// Use context and frequency scor eto validate the top ranked candidate
private static bool IsTopCandValid(string inStr, ContextScore orgContextScore, CSpellScore topCSpellScore, FrequencyScore orgFreqScore, CSpellApi cSpellApi, bool debugFlag)
{
ContextScore topContextScore = topCSpellScore.GetCScore();
// return false if no topCand found
if ((topContextScore == null) || (topContextScore.GetTerm().Equals(inStr)))
{
return(false);
}
// Score rules for one-to-one
double orgScore = orgContextScore.GetScore();
double topScore = topContextScore.GetScore();
bool flag = false;
double rw1To1CFactor = cSpellApi.GetRankRw1To1CFac();
// 2.1 no 1-to-1 correction if orgScore is 0.0d, no word2Vec information
if (orgScore < 0.0d)
{
// 2.2a one-to-one if the org score is negative and top score is positive
if (topScore > 0.0d)
{
// further check by ratio, dist, and min. by CScore and FScore
if (IsTopCandValidByScores(orgContextScore, orgFreqScore, topContextScore, topCSpellScore, cSpellApi) == true)
{
flag = true;
}
}
// 2.2b 1-to-1 if the org score is negative, top score is better
else if ((topScore < 0.0d) && (topScore > orgScore * rw1To1CFactor))
{
flag = true;
}
}
else if (orgScore > 0.0d)
{
// 2.3a merge if the org score is positive, better 0.01*topScore
if (topScore * rw1To1CFactor > orgScore)
{
flag = true;
}
}
return(flag);
}
// return the best ranked str from candidates using word2Vec score
// inTokenList, includes space token, is not coreTerm.Lc
// return the orignal inStr if no candidate has score > 0.0d
public static string GetTopRankStr(string inStr, HashSet <string> candidates, CSpellApi cSpellApi, int tarPos, List <TokenObj> nonSpaceTokenList, bool debugFlag)
{
// init
WordWcMap wordWcMap = cSpellApi.GetWordWcMap();
Word2Vec word2VecIm = cSpellApi.GetWord2VecIm();
Word2Vec word2VecOm = cSpellApi.GetWord2VecOm();
int contextRadius = cSpellApi.GetRw1To1ContextRadius();
bool word2VecSkipWord = cSpellApi.GetWord2VecSkipWord();
int maxCandNo = cSpellApi.GetCanMaxCandNo();
double wf1 = cSpellApi.GetOrthoScoreEdDistFac();
double wf2 = cSpellApi.GetOrthoScorePhoneticFac();
double wf3 = cSpellApi.GetOrthoScoreOverlapFac();
int tarSize = 1; // only for one-to-one, no merge here
string topRankStr = inStr;
// use cSpell top candidates
int topNo = 1; // top sort
string inStrLc = inStr.ToLower();
List <CSpellScore> cSpellScoreList = RankByCSpellRealWord1To1.GetCandidateScoreList(inStrLc, candidates, wordWcMap, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, wf1, wf2, wf3, debugFlag);
// Find the correction str and correct
if (cSpellScoreList.Count > 0)
{
// the rw top rank must be in both NC and orthographic
CSpellScore topScore = cSpellScoreList[0];
double topFScore = topScore.GetFScore().GetScore(); //frequency
double topTScore = topScore.GetOScore().GetTokenScore(); // Token
double topPScore = topScore.GetOScore().GetPhoneticScore(); //Phone
double topOScore = topScore.GetOScore().GetOverlapScore(); //overlap
ContextScore orgContextScore = null;
// check the frequency
// get the max score of frequency, eidt, phonetic, and overlap
// the top rank must have all top score for above
if ((topFScore == CSpellScore.GetMaxFScore(cSpellScoreList)) && (topTScore == CSpellScore.GetMaxEScore(cSpellScoreList)) && (topPScore == CSpellScore.GetMaxPScore(cSpellScoreList)) && (topOScore == CSpellScore.GetMaxOScore(cSpellScoreList)))
{
ContextScore topContextScore = topScore.GetCScore();
// 1.1 wordVec for context
DoubleVec contextVec = Word2VecContext.GetContextVec(tarPos, tarSize, nonSpaceTokenList, word2VecIm, contextRadius, word2VecSkipWord, debugFlag);
// 1.2 wordVec for the original words before one-to-one
orgContextScore = new ContextScore(inStr, contextVec, word2VecOm);
FrequencyScore orgFScore = new FrequencyScore(inStr, wordWcMap);
// pass the orgContextScore
if (IsTopCandValid(inStr, orgContextScore, topScore, orgFScore, cSpellApi, debugFlag) == true)
{
// no correction: if score is not good enough for corection
topRankStr = topScore.GetCandStr();
// debug print for ananlysis
/// <summary>
///*
/// System.out.println("======= cSpellScoreList.size(): "
/// + cSpellScoreList.size() + " ========");
/// System.out.println(inStr
/// + "," + String.format("%1.8f", orgFScore.GetScore())
/// + "," + String.format("%1.8f", orgContextScore.GetScore()));
/// System.out.println(CSpellScore.GetScoreHeader());
/// for(CSpellScore cSpellScore: cSpellScoreList)
/// {
/// System.out.println(cSpellScore.ToString(","));
/// }
/// **
/// </summary>
}
}
// debug print
if (debugFlag == true)
{
// print focus token (original)
if (orgContextScore != null)
{
DebugPrint.PrintScore(orgContextScore.ToString(), debugFlag);
}
else
{
DebugPrint.PrintScore("No score for focus (" + inStr + ")", debugFlag);
}
// print candidate
var list = cSpellScoreList.Take(maxCandNo).Select(obj => obj.ToString()).ToList();
foreach (var item in list)
{
DebugPrint.PrintScore(item, debugFlag);
}
}
}
return(topRankStr);
}