Module Import alias ImportFrom alias Import alias TryExcept body Import alias identifier handlers ExceptHandler type NameLoad body Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr TupleLoad TupleLoad Num Num Str TupleLoad Num Num Str TupleLoad NameLoad Num Str Assign AttributeStore NameLoad attr Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Assign AttributeStore NameLoad attr ListLoad Str Str Str Assign AttributeStore NameLoad attr ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Str Call NameLoad Lambda arguments args NameParam defaults CompareIn Num NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str Lambda arguments args NameParam defaults NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Lambda arguments args NameParam defaults CompareEq NameLoad Num attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Lambda arguments args NameParam defaults CompareEq NameLoad Num attr AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str Lambda arguments args NameParam defaults NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Lambda arguments args NameParam defaults CompareNotEq NameLoad Num attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Lambda arguments args NameParam defaults CompareEq NameLoad Num attr AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore TupleLoad TupleLoad Num Num Str TupleLoad Num Num Str TupleLoad NameLoad Num Str TupleLoad Num Num Str TupleLoad Num Num Str Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad attr NameLoad NameLoad Expr Call AttributeLoad Call NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad attr NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad attr NameLoad Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore TupleLoad TupleLoad Num Num Str TupleLoad Num Num Str TupleLoad NameLoad Num Str TupleLoad Num Num Str TupleLoad Num Num Str Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore TupleLoad TupleLoad Num Num Str TupleLoad Num Num Str TupleLoad NameLoad Num Str TupleLoad Num Num Str TupleLoad Num Num Str Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Num attr NameLoad NameLoad Expr Call AttributeLoad Call NameLoad Str Num attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Num attr NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str Num attr NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str NameLoad attr NameLoad Num decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Assign NameStore ListLoad ListLoad NameLoad ListLoad NameLoad ListLoad NameLoad Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Assign NameStore ListLoad ListLoad NameLoad ListLoad NameLoad ListLoad NameLoad Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore ListLoad ListLoad NameLoad ListLoad NameLoad ListLoad NameLoad Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Assign NameStore ListLoad ListLoad NameLoad ListLoad NameLoad ListLoad NameLoad Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Assign NameStore ListLoad ListLoad Call AttributeLoad NameLoad attr Num Num Num Num Num ListLoad Call AttributeLoad NameLoad attr Num Num Num Num Num Num ListLoad Call AttributeLoad NameLoad attr Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad Call AttributeLoad NameLoad attr Num Num Num Num Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore ListLoad ListLoad Call AttributeLoad NameLoad attr Num Num Num Num Num ListLoad Call AttributeLoad NameLoad attr Num Num Num Num Num Num ListLoad Call AttributeLoad NameLoad attr Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad Call AttributeLoad NameLoad attr Num Num Num Num Num decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr TupleLoad TupleLoad Call NameLoad Str Call NameLoad Str Str TupleLoad Call NameLoad Str Call NameLoad Str Str TupleLoad NameLoad Call NameLoad Str Str TupleLoad Call NameLoad Str Call NameLoad Str Str Assign AttributeStore NameLoad attr Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Assign AttributeStore NameLoad attr ListLoad Str Str Str Assign AttributeStore NameLoad attr ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr attr Call NameLoad Str Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr attr Call NameLoad Str Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr attr Call NameLoad Str Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr attr Call NameLoad Str Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore Call NameLoad Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num Call NameLoad Str decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore