다중 지표 조합 추세 반전 전략


생성 날짜: 2024-01-23 15:33:59 마지막으로 수정됨: 2024-01-23 15:33:59
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집중하다
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다중 지표 조합 추세 반전 전략

개요

이것은 여러 지표를 사용하여 조합하여 가격 트렌드 반전의 지점을 식별하는 전략이다. 기본 아이디어는 단일 지표가 트렌드의 전환점을 완벽하게 식별하는 것이 어렵다는 것입니다. 따라서 비슷한 기능을 가진 여러 지표를 선택하여 조합합니다. 여러 지표가 동방향 신호를 발산하면 트렌드 반전의 확률이 높은 경우를 상대적으로 확인할 수 있으므로 거래 작업을 수행 할 수 있습니다.

전략 원칙

이 전략은 5개의 다른 지표를 선택하여 조합하여 사용한다. 이 5개의 지표는 각각 다음과 같다.

  1. Coral Trend Indicator: 삼중 또는 그 이상의 계열의 지수 평평한 이동 평균 조합을 사용하여 가격 동향을 판단
  2. SSL Channel: 이동 평균과 결합하여 가격 채널과 트렌드를 판단합니다.
  3. 헤이킨 아시 RSI: 거래율 지표와 하루 평균 선의 조합을 사용하여 추세를 판단합니다.
  4. MACD DEMA: 쌍 지수 이동 평균과 MACD 조합 판단 경향
  5. WaveTrend Oscillator: 가격 채널에 따라 추세를 판단하는

전략의 거래 논리는, 위의 5개의 지표 중, 1개 또는 더 많은 지표를 선택하여 조합할 수 있다는 것이다. 선택된 여러 지표가 동시에 구매/판매 신호를 발신할 때, 우리는 상응하는 바에 포지션을 열고 더 많은 것을 한다/더 적은 것을 한다.

예를 들어, 만약 우리가 2개의 지표를 선택한다면, 코럴 트렌드 (Coral Trend) 와 SSL 채널 (SSL Channel) 였다면, 둘 다 동시에 구매 신호를 내놓을 때만, 우리는 더 많은 것을 할 수 있고, 둘 다 동시에 판매 신호를 내놓을 때만, 우리는 아무것도 할 수 없다.

이렇게 여러 지표의 조합을 통해 검증하면 거래 신호의 신뢰도를 크게 높일 수 있으며, 단일 지표의 오해를 피할 수 있다.

전략적 이점

  1. 여러 지표 조합을 사용하여 트렌드 반전의 높은 확률을 식별하여 거래의 성공률을 높일 수 있습니다.
  2. 각 지표는 다양한 계산 방법을 사용하여 신호를 보다 포괄적으로 정확하게 만듭니다.
  3. 1~5개의 지표를 선택하여 조합할 수 있으며, 조합은 유연하다.
  4. 각 지표에 대한 자세한 매개 변수 설정을 제공하여 다른 시장에 최적화 할 수 있습니다.
  5. 구매 및 판매 지점을 식별하는 민감도를 조정할 수 있는 회귀 창 매개 변수를 제공합니다.

전략적 위험과 해결책

  1. 단 하나의 지표가 오해의 소지가 있습니다.

    • 해결 방법: 여러 지표의 조합으로 검증
  2. 잘못 설정된 매개 변수는 너무 민감하거나 너무 느리게 만들 수 있습니다.

    • 해결 방법: 다른 주기 및 품종에 따라 반복 테스트 최적화 매개 변수
  3. 지표들 사이에 약간의 차이는 있습니다.

    • 해결 방법: 적절한 회귀 시간을 설정하세요.

