Window
The WindowFunction lets you define a WindowSpec and apply window functions on a model.
Parameters
| Parameter | Description | Required |
|---|---|---|
| Model | Input Source | True |
| Target column | Output Column name | True |
| Source expression | Window function expression to perform over the created Window | True |
| Order columns | Columns to order by in Window. Must be a numeric type column if a Range Frame is selected | Required when Source expression has a Ranking/Analytical function OR when Range Frame is selected |
| Partition column | Column to partition by in Window | False |
| Row frame | Row based frame boundary to apply on Window | False |
| Range frame | Range based frame boundary to apply on Window | False |
When Order Columns are not defined, an unbounded window frame (rowFrame, unboundedPreceding, unboundedFollowing) is used by default.
When Order Columns are defined, a growing window frame (rangeFrame, unboundedPreceding, currentRow) is used by default.
Examples
Ranking Functions with Window
Examples of ranking functions are: row_number(), rank(), dense_rank() and ntile()
Only the default window frame (rowFrame, unboundedPreceding, currentRow) can be used with Ranking functions
Analytical Functions with Window
Examples of analytical functions are: lead(), lag(), cume_dist(), etc.
Window frame for lead() and lag() can not be specified.
Only the default window frame (rangeFrame, unboundedPreceding, currentRow) can be used with cume_dist()
Aggregate Functions with Window
Examples of analytical functions are: min(), max(), avg(), etc.