private static void PrepareDataType2(string sourceDomain, string targetDomain, int trainingLimit)
{
MySqlConnection con = new MySqlConnection("host=localhost;user=root;password=password0!;database=aminer_big;");
con.Open();
#region Author Source
//string sql = "SELECT distinct(authorNamePlain) FROM aminer_big.temp_paperauthors where domainName = '" + sourceDomain + "' and year < " + trainingLimit;
string sql = "SELECT distinct(authorNamePlain) FROM aminer_big.temp_paperauthors where domainName = '" + sourceDomain + "'";
MySqlCommand cmd = new MySqlCommand(sql, con);
MySqlDataReader reader = cmd.ExecuteReader();
AuthorDictionary sourceAD = new AuthorDictionary();
List <string> sourceAuthors = new List <string>();
string tempAuthor;
int authorID;
while (reader.Read())
{
tempAuthor = reader.GetString("authorNamePlain");
sourceAuthors.Add(tempAuthor);
authorID = sourceAD.GetAuthor(tempAuthor);
}
con.Close();
con.Open();
Console.WriteLine(sourceDomain + " authors: " + sourceAuthors.Count);
#endregion
#region Author Target
//sql = "SELECT distinct(authorNamePlain) FROM aminer_big.temp_paperauthors where domainName = '" + targetDomain + "' and year < " + trainingLimit;
sql = "SELECT distinct(authorNamePlain) FROM aminer_big.temp_paperauthors where domainName = '" + targetDomain + "'";
cmd = new MySqlCommand(sql, con);
reader = cmd.ExecuteReader();
AuthorDictionary targetAD = new AuthorDictionary();
List <string> targetAuthors = new List <string>();
while (reader.Read())
{
tempAuthor = reader.GetString("authorNamePlain");
targetAuthors.Add(tempAuthor);
authorID = targetAD.GetAuthor(tempAuthor);
}
con.Close();
con.Open();
Console.WriteLine(targetDomain + " authors: " + targetAuthors.Count);
#endregion
#region Paper
sql = "SELECT paperID, category, temp_paperauthors.year, authorNamePlain, title, abstract FROM aminer_big.temp_paperauthors inner join m_topicpaperauthor on paperID = id where (domainName = '" + sourceDomain + "' or domainName = '" + targetDomain + "')";
cmd = new MySqlCommand(sql, con);
reader = cmd.ExecuteReader();
List <Paper> papers = new List <Paper>();
int tempPaperID = 0;
int sourceAuthorTemp;
int targetAuthorTemp;
Paper paper = new Paper(tempPaperID, 0, string.Empty, string.Empty);
while (reader.Read())
{
int paperID = Convert.ToInt32(reader.GetString("paperID"));
if (paperID != tempPaperID)
{
string titleAndAbstract = reader.GetString("title") + " " + reader.GetString("abstract");
string paperDomain = reader.GetString("category");
int year = Convert.ToInt32(reader.GetString("year"));
paper = new Paper(paperID, year, paperDomain, titleAndAbstract);
papers.Add(paper);
tempPaperID = paperID;
}
string author = reader.GetString("authorNamePlain");
paper.Authors.Add(author);
sourceAuthorTemp = sourceAD.GetAuthorID(author);
targetAuthorTemp = targetAD.GetAuthorID(author);
if (sourceAuthorTemp != -1)
{
paper.SourceAuthorIDs.Add(sourceAuthorTemp);
}
if (targetAuthorTemp != -1)
{
paper.TargetAuthorIDs.Add(targetAuthorTemp);
}
if (sourceAuthorTemp == -1 && targetAuthorTemp == -1)
{
Console.WriteLine("==========>>>" + author);
}
}
con.Close();
#endregion
var sourcePapers = papers.Where(x => x.PaperDomain == sourceDomain);
var targetPapers = papers.Where(x => x.PaperDomain == targetDomain);
var collaborationPapers = papers.Where(x => x.SourceAuthorIDs.Count >= 1 && x.TargetAuthorIDs.Count >= 1);
var collaborationPapersTraining = collaborationPapers.Where(x => x.Year < trainingLimit);
var collaborationPapersTesting = collaborationPapers.Where(x => x.Year >= trainingLimit);
var undetected = papers.Where(x => x.SourceAuthorIDs.Count == 0 && x.TargetAuthorIDs.Count == 0);
Console.WriteLine("all: " + papers.Count);
Console.WriteLine(sourceDomain + ": " + sourcePapers.Count());
Console.WriteLine(targetDomain + ": " + targetPapers.Count());
Console.WriteLine("coll: " + collaborationPapers.Count() + " - " + collaborationPapers.Where(x => x.Authors.Count > 1).Count());
Console.WriteLine("========= UNIDENTIFIED DOMAIN: " + undetected.Count());
Console.WriteLine("Collaboration training: " + collaborationPapersTraining.Count());
Console.WriteLine("Collaboration testing: " + collaborationPapersTesting.Count());
string folderName = sourceDomain + " - " + targetDomain;