전략 최적화 방향

  1. 더 많은 종류의 트렌드 판단 지표를 테스트하고, 지표 풀을 확장하고, 포트폴리오를 풍부하게 합니다.
  2. 기계 학습 알고리즘을 추가하여 최적의 측정 모음을 자동으로 식별합니다.
  3. 매개 변수를 추가하여 매개 변수를 동적으로 조정할 수 있도록 최적화 모듈에 적응합니다
  4. 감정과 기본적 지표와 같은 인식 경향의 역전
  5. 거래 위험을 통제하기 위한 수치적 위험 관리 모델을 개발

요약하다

이 전략은 전체적으로 비교적 신뢰할 수 있는 트렌드 역전 거래 전략을 구현한다. 이 전략은 다중 지표 조합 검증을 이용한 아이디어가 강하며, 보편성이 강하며, 확장성이 매우 좋다. 기계 학습 및 변수 동적 최적화 등의 기술과 함께 추가적으로 최적화하면 효과가 더욱 향상될 수 있으며, 깊이 있는 연구와 응용에 가치가 있다.

전략 소스 코드
/*backtest
start: 2023-12-01 00:00:00
end: 2023-12-31 23:59:59
period: 1h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=5
//@author=iori86
//Any trade decisions you make are entirely your own responsibility//

strategy('GT 5.1 Strategy', 'GT 5.1 Strategy •', true, default_qty_type=strategy.cash)
string GROUP_6="STRATEGY OPTIONS"
dec1 = input(true,"HARSI", group=GROUP_6)
harsi_back = input.int(6, 'Lookback HARSI', group=GROUP_6, minval=1, maxval=32)
dec2 = input(true,"SSL", group=GROUP_6)
ssl_back = input.int(1, 'Lookback SSL', group=GROUP_6, minval=0, maxval=4)
dec3 = input(true,"CORAL", group=GROUP_6)
coral_back = input.int(4, 'Lookback CORAL', group=GROUP_6, minval=1, maxval=10)
dec4 = input(false,"MACD DEMA", group=GROUP_6)
macd_back =input.int(0, 'Lookback MACD DEMA', group=GROUP_6, minval=0, maxval=10)
dec5 = input(false,"WAVE TREND", group=GROUP_6)
wave_back=input.int(0, 'Lookback WAVE', group=GROUP_6, minval=0, maxval=10)

//================================================================HARSI============================================================================//

string GROUP_1 = 'Config » HARSI'
i_lenHARSI = input.int(14, 'Length', group=GROUP_1, minval=1)
i_smoothing = input.int(7, 'Open Smoothing', group=GROUP_1, minval=1, maxval=100)
f_zrsi(_source, _length) => ta.rsi(_source, _length) - 50
f_zstoch(_source, _length, _smooth, _scale) =>
    float _zstoch = ta.stoch(_source, _source, _source, _length) - 50
    float _smoothed = ta.sma(_zstoch, _smooth)
    float _scaled = (_smoothed / 100 )* _scale
f_rsi(_source, _length, _mode) =>
    float _zrsi = f_zrsi(_source, _length)
    var float _smoothed = na
    _smoothed := na(_smoothed[1]) ? _zrsi : (_smoothed[1] + _zrsi) / 2
    _mode ? _smoothed : _zrsi
f_rsiHeikinAshi(_length) =>
    float _closeRSI = f_zrsi(close, _length)
    float _openRSI = nz(_closeRSI[1], _closeRSI)
    float _highRSI_raw = f_zrsi(high, _length)
    float _lowRSI_raw = f_zrsi(low, _length)
    float _highRSI = math.max(_highRSI_raw, _lowRSI_raw)
    float _lowRSI = math.min(_highRSI_raw, _lowRSI_raw)
    float _close = (_openRSI + _highRSI + _lowRSI + _closeRSI) / 4
    var float _open = na
    _open := na(_open[i_smoothing]) ? (_openRSI + _closeRSI) / 2 : ((_open[1] * i_smoothing) + _close[1]) / (i_smoothing + 1)
    float _high = math.max(_highRSI, math.max(_open, _close))
    float _low = math.min(_lowRSI, math.min(_open, _close))
    [_open, _high, _low, _close]
[O, H, L, C] = f_rsiHeikinAshi(i_lenHARSI)

