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Finding Minimum and Maximum for Consecutive Rows with Gaps and Islands
In the context of an ordered dataset containing sequences of events represented by rows in a table, the task is to determine the minimum and maximum time intervals for consecutive rows that share the same event type. This problem arises when dealing with data involving gaps and islands, making traditional aggregation methods insufficient.
Understanding the Input
The input table consists of the following columns:
Identifying Consecutive Groups
To identify consecutive groups of rows with the same event type, we calculate the difference between the row numbers for the event type and the overall row numbering:
row_number() over (partition by name, act order by rn) as seqnum_na row_number() over (partition by name order by rn) as seqnum_n
These new columns, seqnum_na and seqnum_n, represent the sequence number for the event type and the overall sequence number, respectively. Subtracting seqnum_na from seqnum_n creates a new column that represents the group number for each consecutive subset of rows within an event type.
Aggregation with Group Number
With the group number identified, we can aggregate the start and end times to find the minimum and maximum for each group:
select name, act, min(startt) as startt, max(endd) as endd from (select i.*, row_number() over (partition by name, act order by rn) as seqnum_na, row_number() over (partition by name order by rn) as seqnum_n from input i ) i group by (seqnum_n - seqnum_na), name, act;
By grouping by this group number along with the name and event type, we efficiently identify and aggregate the consecutive rows within each subset, delivering the desired minimum and maximum time intervals.
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