1. वर्ग
2. ईएमए बैंड + लेलेडसी + बोलिंगर बैंड ट्रेंड कैचिंग रणनीति

ईएमए बैंड + लेलेडसी + बोलिंगर बैंड ट्रेंड कैचिंग रणनीति

लेखक:चाओझांग, दिनांकः 2022-05-09 16:41:29
टैगःईएमए

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/*backtest
start: 2022-04-08 00:00:00
end: 2022-05-07 23:59:00
period: 1h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

// This source code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
// © danielx888
// Credits to Joy_Bangla for the Leledc exhaustion bar code
// Credits to VishvaP for the 34 EMA bands code
// Credits to SlumdogTrader for the BB exhaustion code (edited for functionality)

//@version=5
//strategy(title='EMA bands + leledc + bollinger bands trend catching strategy w/ countertrend scalp', shorttitle='Trend Pooristics', overlay=true, initial_capital = 1000, commission_value= 0.036, pyramiding= 0, default_qty_type= strategy.percent_of_equity, default_qty_value= 100, margin_long=0, margin_short=0, max_bars_back=200)

EMAlength = input.int(title='EMA Length', defval=34, minval=1, step=1)

//get user inputs
needLong = input.bool(true, title = "Enable middle EMA band breakout: Long", group="Open Conditions")
needShort = input.bool(true, title = "Enable middle EMA band breakdown: Short", group="Open Conditions")
midClose = input.string('Opposite band', title='Close on crosses through middle EMA bands', tooltip='Selecting -Delayed bars inside- will delay closing positions by the specified amount of bars if candles close inside the middle EMA bands but do not breakout the opposite side.', options=['Nearest band', 'Opposite band', 'Delayed bars inside'], group='Close Conditions')
needCTlong = input.bool(false, title = "Enable counter-trend trades: Long", tooltip='Does not work with -default positioning: short- enabled',  group="Counter Trade Settings")
CTlongType = input.string('Leledc', title = 'Trigger', options=['Leledc', 'BB Exhaustion'], group='Counter Trade Settings')
needCTshort = input.bool(false, title = "Enable counter-trend trades: Short", tooltip='Does not work with -default positioning: long- enabled', group="Counter Trade Settings")
CTshortType = input.string('Leledc', title = 'Trigger', options=['Leledc', 'BB Exhaustion'], group='Counter Trade Settings')
alwaysLong = input.bool(false, title = "Enable default positioning: Long", tooltip='Does not work with -Default to short- also selected. Works best when early close conditions are used', group = 'Open Conditions')
alwaysShort = input.bool(false, title = "Enable default positioning: Short", tooltip='Does not work with -Default to long- also selected. Works best when early close conditions are used', group = 'Open Conditions')
s_longBounce = input.bool(false, 'Enable middle EMA band bounce re-entry: Long', tooltip='Works best when early close conditions are used', group= 'Open Conditions')
s_shortBounce = input.bool(false, 'Enable middle EMA band bounce re-entry: Short', tooltip='Works best when early close conditions are used', group= 'Open Conditions')
numBars = input.int(4, title='Delayed close no. of bars', minval=1, maxval=10, step=1, group='Close Conditions')
useSlowEMA = input.bool(false, title='Use slow EMA filter',tooltip='Has no effect on counter-trend trades', group='Open Conditions')
useLele = input.bool(false, title='Close on Leledc bars', group='Close Conditions')
string whichLele = input.string('First', title='Which Leledc bar?', options=['First', 'Second', 'Third', 'Fourth', 'Fifth'], group='Close Conditions')
useBBExtend = input.bool(false, title='Close on Bollinger Band exhaustion bars', tooltip='Bollinger Band Exhaustion bars are candles that close back inside the Bollinger Bands when RSI is overbought or oversold. Settings for both can be changed under the -Bollinger Bands Exhaustion Bar Settings- header.', group='Close Conditions')
string whichBBext = input.string('First', title='Which BB exhaustion bar?', options=['First', 'Second', 'Third'], group='Close Conditions')
reverBandClose = input.bool(false, title='Close on loss of Buy/Sell zone', group='Close Conditions')
whichCTband = input.string(defval = 'Inner', title = 'Leledc/BB must be outside which Buy/Sell zone to open', options=['Inner', 'Outer'], group="Counter Trade Settings")
i_CTlongCloseCond = input.string(title='Closing conditions for counter-trend longs', defval='Cross Top Middle Band', tooltip='-Cross- type close conditions market close position on candle closes above selected region \n\n-Touch- type enable trailing limit orders that follow the selected region', options=['Cross Outer Buy Zone', 'Cross Inner Buy Zone', 'Touch Inner Buy Zone', 'Cross Bottom Middle Band', 'Touch Bottom Middle Band', 'Cross Top Middle Band', 'Touch Top Middle Band', 'Cross Inner Sell Zone', 'Touch Inner Sell Zone', 'Cross Outer Sell Zone', 'Touch Outer Sell Zone', 'First Leledc', 'First BB Exhaustion'], group='Counter Trade Settings')
i_CTshortCloseCond = input.string(title='Closing conditions for counter-trend shorts', defval='First Leledc', tooltip='-Cross- type close conditions market close position on candle closes below selected region \n\n-Touch- type enable trailing limit orders that follow the selected region',options=['Cross Outer Sell Zone', 'Cross Inner Sell Zone', 'Touch Inner Sell Zone', 'Cross Top Middle Band', 'Touch Top Middle Band', 'Cross Bottom Middle Band', 'Touch Bottom Middle Band', 'Cross Inner Buy Zone', 'Touch Inner Buy Zone', 'Cross Outer Buy Zone', 'Touch Outer Buy Zone', 'First Leledc', 'First BB Exhaustion'], group='Counter Trade Settings')
i_CTlongSL = input.float(10, 'Flat stop-loss % for counter-trend longs', 0, 100, 0.1, 'Input 0 to disable stop-loss for counter-trend trades. Enabling stop-loss will not apply to middle band breakout, bounce, or default positional trades',group='Counter Trade Settings')
i_CTshortSL = input.float(10, 'Flat stop-loss % for counter-trend shorts', 0, 100, 0.1, 'Input 0 to disable stop-loss for counter-trend trades. Enabling stop-loss will not apply to middle band breakout, bounce, or default positional trades',group='Counter Trade Settings')