//=======================================================================SSL=======================================================================//

string GROUP_2 = 'Config » SSL Channel'
int len = input.int(10, 'Period', group=GROUP_2)
float smaHigh = ta.sma(high, len)
float smaLow = ta.sma(low, len)
float Hlv = na
Hlv := close > smaHigh ? 1 : close < smaLow ? -1 : Hlv[1]
float sslDown = Hlv < 0 ? smaHigh : smaLow
float sslUp = Hlv < 0 ? smaLow : smaHigh
plot(sslDown, linewidth=2, color=color.new(color.red, 0))
plot(sslUp, linewidth=2, color=color.new(color.lime, 0))

//=======================================================================CORAL=======================================================================//

string GROUP_3 = 'Config » Coral Trend Candles'
src = close
sm = input.float(9, 'Smoothing Period', group=GROUP_3, minval=1)
cd = input.float(0.4, 'Constant D', group=GROUP_3, minval=0.1)
float di = (sm) / 2.0 + 1.0
float c1 = 2 / (di + 1.0)
float c2 = 1 - c1
float c3 = 3.0 * (cd * cd + cd * cd * cd)
float c4 = -3.0 * (2.0 * cd * cd + cd + cd * cd * cd)
float c5 = 3.0 * cd + 1.0 + cd * cd * cd + 3.0 * cd * cd
var float i1 = na
var float i2 = na
var float i3 = na
var float i4 = na
var float i5 = na
var float i6 = na
i1 := c1 * src + c2 * nz(i1[1])
i2 := c1 * i1 + c2 * nz(i2[1])
i3 := c1 * i2 + c2 * nz(i3[1])
i4 := c1 * i3 + c2 * nz(i4[1])
i5 := c1 * i4 + c2 * nz(i5[1])
i6 := c1 * i5 + c2 * nz(i6[1])
var float bfr = na
bfr := -cd * cd * cd * i6 + c3 * i5 + c4 * i4 + c5 * i3
color bfrC = bfr > nz(bfr[1]) ? color.green : bfr < nz(bfr[1]) ? color.red : color.blue
plot(bfr, title='Trend', linewidth=3, style=plot.style_circles, color=bfrC)

//=======================================================================MACD DEMA=======================================================================//
string GROUP_4 = 'Config » MACD DEMA'
sma = input(12,title='DEMA Short', group=GROUP_4)
lma = input(26,title='DEMA Long', group=GROUP_4)
tsp = input(9,title='Signal', group=GROUP_4)
//dolignes = input(true,title="Lines", group=GROUP_4)

MMEslowa = ta.ema(close,lma)
MMEslowb = ta.ema(MMEslowa,lma)
DEMAslow = ((2 * MMEslowa) - MMEslowb )
MMEfasta = ta.ema(close,sma)
MMEfastb = ta.ema(MMEfasta,sma)
DEMAfast = ((2 * MMEfasta) - MMEfastb)
LigneMACDZeroLag = (DEMAfast - DEMAslow)
MMEsignala = ta.ema(LigneMACDZeroLag, tsp)
MMEsignalb = ta.ema(MMEsignala, tsp)
Lignesignal = ((2 * MMEsignala) - MMEsignalb )
MACDZeroLag = (LigneMACDZeroLag - Lignesignal)
swap1 = MACDZeroLag>0?color.green:color.red

//plot(MACDZeroLag,'Histo',color=swap1,histbase=0)
//p1 = plot(dolignes?LigneMACDZeroLag:na,"LigneMACD",color.blue)
//p2 = plot(dolignes?Lignesignal:na,"Signal",color.red)
//fill(p1, p2, color.blue)
hline(0)

//=======================================================================WAVE TREND=======================================================================//
string GROUP_5 = 'Config » WAVE TREND'

n1 = input(10, "Channel Length", group=GROUP_5)
n2 = input(21, "Average Length", group=GROUP_5)
//obLevel1 = input(60, "Over Bought Level 1", group=GROUP_5)
//obLevel2 = input(53, "Over Bought Level 2", group=GROUP_5)
//osLevel1 = input(-60, "Over Sold Level 1", group=GROUP_5)
//osLevel2 = input(-53, "Over Sold Level 2", group=GROUP_5)
ap = hlc3 
esa = ta.ema(ap, n1)
d = ta.ema(math.abs(ap - esa), n1)
ci = (ap - esa) / (0.015 * d)
tci = ta.ema(ci, n2)
wt1 = tci
wt2 = ta.sma(wt1,4)
//plot(0,"a" ,color.gray)
//plot(obLevel1,"a", color.red)
//plot(osLevel1,"a", color.green)
//plot(obLevel2,"a", color.red)
//plot(osLevel2,"a", color.green)
//plot(wt1,"a", color.green)
//plot(wt2,"a", color.red)
//plot(wt1-wt2,"a",color.blue, 1)

