encoding _cpython_optimized_encoders N/A N/A f N/A N/A N/A x N/A N/A N/A x encode encoding errors N/A N/A encoder N/A N/A codecs getencoder encoding N/A f N/A N/A N/A x N/A N/A N/A encoder x errors N/A 0 N/A N/A _na_map f arr N/A _noarg_wrapper N/A N/A f docstring N/A None kargs N/A wrapper N/A N/A self N/A N/A N/A result N/A _na_map f N/A self _data kargs N/A N/A N/A self _wrap_result result N/A N/A N/A wrapper __name__ N/A f __name__ N/A N/A docstring None N/A N/A N/A wrapper __doc__ docstring N/A N/A N/A ValueError Provide docstring N/A wrapper N/A _pat_wrapper N/A N/A f flags na N/A False False kwargs N/A wrapper1 N/A N/A self pat N/A N/A N/A result N/A f N/A self _data pat N/A N/A N/A self _wrap_result result N/A wrapper2 N/A N/A self pat flags N/A 0 kwargs N/A N/A result N/A f N/A self _data pat flags flags kwargs N/A N/A N/A self _wrap_result result N/A wrapper3 N/A N/A self pat na N/A N/A np nan N/A N/A result N/A f N/A self _data pat na na N/A N/A N/A self _wrap_result result N/A N/A wrapper N/A na wrapper3 N/A flags wrapper2 wrapper1 N/A N/A wrapper __name__ N/A f __name__ N/A N/A f __doc__ N/A N/A N/A wrapper __doc__ N/A f __doc__ N/A wrapper N/A copy N/A N/A source N/A N/A N/A Copy a docstring from another source function (if present) do_copy N/A N/A target N/A N/A N/A N/A source __doc__ N/A N/A N/A target __doc__ N/A source __doc__ N/A target N/A N/A do_copy N/A StringMethods N/A NoNewAttributesMixin N/A N/A 
    Vectorized string functions for Series and Index. NAs stay NA unless
    handled otherwise by a particular method. Patterned after Python's string
    methods, with some inspiration from R's stringr package.

    Examples
    --------
    >>> s.str.split('_')
    >>> s.str.replace('_', '')
     __init__ N/A N/A self data N/A N/A N/A N/A self _is_categorical N/A is_categorical_dtype data N/A N/A self _data N/A N/A self _is_categorical N/A N/A data cat categories data N/A N/A self _orig data N/A N/A N/A self _freeze N/A __getitem__ N/A N/A self key N/A N/A N/A N/A isinstance key slice N/A N/A N/A N/A self slice start N/A key start stop N/A key stop step N/A key step N/A N/A N/A N/A self get key N/A __iter__ N/A N/A self N/A N/A N/A i 0 N/A g N/A N/A self get i N/A N/A N/A N/A N/A g notnull any N/A N/A N/A g N/A i 1 N/A g N/A N/A self get i N/A _wrap_result N/A N/A self result use_codes name expand N/A True None None N/A pandas.core.index Index MultiIndex N/A N/A use_codes N/A self _is_categorical N/A N/A result N/A take_1d result N/A N/A N/A self _orig cat codes N/A N/A N/A N/A hasattr result ndim N/A N/A hasattr result dtype N/A N/A result N/A N/A N/A result ndim 3 N/A N/A expand None N/A N/A expand N/A N/A N/A result ndim 1 False True N/A N/A N/A N/A expand True N/A N/A isinstance N/A self _orig Index N/A cons_row N/A N/A x N/A N/A N/A N/A is_list_like x N/A N/A x N/A N/A N/A x N/A N/A result N/A N/A cons_row x N/A x result N/A N/A N/A isinstance expand bool N/A N/A N/A ValueError expand must be True or False N/A N/A expand False N/A N/A N/A name None N/A N/A name N/A getattr result name None N/A N/A name None N/A N/A name N/A N/A self _orig name N/A N/A isinstance N/A self _orig Index N/A N/A N/A is_bool_dtype result N/A N/A result N/A expand N/A N/A result N/A list result N/A N/A N/A MultiIndex from_tuples result names name N/A N/A N/A Index result name name N/A N/A index N/A N/A self _orig index N/A expand N/A N/A cons N/A N/A self _orig _constructor_expanddim N/A N/A cons result columns name index index N/A N/A cons N/A N/A self _orig _constructor N/A N/A cons result name name index index N/A cat N/A N/A self others sep na_rep N/A None None None N/A N/A data N/A N/A self _is_categorical N/A self _orig N/A self _data N/A result N/A str_cat data others others sep sep na_rep na_rep N/A N/A N/A self _wrap_result result use_codes N/A N/A self _is_categorical N/A N/A copy str_cat split N/A N/A self pat n expand N/A None -1 False N/A N/A result N/A str_split N/A self _data pat n n N/A N/A N/A self _wrap_result result expand expand N/A N/A deprecate_kwarg return_type expand mapping N/A series frame False True N/A copy str_split rsplit N/A N/A self pat n expand N/A None -1 False N/A N/A result N/A str_rsplit N/A self _data pat n n N/A N/A N/A self _wrap_result result expand expand N/A N/A copy str_rsplit N/A N/A _shared_docs N/A str_partition 
    Split the string at the %(side)s occurrence of `sep`, and return 3 elements
    containing the part before the separator, the separator itself,
    and the part after the separator.
    If the separator is not found, return %(return)s.

