SVM_v01

Author: Copyright � 2007, MetaQuotes Software Corp.
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SVM_v01
//+------------------------------------------------------------------+
//|                                                      SVM_v01.mq4 |
//|                      Copyright © 2007, MetaQuotes Software Corp. |
//|                                        http://www.metaquotes.net |
//+------------------------------------------------------------------+
#property copyright "Copyright © 2007, MetaQuotes Software Corp."
#property link      "http://www.metaquotes.net"
/*

*/

//open mode constants
#define READ 1
#define WRITE 2
#define READWRITE 3
//seek mode constants
#define FILE_BEGIN 0
#define FILE_CURRENT 1
#define FILE_END 2

#import "mtguru1.dll"
int    gFileOpen(string file_name,int mode);
bool   gFileWrite(int handle,string data);
bool   gFileClose(int handle);
string gFileRead(int handle,int length=0);
void   gFileSeek(int handle,int offset, int mode);
bool   gFileDelete(string file_name);
int    gFileSize(int handle);
int    SvmScale(double,double,string,string);
int    SvmTrain(string, string);
int    SvmPredict(string, string, string);
#import

string s1[270];
string s2[2];

//array for test data
void init_s2()
{
  s2[0]="+1 1:70.000000 2:1.000000 3:4.000000 4:130.000000 5:322.000000 6:0.000000 7:2.000000 8:109.000000 9:0.000000 10:2.400000 11:2.000000 12:3.000000 13:3.000000"; 
  s2[1]="-1 1:67.000000 2:0.000000 3:3.000000 4:115.000000 5:564.000000 6:0.000000 7:2.000000 8:160.000000 9:0.000000 10:1.600000 11:2.000000 12:0.000000 13:7.000000";  
}

