La stratégie de trading de tendance adaptative multi-indicateur est une stratégie de trading quantitative qui intègre des signaux provenant de plusieurs indicateurs techniques. Elle peut identifier automatiquement la direction de tendance du marché et générer des signaux de trading avec différentes configurations basées sur différentes conditions du marché.
La stratégie combine des indicateurs, y compris les moyennes mobiles, le Stoch RSI, WaveTrend, etc., pour former des signaux de trading. De plus, elle change dynamiquement les configurations de paramètres de chaque indicateur en fonction du jugement de la tendance globale du marché. Cela permet un trading adaptatif dans différents environnements de marché.
Dans l'ensemble, la stratégie possède de fortes capacités de suivi des tendances et d'adaptation.
La stratégie utilise une moyenne mobile exponentielle de 300 périodes pour déterminer la direction globale de la tendance.
Lorsque le prix franchit la ligne EMA, il déclenche un signal de vente inverse pour verrouiller les positions longues précédentes.
En fonction des différentes tendances du marché, la stratégie adopte différentes configurations de paramètres pour générer des signaux de négociation.
Les signaux de négociation sous une tendance haussière comprennent:
Les signaux de négociation sous une tendance à la baisse comprennent:
Les utilisateurs peuvent activer ou désactiver différents signaux de différents indicateurs pour mettre en œuvre une logique de trading personnalisée.
Lorsque le score total atteint le seuil fixé par les utilisateurs, de vrais signaux de trading seront déclenchés.
La stratégie prévoit de multiples façons de réaliser des bénéfices et d'arrêter les pertes, y compris le pourcentage de réalisation des bénéfices, le pourcentage d'arrêt des pertes, la rupture des prix, etc. Ces paramètres changent également dynamiquement en fonction des différentes tendances du marché.
Si les exigences en matière de bénéfices ne sont pas remplies, la stratégie prévoit également un moyen de fermer directement les positions afin de contrôler la période de détention et les risques.
La stratégie de négociation de tendance adaptative multiindicateur présente les avantages suivants:
La stratégie de négociation de tendance adaptative multi-indicateur comporte également les risques suivants:
Certains des risques peuvent être résolus en ajustant correctement la longueur de l'EMA, en élargissant la plage de stop loss, etc.
La stratégie peut également être améliorée en ce qui concerne les aspects suivants:
La stratégie de trading de tendance adaptative multi-indicateur intègre des méthodes comprenant le jugement de tendance, la fusion de plusieurs signaux d'indicateur, le changement de paramètre dynamique.
/*backtest start: 2022-12-21 00:00:00 end: 2023-12-27 00:00:00 period: 1d basePeriod: 1h exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}] */ //////////////////////////////////////////////////////////////////////////////// //START▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ c="███████╗ █████╗ █████╗ ██╗ ██╗ █████╗ ██╗ ██╗ ██████╗ ██╗ ██╗███╗ ██╗" o="╚════██║██╔══██╗██╔══██╗ ██║ ██║██╔══██╗██║ ██║██╔════╝ ██║ ██║████╗ ██║" d=" ███╔═╝███████║██║ ╚═╝ ╚██╗ ██╔╝███████║██║ ██║██║ ██╗ ███████║██╔██╗██║" e="██╔══╝ ██╔══██║██║ ██╗ ╚████╔╝ ██╔══██║██║ ██║██║ ╚██╗██╔══██║██║╚████║" r="███████╗██║ ██║╚█████╔╝ ╚██╔╝ ██║ ██║╚██████╔╝╚██████╔╝██║ ██║██║ ╚███║" s="╚══════╝╚═╝ ╚═╝ ╚════╝ ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚══╝" //@version=5 strategy("Instrument-Z", overlay=true, initial_capital=1600, default_qty_type=strategy.percent_of_equity, default_qty_value=90, commission_value=0.075) //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //BAR COLOR AND EMA AREA▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //BAR COLOR bullCcolor = close > open ? #80cbc4 : na bearCcolor = close < open ? #ef9a9a : na bullC = close > open bearC = close < open bullE = bullC and bearC[1] and close > open[1] ? color.new(#ffffff, 100) : bullCcolor bearE = bearC and bullC[1] and close < open[1] ? color.new(#ffffff, 100) : bearCcolor barcolor(bullE) barcolor(bearE) //EMA 1 len1 = 10 ema1 = ta.ema(close, len1) //EMA 2 len2 = 100 ema2 = ta.ema(close, len2) //EMA COLORS emacolor = ema1 > ema2 ? #26a69a : #ef5350 //EMA PLOTS ema1line = plot(ema1, title="EMA 1", color=color.new(#ffffff, 100), editable=false) ema2line = plot(ema2, title="EMA 2", color=color.new(#ffffff, 100), editable=false) fill(ema1line, ema2line, title="EMA Area", color=color.new(emacolor, 90)) //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //INITIAL OPTIONS▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ src = input.source(defval=close, title="Source", group="SETUP GUIDE AT YouTube.com/c/ZacVaughnYT") //tfr = input.timeframe("", title="Resolution") //request.security(syminfo.tickerid, tfr, expression, barmerge.gaps_on) //POSITIONS TradeDir = input.string("LONG", title="Trade Direction", options=["LONG", "SHORT"], group="POSITIONS") TrendTrade = input(false, "Only Trade with Trend", group="POSITIONS") //UPTREND PROFIT AND LOSS UTsellProf = input(true, title="Only Sell in Profit", group="UPTREND 🠕 PROFIT & LOSS") UTminProf = input.float(title="Minimum Profit (%)", defval=3.6, minval=0, maxval=100, step=.1, group="UPTREND 🠕 PROFIT & LOSS") / 100 UTuseTP = input(true, title="Use Take Profit", group="UPTREND 🠕 PROFIT & LOSS") UTTPperc = input.float(title="Take Profit (%)", defval=11.5, minval=0, maxval=1000, step=.1, group="UPTREND 🠕 PROFIT & LOSS") / 100 UTuseSL = input(true, title="Use Stop Loss", group="UPTREND 🠕 PROFIT & LOSS") UTSLperc = input.float(title="Stop Loss (%)", defval=-7.5, minval=-50, maxval=0, step=.1, group="UPTREND 🠕 PROFIT & LOSS") / 100 UTuseTE = input(false, title="Use Trade Expiration", group="UPTREND 🠕 PROFIT & LOSS") UTTEbars = input.int(title="Expire After (bars)", defval=200, minval=1, maxval=10000, group="UPTREND 🠕 PROFIT & LOSS") //DOWNTREND PROFIT AND LOSS DTsellProf = input(true, title="Only Sell in Profit", group="DOWNTREND 🠗 PROFIT & LOSS") DTminProf = input.float(title="Minimum Profit (%)", defval=1, minval=0, maxval=100, step=.1, group="DOWNTREND 🠗 PROFIT & LOSS") / 100 DTuseTP = input(false, title="Use Take Profit", group="DOWNTREND 🠗 PROFIT & LOSS") DTTPperc = input.float(title="Take Profit (%)", defval=15, minval=0, maxval=1000, step=.1, group="DOWNTREND 🠗 PROFIT & LOSS") / 100 DTuseSL = input(true, title="Use Stop Loss", group="DOWNTREND 🠗 PROFIT & LOSS") DTSLperc = input.float(title="Stop Loss (%)", defval=-7.4, minval=-50, maxval=0, step=.1, group="DOWNTREND 🠗 PROFIT & LOSS") / 100 DTuseTE = input(false, title="Use Trade Expiration", group="DOWNTREND 🠗 PROFIT & LOSS") DTTEbars = input.int(title="Expire After (bars)", defval=200, minval=1, maxval=10000, group="DOWNTREND 🠗 PROFIT & LOSS") //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //TREND MOVING AVERAGE▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //TREND MA ma(source, length, type) => type == "SMA" ? ta.sma(source, length) : type == "EMA" ? ta.ema(source, length) : type == "RMA" ? ta.rma(source, length) : type == "HMA" ? ta.wma(2*ta.wma(source, length/2)-ta.wma(source, length), math.floor(math.sqrt(length))) : type == "WMA" ? ta.wma(source, length) : type == "VWMA" ? ta.vwma(source, length) : na mat_type = input.string("EMA", "Trend MA", inline="Trend MA", options=["SMA", "EMA", "RMA", "HMA", "WMA", "VWMA"], group="POSITIONS") mat_length = input.int(300, "", inline="Trend MA", minval=1, step=5, group="POSITIONS") mat = ma(src, mat_length, mat_type) matcolor = mat > mat[1] ? #26a69a : #ef5350 matline = plot(mat, color=color.new(matcolor, 50), linewidth=2, title="Trend MA") matRevS = input(false, title="Sell After Trend Reverses", group="POSITIONS") matRevSbars = input.int(10, "Sell After (bars)", group="POSITIONS") //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //CROSSING MOVING AVERAGES▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //UPTREND OPTIONS //Cross UTUsemaX = input(false, "Moving Average Cross", group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTReqmaXscore = UTUsemaX ? 