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Strategi perdagangan pembalikan tren multi-indikator

Penulis:ChaoZhang, Tanggal: 2024-01-23 15:33:59
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Gambaran umum

Ini adalah strategi yang menggabungkan beberapa indikator untuk mengidentifikasi titik pembalikan tren dalam harga. Ide dasarnya adalah bahwa satu indikator saja sering gagal mengidentifikasi dengan sempurna perubahan tren. Oleh karena itu, kita memilih beberapa indikator dengan fungsi yang sama dan menggabungkannya, sehingga ketika beberapa indikator memberikan sinyal beli / jual secara bersamaan, kita dapat mengkonfirmasi probabilitas pembalikan tren yang relatif tinggi dan membuat keputusan perdagangan.

Logika Strategi

Strategi ini memilih 5 indikator yang berbeda untuk kombinasi. 5 indikator ini semua memiliki kemampuan untuk menilai tren harga.

  1. Coral Trend Indicator: Menggunakan kombinasi tiga atau orde yang lebih tinggi eksponensial rata-rata bergerak smoothing untuk menentukan tren harga
  2. Saluran SSL: Menggabungkan rata-rata bergerak untuk menentukan saluran dan tren harga
  3. Heikin Ashi RSI: Menggabungkan indikator RSI dengan rata-rata intraday untuk menentukan tren
  4. MACD DEMA: Menggabungkan rata-rata bergerak eksponensial ganda dan MACD untuk menentukan tren
  5. WaveTrend Oscillator: Menentukan tren berdasarkan saluran harga

Logika trading dari strategi ini adalah bahwa dari 5 indikator di atas, salah satu atau lebih dapat dipilih untuk kombinasi. Hanya ketika beberapa indikator yang dipilih memberikan sinyal beli/jual secara bersamaan pada sebuah bar, kita akan membuka posisi panjang/pendek sesuai.

Sebagai contoh, jika kita memilih 2 indikator: Coral Trend dan SSL Channel. kita hanya akan pergi panjang ketika keduanya memberikan sinyal beli pada saat yang sama; dan hanya pergi pendek ketika keduanya memberikan sinyal jual pada saat yang sama.

Melalui verifikasi multi-indikator tersebut, keandalan sinyal perdagangan dapat ditingkatkan secara signifikan dan menghindari penyimpangan oleh indikator individu.

Keuntungan dari Strategi

  1. Menggunakan kombinasi beberapa indikator dapat mengidentifikasi situasi pembalikan tren dengan probabilitas tinggi dan meningkatkan tingkat kemenangan perdagangan
  2. Setiap indikator menggunakan metode perhitungan yang berbeda untuk membuat sinyal lebih komprehensif dan akurat
  3. Kombinasi fleksibel dengan memilih dari 1 sampai 5 indikator secara sewenang-wenang
  4. Pengaturan parameter terperinci disediakan untuk setiap indikator untuk optimasi di pasar yang berbeda
  5. Parameter jendela melihat kembali yang disediakan untuk menyesuaikan sensitivitas dalam mengidentifikasi titik panjang/pendek

Risiko & Solusi

  1. Risiko menyesatkan indikator individu

    • Solusi: Verifikasi melalui kombinasi beberapa indikator
  2. Pengaturan parameter yang tidak benar dapat menyebabkan terlalu banyak sensitivitas atau kebutaan

    • Solusi: Uji ulang dan optimalkan parameter berdasarkan jangka waktu dan produk yang berbeda
  3. Beberapa keterlambatan antara indikator

    • Solusi: Atur jendela waktu mundur yang tepat

Arahan untuk Optimasi Strategi

  1. Uji lebih banyak jenis indikator penilaian tren dan perluas kumpulan indikator untuk memperkaya kombinasi
  2. Meningkatkan algoritma pembelajaran mesin untuk secara otomatis mengidentifikasi kombinasi indikator optimal
  3. Tambahkan modul optimasi adaptif parameter untuk penyesuaian parameter dinamis
  4. Menggabungkan indikator sentimen, fundamental, dll untuk mengidentifikasi pembalikan tren
  5. Mengembangkan model manajemen risiko kuantitatif untuk mengendalikan risiko perdagangan

Kesimpulan

Strategi ini secara keseluruhan telah mencapai strategi perdagangan pembalikan tren yang relatif dapat diandalkan. Ide untuk menggunakan verifikasi multi-indikator memiliki fleksibilitas yang besar dan ekstensibilitas yang sangat baik. Dengan optimasi lebih lanjut menggunakan teknologi seperti pembelajaran mesin dan optimasi parameter dinamis, kinerjanya dapat ditingkatkan lebih lanjut dan layak penelitian dan aplikasi yang mendalam.


/*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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