//Private Methods
//Removing of unwanthed characters
//Calculating final probability document belonging to category
private double CalculatePCatDoc(CategoryTable tableConservative, double totalUniqueWords, double PCatParty, List <double> PCatPartyDoc)
{
double CatLogTotal = 0;
for (int i = 0; i < fileContents.Count; i++)
{
PCatPartyDoc.Add(tableConservative.GetPWordCat(fileContents[i], totalUniqueWords));
}
if (PCatPartyDoc.Any())
{
PCatPartyDoc.Add(PCatParty);
}
else
{
PCatPartyDoc.Add(0);
PCatPartyDoc.Add(PCatParty);
}
for (int i = 0; i < PCatPartyDoc.Count() - 1; i++)
{
CatLogTotal += PCatPartyDoc[i];
}
return(CatLogTotal);
}
//Removing stopwords and combining lemmatizations
//Public Methods
public Classification(string conservativeDoc, string LabourDoc, string libDemConDoc, string master, string stopWordDoc, string lemmatizationDoc)
{
try
{
SetSourceDirectory();
Console.WriteLine("Please enter the name of the .txt document you wish to predict.");
Console.WriteLine("Name of included test documents: 'test1', 'test2', 'test3'");
string FileDirectory = srcDirectory + Console.ReadLine() + ".txt";
if (File.Exists(FileDirectory))
{
ParseTextDocument(FileDirectory, stopWordDoc, lemmatizationDoc);
StreamReader sr = new StreamReader(srcDirectory + master);
double totalConservative = 0;
double totalLabour = 0;
double totalLibDemCon = 0;
double totalUniqueWords = 0;
string[] tempMaster = sr.ReadToEnd().Split(' ', '\n', '\t');
for (int i = 0; i < tempMaster.Length; i++)
{
if (tempMaster[i] == "Conservative")
{
totalConservative = double.Parse(tempMaster[i + 1]);
}
if (tempMaster[i] == "Labour")
{
totalLabour = double.Parse(tempMaster[i + 1]);
}
if (tempMaster[i] == "LibDemCon")
{
totalLibDemCon = double.Parse(tempMaster[i + 1]);
}
if (tempMaster[i] == "Count")
{
totalUniqueWords = int.Parse(tempMaster[i + 1]);
}
sr.Close();
}
if (Math.Abs((totalConservative + totalLabour + totalLibDemCon)) < 1e-11)
{
Console.WriteLine("\nNo words were found in the network");
Console.ReadKey();
return;
}
double PCatConservative = Math.Log((totalConservative / (totalConservative + totalLabour + totalLibDemCon)));
double PCatLabour = Math.Log((totalLabour / (totalConservative + totalLabour + totalLibDemCon)));
double PCatConservativeLibDemCoalition = Math.Log((totalLibDemCon / (totalConservative + totalLabour + totalLibDemCon)));
tableConservative = new CategoryTable(srcDirectory + conservativeDoc, totalUniqueWords);
tableLabour = new CategoryTable(srcDirectory + LabourDoc, totalUniqueWords);
tableLibDem = new CategoryTable(srcDirectory + libDemConDoc, totalUniqueWords);
double consLogTotal = CalculatePCatDoc(tableConservative, totalUniqueWords, PCatConservative, PCatConDoc);
double LabourLogTotal = CalculatePCatDoc(tableLabour, totalUniqueWords, PCatLabour, PCatLabourDoc);
double libDemConLogTotal = CalculatePCatDoc(tableLibDem, totalUniqueWords, PCatConservativeLibDemCoalition, PCatConservativeConseravtiveCoalitionDoc);
if (consLogTotal > LabourLogTotal && consLogTotal > libDemConLogTotal)
{
Console.WriteLine("\nMost Likely: Conservative");
}
else if (LabourLogTotal > consLogTotal && LabourLogTotal > libDemConLogTotal)
{
Console.WriteLine("\nMost Likely: Labour");
}
else if (libDemConLogTotal > consLogTotal && libDemConLogTotal > LabourLogTotal)
{
Console.WriteLine("\nMost Likely: Liberal Democrats / Conservative Coalition");
}
else
{
Console.WriteLine("\nCannot Determine Party!");
}
Console.WriteLine("\nConservative : LogE(Probability) = " + consLogTotal);
Console.WriteLine("Labour : LogE(Probability) = " + LabourLogTotal);
Console.WriteLine("Conservative/Liberal Democrats Coalition : LogE(Probability) = " + libDemConLogTotal);
Console.WriteLine("\nNB: The unknown document is predicted by the most positive LogE(Probability).");
Console.WriteLine("\nPress any KEY to continue.");
Console.ReadKey();
}
else
{
Console.Clear();
Console.WriteLine(FileDirectory + " Doesn't exist!");
Console.WriteLine("Please enter the name of a valid .txt file.");
Console.WriteLine("Press any key to restart.");
Console.WriteLine("Or Press ESC to exit.");
if (Console.ReadKey().Key == ConsoleKey.Escape)
{
Environment.Exit(0);
}
}
}
catch (Exception e)
{
ExeptionMethod(e);
}
}