#property version   "2.00"

#property indicator_chart_window
#property indicator_buffers 3
#property indicator_plots 3

#property indicator_type1 DRAW_LINE
#property indicator_type2 DRAW_LINE
#property indicator_type3 DRAW_LINE

#property indicator_width1 1
#property indicator_width2 1
#property indicator_width3 1

#property indicator_color1 clrBlue
#property indicator_color2 clrGreen
#property indicator_color3 clrRed

#property indicator_style1 STYLE_SOLID
#property indicator_style2 STYLE_SOLID
#property indicator_style3 STYLE_SOLID

double avgLine[];
double upperTrendline[];
double LowerTrendline[];

double upperBand[2147483]; // keep track of upperband values
double lowerBand[2147483]; // keep track of lowerband values

bool trend = true; // Trend direction status
bool trends[2147483]; // keep track of the trend status

double trend_line[2147483]; // keep track of trendline values

// Custom functions

// Calculates the median of an array
//@param array [in] (array[]) that will be used for the calculation
//@returns (double)
double ArrayMedian(const double& array[])
{
    double median;
    double copy[];
    int lenght = ArraySize(array);
    ArrayResize(copy, lenght);
    ArrayCopy(copy, array, 0, 0, WHOLE_ARRAY);
    ArraySort(copy);
    if (lenght % 2 == 0) // it's even
    {
        median = (copy[lenght / 2] + copy[(lenght / 2) - 1]) / 2.0;
    } else // it's odd
    {
        median = copy[lenght / 2];
    }
    return (median);
}

// Calculates the average of an array
//@param array [in] (array[]) that will be used for the calculation
//@returns (double)
double ArrayAvg(const double& array[])
{
    double sum = 0;
    double avg;
    for (int i = 0; i < ArraySize(array); i++) {
        sum += array[i];
    }
    avg = sum / ArraySize(array);
    return (avg);
}

//Calculates the mode of an array
//@param array [in] (array[]) that will be used for the calculation
//@returns (double)
double ArrayMode(const double& array[])
{
    double maxValue = -1.0;
    int maxCount = 0;
    for (int i = 0; i < ArraySize(array); i++) {
        double currentValue = array[i];
        int currentCount = 1;
        for (int j = i + 1; j < ArraySize(array); j++) {
            if (array[j] == currentValue) {
                currentCount++;
            }
        }
        if (currentCount > maxCount) {
            maxCount = currentCount;
            maxValue = currentValue;
        } else if (currentCount == maxCount) {
            if (currentValue < maxValue) {
                maxValue = currentValue;
            }
        }
    }
    return (maxValue);
}

// Inputs

input string separator = "========CALCULATION INPUTS=========";
input int bars = 1000; // Max History Bars
input bool show_strength = false; // Show Trend Strength
input int len = 20; // Lenght
enum Type {
    type1 = 1, // AVG
    type2 = 2, // MEADIAN
    type3 = 3, // MODE
};
input Type mode = type1; // Type
input double distance = 1; // Distance
input bool show_retest = false; // Retest Signals

input string separator2 = "========STRONG SIGNAL SHAPES INPUTS=========";
input ENUM_OBJECT objSell = OBJ_ARROW_DOWN; // sell signal shape (strong)
input ENUM_OBJECT objBuy = OBJ_ARROW_UP; // buy signal shape (strong)
input int sellSigSize = 3; // sell signal size   (strong)
input int buySigSize = 3; // buy signal size     (strong)
input color sellSigClr = clrNONE; // sell signal color (strong)
input color buySigClr = clrNONE; // buy signal color (strong)

input string separator3 = "========COMMON SIGNAL SHAPES INPUTS=========";
input ENUM_OBJECT objSellcmn = OBJ_ARROW_DOWN; // sell signal shape
input ENUM_OBJECT objBuycmn = OBJ_ARROW_UP; // buy signal shape
input int sellSigSizecmn = 2; // sell signal size
input int buySigSizecmn = 2; // buy signal size
input color sellSigClrcmn = clrNONE; // sell signal color
input color buySigClrcmn = clrNONE; // buy signal color

input string separator4 = "========RETEST SIGNAL SHAPES INPUTS=========";
input ENUM_OBJECT objSellrt = OBJ_ARROW_DOWN; // sell signal shape (retest)
input ENUM_OBJECT objBuyrt = OBJ_ARROW_UP; // buy signal shape (retest)
input int sellSigSizert = 1; // sell signal size (retest)
input int buySigSizert = 1; // buy signal size (retest)
input color sellSigClrrt = clrNONE; // sell signal color (retest)
input color buySigClrrt = clrNONE; // buy signal color (retest)

