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Strategi Tren Rating Rata-rata Bergerak Berbagai

Penulis:ChaoZhang, Tanggal: 2023-10-17 13:11:25
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Gambaran umum

Strategi ini menganalisis tren harga dari berbagai sudut dengan mengadopsi berbagai jenis rata-rata bergerak, membentuk sinyal peringkat yang komprehensif untuk menentukan arah pembukaan. Strategi ini memiliki keuntungan berikut: 1) Beberapa rata-rata bergerak membentuk sistem peringkat untuk meningkatkan akurasi penilaian; 2) Penyesuaian yang fleksibel dari parameter sistem peringkat untuk beradaptasi dengan varietas yang berbeda; 3) Kondisi peringkat masuk yang dapat dikonfigurasi untuk mengendalikan risiko.

Logika Strategi

  1. Strategi ini menggunakan total 17 jenis rata-rata bergerak yang berbeda, termasuk SMA, EMA, ALMA, SMMA, LSMA, VWMA, DEMA, HMA, KAMA, TEMA, ZLEMA, TRIMA, T3, dll.

  2. Untuk setiap rata-rata bergerak, menilai hubungannya dengan harga penutupan. Jika rata-rata bergerak lebih rendah dari harga penutupan, berikan 1 poin rating. Jika lebih tinggi, berikan -1 poin rating. Jika tidak dapat menentukan, tidak memberikan rating.

  3. Tambahkan semua peringkat rata-rata bergerak, dan bagi dengan jumlah rata-rata rata-rata bergerak, untuk mendapatkan peringkat yang komprehensif.

  4. Bandingkan rating komprehensif dengan ambang rating masuk untuk menentukan arah pembukaan. Jika rating komprehensif mencapai ambang panjang, pergi panjang. Jika mencapai ambang pendek, pergi pendek.

  5. Mengadopsi rata-rata bergerak dari periode yang berbeda dapat menilai tren jangka pendek dan jangka panjang.

Keuntungan

  1. Peringkat rata-rata bergerak ganda meningkatkan akurasi

    Dibandingkan dengan rata-rata bergerak tunggal atau beberapa, strategi menggunakan 17 rata-rata bergerak yang berbeda untuk peringkat, yang dapat lebih baik menilai arah tren pasar dari lebih banyak sudut, mengurangi penyimpangan dari indikator tunggal.

  2. Parameter yang dapat dikonfigurasi dari sistem rating disesuaikan dengan berbagai varietas

    Periode rata-rata bergerak dan ambang rating dalam sistem rating dapat dikonfigurasi melalui parameter, membuat strategi dapat disesuaikan dengan karakteristik yang berbeda dari varietas perdagangan, yang bermanfaat untuk optimalisasi.

  3. Kondisi rating masuk yang dapat dikonfigurasi untuk mengendalikan risiko

    Strategi ini memungkinkan untuk mengkonfigurasi ambang rating entri panjang dan pendek. Sinyal dihasilkan hanya ketika rating komprehensif mencapai ambang, menghindari pembukaan yang salah selama kondisi pasar yang tidak jelas. Pengaturan ambang masuk yang wajar membantu mengurangi perdagangan yang tidak perlu dan mengendalikan risiko.

Risiko dan Solusi

  1. Efeknya mungkin tidak baik untuk varietas individu

    Pengaturan parameter dari strategi ini dirancang untuk pasar secara keseluruhan, dan mungkin tidak bekerja dengan baik untuk beberapa varietas tertentu.

  2. Tingkat kesalahan yang lebih tinggi di pasar dengan tren campuran

    Strategi ini cenderung menghasilkan sinyal yang salah ketika pasar bercampur. Solusinya adalah meningkatkan ambang rating masuk untuk mengurangi perdagangan dalam kondisi pasar tersebut.

  3. Optimasi parameter berkala mungkin diperlukan untuk berjalan jangka panjang

    Karena kondisi pasar terus berubah, parameter tetap dapat menyebabkan penurunan efisiensi strategi.

Arahan Optimasi

  1. Tambahkan indikator lain untuk peringkat, seperti indikator volatilitas, indikator volume, dll untuk memberikan dimensi penilaian yang lebih besar.

  2. Uji dan optimalkan parameter secara terpisah untuk varietas yang berbeda untuk meningkatkan kemampuan beradaptasi.

  3. Tetapkan periode backtest yang lebih lama seperti setengah tahun, satu tahun, untuk mengamati durasi efektivitas parameter.

  4. Penelitian efek aktual dari rata-rata bergerak yang berbeda dalam periode yang berbeda untuk memilih kombinasi yang lebih baik.

