//+------------------------------------------------------------------+ //| Initial_Data.mq5 | //| Copyright 2021, MetaQuotes Ltd. | //| https://www.mql5.com/en/users/dng | //+------------------------------------------------------------------+ //| Script for calculating Pearson correlation coefficient between | //| historical price fluctuations, indicator data and extremes | //+------------------------------------------------------------------+ #property copyright "Copyright 2021, MetaQuotes Ltd." #property link "https://www.mql5.com/en/users/dng" #property version "1.00" //+------------------------------------------------------------------+ //| Connect libraries | //+------------------------------------------------------------------+ #include //--- #define FileName "correlation.csv" //+------------------------------------------------------------------+ //| External parameters | //+------------------------------------------------------------------+ input datetime Start = D'2015.01.01 00:00:00'; // Period beginning input datetime End = D'2020.12.31 23:59:00'; // Period end //+------------------------------------------------------------------+ //| Script program | //+------------------------------------------------------------------+ void OnStart(void) { //--- Connect indicators int h_ZZ = iCustom(_Symbol, PERIOD_M5, "Examples\\ZigZag.ex5", 48, 1, 47); int h_CCI = iCCI(_Symbol, PERIOD_M5, 12, PRICE_TYPICAL); int h_RSI = iRSI(_Symbol, PERIOD_M5, 12, PRICE_TYPICAL); int h_Stoh = iStochastic(_Symbol, PERIOD_M5, 12, 8, 3, MODE_LWMA, STO_LOWHIGH); int h_MACD = iMACD(_Symbol, PERIOD_M5, 12, 48, 12, PRICE_TYPICAL); int h_ATR = iATR(_Symbol, PERIOD_M5, 12); int h_BB = iBands(_Symbol, PERIOD_M5, 48, 0, 3, PRICE_TYPICAL); int h_SAR = iSAR(_Symbol, PERIOD_M5, 0.02, 0.2); int h_MFI = iMFI(_Symbol, PERIOD_M5, 12, VOLUME_TICK); double close[], open[], high[], low[]; if(CopyClose(_Symbol, PERIOD_M5, Start, End, close) <= 0 || CopyOpen(_Symbol, PERIOD_M5, Start, End, open) <= 0 || CopyHigh(_Symbol, PERIOD_M5, Start, End, high) <= 0 || CopyLow(_Symbol, PERIOD_M5, Start, End, low) <= 0) return; //--- Load indicator data double zz[], cci[], macd_main[], macd_signal[], rsi[], atr[], bands_medium[], bands_up[], bands_low[], sar[], stoch[], ssig[], mfi[]; datetime end_zz = End + PeriodSeconds(PERIOD_M5) * (12 * 24 * 5); if(h_ZZ == INVALID_HANDLE || CopyBuffer(h_ZZ, 0, Start, end_zz, zz) <= 0) { PrintFormat("Error loading indicator %s data", "ZigZag"); return; } if(h_CCI == INVALID_HANDLE || CopyBuffer(h_CCI, 0, Start, End, cci) <= 0) { PrintFormat("Error of load indicator %s data", "CCI"); return; } if(h_RSI == INVALID_HANDLE || CopyBuffer(h_RSI, 0, Start, End, rsi) <= 0) { PrintFormat("Error loading indicator %s data", "RSI"); return; } if(h_MACD == INVALID_HANDLE || CopyBuffer(h_MACD, MAIN_LINE, Start, End, macd_main) <= 0 || CopyBuffer(h_MACD, SIGNAL_LINE, Start, End, macd_signal) <= 0) { PrintFormat("Error loading indicator %s data", "MACD"); return; } if(h_ATR == INVALID_HANDLE || CopyBuffer(h_ATR, 0, Start, End, atr) <= 0) { PrintFormat("Error loading indicator %s data", "ATR"); return; } if(h_BB == INVALID_HANDLE || CopyBuffer(h_BB, BASE_LINE, Start, End, bands_medium) <= 0 || CopyBuffer(h_BB, UPPER_BAND, Start, End, bands_up) <= 0 || CopyBuffer(h_BB, LOWER_BAND, Start, End, bands_low) <= 0) { PrintFormat("Error loading indicator %s data", "Bollinger Bands®"); return; } if(h_SAR == INVALID_HANDLE || CopyBuffer(h_SAR, 0, Start, End, sar) <= 0) { PrintFormat("Error loading indicator %s data", "SAR"); return; } if(h_Stoh == INVALID_HANDLE || CopyBuffer(h_Stoh, MAIN_LINE, Start, End, stoch) <= 