Implement movingAverage
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@@ -62,6 +62,7 @@ func init() {
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"offset": applyOffset,
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"delta": applyDelta,
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"rate": applyRate,
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"movingAverage": applyMovingAverage,
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"removeAboveValue": applyRemoveAboveValue,
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"removeBelowValue": applyRemoveBelowValue,
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"transformNull": applyTransformNull,
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@@ -245,6 +246,16 @@ func applyTransformNull(series timeseries.TimeSeries, params ...interface{}) (ti
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return series.Transform(transformFunc), nil
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}
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func applyMovingAverage(series timeseries.TimeSeries, params ...interface{}) (timeseries.TimeSeries, error) {
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nFloat, err := MustFloat64(params[0])
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if err != nil {
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return nil, errParsingFunctionParam(err)
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}
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n := int(nFloat)
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return series.SimpleMovingAverage(n), nil
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}
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func applyAggregateBy(series []*timeseries.TimeSeriesData, params ...interface{}) ([]*timeseries.TimeSeriesData, error) {
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pInterval, err := MustString(params[0])
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pAgg, err := MustString(params[1])
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35
pkg/timeseries/moving_average.go
Normal file
35
pkg/timeseries/moving_average.go
Normal file
@@ -0,0 +1,35 @@
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package timeseries
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import "math"
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func (ts TimeSeries) SimpleMovingAverage(n int) TimeSeries {
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if ts.Len() == 0 {
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return ts
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}
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sma := NewTimeSeries()
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// It's not possible to calculate MA if n greater than number of points
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n = int(math.Min(float64(ts.Len()), float64(n)))
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for i := n; i < ts.Len(); i++ {
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windowEdgeRight := i
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windowCount := 0
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var windowSum float64 = 0
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for j := 0; j < n; j++ {
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point := ts[i-j]
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if point.Value != nil {
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windowSum += *point.Value
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windowCount++
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}
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}
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if windowCount > 0 {
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windowAvg := windowSum / float64(windowCount)
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sma = append(sma, TimePoint{Time: ts[windowEdgeRight].Time, Value: &windowAvg})
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} else {
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sma = append(sma, TimePoint{Time: ts[windowEdgeRight].Time, Value: nil})
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}
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}
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return sma
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}
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