Стратегия агрегации нескольких показателей

Дата создания: 2023-09-27 17:05:34 Последнее изменение: 2023-09-27 17:05:34

Копировать: 0 Количество просмотров: 616

ChaoZhang

1617

Подписчики

Обзор

Эта стратегия стремится создать наиболее гибкую стратегию по борландским полосам, предоставляя множество настраиваемых вариантов для удовлетворения потребностей различных трейдеров.

Стратегический принцип

Эта стратегия использует единую пользовательскую скользящую среднюю как среднюю линию. Позволяет настраивать периодичность, тип и источник цены для пользовательской скользящей средней

В верхнем и нижнем диапазонах можно настроить множители в соответствии со средним стандартным отклонением. Также можно выбрать использование ATR вместо стандартного отклонения для вычисления местоположения верхнего и нижнего диапазонов.

Стратегия предлагает комбинацию условий для открытия и закрытия позиций, включая:

Цены пересекают верхнюю, среднюю и нижнюю волны
Цены выше или ниже верхнего, среднего и нижнего диапазонов
Ширина диапазона больше или меньше, чем настраиваемый порог
Процент B больше или меньше, чем настраиваемый порог

Условия открытия и закрытия позиций могут использоваться как отдельно, так и в комбинации, окно стратегии может быть настроено.

Стоп-стоп и стоп-убыток могут быть настроены в процентах.

Стратегические преимущества

Настраиваемые циклы, типы и ценовые источники для различных потребностей
Различные условия для открытия и закрытия складов могут быть использованы отдельно или в произвольной комбинации.
Поддержка 3 верхних, средних и нижних диапазонов, широкий обзор.
Поддерживает использование широты диапазона и процента B в качестве условий, многочисленных комбинаций показателей
Настраиваемые стоп-стоп-проценты, управляемые риски
Поддержка всех типов на текущих биржах, широкое применение
Настраиваемый отсчет и диапазон времени торгов в реальном времени для анализа эффективности стратегии

Эта стратегия значительно повышает гибкость, предоставляя большое количество настраиваемых вариантов, которые могут быть индивидуально оптимизированы для различных сортов и ситуаций, что позволяет получить лучшую эффективность стратегии.

Стратегический риск

Излишняя гибкость увеличивает сложность комбинации параметров и условий стратегии, требующих тщательного тестирования и оптимизации.
Отставание от скользящих средних может привести к упущению возможности короткой линии
Слишком маленькая точка остановки может увеличить риск воздействия
Процент B подвержен ложным взломам

В отношении указанных рисков можно предпринять следующие меры:

Используйте функцию обратной связи для поэтапного тестирования различных комбинаций параметров, чтобы найти оптимальную конфигурацию
Помощь в выявлении возможностей короткой линии с использованием более короткоцикличных показателей
Установление разумных стоп-пойнтов на основе таких показателей, как ATR
В сочетании с другими показателями подтверждение процента B-сигнала

Направление оптимизации стратегии

Добавление функций управления позициями, таких как фиксированные позиции, Мартингель, управление капиталом и т. д.
Добавлена функция автоматического переключения между разновидностями
Оптимизация параметров скользящих средних и повышение выигрышных коэффициентов
Оптимизация установки стоп-стоп для получения лучшей отдачи от риска
Тестирование различных комбинаций показателей
Добавление алгоритмов машинного обучения для автоматического поиска оптимальных параметров

Подвести итог

Эта стратегия предоставляет очень гибкое и всестороннее решение для торговли, расширяя глубину полосы Боранга. Несмотря на то, что большее количество комбинаций параметров требует тестирования, она может быть оптимизирована по индивидуальным потребностям. В целом, эта стратегия имеет огромную прикладную ценность и является превосходным представителем стратегии полосы Боранга.

Исходный код стратегии

/*backtest
start: 2022-09-26 00:00:00
end: 2023-09-26 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
args: [["v_input_37",1],["v_input_38",2]]
*/

//@version=4

//
// Pine Script v4
// @author BigBitsIO
// Script Library: https://www.tradingview.com/u/BigBitsIO/#published-scripts
//

strategy(title="Fancy Bollinger Bands Strategy [BigBitsIO]", shorttitle="Fancy Bollinger Bands Strategy [BigBitsIO]", overlay=true, pyramiding=1, default_qty_type=strategy.percent_of_equity, default_qty_value=100, commission_type=strategy.commission.percent, commission_value=.1, slippage=0, initial_capital=100)