Call NameLoad Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr Num With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Expr Str Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Num Num Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad For TupleStore NameStore NameStore Call NameLoad ListLoad Str Str Str Str Str body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore ListLoad Num Num Num Num Num Num Num Num Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Call NameLoad Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr Num With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore Call NameLoad Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr Str With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Expr Call AttributeLoad Call NameLoad Str attr AttributeLoad NameLoad attr Assign NameStore ListComp TupleLoad NameLoad comprehension NameStore Call NameLoad Num Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call NameLoad Str attr NameLoad decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Assign NameStore ListLoad ListLoad Str ListLoad Str ListLoad Str Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad Expr Call AttributeLoad Call NameLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad Call NameLoad Str attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore ListLoad ListLoad Num ListLoad Num ListLoad Num Assign NameStore Call NameLoad NameLoad ListLoad Str ListLoad Call NameLoad With Call AttributeLoad NameLoad attr NameLoad body Expr Call AttributeLoad Call NameLoad Str attr NameLoad decorator_list decorator_list
N/A N/A datetime decimal Decimal N/A warnings N/A N/A N/A unittest2 unittest N/A N/A N/A ImportError N/A N/A unittest agate Table agate.aggregations * agate.data_types * agate.exceptions * agate.warns NullCalculationWarning TestSimpleAggregation N/A N/A unittest TestCase N/A setUp N/A N/A self N/A N/A N/A N/A self rows N/A N/A 1 2 a N/A 2 3 b N/A None 4 c N/A N/A self number_type N/A Number N/A N/A self text_type N/A Text N/A N/A self column_names N/A one two three N/A N/A self column_types N/A N/A self number_type N/A self number_type N/A self text_type N/A N/A self table N/A Table N/A self rows N/A self column_names N/A self column_types N/A test_summary N/A N/A self N/A N/A N/A summary N/A Summary one N/A Boolean N/A N/A N/A c N/A N/A 2 c N/A N/A N/A self assertIsInstance N/A N/A summary get_aggregate_data_type None Boolean N/A N/A N/A summary validate N/A self table N/A N/A N/A self assertEqual N/A N/A summary run N/A self table True N/A test_has_nulls N/A N/A self N/A N/A N/A has_nulls N/A HasNulls one N/A N/A N/A self assertIsInstance N/A N/A has_nulls get_aggregate_data_type None Boolean N/A N/A N/A has_nulls validate N/A self table N/A N/A N/A self assertEqual N/A N/A has_nulls run N/A self table True N/A test_any N/A N/A self N/A N/A N/A N/A N/A self assertRaises ValueError N/A N/A N/A N/A N/A Any one validate N/A self table N/A N/A N/A N/A Any one N/A N/A N/A d N/A d validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A Any one get_aggregate_data_type None Boolean N/A N/A N/A self assertEqual N/A N/A N/A Any one N/A N/A N/A d N/A N/A d 2 run N/A self table True N/A N/A N/A self assertEqual N/A N/A N/A Any one N/A N/A N/A d N/A N/A d 5 run N/A self table False N/A test_all N/A N/A self N/A N/A N/A N/A N/A self assertRaises ValueError N/A N/A N/A N/A N/A All one validate N/A self table N/A N/A N/A N/A All one N/A N/A N/A d N/A d validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A All one get_aggregate_data_type None Boolean N/A N/A N/A self assertEqual N/A N/A N/A All one N/A N/A N/A d N/A N/A d 5 run N/A self table True N/A N/A N/A self assertEqual N/A N/A N/A All one N/A N/A N/A d N/A N/A d 2 run N/A self table False N/A test_count N/A N/A self N/A N/A N/A rows N/A N/A 1 2 a N/A 2 3 b N/A None 4 c N/A 1 2 a N/A 1 2 a N/A table N/A Table rows N/A self column_names N/A self column_types N/A N/A N/A self assertIsInstance N/A N/A N/A Count get_aggregate_data_type table Number N/A N/A N/A N/A Count validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Count run table 5 N/A N/A N/A self assertEqual N/A N/A N/A Count run table 5 N/A test_count_column N/A N/A self N/A N/A N/A rows N/A N/A 1 2 a N/A 2 3 b N/A None 4 c N/A 1 2 a N/A 1 2 a N/A table N/A Table rows N/A self column_names N/A self column_types N/A N/A N/A self assertIsInstance N/A N/A N/A Count one get_aggregate_data_type table Number N/A N/A N/A N/A Count one validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Count one run table 4 N/A N/A N/A self assertEqual N/A N/A N/A Count two run table 5 N/A test_count_value N/A N/A self N/A N/A N/A rows N/A N/A 1 2 a N/A 2 3 b N/A None 4 c N/A 1 2 a N/A 1 2 a N/A table N/A Table rows N/A self column_names N/A self column_types N/A N/A N/A self assertIsInstance N/A N/A N/A Count one 1 get_aggregate_data_type table Number N/A N/A N/A N/A Count one 1 validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Count one 1 run table 3 N/A N/A N/A self assertEqual N/A N/A N/A Count one 4 run table 0 N/A N/A N/A self assertEqual N/A N/A N/A Count one None run table 1 N/A N/A TestBooleanAggregation N/A N/A unittest TestCase N/A test_any N/A N/A self N/A N/A N/A rows N/A N/A True N/A False N/A None N/A table N/A Table rows N/A test N/A N/A Boolean N/A N/A N/A N/A Any test validate table N/A N/A N/A self assertEqual N/A N/A N/A Any test run table True N/A rows N/A N/A False N/A False N/A None N/A table N/A Table rows N/A test N/A N/A Boolean N/A N/A N/A N/A Any test validate table N/A N/A N/A self assertEqual N/A N/A N/A Any test run table False N/A test_all N/A N/A self N/A N/A N/A rows N/A N/A True N/A True N/A None N/A table N/A Table rows N/A test N/A N/A Boolean N/A N/A N/A N/A All test validate table N/A N/A N/A self assertEqual N/A N/A N/A All test run table False N/A rows N/A N/A True N/A True N/A True N/A table N/A Table rows N/A test N/A N/A Boolean N/A N/A N/A N/A All test validate table N/A N/A N/A self assertEqual N/A N/A N/A All test run table True N/A N/A TestDateTimeAggregation N/A N/A unittest TestCase N/A test_min N/A N/A self N/A N/A N/A rows N/A N/A N/A N/A datetime datetime 1994 3 3 6 31 N/A N/A N/A datetime datetime 1994 3 3 6 30 30 N/A N/A N/A datetime datetime 1994 3 3 6 30 N/A table N/A Table rows N/A test N/A N/A DateTime N/A N/A N/A self assertIsInstance N/A N/A N/A Min test get_aggregate_data_type table DateTime N/A N/A N/A N/A Min test validate table N/A N/A N/A self assertEqual N/A N/A N/A Min test run table N/A N/A datetime datetime 1994 3 3 6 30 N/A test_max N/A N/A self N/A N/A N/A rows N/A N/A N/A N/A datetime datetime 1994 3 3 6 31 N/A N/A N/A datetime datetime 1994 3 3 6 30 30 N/A N/A N/A datetime datetime 1994 3 3 6 30 N/A table N/A Table rows N/A test N/A N/A DateTime N/A N/A N/A self assertIsInstance N/A N/A N/A Max test get_aggregate_data_type table DateTime N/A N/A N/A N/A Max test validate table N/A N/A N/A self assertEqual N/A N/A N/A Max test run table N/A N/A datetime datetime 1994 3 3 6 31 N/A N/A TestNumberAggregation N/A N/A unittest TestCase N/A setUp N/A N/A self N/A N/A N/A N/A self rows N/A N/A N/A Decimal 1.1 N/A Decimal 2.19 a N/A N/A Decimal 2.7 N/A Decimal 3.42 b N/A None N/A Decimal 4.1 c N/A N/A Decimal 2.7 N/A Decimal 3.42 c N/A N/A self number_type N/A Number N/A N/A self text_type N/A Text N/A N/A self column_names N/A one two three N/A N/A self column_types N/A N/A self number_type N/A self number_type N/A self text_type N/A N/A self table N/A Table N/A self rows N/A self column_names N/A self column_types N/A test_max_precision N/A N/A self N/A N/A N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A MaxPrecision three validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A MaxPrecision one get_aggregate_data_type N/A self table Number N/A N/A N/A N/A MaxPrecision one validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A MaxPrecision one run N/A self table 1 N/A N/A N/A self assertEqual N/A N/A N/A MaxPrecision two run N/A self table 2 N/A test_sum N/A N/A self N/A N/A N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Sum three validate N/A self table N/A N/A N/A N/A Sum one validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Sum one run N/A self table N/A Decimal 6.5 N/A N/A N/A self assertEqual N/A N/A N/A Sum two run N/A self table N/A Decimal 13.13 N/A test_min N/A N/A self N/A N/A N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Min three validate N/A self table N/A N/A N/A N/A Min one validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Min one run N/A self table N/A Decimal 1.1 N/A N/A N/A self assertEqual N/A N/A N/A Min two run N/A self table N/A Decimal 2.19 N/A test_max N/A N/A self N/A N/A N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Max three validate N/A self table N/A N/A N/A N/A Max one validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Max one run N/A self table N/A Decimal 2.7 N/A N/A N/A self assertEqual N/A N/A N/A Max two run N/A self