1 : 0 //Position UTUsemaP = input(true, "Moving Average Position", group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTReqmaPscore = UTUsemaP ? 1 : 0 //Histogram UTUsemaH = input(false, "MA Histogram Reverse", group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTReqmaHscore = UTUsemaH ? 1 : 0 //DOWNTREND OPTIONS //Cross DTUsemaX = input(false, "Moving Average Cross", group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTReqmaXscore = DTUsemaX ? 1 : 0 //Position DTUsemaP = input(true, "Moving Average Position", group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTReqmaPscore = DTUsemaP ? 1 : 0 //Histogram DTUsemaH = input(false, "MA Histogram Reverse", group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTReqmaHscore = DTUsemaH ? 1 : 0 //UPTREND INPUTS //MA1 UTma1_type = input.string("RMA", "MA 1", inline="UT MA 1", options=["SMA", "EMA", "RMA", "HMA", "WMA", "VWMA"], group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTma1_length = input.int(7, "", inline="UT MA 1", minval=1, group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTma1 = ma(src, UTma1_length, UTma1_type) UTma1Color = mat > mat[1] ? color.new(color.blue, 35) : color.new(color.blue, 100) UTma1line = plot(UTma1, color=UTma1Color, title="UT MA 1") //MA2 UTma2_type = input.string("HMA", "MA 2", inline="UT MA 2", options=["SMA", "EMA", "RMA", "HMA", "WMA", "VWMA"], group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTma2_length = input.int(54, "", inline="UT MA 2", minval=1, group="UPTREND 🠕 MOVING AVERAGE SIGNALS") UTma2 = ma(src, UTma2_length, UTma2_type) UTma2Color = mat > mat[1] ? color.new(color.purple, 35) : color.new(color.purple, 100) UTma2line = plot(UTma2, color=UTma2Color, title="UT MA 2") UTmahist = UTma1 - UTma2 //DOWNTREND INPUTS //MA1 DTma1_type = input.string("RMA", "MA 1", inline="DT MA 1", options=["SMA", "EMA", "RMA", "HMA", "WMA", "VWMA"], group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTma1_length = input.int(7, "", inline="DT MA 1", minval=1, group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTma1 = ma(src, DTma1_length, DTma1_type) DTma1Color = mat > mat[1] ? color.new(color.blue, 100) : color.new(color.blue, 35) DTma1line = plot(DTma1, color=DTma1Color, title="DT MA 1") //MA2 DTma2_type = input.string("HMA", "MA 2", inline="DT MA 2", options=["SMA", "EMA", "RMA", "HMA", "WMA", "VWMA"], group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTma2_length = input.int(54, "", inline="DT MA 2", minval=1, group="DOWNTREND 🠗 MOVING AVERAGE SIGNALS") DTma2 = ma(src, DTma2_length, DTma2_type) DTma2Color = mat > mat[1] ? color.new(color.purple, 100) : color.new(color.purple, 35) DTma2line = plot(DTma2, color=DTma2Color, title="DT MA 2") DTmahist = DTma1 - DTma2 //UPTREND SIGNALS UTmaXup = UTUsemaX and UTma1 > UTma2 and UTma1[1] < UTma2[1] ? 1 : 0 UTmaXdn = UTUsemaX and UTma1 < UTma2 and UTma1[1] > UTma2[1] ? 1 : 0 UTmaPup = UTUsemaP and UTma1 > UTma2 ? 1 : 0 UTmaPdn = UTUsemaP and UTma1 < UTma2 ? 1 : 0 UTmaHup = UTUsemaH and UTmahist > UTmahist[1] and UTmahist[1] < UTmahist[2] ? 1 : 0 UTmaHdn = UTUsemaH and UTmahist < UTmahist[1] and UTmahist[1] > UTmahist[2] ? 1 : 0 //DOWNTREND SIGNALS DTmaXup = DTUsemaX and DTma1 > DTma2 and DTma1[1] < DTma2[1] ? 1 : 0 DTmaXdn = DTUsemaX and DTma1 < DTma2 and DTma1[1] > DTma2[1] ? 1 : 0 DTmaPup = DTUsemaP and DTma1 > DTma2 ? 1 : 0 DTmaPdn = DTUsemaP and DTma1 < DTma2 ? 