// calculate and plot slow EMA
showSlowEMA = input.bool(false, title='Show Slow EMA', group='Visual Elements')
slowEMAlen = input.int(200, title='Slow EMA Length', step=1, minval=1, group='Open Conditions')
slowEMA = ta.ema(close, slowEMAlen)
plot(showSlowEMA ? slowEMA : na)


maj = input(true, 'Show Leledc Exhausion Bars', group='Visual Elements')


//*****************************
// SlumdogTrader's Bollinger Bands + RSI Double Strategy - Profit Trailer
//====================================================================================================//

///////////// Bollinger Bands Settings
BBlength = input.int(20, minval=1, title='Bollinger Bands SMA Period Length', group='Bollinger Bands Exhaustion Bar Settings')
BBmult = input.float(1.8, minval=0.001, maxval=50, title='Bollinger Bands Standard Deviation', group='Bollinger Bands Exhaustion Bar Settings')
price = input(close, title='Source')
BBbasis = ta.sma(price, BBlength)
BBdev = BBmult * ta.stdev(price, BBlength)
BBupper = BBbasis + BBdev
BBlower = BBbasis - BBdev
source = close
buyEntry = ta.crossover(source, BBlower)
sellEntry = ta.crossunder(source, BBupper)
plot(BBbasis, color=color.new(color.aqua, 0), title='BBs SMA Basis Line', display=display.none)
p1 = plot(BBupper, color=color.new(color.silver, 0), title='BBs Upper Line', display=display.none)
p2 = plot(BBlower, color=color.new(color.silver, 0), title='BBs Lower Line', display=display.none)
//fill(p1, p2, display=display.none)

///////////// RSI Settings
RSIlength = input.int(8, minval=1, step=1, title='RSI Period Length', group='Bollinger Bands Exhaustion Bar Settings')
RSIos = input.int(30, minval=0, maxval=50, step=1,title='RSI Oversold Value', group='Bollinger Bands Exhaustion Bar Settings')
RSIob = input.int(70, minval=50, maxval=100, step=1, title='RSI Overbought value', group='Bollinger Bands Exhaustion Bar Settings')
vrsi = ta.rsi(price, RSIlength)
RSIoverSold = vrsi < RSIos
RSIoverBought = vrsi > RSIob

///////////// Colour Settings
switch1 = input(true, title='Enable Bollinger Bands exhaustion bar coloring', group='Visual Elements')
switch2 = input(false, title='Enable Bollinger bands exhaustion bar background coloring', tooltip='Enabling this can help visualize when dialing in Bollinger Bands and RSI settings', group='Visual Elements')
OSOBcolor = RSIoverBought and price[1] > BBupper and price < BBupper ? color.yellow : RSIoverSold and price[1] < BBlower and price > BBlower ? color.blue : na
bgcolor(switch2 ? color.new(OSOBcolor,70) : na)


///////////// RSI + Bollinger Bands Strategy
//if not na(vrsi)
//
//    if ta.crossover(vrsi, RSIoverSold) and ta.crossover(source, BBlower)
//        strategy.entry('RSI_BB_L', strategy.long, stop=BBlower, oca_type=strategy.oca.cancel, comment='RSI_BB_L')
//    else
//        strategy.cancel(id='RSI_BB_L')
//
//    if ta.crossunder(vrsi, RSIoverBought) and ta.crossunder(source, BBupper)
//        strategy.entry('RSI_BB_S', strategy.short, stop=BBupper, oca_type=strategy.oca.cancel, comment='RSI_BB_S')
//    else
//        strategy.cancel(id='RSI_BB_S')
//
//plot(strategy.equity, title="equity", color=red, linewidth=2, style=areabr)
//====================================================================================================//
//*****************************