    Parameters
    ----------
    pat : string, default whitespace
        String to split on.
    expand : bool, default True
        * If True, return DataFrame/MultiIndex expanding dimensionality.
        * If False, return Series/Index.

    Returns
    -------
    split : DataFrame/MultiIndex or Series/Index of objects

    See Also
    --------
    %(also)s

    Examples
    --------

    >>> s = Series(['A_B_C', 'D_E_F', 'X'])
    0    A_B_C
    1    D_E_F
    2        X
    dtype: object

    >>> s.str.partition('_')
       0  1    2
    0  A  _  B_C
    1  D  _  E_F
    2  X

    >>> s.str.rpartition('_')
         0  1  2
    0  A_B  _  C
    1  D_E  _  F
    2          X
     partition N/A N/A self pat expand N/A True N/A N/A f N/A N/A N/A x N/A N/A N/A x partition pat N/A result N/A _na_map f N/A self _data N/A N/A N/A self _wrap_result result expand expand N/A N/A Appender N/A N/A _shared_docs N/A str_partition N/A side return also first 3 elements containing the string itself, followed by two empty strings rpartition : Split the string at the last occurrence of `sep` rpartition N/A N/A self pat expand N/A True N/A N/A f N/A N/A N/A x N/A N/A N/A x rpartition pat N/A result N/A _na_map f N/A self _data N/A N/A N/A self _wrap_result result expand expand N/A N/A Appender N/A N/A _shared_docs N/A str_partition N/A side return also last 3 elements containing two empty strings, followed by the string itself partition : Split the string at the first occurrence of `sep` get N/A N/A self i N/A N/A N/A result N/A str_get N/A self _data i N/A N/A N/A self _wrap_result result N/A N/A copy str_get join N/A N/A self sep N/A N/A N/A result N/A str_join N/A self _data sep N/A N/A N/A self _wrap_result result N/A N/A copy str_join contains N/A N/A self pat case flags na regex N/A True 0 N/A np nan True N/A N/A result N/A str_contains N/A self _data pat case case flags flags na na regex regex N/A N/A N/A self _wrap_result result N/A N/A copy str_contains match N/A N/A self pat case flags na as_indexer N/A True 0 N/A np nan False N/A N/A result N/A str_match N/A self _data pat case case flags flags na na as_indexer as_indexer N/A N/A N/A self _wrap_result result N/A N/A copy str_match replace N/A N/A self pat repl n case flags N/A -1 True 0 N/A N/A result N/A str_replace N/A self _data pat repl n n case case flags flags N/A N/A N/A self _wrap_result result N/A N/A copy str_replace repeat N/A N/A self repeats N/A N/A N/A result N/A str_repeat N/A self _data repeats N/A N/A N/A self _wrap_result result N/A N/A copy str_repeat pad N/A N/A self width side fillchar N/A left N/A N/A result N/A str_pad N/A self _data width side side fillchar fillchar N/A N/A N/A self _wrap_result result N/A N/A copy str_pad N/A N/A _shared_docs N/A str_pad 
    Filling %(side)s side of strings in the Series/Index with an
    additional character. Equivalent to :meth:`str.%(method)s`.

