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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) .MinimumDocumentCount(0) .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, MinimumDocumentCount = 0, 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", "min_doc_count": 0 }, "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) { 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 bucket onwards if (bucketCount <= 4) movingAverage.Should().BeNull(); else { movingAverage.Should().NotBeNull(); movingAverage.Value.Should().HaveValue(); } }