graph-lakehouse
Profiling Metrics
The profiling metrics produce statistical metrics such as percentile, geometric mean, or skew on a given dataset.
- Geometric Mean Metric (GMEAN): Calculates geometric mean, defined as the nth root of the product of n positive numbers.
- Percentile Metric (PERCENTILE): Calculates 1 to 100 percentile of numeric values.
- Skew Metric (SKEWCOEFF): Calculates Pearson’s coefficient of skewness on numeric values.
The URI for the data science functions is <http://cambridgesemantics.com/anzograph/statistics#>. For readability, the syntax for each function below includes the prefix stats:, defined as PREFIX stats: <http://cambridgesemantics.com/anzograph/statistics#>.
Geometric Mean Metric (GMEAN)
The Geometric mean function calculates geometric mean, defined as the nth root of the product of n positive numbers.
Syntax
stats:gmean(data)
| Parameter | Type | Description |
|---|---|---|
| data | double | Column data. |
Returns
| Type | Description |
|---|---|
| double | The geometric mean value. |
Percentile Metric (PERCENTILE)
The Percentile metric function calculates the percentile (1 to 100) of numeric values.
Syntax
stats:percentile(data, p)
| Parameter | Type | Description |
|---|---|---|
| data | double | The dataset. |
| p | double | The percentile (0 - 100) to compute. |
Returns
| Type | Description |
|---|---|
| double | The percentile value. |
Skew Metric (SKEWCOEFF)
The Skewness metric function calculates the Pearson’s coefficient of skewness on numeric values.
Syntax
stats:skewcoeff(data, dp)
| Parameter | Type | Description |
|---|---|---|
| data | double | The dataset. |
| dp | int | Number of decimal points to consider for the input data. |
Returns
| Type | Description |
|---|---|
| double | The mode (value that appears most frequently). |
| double | The median number in an ordered set of data. |
| double | The average value. |
| double | The standard deviation. |
| double | Pearson mode skewness or first skewness coefficient. |
| double | Pearson median skewness or second skewness coefficient. |
Source: https://docs.sw.siemens.com/documentation/external/PL20260518131381558/en-US/html/statistics-profiling.htm · retrieved 2026-08-23