    Parameters
    ----------
    width : int
        Minimum width of resulting string; additional characters will be filled
        with ``fillchar``
    fillchar : str
        Additional character for filling, default is whitespace

    Returns
    -------
    filled : Series/Index of objects
     center N/A N/A self width fillchar N/A N/A N/A N/A N/A self pad width side both fillchar fillchar N/A N/A Appender N/A N/A _shared_docs N/A str_pad N/A dict side left and right method center ljust N/A N/A self width fillchar N/A N/A N/A N/A N/A self pad width side right fillchar fillchar N/A N/A Appender N/A N/A _shared_docs N/A str_pad N/A dict side right method ljust rjust N/A N/A self width fillchar N/A N/A N/A N/A N/A self pad width side left fillchar fillchar N/A N/A Appender N/A N/A _shared_docs N/A str_pad N/A dict side left method rjust zfill N/A N/A self width N/A N/A N/A "
        Filling left side of strings in the Series/Index with 0.
        Equivalent to :meth:`str.zfill`.

        Parameters
        ----------
        width : int
            Minimum width of resulting string; additional characters will be
            filled with 0

        Returns
        -------
        filled : Series/Index of objects
         N/A result N/A str_pad N/A self _data width side left fillchar 0 N/A N/A N/A self _wrap_result result N/A slice N/A N/A self start stop step N/A None None None N/A N/A result N/A str_slice N/A self _data start stop step N/A N/A N/A self _wrap_result result N/A N/A copy str_slice slice_replace N/A N/A self start stop repl N/A None None None N/A N/A result N/A str_slice_replace N/A self _data start stop repl N/A N/A N/A self _wrap_result result N/A N/A copy str_slice_replace decode N/A N/A self encoding errors N/A strict N/A N/A result N/A str_decode N/A self _data encoding errors N/A N/A N/A self _wrap_result result N/A N/A copy str_decode encode N/A N/A self encoding errors N/A strict N/A N/A result N/A str_encode N/A self _data encoding errors N/A N/A N/A self _wrap_result result N/A N/A copy str_encode N/A N/A _shared_docs N/A str_strip 
    Strip whitespace (including newlines) from each string in the
    Series/Index from %(side)s. Equivalent to :meth:`str.%(method)s`.

