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Handelsstrategie mit doppeltem gleitendem Durchschnittsrückgang

Schriftsteller:ChaoZhang, Datum: 2024-05-24 17:08:38
Tags:RPKATR

Übersicht

Diese Strategie verwendet zwei lineare Regressionslinien mit unterschiedlicher Länge als Handelssignale, kombiniert mit ATR für Stop-Loss und partielle Gewinnentnahme. Wenn die kurzfristige lineare Regressionslinie über die längerfristige lineare Regressionslinie von unten kreuzt, erzeugt sie ein langes Signal; umgekehrt, wenn die kurzfristige lineare Regressionslinie unter die längerfristige lineare Regressionslinie von oben kreuzt, erzeugt sie ein kurzes Signal.

Strategieprinzipien

Berechnen Sie zwei lineare Regressionslinien mit unterschiedlichen Perioden (Standard 20 und 40) als Handelssignale
Wenn die lineare Regressionslinie mit kürzerer Periode über die lineare Regressionslinie mit längerer Periode kreuzt, wird eine Longposition eröffnet, wenn keine aktuelle Position vorhanden ist.
Wenn die lineare Regressionslinie mit kürzerer Periode unterhalb der linearen Regressionslinie mit längerer Periode kreuzt, wird eine Shortposition eröffnet, wenn keine aktuelle Position vorliegt.
Nach Eröffnung einer Position wird ATR zur Berechnung des Stop-Loss-Preises verwendet und alle Positionen geschlossen, wenn der Preis das Stop-Loss-Niveau erreicht.
Die Strategie setzt außerdem eine partielle Gewinnnahme-Methode ein, bei der 16 verschiedene Prozentsatzgewinnniveaus (von 5% bis 80%) anhand des Einstiegspreises berechnet und eine entsprechende Anzahl von Positionen auf jeder Gewinnniveaus gemäß dem Eingabeprozentsatz geschlossen werden.
Bis alle Positionen geschlossen sind

Analyse der Vorteile

Die Verwendung von linearer Regression als Trendbeurteilung und Handelssignal kann Trends besser erfassen
Die Kombination von zwei linearen Regressionen mit unterschiedlichen Perioden erzeugt eine zuverlässigere Signalbestätigung.
Mit ATR als Stop-Loss können Risiken besser kontrolliert und mit Kursschwankungen synchronisiert werden
Die Teilgewinnmethode kann bei anhaltender Tendenz mehr Gewinn erzielen und gleichzeitig die Risikokontrolle berücksichtigen.
Der Code ist sehr modularisiert mit vielen Eingabeparametern, so dass die Strategie sehr anpassbar

Risikoanalyse

Lineare Regressionssignale können falsche Signale erzeugen, was zu Verlusten führt
Teilweise Gewinngewinnung kann zu längeren Haltungszeiten führen, die mit Abzugsrisiken verbunden sind
Falsche Einstellungen von Parametern können zu schlechter Strategieleistung führen
In extremen Marktbedingungen kann die Strategie erhebliche Rückgänge erleiden

Optimierungsrichtlinien

Es sollte in Betracht gezogen werden, mehr Indikatoren oder Filterbedingungen einzuführen, um die Genauigkeit des Signals zu verbessern, wie z. B. Trendbestätigungsindikatoren, Volatilitätsindikatoren usw.
Optimierung der Position und Strategie von Take-Profit und Stop-Loss, Berücksichtigung dynamischer Take-Profit und Stop-Loss
Optimieren von Parametern, um die beste Parameterkombination zu finden
Hinzufügen von Positionsmanagement zur Anpassung der Positionsgröße an die Marktvolatilitätsbedingungen

Zusammenfassung

Diese doppelte gleitende Durchschnitts-Regressionsstrategie kombiniert Trendfolgungs- und Take-Profit/Stop-Loss-Strategien, die Trending-Märkte effektiv erfassen und gleichzeitig Drawdowns kontrollieren können.