//array for train data
void init_s1()
{
  s1[0]="+1 1:70.000000 2:1.000000 3:4.000000 4:130.000000 5:322.000000 6:0.000000 7:2.000000 8:109.000000 9:0.000000 10:2.400000 11:2.000000 12:3.000000 13:3.000000"; 
  s1[1]="-1 1:67.000000 2:0.000000 3:3.000000 4:115.000000 5:564.000000 6:0.000000 7:2.000000 8:160.000000 9:0.000000 10:1.600000 11:2.000000 12:0.000000 13:7.000000";  
  s1[2]="+1 1:57.000000 2:1.000000 3:2.000000 4:124.000000 5:261.000000 6:0.000000 7:0.000000 8:141.000000 9:0.000000 10:0.300000 11:1.000000 12:0.000000 13:7.000000";  
  s1[3]="-1 1:64.000000 2:1.000000 3:4.000000 4:128.000000 5:263.000000 6:0.000000 7:0.000000 8:105.000000 9:1.000000 10:0.200000 11:2.000000 12:1.000000 13:7.000000";  
  s1[4]="-1 1:74.000000 2:0.000000 3:2.000000 4:120.000000 5:269.000000 6:0.000000 7:2.000000 8:121.000000 9:1.000000 10:0.200000 11:1.000000 12:1.000000 13:3.000000";  
  s1[5]="-1 1:65.000000 2:1.000000 3:4.000000 4:120.000000 5:177.000000 6:0.000000 7:0.000000 8:140.000000 9:0.000000 10:0.400000 11:1.000000 12:0.000000 13:7.000000";  
  s1[6]="+1 1:56.000000 2:1.000000 3:3.000000 4:130.000000 5:256.000000 6:1.000000 7:2.000000 8:142.000000 9:1.000000 10:0.600000 11:2.000000 12:1.000000 13:6.000000";  
  s1[7]="+1 1:59.000000 2:1.000000 3:4.000000 4:110.000000 5:239.000000 6:0.000000 7:2.000000 8:142.000000 9:1.000000 10:1.200000 11:2.000000 12:1.000000 13:7.000000";  
  s1[8]="+1 1:60.000000 2:1.000000 3:4.000000 4:140.000000 5:293.000000 6:0.000000 7:2.000000 8:170.000000 9:0.000000 10:1.200000 11:2.000000 12:2.000000 13:7.000000";  
  s1[9]="+1 1:63.000000 2:0.000000 3:4.000000 4:150.000000 5:407.000000 6:0.000000 7:2.000000 8:154.000000 9:0.000000 10:4.000000 11:2.000000 12:3.000000 13:7.000000";  
  s1[10]="-1 1:59.000000 2:1.000000 3:4.000000 4:135.000000 5:234.000000 6:0.000000 7:0.000000 8:161.000000 9:0.000000 10:0.500000 11:2.000000 12:0.000000 13:7.000000";  
  s1[11]="-1 1:53.000000 2:1.000000 3:4.000000 4:142.000000 5:226.000000 6:0.000000 7:2.000000 8:111.000000 9:1.000000 10:0.000000 11:1.000000 12:0.000000 13:7.000000";  
  s1[12]="-1 1:44.000000 2:1.000000 3:3.000000 4:140.000000 5:235.000000 6:0.000000 7:2.000000 8:180.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000";  
  s1[13]="+1 1:61.000000 2:1.000000 3:1.000000 4:134.000000 5:234.000000 6:0.000000 7:0.000000 8:145.000000 9:0.000000 10:2.600000 11:2.000000 12:2.000000 13:3.000000";  
  s1[14]="-1 1:57.000000 2:0.000000 3:4.000000 4:128.000000 5:303.000000 6:0.000000 7:2.000000 8:159.000000 9:0.000000 10:0.000000 11:1.000000 12:1.000000 13:3.000000";  
  s1[15]="-1 1:71.000000 2:0.000000 3:4.000000 4:112.000000 5:149.000000 6:0.000000 7:0.000000 8:125.000000 9:0.000000 10:1.600000 11:2.000000 12:0.000000 13:3.000000";  
  s1[16]="+1 1:46.000000 2:1.000000 3:4.000000 4:140.000000 5:311.000000 6:0.000000 7:0.000000 8:120.000000 9:1.000000 10:1.800000 11:2.000000 12:2.000000 13:7.000000";  
  s1[17]="+1 1:53.000000 2:1.000000 3:4.000000 4:140.000000 5:203.000000 6:1.000000 7:2.000000 8:155.000000 9:1.000000 10:3.100000 11:3.000000 12:0.000000 13:7.000000";  
  s1[18]="-1 1:64.000000 2:1.000000 3:1.000000 4:110.000000 5:211.000000 6:0.000000 7:2.000000 8:144.000000 9:1.000000 10:1.800000 11:2.000000 12:0.000000 13:3.000000";  
  s1[19]="-1 1:40.000000 2:1.000000 3:1.000000 4:140.000000 5:199.000000 6:0.000000 7:0.000000 8:178.000000 9:1.000000 10:1.400000 11:1.000000 12:0.000000 13:7.000000";  
  s1[20]="+1 1:67.000000 2:1.000000 3:4.000000 4:120.000000 5:229.000000 6:0.000000 7:2.000000 8:129.000000 9:1.000000 10:2.600000 11:2.000000 12:2.000000 13:7.000000";  
  s1[21]="-1 1:48.000000 2:1.000000 3:2.000000 4:130.000000 5:245.000000 6:0.000000 7:2.000000 8:180.000000 9:0.000000 10:0.200000 11:2.000000 12:0.000000 13:3.000000";  