    Returns
    -------
    stripped : Series/Index of objects
     strip N/A N/A self to_strip N/A None N/A N/A result N/A str_strip N/A self _data to_strip side both N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A str_strip N/A dict side left and right sides method strip lstrip N/A N/A self to_strip N/A None N/A N/A result N/A str_strip N/A self _data to_strip side left N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A str_strip N/A dict side left side method lstrip rstrip N/A N/A self to_strip N/A None N/A N/A result N/A str_strip N/A self _data to_strip side right N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A str_strip N/A dict side right side method rstrip wrap N/A N/A self width N/A kwargs N/A N/A result N/A str_wrap N/A self _data width kwargs N/A N/A N/A self _wrap_result result N/A N/A copy str_wrap get_dummies N/A N/A self sep N/A | N/A N/A data N/A N/A self _is_categorical N/A N/A N/A self _orig astype str N/A self _data N/A N/A result name N/A str_get_dummies data sep N/A N/A N/A self _wrap_result result use_codes N/A N/A self _is_categorical name name expand True N/A N/A copy str_get_dummies translate N/A N/A self table deletechars N/A None N/A N/A result N/A str_translate N/A self _data table deletechars N/A N/A N/A self _wrap_result result N/A N/A copy str_translate N/A count N/A _pat_wrapper str_count flags True N/A startswith N/A _pat_wrapper str_startswith na True N/A endswith N/A _pat_wrapper str_endswith na True N/A findall N/A _pat_wrapper str_findall flags True extract N/A N/A self pat flags expand N/A 0 None N/A N/A N/A str_extract self pat flags flags expand expand N/A N/A copy str_extract extractall N/A N/A self pat flags N/A 0 N/A N/A N/A str_extractall N/A self _orig pat flags flags N/A N/A copy str_extractall N/A N/A _shared_docs N/A find 
    Return %(side)s indexes in each strings in the Series/Index
    where the substring is fully contained between [start:end].
    Return -1 on failure. Equivalent to standard :meth:`str.%(method)s`.

    Parameters
    ----------
    sub : str
        Substring being searched
    start : int
        Left edge index
    end : int
        Right edge index

    Returns
    -------
    found : Series/Index of integer values

    See Also
    --------
    %(also)s
     find N/A N/A self sub start end N/A 0 None N/A N/A result N/A str_find N/A self _data sub start start end end side left N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A find N/A dict side lowest method find also rfind : Return highest indexes in each strings rfind N/A N/A self sub start end N/A 0 None N/A N/A result N/A str_find N/A self _data sub start start end end side right N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A find N/A dict side highest method rfind also find : Return lowest indexes in each strings normalize N/A N/A self form N/A N/A N/A Return the Unicode normal form for the strings in the Series/Index.
        For more information on the forms, see the
        :func:`unicodedata.normalize`.

        Parameters
        ----------
        form : {'NFC', 'NFKC', 'NFD', 'NFKD'}
            Unicode form

        Returns
        -------
        normalized : Series/Index of objects
         N/A unicodedata N/A f N/A N/A N/A x N/A N/A N/A unicodedata normalize form N/A N/A compat u_safe x N/A result N/A _na_map f N/A self _data N/A N/A N/A self _wrap_result result N/A N/A N/A _shared_docs N/A index 
    Return %(side)s indexes in each strings where the substring is
    fully contained between [start:end]. This is the same as
    ``str.%(similar)s`` except instead of returning -1, it raises a ValueError
    when the substring is not found. Equivalent to standard ``str.%(method)s``.

    Parameters
    ----------
    sub : str
        Substring being searched
    start : int
        Left edge index
    end : int
        Right edge index

    Returns
    -------
    found : Series/Index of objects

    See Also
    --------
    %(also)s
     index N/A N/A self sub start end N/A 0 None N/A N/A result N/A str_index N/A self _data sub start start end end side left N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A index N/A dict side lowest similar find method index also rindex : Return highest indexes in each strings rindex N/A N/A self sub start end N/A 0 None N/A N/A result N/A str_index N/A self _data sub start start end end side right N/A N/A N/A self _wrap_result result N/A N/A Appender N/A N/A _shared_docs N/A index N/A dict side highest similar rfind method rindex also index : Return lowest indexes in each strings N/A N/A _shared_docs N/A len 
    Compute length of each string in the Series/Index.

    Returns
    -------
    lengths : Series/Index of integer values
     N/A len N/A _noarg_wrapper len docstring N/A _shared_docs N/A len dtype int N/A N/A _shared_docs N/A casemethods 
    Convert strings in the Series/Index to %(type)s.
    Equivalent to :meth:`str.%(method)s`.

