Estrategia de inversión de tendencia con combinación de múltiples indicadores


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Estrategia de inversión de tendencia con combinación de múltiples indicadores

Descripción general

Se trata de una estrategia que utiliza varios indicadores para combinar y identificar los puntos de reversión de la tendencia de los precios. La idea básica es que un solo indicador es difícil de identificar perfectamente el punto de inflexión de la tendencia, por lo que elegir varios indicadores con una función similar para combinar, cuando varios indicadores emiten señales simultáneas, podemos determinar la probabilidad relativa de que se produzca una reversión de la tendencia y, por lo tanto, realizar operaciones comerciales.

Principio de estrategia

La estrategia selecciona cinco indicadores diferentes para su uso en combinación, que tienen la función de determinar la tendencia de los precios. Los cinco indicadores son:

  1. Coral Trend Indicator: combinaciones de medias móviles lisas de índices de triple o más para determinar la tendencia de los precios
  2. SSL Channel: el canal y la tendencia de precios en combinación con el promedio móvil
  3. El RSI de Heikin Ashi: Tendencia de la combinación de índices de cambio y líneas medias diarias
  4. MACD DEMA: tendencia de las medias móviles binarias y la combinación de MACD
  5. El WaveTrend Oscillator: tendencias basadas en el canal de precios

La lógica de trading de la estrategia es que se puede elegir arbitrariamente uno o más indicadores de los 5 indicadores mencionados anteriormente para combinarlos. Cuando varios indicadores seleccionados emiten señales de compra / venta al mismo tiempo, abrimos una posición de plus / short en la barra correspondiente.

Por ejemplo, si elegimos 2 indicadores: Coral Trend y SSL Channel. Entonces solo hacemos más si ambos emiten señales de compra al mismo tiempo; solo hacemos nada si ambos emiten señales de venta al mismo tiempo.

La verificación de la combinación de varios indicadores puede mejorar considerablemente la fiabilidad de las señales de negociación y evitar la confusión de un solo indicador.

Ventajas estratégicas

  1. El uso de una combinación de indicadores puede identificar situaciones de alta probabilidad de reversión de tendencias y mejorar la ganancia de las operaciones.
  2. Cada indicador utiliza un método de cálculo diferente para que la señal sea más completa y precisa.
  3. Se puede elegir entre 1 y 5 indicadores para combinarlos, con flexibilidad
  4. Proporciona una configuración de parámetros detallada para cada indicador, que se puede optimizar para diferentes mercados
  5. Ofrece parámetros de la ventana de retrospectiva para ajustar la sensibilidad de identificación de puntos de venta

Riesgos estratégicos y soluciones

  1. El riesgo de que un solo indicador sea engañoso

    • Solución: Verificación combinada de varios indicadores

  2. La configuración incorrecta de los parámetros puede causar demasiada sensibilidad o demasiada lentitud

    • Solución: Parámetros de optimización de pruebas repetidas según diferentes ciclos y variedades

  3. Hay un cierto retraso entre los indicadores

    • Solución: Configurar una ventana de tiempo de retroceso adecuada

Dirección de optimización de la estrategia

  1. Prueba más tipos de indicadores de tendencia, amplía el grupo de indicadores y enriquece la combinación
  2. Aumentar el algoritmo de aprendizaje automático para identificar la mejor combinación de indicadores
  3. Aumentar los parámetros para adaptarse a los módulos de optimización, lo que permite que los parámetros se ajusten dinámicamente
  4. Reversión de las tendencias de identificación en combinación con indicadores emocionales y fundamentales
  5. Desarrollo de modelos de gestión de riesgos cuantitativos para controlar el riesgo de las transacciones

Resumir

La estrategia en su conjunto ha logrado una estrategia de inversión de tendencias más fiable. Su idea, que utiliza una combinación de varios indicadores de verificación, tiene una gran adaptabilidad universal y una excelente extensibilidad. Si se optimiza aún más, junto con tecnologías como el aprendizaje automático y la optimización dinámica de parámetros, el efecto puede mejorar aún más y merece un estudio y una aplicación más profundos.

Código Fuente de la Estrategia 
/*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
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