System.IO.Directory.CreateDirectory(folderName);
#region Data Training
using (StreamWriter file = new StreamWriter(folderName + "/info.txt"))
{
file.WriteLine(sourceAuthors.Count);
file.WriteLine(targetAuthors.Count);
file.WriteLine(sourcePapers.Count());
file.WriteLine(targetPapers.Count());
file.WriteLine(collaborationPapersTraining.Count());
file.WriteLine(collaborationPapersTesting.Count());
}
using (StreamWriter file = new StreamWriter(folderName + "/sourceAuthorIDs.txt"))
{
foreach (var item in sourceAD.Author2Id)
{
file.WriteLine(item.Value + " " + item.Key);
}
}
using (StreamWriter file = new StreamWriter(folderName + "/targetAuthorIDs.txt"))
{
foreach (var item in targetAD.Author2Id)
{
file.WriteLine(item.Value + " " + item.Key);
}
}
using (StreamWriter file = new StreamWriter(folderName + "/papers.txt"))
{
foreach (var item in sourcePapers)
{
file.WriteLine(item.TitleAndAbstract);
}
foreach (var item in targetPapers)
{
file.WriteLine(item.TitleAndAbstract);
}
foreach (var item in collaborationPapersTraining)
{
file.WriteLine(item.TitleAndAbstract);
}
}
using (StreamWriter file = new StreamWriter(folderName + "/authors.txt"))
{
foreach (var item in sourcePapers)
{
file.WriteLine(item.AllAuthors);
}
foreach (var item in targetPapers)
{
file.WriteLine(item.AllAuthors);
}
foreach (var item in collaborationPapersTraining)
{
file.WriteLine(item.AllAuthors + " - " + item.Year);
}
}
#endregion
#region Data Testing
List <AuthorPair> authorPairs = new List <AuthorPair>();
foreach (var item in collaborationPapersTesting)
{
foreach (var sourceAuth in item.SourceAuthorIDs)
{
foreach (var targetAuth in item.TargetAuthorIDs)
{
authorPairs.Add(new AuthorPair(sourceAuth, targetAuth));
}
}
}
var authorMapping = authorPairs.GroupBy(x => x.SourceAuthorID).Select(g => new Collaborations(g.Key, g.Select(x => x.TargetAuthorID).Distinct().OrderBy(x => x).ToList())).OrderBy(x => x.SourceAuthorID);
using (StreamWriter file = new StreamWriter(folderName + "/testData.txt"))
{
foreach (var item in authorMapping)
{
file.WriteLine(item.SourceAuthorID + " " + string.Join(",", item.Collaborators));
}
}
#endregion
#region check intersection data
var collAuthorTraining = new List <int>();
foreach (var item in collaborationPapersTraining)
{
collAuthorTraining.AddRange(item.SourceAuthorIDs);
}
collAuthorTraining = collAuthorTraining.Distinct().ToList();
var collAuthorTesting = authorMapping.Where(x => x.Collaborators.Count() >= 5).Select(x => x.SourceAuthorID).ToList();
var both = collAuthorTesting.Intersect(collAuthorTraining);
Console.WriteLine("coll author training: " + collAuthorTraining.Count);
Console.WriteLine("coll author testing dengan kolaborator minimal 5: " + collAuthorTesting.Count);
Console.WriteLine("intersection: " + both.Count());
#endregion
Console.WriteLine(Environment.NewLine);
#region check author with no single domain data
//List<string> singleDomain = new List<string>();
//List<string> collaboration = new List<string>();
//foreach (var item in sourcePapers)
//{
// singleDomain.AddRange(item.Authors);
//}
//foreach (var item in targetPapers)
//{
// singleDomain.AddRange(item.Authors);
//}
//foreach (var item in collaborationPapers)
//{
// collaboration.AddRange(item.Authors);
//}
//IEnumerable<string> differenceQuery = collaboration.Except(singleDomain);
//Console.WriteLine("Authors in collaboration but not singleDomain " + differenceQuery.Count());
//foreach (string s in differenceQuery)
//{
// Console.WriteLine(s);
//}
#endregion
}
private static void PrepareData(string sourceDomain, string targetDomain)
{
MySqlConnection con = new MySqlConnection("host=localhost;user=root;password=password0!;database=aminer_big;");
con.Open();
string sql = "SELECT distinct(authorNamePlain) FROM aminer_big.temp_paperauthors where domainName = '" + sourceDomain + "'";
MySqlCommand cmd = new MySqlCommand(sql, con);
MySqlDataReader reader = cmd.ExecuteReader();
AuthorDictionary sourceAD = new AuthorDictionary();
List <string> sourceAuthors = new List <string>();
string tempAuthor;
int authorID;
while (reader.Read())
{
tempAuthor = reader.GetString("authorNamePlain");
sourceAuthors.Add(tempAuthor);
authorID = sourceAD.GetAuthor(tempAuthor);
}
con.Close();
con.Open();
Console.WriteLine(sourceDomain + " authors: " + sourceAuthors.Count);