MAPeriod = input(20, title="Middle Band Period", minval=1, step=1)
MAType = input(title="Middle Band Type", defval="SMA", options=["RMA", "SMA", "EMA", "WMA", "HMA", "DEMA", "TEMA", "VWMA"])
MASource = input(title="Middle Band Source", type=input.source, defval=close)
MAResolution = input(title="Middle Band Resolution", defval="00 Current", options=["00 Current", "01 1m", "02 3m", "03 5m", "04 15m", "05 30m", "06 45m", "07 1h", "08 2h", "09 3h", "10 4h", "11 1D", "12 1W", "13 1M"])
MACandleType = input(title="Middle Band Candle Type", defval="00 Current", options=["00 Current", "01 Heikin Ashi", "02 Renko", "03 Line Break", "04 Kagi", "05 Point & Figure"])
MAVisible = input(title="Middle Band Visible", type=input.bool, defval=true) 

UpperBandMultiplier = input(title="Upper Band Deviation Multiplier", defval=2, minval=0.001, maxval=50, step=.25, type=input.float)
LowerBandMultiplier = input(title="Lower Band Deviation Multiplier", defval=2, minval=0.001, maxval=50, step=.25, type=input.float)
UseATRDeviation = input(false, title="Use ATR Deviation Instead of Standard Deviation?")
ATRPeriod = input(14, title="ATR Deviation Period", minval=1, step=1)

HighlightInclusion = input(title="Highlight Inclusions", type=input.bool, defval=true)
ShowGhostTrail = input(title="Show Inclusion Ghost Trail", type=input.bool, defval=true)

ForecastBias = input(title="Forecast Bias", defval="Neutral", options=["Neutral", "Bullish", "Bearish"])
ForecastBiasPeriod = input(14, title="Forecast Bias Period")
ForecastBiasMagnitude = input(1, title="Forecast Bias Magnitude", minval=0.25, maxval=20, step=0.25)
ShowForecast = input(title="Show Forecasts", type=input.bool, defval=true)

HideFill = input(false, title="Hide Fill")
UseBasicFill = input(true, title="Use Basic Fill - No Gradient")
ShowBBDetails = input(false, title="Show Details")

UpperBandSmoothingMAPeriod = input(1, title="Upper Band Smoothing Period", minval=1, step=1)
UpperBandSmoothingMAType = input(title="Upper Band Smoothing MA Type", defval="SMA", options=["RMA", "SMA", "EMA", "WMA", "HMA", "DEMA", "TEMA", "VWMA"])

LowerBandSmoothingMAPeriod = input(1, title="Lower Band Smoothing Period", minval=1, step=1)
LowerBandSmoothingMAType = input(title="Lower Band Smoothing MA Type", defval="SMA", options=["RMA", "SMA", "EMA", "WMA", "HMA", "DEMA", "TEMA", "VWMA"])


// Begin Citation - Allanster backtest period
// === INPUT BACKTEST RANGE ===
fromMonth = input(defval = 1,    title = "From Month",      type = input.integer, minval = 1, maxval = 12)
fromDay   = input(defval = 1,    title = "From Day",        type = input.integer, minval = 1, maxval = 31)
fromYear  = input(defval = 2020, title = "From Year",       type = input.integer, minval = 1970)
thruMonth = input(defval = 1,    title = "Thru Month",      type = input.integer, minval = 1, maxval = 12)
thruDay   = input(defval = 1,    title = "Thru Day",        type = input.integer, minval = 1, maxval = 31)
thruYear  = input(defval = 2112, title = "Thru Year",       type = input.integer, minval = 1970)

// === INPUT SHOW PLOT ===
showDate  = input(defval = true, title = "Show Date Range", type = input.bool)

// === FUNCTION EXAMPLE ===
start     = timestamp(fromYear, fromMonth, fromDay, 00, 00)        // backtest start window
finish    = timestamp(thruYear, thruMonth, thruDay, 23, 59)        // backtest finish window
window()  => true       // create function "within window of time"

// === PLOTTING ===
bgcolor(color = showDate and window() ? color.gray : na, transp = 90)    
// End Citation - uses the window() funciton later on

takeProfitPercent = input(100, title="Take Profit %", type=input.float, step=.25)
stopLossPercent = input(100, title="Stop Loss %", type=input.float, step=.25)

