NOTE: You are looking at documentation for an older release. For the latest information, see the current release documentation.
Moving Average Holt Winters Aggregation Usage
editMoving Average Holt Winters 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") .Window(4) .Model(m => m .HoltWinters(hw => hw .Type(HoltWintersType.Multiplicative) .Alpha(0.5f) .Beta(0.5f) .Gamma(0.5f) .Period(2) .Pad(false) ) ) ) ) )
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") { Window = 4, Model = new HoltWintersModel { Type = HoltWintersType.Multiplicative, Alpha = 0.5f, Beta = 0.5f, Gamma = 0.5f, Period = 2, Pad = false } } }
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", "window": 4, "model": "holt_winters", "settings": { "type": "mult", "alpha": 0.5, "beta": 0.5, "gamma": 0.5, "period": 2, "pad": false } } } } } }
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); var bucketCount = 0; foreach (var item in projectsPerMonth.Buckets) { if (item.DocCount == 0) continue; bucketCount++; var commits = item.Sum("commits"); commits.Should().NotBeNull(); commits.Value.Should().BeGreaterThan(0); var movingAverage = item.MovingAverage("commits_moving_avg"); // Moving Average specifies a window of 4 so // moving average values should exist from 5th bucketr onwards if (bucketCount <= 4) movingAverage.Should().BeNull(); else { movingAverage.Should().NotBeNull(); movingAverage.Value.Should().HaveValue(); } }