  5. Coba metode pembelajaran mesin untuk mengoptimalkan parameter secara otomatis.

Kesimpulan

Strategi ini menetapkan sistem peringkat dari beberapa rata-rata bergerak untuk mencapai penilaian multi-sudut tren pasar. Ini memiliki keuntungan dari parameter yang dapat dikonfigurasi untuk beradaptasi secara fleksibel dengan berbagai varietas, dan untuk mengendalikan risiko strategi melalui penyesuaian parameter. Selain itu, sistem peringkat dapat terus dioptimalkan dan ditingkatkan untuk meningkatkan kinerja strategi. Secara umum, strategi memanfaatkan efek dari beberapa indikator teknis untuk membentuk kemampuan pelacakan tren yang kuat.


/*backtest
start: 2023-10-09 00:00:00
end: 2023-10-12 02:00:00
period: 1m
basePeriod: 1m
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/
// © exlux99

//@version=5

strategy(title='Ultra Moving Average Rating Trend Strategy', overlay=true)  //,  pyramiding=1,initial_capital = 1000, default_qty_type= strategy.percent_of_equity, default_qty_value = 100, calc_on_order_fills=false, slippage=0,commission_type=strategy.commission.percent,commission_value=0.03)
// //


//==========DEMA
getDEMA(src, len) =>
    dema = 2 * ta.ema(src, len) - ta.ema(ta.ema(src, len), len)
    dema
//==========HMA
getHULLMA(src, len) =>
    hullma = ta.wma(2 * ta.wma(src, len / 2) - ta.wma(src, len), math.round(math.sqrt(len)))
    hullma
//==========KAMA
getKAMA(src, len, k1, k2) =>
    change = math.abs(ta.change(src, len))
    volatility = math.sum(math.abs(ta.change(src)), len)
    efficiency_ratio = volatility != 0 ? change / volatility : 0
    kama = 0.0
    fast = 2 / (k1 + 1)
    slow = 2 / (k2 + 1)
    smooth_const = math.pow(efficiency_ratio * (fast - slow) + slow, 2)
    kama := nz(kama[1]) + smooth_const * (src - nz(kama[1]))
    kama
//==========TEMA
getTEMA(src, len) =>
    e = ta.ema(src, len)
    tema = 3 * (e - ta.ema(e, len)) + ta.ema(ta.ema(e, len), len)
    tema
//==========ZLEMA
getZLEMA(src, len) =>
    zlemalag_1 = (len - 1) / 2
    zlemadata_1 = src + src - src[zlemalag_1]
    zlema = ta.ema(zlemadata_1, len)
    zlema
//==========FRAMA
getFRAMA(src, len) =>
    Price = src
    N = len
    if N % 2 != 0
        N += 1
        N
    N1 = 0.0
    N2 = 0.0
    N3 = 0.0
    HH = 0.0
    LL = 0.0
    Dimen = 0.0
    alpha = 0.0
    Filt = 0.0
    N3 := (ta.highest(N) - ta.lowest(N)) / N
    HH := ta.highest(N / 2 - 1)
    LL := ta.lowest(N / 2 - 1)
    N1 := (HH - LL) / (N / 2)
    HH := high[N / 2]
    LL := low[N / 2]
    for i = N / 2 to N - 1 by 1
        if high[i] > HH
            HH := high[i]
            HH
        if low[i] < LL
            LL := low[i]
            LL
    N2 := (HH - LL) / (N / 2)
    if N1 > 0 and N2 > 0 and N3 > 0
        Dimen := (math.log(N1 + N2) - math.log(N3)) / math.log(2)
        Dimen
    alpha := math.exp(-4.6 * (Dimen - 1))
    if alpha < .01
        alpha := .01
        alpha
    if alpha > 1
        alpha := 1
        alpha
    Filt := alpha * Price + (1 - alpha) * nz(Filt[1], 1)
    if bar_index < N + 1
        Filt := Price
        Filt
    Filt
//==========VIDYA
getVIDYA(src, len) =>
    mom = ta.change(src)
    upSum = math.sum(math.max(mom, 0), len)
    downSum = math.sum(-math.min(mom, 0), len)
    out = (upSum - downSum) / (upSum + downSum)
    cmo = math.abs(out)
    alpha = 2 / (len + 1)
    vidya = 0.0
    vidya := src * alpha * cmo + nz(vidya[1]) * (1 - alpha * cmo)
    vidya
//==========JMA
getJMA(src, len, power, phase) =>
    phase_ratio = phase < -100 ? 0.5 : phase > 100 ? 2.5 : phase / 100 + 1.5
    beta = 0.45 * (len - 1) / (0.45 * (len - 1) + 2)
    alpha = math.pow(beta, power)
    MA1 = 0.0
    Det0 = 0.0
    MA2 = 0.0
    Det1 = 0.0
    JMA = 0.0
    MA1 := (1 - alpha) * src + alpha * nz(MA1[1])
    Det0 := (src - MA1) * (1 - beta) + beta * nz(Det0[1])
    MA2 := MA1 + phase_ratio * Det0
    Det1 := (MA2 - nz(JMA[1])) * math.pow(1 - alpha, 2) + math.pow(alpha, 2) * nz(Det1[1])
    JMA := nz(JMA[1]) + Det1
    JMA
//==========T3
getT3(src, len, vFactor) =>
    ema1 = ta.ema(src, len)
    ema2 = ta.ema(ema1, len)
    ema3 = ta.ema(ema2, len)
    ema4 = ta.ema(ema3, len)
    ema5 = ta.ema(ema4, len)
    ema6 = ta.ema(ema5, len)
    c1 = -1 * math.pow(vFactor, 3)
    c2 = 3 * math.pow(vFactor, 2) + 3 * math.pow(vFactor, 3)
    c3 = -6 * math.pow(vFactor, 2) - 3 * vFactor - 3 * math.pow(vFactor, 3)
    c4 = 1 + 3 * vFactor + math.pow(vFactor, 3) + 3 * math.pow(vFactor, 2)
    T3 = c1 * ema6 + c2 * ema5 + c3 * ema4 + c4 * ema3
    T3
//==========TRIMA
getTRIMA(src, len) =>
    N = len + 1
    Nm = math.round(N / 2)
    TRIMA = ta.sma(ta.sma(src, Nm), Nm)
    TRIMA




