Strategi S/R dua arah perdagangan kuantitatif


Tanggal Pembuatan: 2024-02-06 12:13:22 Akhirnya memodifikasi: 2024-02-06 12:13:22
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Strategi S/R dua arah perdagangan kuantitatif

Ringkasan

Strategi ini mengidentifikasi level resistensi dukungan dengan melacak periode kenaikan atau penurunan harga secara berturut-turut, dan kemudian menggabungkan rata-rata bergerak sebagai sinyal masuk dan berhenti untuk membangun strategi perdagangan posisi panjang dan posisi pendek. Strategi ini dapat melakukan banyak shorting sekaligus, atau hanya satu sisi.

Prinsip

  1. Identifikasi titik resistansi
    • Ketika harga penutupan 4 hari berturut-turut lebih tinggi dari harga penutupan 4 hari sebelumnya, titik ini dicatat sebagai dukungan ke bawah
    • Ketika harga penutupan 4 hari berturut-turut di bawah harga penutupan 4 hari sebelumnya, titik ini dicatat sebagai resistance level naik
  2. Pembuatan sinyal
    • Setelah identifikasi ke level dukungan, jika periode kenaikan harga mencapai batas posisi lama yang ditetapkan (default 9 hari), menghasilkan sinyal melakukan lebih banyak
    • Setelah identifikasi ke titik resistensi, sinyal shorting dihasilkan jika jumlah periode penurunan harga mencapai ambang batas posisi pendek yang ditetapkan (default 9 hari)
  3. Filter moving average dan stop loss
    • Meminta harga lebih tinggi atau lebih rendah dari rata-rata bergerak yang ditetapkan pada waktu masuk untuk memfilter sinyal
    • Moving Average saat Stop Loss disetel sebagai entry

Keunggulan

  1. Pengukuran resistance level dengan support lebih dapat diandalkan dan tidak akan tertipu oleh pergerakan jangka pendek
  2. Kombinasi filter moving average dapat mengurangi sinyal palsu
  3. Perdagangan dua arah dapat meningkatkan frekuensi operasi dan meningkatkan peluang keuntungan
  4. Parameter yang dapat disesuaikan, dapat dioptimalkan sesuai dengan varietas dan situasi pasar yang berbeda

Risiko dan Solusi

  1. Dalam pasar tren, mungkin terjadi beberapa transaksi yang merugikan dalam waktu singkat
    • Periode rata-rata bergerak dapat ditingkatkan secara tepat untuk mengurangi frekuensi perdagangan
  2. Probabilitas kesalahan penilaian pada bit support atau resistance
    • Threshold panjang yang dapat disesuaikan untuk menentukan titik resistensi dukungan
  3. Stop loss mungkin terlalu sering dipicu oleh pasar yang sangat bergoyang
    • Anda dapat meregangkan ambang kerugian yang sesuai.
    • Meningkatkan indikator penilaian tren

Arah optimasi

  1. Menambahkan lebih banyak penilaian indikator teknis untuk meningkatkan stabilitas strategi
    • Meningkatkan indikator penilaian seperti tren dan momentum
  2. Optimalkan dukungan logis penilaian resistor bit
    • Pengaruh berbagai parameter pengujian terhadap kesimpulan
  3. Optimalisasi parameter untuk varietas dan siklus tertentu
    • Berbagai varietas memiliki parameter yang berbeda
  4. Mengembangkan mekanisme penangguhan kerusakan
    • Stop loss yang disesuaikan dengan volatilitas pasar

Meringkaskan

Strategi ini secara keseluruhan relatif sederhana dan dapat diandalkan, dengan penilaian yang tepat terhadap titik-titik resistensi yang mendukung, peluang untuk membalikkan harga dapat ditangkap dengan probabilitas yang lebih tinggi. Di samping itu, kombinasi dengan rata-rata bergerak memastikan waktu masuk dan menghindari penarikan.