/*backtest
start: 2023-05-24 00:00:00
end: 2024-05-23 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

// This Pine Script™ code is subject to the terms of the Mozilla Public License 2.0 at https://mozilla.org/MPL/2.0/
// © fuatcakir9

//@version=5

strategy(title = "RPK_V4.3(1K$)_Shared", shorttitle="RPK_V4.3(1K$)_Shared",overlay=true)

////

regresyonUzunluk = input.int(20, minval=1,step = 20, group = "Strategy Condition")
off = 0
sapma = 2
cc1 = close
lreg1 = ta.linreg(cc1, regresyonUzunluk, off)
lreg_x1 = ta.linreg(cc1, regresyonUzunluk, off + 1)
b1 = bar_index
s1 = lreg1 - lreg_x1
intr1 = lreg1 - b1 * s1
dS1 = 0.0
for i1 = 0 to regresyonUzunluk - 1 by 1
    dS1 += math.pow(cc1[i1] - (s1 * (b1 - i1) + intr1), 2)
    dS1
de1 = math.sqrt(dS1 / regresyonUzunluk)
up1 = -de1 * sapma + lreg1
down1 = de1 * sapma + lreg1
t1 = 0
x11 = bar_index - regresyonUzunluk
x21 = bar_index
kirmizi = s1 * (bar_index - regresyonUzunluk) + intr1
yesil = lreg1

//
regresyonUzunlukUst = input.int(40, minval=1,step = 20, group = "Strategy Condition")
cc1Ust = close
lreg1Ust = ta.linreg(cc1Ust, regresyonUzunlukUst, off)
lreg_x1Ust = ta.linreg(cc1Ust, regresyonUzunlukUst, off + 1)
b1Ust = bar_index
s1Ust = lreg1Ust - lreg_x1Ust
intr1Ust = lreg1Ust - b1 * s1Ust
dS1Ust = 0.0
for i1Ust = 0 to regresyonUzunlukUst - 1 by 1
    dS1Ust += math.pow(cc1Ust[i1Ust] - (s1Ust * (b1Ust - i1Ust) + intr1Ust), 2)
    dS1Ust
de1Ust = math.sqrt(dS1Ust / regresyonUzunlukUst)
up1Ust = -de1Ust * sapma + lreg1Ust
down1Ust = de1Ust * sapma + lreg1Ust
t1Ust = 0
x11Ust = bar_index - regresyonUzunlukUst
x21Ust = bar_index
kirmiziUst = s1Ust * (bar_index - regresyonUzunlukUst) + intr1Ust
yesilUst = lreg1Ust
///


trendShort = plot(kirmizi,"RegresyonDown",color = color.rgb(248, 10, 10, 43),linewidth = 1,style = plot.style_line)
trendLong = plot(yesil,"RegresyonUp",color = color.rgb(8, 166, 13, 48),linewidth = 1,style = plot.style_line)

trendShortUst = plot(kirmiziUst,"RegresyonDown",color = color.rgb(255, 82, 82, 40),linewidth = 4,style = plot.style_line)
trendLongUst = plot(yesilUst,"RegresyonUp",color = color.rgb(76, 175, 79, 32),linewidth = 4,style = plot.style_line)

group_strategy = "Settings of Strategy"
Start_Time = input(defval=timestamp('01 January 2000 13:30 +0000'), title='Start Time of BackTest', group =group_strategy)
End_Time = input(defval=timestamp('30 April 2030 19:30 +0000'), title='End Time of BackTest', group =group_strategy)
yearCondition = true

trailingLongPrice = 0.0
trailingShortPrice = 0.0

atr = ta.atr(10)
atrCarpan = input.float(8,"ATR Carpan",step = 2,group = "Strategy Condition")

atrCarpan_changed = input.float(4,"Değişen ATR Carpan",step = 1,group = "Strategy Condition")
istenilen_kapatma_sayisi = input(defval = 16, title = "İstenilen Istem Sayısı",group = "Strategy Condition")



kapatilan_poz =strategy.closedtrades -  ta.valuewhen(strategy.opentrades[1] == 0 and strategy.opentrades == 1,strategy.closedtrades,0)

changed_color_up = color(na)
changed_color_down = color(na)

if kapatilan_poz >= istenilen_kapatma_sayisi
    atrCarpan := atrCarpan_changed
    changed_color_up := color.rgb(0, 255, 8)
    changed_color_down := color.rgb(255, 0, 0)
else
    changed_color_up := color.green
    changed_color_down := color.red