//=======================================================================CONDITIONS=======================================================================//
bool checker_1   = false   // HARSI BUY
bool checker_11  = false   // HARSI lookback BUY
bool checker_2   = false   // HARSI SELL
bool checker_21  = false   // HARSI lookback SELL
bool checker_3   = false   // SSL AL
bool checker_31  = false   // SSL lookback 0 dan büyükse al
bool checker_4   = false   // SSL SAT
bool checker_41  = false   // SSL lookback 0 dan büyükse sat
bool checker_5   = false   // CORAL AL
bool checker_51  = false   // CORAL lookback 1 den büyükse al
bool checker_6   = false   // CORAL SAT
bool checker_61  = false   // CORAL lookback 1 den büyükse sat
bool checker_7   = false   // MACD AL
bool checker_71  = false   // MACD lookback 0 dan büyükse al
bool checker_8   = false   // MACD SAT
bool checker_81  = false   // MACD lookback 0 dan büyükse sat
bool checker_9   = false   // WAVE AL
bool checker_91  = false   // WAVE lookback 0 dan büyükse al
bool checker_10  = false   // WAVE SAT
bool checker_101 = false   // WAVE lookback 0 dan büyükse sat


//=======================================================================HARSI=======================================================================//
if harsi_back==1
    if ( C > O and C[1] < O[1] and C > C[1])
        checker_1 := true
//HARSI SELL                
    if (C < O and C[1] > O[1] )
        checker_2 := true
// HARSI BUY
if harsi_back>1
    int say_1=0
    while harsi_back>say_1 and checker_11 == false
        if ( C[say_1] > O[say_1] and C[say_1+1] < O[say_1+1] and C[say_1] > C[say_1+1])
            checker_11 := true
        say_1:=say_1+1
    int say_2=0   
    while harsi_back>say_2 and checker_21 == false        
        if (C[say_2] < O[say_2] and C[say_2+1] > O[say_2+1])
            checker_21 := true
        say_2:=say_2+1
//=======================================================================SSL=======================================================================//
if ssl_back==0
    if (ta.crossover(sslUp, sslDown))
        checker_3 := true
    if (ta.crossover(sslDown, sslUp))
        checker_4 := true
if ssl_back>0
    int say_3=0
    while ssl_back>=say_3 and checker_31==false
        if (sslUp[say_3]>sslDown[say_3] and sslUp[say_3+1]<sslDown[say_3+1] )
            checker_31 := true
        say_3:=say_3+1
    int say_4=0
    while ssl_back>=say_4 and checker_41==false
        
        if (sslUp[say_4]<sslDown[say_4] and sslUp[say_4+1]>sslDown[say_4+1])
            checker_41 := true
        say_4:=say_4+1    
//======================================================================CORAL=======================================================================//
if coral_back==1
    if(bfrC == color.green and bfrC[1] == color.red)
        checker_5 := true
    if(bfrC == color.red and bfrC[1] == color.green)
        checker_6 := true
if coral_back>1
    int say_5=0
    while coral_back>say_5 and checker_51 == false
        if(bfrC[say_5] == color.green and bfrC[say_5+1] == color.red)
            checker_51 := true
        say_5 := say_5+1
    int say_6=0
    while coral_back>say_6 and checker_61 == false
        if(bfrC[say_6] == color.red and bfrC[say_6+1] == color.green)
            checker_61 := true
        say_6 := say_6+1
            