//*****************************
// © Joy_Bangla Leledc Exhaustion V4
//====================================================================================================//
//min = input(false, 'Minor Leledc Exhaustion Bar ::  Show')
i_leleVol = input.bool(false, 'Require Volume breakout for Leledc bars', group='Leledc Exhaustion Bar Settings')
i_volMult = input.float(1.5,'Volume Multiplier', 0.1,20,0.1, group='Leledc Exhaustion Bar Settings')
leleVol = volume > ta.sma(volume,100)*i_volMult

leledcSrc = input(close, 'Source', group='Leledc Exhaustion Bar Settings')
maj_qual = input(6, 'Bar count no', group='Leledc Exhaustion Bar Settings')
maj_len = input(30, 'Highest / Lowest', group='Leledc Exhaustion Bar Settings')
//min_qual = input(5, 'Minor Leledc Exhausion Bar ::  Bar count no')
//min_len = input(5, 'Minor Leledc Exhausion Bar ::  Bar count no')
bindexSindex = input(1, 'bindexSindex', group='Leledc Exhaustion Bar Settings')
closeVal = input(4, 'Close', group='Leledc Exhaustion Bar Settings')

lele(qual, len) =>
    bindex = 0
    sindex = 0
    bindex := nz(bindex[bindexSindex], 0)
    sindex := nz(sindex[bindexSindex], 0)
    ret = 0
    if close > close[closeVal]
        bindex += 1
        bindex
    if close < close[closeVal]
        sindex += 1
        sindex
    
    if i_leleVol and not leleVol
        ret := 0
        ret
    else
        if bindex > qual and close < open and high >= ta.highest(high, len)
            bindex := 0
            ret := -1
            ret
        if sindex > qual and close > open and low <= ta.lowest(low, len)
            sindex := 0
            ret := 1
            ret
    return_1 = ret
    return_1

major = lele(maj_qual, maj_len)
//minor = lele(min_qual, min_len)

plotchar(maj ? major == -1 ? high : na : na, char='•', location=location.absolute, color=color.new(color.red, 0), size=size.small)
plotchar(maj ? major == 1 ? low : na : na, char='•', location=location.absolute, color=color.new(color.lime, 0), size=size.small)

//plotchar(min ? minor == 1 ? high : na : na, char='x', location=location.absolute, color=color.new(color.red, 0), size=size.small)
//plotchar(min ? minor == -1 ? low : na : na, char='x', location=location.absolute, color=color.new(color.lime, 0), size=size.small)

//leledcMajorBullish = major == 1 ? low : na
//leledcMajorBearish = major == -1 ? high : na

//leledcMinorBullish = minor == 1 ? low : na
//leledcMinorBearish = minor == -1 ? high : na

//==============================================//

//alertcondition(leledcMajorBullish, title='Major Bullish Leledc', message='Major Bullish Leledc')
//alertcondition(leledcMajorBearish, title='Major Bearish Leledc', message='Major Bearish Leledc')

//alertcondition(leledcMinorBullish, title='Minor Bullish Leledc', message='Minor Bullish Leledc')
//alertcondition(leledcMinorBearish, title='Minor Bearish Leledc', message='Minor Bearish Leledc')
//====================================================================================================//
//*****************************


//*****************************
// © VishvaP 34 EMA Bands v2
//====================================================================================================//

//Constants
//price = close
highShortEMA = ta.ema(high, EMAlength)
lowShortEMA = ta.ema(low, EMAlength)
EMA = ta.ema(close, EMAlength)

//==============================================//

//1D Bands [Not Used]
//bandsHigh = highShortEMA * math.phi
//bandsLow = lowShortEMA * math.rphi

//==============================================//

//Lower reversion zone bands (buy zone)
shortbandsHigh = ((highShortEMA - EMA) * math.phi) * math.pi + EMA
shortbandsLow = (-(EMA - lowShortEMA) * math.phi) * math.pi + EMA

//Lower reversion zone bands smoothed
shortbandsHighEMA = ta.wma(shortbandsHigh, 8)
shortbandsLowEMA = ta.wma(shortbandsLow, 8)

//==============================================//

//Higher reversion zone bands (sell zone)
phiExtensionHigh = ((highShortEMA - EMA) * math.phi) * (math.phi + 4) + EMA
phiExtensionLow = (-(EMA - lowShortEMA) * math.phi) * (math.phi + 4) + EMA

//Higher reversion zone bands smoothed
phiExtensionHighEMA = ta.wma(phiExtensionHigh, 8)
phiExtensionLowEMA = ta.wma(phiExtensionLow, 8)

//==============================================//

//Median zone bands [plot]
highP1 = plot(highShortEMA, color = color.new(color.blue, 100), title = "Top median zone")
lowP1 = plot(lowShortEMA, color = color.new(color.blue, 100), title = "Bottom median zone")
plot(EMA, color = color.new(color.gray, 100), title = "EMA")

//1D bands [not used]
//highP2 = plot(bandsHigh)
//lowP2 = plot(bandsLow)

//Lower reversion zone bands [plot]
highP3 = plot(shortbandsHighEMA, color = color.new(color.yellow, 100), title = "Lower sell zone")
lowP3 = plot(shortbandsLowEMA, color = color.new(color.teal, 100), title = "Higher buy zone")

//Higher reversion zone bands [plot]
phiPlotHigh = plot(phiExtensionHighEMA, color = color.new(color.red, 100), title = "Top sell zone")
phiPlotLow = plot(phiExtensionLowEMA, color = color.new(color.green, 100), title = "Bottom buy zone")