OpenConditionsRequirement = input(title="Open Conditions Requirement", defval="All", options=["Any", "All", "Minimum count"])
OpenConditionsMinimumCount = input(1, title="Open Conditions Minimum Count", minval=1, type=input.integer)
CloseConditionsRequirement = input(title="Close Conditions Requirement", defval="All", options=["Any", "All", "Minimum count"])
CloseConditionsMinimumCount = input(1, title="Close Conditions Minimum Count", minval=1, type=input.integer)

CrossoverUpperBand = input(title="Crossover Upper Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
CrossoverMiddleBand = input(title="Crossover Middle Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
CrossoverLowerBand = input(title="Crossover Lower Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

CrossunderUpperBand = input(title="Crossunder Upper Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
CrossunderMiddleBand = input(title="Crossunder Middle Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
CrossunderLowerBand = input(title="Crossunder Lower Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

PriceAboveUpperBand = input(title="Price Above Upper Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PriceAboveMiddleBand = input(title="Price Above Middle Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PriceAboveLowerBand = input(title="Price Above Lower Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

PriceBelowUpperBand = input(title="Price Below Upper Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PriceBelowMiddleBand = input(title="Price Below Middle Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PriceBelowLowerBand = input(title="Price Below Lower Band", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

BandWidth1 = input(.020, title="Band Width Condition Value 1", minval=0.005, maxval=20, step=0.005)
BandWidth2 = input(.040, title="Band Width Condition Value 2", minval=0.005, maxval=20, step=0.005)

BandWidthCrossoverBandValue1 = input(title="Band Width Crossover Above Band Value 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
BandWidthCrossoverBandValue2 = input(title="Band Width Crossover Above Band Value 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

BandWidthCrossunderBandValue1 = input(title="Band Width Crossunder Below Band Value 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
BandWidthCrossunderBandValue2 = input(title="Band Width Crossunder Below Band Value 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

BandWidthAboveBandValue1 = input(title="Band Width Above Band Value 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
BandWidthAboveBandValue2 = input(title="Band Width Above Band Value 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

BandWidthBelowBandValue1 = input(title="Band Width Below Band Value 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
BandWidthBelowBandValue2 = input(title="Band Width Below Band Value 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

PercentB1 = input(.35, title="Percent B Condition Value 1", step=0.05)
PercentB2 = input(.70, title="Percent B Condition Value 2", step=0.05)

PercentBCrossoverPercentBValue1 = input(title="Percent B Crossover Above Percent B 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PercentBCrossoverPercentBValue2 = input(title="Percent B Crossover Above Percent B 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

PercentBCrossunderPercentBValue1 = input(title="Percent B Crossunder Below Percent B 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PercentBCrossunderPercentBValue2 = input(title="Percent B Crossunder Below Percent B 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

PercentBAbovePercentBValue1 = input(title="Percent B Above Percent B 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PercentBAbovePercentBValue2 = input(title="Percent B Above Percent B 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])

PercentBBelowPercentBValue1 = input(title="Percent B Below Percent B 1", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])
PercentBBelowPercentBValue2 = input(title="Percent B Below Percent B 2", defval="Not Used", options=["Not Used", "Long Open", "Long Close", "Long Open and Long Close"])





// A bit of borrowed code, modified here using @PineCoders gradient Framework
f_cRedLime(_g, _hide, _basic)      => _hide ? #00000000 : _basic ? #0080FF35 : _g <= 0 ? #FF000035 : _g <= .25 ? #FF000020 : _g <= .5 ? #FF000010 : _g <= .75 ? #00FF0010 : _g <= 1 ? #00FF0020 : #00FF0035
f_cRedLimeShadow(_g, _hide, _basic)      => _hide ? #00000000 : _basic ? #0080FF09 : _g <= 0 ? #FF000009 : _g <= .25 ? #FF000006 : _g <= .5 ? #FF000003 : _g <= .75 ? #00FF0009 : _g <= 1 ? #00FF0006 : #00FF0003

ma(MAType, MASource, MAPeriod) =>
    if MAPeriod > 0
        if MAType == "SMA"
            sma(MASource, MAPeriod)
        else
            if MAType == "EMA"
                ema(MASource, MAPeriod)
            else
                if MAType == "WMA"
                    wma(MASource, MAPeriod)
                else
                    if MAType == "RMA"
                        rma(MASource, MAPeriod)
                    else
                        if MAType == "HMA"
                            hma(MASource, MAPeriod)
                        else
                            if MAType == "DEMA"
                                e = ema(MASource, MAPeriod)
                                2 * e - ema(e, MAPeriod)
                            else
                                if MAType == "TEMA"
                                    e = ema(MASource, MAPeriod)
                                    3 * (e - ema(e, MAPeriod)) + ema(ema(e, MAPeriod), MAPeriod)
                                else
                                    if MAType == "VWMA"
                                        vwma(MASource, MAPeriod)
                                