//-------------- FUNCTIONS 
dirmov(len) =>
    up = ta.change(high)
    down = -ta.change(low)
    plusDM = na(up) ? na : up > down and up > 0 ? up : 0
    minusDM = na(down) ? na : down > up and down > 0 ? down : 0
    truerange = ta.rma(ta.tr, len)
    plus = fixnan(100 * ta.rma(plusDM, len) / truerange)
    minus = fixnan(100 * ta.rma(minusDM, len) / truerange)
    [plus, minus]

adx(dilen, adxlen) =>
    [plus, minus] = dirmov(dilen)
    sum = plus + minus
    adx = 100 * ta.rma(math.abs(plus - minus) / (sum == 0 ? 1 : sum), adxlen)
    adx

src = close

res = input.timeframe("", title="Indicator Timeframe")

// Ichimoku Cloud
donchian(len) => math.avg(ta.lowest(len), ta.highest(len))
ichimoku_cloud() =>
    conversionLine = donchian(9)
    baseLine = donchian(26)
    leadLine1 = math.avg(conversionLine, baseLine)
    leadLine2 = donchian(52)
    [conversionLine, baseLine, leadLine1, leadLine2]

calcRatingMA(ma, src) => na(ma) or na(src) ? na : (ma == src ? 0 : ( ma < src ? 1 : -1 ))
calcRating(buy, sell) => buy ? 1 : ( sell ? -1 : 0 )
calcRatingAll() =>
    //============== MA =================
    

    
    SMA10 = ta.sma(close, 10)
    SMA20 = ta.sma(close, 20)
    SMA30 = ta.sma(close, 30)
    SMA50 = ta.sma(close, 50)
    SMA100 = ta.sma(close, 100)
    SMA200 = ta.sma(close, 200)

    EMA10 = ta.ema(close, 10)
    EMA20 = ta.ema(close, 20)
    EMA30 = ta.ema(close, 30)
    EMA50 = ta.ema(close, 50)
    EMA100 = ta.ema(close, 100)
    EMA200 = ta.ema(close, 200)
    
    ALMA10 = ta.alma(close, 10, 0.85, 6)
    ALMA20 = ta.alma(close, 20, 0.85, 6)
    ALMA50 = ta.alma(close, 50, 0.85, 6)
    ALMA100 = ta.alma(close, 100, 0.85, 6)
    ALMA200 = ta.alma(close, 200, 0.85, 6)
    
    SMMA10 = ta.rma(close, 10)
    SMMA20 = ta.rma(close, 20)
    SMMA50 = ta.rma(close, 50)
    SMMA100 = ta.rma(close, 100)
    SMMA200 = ta.rma(close, 200)

    LSMA10 = ta.linreg(close, 10, 0)
    LSMA20 = ta.linreg(close, 20, 0)
    LSMA50 = ta.linreg(close, 50, 0)
    LSMA100 = ta.linreg(close, 100, 0)
    LSMA200 = ta.linreg(close, 200, 0)

    VWMA10 = ta.vwma(close, 10)
    VWMA20 = ta.vwma(close, 20)
    VWMA50 = ta.vwma(close, 50)
    VWMA100 = ta.vwma(close, 100)
    VWMA200 = ta.vwma(close, 200)

    DEMA10 = getDEMA(close, 10)
    DEMA20 = getDEMA(close, 20)
    DEMA50 = getDEMA(close, 50)
    DEMA100 =getDEMA(close, 100)
    DEMA200 = getDEMA(close, 200)
    
    HMA10 =  ta.hma(close, 10)
    HMA20 =  ta.hma(close, 20)
    HMA50 =  ta.hma(close, 50)
    HMA100 = ta.hma(close, 100)
    HMA200 = ta.hma(close, 200)
    