  s1[22]="-1 1:43.000000 2:1.000000 3:4.000000 4:115.000000 5:303.000000 6:0.000000 7:0.000000 8:181.000000 9:0.000000 10:1.200000 11:2.000000 12:0.000000 13:3.000000";  
  s1[23]="-1 1:47.000000 2:1.000000 3:4.000000 4:112.000000 5:204.000000 6:0.000000 7:0.000000 8:143.000000 9:0.000000 10:0.100000 11:1.000000 12:0.000000 13:3.000000";  
  s1[24]="-1 1:54.000000 2:0.000000 3:2.000000 4:132.000000 5:288.000000 6:1.000000 7:2.000000 8:159.000000 9:1.000000 10:0.000000 11:1.000000 12:1.000000 13:3.000000";  
  s1[25]="-1 1:48.000000 2:0.000000 3:3.000000 4:130.000000 5:275.000000 6:0.000000 7:0.000000 8:139.000000 9:0.000000 10:0.200000 11:1.000000 12:0.000000 13:3.000000";  
  s1[26]="-1 1:46.000000 2:0.000000 3:4.000000 4:138.000000 5:243.000000 6:0.000000 7:2.000000 8:152.000000 9:1.000000 10:0.000000 11:2.000000 12:0.000000 13:3.000000";  
  s1[27]="-1 1:51.000000 2:0.000000 3:3.000000 4:120.000000 5:295.000000 6:0.000000 7:2.000000 8:157.000000 9:0.000000 10:0.600000 11:1.000000 12:0.000000 13:3.000000";  
  s1[28]="+1 1:58.000000 2:1.000000 3:3.000000 4:112.000000 5:230.000000 6:0.000000 7:2.000000 8:165.000000 9:0.000000 10:2.500000 11:2.000000 12:1.000000 13:7.000000"; 
  s1[29]="-1 1:71.000000 2:0.000000 3:3.000000 4:110.000000 5:265.000000 6:1.000000 7:2.000000 8:130.000000 9:0.000000 10:0.000000 11:1.000000 12:1.000000 13:3.000000";  
  s1[30]="+1 1:57.000000 2:1.000000 3:3.000000 4:128.000000 5:229.000000 6:0.000000 7:2.000000 8:150.000000 9:0.000000 10:0.400000 11:2.000000 12:1.000000 13:7.000000";  
  s1[31]="-1 1:66.000000 2:1.000000 3:4.000000 4:160.000000 5:228.000000 6:0.000000 7:2.000000 8:138.000000 9:0.000000 10:2.300000 11:1.000000 12:0.000000 13:6.000000";  
  s1[32]="-1 1:37.000000 2:0.000000 3:3.000000 4:120.000000 5:215.000000 6:0.000000 7:0.000000 8:170.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000";  
  s1[33]="+1 1:59.000000 2:1.000000 3:4.000000 4:170.000000 5:326.000000 6:0.000000 7:2.000000 8:140.000000 9:1.000000 10:3.400000 11:3.000000 12:0.000000 13:7.000000";  
  s1[34]="+1 1:50.000000 2:1.000000 3:4.000000 4:144.000000 5:200.000000 6:0.000000 7:2.000000 8:126.000000 9:1.000000 10:0.900000 11:2.000000 12:0.000000 13:7.000000";  
  s1[35]="+1 1:48.000000 2:1.000000 3:4.000000 4:130.000000 5:256.000000 6:1.000000 7:2.000000 8:150.000000 9:1.000000 10:0.000000 11:1.000000 12:2.000000 13:7.000000";  
  s1[36]="+1 1:61.000000 2:1.000000 3:4.000000 4:140.000000 5:207.000000 6:0.000000 7:2.000000 8:138.000000 9:1.000000 10:1.900000 11:1.000000 12:1.000000 13:7.000000";  
  s1[37]="+1 1:59.000000 2:1.000000 3:1.000000 4:160.000000 5:273.000000 6:0.000000 7:2.000000 8:125.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000";  
  s1[38]="-1 1:42.000000 2:1.000000 3:3.000000 4:130.000000 5:180.000000 6:0.000000 7:0.000000 8:150.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000";  
  s1[39]="-1 1:48.000000 2:1.000000 3:4.000000 4:122.000000 5:222.000000 6:0.000000 7:2.000000 8:186.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000";  
  s1[40]="+1 1:40.000000 2:1.000000 3:4.000000 4:152.000000 5:223.000000 6:0.000000 7:0.000000 8:181.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:7.000000";  
  s1[41]="-1 1:62.000000 2:0.000000 3:4.000000 4:124.000000 5:209.000000 6:0.000000 7:0.000000 8:163.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000";  
  s1[42]="-1 1:44.000000 2:1.000000 3:3.000000 4:130.000000 5:233.000000 6:0.000000 7:0.000000 8:179.000000 9:1.000000 10:0.400000 11:1.000000 12:0.000000 13:3.000000";  
  s1[43]="-1 1:46.000000 2:1.000000 3:2.000000 4:101.000000 5:197.000000 6:1.000000 7:0.000000 8:156.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:7.000000"; 