//==============================================//

//Sell zone region [fill]
//fill(phiPlotHigh, highP3, color.new(color.red, 85), title = "Sell zone")

//Buy zone region [fill]
//fill(lowP3, phiPlotLow, color.new(color.green, 85), title = "Buy zone")

//Median zone region [fill]
//fill(highP1, lowP1, color.new(color.gray, 70), title = "Median zone")
//====================================================================================================//
//*****************************

//assign bands for counter trend entry
float CTbandTop = na
float CTbandBottom = na 

if whichCTband == 'Inner'
    CTbandTop := shortbandsHighEMA
    CTbandBottom := shortbandsLowEMA
else 
    CTbandTop := phiExtensionHighEMA
    CTbandBottom := phiExtensionLowEMA

//build variables for open/closing conditions on crosses of middle EMA bands
crossUpTopMB = open < highShortEMA and close > highShortEMA
wiggleUpTopMB = open > highShortEMA and close > highShortEMA and close[1] <= highShortEMA[1]
crossDownTopMB = open > highShortEMA and close < highShortEMA
wiggleDownTopMB = open < highShortEMA and close < highShortEMA and close[1] >= highShortEMA[1]

crossUpBotMB = open < lowShortEMA and close > lowShortEMA
wiggleUpBotMB = open > lowShortEMA and close > lowShortEMA and close[1] <= lowShortEMA[1]
crossDownBotMB = open > lowShortEMA and close < lowShortEMA
wiggleDownBotMB = open < lowShortEMA and close < lowShortEMA and close[1] >= lowShortEMA[1]

crossUpBotInnerRB = open < shortbandsLowEMA and close > shortbandsLowEMA
wiggleUpBotInnerRB = open > shortbandsLowEMA and close > shortbandsLowEMA and close[1] <= shortbandsLowEMA[1]
crossUpBotOuterRB = open < phiExtensionLowEMA and close > phiExtensionLowEMA
wiggleUpBotOuterRB = open > phiExtensionLowEMA and close > phiExtensionLowEMA and close[1] <= phiExtensionLowEMA[1]

crossUpTopInnerRB = open < shortbandsHighEMA and close > shortbandsHighEMA
wiggleUpTopInnerRB = open > shortbandsHighEMA and close > shortbandsHighEMA and close[1] <= shortbandsHighEMA[1]
crossUpTopOuterRB = open < phiExtensionHighEMA and close > phiExtensionHighEMA
wiggleUpTopOuterRB = open > phiExtensionHighEMA and close > phiExtensionHighEMA and close[1] <= phiExtensionHighEMA[1]

crossDownBotInnerRB = open > shortbandsLowEMA and close < shortbandsLowEMA
wiggleDownBotInnerRB = open < shortbandsLowEMA and close < shortbandsLowEMA and close[1] >= shortbandsLowEMA[1]
crossDownBotOuterRB = open > phiExtensionLowEMA and close < phiExtensionLowEMA
wiggleDownBotOuterRB = open < phiExtensionLowEMA and close < phiExtensionLowEMA and close[1] >= phiExtensionLowEMA[1]

crossDownTopInnerRB = open > shortbandsHighEMA and close < shortbandsHighEMA
wiggleDownTopInnerRB = open < shortbandsHighEMA and close < shortbandsHighEMA and close[1] >= shortbandsHighEMA[1]
crossDownTopOuterRB = open > phiExtensionHighEMA and close < phiExtensionHighEMA
wiggleDownTopOuterRB = open < phiExtensionHighEMA and close < phiExtensionHighEMA and close[1] >= phiExtensionHighEMA[1]

longBounce = open > highShortEMA and close > highShortEMA and low < highShortEMA
shortBounce = open < lowShortEMA and close < lowShortEMA and high > lowShortEMA

//build variables for counter trend trades closing conditions
CTlongCloseCond = (i_CTlongCloseCond == 'Cross Inner Sell Zone' ? (crossUpTopInnerRB or wiggleUpTopInnerRB) : (i_CTlongCloseCond == 'Cross Outer Sell Zone' ? (crossUpTopOuterRB or wiggleUpTopOuterRB) : (i_CTlongCloseCond == 'Cross Top Middle Band' ? (crossUpTopMB or wiggleUpTopMB) : (i_CTlongCloseCond == 'Cross Bottom Middle Band' ? (crossUpBotMB or wiggleUpBotMB) : (i_CTlongCloseCond == 'Cross Inner Buy Zone' ? (crossUpBotInnerRB or wiggleUpBotInnerRB) : (i_CTlongCloseCond == 'Cross Outer Buy Zone' ? (crossUpBotOuterRB or crossUpBotOuterRB) : (i_CTlongCloseCond == 'First Leledc' ? major == -1 : (i_CTlongCloseCond == 'First BB Exhaustion' ? OSOBcolor == color.yellow : na))))))))
CTlongTP = (i_CTlongCloseCond == 'Touch Inner Buy Zone' ? shortbandsLowEMA : (i_CTlongCloseCond == 'Touch Top Middle Band' ? highShortEMA : (i_CTlongCloseCond == 'Touch Bottom Middle Band' ? lowShortEMA : (i_CTlongCloseCond == 'Touch Inner Sell Zone' ? shortbandsHighEMA : (i_CTlongCloseCond == 'Touch Outer Sell Zone' ? phiExtensionHighEMA : na)))))