//=======================================================================MACD=======================================================================//
if macd_back==0 
    if ta.crossover(LigneMACDZeroLag,Lignesignal)
        checker_7 := true
    if ta.crossover(Lignesignal,LigneMACDZeroLag) 
        checker_8 := true
        
        
if macd_back>0
    int say_7=0
    while macd_back>=say_7 and checker_71==false
        if ta.crossover(LigneMACDZeroLag[say_7],Lignesignal[say_7])
            checker_71 := true
        say_7:=say_7+1
    int say_8=0
    while macd_back>=say_8 and checker_81==false
        if ta.crossover(Lignesignal[say_8],LigneMACDZeroLag[say_8])
            checker_81 := true
        say_8:=say_8+1   
//=======================================================================WAVE TREND=======================================================================//
if wave_back ==0
    if ta.crossover(wt1,wt2)
        checker_9  := true
    if ta.crossover(wt2,wt1)
        checker_10 :=true
if wave_back>0
    int say_9 =0
    while wave_back>=say_9 and checker_91==false
        if (ta.crossover(wt1[say_9],wt2[say_9]))
            checker_91 := true
        say_9:=say_9+1
    int say_10=0
    while wave_back>=say_10 and checker_101==false
        if (ta.crossover(wt2[say_10],wt1[say_10]))
            checker_101 := true
        say_10:=say_10+1   
//=======================================================================BUY=======================================================================//
var buy  = false
var sell = true
//=======================================================================TEK SEÇENEK=======================================================================//
if buy == false and sell==true
//dec1
    if dec1 == true and dec2==false and dec3== false and dec4==false and dec5==false
        if checker_1 or checker_11
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec2
    if dec2 == true and dec1==false and dec3== false and dec4==false and dec5==false
        if checker_3 or checker_31
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up,textcolor= color.white, size=size.small, text="SSL")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true   
//dec3
    if dec3 == true and dec2==false and dec1== false and dec4==false and dec5==false
        if checker_5 or checker_51
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up,textcolor= color.white, size=size.small, text="CORAL")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true  
//dec4    
    if dec4 == true and dec2==false and dec3== false and dec1==false and dec5==false
        if checker_7 or checker_71
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="MACD")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true      
//dec5    
    if dec5 == true and dec1==false and dec2== false and dec3==false and dec4==false
        if checker_9 or checker_91
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true   
//=======================================================================2 SEÇENEK=======================================================================// 
//dec1-dec2
    if dec1 == true and dec2==true and dec3== false and dec4== false and dec5== false
        if (checker_1== true or checker_11==true) and (checker_3 == true or checker_31 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n SSL")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec1 dec3
    if dec1 == true and dec2==false and dec3== true and dec4== false and dec5== false
        if (checker_1 == true or checker_11==true) and (checker_5 == true or checker_51 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n CORAL")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec1 dec4
    if dec1 == true and dec2==false and dec3== false and dec4== true and dec5== false
        if (checker_1 == true or checker_11==true) and (checker_7 == true or checker_71 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n MACD")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec1 dec5
    if dec1 == true and dec2==false and dec3== false and dec4== false and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec2 dec3
    if dec1 == false and dec2==true and dec3== true and dec4== false and dec5== false
        if (checker_3 == true or checker_31==true) and (checker_5 == true or checker_51 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n CORAL")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec2 dec4
    if dec1 == false and dec2==true and dec3== false and dec4== true and dec5== false
        if (checker_3 == true or checker_31==true) and (checker_7 == true or checker_71 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n MACD")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec2 dec5
    if dec1 == false and dec2==true and dec3== false and dec4== false and dec5== true
        if (checker_3 == true or checker_31==true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//dec3 dec4
    if dec1 == false and dec2==false and dec3== true and dec4== true and dec5== false
        if (checker_5 == true or checker_51==true) and (checker_7 == true or checker_71 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="CORAL\n MACD")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true               
//dec3 dec5
    if dec1 == false and dec2==false and dec3== true and dec4== false and dec5== true
        if (checker_5 == true or checker_51==true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="CORAL\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true            
//dec4 dec5
    if dec1 == false and dec2==false and dec3== false and dec4== true and dec5== true
        if (checker_7 == true or checker_71==true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="MACD\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true               
//=======================================================================3 SEÇENEK=======================================================================//
// dec 1 dec2 dec3
    if dec1 == true and dec2==true and dec3 == true and dec4 ==false and dec5== false