Kode Sumber Strategi
/*backtest
start: 2023-01-30 00:00:00
end: 2024-02-05 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

// This source code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
// © GlobalMarketSignals

//@version=4
strategy("GMS: TD Sequential Strategy", overlay=true)

LongShort     = input(title="Long Only or Short Only or Both?", type=input.string, defval="Both", options=["Both", "Long Only", "Short Only"])
PriceFlipL    = input(title="TD Sequential Long Price Flip", type = input.integer ,defval=9)
PriceFlipS    = input(title="TD Sequential Short Price Flip", type = input.integer ,defval=9)
MAs1          = input(title="Long MA", type=input.string, defval="SMA", options=["SMA", "EMA", "VWMA"])
MAs2          = input(title="Short MA", type=input.string, defval="SMA", options=["SMA", "EMA", "VWMA"])
SMAlenL       = input(title="Long MA Exit Length", type = input.integer ,defval=10)
SMAlenS       = input(title="Short MA Exit Length", type = input.integer ,defval=10)
AboveBelowL   = input(title="Long Trend Filter?", type=input.string, defval="Above", options=["Above", "Below", "Don't Include"])
AboveBelowS   = input(title="Short Trend Filter?", type=input.string, defval="Below", options=["Above", "Below", "Don't Include"])
TLma          = input(title="Trend MA", type=input.string, defval="SMA", options=["SMA", "EMA", "VWMA"])
TrendLength   = input(title="Trend MA Length", type = input.integer ,defval=200)
PTbutton      = input(title="Profit Target On/Off", type=input.bool, defval=true)
ProfitTarget  = input(title="Profit Target %", type=input.float, defval=1, step=0.1, minval=0)
SLbutton      = input(title="Stop Loss On/Off", type=input.bool, defval=true)
StopLoss      = input(title="Stop Loss %", type=input.float, defval=-1, step=0.1, maxval=0)

//PROFIT TARGET & STOPLOSS

if PTbutton == true and SLbutton == true
    strategy.exit("EXIT", profit=((close*(ProfitTarget*0.01))/syminfo.mintick), loss=((close*(StopLoss*-0.01))/syminfo.mintick))
else
    if PTbutton == true and SLbutton == false
        strategy.exit("PT EXIT", profit=((close*(ProfitTarget*0.01))/syminfo.mintick))
    else
        if PTbutton == false and SLbutton == true
            strategy.exit("SL EXIT", loss=((close*(StopLoss*-0.01))/syminfo.mintick))
        else    
            strategy.cancel("PT EXIT")

// S/R Code By johan.gradin (lines 36-46)
// Buy setup//
priceflip1 = barssince(close>close[4])
buysetup = close<close[4] and priceflip1
buy = buysetup and barssince(priceflip1!=9)
buyovershoot = barssince(priceflip1!=13) and buysetup
// Sell Setup //
priceflip = barssince(close<close[4])
sellsetup = close>close[4] and priceflip
sell = sellsetup and barssince(priceflip!=9)
sellovershoot = sellsetup and barssince(priceflip!=13)


///////
/////// SMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "SMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "SMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and  close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "SMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) )
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "SMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "SMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close<sma(close,TrendLength))
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "SMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "SMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "SMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and  close<sma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "SMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) )
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "SMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "SMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close<sma(close,TrendLength))
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "SMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))  

///////
/////// EMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "EMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "EMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and  close<sma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "EMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) )
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "EMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<ema(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "EMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close<sma(close,TrendLength))
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "EMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) )
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "EMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "EMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and  close<sma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "EMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) )
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "EMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<ema(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "EMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close<sma(close,TrendLength))
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "EMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) )
    strategy.close("SHORT",  when = close<ema(close,SMAlenS)) 



///////
/////// VWMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "VWMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "VWMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and  close<sma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "VWMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) )
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "VWMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<vwma(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "VWMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close<sma(close,TrendLength))
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "VWMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "VWMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and close>sma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "VWMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and  close<sma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "VWMA" and TLma == "SMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) )
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "VWMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close>sma(close,TrendLength))
    strategy.close("SHORT", when = close<vwma(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "VWMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close<sma(close,TrendLength))
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "VWMA" and TLma == "SMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS)) 

    
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

///////
/////// SMA
///////


if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "SMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and close>ema(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "SMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and  close<ema(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "SMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) )
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "SMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close>ema(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "SMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close<ema(close,TrendLength))
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "SMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "SMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and close>ema(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "SMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and  close<ema(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "SMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) )
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "SMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close>ema(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "SMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close<ema(close,TrendLength))
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "SMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))  

///////
/////// EMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "EMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and close>ema(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "EMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and  close<ema(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "EMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) )
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "EMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close>ema(close,TrendLength))
    strategy.close("SHORT", when = close<ema(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "EMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close<ema(close,TrendLength))
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "EMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) )
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "EMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and close>ema(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "EMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and  close<ema(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "EMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) )
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "EMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close>ema(close,TrendLength))
    strategy.close("SHORT", when = close<ema(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "EMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close<ema(close,TrendLength))
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "EMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) )
    strategy.close("SHORT",  when = close<ema(close,SMAlenS)) 