0 || CopyBuffer(h_Stoh, SIGNAL_LINE, Start, End, ssig) <= 0) { PrintFormat("Error loading indicator %s data", "Stochastic"); return; } if(h_MFI == INVALID_HANDLE || CopyBuffer(h_MFI, 0, Start, End, mfi) <= 0) { PrintFormat("Error loading indicator %s data", "MFI"); return; } int total = ArraySize(close); double target1[], target2[], oc[], hc[], lc[], bmc[], buc[], blc[], macd_delta[]; if(ArrayResize(target1, total) <= 0 || ArrayResize(target2, total) <= 0 || ArrayResize(oc, total) <= 0 || ArrayResize(hc, total) <= 0 || ArrayResize(lc, total) <= 0 || ArrayResize(bmc, total) <= 0 || ArrayResize(buc, total) <= 0 || ArrayResize(blc, total) <= 0 || ArrayResize(macd_delta, total) <= 0) return; //--- Prepare data double extremum = -1; for(int i = ArraySize(zz) - 2; i >= 0; i--) { if(zz[i + 1] > 0 && zz[i + 1] != EMPTY_VALUE) extremum = zz[i + 1]; if(i >= total) continue; target2[i] = extremum - close[i]; target1[i] = (target2[i] >= 0); oc[i] = close[i] - open[i]; hc[i] = high[i] - close[i]; lc[i] = close[i] - low[i]; sar[i] -= close[i]; bands_low[i] = close[i] - bands_low[i]; bands_up[i] -= close[i]; bands_medium[i] -= close[i]; macd_delta[i] = macd_main[i] - macd_signal[i]; } //--- Open the file to write data int handle = FileOpen(FileName, FILE_WRITE | FILE_CSV | FILE_ANSI, "\t", CP_UTF8); if(handle == INVALID_HANDLE) { PrintFormat("Error opening file %s: %d", FileName, GetLastError()); return; } //--- Calculate correlation coefficients string message = "Indicator\t Target 1\t Target 2"; FileWrite(handle, message); CorrelationPearson(target1, target2, oc, "Close - Open", handle); CorrelationPearson(target1, target2, hc, "High - Close", handle); CorrelationPearson(target1, target2, lc, "Close - Low", handle); CorrelationPearson(target1, target2, cci, "CCI", handle); CorrelationPearson(target1, target2, rsi, "RSI", handle); CorrelationPearson(target1, target2, atr, "ATR", handle); CorrelationPearson(target1, target2, sar, "SAR", handle); CorrelationPearson(target1, target2, macd_main, "MACD Main", handle); CorrelationPearson(target1, target2, macd_signal, "MACD Signal", handle); CorrelationPearson(target1, target2, macd_delta, "MACD Main-Signal", handle); CorrelationPearson(target1, target2, bands_medium, "BB Main", handle); CorrelationPearson(target1, target2, bands_low, "BB Low", handle); CorrelationPearson(target1, target2, bands_up, "BB Up", handle); CorrelationPearson(target1, target2, stoch, "Stohastic Main", handle); CorrelationPearson(target1, target2, ssig, "Stochastic Signal", handle); CorrelationPearson(target1, target2, mfi, "MFI", handle); //--- Close the data file FileFlush(handle); FileClose(handle); PrintFormat("Correlation coefficients saved to file %s\\Files\\%s", TerminalInfoString(TERMINAL_DATA_PATH), FileName); } //+------------------------------------------------------------------+ //| Function for calculating correlation coefficients | //+------------------------------------------------------------------+ void CorrelationPearson(double &target1[], // Target data buffer 1 double &target2[], // Target data buffer 2 double &indicator[], // Indicator data buffer string name, // Indicator name int handle) // File handle to write data { //--- double correlation = 0; string message = ""; if(MathCorrelationPearson(target1, indicator, correlation)) { message = StringFormat("%s\t%.5f", name, correlation); } if(MathCorrelationPearson(target2, indicator, correlation)) { message = StringFormat("%s\t%.5f", message, correlation); } if(handle != INVALID_HANDLE) FileWrite(handle, message); } //+------------------------------------------------------------------+