Add.

mlc.py

@@ -0,0 +1,66 @@
+from pymongo import MongoClient
+import json
+import os
+import pprint
+client = MongoClient('localhost',27017)
+db = client.MLC
+atc = db.atc
+
+wdir = os.getcwd();
+
+wdir += "/READ"
+
+for root, dirs, files in os.walk(wdir):    
+	print("WORKING")
+	for mfile in files:
+		print("OPEN : ",root+"/"+mfile)
+		rf = open(root+"/"+mfile);
+
+
+		line = rf.readline().replace("\r","")
+		stc = []
+		while  line:
+			ptr = 0
+			ktmp = line.find(".", ptr)
+			tmp = 0;
+			while tmp < len(line) and tmp >= 0:
+				tmp = line.find(" ", ptr)
+				stc.append(line[ptr:tmp].lower())
+				ptr = tmp+1;
+
+
+			stmp = 0;
+
+			wlink = []
+			for word in enumerate(stc):
+				strword = str(word)
+				if strword.find(".") == -1 and strword.find("?") == -1 and strword.find("!") == -1:
+					dotmp = filter(str.isalpha, strword)
+					wlink.append(dotmp)
+					stmp += 1;
+				else :
+					dotmp = filter(str.isalpha, strword)
+					wlink.append(dotmp)
+					stmp = 0;
+					wcount = 0;
+					for cword in wlink:
+						fwd = "";
+						back = "";
+						if wcount == 0:
+							fwd = "";
+						else:
+							fwd = wlink[wcount-1];
+						if wcount < (len(wlink)-1):
+							back = wlink[wcount+1]
+						else:
+							back = "";
+						wcount += 1;
+						wposts = {"word":cword,"connect":wlink,"fwd":fwd,"back":back};
+						result = atc.insert_one(wposts).inserted_id;
+					wlink = []
+			stc = []
+			line = rf.readline().replace("\r","")
+		rf.close()
+
+client.close()
+print("Done.")

mlcs.py

@@ -0,0 +1,40 @@
+from pymongo import MongoClient
+import random
+
+client = MongoClient('localhost',27017)
+db = client.MLC
+atc = db.atc
+while 1:
+	findword = ""
+	usrcmd = str(raw_input("\nTHE FIRST WORD: "))
+	findword = usrcmd;
+	wherefind = "back"
+	cntword = [usrcmd];
+	exact = 4;
+	tmpext = 0;
+	while findword != "":
+		fword = []
+		if tmpext > exact:
+			cntword = [usrcmd];
+			tmpext = 0;
+			print(""),
+		cntword.append(findword)
+
+		print(findword),
+		result = atc.find({"word":findword,"connect":{"$all":cntword}},{wherefind:1}).limit(5000);
+		for item in result :
+			fword.append(item[wherefind]);
+
+		fwordset = set(fword)
+		fwordtmp = {}
+
+		for item in fwordset:
+			fwordtmp[item] = fword.count(item);
+
+		fwordsort = sorted(fwordtmp.items(), key=lambda x:x[1],reverse=True)
+		choose = random.randint(0, len(fwordsort)/5)
+		findword = fwordsort[choose][0]
+		tmpext += 1;
+
+
+client.close();

mlct.py

@@ -0,0 +1,119 @@
+from pymongo import MongoClient
+import numpy as np
+import pdb
+client = MongoClient('localhost',27017)
+db = client.MLC
+atc = db.atc
+tnk = db.tnk
+
+def list_sort_hw(result,wherefind):
+	fword = []
+	for item in result :
+			fword.append(item[wherefind]);
+
+	fwordset = set(fword)
+	fwordtmp = {}
+	fwordsort = []
+	for item in fwordset:
+		fwordtmp[item] = fword.count(item);
+		fwordsort = sorted(fwordtmp.items(), key=lambda x:x[1],reverse=True)
+	return fwordsort
+
+def create_tclist(result):
+	tclist = []
+	for item in result :
+			tclist.append(item["connect"])
+	return tclist
+
+def lstndx(tclist, cntw):
+	lndx = []
+	vndx = []
+	for cnti in tclist:
+		if set(cntw).issubset(set(cnti)) == True:
+			#print(cnti)
+			#pdb.set_trace()
+			tndx = []
+			fnum = cnti.count(cntw[0])
+			tndx.append(cnti.index(cntw[0]))
+			exist = 1;
+			while exist:
+				try:
+					tndx.append(cnti.index(cntw[0],tndx[-1]+1))
+				except :
+					exist = 0;
+
+			for i in range(fnum):
+				for k in range(1,len(cntw)):
+					nears = []
+					ndx = cnti.index(cntw[k])
+					lmndx = ndx
+					if ndx - tndx[i] > 0:
+							nears.append(ndx - tndx[i])
+					exist = 1;
+					while exist:
+						try:
+							ndx = cnti.index(cntw[k],lmndx+1)
+							lmndx = ndx;
+							if ndx - tndx[i] > 0:
+								nears.append(ndx - tndx[i])
+						except:
+							exist = 0;
+						
+					if len(nears):
+						mndx = min(nears)+tndx[i];
+						lndx.append(mndx)
+				vcndx = []
+				if len(lndx):	
+					lndx.append(tndx[i])	
+					acndx = np.array(lndx)
+					vcndx.append(np.std(acndx,axis=0))
+			if len(vcndx):
+				vndx.append(min(vcndx))
+	if len(vndx):
+		vrndx = np.array(vndx)
+		rndx = np.mean(vrndx)
+	else :
+		rndx = -1;
+	return rndx
+
+def deeper(m_target,f_cntw,m_sentv,depth):
+	tlist = atc.find({"word":m_target,"connect":{"$all":f_cntw}},{"connect":1,"back":1}).limit(100000)
+	#pdb.set_trace()
+	fsort = list_sort_hw(tlist,"back")
+	if len(fsort):
+		for alyw in fsort:
+			m_cntw = list(f_cntw)
+			if alyw[1] < sentv:
+				break
+			if alyw[0] != m_cntw[-1]:
+				m_cntw.append(alyw[0])
+				#i_target = alyw[0]
+				rtclist = atc.find({"word":m_target},{"connect":1}).limit(1000)
+				tclist = create_tclist(rtclist)
+				dcvt = lstndx(tclist,m_cntw)
+				#print(m_cntw)
+				#print(dcvt)
+				if dcvt < 10 and dcvt > 0:
+					print(m_cntw)
+					print(dcvt)
+				#pdb.set_trace()
+				if (depth > 1):
+					deeper(m_target,m_cntw,m_sentv,depth-1)
+				else:
+					return 0;
+
+target = "you"
+sentv = 12
+dptv = 2
+#alist = atc.find({"word":target},{"connect":1,"back":1}).limit(10000)
+
+fword = {}
+
+#sortlist = list_sort_hw(alist,"back");
+
+
+deeper(target,[target],sentv,dptv)
+
+client.close();
+
+