--- title: aggregate.rate() function description: > `aggregate.rate()` calculates the average rate of increase per window of time for each input table. menu: flux_v0_ref: name: aggregate.rate parent: experimental/aggregate identifier: experimental/aggregate/rate weight: 201 flux/v0/tags: [transformations, aggregates] --- `aggregate.rate()` calculates the average rate of increase per window of time for each input table. `aggregate.rate()` requires that input data have `_start` and `_stop` columns to calculate windows of time to operate on. Use `range()` to assign `_start` and `_stop` values. This function is designed to replicate the [Prometheus `rate()` function](https://prometheus.io/docs/prometheus/latest/querying/functions/#rate) and should only be used with [counters](/flux/v0/prometheus/metric-types/counter/). ##### Function type signature ```js (<-tables: stream[A], every: duration, ?groupColumns: [string], ?unit: duration) => stream[B] where A: Record, B: Record ``` {{% caption %}} For more information, see [Function type signatures](/flux/v0/function-type-signatures/). {{% /caption %}} ## Parameters ### every ({{< req >}}) Duration of time windows. ### groupColumns List of columns to group by. Default is `[]`. ### unit Time duration to use when calculating the rate. Default is `1s`. ### tables Input data. Default is piped-forward data (`<-`). ## Examples ### Calculate the average rate of change in data ```js import "experimental/aggregate" import "sampledata" data = sampledata.int() |> range(start: sampledata.start, stop: sampledata.stop) data |> aggregate.rate(every: 30s, unit: 1s, groupColumns: ["tag"]) ``` {{< expand-wrapper >}} {{% expand "View example input and output" %}} #### Input data | *_start | *_stop | _time | _value | *tag | | -------------------- | -------------------- | -------------------- | ------- | ---- | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:00Z | -2 | t1 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:10Z | 10 | t1 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:20Z | 7 | t1 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:30Z | 17 | t1 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:40Z | 15 | t1 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:50Z | 4 | t1 | | *_start | *_stop | _time | _value | *tag | | -------------------- | -------------------- | -------------------- | ------- | ---- | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:00Z | 19 | t2 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:10Z | 4 | t2 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:20Z | -3 | t2 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:30Z | 19 | t2 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:40Z | 13 | t2 | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | 2021-01-01T00:00:50Z | 1 | t2 | #### Output data | *_start | *_stop | *tag | _value | _time | | -------------------- | -------------------- | ---- | ------- | -------------------- | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | t1 | 1.2 | 2021-01-01T00:00:30Z | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | t1 | 1 | 2021-01-01T00:01:00Z | | *_start | *_stop | *tag | _value | _time | | -------------------- | -------------------- | ---- | ------- | -------------------- | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | t2 | | 2021-01-01T00:00:30Z | | 2021-01-01T00:00:00Z | 2021-01-01T00:01:00Z | t2 | 2.2 | 2021-01-01T00:01:00Z | {{% /expand %}} {{< /expand-wrapper >}}