//

if strategy.position_size > 0
    stopValue = low - atrCarpan*atr
    trailingLongPrice := math.max(stopValue, trailingLongPrice[1])
else
    trailingLongPrice:=0


if strategy.position_size <0
    stopValue = high + atrCarpan*atr
    trailingShortPrice := math.min(stopValue, trailingShortPrice[1])
else
    trailingShortPrice :=99999

plot(strategy.position_size < 0 ? trailingShortPrice : na , color = changed_color_down, linewidth=3, style = plot.style_linebr)
plot(strategy.position_size > 0 ? trailingLongPrice : na , color=changed_color_up, linewidth=3,style = plot.style_linebr)



TP_Long_1_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=55"
TP_Long_2_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=60"
TP_Long_3_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=65"
TP_Long_4_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=66"
TP_Long_5_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=66"
TP_Long_6_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=67"
TP_Long_7_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=67"
TP_Long_8_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=68"
TP_Long_9_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=68"
TP_Long_10_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=69"
TP_Long_11_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=69"
TP_Long_12_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=70"
TP_Long_13_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=70"
TP_Long_14_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=71"
TP_Long_15_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=72"
TP_Long_16_Msg="\nYon=SELL\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=73"

TP_Short_1_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=55"
TP_Short_2_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=60"
TP_Short_3_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=65"
TP_Short_4_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=66"
TP_Short_5_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=66"
TP_Short_6_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=67"
TP_Short_7_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=67"
TP_Short_8_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=68"
TP_Short_9_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=68"
TP_Short_10_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=69"
TP_Short_11_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=69"
TP_Short_12_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=70"
TP_Short_13_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=70"
TP_Short_14_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=71"
TP_Short_15_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=72"
TP_Short_16_Msg="\nYon=BUY\nSembol={{ticker}}\nPiyasa=FUTURE\nTip=MARKET\nTutar=73"
//
longTSL = (ta.crossunder(close,trailingLongPrice)) and strategy.opentrades != 0
shortTSL = ta.crossover(close,trailingShortPrice) and strategy.opentrades != 0
 
longCondition3 = ta.crossover(yesil[1],kirmizi[1]) and yesilUst > kirmiziUst 
shortCondition3 = ta.crossunder(yesil[1],kirmizi[1]) and yesilUst < kirmiziUst 

