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sequence_detect plugin

项目
08/12/2024

Applies to: ✅ Microsoft Fabric ✅ Azure Data Explorer

Detects sequence occurrences based on provided predicates. The plugin is invoked with the evaluate operator.

Syntax

T | evaluate sequence_detect (TimelineColumn, MaxSequenceStepWindow, MaxSequenceSpan, Expr1, Expr2, ..., Dim1, Dim2, ...)

Learn more about syntax conventions.

Parameters

Name	Type	Required	Description
T	`string`	✔️	The input tabular expression.
TimelineColumn	`string`	✔️	The column reference representing timeline, must be present in the source expression.
MaxSequenceStepWindow	`timespan`	✔️	The value of the max allowed timespan between 2 sequential steps in the sequence.
MaxSequenceSpan	`timespan`	✔️	The max timespan for the sequence to complete all steps.
Expr1, Expr2, ...	`string`	✔️	The boolean predicate expressions defining sequence steps.
Dim1, Dim2, ...	`string`	✔️	The dimension expressions that are used to correlate sequences.

Returns

Returns a single table where each row in the table represents a single sequence occurrence:

Dim1, Dim2, ...: dimension columns that were used to correlate sequences.
Expr1TimelineColumn, Expr2TimelineColumn, ...: Columns with time values, representing the timeline of each sequence step.
Duration: the overall sequence time window

Examples

The following query looks at the table T to search for relevant data from a specified time period.

T | evaluate sequence_detect(datetime_column, 10m, 1h, e1 = (Col1 == 'Val'), e2 = (Col2 == 'Val2'), Dim1, Dim2)

Exploring Storm Events

The following query looks on the table StormEvents (weather statistics for 2007) and shows cases where sequence of 'Excessive Heat' was followed by 'Wildfire' within 5 days.

Run the query

StormEvents
| evaluate sequence_detect(
               StartTime,
               5d,  // step max-time
               5d,  // sequence max-time
               heat=(EventType == "Excessive Heat"), 
               wildfire=(EventType == 'Wildfire'), 
               State
           )

Output

State	heat_StartTime	wildfire_StartTime	Duration
CALIFORNIA	2007-05-08 00:00:00.0000000	2007-05-08 16:02:00.0000000	16:02:00
CALIFORNIA	2007-05-08 00:00:00.0000000	2007-05-10 11:30:00.0000000	2.11:30:00
CALIFORNIA	2007-07-04 09:00:00.0000000	2007-07-05 23:01:00.0000000	1.14:01:00
SOUTH DAKOTA	2007-07-23 12:00:00.0000000	2007-07-27 09:00:00.0000000	3.21:00:00
TEXAS	2007-08-10 08:00:00.0000000	2007-08-11 13:56:00.0000000	1.05:56:00
CALIFORNIA	2007-08-31 08:00:00.0000000	2007-09-01 11:28:00.0000000	1.03:28:00
CALIFORNIA	2007-08-31 08:00:00.0000000	2007-09-02 13:30:00.0000000	2.05:30:00
CALIFORNIA	2007-09-02 12:00:00.0000000	2007-09-02 13:30:00.0000000	01:30:00

通过