public List <int>[] SuggestCustomersInTheirCluster(string product)
{
try
{
List <int>[] results = new List <int> [4];
int[] personsId = SuggestPersons(product);
List <int>[] bestPersons = FindBestCustomers();
int i = 0;
for (; i < bestPersons.Length; i++)
{
results[i] = new List <int>();
results[i].AddRange(bestPersons[i].Intersect(personsId));
}
results[i] = new List <int>();
results[i].AddRange(personsId.Except(bestPersons[0]).Except(bestPersons[1]).Except(bestPersons[2]));
return(results);
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "SuggestCustomersInTheirCluster";
fault.Reason = "Error in suggesting customers in their clusters for product : " + product + " .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public int[] SuggestPersons(string productName)
{
try
{
string[] relativeProducts = FindRelatives(productName);
ECDBEntities entity = new ECDBEntities();
var ids = (from purchase in entity.PurchaseTbls
where
relativeProducts.Contains(purchase.ProductName) &&
Math.Abs((double)EntityFunctions.DiffMonths(DateTime.Today, purchase.Date.Value)) <= NumberOfMonthesForPurchase
select purchase.Cid).Distinct();
return(ids.ToArray());
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "SuggestPersons";
fault.Reason = "Error in suggesting persons for buyying product name : " + productName + " .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public string[] SuggestProducts(int personId, OrderMode mode)
{
try
{
ECDBEntities entity = new ECDBEntities();
var purchasedProducts = from purchase in entity.PurchaseTbls
where purchase.Cid == personId
select purchase.ProductName;
string[] relatives = FindAllRelatives(purchasedProducts.ToArray(), mode);
var nowAds = from ad in entity.AdsTbls
select ad.ProductName;
var result = relatives.Intersect(nowAds);
return(result.ToArray());
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "SuggestProducts";
fault.Reason = "Error in suggesting products or finding relatives .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
// --------------------------------
// My E-Commerce Attributes
// (1) : NumberOfPurchases
// (2) : LoggedInDuration
// (3) : NumberOfLogins
// (4) : Minutes Elapsed From Last Login
// (5) : Minutes Elapsed From Last Purchase
// --------------------------------
public void Init()
{
try
{
linkedDataProxy = new LinkedDataWcfServiceClient("NetTcpBinding_LinkedDataWcfService");
linkedDataProxy.LoadDefaultDatasourceFile();
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "Init";
fault.Reason = "Error in creating new linkedDataProxy in ECommerceService .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public string[] ListAds()
{
try
{
ECDBEntities entity = new ECDBEntities();
var prodNames = from ad in entity.AdsTbls
select ad.ProductName;
return(prodNames.ToArray());
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "ListAds";
fault.Reason = "Error in selecting all ads from database .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public string[] FindAllRelatives(string[] productNames, OrderMode mode)
{
try
{
string query =
"SELECT DISTINCT ?RelativeProducts WHERE {{ <http://www.myproducts.com/" + productNames[0] +
"> <http://www.myproducts.com/InCategoryOf> ?CategoryId . ?RelativeProducts <http://www.myproducts.com/InCategoryOf> ?CategoryId } ";
string filters = "FILTER ((?RelativeProducts!=<http://www.myproducts.com/" +
productNames[0] + ">) ";
for (int i = 1; i < productNames.Length; i++)
{
query += "UNION { <http://www.myproducts.com/" + productNames[i] +
"> <http://www.myproducts.com/InCategoryOf> ?CategoryId . ?RelativeProducts <http://www.myproducts.com/InCategoryOf> ?CategoryId } ";
filters += "&& (?RelativeProducts!=<http://www.myproducts.com/" +
productNames[i] + ">)";
}
query += filters + ")} ";
if (mode == OrderMode.ProductName)
{
query += "ORDER BY ?RelativeProducts";
}
return
(linkedDataProxy.ExceuteQuery(query).items.Select(queryResult => queryResult.result.Substring(46)).
ToArray());
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "FindAllRelatives";
fault.Reason = "Error in finding all relatives in ECommerceService .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public CustomerTbl[] GetPersonsDetail(int[] persons)
{
try
{
ECDBEntities entity = new ECDBEntities();
var q = from c in entity.CustomerTbls
where persons.Contains(c.Cid)
select c;
return(q.ToArray());
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "GetPersonsDetail";
fault.Reason = "Error in selecting from CustomerTbls from database .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public string[] FindRelatives(string productName)
{
try
{
string query =
"SELECT ?RelativeProducts WHERE { <http://www.myproducts.com/" + productName +
"> <http://www.myproducts.com/InCategoryOf> ?CategoryId . ?RelativeProducts <http://www.myproducts.com/InCategoryOf> ?CategoryId FILTER (?RelativeProducts!=<http://www.myproducts.com/" +
productName + ">)} ORDER BY ?RelativeProducts";
return
(linkedDataProxy.ExceuteQuery(query).items.Select(queryResult => queryResult.result.Substring(46)).
ToArray());
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "FindRelatives";
fault.Reason = "Error in finding relatives in ECommerceService .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
public string FindCategoryName(string productName)
{
try
{
string query =
"SELECT ?categoryName WHERE { <http://www.myproducts.com/" + productName +
"> <http://www.myproducts.com/InCategoryOf> ?cat . ?cat <http://www.myproducts.com/CategoryCodeOf> ?categoryName }";
if (linkedDataProxy.ExceuteQuery(query).items.Length != 0)
{
return(linkedDataProxy.ExceuteQuery(query).items[0].result.Substring(16));
}
return("");
}
catch (Exception ex)
{
MySoapFault fault = new MySoapFault();
fault.Operation = "FindCategoryName";
fault.Reason = "Error in finding category name in ECommerceService .";
fault.Details = ex.Message;
fault.MoreDetails = ex.StackTrace;
throw new FaultException <MySoapFault>(fault);
}
}
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);
}
}