table N/A Decimal 4.1 N/A test_mean N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Mean one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Mean three validate N/A self table N/A N/A N/A N/A Mean two validate N/A self table N/A N/A N/A self assertEqual N/A N/A N/A Mean two run N/A self table N/A Decimal 3.2825 N/A test_mean_with_nulls N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter ignore N/A N/A N/A N/A Mean one validate N/A self table N/A N/A N/A self assertAlmostEqual N/A N/A N/A Mean one run N/A self table N/A Decimal 2.16666666 N/A test_median N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Median one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Median three validate N/A self table N/A N/A N/A N/A Median two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A Median two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertEqual N/A N/A N/A Median two run N/A self table N/A Decimal 3.42 N/A test_mode N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Mode one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Mode three validate N/A self table N/A N/A N/A N/A Mode two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A Mode two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertEqual N/A N/A N/A Mode two run N/A self table N/A Decimal 3.42 N/A test_iqr N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A IQR one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A IQR three validate N/A self table N/A N/A N/A N/A IQR two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A IQR two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertEqual N/A N/A N/A IQR two run N/A self table N/A Decimal 0.955 N/A test_variance N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Variance one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Variance three validate N/A self table N/A N/A N/A N/A Variance two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A Variance two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertEqual N/A N/A N/A N/A N/A Variance two run N/A self table quantize N/A Decimal 0.0001 N/A Decimal 0.6332 N/A test_population_variance N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A PopulationVariance one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A PopulationVariance three validate N/A self table N/A N/A N/A N/A PopulationVariance two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A PopulationVariance two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertEqual N/A N/A N/A N/A N/A PopulationVariance two run N/A self table quantize N/A Decimal 0.0001 N/A Decimal 0.4749 N/A test_stdev N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A StDev one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A StDev three validate N/A self table N/A N/A N/A N/A StDev two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A StDev two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertAlmostEqual N/A N/A N/A N/A N/A StDev two run N/A self table quantize N/A Decimal 0.0001 N/A Decimal 0.7958 N/A test_population_stdev N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A PopulationStDev one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A PopulationStDev three validate N/A self table N/A N/A N/A N/A PopulationStDev two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A PopulationStDev two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertAlmostEqual N/A N/A N/A N/A N/A PopulationStDev two run N/A self table quantize N/A Decimal 0.0001 N/A Decimal 0.6891 N/A test_mad N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A MAD one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A MAD three validate N/A self table N/A N/A N/A N/A MAD two validate N/A self table N/A N/A N/A self assertIsInstance N/A N/A N/A MAD two get_aggregate_data_type N/A self table Number N/A N/A N/A self assertAlmostEqual N/A N/A N/A MAD two run N/A self table N/A Decimal 0 N/A test_percentiles N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Percentiles one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Percentiles three validate N/A self table N/A N/A N/A N/A Percentiles two validate N/A self table N/A rows N/A N/A n N/A n N/A range 1 1001 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A percentiles N/A N/A N/A Percentiles ints run table N/A N/A N/A self assertEqual N/A percentiles N/A 0 N/A Decimal 1 N/A N/A N/A self assertEqual N/A percentiles N/A 25 N/A Decimal 250.5 N/A N/A N/A self assertEqual N/A percentiles N/A 50 N/A Decimal 500.5 N/A N/A N/A self