// Functions

// Calculates a Gaussian filter for smoothing the data (uses close value as source)
//@param length (int) Length of the filter
//@param sigma (float) Standard deviation for the Gaussian function
//@param shift (int) the index of the candle
//@returns (float) Smoothed value for the current bar 
double Gaussian_filter(double lenght, double sigma, int shift)
{
    double weights[100]; // Create an array to store weights for Gaussian filter
    double total = 0; // Sum of all weights, used for normalization
    double pi = M_PI; // Define Pi constant
    // Calculate weights for Gaussian filter
    for (int i = 0; i < lenght; i++) {
        double weight = MathExp(-0.5 * MathPow((i - lenght / 2) / sigma, 2.0)) / MathSqrt(sigma * 2.0 * pi);
        weights[i] = weight;
        total += weight;
    }
    // Normalize weights
    for (int i = 0; i < lenght; i++) {
        weights[i] = weights[i] / total;
    }
    // Apply Gaussian filter to the source series
    double sum = 0;
    for (int i = 0; i < lenght; i++) {
        sum = sum + iClose(_Symbol, PERIOD_CURRENT, shift) * weights[i];
        shift++;
    }
    return (sum);
}

// Multi-trend calculation using Gaussian filter
//@param values [out] (array[][])
//@param period [in] (int) Lookback period for trend calculation
//@param shift [in] (int) the index of the candle
//@returns Void
void Multi_trend(double& values[], double period, int shift, int arrShift)
{
    ArrayInitialize(values, 0);
    int shifti = shift;
    double g_value[]; // Array to store Gaussian filtered values

    // Calculate the average true range (ATR) volatility
    double range[100];
    for (int i = 0; i < 100; i++) {
        range[i] = iHigh(_Symbol, PERIOD_CURRENT, shifti) - iLow(_Symbol, PERIOD_CURRENT, shifti);
        shifti++;
    }
    double volatility = ArrayAvg(range);

    double lower_band = 0; // Lower band for trend analysis
    double upper_band = 0; // Upper band for trend analysis
    double trend_line = 0; // Trend line value

    // Apply Gaussian filter with a step adjustment to calculate multiple trend lines
    for (int i = 0; i <= 20; i++) {
        double gaussian_filter = Gaussian_filter(period + i, 10, shift);
        ArrayResize(g_value, ArraySize(g_value) + 1);
        g_value[i] = gaussian_filter;
    }
    double coeff = 0.05;
    double score = 0.0;
    // Calculate score based on trend analysis
    for (int i = 0; i < ArraySize(g_value); i++) {
        double g_f = g_value[i];
        if (g_f > g_value[0]) {
            score += coeff;
        }
    }

    // Determine value based on user-selected mode (AVG, MEDIAN, MODE)
    double value;
    switch (mode) {
    case 1: // AVG
        value = ArrayAvg(g_value);
        break;
    case 2: // Median
        value = ArrayMedian(g_value);
        break;
    case 3: // Mode
        value = ArrayMode(g_value);
        break;
    }
    lower_band = value - volatility * distance; // Calculate lower band based on value and volatility
    upper_band = value + volatility * distance; // Calculate upper band based on value and volatility
    lowerBand[arrShift] = lower_band; // save the band values
    upperBand[arrShift] = upper_band;
    // Check crossover and crossunder of price with bands to determine trend
    if (iClose(_Symbol, PERIOD_CURRENT, shift + 2) < upperBand[arrShift - 3] && iClose(_Symbol, PERIOD_CURRENT, shift+1) > upperBand[arrShift-2]) {
        trend = true;
    } else if (iClose(_Symbol, PERIOD_CURRENT, shift + 2) > lowerBand[arrShift - 3] && iClose(_Symbol, PERIOD_CURRENT, shift+1) < lowerBand[arrShift-2]) {
        trend = false;
    }
    // Set trend line based on trend direction
    if (trend) {
        trend_line = lower_band;
    } else if (!trend) {
        trend_line = upper_band;
    }
    values[0] = score;
    values[1] = value;
    values[2] = trend_line;
}