    KAMA10 =   getKAMA(close, 10, 2, 30)
    KAMA20 =   getKAMA(close, 20, 2, 30)
    KAMA50 =   getKAMA(close, 50, 2, 30)
    KAMA100 =  getKAMA(close, 100, 2, 30)
    KAMA200 =  getKAMA(close, 200 , 2, 30)
    
    FRAMA10 = getFRAMA(close, 10)
    FRAMA20 = getFRAMA(close, 20)
    FRAMA50 = getFRAMA(close, 50)
    FRAMA100 =getFRAMA(close, 100)
    FRAMA200 = getFRAMA(close, 200)

    VIDMA10 = getVIDYA(close, 10)
    VIDMA20 = getVIDYA(close, 20)
    VIDMA50 = getVIDYA(close, 50)
    VIDMA100 =getVIDYA(close, 100)
    VIDMA200 = getVIDYA(close, 200)
    
    JMA10 = getJMA(close, 10, 2, 50)
    JMA20 = getJMA(close, 20, 2, 50)
    JMA50 = getJMA(close, 50, 2, 50)
    JMA100 =getJMA(close, 100, 2, 50)
    JMA200 = getJMA(close, 200, 2, 50)
    
    TEMA10 = getTEMA(close, 10)
    TEMA20 = getTEMA(close, 20)
    TEMA50 = getTEMA(close, 50)
    TEMA100 =getTEMA(close, 100)
    TEMA200 = getTEMA(close, 200)
    
    ZLEMA10 = getZLEMA(close, 10)
    ZLEMA20 = getZLEMA(close, 20)
    ZLEMA50 = getZLEMA(close, 50)
    ZLEMA100 =getZLEMA(close, 100)
    ZLEMA200 = getZLEMA(close, 200)
    
    TRIMA10 = getTRIMA(close, 10)
    TRIMA20 = getTRIMA(close, 20)
    TRIMA50 = getTRIMA(close, 50)
    TRIMA100 =getTRIMA(close, 100)
    TRIMA200 = getTRIMA(close, 200)
    
    T3MA10 = getT3(close, 10, 0.7)
    T3MA20 = getT3(close, 20, 0.7)
    T3MA50 = getT3(close, 50, 0.7)
    T3MA100 =getT3(close, 100, 0.7)
    T3MA200 = getT3(close, 200, 0.7)
    
    [IC_CLine, IC_BLine, IC_Lead1, IC_Lead2] = ichimoku_cloud()

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

    PriceAvg = ta.ema(close, 50)
    DownTrend = close < PriceAvg
    UpTrend = close > PriceAvg
    // calculate trading recommendation based on SMA/EMA
    float ratingMA = 0
    float ratingMAC = 0

    float ratingSMA10 = na
    if not na(SMA10)
        ratingSMA10 := calcRatingMA(SMA10, close)
        ratingMA := ratingMA + ratingSMA10
        ratingMAC := ratingMAC + 1
    float ratingSMA20 = na
    if not na(SMA20)
        ratingSMA20 := calcRatingMA(SMA20, close)
        ratingMA := ratingMA + ratingSMA20
        ratingMAC := ratingMAC + 1
    float ratingSMA30 = na
    if not na(SMA30)
        ratingSMA30 := calcRatingMA(SMA30, close)
        ratingMA := ratingMA + ratingSMA30
        ratingMAC := ratingMAC + 1
    float ratingSMA50 = na
    if not na(SMA50)
        ratingSMA50 := calcRatingMA(SMA50, close)
        ratingMA := ratingMA + ratingSMA50
        ratingMAC := ratingMAC + 1
    float ratingSMA100 = na
    if not na(SMA100)
        ratingSMA100 := calcRatingMA(SMA100, close)
        ratingMA := ratingMA + ratingSMA100
        ratingMAC := ratingMAC + 1
    float ratingSMA200 = na
    if not na(SMA200)
        ratingSMA200 := calcRatingMA(SMA200, close)
        ratingMA := ratingMA + ratingSMA200
        ratingMAC := ratingMAC + 1

    float ratingEMA10 = na
    if not na(EMA10)
        ratingEMA10 := calcRatingMA(EMA10, close)
        ratingMA := ratingMA + ratingEMA10
        ratingMAC := ratingMAC + 1
    float ratingEMA20 = na
    if not na(EMA20)
        ratingEMA20 := calcRatingMA(EMA20, close)
        ratingMA := ratingMA + ratingEMA20
        ratingMAC := ratingMAC + 1
    float ratingEMA30 = na
    if not na(EMA30)
        ratingEMA30 := calcRatingMA(EMA30, close)
        ratingMA := ratingMA + ratingEMA30
        ratingMAC := ratingMAC + 1
    float ratingEMA50 = na
    if not na(EMA50)
        ratingEMA50 := calcRatingMA(EMA50, close)
        ratingMA := ratingMA + ratingEMA50
        ratingMAC := ratingMAC + 1
    float ratingEMA100 = na
    if not na(EMA100)
        ratingEMA100 := calcRatingMA(EMA100, close)
        ratingMA := ratingMA + ratingEMA100
        ratingMAC := ratingMAC + 1
    float ratingEMA200 = na
    if not na(EMA200)
        ratingEMA200 := calcRatingMA(EMA200, close)
        ratingMA := ratingMA + ratingEMA200
        ratingMAC := ratingMAC + 1

