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多指標性適応トレンド取引戦略

作者: リン・ハーンチャオチャン, 日付: 2023-12-28 17:59:58
タグ:

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概要

マルチインジケーター適応トレンド・トレード戦略は,複数の技術指標からの信号を統合した定量的なトレード戦略である.それは市場のトレンド方向性を自動的に特定し,異なる市場状況に基づいて異なる構成を持つトレード・シグナルを生成することができる.

この戦略は,移動平均値,ストックRSI,WaveTrendなどを含む指標を組み合わせて取引信号を形成する.また,全体的な市場傾向の判断に基づいて,各指標のパラメータ構成を動的に切り替える.これは異なる市場環境下で適応的な取引を可能にします.

全体的に見ると,この戦略は傾向を追跡し,適応する能力が強い.取引頻度を削減し,大きな片方向のトレンド利益を得ることができます.

戦略の論理

トレンド判断

この戦略は,全体的なトレンド方向を決定するために300期指数関数移動平均を使用する. 上向きEMA線は上昇見通し,下向きEMA線は下向き見通しを示す.

価格がEMA線を突破すると,逆売り信号を誘発し,以前のロングポジションをロックします. これによりリスクを効果的に制御できます.

貿易信号

異なる市場動向下で,戦略は異なるパラメータ構成を採用して取引信号を生成します.

上向きのトレンドの下での取引シグナルには,以下が含まれます.

  • 移動平均のクロスオーバーとポジション
  • ストック・RSI信号
  • WaveTrend信号

ダウントレンドの下での取引信号には,以下が含まれます.

  • 移動平均の横軸の下値とポジション
  • ストック・RSI信号
  • WaveTrend信号

ユーザは,カスタマイズされた取引ロジックを実装するために,異なる指標から異なる信号を有効または無効にすることができます.

各信号は +1 の信号スコアに貢献します. 合計スコアがユーザーによって設定された値に達すると,実際の取引信号が起動します.

利益 を 取っ て 損 を 止める

戦略は,利益の取得率,損失の停止率,価格の破綻率などを含む,利益の取得とストップ損失の複数の方法を用意している.これらのパラメータは,異なる市場動向に基づいて動的に変化する.

利得要件が満たされていない場合,戦略は保有期間とリスクを制御するために直接ポジションを閉鎖する方法も提供します.

利点分析

多指標適応トレンド取引戦略には以下の利点があります.

  1. トレンド識別能力強化.この戦略は,EMAやその他の指標を使用してトレンドを決定し,誤ったブレイクや短期的な市場修正に誤導されないようにします.
  2. ユーザは,独自の取引規則をカスタマイズするために,異なる指標から異なる信号を有効または無効にすることができます.
  3. 強力な適応性. 戦略は自動的に異なる市場状況を特定し,手動的な介入なしに取引信号を生成するために異なるパラメータを採用することができます.
  4. 多重利益とストップ損失の方法. 戦略は利益とストップ損失をロックし,リスクを制御するための豊富なツールを提供します.
  5. 取引頻度が減る.トレンドが明確であるときに取引するだけで,不必要な往復取引が減る.

リスク分析

多指標適応トレンド取引戦略には,次のリスクもあります.

  1. トレンドトレード戦略は,価格の逆転を時間内に把握できず,短期的な利益の機会を逃す可能性があります.
  2. EMA線を突破してシグナルを生むが,すぐに失敗すると,損失につながります.
  3. パラメータ調整リスク.ユーザは,最適なバックテスト結果を達成するために,各パラメータの意味を十分に理解する必要があります.
  4. トレンド識別リスク. 戦略は極端な市場状況におけるトレンドを誤って識別することもあります.
  5. インディケーターの不具合リスク.いくつかのインディケーター信号は,異なる製品や時間枠でも劣る可能性があります.

EMAの長さを適切に調整し,ストップロスの範囲を拡大することで,いくつかのリスクが解決できます.

オプティマイゼーションの方向性

この戦略は,次の側面からも向上することができる.

  1. 機械学習に基づく動的パラメータ最適化モジュールを追加します. そのため,パラメータは固定値の代わりにリアルタイム市場変化に基づいて自動的に最適化できます.
  2. モデルアンサンブル投票メカニズムを追加します.複数のモデルからの判断を組み合わせ,最終信号として最適を選択します.
  3. ストップ・ロスのメカニズムを最適化します. ストップ・ロスを追跡したり,ストップ・ロスを移動したりして利益をより良く確保し,リスクをコントロールすることができます.
  4. 信号重量をカスタマイズする. シンプルな0/1論理ではなく,異なる信号に対して異なる重量を設定する. 指標信号の重量化された組み合わせを達成する.

概要

マルチインジケーター適応トレンドトレード戦略は,トレンド判断,複数のインジケーター信号の融合,ダイナミックパラメータスイッチングを含む方法を統合する.定量的なトレード戦略として,それは大きな適応性とカスタマイズ可能性を持っています.一方的なトレンドを最大限に捕捉しながら不必要な取引を減らすことができます.この戦略は定量的な取引の優れた代表であり,深層の研究と適用に値します.


/*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▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲
////////////////////////////////////////////////////////////////////////////////

もっと