Module Expr Str Import alias Import alias Assign NameStore ListLoad Str Str Str Str Str Str ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam NameParam defaults NameLoad body If NameLoad body Assign AttributeStore NameLoad attr NameLoad orelse Assign AttributeStore NameLoad attr ListLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body For NameStore AttributeLoad NameLoad attr body Expr Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Dict For NameStore AttributeLoad NameLoad attr body Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Expr Call AttributeLoad NameLoad attr Str NameLoad Str Assign SubscriptStore NameLoad Index NameLoad Call AttributeLoad NameLoad attr Return NameLoad decorator_list decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str If CompareIs NameLoad NameLoad body AugAssignAdd AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Return Dict Str AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str AugAssignAdd AttributeStore NameLoad attr Num If CompareIs NameLoad NameLoad body AugAssignAdd AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Return Dict Str Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr ListLoad Str Str Str Str decorator_list FunctionDef arguments args NameParam defaults body Return BinOpDiv AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list NameLoad FunctionDef arguments args NameParam NameParam defaults body AugAssignAdd AttributeStore NameLoad attr Num If CompareIsNot NameLoad NameLoad body If CompareIs AttributeLoad NameLoad attr NameLoad body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad orelse AugAssignAdd AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return Dict Str Str Str Str Str AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam NameParam defaults NameLoad body Assign AttributeStore NameLoad attr Call NameLoad ListLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr ListLoad Str TupleLoad Str Str decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign AttributeStore NameLoad attr BoolOpAnd AttributeLoad NameLoad attr CompareGtE Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr If UnaryOpNot AttributeLoad NameLoad attr body Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Call NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore AttributeLoad NameLoad attr Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Str If CompareEq Call NameLoad AttributeLoad NameLoad attr Num body Return SubscriptLoad Call NameLoad AttributeLoad NameLoad attr Index Num orelse Return NameLoad decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Dict Str Str ListComp Call NameLoad NameLoad comprehension NameStore AttributeLoad NameLoad attr AttributeLoad NameLoad attr Return NameLoad decorator_list decorator_list ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore AttributeLoad NameLoad attr Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Str If CompareEq Call NameLoad AttributeLoad NameLoad attr Num body Return SubscriptLoad Call NameLoad AttributeLoad NameLoad attr Index Num orelse Return NameLoad decorator_list NameLoad FunctionDef arguments args NameParam defaults body Assign NameStore Dict Str Str ListComp Call NameLoad NameLoad comprehension NameStore AttributeLoad NameLoad attr AttributeLoad NameLoad attr Return NameLoad decorator_list decorator_list
N/A N/A Data probes N/A utils N/A re N/A __all__ N/A MissingValuesProbe StatisticsProbe DistinctProbe StorageTypeProbe MultiProbe CompletenessProbe MultiProbe N/A object N/A N/A Probe with multiple probes __init__ N/A N/A self probes N/A None N/A N/A probes N/A N/A N/A self probes probes N/A N/A N/A self probes N/A N/A probe N/A N/A self value N/A N/A N/A probe N/A self probes N/A N/A N/A N/A probe probe value N/A to_dict N/A N/A self N/A N/A N/A d N/A N/A probe N/A self probes N/A N/A name N/A N/A utils to_identifier N/A N/A utils decamelize N/A N/A probe __class__ __name__ N/A N/A N/A re sub _probe$ name N/A N/A d N/A name N/A N/A probe to_dict N/A d N/A N/A MissingValuesProbe N/A object N/A N/A Data quality statistics for a dataset field

    :Attributes:
        * `count`: total count of null records
     __init__ N/A N/A self N/A N/A N/A N/A self count 0 N/A probe N/A N/A self value N/A N/A N/A Probe the value.
         N/A N/A value None N/A N/A N/A self count 1 N/A to_dict N/A N/A self N/A N/A N/A N/A count N/A self count N/A N/A CompletenessProbe N/A object N/A N/A Data quality statistics for a dataset field