CTshortCloseCond =  (i_CTshortCloseCond == 'Cross Inner Buy Zone' ? (crossDownBotInnerRB or wiggleDownBotInnerRB) : (i_CTshortCloseCond == 'Cross Outer Buy Zone' ? (crossDownBotOuterRB or wiggleDownBotOuterRB) : (i_CTshortCloseCond == 'Cross Bottom Middle Band' ? (crossDownBotMB or wiggleDownBotMB) : (i_CTshortCloseCond == 'Cross Top Middle Band' ? (crossDownTopMB or wiggleDownTopMB) : (i_CTshortCloseCond == 'Cross Inner Sell Zone' ? (crossDownTopInnerRB or wiggleDownTopInnerRB) : (i_CTshortCloseCond == 'Cross Outer Sell Zone' ? (crossDownTopOuterRB or crossDownTopOuterRB) : (i_CTshortCloseCond == 'First Leledc' ? major == 1 : (i_CTshortCloseCond == 'First BB Exhaustion' ? OSOBcolor == color.blue : na))))))))
CTshortTP = (i_CTshortCloseCond == 'Touch Inner Sell Zone' ? shortbandsHighEMA : (i_CTshortCloseCond == 'Touch Bottom Middle Band' ? lowShortEMA : (i_CTshortCloseCond == 'Touch Top Middle Band' ? highShortEMA : (i_CTshortCloseCond == 'Touch Inner Buy Zone' ? shortbandsLowEMA : (i_CTshortCloseCond == 'Touch Outer Buy Zone' ? phiExtensionLowEMA : na)))))

shortMidBreak = crossDownBotMB or wiggleDownBotMB
longMidBreak = crossUpTopMB or wiggleUpTopMB

//==============================================//
//longs open
if needLong
    if useSlowEMA
        if longMidBreak and close > slowEMA and open < highShortEMA
            strategy.entry('Long', strategy.long)
    else if longMidBreak
        strategy.entry('Long', strategy.long)
if strategy.position_size == 0 and s_longBounce
    if useSlowEMA
        if close > slowEMA and longBounce
            strategy.entry('Long', strategy.long)
    else if longBounce
        strategy.entry('Long', strategy.long)
//shorts open
if needShort
    if useSlowEMA
        if shortMidBreak and close < slowEMA and open > lowShortEMA
            strategy.entry('Short', strategy.short)
    else if shortMidBreak
        strategy.entry('Short', strategy.short)
if strategy.position_size == 0 and s_shortBounce
    if useSlowEMA
        if close < slowEMA and shortBounce
            strategy.entry('Short', strategy.short)
    else if shortBounce
        strategy.entry('Short', strategy.short)
//==============================================//

//calculate how many leledc bars between current bar and current position entry
int countLongLele = 0
int countShortLele = 0
int numLele = switch whichLele
    'First' => 1
    'Second' => 2
    'Third' => 3
    'Fourth' => 4
    'Fifth' => 5
int i = 0

//count leles for longs
if strategy.position_size > 0
    if useLele and numLele > 1
        while i <= 200
            if strategy.position_size[i] <= 0
                break
            if bar_index[i] == 0
                break
            if major[i] == -1
                countLongLele += 1 
            if countLongLele == numLele
                break
            i += 1
//count leles for shorts
if strategy.position_size < 0 
    if useLele and numLele > 1
        while i <= 200
            if strategy.position_size[i] >= 0
                break
            if bar_index[i] == 0
                break
            if major[i] == 1
                countShortLele += 1
            if countShortLele == numLele
                break
            i += 1

//countBullLeles() =>
//    count = 0
//    int n = 0
//    while n <= 200 and strategy.position_size[n] > 0
//        if major[n] == -1
//            count += 1
//    return_1 = count
//    return_1
//countBearLeles() =>
//    count = 0
//    int n = 0
//    while n <= 200 and strategy.position_size[n] < 0
//        if major[n] == 1
//            count += 1
//    return_1 = count
//    return_1

//calculate how many BB extension bars between current bar and current position entry
int countLongBBs = 0
int countShortBBs = 0
int numBBs = switch whichBBext
    'First' => 1
    'Second' => 2
    'Third' => 3
int n = 0

//count BB Extension bars for longs
if strategy.position_size > 0
    if useBBExtend and numBBs > 1
        while n <= 200
            if strategy.position_size[n] <= 0
                break
            if bar_index[n] == 0
                break
            if OSOBcolor[n] == color.yellow
                countLongBBs += 1 
            if countLongBBs == numBBs
                break
            n+= 1
//count BB Extension bars for shorts
if strategy.position_size < 0
    if useBBExtend and numBBs > 1
        while n <= 200
            if strategy.position_size[n] >= 0
                break
            if bar_index[n] == 0
                break
            if OSOBcolor[n] == color.blue
                countShortBBs += 1 
            if countShortBBs == numBBs
                break
            n+= 1