  s1[44]="+1 1:59.000000 2:1.000000 3:3.000000 4:126.000000 5:218.000000 6:1.000000 7:0.000000 8:134.000000 9:0.000000 10:2.200000 11:2.000000 12:1.000000 13:6.000000"; 
  s1[45]="-1 1:58.000000 2:1.000000 3:3.000000 4:140.000000 5:211.000000 6:1.000000 7:2.000000 8:165.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[46]="+1 1:49.000000 2:1.000000 3:3.000000 4:118.000000 5:149.000000 6:0.000000 7:2.000000 8:126.000000 9:0.000000 10:0.800000 11:1.000000 12:3.000000 13:3.000000"; 
  s1[47]="+1 1:44.000000 2:1.000000 3:4.000000 4:110.000000 5:197.000000 6:0.000000 7:2.000000 8:177.000000 9:0.000000 10:0.000000 11:1.000000 12:1.000000 13:3.000000"; 
  s1[48]="+1 1:66.000000 2:1.000000 3:2.000000 4:160.000000 5:246.000000 6:0.000000 7:0.000000 8:120.000000 9:1.000000 10:0.000000 11:2.000000 12:3.000000 13:6.000000"; 
  s1[49]="+1 1:65.000000 2:0.000000 3:4.000000 4:150.000000 5:225.000000 6:0.000000 7:2.000000 8:114.000000 9:0.000000 10:1.000000 11:2.000000 12:3.000000 13:7.000000"; 
  s1[50]="+1 1:42.000000 2:1.000000 3:4.000000 4:136.000000 5:315.000000 6:0.000000 7:0.000000 8:125.000000 9:1.000000 10:1.800000 11:2.000000 12:0.000000 13:6.000000"; 
  s1[51]="-1 1:52.000000 2:1.000000 3:2.000000 4:128.000000 5:205.000000 6:1.000000 7:0.000000 8:184.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[52]="-1 1:65.000000 2:0.000000 3:3.000000 4:140.000000 5:417.000000 6:1.000000 7:2.000000 8:157.000000 9:0.000000 10:0.800000 11:1.000000 12:1.000000 13:3.000000"; 
  s1[53]="-1 1:63.000000 2:0.000000 3:2.000000 4:140.000000 5:195.000000 6:0.000000 7:0.000000 8:179.000000 9:0.000000 10:0.000000 11:1.000000 12:2.000000 13:3.000000"; 
  s1[54]="-1 1:45.000000 2:0.000000 3:2.000000 4:130.000000 5:234.000000 6:0.000000 7:2.000000 8:175.000000 9:0.000000 10:0.600000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[55]="-1 1:41.000000 2:0.000000 3:2.000000 4:105.000000 5:198.000000 6:0.000000 7:0.000000 8:168.000000 9:0.000000 10:0.000000 11:1.000000 12:1.000000 13:3.000000"; 
  s1[56]="+1 1:61.000000 2:1.000000 3:4.000000 4:138.000000 5:166.000000 6:0.000000 7:2.000000 8:125.000000 9:1.000000 10:3.600000 11:2.000000 12:1.000000 13:3.000000"; 
  s1[57]="-1 1:60.000000 2:0.000000 3:3.000000 4:120.000000 5:178.000000 6:1.000000 7:0.000000 8:96.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[58]="+1 1:59.000000 2:0.000000 3:4.000000 4:174.000000 5:249.000000 6:0.000000 7:0.000000 8:143.000000 9:1.000000 10:0.000000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[59]="+1 1:62.000000 2:1.000000 3:2.000000 4:120.000000 5:281.000000 6:0.000000 7:2.000000 8:103.000000 9:0.000000 10:1.400000 11:2.000000 12:1.000000 13:7.000000"; 
  s1[60]="-1 1:57.000000 2:1.000000 3:3.000000 4:150.000000 5:126.000000 6:1.000000 7:0.000000 8:173.000000 9:0.000000 10:0.200000 11:1.000000 12:1.000000 13:7.000000"; 
  s1[61]="+1 1:51.000000 2:0.000000 3:4.000000 4:130.000000 5:305.000000 6:0.000000 7:0.000000 8:142.000000 9:1.000000 10:1.200000 11:2.000000 12:0.000000 13:7.000000"; 
  s1[62]="-1 1:44.000000 2:1.000000 3:3.000000 4:120.000000 5:226.000000 6:0.000000 7:0.000000 8:169.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[63]="-1 1:60.000000 2:0.000000 3:1.000000 4:150.000000 5:240.000000 6:0.000000 7:0.000000 8:171.000000 9:0.000000 10:0.900000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[64]="-1 1:63.000000 2:1.000000 3:1.000000 4:145.000000 5:233.000000 6:1.000000 7:2.000000 8:150.000000 9:0.000000 10:2.300000 11:3.000000 12:0.000000 13:6.000000"; 
  s1[65]="+1 1:57.000000 2:1.000000 3:4.000000 4:150.000000 5:276.000000 6:0.000000 7:2.000000 8:112.000000 9:1.000000 10:0.600000 11:2.000000 12:1.000000 13:6.000000"; 