        if (checker_1 == true or checker_11==true) and (checker_3 == true or checker_31 == true) and (checker_5 == true or checker_51 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n SSL\n\n CORAL")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec1 dec2 dec4
    if dec1 == true and dec2==true and dec3 == false and dec4 ==true and dec5== false
        if (checker_1 == true or checker_11==true) and (checker_3 == true or checker_31 == true) and (checker_7 == true or checker_71 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n SSL\n\n MACD ")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec1 dec2 dec5
    if dec1 == true and dec2==true and dec3 == false and dec4 ==false and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_3 == true or checker_31 == true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n SSL\n\n WAVE ")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec1 dec3 dec4
    if dec1 == true and dec2==false and dec3 == true and dec4 ==true and dec5== false
        if (checker_1 == true or checker_11==true) and (checker_5 == true or checker_51 == true) and (checker_7 == true or checker_71 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n CORAL\n\n MACD ")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec1 dec3 dec5
    if dec1 == true and dec2==false and dec3 == true and dec4 ==false and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_5 == true or checker_51 == true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n CORAL\n\n WAVE ")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec1 dec4 dec5
    if dec1 == true and dec2==false and dec3 == false and dec4 ==true and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_7 == true or checker_71 == true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n MACD\n\n WAVE ")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec2 dec3 dec4
    if dec1 == false and dec2==true and dec3 == true and dec4==true and dec5== false
        if (checker_3 == true or checker_31==true) and (checker_5 == true or checker_51 == true) and (checker_7 == true or checker_71 == true) 
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n CORAL\n\n MACD")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec2 dec3 dec5
    if dec1 == false and dec2==true and dec3== true and dec4== false and dec5== true
        if (checker_3 == true or checker_31==true) and (checker_5 == true or checker_51 == true) and (checker_9 == true or checker_91==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n CORAL\n\n  WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
// dec2 dec4 dec5
    if dec1 == false and dec2==true and dec3== false and dec4== true and dec5== true
        if (checker_3 == true or checker_31==true) and (checker_7 == true or checker_71 == true) and (checker_9 == true or checker_91==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n MACD\n\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true            
// dec3 dec4 dec5
    if dec1 == false and dec2==false and dec3 == true and dec4 ==true and dec5== true
        if (checker_5 == true or checker_51==true) and (checker_7 == true or checker_71 == true) and (checker_9 == true or checker_91 == true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="CORAL\n MACD\n\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true
//=======================================================================4 SEÇENEK=======================================================================//
//dec1 dec2 dec3 dec4
    if dec1 == true and dec2==true and dec3 == true and dec4==true and dec5== false
        if (checker_1 == true or checker_11==true) and (checker_3 == true or checker_31 == true) and (checker_5 == true or checker_51 == true) and (checker_7 == true or checker_71 ==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n CORAL\n\n CORAL\n\n\n MACD")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true        
//dec1 dec3 dec4 dec5
    if dec1 == true and dec2==false and dec3 == true and dec4==true and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_5 == true or checker_51 == true) and (checker_7 == true or checker_71 == true) and (checker_9 == true or checker_91 ==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n CORAL\n\n MACD\n\n\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true 
//dec1 dec2 dec4 dec5
    if dec1 == true and dec2==true and dec3 == false and dec4==true and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_3 == true or checker_31 == true) and (checker_7 == true or checker_71 == true) and (checker_9 == true or checker_91 ==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n SSL\n\n MACD\n\n\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true 
//dec1 dec2 dec3 dec5
    if dec1 == true and dec2==true and dec3 == true and dec4==false and dec5== true
        if (checker_1 == true or checker_11==true) and (checker_3 == true or checker_31 == true) and (checker_5 == true or checker_51 == true) and (checker_9 == true or checker_91 ==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="HARSI\n SSL\n\n CORAL\n\n\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true 
//dec2 dec3 dec4 dec5
    if dec1 == false and dec2==true and dec3 == true and dec4==true and dec5== true 
        if (checker_3 == true or checker_31 == true) and (checker_5 == true or checker_51 == true) and (checker_7 == true or checker_71 ==true) and (checker_9 == true or checker_91==true)
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SSL\n CORAL\n\n MACD\n\n\n WAVE")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true 
//=======================================================================5 SEÇENEK=======================================================================//
//dec1 dec2 dec3 dec4 dec5
    if dec1 == true and dec2==true and dec3 == true and dec4==true and dec5== true 
        if (checker_1 == true or checker_11) and (checker_3 == true or checker_31 == true) and (checker_5 == true or checker_51 == true) and (checker_7 == true or checker_71 ==true) and (checker_9 == true or checker_91==true) 
            label.new(bar_index, low-ta.tr, color=color.green,style= label.style_label_up, size=size.small, text="SUPER BUY")
            strategy.entry("long", strategy.long)
            sell:= false
            buy:=true 
               