///////////////////////////
    float ratingALMA10 = na
    if not na(ALMA10)
        ratingALMA10 := calcRatingMA(ALMA10, close)
        ratingMA := ratingMA + ratingALMA10
        ratingMAC := ratingMAC + 1
        
    float ratingALMA20 = na
    if not na(ALMA20)
        ratingALMA20 := calcRatingMA(ALMA20, close)
        ratingMA := ratingMA + ratingALMA20
        ratingMAC := ratingMAC + 1
        
    float ratingALMA50 = na
    if not na(ALMA50)
        ratingALMA50 := calcRatingMA(ALMA50, close)
        ratingMA := ratingMA + ratingALMA50
        ratingMAC := ratingMAC + 1
        
    float ratingALMA100 = na
    if not na(ALMA100)
        ratingALMA100 := calcRatingMA(ALMA100, close)
        ratingMA := ratingMA + ratingALMA100
        ratingMAC := ratingMAC + 1

    float ratingALMA200 = na
    if not na(ALMA200)
        ratingALMA200 := calcRatingMA(ALMA200, close)
        ratingMA := ratingMA + ratingALMA200
        ratingMAC := ratingMAC + 1


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

///////////////////////////
///////////////////////////
    float ratingSMMA10 = na
    if not na(SMMA10)
        ratingSMMA10 := calcRatingMA(SMMA10, close)
        ratingMA := ratingMA + ratingSMMA10
        ratingMAC := ratingMAC + 1
        
    float ratingSMMA20 = na
    if not na(SMMA20)
        ratingSMMA20 := calcRatingMA(SMMA20, close)
        ratingMA := ratingMA + ratingSMMA20
        ratingMAC := ratingMAC + 1
        
    float ratingSMMA50 = na
    if not na(SMMA50)
        ratingSMMA50 := calcRatingMA(SMMA50, close)
        ratingMA := ratingMA + ratingSMMA50
        ratingMAC := ratingMAC + 1
        
    float ratingSMMA100 = na
    if not na(SMMA100)
        ratingSMMA100 := calcRatingMA(SMMA100, close)
        ratingMA := ratingMA + ratingSMMA100
        ratingMAC := ratingMAC + 1

    float ratingSMMA200 = na
    if not na(SMMA200)
        ratingSMMA200 := calcRatingMA(SMMA200, close)
        ratingMA := ratingMA + ratingSMMA200
        ratingMAC := ratingMAC + 1


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

///////////////////////////
///////////////////////////
    float ratingLSMA10 = na
    if not na(LSMA10)
        ratingLSMA10 := calcRatingMA(LSMA10, close)
        ratingMA := ratingMA + ratingLSMA10
        ratingMAC := ratingMAC + 1
        
    float ratingLSMA20 = na
    if not na(LSMA20)
        ratingLSMA20 := calcRatingMA(LSMA20, close)
        ratingMA := ratingMA + ratingLSMA20
        ratingMAC := ratingMAC + 1
        
    float ratingLSMA50 = na
    if not na(LSMA50)
        ratingLSMA50 := calcRatingMA(LSMA50, close)
        ratingMA := ratingMA + ratingLSMA50
        ratingMAC := ratingMAC + 1
        
    float ratingLSMA100 = na
    if not na(LSMA100)
        ratingLSMA100 := calcRatingMA(LSMA100, close)
        ratingMA := ratingMA + ratingLSMA100
        ratingMAC := ratingMAC + 1

    float ratingLSMA200 = na
    if not na(LSMA200)
        ratingLSMA200 := calcRatingMA(LSMA200, close)
        ratingMA := ratingMA + ratingLSMA200
        ratingMAC := ratingMAC + 1


