components data_quality_signal_monitor

Data Quality - Signal Monitor

data_quality_signal_monitor

Overview

Computes the data quality of a target dataset with reference to a baseline.

Version: 0.3.47

View in Studio: https://ml.azure.com/registries/azureml/components/data_quality_signal_monitor/version/0.3.47

Inputs

Name	Description	Type	Default	Optional	Enum
monitor_name		string
signal_name		string
target_data		mltable
baseline_data		mltable
filter_type		string	All
filter_value		string	*
numerical_metrics		string	DataTypeErrorRate,NullValueRate,OutOfBoundsRate
categorical_metrics		string	DataTypeErrorRate,NullValueRate,OutOfBoundsRate
numerical_threshold		string	0.5
categorical_threshold		string	0.5
target_column		string		True
task_type		string		True
monitor_current_time		string
notification_emails		string		True
instance_type		string	standard_e4s_v3	True
override_numerical_features		string		True
override_categorical_features		string		True

Outputs

Name	Description	Type
signal_output		uri_folder