//identify bars crossing under extreme overbought/oversold reversion bands for strategy exits and color
showReverBars = input.bool(title='Enable Buy/Sell zone failure bar coloring', defval=false, group='Visual Elements')
whichReverBand = input.string(title='Which Buy/Sell zone?', defval='Inner', options=['Inner', 'Outer'], group='Close Conditions')

float reverBandTop = na
float reverBandBottom = na
if whichReverBand == 'Inner'
    reverBandTop := shortbandsHighEMA
    reverBandBottom := shortbandsLowEMA
else 
    reverBandTop := phiExtensionHighEMA
    reverBandBottom := phiExtensionLowEMA
crossUpRB = open < reverBandBottom and close > reverBandBottom
wiggleUpRB = open > reverBandBottom and close > reverBandBottom and close[1] <= reverBandBottom[1]
crossDownRB = open > reverBandTop and close < reverBandTop
wiggleDownRB = open < reverBandTop and close < reverBandTop and close[1] >= reverBandTop[1]

reverBarColor = crossDownRB or (wiggleDownRB and not crossDownRB[1]) ? color.orange : crossUpRB or (wiggleUpRB and not crossUpRB[1]) ? color.purple : na

//return true after specified number of bars (numBars) closes inside the mid bands but no breakout
inMid = close > lowShortEMA and close < highShortEMA and open > lowShortEMA and open < highShortEMA

isAllMid() =>
    AllMid = true
    for t = 0 to numBars by 1
        if longMidBreak[t] or shortMidBreak[t]
            AllMid := false
    AllMid

//==============================================//
//longs close
if strategy.position_size > 0
    if reverBandClose
        if reverBarColor == color.orange
            strategy.close('Long', comment = 'Close Long')
    if useBBExtend and numBBs == 1
        if OSOBcolor == color.yellow
            strategy.close('Long', comment = 'Close Long')
            if needCTshort and CTshortType == 'BB Exhaustion'
                if open > CTbandTop
                    strategy.entry(id='Counter Trend Short', comment = 'CT Short', direction=strategy.short)
    if useBBExtend and numBBs > 1
        if countLongBBs == numBBs  
            strategy.close('Long', comment = 'Close Long')
            if needCTshort and CTshortType == 'BB Exhaustion'
                if open > CTbandTop
                    strategy.entry(id='Counter Trend Short', comment = 'CT Short', direction=strategy.short)
    if useLele and numLele == 1
        if major == -1
            strategy.close('Long', comment = 'Close Long')
            if needCTshort and CTshortType == 'Leledc'
                if high > CTbandTop
                    strategy.entry(id='Counter Trend Short', comment = 'CT Short', direction=strategy.short)
    if useLele and numLele > 1
        if countLongLele == numLele
            strategy.close('Long', comment = 'Close Long')
            if needCTshort and CTshortType == 'Leledc'
                if high > CTbandTop
                    strategy.entry(id='Counter Trend Short', comment = 'CT Short', direction=strategy.short)
    if midClose == 'Nearest band'
        if crossDownTopMB or wiggleDownTopMB
            strategy.close('Long', comment = 'Close Long')
    if midClose == 'Opposite band'
        if crossDownBotMB or wiggleDownBotMB
            strategy.close('Long', comment = 'Close Long')
    if midClose == 'Delayed bars inside'
        if crossDownBotMB or wiggleDownBotMB
            strategy.close('Long', comment = 'Close Long')
        if isAllMid()
            if open[numBars] > highShortEMA and close[numBars] < highShortEMA and inMid
                strategy.close('Long', comment = 'Close Long')

//shorts close 
if strategy.position_size < 0
    if reverBandClose
        if reverBarColor == color.purple
            strategy.close('Short', comment = 'Close Short')
    if useBBExtend and numBBs == 1
        if OSOBcolor == color.blue
            strategy.close('Short', comment = 'Close Short')
            if needCTlong and CTlongType == 'BB Exhaustion'
                if open < CTbandBottom
                    strategy.entry(id='Counter Trend Long', comment = 'CT Long', direction=strategy.long)
    if useBBExtend and numBBs > 1
        if countShortBBs == numBBs
            strategy.close('Short', comment = 'Close Short')
            if needCTlong and CTlongType == 'BB Exhaustion'
                if open < CTbandBottom
                    strategy.entry(id='Counter Trend Long', comment = 'CT Long', direction=strategy.long)
    if useLele and numLele == 1
        if major == 1
            strategy.close('Short', comment = 'Close Short')
            if needCTlong and CTlongType == 'Leledc'
                if low < CTbandBottom
                    strategy.entry(id='Counter Trend Long', comment= 'CT Long', direction=strategy.long)
    if useLele and numLele > 1
        if countShortLele == numLele
            strategy.close('Short', comment = 'Close Short')
            if needCTlong and CTlongType == 'Leledc'
                if low < CTbandBottom
                    strategy.entry(id='Counter Trend Long', comment= 'CT Long', direction=strategy.long)
    if midClose == 'Nearest band'
        if crossUpBotMB or wiggleUpBotMB
            strategy.close('Short', comment = 'Close Short')
    if midClose == 'Opposite band'
        if crossUpTopMB or wiggleUpTopMB
            strategy.close('Short', comment = 'Close Short')
    if midClose == 'Delayed bars inside'
        if crossUpTopMB or wiggleUpTopMB
            strategy.close('Short', comment = 'Close Short')
        if isAllMid() 
            if open[numBars] < lowShortEMA and close[numBars] > lowShortEMA and inMid
                strategy.close('Short', comment = 'Close Short')
//==============================================//