//=======================================================================SELL=======================================================================//
//=======================================================================TEK SEÇENEK=======================================================================//
if buy == true and sell==false
//dec1
    if dec1 == true and dec2==false and dec3== false and dec4==false and dec5==false
        if checker_2 or checker_21
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
//dec2
    if dec2 == true and dec1==false and dec3== false and dec4==false and dec5==false
        if checker_4 or checker_41
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false   
//dec3
    if dec3 == true and dec2==false and dec1== false and dec4==false and dec5==false
        if checker_6 or checker_61
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="CORAL")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec4    
    if dec4 == true and dec2==false and dec3== false and dec1==false and dec5==false
        if checker_8 or checker_81
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false     
//dec5    
    if dec5 == true and dec1==false and dec2== false and dec3==false and dec4==false
        if checker_10 or checker_101
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false   
//=======================================================================2 SEÇENEK=======================================================================//
//dec1-dec2
    if dec1 == true and dec2==true and dec3== false and dec4== false and dec5== false
        if (checker_2==true or checker_21==true) and (checker_4 or checker_41 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec1 dec3
    if dec1 == true and dec2==false and dec3== true and dec4== false and dec5== false
        if (checker_2 == true or checker_21==true) and (checker_6 == true or checker_61 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n CORAL")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec1 dec4
    if dec1 == true and dec2==false and dec3== false and dec4== true and dec5== false
        if (checker_2 == true or checker_21==true) and (checker_8 == true or checker_81 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec1 dec5
    if dec1 == true and dec2==false and dec3== false and dec4== false and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec2 dec3
    if dec1 == false and dec2==true and dec3== true and dec4== false and dec5== false
        if (checker_4 == true or checker_41==true) and (checker_6 == true or checker_61 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n CORAL")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec2 dec4
    if dec1 == false and dec2==true and dec3== false and dec4== true and dec5== false
        if (checker_4 == true or checker_41==true) and (checker_8 == true or checker_81 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec2 dec5
    if dec1 == false and dec2==true and dec3== false and dec4== false and dec5== true
        if (checker_4 == true or checker_41==true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
 //dec3 dec4
    if dec1 == false and dec2==false and dec3== true and dec4== true and dec5== false
        if (checker_6 == true or checker_61==true) and (checker_8 == true or checker_81 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="CORAL\n MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false   
//dec3 dec5
    if dec1 == false and dec2==false and dec3== true and dec4== false and dec5== true
        if (checker_6 == true or checker_61==true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="CORAL\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false             
//dec4 dec5
    if dec1 == false and dec2==false and dec3== false and dec4== true and dec5== true
        if (checker_8 == true or checker_81==true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="MACD\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false             
//=======================================================================3 SEÇENEK=======================================================================//
// dec1 dec2 dec3
    if dec1 == true and dec2==true and dec3 == true and dec4 ==false and dec5== false
        if (checker_2 == true or checker_21==true) and (checker_4 == true or checker_41 == true) and (checker_6 == true or checker_61 == true)
            label.new(bar_index, high+ta.tr/2, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n CORAL")
            strategy.entry("short", strategy.short)
            sell:= true
            buy := false
// dec1 dec2 dec4
    if dec1 == true and dec2==true and dec3 == false and dec4 ==true and dec5== false
        if (checker_2 == true or checker_21==true) and (checker_4 == true or checker_41 == true) and (checker_8 == true or checker_81 == true)
            label.new(bar_index, high+ta.tr/2, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy := false
// dec1 dec2 dec5
    if dec1 == true and dec2==true and dec3 == false and dec4 ==false and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_4 == true or checker_41 == true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr/2, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n MACD ")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
