private void MedianNormalizeDataSet(Dictionary <string, List <double> > normalizationSubset)
{
Dictionary <string, double> tempDict = new Dictionary <string, double>();
List <double> listForAverage = new List <double>();
//Go through Each Column in the Quant File, Calculate Median and Save to Dictionary
//Also save the median values to a list that will be used for Normalization
foreach (KeyValuePair <string, List <double> > kvp in normalizationSubset)
{
kvp.Value.Sort();
double middleIndexDouble = kvp.Value.Count / 2;
int middleIndex = (int)Math.Round(middleIndexDouble);
double median = kvp.Value.ElementAt(middleIndex);
tempDict.Add(kvp.Key, median);
listForAverage.Add(median);
}
double average = listForAverage.Average();
foreach (KeyValuePair <string, double> kvp3 in tempDict)
{
double replaceValue = average / kvp3.Value;
HeadertoNormValueDict.Add(kvp3.Key, replaceValue);
}
ApplyNormalizationFactors();
}
private void DoNotNormalizeDataSet(Dictionary <string, List <double> > normalizationSubset)
{
foreach (KeyValuePair <string, List <double> > kvp in normalizationSubset)
{
HeadertoNormValueDict.Add(kvp.Key, 1);
}
ApplyNormalizationFactors();
}
private void SumNormalizeDataSet(Dictionary <string, List <double> > normalizationSubset)
{
Dictionary <string, double> tempDict = new Dictionary <string, double>();
List <double> listForAverage = new List <double>();
foreach (KeyValuePair <string, List <double> > kvp in normalizationSubset)
{
tempDict.Add(kvp.Key, kvp.Value.Sum());
listForAverage.Add(kvp.Value.Sum());
}
double average = listForAverage.Average();
foreach (KeyValuePair <string, double> kvp3 in tempDict)
{
double replaceValue = average / kvp3.Value;
HeadertoNormValueDict.Add(kvp3.Key, replaceValue);
}
ApplyNormalizationFactors();
}