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

///////////////////////////
///////////////////////////
    float ratingVWMA10 = na
    if not na(VWMA10)
        ratingVWMA10 := calcRatingMA(VWMA10, close)
        ratingMA := ratingMA + ratingVWMA10
        ratingMAC := ratingMAC + 1
        
    float ratingVWMA20 = na
    if not na(VWMA20)
        ratingVWMA20 := calcRatingMA(VWMA20, close)
        ratingMA := ratingMA + ratingVWMA20
        ratingMAC := ratingMAC + 1
        
    float ratingVWMA50 = na
    if not na(VWMA50)
        ratingVWMA50 := calcRatingMA(VWMA50, close)
        ratingMA := ratingMA + ratingVWMA50
        ratingMAC := ratingMAC + 1
        
    float ratingVWMA100 = na
    if not na(VWMA100)
        ratingVWMA100 := calcRatingMA(VWMA100, close)
        ratingMA := ratingMA + ratingVWMA100
        ratingMAC := ratingMAC + 1

    float ratingVWMA200 = na
    if not na(VWMA200)
        ratingVWMA200 := calcRatingMA(VWMA200, close)
        ratingMA := ratingMA + ratingVWMA200
        ratingMAC := ratingMAC + 1


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

///////////////////////////
///////////////////////////
    float ratingDEMA10 = na
    if not na(DEMA10)
        ratingDEMA10 := calcRatingMA(DEMA10, close)
        ratingMA := ratingMA + ratingDEMA10
        ratingMAC := ratingMAC + 1
        
    float ratingDEMA20 = na
    if not na(DEMA20)
        ratingDEMA20 := calcRatingMA(DEMA20, close)
        ratingMA := ratingMA + ratingDEMA20
        ratingMAC := ratingMAC + 1
        
    float ratingDEMA50 = na
    if not na(DEMA50)
        ratingDEMA50 := calcRatingMA(DEMA50, close)
        ratingMA := ratingMA + ratingDEMA50
        ratingMAC := ratingMAC + 1
        
    float ratingDEMA100 = na
    if not na(DEMA100)
        ratingDEMA100 := calcRatingMA(DEMA100, close)
        ratingMA := ratingMA + ratingDEMA100
        ratingMAC := ratingMAC + 1

    float ratingDEMA200 = na
    if not na(DEMA200)
        ratingDEMA200 := calcRatingMA(DEMA200, close)
        ratingMA := ratingMA + ratingDEMA200
        ratingMAC := ratingMAC + 1

/////////////////////////
///////////////////////////
    float ratingHMA10 = na
    if not na(HMA10)
        ratingHMA10 := calcRatingMA(HMA10, close)
        ratingMA := ratingMA + ratingHMA10
        ratingMAC := ratingMAC + 1
        
    float ratingHMA20 = na
    if not na(HMA20)
        ratingHMA20 := calcRatingMA(HMA20, close)
        ratingMA := ratingMA + ratingHMA20
        ratingMAC := ratingMAC + 1
        
    float ratingHMA50 = na
    if not na(HMA50)
        ratingHMA50 := calcRatingMA(HMA50, close)
        ratingMA := ratingMA + ratingHMA50
        ratingMAC := ratingMAC + 1
        
    float ratingHMA100 = na
    if not na(HMA100)
        ratingHMA100 := calcRatingMA(HMA100, close)
        ratingMA := ratingMA + ratingHMA100
        ratingMAC := ratingMAC + 1

    float ratingHMA200 = na
    if not na(HMA200)
        ratingHMA200 := calcRatingMA(HMA200, close)
        ratingMA := ratingMA + ratingHMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
///////////////////////////
    float ratingKAMA10 = na
    if not na(KAMA10)
        ratingKAMA10 := calcRatingMA(KAMA10, close)
        ratingMA := ratingMA + ratingKAMA10
        ratingMAC := ratingMAC + 1
        
    float ratingKAMA20 = na
    if not na(KAMA20)
        ratingKAMA20 := calcRatingMA(KAMA20, close)
        ratingMA := ratingMA + ratingKAMA20
        ratingMAC := ratingMAC + 1
        
    float ratingKAMA50 = na
    if not na(KAMA50)
        ratingKAMA50 := calcRatingMA(KAMA50, close)
        ratingMA := ratingMA + ratingKAMA50
        ratingMAC := ratingMAC + 1
        
    float ratingKAMA100 = na
    if not na(KAMA100)
        ratingKAMA100 := calcRatingMA(KAMA100, close)
        ratingMA := ratingMA + ratingKAMA100
        ratingMAC := ratingMAC + 1

    float ratingKAMA200 = na
    if not na(KAMA200)
        ratingKAMA200 := calcRatingMA(KAMA200, close)
        ratingMA := ratingMA + ratingKAMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
///////////////////////////
    float ratingFRAMA10 = na
    if not na(FRAMA10)
        ratingFRAMA10 := calcRatingMA(FRAMA10, close)
        ratingMA := ratingMA + ratingFRAMA10
        ratingMAC := ratingMAC + 1
        
    float ratingFRAMA20 = na
    if not na(FRAMA20)
        ratingFRAMA20 := calcRatingMA(FRAMA20, close)
        ratingMA := ratingMA + ratingFRAMA20
        ratingMAC := ratingMAC + 1
        