longCondition =  longCondition3 and yearCondition and strategy.opentrades == 0 and strategy.position_size == 0
shortCondition =  shortCondition3 and yearCondition and strategy.opentrades == 0 and strategy.position_size == 0
//
tp1 = input.float(defval = 10.0, title = "TP1 Percent", inline = "1", group ="##### TP AND SL #####")/100
tp1_percent = input.int(defval = 5, title = "% TP1 Kapatma ", inline = "1", group ="##### TP AND SL #####")
tp2 = input.float(defval = 10.0, title = "TP2 Percent", inline = "2", group ="##### TP AND SL #####")/100
tp2_percent = input.int(defval = 5, title = "% TP2 Kapatma ", inline = "2", group ="##### TP AND SL #####")
tp3 = input.float(defval = 10.0, title = "TP3 Percent", inline = "3", group ="##### TP AND SL #####")/100
tp3_percent = input.int(defval = 5, title = "% TP3 Kapatma ", inline = "3", group ="##### TP AND SL #####")
tp4 = input.float(defval = 1.0, title = "TP4 Percent", inline = "4", group ="##### TP AND SL #####")/100
tp4_percent = input.int(defval = 5, title = "% TP4 Kapatma ", inline = "4", group ="##### TP AND SL #####")
tp5 = input.float(defval = 1.0, title = "TP5 Percent", inline = "5", group ="##### TP AND SL #####")/100
tp5_percent = input.int(defval = 5, title = "% TP5 Kapatma ", inline = "5", group ="##### TP AND SL #####")
tp6 = input.float(defval = 1.0, title = "TP6 Percent", inline = "6", group ="##### TP AND SL #####")/100
tp6_percent = input.int(defval = 5, title = "% TP6 Kapatma ", inline = "6", group ="##### TP AND SL #####")
tp7 = input.float(defval = 1.0, title = "TP7 Percent", inline = "7", group ="##### TP AND SL #####")/100
tp7_percent = input.int(defval = 5, title = "% TP7 Kapatma ", inline = "7", group ="##### TP AND SL #####")
tp8 = input.float(defval = 1.0, title = "TP8 Percent", inline = "8", group ="##### TP AND SL #####")/100
tp8_percent = input.int(defval = 5, title = "% TP8 Kapatma ", inline = "8", group ="##### TP AND SL #####")
tp9 = input.float(defval = 1.0, title = "TP9 Percent", inline = "9", group ="##### TP AND SL #####")/100
tp9_percent = input.int(defval = 5, title = "% TP9 Kapatma ", inline = "9", group ="##### TP AND SL #####")
tp10 = input.float(defval = 1.0, title = "TP10 Percent", inline = "10", group ="##### TP AND SL #####")/100
tp10_percent = input.int(defval = 5, title = "% TP10 Kapatma ", inline = "10", group ="##### TP AND SL #####")
tp11 = input.float(defval = 1.0, title = "TP11 Percent", inline = "11", group ="##### TP AND SL #####")/100
tp11_percent = input.int(defval = 5, title = "% TP11 Kapatma ", inline = "11", group ="##### TP AND SL #####")
tp12 = input.float(defval = 1.0, title = "TP12 Percent", inline = "12", group ="##### TP AND SL #####")/100
tp12_percent = input.int(defval = 5, title = "% TP12 Kapatma ", inline = "12", group ="##### TP AND SL #####")
tp13 = input.float(defval = 1.0, title = "TP13 Percent", inline = "13", group ="##### TP AND SL #####")/100
tp13_percent = input.int(defval = 5, title = "% TP13 Kapatma ", inline = "13", group ="##### TP AND SL #####")
tp14 = input.float(defval = 1.0, title = "TP14 Percent", inline = "14", group ="##### TP AND SL #####")/100
tp14_percent = input.int(defval = 5, title = "% TP14 Kapatma ", inline = "14", group ="##### TP AND SL #####")
tp15 = input.float(defval = 1.0, title = "TP15 Percent", inline = "15", group ="##### TP AND SL #####")/100
tp15_percent = input.int(defval = 5, title = "% TP15 Kapatma ", inline = "15", group ="##### TP AND SL #####")
tp16 = input.float(defval = 1.0, title = "TP16 Percent", inline = "16", group ="##### TP AND SL #####")/100
tp16_percent = input.int(defval = 5, title = "% TP16 Kapatma ", inline = "16", group ="##### TP AND SL #####")


v2takeprofit_level_long1 = strategy.position_avg_price * (1 + tp1 )
v2takeprofit_level_long2 = strategy.position_avg_price * (1 + (tp2+ tp1))
v2takeprofit_level_long3 = strategy.position_avg_price * (1 + (tp3 + tp2 + tp1))
v2takeprofit_level_long4 = strategy.position_avg_price * (1 + (tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long5 = strategy.position_avg_price * (1 + (tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long6 = strategy.position_avg_price * (1 + (tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long7 = strategy.position_avg_price * (1 + (tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long8 = strategy.position_avg_price * (1 + (tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long9 = strategy.position_avg_price * (1 + (tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long10 = strategy.position_avg_price * (1 + (tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long11 = strategy.position_avg_price * (1 + (tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long12 = strategy.position_avg_price * (1 + (tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long13 = strategy.position_avg_price * (1 + (tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long14 = strategy.position_avg_price * (1 + (tp14 + tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long15 = strategy.position_avg_price * (1 + (tp15 + tp14 + tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_long16 = strategy.position_avg_price * (1 + (tp16 + tp15 + tp14 + tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))