int OnInit()
{
    //populate the arrays
    ArrayFill(lowerBand, 0, ArraySize(lowerBand), 0); 
    ArrayFill(upperBand, 0, ArraySize(upperBand), 0);
    ArrayFill(trends, 0, ArraySize(trends), 0);
    ArrayFill(trend_line, 0, ArraySize(trend_line), 0);
    ArrayInitialize(lowerBand, 0);
    ArrayInitialize(upperBand, 0);
    ArrayInitialize(trends, 0);
    ArrayInitialize(trend_line, 0);
    ArrayInitialize(avgLine, 0);
    ArrayInitialize(upperTrendline, 0);
    ArrayInitialize(LowerTrendline, 0);

    //Set the buffers
    SetIndexBuffer(0, avgLine);
    SetIndexBuffer(1, upperTrendline);
    SetIndexBuffer(2, LowerTrendline);

    int height = ChartGetInteger(0, CHART_HEIGHT_IN_PIXELS, 0);
    int width = ChartGetInteger(0, CHART_WIDTH_IN_PIXELS, 0);

    //Create labels to show the strength
    if (show_strength){
       ObjectCreate(0, "StrengthUp", OBJ_LABEL, 0, 0, 0);
       ObjectSetInteger(0, "StrengthUp", OBJPROP_CORNER, CORNER_LEFT_LOWER);
       ObjectSetInteger(0, "StrengthUp", OBJPROP_ANCHOR, ANCHOR_CENTER);
       ObjectSetInteger(0, "StrengthUp", OBJPROP_FONTSIZE, 14);
       ObjectSetInteger(0, "StrengthUp", OBJPROP_XDISTANCE, width / 2);
       ObjectSetInteger(0, "StrengthUp", OBJPROP_YDISTANCE, height-100);
   
       ObjectCreate(0, "StrengthDown", OBJ_LABEL, 0, 0, 0);
       ObjectSetInteger(0, "StrengthDown", OBJPROP_CORNER, CORNER_LEFT_UPPER);
       ObjectSetInteger(0, "StrengthDown", OBJPROP_ANCHOR, ANCHOR_CENTER);
       ObjectSetInteger(0, "StrengthDown", OBJPROP_FONTSIZE, 14);
       ObjectSetInteger(0, "StrengthDown", OBJPROP_XDISTANCE, width / 2);
       ObjectSetInteger(0, "StrengthDown", OBJPROP_YDISTANCE, height-30);
    }

    return (INIT_SUCCEEDED);
}

void OnDeinit(const int reason)
{
    /*
    ObjectsDeleteAll(0, "Strength");
    ObjectsDeleteAll(0, "retest");
    ObjectsDeleteAll(0, "trend");*/
}

int OnCalculate(const int rates_total,
    const int prev_calculated,
    const datetime& time[],
    const double& open[],
    const double& high[],
    const double& low[],
    const double& close[],
    const long& tick_volume[],
    const long& volume[],
    const int& spread[])
{
    ArraySetAsSeries(avgLine, false);
    ArraySetAsSeries(upperTrendline, false);
    ArraySetAsSeries(LowerTrendline, false);
    ArraySetAsSeries(time, false);
    ArraySetAsSeries(close, false);
    ArraySetAsSeries(high, false);
    ArraySetAsSeries(open, false);
    ArraySetAsSeries(low, false);

    ArrayInitialize(avgLine, 0);
    ArrayInitialize(upperTrendline, 0);
    ArrayInitialize(LowerTrendline, 0);

    int limit = prev_calculated-1;

    if (prev_calculated == 0) { 
        limit = MathMax(rates_total-bars, 101);
    }
    else
        limit = MathMax(rates_total - prev_calculated,1000);
    for (int i = limit; i < rates_total; i++) {
        int shift = iBarShift(_Symbol, PERIOD_CURRENT, time[i]);
        if (shift==-1) return 0;
        
        double values[4];
        Multi_trend(values, len, shift, i);
        double avg = values[1];
        double score = values[0];
        trend_line[i] = values[2];
        avgLine[i] = avg;

        if (trend) {
            upperTrendline[i] = EMPTY_VALUE;
            LowerTrendline[i] = trend_line[i];
        } else if (!trend) {
            LowerTrendline[i] = EMPTY_VALUE;
            upperTrendline[i] = trend_line[i];
        }

