private static List<Object> GenerateProcessTrainingData()
{
var rand = new Random();
ProcessDataPoint dataPoint;
var dataPoints = new List<Object>();
string[] processNames = { "notepad.exe", "VisualStudio.exe" };
string processName;
int type;
string ramUsage = "";
DateTime time;
/*
//generate 25 process names
for (int i = 0; i < 25; i++)
{
processNames[i] = "process" + i;
}
*/
for (int i = 0; i < 10000; i++)
{
type = rand.Next(4);
if (rand.Next(2) == 1)
{
ramUsage = (rand.Next(50, 200)).ToString();
processName = processNames[0];
}
else
{
ramUsage = (rand.Next(600, 1000)).ToString();
processName = processNames[1];
}
time = RandomTimeEightToEleven(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
}
for (int i = 0; i < 10000; i++)
{
type = rand.Next(4);
ramUsage = (rand.Next(50, 200)).ToString();
processName = processNames[0];
time = RandomTimeOneToFour(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
}
return dataPoints;
}
private static List<Object> GenerateProcessAnomalyData()
{
var rand = new Random();
ProcessDataPoint dataPoint;
var dataPoints = new List<Object>();
string[] processNames = { "VisualStudio.exe", "notepad.exe", "virus.txt", "steam.exe" };
string processName;
int type;
string ramUsage = "";
DateTime time;
for (int i = 0; i < 5; i++)
{
type = rand.Next(4);
if (rand.Next(2) == 1)
{
ramUsage = (rand.Next(50, 200)).ToString();
processName = processNames[0];
}
else
{
ramUsage = (rand.Next(600, 1000)).ToString();
processName = processNames[1];
}
time = RandomTimeEightToEleven(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
}
for (int i = 0; i < 5; i++)
{
processName = processNames[rand.Next(4)];
type = rand.Next(4);
ramUsage = (rand.Next(50, 200)).ToString();
time = RandomTimeOneToFour(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
}
processName = processNames[rand.Next(4)];
type = rand.Next(4);
ramUsage = 364.ToString();
time = RandomDateTimeEightToFive(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
processName = processNames[rand.Next(4)];
type = rand.Next(4);
ramUsage = 250.ToString();
time = RandomTimeEightToEleven(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
processName = processNames[rand.Next(4)];
type = rand.Next(4);
ramUsage = 700.ToString();
time = RandomTimeOneToFour(rand);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
processName = processNames[rand.Next(4)];
type = rand.Next(4);
ramUsage = 100.ToString();
time = new DateTime(2016, 4, 29, 12, 00, 00);
dataPoint = new ProcessDataPoint(processName, type, time, ramUsage);
dataPoints.Add(dataPoint.AsDataObject());
return dataPoints;
}