Integrity metrics
Technical stability and validity metrics of your data entities
Anomalous values may indicate a data pipeline/source problem.
Integrity property metrics measured on the entity level are divided according to data entity format type:
Metric | Categorical | Numeric | Boolean |
---|---|---|---|
% of missing values Percentage of missing values in the data. | ✔ | ✔ | ✔ |
% of outliers Percentage of outliers in the data. Outlier borders are automatically inferred during baseline creation using an internal heuristic to predict any extreme outliers based on values from 98-99 percentiles on each side of the distribution. | - | ✔ | - |
% of new values Percentage of values that were not present in the baseline. | ✔ | - | - |
Updated almost 3 years ago