v2takeprofit_level_short1 = strategy.position_avg_price * (1 - tp1 )
v2takeprofit_level_short2 = strategy.position_avg_price * (1 - (tp2 + tp1))
v2takeprofit_level_short3 = strategy.position_avg_price * (1 - (tp3 + tp2 + tp1))
v2takeprofit_level_short4 = strategy.position_avg_price * (1 - (tp4 + tp3 + tp2 + tp1))
v2takeprofit_level_short5 = strategy.position_avg_price * (1 - (tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short6 = strategy.position_avg_price * (1 - (tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short7 = strategy.position_avg_price * (1 - (tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short8 = strategy.position_avg_price * (1 - (tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short9 = strategy.position_avg_price * (1 - (tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short10 = strategy.position_avg_price * (1 - (tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short11 = strategy.position_avg_price * (1 - (tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short12 = strategy.position_avg_price * (1 - (tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short13 = strategy.position_avg_price * (1 - (tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short14 = strategy.position_avg_price * (1 - (tp14 + tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short15 = strategy.position_avg_price * (1 - (tp15 + tp14 + tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))
v2takeprofit_level_short16 = strategy.position_avg_price * (1 - (tp16 + tp15 + tp14 + tp13 + tp12 + tp11 + tp10 + tp9 + tp8 + tp7 + tp6 + tp5 + tp4 + tp3 + tp2+ tp1))





if (longCondition)
    strategy.entry("Long", strategy.long, comment = "Long Giriş")

if (shortCondition)
    strategy.entry("Short", strategy.short, comment = "Short Giriş")

if longTSL 
    strategy.close("Long",comment = "Long TSL")
if shortTSL  
    strategy.close("Short", comment = "Short TSL")

if  strategy.position_size > 0 
    strategy.exit('TP_Long_1',from_entry = "Long", limit= v2takeprofit_level_long1 , qty_percent=tp1_percent, alert_message = TP_Long_1_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_2',from_entry = "Long", limit= v2takeprofit_level_long2 ,qty_percent=tp2_percent, alert_message = TP_Long_2_Msg)
if  strategy.position_size > 0     
    strategy.exit('TP_Long_3',from_entry = "Long", limit= v2takeprofit_level_long3 ,qty_percent= tp3_percent, alert_message = TP_Long_3_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_4',from_entry = "Long", limit= v2takeprofit_level_long4 ,qty_percent= tp4_percent, alert_message = TP_Long_4_Msg)
if  strategy.position_size > 0 
    strategy.exit('TP_Long_5',from_entry = "Long", limit= v2takeprofit_level_long5 , qty_percent=tp5_percent, alert_message = TP_Long_5_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_6',from_entry = "Long", limit= v2takeprofit_level_long6 ,qty_percent=tp6_percent, alert_message = TP_Long_6_Msg)
if  strategy.position_size > 0     
    strategy.exit('TP_Long_7',from_entry = "Long", limit= v2takeprofit_level_long7 ,qty_percent= tp7_percent, alert_message = TP_Long_7_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_8',from_entry = "Long", limit= v2takeprofit_level_long8 ,qty_percent= tp8_percent, alert_message = TP_Long_8_Msg)
if  strategy.position_size > 0 
    strategy.exit('TP_Long_9',from_entry = "Long", limit= v2takeprofit_level_long9 , qty_percent=tp9_percent, alert_message = TP_Long_9_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_10',from_entry = "Long", limit= v2takeprofit_level_long10 ,qty_percent=tp10_percent, alert_message = TP_Long_10_Msg)
if  strategy.position_size > 0     
    strategy.exit('TP_Long_11',from_entry = "Long", limit= v2takeprofit_level_long11 ,qty_percent= tp11_percent, alert_message = TP_Long_11_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_12',from_entry = "Long", limit= v2takeprofit_level_long12 ,qty_percent= tp12_percent, alert_message = TP_Long_12_Msg)
if  strategy.position_size > 0 
    strategy.exit('TP_Long_13',from_entry = "Long", limit= v2takeprofit_level_long13 , qty_percent=tp13_percent, alert_message = TP_Long_13_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_14',from_entry = "Long", limit= v2takeprofit_level_long14 ,qty_percent=tp14_percent, alert_message = TP_Long_14_Msg)
if  strategy.position_size > 0     
    strategy.exit('TP_Long_15',from_entry = "Long", limit= v2takeprofit_level_long15 ,qty_percent= tp15_percent, alert_message = TP_Long_15_Msg)
if  strategy.position_size > 0    
    strategy.exit('TP_Long_16',from_entry = "Long", limit= v2takeprofit_level_long16 ,qty_percent= tp16_percent, alert_message = TP_Long_16_Msg)

