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Racheal Ou committed Oct 1, 2024
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{{< img src="/metrics/nested_queries/multilayer-space-agg-json.png" alt="example of multilayer space aggregation in the JSON" style="width:100%;" >}}
{{% /collapse-content %}}


## Percentiles

Percentile calculations provide deeper insights into data distribution, setting performance thresholds, and identifying outliers/extremes in your data. For metrics where globally accurate percentile aggregations are essential, submitting [distribution metrics][4] achieves this directly without applying nested queries.
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{{< img src="/metrics/nested_queries/nested-queries-percentiles-json.png" alt="example of percentiles using nested queries in the JSON" style="width:100%;" >}}
{{% /collapse-content %}}


## Standard Deviation

Standard deviation helps measure the variability or dispersion of a dataset. The following query calculates the standard deviation of the sum of API request counts, averaged over 5-minute intervals, and rolled up over 1-hour periods:
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