1 : 0 DTmaHup = DTUsemaH and DTmahist > DTmahist[1] and DTmahist[1] < DTmahist[2] ? 1 : 0 DTmaHdn = DTUsemaH and DTmahist < DTmahist[1] and DTmahist[1] > DTmahist[2] ? 1 : 0 //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //STOCHASTIC RSI▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //UPTREND OPTIONS //Cross UTUseSrsiX = input(false, "Stoch RSI Cross Signal", group="UPTREND 🠕 STOCH RSI SIGNALS") UTReqSrsiXscore = UTUseSrsiX ? 1 : 0 //Level UTUseSrsiL = input(true, "Use Buy/Sell Levels", group="UPTREND 🠕 STOCH RSI SIGNALS") UTsablevelb = input.int(61, "Buy Below Level", group="UPTREND 🠕 STOCH RSI SIGNALS") UTsablevels = input.int(13, "Sell Above Level", group="UPTREND 🠕 STOCH RSI SIGNALS") UTReqSrsiLscore = UTUseSrsiL ? 1 : 0 //Position UTUseSrsiP = input(false, "Use Stoch RSI Position", group="UPTREND 🠕 STOCH RSI SIGNALS") UTReqSrsiPscore = UTUseSrsiP ? 1 : 0 //Divergence UTUseSrsiD = input(false, "Stoch RSI Divergence", group="UPTREND 🠕 STOCH RSI SIGNALS") UTReqSrsiDscore = UTUseSrsiD ? 1 : 0 //DOWNTREND OPTIONS //Cross DTUseSrsiX = input(false, "Stoch RSI Cross Signal", group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTReqSrsiXscore = DTUseSrsiX ? 1 : 0 //Level DTUseSrsiL = input(true, "Use Buy/Sell Levels", group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTsablevelb = input.int(61, "Buy Below Level", group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTsablevels = input.int(13, "Sell Above Level", group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTReqSrsiLscore = DTUseSrsiL ? 1 : 0 //Position DTUseSrsiP = input(false, "Use Stoch RSI Position", group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTReqSrsiPscore = DTUseSrsiP ? 1 : 0 //Divergence DTUseSrsiD = input(false, "Stoch RSI Divergence", group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTReqSrsiDscore = DTUseSrsiD ? 1 : 0 //UPTREND INPUTS //STOCH RSI UTlengthRSI = input.int(12, "RSI Length", minval=1, group="UPTREND 🠕 STOCH RSI SIGNALS") UTlengthStoch = input.int(20, "Stochastic Length", minval=1, group="UPTREND 🠕 STOCH RSI SIGNALS") UTrsi1 = ta.rsi(src, UTlengthRSI) UTrk = ta.sma(ta.stoch(UTrsi1, UTrsi1, UTrsi1, UTlengthStoch), 3) UTrd = ta.sma(UTrk, 3) //DOWNTREND INPUTS //STOCH RSI DTlengthRSI = input.int(12, "RSI Length", minval=1, group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTlengthStoch = input.int(20, "Stochastic Length", minval=1, group="DOWNTREND 🠗 STOCH RSI SIGNALS") DTrsi1 = ta.rsi(src, DTlengthRSI) DTrk = ta.sma(ta.stoch(DTrsi1, DTrsi1, DTrsi1, DTlengthStoch), 3) DTrd = ta.sma(DTrk, 3) //UPTREND DIVERGENCE inRange(cond) => bars = ta.barssince(cond == true) 5 <= bars and bars <= 60 osc2 = UTrk //Pivots plFound2 = na(ta.pivotlow(osc2, 5, 2)) ? false : true phFound2 = na(ta.pivothigh(osc2, 5, 2)) ? false : true //Regular Bullish oscHL2 = osc2[2] > ta.valuewhen(plFound2, osc2[2], 1) and inRange(plFound2[1]) priceLL2 = low[2] < ta.valuewhen(plFound2, low[2], 1) bullCond2 = priceLL2 and oscHL2 and plFound2 //Hidden Bullish oscLL2 = osc2[2] < ta.valuewhen(plFound2, osc2[2], 1) and inRange(plFound2[1]) priceHL2 = low[2] > ta.valuewhen(plFound2, low[2], 1) hiddenBullCond2 = priceHL2 and oscLL2 and plFound2 //Regular Bearish oscLH2 = osc2[2] < ta.valuewhen(phFound2, osc2[2], 1) and inRange(phFound2[1]) priceHH2 = high[2] > ta.valuewhen(phFound2, high[2], 1) bearCond2 = priceHH2 and oscLH2 and phFound2 //Hidden Bearish oscHH2 = osc2[2] > ta.valuewhen(phFound2, osc2[2], 1) and inRange(phFound2[1]) priceLH2 = high[2] < ta.valuewhen(phFound2, high[2], 1) hiddenBearCond2 = priceLH2 and oscHH2 and phFound2 //DOWNTREND DIVERGENCE osc3 = DTrk //Pivots plFound3 = na(ta.pivotlow(osc3, 5, 2)) ? false : true phFound3 = na(ta.pivothigh(osc3, 5, 2)) ? false : true //Regular Bullish oscHL3 = osc3[2] > ta.valuewhen(plFound3, osc3[2], 1) and inRange(plFound3[1]) priceLL3 = low[2] < ta.valuewhen(plFound3, low[2], 