Source code for evalml.data_checks.data_check_message
"""Messages returned by a DataCheck, tagged by name."""
from evalml.data_checks.data_check_message_type import DataCheckMessageType
[docs]class DataCheckMessage:
"""Base class for a message returned by a DataCheck, tagged by name.
Args:
message (str): Message string.
data_check_name (str): Name of the associated data check.
message_code (DataCheckMessageCode, optional): Message code associated with the message. Defaults to None.
details (dict, optional): Additional useful information associated with the message. Defaults to None.
action_options (list, optional): A list of `DataCheckActionOption`s associated with the message. Defaults to None.
"""
message_type = None
def __init__(
self,
message,
data_check_name,
message_code=None,
details=None,
action_options=None,
):
self.message = message
self.data_check_name = data_check_name
self.message_code = message_code
self.details = {"columns": None, "rows": None}
if details is not None:
self.details.update(details)
self.action_options = action_options
def __str__(self):
"""String representation of data check message, equivalent to self.message attribute."""
return self.message
def __eq__(self, other):
"""Check for equality.
Two DataCheckMessage objs are considered equivalent if all of
their attributes are equivalent.
Args:
other: An object to compare equality with.
Returns:
bool: True if the other object is considered an equivalent data check message, False otherwise.
"""
return (
self.message_type == other.message_type
and self.message == other.message
and self.data_check_name == other.data_check_name
and self.message_code == other.message_code
and self.details == other.details
and self.action_options == other.action_options
)
[docs] def to_dict(self):
"""Return a dictionary form of the data check message."""
message_dict = {
"message": self.message,
"data_check_name": self.data_check_name,
"level": self.message_type.value,
"details": self.details,
}
if self.message_code is not None:
message_dict.update({"code": self.message_code.name})
action_options_dict = []
if self.action_options:
for action_option in self.action_options:
action_options_dict.append(action_option.to_dict())
message_dict.update({"action_options": action_options_dict})
return message_dict
[docs]class DataCheckError(DataCheckMessage):
"""DataCheckMessage subclass for errors returned by data checks."""
message_type = DataCheckMessageType.ERROR
"""DataCheckMessageType.ERROR"""
[docs]class DataCheckWarning(DataCheckMessage):
"""DataCheckMessage subclass for warnings returned by data checks."""
message_type = DataCheckMessageType.WARNING
"""DataCheckMessageType.WARNING"""