  s1[66]="-1 1:51.000000 2:1.000000 3:4.000000 4:140.000000 5:261.000000 6:0.000000 7:2.000000 8:186.000000 9:1.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[67]="+1 1:58.000000 2:0.000000 3:2.000000 4:136.000000 5:319.000000 6:1.000000 7:2.000000 8:152.000000 9:0.000000 10:0.000000 11:1.000000 12:2.000000 13:3.000000"; 
  s1[68]="-1 1:44.000000 2:0.000000 3:3.000000 4:118.000000 5:242.000000 6:0.000000 7:0.000000 8:149.000000 9:0.000000 10:0.300000 11:2.000000 12:1.000000 13:3.000000"; 
  s1[69]="+1 1:47.000000 2:1.000000 3:3.000000 4:108.000000 5:243.000000 6:0.000000 7:0.000000 8:152.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[70]="+1 1:61.000000 2:1.000000 3:4.000000 4:120.000000 5:260.000000 6:0.000000 7:0.000000 8:140.000000 9:1.000000 10:3.600000 11:2.000000 12:1.000000 13:7.000000"; 
  s1[71]="-1 1:57.000000 2:0.000000 3:4.000000 4:120.000000 5:354.000000 6:0.000000 7:0.000000 8:163.000000 9:1.000000 10:0.600000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[72]="-1 1:70.000000 2:1.000000 3:2.000000 4:156.000000 5:245.000000 6:0.000000 7:2.000000 8:143.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[73]="-1 1:76.000000 2:0.000000 3:3.000000 4:140.000000 5:197.000000 6:0.000000 7:1.000000 8:116.000000 9:0.000000 10:1.100000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[74]="-1 1:67.000000 2:0.000000 3:4.000000 4:106.000000 5:223.000000 6:0.000000 7:0.000000 8:142.000000 9:0.000000 10:0.300000 11:1.000000 12:2.000000 13:3.000000"; 
  s1[75]="+1 1:45.000000 2:1.000000 3:4.000000 4:142.000000 5:309.000000 6:0.000000 7:2.000000 8:147.000000 9:1.000000 10:0.000000 11:2.000000 12:3.000000 13:7.000000"; 
  s1[76]="-1 1:45.000000 2:1.000000 3:4.000000 4:104.000000 5:208.000000 6:0.000000 7:2.000000 8:148.000000 9:1.000000 10:3.000000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[77]="-1 1:39.000000 2:0.000000 3:3.000000 4:94.000000 5:199.000000 6:0.000000 7:0.000000 8:179.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[78]="-1 1:42.000000 2:0.000000 3:3.000000 4:120.000000 5:209.000000 6:0.000000 7:0.000000 8:173.000000 9:0.000000 10:0.000000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[79]="-1 1:56.000000 2:1.000000 3:2.000000 4:120.000000 5:236.000000 6:0.000000 7:0.000000 8:178.000000 9:0.000000 10:0.800000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[80]="+1 1:58.000000 2:1.000000 3:4.000000 4:146.000000 5:218.000000 6:0.000000 7:0.000000 8:105.000000 9:0.000000 10:2.000000 11:2.000000 12:1.000000 13:7.000000"; 
  s1[81]="+1 1:35.000000 2:1.000000 3:4.000000 4:120.000000 5:198.000000 6:0.000000 7:0.000000 8:130.000000 9:1.000000 10:1.600000 11:2.000000 12:0.000000 13:7.000000"; 
  s1[82]="+1 1:58.000000 2:1.000000 3:4.000000 4:150.000000 5:270.000000 6:0.000000 7:2.000000 8:111.000000 9:1.000000 10:0.800000 11:1.000000 12:0.000000 13:7.000000"; 
  s1[83]="-1 1:41.000000 2:1.000000 3:3.000000 4:130.000000 5:214.000000 6:0.000000 7:2.000000 8:168.000000 9:0.000000 10:2.000000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[84]="-1 1:57.000000 2:1.000000 3:4.000000 4:110.000000 5:201.000000 6:0.000000 7:0.000000 8:126.000000 9:1.000000 10:1.500000 11:2.000000 12:0.000000 13:6.000000"; 
  s1[85]="-1 1:42.000000 2:1.000000 3:1.000000 4:148.000000 5:244.000000 6:0.000000 7:2.000000 8:178.000000 9:0.000000 10:0.800000 11:1.000000 12:2.000000 13:3.000000"; 
  s1[86]="-1 1:62.000000 2:1.000000 3:2.000000 4:128.000000 5:208.000000 6:1.000000 7:2.000000 8:140.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[87]="-1 1:59.000000 2:1.000000 3:1.000000 4:178.000000 5:270.000000 6:0.000000 7:2.000000 8:145.000000 9:0.000000 10:4.200000 11:3.000000 12:0.000000 13:7.000000"; 