    float ratingFRAMA50 = na
    if not na(FRAMA50)
        ratingFRAMA50 := calcRatingMA(FRAMA50, close)
        ratingMA := ratingMA + ratingFRAMA50
        ratingMAC := ratingMAC + 1
        
    float ratingFRAMA100 = na
    if not na(FRAMA100)
        ratingFRAMA100 := calcRatingMA(FRAMA100, close)
        ratingMA := ratingMA + ratingFRAMA100
        ratingMAC := ratingMAC + 1

    float ratingFRAMA200 = na
    if not na(FRAMA200)
        ratingFRAMA200 := calcRatingMA(FRAMA200, close)
        ratingMA := ratingMA + ratingFRAMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
///////////////////////////
    float ratingVIDMA10 = na
    if not na(VIDMA10)
        ratingVIDMA10 := calcRatingMA(VIDMA10, close)
        ratingMA := ratingMA + ratingVIDMA10
        ratingMAC := ratingMAC + 1
        
    float ratingVIDMA20 = na
    if not na(VIDMA20)
        ratingVIDMA20 := calcRatingMA(VIDMA20, close)
        ratingMA := ratingMA + ratingVIDMA20
        ratingMAC := ratingMAC + 1
        
    float ratingVIDMA50 = na
    if not na(VIDMA50)
        ratingVIDMA50 := calcRatingMA(VIDMA50, close)
        ratingMA := ratingMA + ratingVIDMA50
        ratingMAC := ratingMAC + 1
        
    float ratingVIDMA100 = na
    if not na(VIDMA100)
        ratingVIDMA100 := calcRatingMA(VIDMA100, close)
        ratingMA := ratingMA + ratingVIDMA100
        ratingMAC := ratingMAC + 1

    float ratingVIDMA200 = na   
    if not na(VIDMA200)
        ratingVIDMA200 := calcRatingMA(VIDMA200, close)
        ratingMA := ratingMA + ratingVIDMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
    float ratingJMA10 = na
    if not na(JMA10)
        ratingJMA10 := calcRatingMA(JMA10, close)
        ratingMA := ratingMA + ratingJMA10
        ratingMAC := ratingMAC + 1
        
    float ratingJMA20 = na
    if not na(JMA20)
        ratingJMA20 := calcRatingMA(JMA20, close)
        ratingMA := ratingMA + ratingJMA20
        ratingMAC := ratingMAC + 1
        
    float ratingJMA50 = na
    if not na(JMA50)
        ratingJMA50 := calcRatingMA(JMA50, close)
        ratingMA := ratingMA + ratingJMA50
        ratingMAC := ratingMAC + 1
        
    float ratingJMA100 = na
    if not na(JMA100)
        ratingJMA100 := calcRatingMA(JMA100, close)
        ratingMA := ratingMA + ratingJMA100
        ratingMAC := ratingMAC + 1

    float ratingJMA200 = na
    if not na(JMA200)
        ratingJMA200 := calcRatingMA(JMA200, close)
        ratingMA := ratingMA + ratingJMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
///////////////////////////
    float ratingTEMA10 = na
    if not na(TEMA10)
        ratingTEMA10 := calcRatingMA(TEMA10, close)
        ratingMA := ratingMA + ratingTEMA10
        ratingMAC := ratingMAC + 1
        
    float ratingTEMA20 = na
    if not na(TEMA20)
        ratingTEMA20 := calcRatingMA(TEMA20, close)
        ratingMA := ratingMA + ratingTEMA20
        ratingMAC := ratingMAC + 1
        
    float ratingTEMA50 = na
    if not na(TEMA50)
        ratingTEMA50 := calcRatingMA(TEMA50, close)
        ratingMA := ratingMA + ratingTEMA50
        ratingMAC := ratingMAC + 1
        
    float ratingTEMA100 = na
    if not na(TEMA100)
        ratingTEMA100 := calcRatingMA(TEMA100, close)
        ratingMA := ratingMA + ratingTEMA100
        ratingMAC := ratingMAC + 1

    float ratingTEMA200 = na
    if not na(TEMA200)
        ratingTEMA200 := calcRatingMA(TEMA200, close)
        ratingMA := ratingMA + ratingTEMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
    float ratingZLEMA10 = na
    if not na(ZLEMA10)
        ratingZLEMA10 := calcRatingMA(ZLEMA10, close)
        ratingMA := ratingMA + ratingZLEMA10
        ratingMAC := ratingMAC + 1
        
    float ratingZLEMA20 = na
    if not na(ZLEMA20)
        ratingZLEMA20 := calcRatingMA(ZLEMA20, close)
        ratingMA := ratingMA + ratingZLEMA20
        ratingMAC := ratingMAC + 1
        
    float ratingZLEMA50 = na
    if not na(ZLEMA50)
        ratingZLEMA50 := calcRatingMA(ZLEMA50, close)
        ratingMA := ratingMA + ratingZLEMA50
        ratingMAC := ratingMAC + 1
        
    float ratingZLEMA100 = na
    if not na(ZLEMA100)
        ratingZLEMA100 := calcRatingMA(ZLEMA100, close)
        ratingMA := ratingMA + ratingZLEMA100
        ratingMAC := ratingMAC + 1

    float ratingZLEMA200 = na
    if not na(ZLEMA200)
        ratingZLEMA200 := calcRatingMA(ZLEMA200, close)
        ratingMA := ratingMA + ratingZLEMA200
        ratingMAC := ratingMAC + 1
/////////////////////////

