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// Copyright (c) 2021-2024 Onur Cinar. | ||
// The source code is provided under GNU AGPLv3 License. | ||
// https://github.com/cinar/indicator | ||
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package volume | ||
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import ( | ||
"fmt" | ||
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"github.com/cinar/indicator/v2/asset" | ||
"github.com/cinar/indicator/v2/helper" | ||
"github.com/cinar/indicator/v2/strategy" | ||
"github.com/cinar/indicator/v2/volume" | ||
) | ||
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// EaseOfMovementStrategy represents the configuration parameters for calculating the Ease of Movement strategy. | ||
// Recommends a Buy action when it crosses above 0, and recommends a Sell action when it crosses below 0. | ||
type EaseOfMovementStrategy struct { | ||
// EaseOfMovement is the Ease of Movement indicator instance. | ||
EaseOfMovement *volume.Emv[float64] | ||
} | ||
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// NewEaseOfMovementStrategy function initializes a new Ease of Movement strategy instance with the | ||
// default parameters. | ||
func NewEaseOfMovementStrategy() *EaseOfMovementStrategy { | ||
return NewEaseOfMovementStrategyWith( | ||
volume.DefaultEmvPeriod, | ||
) | ||
} | ||
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// NewEaseOfMovementStrategyWith function initializes a new Ease of Movement strategy instance with the | ||
// given parameters. | ||
func NewEaseOfMovementStrategyWith(period int) *EaseOfMovementStrategy { | ||
return &EaseOfMovementStrategy{ | ||
EaseOfMovement: volume.NewEmvWithPeriod[float64](period), | ||
} | ||
} | ||
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// Name function returns the name of the strategy. | ||
func (e *EaseOfMovementStrategy) Name() string { | ||
return fmt.Sprintf("Ease of Movement Strategy (%d)", e.EaseOfMovement.IdlePeriod()+1) | ||
} | ||
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// Compute function processes the provided asset snapshots and generates a stream of actionable recommendations. | ||
func (e *EaseOfMovementStrategy) Compute(snapshots <-chan *asset.Snapshot) <-chan strategy.Action { | ||
snapshotsSplice := helper.Duplicate(snapshots, 3) | ||
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highs := asset.SnapshotsAsHighs(snapshotsSplice[0]) | ||
lows := asset.SnapshotsAsLows(snapshotsSplice[1]) | ||
volumes := asset.SnapshotsAsVolumes(snapshotsSplice[2]) | ||
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emvs := e.EaseOfMovement.Compute(highs, lows, volumes) | ||
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actions := helper.Map(emvs, func(emv float64) strategy.Action { | ||
if emv > 0 { | ||
return strategy.Buy | ||
} | ||
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if emv < 0 { | ||
return strategy.Sell | ||
} | ||
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return strategy.Hold | ||
}) | ||
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// Ease of Movement starts only after a full period. | ||
actions = helper.Shift(actions, e.EaseOfMovement.IdlePeriod(), strategy.Hold) | ||
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return actions | ||
} | ||
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// Report function processes the provided asset snapshots and generates a report annotated with the recommended actions. | ||
func (e *EaseOfMovementStrategy) Report(snapshots <-chan *asset.Snapshot) *helper.Report { | ||
// | ||
// snapshots[0] -> dates | ||
// snapshots[1] -> highs | | ||
// snapshots[2] -> lows | | ||
// snapshots[3] -> volumes -> emv | ||
// snapshots[4] -> closings | ||
// snapshots[5] -> actions -> annotations | ||
// -> outcomes | ||
// | ||
snapshotsSplice := helper.Duplicate(snapshots, 6) | ||
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dates := helper.Skip( | ||
asset.SnapshotsAsDates(snapshotsSplice[0]), | ||
e.EaseOfMovement.IdlePeriod(), | ||
) | ||
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highs := asset.SnapshotsAsHighs(snapshotsSplice[1]) | ||
lows := asset.SnapshotsAsLows(snapshotsSplice[2]) | ||
volumes := asset.SnapshotsAsVolumes(snapshotsSplice[3]) | ||
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closings := helper.Skip( | ||
asset.SnapshotsAsClosings(snapshotsSplice[4]), | ||
e.EaseOfMovement.IdlePeriod(), | ||
) | ||
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emvs := e.EaseOfMovement.Compute(highs, lows, volumes) | ||
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actions, outcomes := strategy.ComputeWithOutcome(e, snapshotsSplice[5]) | ||
actions = helper.Skip(actions, e.EaseOfMovement.IdlePeriod()) | ||
outcomes = helper.Skip(outcomes, e.EaseOfMovement.IdlePeriod()) | ||
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annotations := strategy.ActionsToAnnotations(actions) | ||
outcomes = helper.MultiplyBy(outcomes, 100) | ||
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report := helper.NewReport(e.Name(), dates) | ||
report.AddChart() | ||
report.AddChart() | ||
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report.AddColumn(helper.NewNumericReportColumn("Close", closings)) | ||
report.AddColumn(helper.NewNumericReportColumn("Ease of Movement", emvs), 1) | ||
report.AddColumn(helper.NewAnnotationReportColumn(annotations), 0, 1) | ||
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report.AddColumn(helper.NewNumericReportColumn("Outcome", outcomes), 2) | ||
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return report | ||
} |
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// Copyright (c) 2021-2024 Onur Cinar. | ||
// The source code is provided under GNU AGPLv3 License. | ||
// https://github.com/cinar/indicator | ||
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package volume_test | ||
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import ( | ||
"os" | ||
"testing" | ||
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"github.com/cinar/indicator/v2/asset" | ||
"github.com/cinar/indicator/v2/helper" | ||
"github.com/cinar/indicator/v2/strategy" | ||
"github.com/cinar/indicator/v2/strategy/volume" | ||
) | ||
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func TestEaseOfMovementStrategy(t *testing.T) { | ||
snapshots, err := helper.ReadFromCsvFile[asset.Snapshot]("testdata/brk-b.csv", true) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
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results, err := helper.ReadFromCsvFile[strategy.Result]("testdata/ease_of_movement_strategy.csv", true) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
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expected := helper.Map(results, func(r *strategy.Result) strategy.Action { return r.Action }) | ||
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emvs := volume.NewEaseOfMovementStrategy() | ||
actual := emvs.Compute(snapshots) | ||
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err = helper.CheckEquals(actual, expected) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
} | ||
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func TestEaseOfMovementStrategyReport(t *testing.T) { | ||
snapshots, err := helper.ReadFromCsvFile[asset.Snapshot]("testdata/brk-b.csv", true) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
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emvs := volume.NewEaseOfMovementStrategy() | ||
report := emvs.Report(snapshots) | ||
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fileName := "ease_of_movement_strategy.html" | ||
defer os.Remove(fileName) | ||
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err = report.WriteToFile(fileName) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
} |
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