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June 29, 2021 03:10
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Calculating EMA and MACD - could be used to parse stock data via csv.
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fun main(args: Array<String>) = main2(args) | |
/** | |
* Simple Moving Average | |
*/ | |
fun sma(p: Int): (Double) -> Double { | |
if (p < 1) throw IllegalArgumentException("Period must be a positive integer") | |
val list = mutableListOf<Double>() | |
return { | |
list.add(it) | |
if (list.size > p) list.removeAt(0) | |
list.average() | |
} | |
} | |
data class Ref<T>(var ref: T) | |
/** | |
* Exponential Moving Average | |
*/ | |
fun ema(numberOfDays: Int): (Double) -> Double { | |
if (numberOfDays < 1) throw IllegalArgumentException("Period must be a positive integer") | |
val list = mutableListOf<Double>() | |
val previousEMA = Ref(0.0) | |
return { curr -> | |
list.add(curr) | |
when { | |
list.size == numberOfDays -> { | |
list.average().also { previousEMA.ref = it } | |
} | |
list.size > numberOfDays -> { | |
val prev = previousEMA.ref | |
val smoothingFactor = 2.0 | |
val smoothing = smoothingFactor / (numberOfDays + 1) | |
val ema = (curr * smoothing) + (prev * (1 - smoothing)) | |
ema.also { previousEMA.ref = it } | |
} | |
else -> 0.0 | |
} | |
} | |
} | |
fun List<Double>.macd(short: Int, long: Int, signalStart: Int) = sequence { | |
val emaShort = ema(short) | |
val emaLong = ema(long) | |
val emaSignal = ema(signalStart) | |
val buyfactorStart = long + short | |
asSequence().forEachIndexed { index, it -> | |
val e12 = emaShort(it) | |
val e26 = emaLong(it) | |
val macd = if (long < index) e12 - e26 else 0.0 | |
val signal = if (long < index) emaSignal(macd) else 0.0 | |
val buyfactor = if (buyfactorStart < index) macd - signal else 0.0 | |
print("${index}\t") | |
println(listOf(buyfactor, e12, e26, macd, signal)) | |
yield(buyfactor) | |
} | |
} | |
fun main2(args: Array<String>) { | |
n2.macd(12, 26, 9).forEach { println(it) } | |
println() | |
n2.macd(12, 26, 9).drop(26 + 8).take(10).forEach { println(it) } | |
val value = -0.8739320861266349 == n2.macd(12, 26, 9).toList().last() | |
println(value) | |
Thread.sleep(200) | |
} | |
val n2 = listOf( | |
10.4, | |
10.5, | |
10.1, | |
10.48, | |
10.51, | |
10.8, | |
10.8, | |
10.71, | |
10.79, | |
11.21, | |
11.42, | |
11.84, | |
11.75, | |
10.51, | |
10.8, | |
10.8, | |
10.71, | |
10.79, | |
11.21, | |
11.42, | |
11.84, | |
11.75, | |
10.51, | |
10.8, | |
10.8, | |
10.71, | |
10.79, | |
11.21, | |
11.42, | |
11.75, | |
10.51, | |
10.8, | |
10.8, | |
10.71, | |
10.79, | |
11.21, | |
11.42, | |
11.84, | |
11.75, | |
4.0, | |
4.0, | |
4.0, | |
4.0, | |
) |
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