///////////////////////////
///////////////////////////
    float ratingTRIMA10 = na
    if not na(TRIMA10)
        ratingTRIMA10 := calcRatingMA(TRIMA10, close)
        ratingMA := ratingMA + ratingTRIMA10
        ratingMAC := ratingMAC + 1
        
    float ratingTRIMA20 = na
    if not na(TRIMA20)
        ratingTRIMA20 := calcRatingMA(TRIMA20, close)
        ratingMA := ratingMA + ratingTRIMA20
        ratingMAC := ratingMAC + 1
        
    float ratingTRIMA50 = na
    if not na(TRIMA50)
        ratingTRIMA50 := calcRatingMA(TRIMA50, close)
        ratingMA := ratingMA + ratingTRIMA50
        ratingMAC := ratingMAC + 1
        
    float ratingTRIMA100 = na
    if not na(TRIMA100)
        ratingTRIMA100 := calcRatingMA(TRIMA100, close)
        ratingMA := ratingMA + ratingTRIMA100
        ratingMAC := ratingMAC + 1

    float ratingTRIMA200 = na
    if not na(TRIMA200)
        ratingTRIMA200 := calcRatingMA(TRIMA200, close)
        ratingMA := ratingMA + ratingTRIMA200
        ratingMAC := ratingMAC + 1
/////////////////////////
///////////////////////////
    float ratingT3MA10 = na
    if not na(T3MA10)
        ratingT3MA10 := calcRatingMA(T3MA10, close)
        ratingMA := ratingMA + ratingT3MA10
        ratingMAC := ratingMAC + 1
        
    float ratingT3MA20 = na
    if not na(T3MA20)
        ratingT3MA20 := calcRatingMA(T3MA20, close)
        ratingMA := ratingMA + ratingT3MA20
        ratingMAC := ratingMAC + 1
        
    float ratingT3MA50 = na
    if not na(T3MA50)
        ratingT3MA50 := calcRatingMA(T3MA50, close)
        ratingMA := ratingMA + ratingT3MA50
        ratingMAC := ratingMAC + 1
        
    float ratingT3MA100 = na
    if not na(T3MA100)
        ratingT3MA100 := calcRatingMA(T3MA100, close)
        ratingMA := ratingMA + ratingT3MA100
        ratingMAC := ratingMAC + 1

    float ratingT3MA200 = na
    if not na(T3MA200)
        ratingT3MA200 := calcRatingMA(T3MA200, close)
        ratingMA := ratingMA + ratingT3MA200
        ratingMAC := ratingMAC + 1
        
//////////////////////////////////////////


    float ratingIC = na
    if not (na(IC_Lead1) or na(IC_Lead2) or na(close) or na(close[1]) or na(IC_BLine) or na(IC_CLine))
        ratingIC := calcRating(
         IC_Lead1 > IC_Lead2 and close > IC_Lead1 and close < IC_BLine and close[1] < IC_CLine and close > IC_CLine,
         IC_Lead2 > IC_Lead1 and close < IC_Lead2 and close > IC_BLine and close[1] > IC_CLine and close < IC_CLine)
    if not na(ratingIC)
        ratingMA := ratingMA + ratingIC
        ratingMAC := ratingMAC + 1

    ratingMA := ratingMAC > 0 ? ratingMA / ratingMAC : na


    float ratingTotal = 0
    float ratingTotalC = 0
    if not na(ratingMA)
        ratingTotal := ratingTotal + ratingMA
        ratingTotalC := ratingTotalC + 1
    ratingTotal := ratingTotalC > 0 ? ratingTotal / ratingTotalC : na

    [ratingTotal,  ratingMA]



getSignal2(ratingTotal,  ratingMA) =>
    float _res = ratingTotal
    _res := ratingMA

    
[ratingTotal, ratingMA]  = request.security(syminfo.tickerid, res, calcRatingAll())
tradeSignal = getSignal2(ratingTotal,  ratingMA)


rating_entry = input.float(0.95, title='Rating for long', group="Entry Rating %", step=0.05)
rating_exit = input.float(0.75, title='Rating for short', group="Entry Rating %", step=0.05) * -1

long = tradeSignal >= rating_entry  
short = tradeSignal <= rating_exit


strategy.entry("long",strategy.long,when=long)
strategy.entry('short',strategy.short,when=short)

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