Mongo aggregation can be used to create customized or dynamic time intervals for time series data by using the following steps:
Group the time series data by a field that identifies the time interval. For example, if you want to create daily or hourly intervals, group the data by day or hour, respectively.
Use the $group operator to create a new field that represents the timestamp for the start of the time interval. This can be done by using the $dateTrunc operator to truncate the timestamp to the start of the desired interval.
Use the $project operator to create a new field that represents the end of the time interval. This can be done by adding the desired interval to the start timestamp.
Use the $group operator again to group the data by the new start and end timestamps.
Apply any additional aggregation operations to the grouped data, such as calculating averages or sums.
By following these steps, you can create custom or dynamic time intervals for time series data that are tailored to your specific needs. For example, you could create hourly intervals that start at 10 minutes past the hour instead of on the hour, or create intervals of varying lengths to account for differences in activity patterns.
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Asked: 2023-01-06 11:00:00 +0000
Seen: 5 times
Last updated: Jun 20 '21
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