sql = "SELECT distinct(authorNamePlain) FROM aminer_big.temp_paperauthors where domainName = '" + targetDomain + "'";
cmd = new MySqlCommand(sql, con);
reader = cmd.ExecuteReader();
AuthorDictionary targetAD = new AuthorDictionary();
List <string> targetAuthors = new List <string>();
while (reader.Read())
{
tempAuthor = reader.GetString("authorNamePlain");
targetAuthors.Add(tempAuthor);
authorID = targetAD.GetAuthor(tempAuthor);
}
con.Close();
con.Open();
Console.WriteLine(targetDomain + " authors: " + targetAuthors.Count);
sql = "SELECT paperID, category, authorNamePlain, title, abstract FROM aminer_big.temp_paperauthors inner join m_topicpaperauthor on paperID = id where domainName = '" + sourceDomain + "' or domainName = '" + targetDomain + "'";
cmd = new MySqlCommand(sql, con);
reader = cmd.ExecuteReader();
List <Paper> papers = new List <Paper>();
int tempPaperID = 0;
int sourceAuthorTemp;
int targetAuthorTemp;
Paper paper = new Paper(tempPaperID, 0, string.Empty, string.Empty);
while (reader.Read())
{
int paperID = Convert.ToInt32(reader.GetString("paperID"));
if (paperID != tempPaperID)
{
string titleAndAbstract = reader.GetString("title") + " " + reader.GetString("abstract");
string paperDomain = reader.GetString("category");
int year = Convert.ToInt32(reader.GetString("year"));
paper = new Paper(paperID, year, paperDomain, titleAndAbstract);
papers.Add(paper);
tempPaperID = paperID;
}
string author = reader.GetString("authorNamePlain");
paper.Authors.Add(author);
sourceAuthorTemp = sourceAD.GetAuthorID(author);
targetAuthorTemp = targetAD.GetAuthorID(author);
if (sourceAuthorTemp != -1)
{
paper.SourceAuthorIDs.Add(sourceAuthorTemp);
}
if (targetAuthorTemp != -1)
{
paper.TargetAuthorIDs.Add(targetAuthorTemp);
}
if (sourceAuthorTemp == -1 && targetAuthorTemp == -1)
{
Console.WriteLine("==========>>>" + author);
}
}
con.Close();
var paper1Author = papers.Where(x => x.Authors.Count == 1);
var sourcePapers = papers.Where(x => x.SourceAuthorIDs.Count >= 1 && x.TargetAuthorIDs.Count == 0);
var targetPapers = papers.Where(x => x.SourceAuthorIDs.Count == 0 && x.TargetAuthorIDs.Count >= 1);
var collaborationPapers = papers.Where(x => x.SourceAuthorIDs.Count >= 1 && x.TargetAuthorIDs.Count >= 1);
var undetected = papers.Where(x => x.SourceAuthorIDs.Count == 0 && x.TargetAuthorIDs.Count == 0);
Console.WriteLine("all: " + papers.Count);
Console.WriteLine(sourceDomain + ": " + sourcePapers.Count());
Console.WriteLine(targetDomain + ": " + targetPapers.Count());
Console.WriteLine("coll: " + collaborationPapers.Count() + " - " + collaborationPapers.Where(x => x.Authors.Count > 1).Count());
Console.WriteLine("========= UNIDENTIFIED DOMAIN: " + undetected.Count());
using (StreamWriter file = new StreamWriter("info.txt"))
{
file.WriteLine(sourceAuthors.Count);
file.WriteLine(targetAuthors.Count);
file.WriteLine(sourcePapers.Count());
file.WriteLine(targetPapers.Count());
file.WriteLine(collaborationPapers.Count());
}
using (StreamWriter file = new StreamWriter("papers.txt"))
{
foreach (var item in sourcePapers)
{
file.WriteLine(item.TitleAndAbstract);
}
foreach (var item in targetPapers)
{
file.WriteLine(item.TitleAndAbstract);
}
foreach (var item in collaborationPapers)
{
file.WriteLine(item.TitleAndAbstract);
}
}
using (StreamWriter file = new StreamWriter("authors.txt"))
{
foreach (var item in sourcePapers)
{
file.WriteLine(item.AllAuthors);
}
foreach (var item in targetPapers)
{
file.WriteLine(item.AllAuthors);
}
foreach (var item in collaborationPapers)
{
file.WriteLine(item.AllAuthors);
}
}
#region check author with no single domain data
//List<string> singleDomain = new List<string>();
//List<string> collaboration = new List<string>();
//foreach (var item in sourcePapers)
//{
// singleDomain.AddRange(item.Authors);
//}
//foreach (var item in targetPapers)
//{
// singleDomain.AddRange(item.Authors);
//}
//foreach (var item in collaborationPapers)
//{
// collaboration.AddRange(item.Authors);
//}
//IEnumerable<string> differenceQuery = collaboration.Except(singleDomain);
//Console.WriteLine("Authors in collaboration but not singleDomain " + differenceQuery.Count());
//foreach (string s in differenceQuery)
//{
// Console.WriteLine(s);
//}
#endregion
}