res(MAResolution) =>
    if MAResolution == "00 Current"
        timeframe.period
    else
        if MAResolution == "01 1m"
            "1"
        else
            if MAResolution == "02 3m"
                "3"
            else
                if MAResolution == "03 5m"
                    "5"
                else
                    if MAResolution == "04 15m"
                        "15"
                    else
                        if MAResolution == "05 30m"
                            "30"
                        else
                            if MAResolution == "06 45m"
                                "45"
                            else
                                if MAResolution == "07 1h"
                                    "60"
                                else
                                    if MAResolution == "08 2h"
                                        "120"
                                    else
                                        if MAResolution == "09 3h"
                                            "180"
                                        else
                                            if MAResolution == "10 4h"
                                                "240"
                                            else
                                                if MAResolution == "11 1D"
                                                    "1D"
                                                else
                                                    if MAResolution == "12 1W"
                                                        "1W"
                                                    else
                                                        if MAResolution == "13 1M"
                                                            "1M"
                                                             
gettickerid(MACandleType) =>
    if MACandleType == "00 Current"
        syminfo.tickerid
    else
        if MACandleType == "01 Heikin Ashi"
            heikinashi(syminfo.tickerid) 
        else
            if MACandleType == "02 Renko"
                renko(syminfo.tickerid, "ATR", 10)  
            else
                if MACandleType == "03 Line Break"
                    linebreak(syminfo.tickerid, 3)
                else
                    if MACandleType == "04 Kagi"
                        kagi(syminfo.tickerid, 3) 
                    else
                        if MACandleType == "05 Point & Figure"
                            pointfigure(syminfo.tickerid, "hl", "Traditional", 1, 3)

MA = security(gettickerid(MACandleType), res(MAResolution), ma(MAType, MASource, MAPeriod))

plot(MAVisible ? MA : na, color=color.white, linewidth=2, title="Middle Band", show_last= HighlightInclusion ? MAPeriod : 0)
plot(MAVisible and HighlightInclusion and ShowGhostTrail ? MA[MAPeriod-1] : na, color=color.black, linewidth=2, title="MA Trail", offset=((MAPeriod-1)*-1), transp=10)


Deviation = UseATRDeviation ? security(gettickerid(MACandleType), res(MAResolution), atr(ATRPeriod)) :  security(gettickerid(MACandleType), res(MAResolution), stdev(MASource, MAPeriod))

UpperBand = MA + (Deviation * UpperBandMultiplier)
LowerBand = MA - (Deviation * LowerBandMultiplier)

SmoothedUpperBand = ma(UpperBandSmoothingMAType, UpperBand, UpperBandSmoothingMAPeriod)
SmoothedLowerBand = ma(LowerBandSmoothingMAType, LowerBand, LowerBandSmoothingMAPeriod)

UpperPlot = plot(SmoothedUpperBand, color=color.white, linewidth=1, title="Upper Band", show_last= HighlightInclusion ? MAPeriod : 0)
UpperShadowPlot = plot(HighlightInclusion and ShowGhostTrail ? SmoothedUpperBand[MAPeriod-1] : na, color=color.black, linewidth=1, title="Upper Band Trail", offset=((MAPeriod-1)*-1), transp=10)
LowerPlot = plot(SmoothedLowerBand, color=color.white, linewidth=1, title="Lower Band", show_last= HighlightInclusion ? MAPeriod : 0)
LowerShadowPlot = plot(HighlightInclusion and ShowGhostTrail ? SmoothedLowerBand[MAPeriod-1] : na, color=color.black, linewidth=1, title="Lower Band Trail", offset=((MAPeriod-1)*-1), transp=10)

PercentB = (security(gettickerid(MACandleType), res(MAResolution), close) - LowerBand) / (UpperBand - LowerBand)

fill(UpperPlot, LowerPlot, color = f_cRedLime(PercentB, HideFill, UseBasicFill), show_last= HighlightInclusion ? MAPeriod : 100000000)
fill(UpperShadowPlot, LowerShadowPlot, color = f_cRedLimeShadow(PercentB[MAPeriod-1], HideFill, UseBasicFill))