1) bullCond3 = priceLL3 and oscHL3 and plFound3 //Hidden Bullish oscLL3 = osc3[2] < ta.valuewhen(plFound3, osc3[2], 1) and inRange(plFound3[1]) priceHL3 = low[2] > ta.valuewhen(plFound3, low[2], 1) hiddenBullCond3 = priceHL3 and oscLL3 and plFound3 //Regular Bearish oscLH3 = osc3[2] < ta.valuewhen(phFound3, osc3[2], 1) and inRange(phFound3[1]) priceHH3 = high[2] > ta.valuewhen(phFound3, high[2], 1) bearCond3 = priceHH3 and oscLH3 and phFound3 //Hidden Bearish oscHH3 = osc3[2] > ta.valuewhen(phFound3, osc3[2], 1) and inRange(phFound3[1]) priceLH3 = high[2] < ta.valuewhen(phFound3, high[2], 1) hiddenBearCond3 = priceLH3 and oscHH3 and phFound3 //UPTREND SIGNALS UTSrsiXup = UTUseSrsiX and UTrk > UTrd and UTrk[1] < UTrd[1] ? 1 : 0 UTSrsiXdn = UTUseSrsiX and UTrk < UTrd and UTrk[1] > UTrd[1] ? 1 : 0 UTSrsiLup = UTUseSrsiL and UTrk < UTsablevelb ? 1 : 0 UTSrsiLdn = UTUseSrsiL and UTrk > UTsablevels ? 1 : 0 UTSrsiPup = UTUseSrsiP and UTrk > UTrd ? 1 : 0 UTSrsiPdn = UTUseSrsiP and UTrk < UTrd ? 1 : 0 UTSrsiDup = UTUseSrsiD and bullCond2 ? 1 : 0 UTSrsiDdn = UTUseSrsiD and bearCond2 ? 1 : 0 //DOWNTREND SIGNALS DTSrsiXup = DTUseSrsiX and DTrk > DTrd and DTrk[1] < DTrd[1] ? 1 : 0 DTSrsiXdn = DTUseSrsiX and DTrk < DTrd and DTrk[1] > DTrd[1] ? 1 : 0 DTSrsiLup = DTUseSrsiL and DTrk < DTsablevelb ? 1 : 0 DTSrsiLdn = DTUseSrsiL and DTrk > DTsablevels ? 1 : 0 DTSrsiPup = DTUseSrsiP and DTrk > DTrd ? 1 : 0 DTSrsiPdn = DTUseSrsiP and DTrk < DTrd ? 1 : 0 DTSrsiDup = DTUseSrsiD and bullCond3 ? 1 : 0 DTSrsiDdn = DTUseSrsiD and bearCond3 ? 1 : 0 //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //WAVETREND▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //UPTREND OPTIONS //Cross UTUsewtX = input(false, "WaveTrend Cross", group="UPTREND 🠕 WAVETREND SIGNALS") UTReqwtXscore = UTUsewtX ? 1 : 0 //Level UTUsewtL = input(true, "WaveTrend Level", group="UPTREND 🠕 WAVETREND SIGNALS") UTwablevelb = input.int(82, "Buy Below Level", group="UPTREND 🠕 WAVETREND SIGNALS") UTwablevels = input.int(15, "Sell Above Level", group="UPTREND 🠕 WAVETREND SIGNALS") UTReqwtLscore = UTUsewtL ? 1 : 0 //Position UTUsewtP = input(false, "WaveTrend Position", group="UPTREND 🠕 WAVETREND SIGNALS") UTReqwtPscore = UTUsewtP ? 1 : 0 //Divergence UTUsewtD = input(false, "WaveTrend Divergence", group="UPTREND 🠕 WAVETREND SIGNALS") UTReqwtDscore = UTUsewtD ? 1 : 0 //DOWNTREND OPTIONS //Cross DTUsewtX = input(false, "WaveTrend Cross", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTReqwtXscore = DTUsewtX ? 1 : 0 //Level DTUsewtL = input(false, "WaveTrend Level", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTwablevelb = input.int(0, "Buy Below Level", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTwablevels = input.int(0, "Sell Above Level", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTReqwtLscore = DTUsewtL ? 1 : 0 //Position DTUsewtP = input(false, "WaveTrend Position", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTReqwtPscore = DTUsewtP ? 1 : 0 //Divergence DTUsewtD = input(false, "WaveTrend Divergence", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTReqwtDscore = DTUsewtD ? 1 : 0 //UPTREND INPUTS //WT UTlenC = input.int(9, title="Channel Length", group="UPTREND 🠕 WAVETREND SIGNALS") UTlenA = input.int(12, title="Average Length", group="UPTREND 🠕 WAVETREND SIGNALS") UTap = hlc3 UTesa = ta.ema(UTap, UTlenC) UTd1 = ta.ema(math.abs(UTap - UTesa), UTlenC) UTci = (UTap - UTesa) / (0.015 * UTd1) UTtci = ta.ema(UTci, UTlenA) UTwt1 = UTtci UTwt2 = ta.sma(UTwt1, 4) UTwthist = UTwt2 - UTwt1 //DOWNTREND INPUTS //WT DTlenC = input.int(9, title="Channel Length", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTlenA = input.int(12, title="Average Length", group="DOWNTREND 🠗 WAVETREND SIGNALS") DTap = hlc3 DTesa = ta.ema(DTap, DTlenC) DTd1 = ta.ema(math.abs(DTap - DTesa), DTlenC) DTci = (DTap - DTesa) / (0.015 * DTd1) DTtci = ta.ema(DTci, DTlenA) DTwt1 = DTtci DTwt2 = ta.sma(DTwt1, 4) DTwthist = DTwt2 - DTwt1 //UPTREND DIVERGENCE osc4 = UTwt1 //Pivots plFound4 = na(ta.pivotlow(osc4, 5, 2)) ? false : true phFound4 = na(ta.pivothigh(osc4, 5, 2)) ? false : true //Regular Bullish oscHL4 = osc4[2] > ta.valuewhen(plFound4, osc4[2], 1) and inRange(plFound4[1]) priceLL4 = low[2] < ta.valuewhen(plFound4, low[2], 1) bullCond4 = priceLL4 and oscHL4 and plFound4 //Hidden Bullish oscLL4 = osc4[2] < ta.valuewhen(plFound4, osc4[2], 1) and inRange(plFound4[1]) priceHL4 = low[2] > ta.valuewhen(plFound4, low[2], 1) hiddenBullCond4 = priceHL4 and oscLL4 and plFound4 //Regular Bearish oscLH4 = osc4[2] < ta.valuewhen(phFound4, osc4[2], 1) and inRange(phFound4[1]) priceHH4 = high[2] > ta.valuewhen(phFound4, high[2], 1) bearCond4 = priceHH4 and oscLH4 and phFound4 //Hidden Bearish oscHH4 = osc4[2] > ta.valuewhen(phFound4, osc4[2], 1) and inRange(phFound4[1]) priceLH4 = high[2] < ta.valuewhen(phFound4, high[2], 1) hiddenBearCond4 = priceLH4 and oscHH4 and phFound4 //DOWNTREND DIVERGENCE osc5 = DTwt1 //Pivots plFound5 = na(ta.pivotlow(osc5, 5, 2)) ? false : true phFound5 = na(ta.pivothigh(osc5, 5, 2)) ? false : true //Regular Bullish oscHL5 = osc5[2] > ta.valuewhen(plFound5, osc5[2], 1) and inRange(plFound5[1]) priceLL5 = low[2] < ta.valuewhen(plFound5, low[2], 1) bullCond5 = priceLL5 and oscHL5 and plFound5 //Hidden Bullish oscLL5 = osc5[2] < ta.valuewhen(plFound5, osc5[2], 1) and inRange(plFound5[1]) priceHL5 = low[2] > ta.valuewhen(plFound5, low[2], 1) hiddenBullCond5 = priceHL5 and oscLL5 and plFound5 //Regular Bearish oscLH5 = osc5[2] < ta.valuewhen(phFound5, osc5[2], 1) and inRange(phFound5[1]) priceHH5 = high[2] > ta.valuewhen(phFound5, high[2], 1) bearCond5 = priceHH5 and oscLH5 and phFound5 //Hidden Bearish oscHH5 = osc5[2] > ta.valuewhen(phFound5, osc5[2], 1) and inRange(phFound5[1]) priceLH5 = high[2] < ta.valuewhen(phFound5, high[2], 1) hiddenBearCond5 = priceLH5 and oscHH5 and phFound5 //UPTREND SIGNALS UTwtXup = UTUsewtX and UTwt1 > UTwt2 and UTwt1[1] < UTwt2[1] and UTwt1 < 0 ? 1 : 0 UTwtXdn = UTUsewtX and UTwt1 < UTwt2 and UTwt1[1] > UTwt2[1] and UTwt1 > 0 ? 1 : 0 UTwtLup = UTUsewtL and UTwt1 < UTwablevelb ? 1 : 0 UTwtLdn = UTUsewtL and UTwt1 > UTwablevels ? 1 : 0 UTwtPup = UTUsewtP and UTwt1 > UTwt2 ? 1 : 0 UTwtPdn = UTUsewtP and UTwt1 < UTwt2 ? 1 : 0 UTwtDup = UTUsewtD and bullCond4 ? 1 : 0 UTwtDdn = UTUsewtD and bearCond4 ? 1 : 0 //DOWNTREND SIGNALS DTwtXup = DTUsewtX and DTwt1 > DTwt2 and DTwt1[1] < DTwt2[1] and DTwt1 < 0 ? 1 : 0 DTwtXdn = DTUsewtX and DTwt1 < DTwt2 and DTwt1[1] > DTwt2[1] and DTwt1 > 0 ? 1 : 0 DTwtLup = DTUsewtL and DTwt1 < DTwablevelb ? 1 : 0 DTwtLdn = DTUsewtL and DTwt1 > DTwablevels ? 1 : 0 DTwtPup = DTUsewtP and DTwt1 > DTwt2 ? 1 : 0 DTwtPdn = DTUsewtP and DTwt1 < DTwt2 ? 1 : 0 DTwtDup = DTUsewtD and bullCond5 ? 1 : 0 DTwtDdn = DTUsewtD and bearCond5 ? 1 : 0 //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //COLLECT SIGNALS▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //UT REQUIRED SCORES UTReqScore = UTReqmaXscore + UTReqmaPscore + UTReqmaHscore + UTReqSrsiXscore + UTReqSrsiLscore + UTReqSrsiPscore + UTReqSrsiDscore + UTReqwtXscore + UTReqwtLscore + UTReqwtPscore + UTReqwtDscore //DT REQUIRED SCORES DTReqScore = DTReqmaXscore + DTReqmaPscore + DTReqmaHscore + DTReqSrsiXscore + DTReqSrsiLscore + DTReqSrsiPscore + DTReqSrsiDscore + DTReqwtXscore + DTReqwtLscore + DTReqwtPscore + DTReqwtDscore //UT SIGNAL SCORES UTSigB = UTmaXup + UTmaPup + UTmaHup + UTSrsiXup + UTSrsiLup + UTSrsiPup + UTSrsiDup + UTwtXup + UTwtLup + UTwtPup + UTwtDup UTSigS = UTmaXdn + UTmaPdn + UTmaHdn + UTSrsiXdn + UTSrsiLdn + UTSrsiPdn + UTSrsiDdn + UTwtXdn + UTwtLdn + UTwtPdn + UTwtDdn //DT SIGNAL SCORES DTSigB = DTmaXup + DTmaPup + DTmaHup + DTSrsiXup + DTSrsiLup + DTSrsiPup + DTSrsiDup + DTwtXup + DTwtLup + DTwtPup + DTwtDup DTSigS = DTmaXdn + DTmaPdn + DTmaHdn + DTSrsiXdn + DTSrsiLdn + DTSrsiPdn + DTSrsiDdn + DTwtXdn + DTwtLdn + DTwtPdn + DTwtDdn //UT BUY AND SELL UTNormB = UTSigB == UTReqScore ? 