//counter trend opens and closes
CTlongSL = strategy.position_avg_price * (1 - i_CTlongSL / 100)
CTshortSL = strategy.position_avg_price * (1 + i_CTshortSL / 100)

//CT longs open
if needCTlong and strategy.position_size == 0
    if CTlongType == 'Leledc'
        if major == 1
            if low < CTbandBottom
                strategy.entry(id='Counter Trend Long', comment = 'CT Long', direction = strategy.long)
    else
        if OSOBcolor == color.blue
            strategy.entry(id='Counter Trend Long', comment = 'CT Long', direction = strategy.long)
//CT longs closed
if strategy.position_size > 0 and strategy.opentrades.entry_id(strategy.opentrades - 1) == 'Counter Trend Long'
    if i_CTlongSL > 0
        if na(CTlongTP)
            strategy.exit(id='Counter Trend Long', stop=CTlongSL, comment = 'CT Long SL')
        else
            strategy.exit(id='Counter Trend Long', stop=CTlongSL, limit=CTlongTP, comment = 'CT Long TP/SL')
    else if i_CTlongSL == 0
        strategy.exit(id='Counter Trend Long', limit=CTlongTP, comment = 'CT Long TP')
    if CTlongCloseCond
        strategy.close(id='Counter Trend Long', comment = 'Close CT Long')

//CT shorts open
if needCTshort and strategy.position_size == 0
    if CTshortType == 'Leledc'
        if major == -1
            if high > CTbandTop
                strategy.entry(id='Counter Trend Short', comment = 'CT Short', direction=strategy.short)
    else
        if OSOBcolor == color.yellow
            strategy.entry(id='Counter Trend Short', comment= 'CT Short', direction=strategy.short)
//CT shorts closed
if strategy.position_size < 0 and strategy.opentrades.entry_id(strategy.opentrades - 1) == 'Counter Trend Short'
    if i_CTshortSL > 0
        if na(CTshortTP)
            strategy.exit(id='Counter Trend Short', stop=CTshortSL, comment = 'CT Short SL')
        else
            strategy.exit(id='Counter Trend Short', stop=CTshortSL, limit=CTshortTP, comment = 'CT Short TP/SL')
    else if i_CTshortSL == 0
        strategy.exit(id='Counter Trend Short', limit=CTshortTP, comment = 'CT Short TP')
    if CTshortCloseCond
        strategy.close(id='Counter Trend Short', comment = "Close CT Short")

//default position
if alwaysLong and not alwaysShort and strategy.position_size == 0 
    if useSlowEMA
        if close > slowEMA
            strategy.entry(id='Default Long', comment = 'Default Long', direction=strategy.long)
    else
        strategy.entry(id='Default Long', comment='Default Long', direction=strategy.long)
if alwaysShort and not alwaysLong and strategy.position_size == 0 
    if useSlowEMA
        if close < slowEMA
            strategy.entry(id='Default Short', comment = 'Default Short', direction=strategy.short)
    else
        strategy.entry(id='Default Short', comment='Default Short', direction=strategy.short)
     