BBWidth = (UpperBand - LowerBand) / MA


if(ShowBBDetails)
    label Label = label.new(bar_index, na, "\nFancy Bollinger Band Details:\n\nUpper Band: " + tostring(UpperBand) + "\nMid Band: " + tostring(MA) + "\nLower Band: " + tostring(LowerBand) + "\n%B: " + tostring(PercentB) + "\nBollinger Band Width: " + tostring(BBWidth) + "\n\nHide this message in settings.\nUncheck Show Details", 
      color=color.black, 
      textcolor=color.white,
      style=label.style_label_down, size=size.normal, textalign=text.align_left)
    label.set_y(Label, high > UpperBand ? high : UpperBand)
    label.delete(Label[1])


// Forecasting - forcasted prices are calculated using our MAType and MASource for the MAPeriod - the last X candles.
//              it essentially replaces the oldest X candles, with the selected source * X candles
// Bias - We'll add an "adjustment" for each additional candle being forecasted based on ATR of the previous X candles
bias(Bias, BiasPeriod) =>
    if Bias == "Neutral"
        0
    else
        if Bias == "Bullish"
            (atr(BiasPeriod) * ForecastBiasMagnitude)
        else
            if Bias == "Bearish"
                ((atr(BiasPeriod)  * ForecastBiasMagnitude) * -1) // multiplying by -1 to make it a negative, bearish bias

// Note - Can not show forecasts on different resolutions at the moment, x-axis is an issue
Bias = bias(ForecastBias, ForecastBiasPeriod) // 14 is default atr period
MAForecast1 = MAPeriod > 1 ? (security(syminfo.tickerid, res(MAResolution), ma(MAType, MASource, MAPeriod - 1)) * (MAPeriod - 1) + ((MASource * 1) + (Bias * 1))) / MAPeriod : na
MAForecast2 = MAPeriod > 2 ? (security(syminfo.tickerid, res(MAResolution), ma(MAType, MASource, MAPeriod - 2)) * (MAPeriod - 2) + ((MASource * 2) + (Bias * 2))) / MAPeriod : na
MAForecast3 = MAPeriod > 3 ? (security(syminfo.tickerid, res(MAResolution), ma(MAType, MASource, MAPeriod - 3)) * (MAPeriod - 3) + ((MASource * 3) + (Bias * 3))) / MAPeriod : na
MAForecast4 = MAPeriod > 4 ? (security(syminfo.tickerid, res(MAResolution), ma(MAType, MASource, MAPeriod - 4)) * (MAPeriod - 4) + ((MASource * 4) + (Bias * 4))) / MAPeriod : na
MAForecast5 = MAPeriod > 5 ? (security(syminfo.tickerid, res(MAResolution), ma(MAType, MASource, MAPeriod - 5)) * (MAPeriod - 5) + ((MASource * 5) + (Bias * 5))) / MAPeriod : na

plot(MAResolution == "00 Current" and ShowForecast and MAVisible ? MAForecast1 : na, color=color.white, linewidth=1, style=plot.style_circles, title="Middle Band Forecast 1", offset=1, show_last=1)
plot(MAResolution == "00 Current" and ShowForecast and MAVisible ? MAForecast2 : na, color=color.white, linewidth=1, style=plot.style_circles, title="Middle Band Forecast 2", offset=2, show_last=1)
plot(MAResolution == "00 Current" and ShowForecast and MAVisible ? MAForecast3 : na, color=color.white, linewidth=1, style=plot.style_circles, title="Middle Band Forecast 3", offset=3, show_last=1)
plot(MAResolution == "00 Current" and ShowForecast and MAVisible ? MAForecast4 : na, color=color.white, linewidth=1, style=plot.style_circles, title="Middle Band Forecast 4", offset=4, show_last=1)
plot(MAResolution == "00 Current" and ShowForecast and MAVisible ? MAForecast5 : na, color=color.white, linewidth=1, style=plot.style_circles, title="Middle Band Forecast 5", offset=5, show_last=1)