1 : na UTNormS = UTSigS == UTReqScore ? 1 : na //DT BUY AND SELL DTNormB = DTSigB == DTReqScore ? 1 : na DTNormS = DTSigS == DTReqScore ? 1 : na //CHECK TREND DIRECTION UpTrend = mat > mat[1] BCond = UpTrend ? UTNormB : DTNormB SCond = UpTrend ? UTNormS : DTNormS //FINALIZE LongEntryFinal = TrendTrade ? BCond and mat > mat[1] : BCond LongExitFinal = TrendTrade ? SCond and mat > mat[1] : SCond ShortEntryFinal = TrendTrade ? SCond and mat < mat[1] : SCond ShortExitFinal = TrendTrade ? BCond and mat < mat[1] : BCond //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //STOP LOSS & TAKE PROFIT▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //UT MINIMUM PROFIT UTmpconvertL = strategy.position_avg_price * (1 + UTminProf) UTmpconvertS = strategy.position_avg_price * (1 - UTminProf) UTmpdefineL = TradeDir == "LONG" ? (UTmpconvertL < close and strategy.openprofit > 0) and UTsellProf : na UTmpdefineS = TradeDir == "SHORT" ? (UTmpconvertS > close and strategy.openprofit > 0) and UTsellProf : na UTSPL = LongExitFinal and UTmpdefineL UTSPS = ShortExitFinal and UTmpdefineS //DT MINIMUM PROFIT DTmpconvertL = strategy.position_avg_price * (1 + DTminProf) DTmpconvertS = strategy.position_avg_price * (1 - DTminProf) DTmpdefineL = TradeDir == "LONG" ? (DTmpconvertL < close and strategy.openprofit > 0) and DTsellProf : na DTmpdefineS = TradeDir == "SHORT" ? (DTmpconvertS > close and strategy.openprofit > 0) and DTsellProf : na DTSPL = LongExitFinal and DTmpdefineL DTSPS = ShortExitFinal and DTmpdefineS //COLLECT sellProf = UpTrend ? UTsellProf : DTsellProf SPL = UpTrend ? UTSPL : DTSPL SPS = UpTrend ? UTSPS : DTSPS //UT TAKE PROFIT UTtpconvertL = strategy.position_avg_price * (1 + UTTPperc) UTtpconvertS = strategy.position_avg_price * (1 - UTTPperc) UTTPL = TradeDir == "LONG" ? (UTtpconvertL < close) and UTuseTP : na UTTPS = TradeDir == "SHORT" ? (UTtpconvertS > close) and UTuseTP : na //DT TAKE PROFIT DTtpconvertL = strategy.position_avg_price * (1 + DTTPperc) DTtpconvertS = strategy.position_avg_price * (1 - DTTPperc) DTTPL = TradeDir == "LONG" ? (DTtpconvertL < close) and DTuseTP : na DTTPS = TradeDir == "SHORT" ? (DTtpconvertS > close) and DTuseTP : na //COLLECT TPL = UpTrend ? UTTPL : DTTPL TPS = UpTrend ? UTTPS : DTTPS //UT STOP LOSS UTslconvertL = strategy.position_avg_price * (1 + UTSLperc) UTslconvertS = strategy.position_avg_price * (1 - UTSLperc) UTSLL = TradeDir == "LONG" ? (UTslconvertL > close) and UTuseSL : na UTSLS = TradeDir == "SHORT" ? (UTslconvertS < close) and UTuseSL : na //DT STOP LOSS DTslconvertL = strategy.position_avg_price * (1 + DTSLperc) DTslconvertS = strategy.position_avg_price * (1 - DTSLperc) DTSLL = TradeDir == "LONG" ? (DTslconvertL > close) and DTuseSL : na DTSLS = TradeDir == "SHORT" ? (DTslconvertS < close) and DTuseSL : na //COLLECT SLL = UpTrend ? UTSLL : DTSLL SLS = UpTrend ? UTSLS : DTSLS //UT TRADE EXPIRE entrypos = strategy.opentrades == 1 and strategy.opentrades[1] < 1 UTexpirebars = UTuseTE ? UTTEbars : 1000000 UTTE = ta.barssince(entrypos) >= UTexpirebars //DT TRADE EXPIRE DTexpirebars = DTuseTE ? DTTEbars : 1000000 DTTE = ta.barssince(entrypos) >= DTexpirebars //COLLECT TE = UpTrend ? UTTE : DTTE //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //PLOTSHAPES▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //LONG plotshape((TradeDir == "LONG") and LongEntryFinal, location=location.belowbar, style=shape.arrowup, color=color.new(#26a69a, 100), text="⌃", textcolor=#26a69a, size=size.tiny, title="Long BUY Label") plotshape((TradeDir == "LONG") and LongExitFinal, location=location.abovebar, style=shape.arrowdown, color=color.new(#ef5350, 