//set bar colors 
trendColor = input.bool(title='Enable Trend Bar Color', tooltip='Color bars green when above mid bands, red when below, and gray when inside. Dark green and dark red bars signal a position is kept open from the delayed close settings.', defval=false, group='Visual Elements')
var colorBar = color.new(color.white, 50)
if trendColor
    if switch1
        if showReverBars
            if reverBarColor == color.purple or reverBarColor == color.orange
                colorBar := reverBarColor
            else if OSOBcolor == color.yellow or OSOBcolor == color.blue
                colorBar := OSOBcolor
            else if close > highShortEMA
                if (alwaysShort or needCTshort) and strategy.position_size < 0
                    colorBar := color.new(color.red, 0)
                else
                    colorBar := color.new(color.green, 0)
            else if close < lowShortEMA
                if (alwaysLong or needCTlong) and strategy.position_size > 0
                    colorBar := color.new(color.green, 0)
                else
                    colorBar := color.new(color.red, 0)
            else if strategy.position_size > 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
                colorBar := color.new(#0a6136, 20)
            else if strategy.position_size < 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
                colorBar := color.new(#600008, 20)
            else
                colorBar := color.new(color.gray, 0)
        else
            if OSOBcolor == color.yellow or OSOBcolor == color.blue
                colorBar := OSOBcolor
            else if close > highShortEMA
                if (alwaysShort or needCTshort) and strategy.position_size < 0
                    colorBar := color.new(color.red, 0)    
                else    
                    colorBar := color.new(color.green, 0)
            else if close < lowShortEMA
                if (alwaysLong or needCTlong) and strategy.position_size > 0
                    colorBar := color.new(color.green, 0)
                else
                    colorBar := color.new(color.red, 0)
            else if strategy.position_size > 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
                colorBar := color.new(#0a6136, 20)
            else if strategy.position_size < 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
                colorBar := color.new(#600008, 20)
            else
                colorBar := color.new(color.gray, 0)
    else if showReverBars
        if reverBarColor == color.purple or reverBarColor == color.orange
            colorBar := reverBarColor
        else if close > highShortEMA
            if (alwaysShort or needCTshort) and strategy.position_size < 0
                colorBar := color.new(color.red, 0)
            else
                colorBar := color.new(color.green, 0)
        else if close < lowShortEMA
            if (alwaysLong or needCTlong) and strategy.position_size > 0
                colorBar := color.new(color.green, 0)
            else    
                colorBar := color.new(color.red, 0)
        else if strategy.position_size > 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
            colorBar := color.new(#0a6136, 20)
        else if strategy.position_size < 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
            colorBar := color.new(#600008, 20)
        else
            colorBar := color.new(color.gray, 0)
    else
        if close > highShortEMA
            if (alwaysShort or needCTshort) and strategy.position_size < 0
                colorBar := color.new(color.red, 0)
            else    
                colorBar := color.new(color.green, 0)
        else if close < lowShortEMA
            if (alwaysLong or needCTlong) and strategy.position_size > 0
                colorBar := color.new(color.green, 0)
            else    
                colorBar := color.new(color.red, 0)
        else if strategy.position_size > 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
            colorBar := color.new(#0a6136, 20)
        else if strategy.position_size < 0 and (midClose == 'Delayed bars inside' or midClose == 'Opposite band')
            colorBar := color.new(#600008, 20)
        else
            colorBar := color.new(color.gray, 0)
else if switch1 
    if showReverBars
        if reverBarColor == color.purple or reverBarColor == color.orange
            colorBar := reverBarColor
        else if OSOBcolor == color.yellow or OSOBcolor == color.blue
            colorBar := OSOBcolor
        else 
            colorBar := na
    else
        if OSOBcolor == color.yellow or OSOBcolor == color.blue
            colorBar := OSOBcolor
        else 
            colorBar := na
else if showReverBars
    if reverBarColor == color.purple or reverBarColor == color.orange
        colorBar := reverBarColor
    else
        colorBar := na
else
    colorBar := na

//barcolor(colorBar)

---

• परिष्कृत बोलिंगर औसत प्रतिगमन मात्रात्मक रणनीति
• ईएमए क्रॉसओवर क्वांटिटेटिव ट्रेडिंग रणनीति
• गतिशील स्टॉप-लॉस और टेक-प्रॉफिट अनुकूलन के साथ मल्टी-ईएमए क्रॉसओवर ट्रेंड फॉलो करना
• गतिशील जोखिम प्रबंधन रणनीति के साथ दोहरी चलती औसत क्रॉसओवर
• बहु-रणनीति अनुकूलन प्रवृत्ति अनुवर्ती और ब्रेकआउट ट्रेडिंग प्रणाली
• कैंडलस्टिक पैटर्न रिकग्निशन ट्रेडिंग सिस्टम के साथ बहु-स्तरीय चलती औसत
• बहु-समय सीमा ईएमए ट्रेंड गति व्यापार रणनीति
• उन्नत एमएसीडी गतिशील प्रवृत्ति मात्रात्मक व्यापार रणनीति
• मल्टी-इंडिकेटर क्रॉसओवर डायनेमिक स्ट्रेटेजी सिस्टमः ईएमए, आरवीआई और ट्रेडिंग सिग्नल पर आधारित एक मात्रात्मक ट्रेडिंग मॉडल
• मात्रात्मक रणनीति के बाद बोलिंगर बैंड्स गति का रुझान
• बहु-तकनीकी संकेतक क्रॉसओवर गतिमानता मात्रात्मक ट्रेडिंग रणनीति - ईएमए, आरएसआई और एडीएक्स पर आधारित एकीकरण विश्लेषण

---

• गति 2.0
• ईएचएमए रेंज रणनीति
• चलती औसत खरीद-बेच
• मिडास एमके. II - अंतिम क्रिप्टो स्विंग
• टीएमए-लेगेसी
• टीवी उच्च और निम्न रणनीति
• सर्वश्रेष्ठ ट्रेडिंग व्यू रणनीति
• बड़े स्नैपर अलर्ट R3.0 + चाइकिंग अस्थिरता की स्थिति + TP RSI
• चंदे क्रॉल स्टॉप
• आरएसआई क्रॉस रणनीति के साथ सीसीआई + ईएमए
• आरएसआई एमटीएफ ओबी+ओ
• एमएसीडी विली रणनीति
• आरएसआई - खरीदें बेचें संकेत
• हेकिन-अशी प्रवृत्ति
• एचए बाजार पूर्वाग्रह
• इचिमोकू क्लाउड स्मूथ ऑसिलेटर
• विलियम्स %R - चिकनी
• क्यूक्यूई एमओडी + एसएसएल हाइब्रिड + वाद्दाह अट्टार विस्फोट
• स्ट्रैट खरीदें/बेचें
• ईएमए और एडीएक्स के साथ ट्रिपल सुपरट्रेंड