if  strategy.position_size < 0 
    strategy.exit('TP_Short_1',from_entry = "Short", limit= v2takeprofit_level_short1 , qty_percent=tp1_percent, alert_message = TP_Short_1_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_2',from_entry = "Short", limit= v2takeprofit_level_short2 ,qty_percent=tp2_percent, alert_message = TP_Short_2_Msg)
if  strategy.position_size < 0     
    strategy.exit('TP_Short_3',from_entry = "Short", limit= v2takeprofit_level_short3 ,qty_percent= tp3_percent, alert_message = TP_Short_3_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_4',from_entry = "Short", limit= v2takeprofit_level_short4 ,qty_percent= tp4_percent, alert_message = TP_Short_4_Msg)
if  strategy.position_size < 0 
    strategy.exit('TP_Short_5',from_entry = "Short", limit= v2takeprofit_level_short5 , qty_percent=tp5_percent, alert_message = TP_Short_5_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_6',from_entry = "Short", limit= v2takeprofit_level_short6 ,qty_percent=tp6_percent, alert_message = TP_Short_6_Msg)
if  strategy.position_size < 0     
    strategy.exit('TP_Short_7',from_entry = "Short", limit= v2takeprofit_level_short7 ,qty_percent= tp7_percent, alert_message = TP_Short_7_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_8',from_entry = "Short", limit= v2takeprofit_level_short8 ,qty_percent= tp8_percent, alert_message = TP_Short_8_Msg)
if  strategy.position_size < 0 
    strategy.exit('TP_Short_9',from_entry = "Short", limit= v2takeprofit_level_short9 , qty_percent=tp9_percent, alert_message = TP_Short_9_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_10',from_entry = "Short", limit= v2takeprofit_level_short10 ,qty_percent=tp10_percent, alert_message = TP_Short_10_Msg)
if  strategy.position_size < 0     
    strategy.exit('TP_Short_11',from_entry = "Short", limit= v2takeprofit_level_short11 ,qty_percent= tp11_percent, alert_message = TP_Short_11_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_12',from_entry = "Short", limit= v2takeprofit_level_short12 ,qty_percent= tp12_percent, alert_message = TP_Short_12_Msg)
if  strategy.position_size < 0 
    strategy.exit('TP_Short_13',from_entry = "Short", limit= v2takeprofit_level_short13 , qty_percent=tp13_percent, alert_message = TP_Short_13_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_14',from_entry = "Short", limit= v2takeprofit_level_short14 ,qty_percent=tp14_percent, alert_message = TP_Short_14_Msg)
if  strategy.position_size < 0     
    strategy.exit('TP_Short_15',from_entry = "Short", limit= v2takeprofit_level_short15 ,qty_percent= tp15_percent, alert_message = TP_Short_15_Msg)
if  strategy.position_size < 0    
    strategy.exit('TP_Short_16',from_entry = "Short", limit= v2takeprofit_level_short16 ,qty_percent= tp16_percent, alert_message = TP_Short_16_Msg)

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