evalml.data_checks.DataCheckMessageCode

class evalml.data_checks.DataCheckMessageCode(value)

Enum for data check message code.

Attributes

CLASS_IMBALANCE_BELOW_FOLDS	Message code for when the number of values for each target is below 2 * number of CV folds.
CLASS_IMBALANCE_BELOW_THRESHOLD	Message code for when balance in classes is less than the threshold.
HAS_ID_COLUMN	Message code for data that has ID columns.
HAS_OUTLIERS	Message code for when outliers are detected.
HIGHLY_NULL	Message code for highly null columns.
HIGH_VARIANCE	Message code for when high variance is detected for cross-validation.
IS_MULTICOLLINEAR	Message code for when data is potentially multicollinear.
NO_VARIANCE	Message code for when data has no variance (1 unique value).
NO_VARIANCE_WITH_NULL	Message code for when data has one unique value and NaN values.
TARGET_BINARY_INVALID_VALUES	Message code for target data for a binary classification problem with numerical values not equal to {0, 1}.
TARGET_BINARY_NOT_TWO_EXAMPLES_PER_CLASS	Message code for target data for a multi classification problem that does not have two examples per class.
TARGET_BINARY_NOT_TWO_UNIQUE_VALUES	Message code for target data for a binary classification problem that does not have two unique values.
TARGET_HAS_NULL	Message code for target data that has null values.
TARGET_INCOMPATIBLE_OBJECTIVE	Message code for target data that has incompatible values for the specified objective
TARGET_LEAKAGE	Message code for when target leakage is detected.
TARGET_MULTICLASS_HIGH_UNIQUE_CLASS	Message code for target data for a multi classification problem that has an abnormally large number of unique classes relative to the number of target values.
TARGET_MULTICLASS_NOT_ENOUGH_CLASSES	Message code for target data for a multi classification problem that does not have more than two unique classes.
TARGET_UNSUPPORTED_TYPE	Message code for target data that is of an unsupported type.

evalml.data_checks.DataCheckMessageType evalml.utils.import_or_raise