    :Attributes:
        * `count`: total count of records
        * `unknown`: number of unknown records (NULL, None, nil, ...)
     __init__ N/A N/A self N/A N/A N/A N/A self count 0 N/A N/A self unknown 0 N/A probe N/A N/A self value N/A N/A N/A Probe the value.
         N/A N/A self count 1 N/A N/A value None N/A N/A N/A self unknown 1 N/A to_dict N/A N/A self N/A N/A N/A N/A count unknown N/A self count N/A self unknown N/A N/A StatisticsProbe N/A object N/A N/A Data quality statistics for a dataset field

    :Attributes:
        * `min` - minimum value found
        * `max` - maxumum value found
        * `sum` - sum of values
        * `count` - count of values
        * `average` - average value
     __init__ N/A N/A self N/A N/A N/A N/A self min None N/A N/A self max None N/A N/A self sum None N/A N/A self count 0 N/A N/A self fields N/A min max sum count N/A average N/A N/A self N/A N/A N/A N/A N/A self sum N/A self count N/A property probe N/A N/A self value N/A N/A N/A N/A self count 1 N/A N/A value None N/A N/A N/A N/A self sum None N/A N/A N/A self sum value N/A N/A self min value N/A N/A self max value N/A N/A N/A self sum value N/A N/A self min N/A min N/A self min value N/A N/A self max N/A max N/A self max value N/A to_dict N/A N/A self N/A N/A N/A N/A count min max sum average N/A self count N/A self min N/A self max N/A self sum N/A self average N/A N/A DistinctProbe N/A object N/A N/A Probe for distinct values. __init__ N/A N/A self threshold N/A None N/A N/A N/A self values N/A set N/A N/A N/A self overflow False N/A N/A self threshold threshold N/A N/A self fields N/A values N/A overflow integer N/A probe N/A N/A self value N/A N/A N/A N/A self overflow N/A N/A self threshold N/A N/A len N/A self values N/A self threshold N/A N/A N/A self overflow N/A N/A N/A N/A N/A self values add value N/A N/A StorageTypeProbe N/A object N/A N/A Probe for guessing field data type

    Attributes:
        * field: name of a field which statistics are being presented
        * storage_types: found storage types
        * unique_storage_type: if there is only one storage type, then this is set to that type
     __init__ N/A N/A self N/A N/A N/A N/A self storage_types N/A set N/A probe N/A N/A self value N/A N/A N/A storage_type N/A value __class__ N/A N/A N/A N/A self storage_types add N/A storage_type __name__ N/A unique_storage_type N/A N/A self N/A N/A N/A Return storage type if there is only one. This should always return a type in relational
        databases, but does not have to in databases such as MongoDB. N/A N/A N/A len N/A self storage_types 1 N/A N/A N/A N/A list N/A self storage_types N/A 0 N/A N/A None N/A property to_dict N/A N/A self N/A N/A N/A d N/A storage_types unique_storage_type N/A N/A str st N/A st N/A self storage_types N/A self unique_storage_type N/A d N/A N/A ValueTypeProbe N/A object N/A N/A Probe for guessing field value data type. It should be one of:
       `int`, `float`, ...

    Attributes:
        * field: name of a field which statistics are being presented
        * storage_types: found storage types
        * unique_storage_type: if there is only one storage type, then this is set to that type
     __init__ N/A N/A self N/A N/A N/A N/A self int_count 0 N/A N/A self float_count 0 N/A N/A self date_count 0 N/A probe N/A N/A self value N/A N/A N/A storage_type N/A value __class__ N/A N/A N/A N/A self storage_types add N/A storage_type __name__ N/A unique_storage_type N/A N/A self N/A N/A N/A Return storage type if there is only one. This should always return a type in relational
        databases, but does not have to in databases such as MongoDB. N/A N/A N/A len N/A self storage_types 1 N/A N/A N/A N/A list N/A self storage_types N/A 0 N/A N/A None N/A property to_dict N/A N/A self N/A N/A N/A d N/A storage_types unique_storage_type N/A N/A str st N/A st N/A self storage_types N/A self unique_storage_type N/A d N/A N/A