        trends[i-1] = trend;
        //if (trends[i - 2] != trends[i-1]) // Check change in trend
        //{
            string obName = "trend "+time[i];
            if (close[i-1]>upperTrendline[i-2] && close[i-2]<upperTrendline[i-3] && upperTrendline[i-1]!=EMPTY_VALUE && upperTrendline[i-2]!=EMPTY_VALUE) { // Buy signal
                 obName = "guassb"+ time[i-1];
                if (score > 0.5) { // Strong
                    ObjectCreate(0, obName, objBuy, 0, time[i-1], low[i-1]);
                    ObjectSetInteger(0, obName, OBJPROP_ANCHOR, ANCHOR_TOP);
                    ObjectSetInteger(0, obName, OBJPROP_WIDTH, buySigSize);
                    ObjectSetInteger(0, obName, OBJPROP_COLOR, buySigClr);
                } else if (score < 0.5) { // Common
                    ObjectCreate(0, obName, objBuycmn, 0, time[i-1], low[i-1]);
                    ObjectSetInteger(0, obName, OBJPROP_ANCHOR, ANCHOR_TOP);
                    ObjectSetInteger(0, obName, OBJPROP_WIDTH, buySigSizecmn);
                    ObjectSetInteger(0, obName, OBJPROP_COLOR, buySigClrcmn);
                }
            } 
            if (close[i-1]<LowerTrendline[i-2] && close[i-2]>LowerTrendline[i-3] && LowerTrendline[i-1]!=EMPTY_VALUE && LowerTrendline[i-2]!=EMPTY_VALUE) { // Sell signal
                 obName = "guasss"+ time[i-1];
                if (score < 0.5) { // Strong
                    ObjectCreate(0, obName, objSell, 0, time[i-1], high[i-1]);
                    ObjectSetInteger(0, obName, OBJPROP_ANCHOR, ANCHOR_BOTTOM);
                    ObjectSetInteger(0, obName, OBJPROP_WIDTH, sellSigSize);
                    ObjectSetInteger(0, obName, OBJPROP_COLOR, sellSigClr);
                } else if (score > 0.5) { // Common
                    ObjectCreate(0, obName, objSellcmn, 0, time[i-1], high[i-1]);
                    ObjectSetInteger(0, obName, OBJPROP_ANCHOR, ANCHOR_BOTTOM);
                    ObjectSetInteger(0, obName, OBJPROP_WIDTH, sellSigSizecmn);
                    ObjectSetInteger(0, obName, OBJPROP_COLOR, sellSigClrcmn);
                }
            }
       // }

        if (show_retest) {
            if (high[i - 1] > avgLine[i - 1] && high[i] < avgLine[i] && !trend) { // Sell retest
                 obName = "guasss"+ time[i-1];
                ObjectCreate(0, obName, objSellrt, 0, time[i-1], high[i-1]);
                ObjectSetInteger(0, obName, OBJPROP_ANCHOR, ANCHOR_BOTTOM);
                ObjectSetInteger(0, obName, OBJPROP_WIDTH, sellSigSizert);
                ObjectSetInteger(0, obName, OBJPROP_COLOR, sellSigClrrt);
            }
            if (close[i - 2] < avgLine[i - 2] && close[i-1] > avgLine[i-1] && trend) { // Buy retest
                string obName = "retest "+time[i-1];
                ObjectCreate(0, obName, objBuyrt, 0, time[i-1], low[i-1]);
                ObjectSetInteger(0, obName, OBJPROP_ANCHOR, ANCHOR_TOP);
                ObjectSetInteger(0, obName, OBJPROP_WIDTH, buySigSizert);
                ObjectSetInteger(0, obName, OBJPROP_COLOR, buySigClrrt);
            }
        }

        // Display strength
        double score_up = MathRound(((score - 1) * -1)*100);
        double score_dn = 100 - score_up;
        if (score_up < 0) {
            score_up = 0;
            score_dn = 100;
        }
        if (show_strength){
           ObjectSetString(0, "StrengthUp", OBJPROP_TEXT, "UP Strength " + score_up + "%");
           ObjectSetString(0, "StrengthDown", OBJPROP_TEXT, "DOWN strength " + score_dn + "%");
        }
    }
    return (rates_total);
}