100), text="⌄", textcolor=#ef5350, size=size.tiny, title="Long SELL Label") //SHORT plotshape((TradeDir == "SHORT") and ShortEntryFinal, location=location.abovebar, style=shape.arrowdown, color=color.new(#ef5350, 100), text="⌄", textcolor=#ef5350, size=size.tiny, title="Short SELL Label") plotshape((TradeDir == "SHORT") and ShortExitFinal, location=location.belowbar, style=shape.arrowup, color=color.new(#26a69a, 100), text="⌃", textcolor=#26a69a, size=size.tiny, title="Short BUY Label") //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //STRATEGY TRADES▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ //LONG if (TradeDir == "LONG") and LongEntryFinal strategy.entry("inLong", strategy.long, comment="LEn") if (TradeDir == "LONG") and sellProf ? SPL : LongExitFinal strategy.close("inLong", comment="LEx") //SHORT if (TradeDir == "SHORT") and ShortEntryFinal strategy.entry("inShort", strategy.short, comment="SEn") if (TradeDir == "SHORT") and sellProf ? SPS : ShortExitFinal strategy.close("inShort", comment="SEx") //TAKE if TPL strategy.close("inLong", comment="TP") if TPS strategy.close("inShort", comment="TP") //STOP if SLL strategy.close("inLong", comment="SL") if SLS strategy.close("inShort", comment="SL") //EXPIRE if TE strategy.close_all(comment="TE") //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ //////////////////////////////////////////////////////////////////////////////// //ALERTS▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ useentryalert = input(defval=true, title="Use ENTRY Alert", group="Custom Alert Messages") entrystring = input.string(title="Entry Alert Message", defval="ENTRY", confirm=false, group="Custom Alert Messages") useexitalert = input(defval=true, title="Use EXIT Alert", group="Custom Alert Messages") exitstring = input.string(title="Exit Alert Message", defval="EXIT", confirm=false, group="Custom Alert Messages") usetakealert = input(defval=true, title="Use TAKE Alert", group="Custom Alert Messages") takestring = input.string(title="Take Profit Alert Message", defval="TAKE", confirm=false, group="Custom Alert Messages") usestopalert = input(defval=true, title="Use STOP Alert", group="Custom Alert Messages") stopstring = input.string(title="Stop Loss Alert Message", defval="STOP", confirm=false, group="Custom Alert Messages") useexpirealert = input(defval=true, title="Use EXPIRE Alert", group="Custom Alert Messages") expirestring = input.string(title="Expire Trade Alert Message", defval="EXPIRE", confirm=false, group="Custom Alert Messages") //LONG if ((TradeDir == "LONG") and LongEntryFinal) and useentryalert alert("{\"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) if (TradeDir == "LONG") and (UTsellProf ? SPL : LongExitFinal) and useexitalert alert("{\"action\": \"close_at_market_price\", \"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) //SHORT if ((TradeDir == "SHORT") and ShortEntryFinal) and useentryalert alert("{\"action\": \"close_at_market_price\", \"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) if (TradeDir == "SHORT") and (UTsellProf ? SPL : ShortExitFinal) and useexitalert alert("{\"action\": \"close_at_market_price\", \"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) //OTHER if TPL or TPS and usetakealert alert("{\"action\": \"close_at_market_price\", \"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) if SLL or SLS and usestopalert alert("{\"action\": \"close_at_market_price\", \"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) if TE and useexpirealert alert("{\"action\": \"close_at_market_price\", \"message_type\": \"bot\", \"bot_id\": 7040545, \"email_token\": \"9b842a1b-9cb4-48ac-9ed4-524c98557e5f\", \"delay_seconds\": 0}", alert.freq_once_per_bar) //END▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲ ////////////////////////////////////////////////////////////////////////////////