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Moving Average Ewma Aggregation Usage
editMoving Average Ewma Aggregation Usage
editFluent DSL example
edita => a .DateHistogram("projects_started_per_month", dh => dh .Field(p => p.StartedOn) .Interval(DateInterval.Month) .Aggregations(aa => aa .Sum("commits", sm => sm .Field(p => p.NumberOfCommits) ) .MovingAverage("commits_moving_avg", mv => mv .BucketsPath("commits") .Model(m => m .Ewma(e => e .Alpha(0.3f) ) ) ) ) )
Object Initializer syntax example
editnew DateHistogramAggregation("projects_started_per_month") { Field = "startedOn", Interval = DateInterval.Month, Aggregations = new SumAggregation("commits", "numberOfCommits") && new MovingAverageAggregation("commits_moving_avg", "commits") { Model = new EwmaModel { Alpha = 0.3f, } } }
Example json output.
{ "projects_started_per_month": { "date_histogram": { "field": "startedOn", "interval": "month" }, "aggs": { "commits": { "sum": { "field": "numberOfCommits" } }, "commits_moving_avg": { "moving_avg": { "buckets_path": "commits", "model": "ewma", "settings": { "alpha": 0.3 } } } } } }
Handling Responses
editresponse.ShouldBeValid(); var projectsPerMonth = response.Aggregations.DateHistogram("projects_started_per_month"); projectsPerMonth.Should().NotBeNull(); projectsPerMonth.Buckets.Should().NotBeNull(); projectsPerMonth.Buckets.Count.Should().BeGreaterThan(0); // average not calculated for the first bucket foreach (var item in projectsPerMonth.Buckets.Skip(1)) { if (item.DocCount == 0) continue; var movingAvg = item.MovingAverage("commits_moving_avg"); movingAvg.Should().NotBeNull(); movingAvg.Value.Should().BeGreaterThan(0); }