public void CreateTestData(string path)
{
var noOfCategories = ExpectedResults[0].Count;
var itemsInCategory = 10;
for (int itemToRemove = 0; itemToRemove < itemsInCategory; itemToRemove++)
{
List <List <double> > expectedResults = new List <List <double> >();
List <List <double> > inputValues = new List <List <double> >();
for (int i = noOfCategories - 1; i >= 0; i--)
{
var index = i * itemsInCategory + itemToRemove;
try
{
inputValues.Add(InputValues[index]);
expectedResults.Add(ExpectedResults[index]);
InputValues.RemoveAt(index);
ExpectedResults.RemoveAt(index);
}
catch { }
}
var trainDataPath = path + "data" + itemToRemove + ".txt";
var trainDataAveragePath = path + "average" + itemToRemove + ".txt";
var testDataPath = path + "test" + itemToRemove + ".txt";
string dataToWrite = noOfCategories.ToString() + Environment.NewLine;
for (int i = 0; i < noOfCategories; i++)
{
var averages = new List <double>();
int averagesNo = 1;
averages = InputValues[i * itemsInCategory].ToList();
for (int itemInCategory = 1; itemInCategory < itemsInCategory; itemInCategory++)
{
var index = i * itemsInCategory + itemInCategory;
for (int x = 0; x < InputValues[0].Count; x++)
{
try
{
averages[x] += InputValues[index][x];
averagesNo++;
}
catch { }
}
}
averages = averages.Select(average => average / averagesNo).ToList();
dataToWrite += GetExpectedCategory(ExpectedResults[i * itemsInCategory + 2]) +
" " +
string.Join(" ", string.Join(" ", averages)) +
Environment.NewLine;
}
File.AppendAllText(trainDataAveragePath, dataToWrite);
dataToWrite = noOfCategories.ToString() + Environment.NewLine;
for (int itemIndex = 0; itemIndex < InputValues.Count; itemIndex++)
{
dataToWrite +=
GetExpectedCategory(ExpectedResults[itemIndex]) +
" " +
string.Join(" ", InputValues[itemIndex]) +
Environment.NewLine;
}
File.AppendAllText(trainDataPath, dataToWrite);
dataToWrite = noOfCategories + Environment.NewLine;
for (int itemIndex = 0; itemIndex < inputValues.Count; itemIndex++)
{
dataToWrite +=
GetExpectedCategory(expectedResults[itemIndex]) +
" " +
string.Join(" ", inputValues[itemIndex]) +
Environment.NewLine;
}
File.AppendAllText(testDataPath, dataToWrite);
for (int i = 0; i < noOfCategories; i++)
{
var index = i * itemsInCategory + itemToRemove;
try
{
inputValues.Add(InputValues[index]);
expectedResults.Add(ExpectedResults[index]);
InputValues.Insert(index, inputValues.Last());
ExpectedResults.Insert(index, expectedResults.Last());
inputValues.RemoveAt(inputValues.Count - 1);
expectedResults.RemoveAt(expectedResults.Count - 1);
}
catch { }
}
}
}