// Take Profit and Stop Loss
profitTarget = (close * (takeProfitPercent / 100)) / syminfo.mintick
lossTarget = (close * (stopLossPercent / 100)) / syminfo.mintick

float longOpen = 0
float longOpenCount = 0
float longClose = 0
float longCloseCount =0

bool validLongOpen = true 
bool validLongClose = true


testLongOpen(Conditionlo)=>
    if Conditionlo
        if OpenConditionsRequirement == "All" and validLongOpen
            [1, longOpenCount, true]
        else if OpenConditionsRequirement == "Any"
            [1, longOpenCount, validLongOpen]
        else if OpenConditionsRequirement == "Minimum count"
            [0, longOpenCount + 1, validLongOpen]
        else
            [longOpen, longOpenCount, validLongOpen]
    else
        [0, longOpenCount, false]
        
testLongClose(Conditionlc)=>
    if Conditionlc
        if CloseConditionsRequirement == "All" and validLongClose
            [1, longCloseCount, true]
        else if CloseConditionsRequirement == "Any"
            [1, longCloseCount, validLongClose]
        else if CloseConditionsRequirement == "Minimum count"
            [0, int(longCloseCount + 1), validLongClose]
        else
            [longClose, longCloseCount, validLongClose]
    else
        [0, longCloseCount, false]
        
        




//------------------------------CONDITIONS-----------------------------
bool isCrossoverUpperBand = crossover(close, UpperBand)

if CrossoverUpperBand == "Long Open" or CrossoverUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isCrossoverUpperBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if CrossoverUpperBand == "Long Close" or CrossoverUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isCrossoverUpperBand)
    longClose := a
    longCloseCount := b
    validLongClose := c
            
bool isCrossunderUpperBand = crossunder(close, UpperBand)            
            
if CrossunderUpperBand == "Long Open" or CrossunderUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isCrossunderUpperBand) 
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if CrossunderUpperBand == "Long Close" or CrossunderUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isCrossunderUpperBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c        
            
bool isCrossoverMiddleBand = crossover(close, MA)

if CrossoverMiddleBand == "Long Open" or CrossoverMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isCrossoverMiddleBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if CrossoverMiddleBand == "Long Close" or CrossoverMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isCrossoverMiddleBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
bool isCrossunderMiddleBand = crossunder(close, MA)            
            
if CrossunderMiddleBand == "Long Open" or CrossunderMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isCrossunderMiddleBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if CrossunderMiddleBand == "Long Close" or CrossunderMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isCrossunderMiddleBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c                 
            




bool isCrossoverLowerBand = crossover(close, LowerBand)

if CrossoverLowerBand == "Long Open" or CrossoverLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isCrossoverLowerBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if CrossoverLowerBand == "Long Close" or CrossoverLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isCrossoverLowerBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
bool isCrossunderLowerBand = crossunder(close, LowerBand)            
            
if CrossunderLowerBand == "Long Open" or CrossunderLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isCrossunderLowerBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if CrossunderLowerBand == "Long Close" or CrossunderLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isCrossunderLowerBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
            
            
            
bool isPriceAboveUpperBand = close > UpperBand

if PriceAboveUpperBand == "Long Open" or PriceAboveUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPriceAboveUpperBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PriceAboveUpperBand == "Long Close" or PriceAboveUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPriceAboveUpperBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
bool isPriceBelowUpperBand = close < UpperBand            
            
if PriceBelowUpperBand == "Long Open" or PriceBelowUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPriceBelowUpperBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PriceBelowUpperBand == "Long Close" or PriceBelowUpperBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPriceBelowUpperBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c              
            
bool isPriceAboveMiddleBand = close > MA

if PriceAboveMiddleBand == "Long Open" or PriceAboveMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPriceAboveMiddleBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PriceAboveMiddleBand == "Long Close" or PriceAboveMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPriceAboveMiddleBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
bool isPriceBelowMiddleBand = close < MA          
            
if PriceBelowMiddleBand == "Long Open" or PriceBelowMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPriceBelowMiddleBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PriceBelowMiddleBand == "Long Close" or PriceBelowMiddleBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPriceBelowMiddleBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c                 
            




bool isPriceAboveLowerBand = close > LowerBand

if PriceAboveLowerBand == "Long Open" or PriceAboveLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPriceAboveLowerBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PriceAboveLowerBand == "Long Close" or PriceAboveLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPriceAboveLowerBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
bool isPriceBelowLowerBand = close < LowerBand           
            
if PriceBelowLowerBand == "Long Open" or PriceBelowLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPriceBelowLowerBand)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PriceBelowLowerBand == "Long Close" or PriceBelowLowerBand == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPriceBelowLowerBand) 
    longClose := a
    longCloseCount := b
    validLongClose := c       
            