assertEqual N/A percentiles N/A 75 N/A Decimal 750.5 N/A N/A N/A self assertEqual N/A percentiles N/A 99 N/A Decimal 990.5 N/A N/A N/A self assertEqual N/A percentiles N/A 100 N/A Decimal 1000 N/A test_percentiles_locate N/A N/A self N/A N/A N/A rows N/A N/A n N/A n N/A range 1 1001 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A percentiles N/A N/A N/A Percentiles ints run table N/A N/A N/A self assertEqual N/A N/A percentiles locate 251 N/A Decimal 25 N/A N/A N/A self assertEqual N/A N/A percentiles locate 260 N/A Decimal 25 N/A N/A N/A self assertEqual N/A N/A percentiles locate 261 N/A Decimal 26 N/A N/A N/A self assertRaises ValueError N/A N/A N/A N/A percentiles locate 0 N/A N/A N/A self assertRaises ValueError N/A N/A N/A N/A percentiles locate 1012 N/A test_quartiles N/A N/A self N/A N/A N/A 
        CDF quartile tests from:
        http://www.amstat.org/publications/jse/v14n3/langford.html#Parzen1979
         N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Quartiles one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Quartiles three validate N/A self table N/A N/A N/A N/A Quartiles two validate N/A self table N/A rows N/A N/A n N/A n N/A 1 2 3 4 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 1.5 2.5 3.5 4 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 2 3 4 5 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 2 3 4 5 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 2 3 4 5 6 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 2 3.5 5 6 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 2 3 4 5 6 7 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 2 4 6 7 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 1 2 2 3 3 4 4 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 1.5 2.5 3.5 4 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 1 2 2 3 3 4 4 5 5 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 2 3 4 5 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 1 2 2 3 3 4 4 5 5 6 6 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 2 3.5 5 6 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A rows N/A N/A n N/A n N/A 1 1 2 2 3 3 4 4 5 5 6 6 7 7 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A i v N/A enumerate N/A 1 2 4 6 7 N/A N/A N/A N/A self assertEqual N/A quartiles N/A i N/A Decimal v N/A test_quartiles_locate N/A N/A self N/A N/A N/A 
        CDF quartile tests from:
        http://www.amstat.org/publications/jse/v14n3/langford.html#Parzen1979
         N/A rows N/A N/A n N/A n N/A 1 2 3 4 5 6 7 8 9 10 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quartiles N/A N/A N/A Quartiles ints run table N/A N/A N/A self assertEqual N/A N/A quartiles locate 2 N/A Decimal 0 N/A N/A N/A self assertEqual N/A N/A quartiles locate 4 N/A Decimal 1 N/A N/A N/A self assertEqual N/A N/A quartiles locate 6 N/A Decimal 2 N/A N/A N/A self assertEqual N/A N/A quartiles locate 8 N/A Decimal 3 N/A N/A N/A self assertRaises ValueError N/A N/A N/A N/A quartiles locate 0 N/A N/A N/A self assertRaises ValueError N/A N/A N/A N/A quartiles locate 11 N/A test_quintiles N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Quintiles one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Quintiles three validate N/A self table N/A N/A N/A N/A Quintiles two validate N/A self table N/A rows N/A N/A n N/A n N/A range 1 1001 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A quintiles N/A N/A N/A Quintiles ints run table N/A test_deciles N/A N/A self N/A N/A N/A N/A N/A warnings simplefilter error N/A N/A N/A self assertRaises NullCalculationWarning N/A N/A N/A N/A N/A Deciles one validate N/A self table N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A Deciles three validate N/A self table N/A N/A N/A N/A Deciles two validate N/A self table N/A rows N/A N/A n N/A n N/A range 1 1001 N/A table N/A Table rows N/A ints N/A N/A self number_type N/A deciles N/A N/A N/A Deciles ints run table N/A N/A TestTextAggregation N/A N/A unittest TestCase N/A test_max_length N/A N/A self N/A N/A N/A rows N/A N/A a N/A gobble N/A w N/A table N/A Table rows N/A test N/A N/A Text N/A N/A N/A N/A MaxLength test validate table N/A N/A N/A self assertEqual N/A N/A N/A MaxLength test run table 6 N/A N/A N/A self assertIsInstance N/A N/A N/A MaxLength test run table Decimal N/A test_max_length_invalid N/A N/A self N/A N/A N/A rows N/A N/A 1 N/A 2 N/A 3 N/A table N/A Table rows N/A test N/A N/A Number N/A N/A N/A self assertRaises DataTypeError N/A N/A N/A N/A N/A MaxLength test validate table N/A N/A