    Returns
    -------
    converted : Series/Index of objects
     N/A N/A _shared_docs N/A lower N/A dict type lowercase method lower N/A N/A _shared_docs N/A upper N/A dict type uppercase method upper N/A N/A _shared_docs N/A title N/A dict type titlecase method title N/A N/A _shared_docs N/A capitalize N/A dict type be capitalized method capitalize N/A N/A _shared_docs N/A swapcase N/A dict type be swapcased method swapcase N/A lower N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x lower docstring N/A N/A _shared_docs N/A casemethods N/A _shared_docs N/A lower N/A upper N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x upper docstring N/A N/A _shared_docs N/A casemethods N/A _shared_docs N/A upper N/A title N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x title docstring N/A N/A _shared_docs N/A casemethods N/A _shared_docs N/A title N/A capitalize N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x capitalize docstring N/A N/A _shared_docs N/A casemethods N/A _shared_docs N/A capitalize N/A swapcase N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x swapcase docstring N/A N/A _shared_docs N/A casemethods N/A _shared_docs N/A swapcase N/A N/A _shared_docs N/A ismethods 
    Check whether all characters in each string in the Series/Index
    are %(type)s. Equivalent to :meth:`str.%(method)s`.

    Returns
    -------
    is : Series/array of boolean values
     N/A N/A _shared_docs N/A isalnum N/A dict type alphanumeric method isalnum N/A N/A _shared_docs N/A isalpha N/A dict type alphabetic method isalpha N/A N/A _shared_docs N/A isdigit N/A dict type digits method isdigit N/A N/A _shared_docs N/A isspace N/A dict type whitespace method isspace N/A N/A _shared_docs N/A islower N/A dict type lowercase method islower N/A N/A _shared_docs N/A isupper N/A dict type uppercase method isupper N/A N/A _shared_docs N/A istitle N/A dict type titlecase method istitle N/A N/A _shared_docs N/A isnumeric N/A dict type numeric method isnumeric N/A N/A _shared_docs N/A isdecimal N/A dict type decimal method isdecimal N/A isalnum N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x isalnum docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isalnum N/A isalpha N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x isalpha docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isalpha N/A isdigit N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x isdigit docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isdigit N/A isspace N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x isspace docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isspace N/A islower N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x islower docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A islower N/A isupper N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x isupper docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isupper N/A istitle N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A x istitle docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A istitle N/A isnumeric N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A N/A N/A compat u_safe x isnumeric docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isnumeric N/A isdecimal N/A _noarg_wrapper N/A N/A N/A x N/A N/A N/A N/A N/A compat u_safe x isdecimal docstring N/A N/A _shared_docs N/A ismethods N/A _shared_docs N/A isdecimal N/A StringAccessorMixin N/A object N/A N/A  Mixin to add a `.str` acessor to the class. _make_str_accessor N/A N/A self N/A N/A pandas.core.series Series pandas.core.index Index N/A N/A N/A isinstance self Series N/A N/A N/A N/A is_categorical_dtype N/A self dtype N/A is_object_dtype N/A N/A self values categories N/A is_object_dtype N/A self dtype N/A N/A N/A AttributeError Can only use .str accessor with string values, which use np.object_ dtype in pandas N/A N/A N/A isinstance self Index N/A N/A allowed_types N/A string unicode mixed mixed-integer N/A N/A N/A self inferred_type allowed_types N/A N/A message Can only use .str accessor with string values (i.e. inferred_type is 'string', 'unicode' or 'mixed') N/A N/A AttributeError message N/A N/A N/A self nlevels 1 N/A N/A message Can only use .str accessor with Index, not MultiIndex N/A N/A AttributeError message N/A N/A StringMethods self N/A N/A str N/A AccessorProperty StringMethods _make_str_accessor _dir_additions N/A N/A self N/A N/A N/A N/A set N/A _dir_deletions N/A N/A self N/A N/A N/A N/A N/A N/A getattr self str N/A N/A N/A AttributeError N/A N/A N/A set N/A str N/A N/A set N/A N/A