///////
/////// VWMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "VWMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and close>ema(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "VWMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and  close<ema(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "VWMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) )
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "VWMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close>ema(close,TrendLength))
    strategy.close("SHORT", when = close<vwma(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "VWMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close<ema(close,TrendLength))
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "VWMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "VWMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and close>ema(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "VWMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and  close<ema(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "VWMA" and TLma == "EMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) )
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "VWMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close>ema(close,TrendLength))
    strategy.close("SHORT", when = close<vwma(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "VWMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close<ema(close,TrendLength))
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "VWMA" and TLma == "EMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS)) 

    
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

///////
/////// SMA
///////


if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "SMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and close>vwma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "SMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and  close<vwma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "SMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) )
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "SMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close>vwma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "SMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close<vwma(close,TrendLength))
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "SMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "SMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and close>vwma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "SMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) and  close<vwma(close,TrendLength))
    strategy.close("LONG", when = close>sma(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "SMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<sma(close,SMAlenL) )
    strategy.close("LONG", when = close>sma(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "SMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close>vwma(close,TrendLength))
    strategy.close("SHORT", when = close<sma(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "SMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) and close<vwma(close,TrendLength))
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "SMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>sma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<sma(close,SMAlenS))  

///////
/////// EMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "EMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and close>vwma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "EMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and  close<vwma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "EMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) )
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "EMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close>vwma(close,TrendLength))
    strategy.close("SHORT", when = close<ema(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "EMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close<vwma(close,TrendLength))
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "EMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) )
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "EMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and close>vwma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "EMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) and  close<vwma(close,TrendLength))
    strategy.close("LONG", when = close>ema(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "EMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<ema(close,SMAlenL) )
    strategy.close("LONG", when = close>ema(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "EMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close>vwma(close,TrendLength))
    strategy.close("SHORT", when = close<ema(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "EMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) and close<vwma(close,TrendLength))
    strategy.close("SHORT",  when = close<ema(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "EMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>ema(close,SMAlenS) )
    strategy.close("SHORT",  when = close<ema(close,SMAlenS)) 



///////
/////// VWMA
///////

if LongShort =="Long Only" and AboveBelowL == "Above" and MAs1 == "VWMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and close>vwma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
if LongShort =="Long Only" and  AboveBelowL == "Below" and MAs1 == "VWMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and  close<vwma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))

if LongShort =="Long Only" and  AboveBelowL == "Don't Include" and MAs1 == "VWMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) )
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
///////
    
if LongShort =="Short Only" and  AboveBelowS == "Above" and MAs2 == "VWMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close>vwma(close,TrendLength))
    strategy.close("SHORT", when = close<vwma(close,SMAlenS))
    
if LongShort =="Short Only" and  AboveBelowS == "Below" and MAs2 == "VWMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close<vwma(close,TrendLength))
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

if LongShort =="Short Only" and  AboveBelowS == "Don't Include" and MAs2 == "VWMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

///////
    
if LongShort =="Both" and AboveBelowL == "Above" and MAs1 == "VWMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and close>vwma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
if LongShort =="Both" and  AboveBelowL == "Below" and MAs1 == "VWMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) and  close<vwma(close,TrendLength))
    strategy.close("LONG", when = close>vwma(close,SMAlenL))

if LongShort =="Both" and  AboveBelowL == "Don't Include" and MAs1 == "VWMA" and TLma == "VWMA"
    strategy.entry("LONG", true, when = buysetup and barssince(priceflip1!=PriceFlipL) and close<vwma(close,SMAlenL) )
    strategy.close("LONG", when = close>vwma(close,SMAlenL))
    
    
if LongShort =="Both" and  AboveBelowS == "Above" and MAs2 == "VWMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close>vwma(close,TrendLength))
    strategy.close("SHORT", when = close<vwma(close,SMAlenS))
    
if LongShort =="Both" and  AboveBelowS == "Below" and MAs2 == "VWMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) and close<vwma(close,TrendLength))
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS))

if LongShort =="Both" and  AboveBelowS == "Don't Include" and MAs2 == "VWMA" and TLma == "VWMA"
    strategy.entry("SHORT", false, when = sellsetup and barssince(priceflip!=PriceFlipS) and close>vwma(close,SMAlenS) )
    strategy.close("SHORT",  when = close<vwma(close,SMAlenS)) 

    
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////