  s1[88]="-1 1:41.000000 2:0.000000 3:2.000000 4:126.000000 5:306.000000 6:0.000000 7:0.000000 8:163.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[89]="+1 1:50.000000 2:1.000000 3:4.000000 4:150.000000 5:243.000000 6:0.000000 7:2.000000 8:128.000000 9:0.000000 10:2.600000 11:2.000000 12:0.000000 13:7.000000"; 
  s1[90]="-1 1:59.000000 2:1.000000 3:2.000000 4:140.000000 5:221.000000 6:0.000000 7:0.000000 8:164.000000 9:1.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[91]="+1 1:61.000000 2:0.000000 3:4.000000 4:130.000000 5:330.000000 6:0.000000 7:2.000000 8:169.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[92]="+1 1:54.000000 2:1.000000 3:4.000000 4:124.000000 5:266.000000 6:0.000000 7:2.000000 8:109.000000 9:1.000000 10:2.200000 11:2.000000 12:1.000000 13:7.000000"; 
  s1[93]="+1 1:54.000000 2:1.000000 3:4.000000 4:110.000000 5:206.000000 6:0.000000 7:2.000000 8:108.000000 9:1.000000 10:0.000000 11:2.000000 12:1.000000 13:3.000000"; 
  s1[94]="+1 1:52.000000 2:1.000000 3:4.000000 4:125.000000 5:212.000000 6:0.000000 7:0.000000 8:168.000000 9:0.000000 10:1.000000 11:1.000000 12:2.000000 13:7.000000"; 
  s1[95]="+1 1:47.000000 2:1.000000 3:4.000000 4:110.000000 5:275.000000 6:0.000000 7:2.000000 8:118.000000 9:1.000000 10:1.000000 11:2.000000 12:1.000000 13:3.000000"; 
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  s1[231]="+1 1:39.000000 2:1.000000 3:4.000000 4:118.000000 5:219.000000 6:0.000000 7:0.000000 8:140.000000 9:0.000000 10:1.200000 11:2.000000 12:0.000000 13:7.000000"; 
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  s1[233]="+1 1:52.000000 2:1.000000 3:4.000000 4:128.000000 5:255.000000 6:0.000000 7:0.000000 8:161.000000 9:1.000000 10:0.000000 11:1.000000 12:1.000000 13:7.000000"; 
  s1[234]="-1 1:62.000000 2:1.000000 3:3.000000 4:130.000000 5:231.000000 6:0.000000 7:0.000000 8:146.000000 9:0.000000 10:1.800000 11:2.000000 12:3.000000 13:7.000000"; 
  s1[235]="+1 1:62.000000 2:0.000000 3:4.000000 4:160.000000 5:164.000000 6:0.000000 7:2.000000 8:145.000000 9:0.000000 10:6.200000 11:3.000000 12:3.000000 13:7.000000"; 
  s1[236]="-1 1:53.000000 2:0.000000 3:4.000000 4:138.000000 5:234.000000 6:0.000000 7:2.000000 8:160.000000 9:0.000000 10:0.000000 11:1.000000 12:0.000000 13:3.000000"; 
  s1[237]="+1 1:43.000000 2:1.000000 3:4.000000 4:120.000000 5:177.000000 6:0.000000 7:2.000000 8:120.000000 9:1.000000 10:2.500000 11:2.000000 12:0.000000 13:7.000000"; 
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  s1[240]="+1 1:68.000000 2:1.000000 3:3.000000 4:180.000000 5:274.000000 6:1.000000 7:2.000000 8:150.000000 9:1.000000 10:1.600000 11:2.000000 12:0.000000 13:7.000000"; 
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  s1[245]="+1 1:60.000000 2:1.000000 3:4.000000 4:130.000000 5:253.000000 6:0.000000 7:0.000000 8:144.000000 9:1.000000 10:1.400000 11:1.000000 12:1.000000 13:7.000000"; 
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  s1[264]="+1 1:48.000000 2:1.000000 3:2.000000 4:110.000000 5:229.000000 6:0.000000 7:0.000000 8:168.000000 9:0.000000 10:1.000000 11:3.000000 12:0.000000 13:7.000000"; 
  s1[265]="-1 1:52.000000 2:1.000000 3:3.000000 4:172.000000 5:199.000000 6:1.000000 7:0.000000 8:162.000000 9:0.000000 10:0.500000 11:1.000000 12:0.000000 13:7.000000"; 
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  s1[267]="-1 1:56.000000 2:0.000000 3:2.000000 4:140.000000 5:294.000000 6:0.000000 7:2.000000 8:153.000000 9:0.000000 10:1.300000 11:2.000000 12:0.000000 13:3.000000"; 
  s1[268]="-1 1:57.000000 2:1.000000 3:4.000000 4:140.000000 5:192.000000 6:0.000000 7:0.000000 8:148.000000 9:0.000000 10:0.400000 11:2.000000 12:0.000000 13:6.000000"; 
  s1[269]="+1 1:67.000000 2:1.000000 3:4.000000 4:160.000000 5:286.000000 6:0.000000 7:2.000000 8:108.000000 9:1.000000 10:1.500000 11:2.000000 12:3.000000 13:3.000000"; 
}