            
bool isBandWidthCrossoverBandValue1 = crossover(BBWidth, BandWidth1)           
            
if BandWidthCrossoverBandValue1 == "Long Open" or BandWidthCrossoverBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthCrossoverBandValue1)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthCrossoverBandValue1 == "Long Close" or BandWidthCrossoverBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthCrossoverBandValue1) 
    longClose := a
    longCloseCount := b
    validLongClose := c   
            
bool isBandWidthCrossoverBandValue2 = crossover(BBWidth, BandWidth2)           
            
if BandWidthCrossoverBandValue2 == "Long Open" or BandWidthCrossoverBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthCrossoverBandValue2)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthCrossoverBandValue2 == "Long Close" or BandWidthCrossoverBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthCrossoverBandValue2) 
    longClose := a
    longCloseCount := b
    validLongClose := c     
            
            
            
            
bool isBandWidthCrossunderBandValue1 = crossunder(BBWidth, BandWidth1)           
            
if BandWidthCrossunderBandValue1 == "Long Open" or BandWidthCrossunderBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthCrossunderBandValue1)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthCrossunderBandValue1 == "Long Close" or BandWidthCrossunderBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthCrossunderBandValue1) 
    longClose := a
    longCloseCount := b
    validLongClose := c    
            
bool isBandWidthCrossunderBandValue2 = crossunder(BBWidth, BandWidth2)           
            
if BandWidthCrossunderBandValue2 == "Long Open" or BandWidthCrossunderBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthCrossunderBandValue2)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthCrossunderBandValue2 == "Long Close" or BandWidthCrossunderBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthCrossunderBandValue2) 
    longClose := a
    longCloseCount := b
    validLongClose := c     
            
            


bool isBandWidthAboveBandValue1 = BBWidth > BandWidth1          
            
if BandWidthAboveBandValue1 == "Long Open" or BandWidthAboveBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthAboveBandValue1)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthAboveBandValue1 == "Long Close" or BandWidthAboveBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthAboveBandValue1) 
    longClose := a
    longCloseCount := b
    validLongClose := c     
            
bool isBandWidthAboveBandValue2 = BBWidth > BandWidth2           
            
if BandWidthAboveBandValue2 == "Long Open" or BandWidthAboveBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthAboveBandValue2)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthAboveBandValue2 == "Long Close" or BandWidthAboveBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthAboveBandValue2) 
    longClose := a
    longCloseCount := b
    validLongClose := c     
            
            
            
            
bool isBandWidthBelowBandValue1 = BBWidth < BandWidth1           
            
if BandWidthBelowBandValue1 == "Long Open" or BandWidthBelowBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthBelowBandValue1)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthBelowBandValue1 == "Long Close" or BandWidthBelowBandValue1 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthBelowBandValue1) 
    longClose := a
    longCloseCount := b
    validLongClose := c    
            
bool isBandWidthBelowBandValue2 = BBWidth < BandWidth2         
            
if BandWidthBelowBandValue2 == "Long Open" or BandWidthBelowBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isBandWidthBelowBandValue2)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if BandWidthBelowBandValue2 == "Long Close" or BandWidthBelowBandValue2 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isBandWidthBelowBandValue2) 
    longClose := a
    longCloseCount := b
    validLongClose := c     





bool isPercentBCrossoverPercentBValue1 = crossover(PercentB, PercentB1)           
            
if PercentBCrossoverPercentBValue1 == "Long Open" or PercentBCrossoverPercentBValue1 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPercentBCrossoverPercentBValue1)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PercentBCrossoverPercentBValue1 == "Long Close" or PercentBCrossoverPercentBValue1 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPercentBCrossoverPercentBValue1) 
    longClose := a
    longCloseCount := b
    validLongClose := c    
            
bool isPercentBCrossoverPercentBValue2 = crossover(PercentB, PercentB2)           
            
if PercentBCrossoverPercentBValue2 == "Long Open" or PercentBCrossoverPercentBValue2 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPercentBCrossoverPercentBValue2)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PercentBCrossoverPercentBValue2 == "Long Close" or PercentBCrossoverPercentBValue2 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPercentBCrossoverPercentBValue2) 
    longClose := a
    longCloseCount := b
    validLongClose := c    
            
