/// <summary>
/// Create a new BestCustomersTbl object.
/// </summary>
/// <param name="cid">Initial value of the Cid property.</param>
/// <param name="clusterId">Initial value of the ClusterId property.</param>
public static BestCustomersTbl CreateBestCustomersTbl(global::System.Int32 cid, global::System.Int32 clusterId)
{
BestCustomersTbl bestCustomersTbl = new BestCustomersTbl();
bestCustomersTbl.Cid = cid;
bestCustomersTbl.ClusterId = clusterId;
return(bestCustomersTbl);
}
public List <int>[] FindBestCustomers() // returns each customer in his/her cluster
{
try
{
List <int>[] results = new List <int> [3];
// or 4 cluster because 4th cluster has some poor customers to recommend to purchase goods
for (int i = 0; i < results.Length; i++)
{
results[i] = new List <int>();
}
ECDBEntities entity = new ECDBEntities();
int numberOfBests = (int)(SAMPLE_PERCENT * entity.CustomerTbls.Count());
// ------------------------------------- FORMULAS -------------------------------------
// Formula 1
// (1) / (3)
var idsFormula1 =
entity.CustomerTbls.OrderByDescending(
customer => (double)customer.NumberOfPurchases / (double)customer.NumberOfLogins).Select(
customer => customer.Cid).Take(numberOfBests);
// Formula 2
// 1 / (4) + (5) => max or (4) + (5) => min
var idsFormula2 =
entity.CustomerTbls.OrderBy(
customer =>
(Math.Abs((int)EntityFunctions.DiffMinutes(DateTime.Now, customer.LastLoginDate.Value)) +
Math.Abs((int)EntityFunctions.DiffMinutes(DateTime.Now, customer.LastPurchaseDate.Value)))).
Select(
customer => customer.Cid).
Take(numberOfBests);
// Formula 3
// (4) / (5) + (1) / (2)
var idsFormula3 = entity.CustomerTbls.OrderByDescending(
customer =>
Math.Abs((double)EntityFunctions.DiffMinutes(DateTime.Now, customer.LastLoginDate.Value)) /
Math.Abs((double)EntityFunctions.DiffMinutes(DateTime.Now, customer.LastPurchaseDate.Value)) +
(double)customer.NumberOfPurchases / (double)customer.LoggedInDuration).Select(
customer => customer.Cid)
.Take(
numberOfBests);
results[0].AddRange(idsFormula1.Intersect(idsFormula2).Intersect(idsFormula3));
results[1].AddRange(
idsFormula1.Intersect(idsFormula2).Union(idsFormula1.Intersect(idsFormula3)).Union(
idsFormula2.Intersect(idsFormula3)).Except(results[0]));
results[2].AddRange(
idsFormula1.Union(idsFormula2).Union(idsFormula3).Except(results[0]).Except(results[1]));
// ------------------- Working With Database's Best Customers Table -------------------
// Removing Last Data From Best Customers Table
entity.ExecuteStoreCommand("DELETE BestCustomersTbls");
// Adding Better Customers To Best Customers Table))
for (int i = 0; i < results.Length; i++)
{
foreach (var cid in results[i])
{
BestCustomersTbl bc = new BestCustomersTbl();
bc.ClusterId = i + 1;
bc.Cid = cid;
entity.AddToBestCustomersTbls(bc);
}
}
entity.SaveChanges();
return(results);
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "FindBestCustomers";
fault.Reason = "Error in finding best customers occurred .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
/// <summary>
/// Deprecated Method for adding a new object to the BestCustomersTbls EntitySet. Consider using the .Add method of the associated ObjectSet<T> property instead.
/// </summary>
public void AddToBestCustomersTbls(BestCustomersTbl bestCustomersTbl)
{
base.AddObject("BestCustomersTbls", bestCustomersTbl);
}