//+------------------------------------------------------------------+
//| expert initialization function                                   |
//+------------------------------------------------------------------+
int init()
  {
   int xx;
   int file;
//----

   //initialize arrays
   init_s1();
   init_s2();
   
   //initialize training file
   file = gFileOpen("c:\heart.txt",WRITE); //open the file for read and write , create it if not exist
   string write="";
   for(int i=0;i<270;i++)
   {
     write=s1[i]+"\r\n";
     gFileWrite(file,write); //write some date
   }  
   gFileClose(file); //close the file
   
   //initialize test file
   file = gFileOpen("c:\heart_test.txt",WRITE);
   write="";
   for(i=0;i<2;i++)
   {
     write=s2[i]+"\r\n";
     gFileWrite(file,write); //write some date
   }  
   gFileClose(file); //close the file   

   xx=SvmScale(-1.0,1.0,"c:\heart.txt","c:\heart_scale.txt");   
   Print("SvmScale: ",xx); 
   xx=SvmTrain("c:\heart_scale.txt", "c:\heart_scale_model.txt");   
   Print("SvmTrain: ",xx);
   xx=SvmScale(-1.0,1.0,"c:\heart_test.txt","c:\heart_test_scale.txt");   
   Print("SvmTestScale: ",xx); 
   xx=SvmPredict("c:\heart_test_scale.txt", "c:\heart_scale_model.txt","c:\heart_predict.txt");   
   Print("SvmPredict: ",xx);           
   
   file = gFileOpen("c:\heart_predict.txt",READ);  
   string s1=gFileRead(file,3); //
   string s2=gFileRead(file,3); //
   gFileClose(file); //close the file   
   int classify1=StrToInteger(s1);  
   int classify2=StrToInteger(s2);  
   
   Comment("c1=",classify1," c2=",classify2);         
//----
   return(0);
  }
//+------------------------------------------------------------------+
//| expert deinitialization function                                 |
//+------------------------------------------------------------------+
int deinit()
  {
//----
   
//----
   return(0);
  }
//+------------------------------------------------------------------+
//| expert start function                                            |
//+------------------------------------------------------------------+
int start()
  {
//----
   
//----
   return(0);
  }
//+------------------------------------------------------------------+
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