public TitanicNode BuildDecisionTree(List <string> targetFieldNames, List <Passenger> trainData)
{
var root = new TitanicNode
{
FieldName = "Root",
Count = trainData.Count,
CountYes = trainData.Where(x => x.Survived == 1).Count(),
DataSet = trainData
};
BuildChildNode(targetFieldNames, root);
return(root);
}
public void BuildChildNode(string pFieldName, TitanicNode parent)
{
var listOfDistinData = parent.DataSet.Select(x => UnitTest1.GetPropValue(x, pFieldName)).Distinct();
foreach (var node1 in listOfDistinData)
{
var node_1_list = parent.DataSet.Where(x => UnitTest1.GetPropValue(x, pFieldName).Equals(node1)).ToList();
var n1 = new TitanicNode
{
FieldName = string.Format("{0}.{1}", pFieldName, node1),
Count = node_1_list.Count,
CountYes = node_1_list.Where(x => x.Survived == 1).Count(),
DataSet = node_1_list,
};
parent.Children.Add(n1);
}
}
public void BuildChildNode(List <string> pFieldNames, TitanicNode parent)
{
if (pFieldNames.Count == 0)
{
return;
}
var pFieldName = pFieldNames.First();
pFieldNames = pFieldNames.Skip(1).ToList();
BuildChildNode(pFieldName, parent);
foreach (var item in parent.Children)
{
BuildChildNode(pFieldNames, item);
}
}
public TitanicNode BuildDecisionTree(List <Passenger> trainData)
{
var root = new TitanicNode
{
FieldName = "Root",
Count = trainData.Count,
CountYes = trainData.Where(x => x.Survived == 1).Count(),
DataSet = trainData
};
//BuildChildNode<Outlook>(root, "Outlook", dataSet);
BuildChildNode <Gender>("Sex", root);
foreach (var item in root.Children)
{
BuildChildNode <FamilySize>("FamilySize", item);
foreach (var item2 in item.Children)
{
BuildChildNode <Embarked>("Embarked", item2);
foreach (var item3 in item2.Children)
{
BuildChildNode <Mother>("Mother", item3);
foreach (var item4 in item3.Children)
{
BuildChildNode <AgeOrdinal>("AgeOrdinal", item4);
foreach (var item5 in item4.Children)
{
BuildChildNode <Titles>("Title", item5);
foreach (var item6 in item5.Children)
{
BuildChildNode <CabinType>("CabinType", item6);
}
}
}
}
}
}
return(root);
}
public void BuildChildNode <E>(string pFieldName, TitanicNode parent)
where E : struct, IComparable, IFormattable, IConvertible
{
foreach (var node1 in Enum.GetValues(typeof(E)))
{
var e = (E)node1;
var node_1_list = parent.DataSet.Where(x => UnitTest1.GetPropValue(x, pFieldName).Equals(e)).ToList();
var n1 = new TitanicNode
{
FieldName = e.ToString(),
Count = node_1_list.Count,
CountYes = node_1_list.Where(x => x.Survived == 1).Count(),
DataSet = node_1_list,
};
parent.Children.Add(n1);
//yield return n1;
//if (n1.CountYes == 0) break;
//if (pFieldName == "") break;
//if (pFieldName == "") break;
//n1.Children.AddRange(BuildChildNode<Humanity>("Humanity", node_1_list));
}
}