            
            
            
bool isPercentBCrossunderPercentBValue1 = crossunder(PercentB, PercentB1)           
            
if PercentBCrossunderPercentBValue1 == "Long Open" or PercentBCrossunderPercentBValue1 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPercentBCrossunderPercentBValue1)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PercentBCrossunderPercentBValue1 == "Long Close" or PercentBCrossunderPercentBValue1 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPercentBCrossunderPercentBValue1) 
    longClose := a
    longCloseCount := b
    validLongClose := c      
            
bool isPercentBCrossunderPercentBValue2 = crossunder(PercentB, PercentB2)           
            
if PercentBCrossunderPercentBValue2 == "Long Open" or PercentBCrossunderPercentBValue2 == "Long Open and Long Close"
    [a,b,c] = testLongOpen(isPercentBCrossunderPercentBValue2)
    longOpen := a
    longOpenCount := b
    validLongOpen := c
if PercentBCrossunderPercentBValue2 == "Long Close" or PercentBCrossunderPercentBValue2 == "Long Open and Long Close"
    [a,b,c] = testLongClose(isPercentBCrossunderPercentBValue2) 
    longClose := a
    longCloseCount := b
    validLongClose := c     
            
            


// bool isPercentBAbovePercentBValue1 = PercentB > PercentB1          
            
// if PercentBAbovePercentBValue1 == "Long Open" or PercentBAbovePercentBValue1 == "Long Open and Long Close"
//     [a,b,c] = testLongOpen(isPercentBAbovePercentBValue1)
//     longOpen := a
//     longOpenCount := b
//     validLongOpen := c
// if PercentBAbovePercentBValue1 == "Long Close" or PercentBAbovePercentBValue1 == "Long Open and Long Close"
//     [a,b,c] = testLongClose(isPercentBAbovePercentBValue1) 
//     longClose := a
//     longCloseCount := b
//     validLongClose := c     
            
// bool isPercentBAbovePercentBValue2 = PercentB > PercentB2           
            
// if PercentBAbovePercentBValue2 == "Long Open" or PercentBAbovePercentBValue2 == "Long Open and Long Close"
//     [a,b,c] = testLongOpen(isPercentBAbovePercentBValue2)
//     longOpen := a
//     longOpenCount := b
//     validLongOpen := c
// if PercentBAbovePercentBValue2 == "Long Close" or PercentBAbovePercentBValue2 == "Long Open and Long Close"
//     [a,b,c] = testLongClose(isPercentBAbovePercentBValue2) 
//     longClose := a
//     longCloseCount := b
//     validLongClose := c      
             
            
            
            
// bool isPercentBBelowPercentBValue1 = PercentB < PercentB1           
            
// if PercentBBelowPercentBValue1 == "Long Open" or PercentBBelowPercentBValue1 == "Long Open and Long Close"
//     [a,b,c] = testLongOpen(isPercentBBelowPercentBValue1)
//     longOpen := a
//     longOpenCount := b
//     validLongOpen := c
// if PercentBBelowPercentBValue1 == "Long Close" or PercentBBelowPercentBValue1 == "Long Open and Long Close"
//     [a,b,c] = testLongClose(isPercentBBelowPercentBValue1) 
//     longClose := a
//     longCloseCount := b
//     validLongClose := c    
            
// bool isPercentBBelowPercentBValue2 = PercentB < PercentB2         
            
// if PercentBBelowPercentBValue2 == "Long Open" or PercentBBelowPercentBValue2 == "Long Open and Long Close"
//     [a,b,c] = testLongOpen(isPercentBBelowPercentBValue2)
//     longOpen := a
//     longOpenCount := b
//     validLongOpen := c
// if PercentBBelowPercentBValue2 == "Long Close" or PercentBBelowPercentBValue2 == "Long Open and Long Close"
//     [a,b,c] = testLongClose(isPercentBBelowPercentBValue2) 
//     longClose := a
//     longCloseCount := b
//     validLongClose := c     



//-------------------------------------END CONDITIONS-------------------------------------------        


    
if OpenConditionsRequirement == "Minimum count"
    if longOpenCount >= OpenConditionsMinimumCount
        longOpen := 1
if CloseConditionsRequirement == "Minimum count"
    if longCloseCount >= CloseConditionsMinimumCount
        longClose := 1

// Tie breaker
if longClose == 1 and longOpen == 1
    longOpen := 0

if longOpen == 1 and window()
    strategy.entry("Long", true) // buy by market
    strategy.exit("Take Profit or Stop Loss", "Long", profit = profitTarget, loss = lossTarget)
else if longClose == 1 and window()
    strategy.close("Long")
else if not window()
    strategy.close("Long")

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