// dec1 dec3 dec4
    if dec1 == true and dec2==false and dec3 == true and dec4 ==true and dec5== false
        if (checker_2 == true or checker_21==true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n CORAL\n\n MACD ")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false  
// dec1 dec3 dec5
    if dec1 == true and dec2==false and dec3 == true and dec4 ==false and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_6 == true or checker_61 == true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n MACD ")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
// dec1 dec4 dec5
    if dec1 == true and dec2==false and dec3 == false and dec4 ==true and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_8 == true or checker_81 == true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n MACD\n\n WAVE ")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
// dec2 dec3 dec4
    if dec1 == false and dec2==true and dec3 == true and dec4==true and dec5== false
        if (checker_4 == true or checker_41==true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n CORAL\n\n MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
// dec2 dec3 dec5
    if dec1 == false and dec2==true and dec3== true and dec4== false and dec5== true
        if (checker_4 == true or checker_41==true) and (checker_6 == true or checker_61 == true) and (checker_10 == true or checker_101==true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n CORAL\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
// dec2 dec4 dec5
    if dec1 == false and dec2==true and dec3== false and dec4== true and dec5== true
        if (checker_4 == true or checker_41==true) and (checker_8 == true or checker_81 == true) and (checker_10 == true or checker_101==true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n CORAL\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
// dec3 dec4 dec5
    if dec1 == false and dec2==false and dec3 == true and dec4 ==true and dec5== true
        if (checker_6 == true or checker_61==true) and (checker_8 == true or checker_81 == true) and (checker_10 == true or checker_101 == true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="CORAL\n MACD\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
//=======================================================================4 SEÇENEK=======================================================================//
//dec1 dec2 dec3 dec4
    if dec1 == true and dec2==true and dec3 == true and dec4==true and dec5== false
        if (checker_2 == true or checker_21==true) and (checker_4 == true or checker_41 == true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 ==true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n CORAL\n\n\n MACD")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false        
//dec1 dec3 dec4 dec5
    if dec1 == true and dec2==false and dec3 == true and dec4==true and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 == true) and (checker_10 == true or checker_101 ==true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n CORAL\n\n MACD\n\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
//dec1 dec2 dec4 dec5
    if dec1 == true and dec2==true and dec3 == false and dec4==true and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_4 == true or checker_41 == true) and (checker_8 == true or checker_81 == true) and (checker_10 == true or checker_101 ==true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n MACD\n\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
//dec1 dec2 dec3 dec5
    if dec1 == true and dec2==true and dec3 == true and dec4==false and dec5== true
        if (checker_2 == true or checker_21==true) and (checker_4 == true or checker_41 == true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 ==true)
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="HARSI\n SSL\n\n CORAL\n\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false 
//dec2 dec3 dec4 dec5
    if dec1 == false and dec2==true and dec3 == true and dec4==true and dec5== true 
        if (checker_4 == true or checker_41 == true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 ==true) and (checker_10 == true or checker_101==true) 
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SSL\n CORAL\n\n MACD\n\n\n WAVE")
            strategy.entry("short", strategy.short)
            sell:= true
            buy:=false
//=======================================================================5 SEÇENEK=======================================================================//
//dec1 dec2 dec3 dec4 dec5
    if dec1 == true and dec2==true and dec3 == true and dec4==true and dec5== true 
        if (checker_2 == true or checker_21) and (checker_4 == true or checker_41 == true) and (checker_6 == true or checker_61 == true) and (checker_8 == true or checker_81 ==true) and (checker_10 == true or checker_101==true) 
            label.new(bar_index, high+ta.tr, color=color.red,style= label.style_label_down, size=size.small, text="SUPER SELL")
            strategy.entry("short", strategy.short)            
            sell:= true
            buy:=false