]> git.donarmstrong.com Git - mothur.git/blob - ccode.cpp
a few modifications for 1.9
[mothur.git] / ccode.cpp
1 /*
2  *  ccode.cpp
3  *  Mothur
4  *
5  *  Created by westcott on 8/24/09.
6  *  Copyright 2009 Schloss Lab. All rights reserved.
7  *
8  */
9
10 #include "ccode.h"
11 #include "ignoregaps.h"
12 #include "eachgapdist.h"
13
14
15 //***************************************************************************************************************
16 Ccode::Ccode(string filename, string temp, bool f, string mask, int win, int numW, string o) : Chimera() {  
17         fastafile = filename;  
18         outputDir = o; 
19         templateFileName = temp;  templateSeqs = readSeqs(temp);
20         setMask(mask);
21         filter = f;
22         window = win;
23         numWanted = numW;
24         
25         distCalc = new eachGapDist();
26         decalc = new DeCalculator();
27         
28         mapInfo = outputDir + getRootName(getSimpleName(fastafile)) + "mapinfo";
29         
30         #ifdef USE_MPI
31                 
32                 //char* inFileName = new char[mapInfo.length()];
33                 //memcpy(inFileName, mapInfo.c_str(), mapInfo.length());
34                 
35                 char inFileName[1024];
36                 strcpy(inFileName, mapInfo.c_str());
37                 
38                 int outMode=MPI_MODE_CREATE|MPI_MODE_WRONLY;
39
40                 MPI_File_open(MPI_COMM_WORLD, inFileName, outMode, MPI_INFO_NULL, &outMap);  //comm, filename, mode, info, filepointer
41                 
42                 //delete inFileName;
43
44                 int pid;
45                 MPI_Comm_rank(MPI_COMM_WORLD, &pid); //find out who we are
46                 
47                 if (pid == 0) {
48                         string outString = "Place in masked, filtered and trimmed sequence\tPlace in original alignment\n";
49                         
50                         MPI_Status status;
51                         int length = outString.length();
52                         char* buf2 = new char[length];
53                         memcpy(buf2, outString.c_str(), length);
54                                 
55                         MPI_File_write_shared(outMap, buf2, length, MPI_CHAR, &status);
56                         delete buf2;
57                 }
58         #else
59
60                 ofstream out2;
61                 openOutputFile(mapInfo, out2);
62                 
63                 out2 << "Place in masked, filtered and trimmed sequence\tPlace in original alignment" << endl;
64                 out2.close();
65         #endif
66 }
67 //***************************************************************************************************************
68 Ccode::~Ccode() {
69         delete distCalc;
70         delete decalc;
71         
72         #ifdef USE_MPI
73                 MPI_File_close(&outMap);
74         #endif
75 }       
76 //***************************************************************************************************************
77 int Ccode::print(ostream& out, ostream& outAcc) {
78         try {
79                 
80                 ofstream out2;
81                 openOutputFileAppend(mapInfo, out2);
82                 
83                 out2 << querySeq->getName() << endl;
84                 for (it = spotMap.begin(); it!= spotMap.end(); it++) {
85                         out2 << it->first << '\t' << it->second << endl;
86                 }
87                 out2.close();
88                 out << querySeq->getName() << endl << endl << "Reference sequences used and distance to query:" << endl;
89                         
90                 for (int j = 0; j < closest.size(); j++) {
91                         out << closest[j].seq->getName() << '\t' << closest[j].dist << endl;
92                 }
93                 out << endl << endl;
94                 
95                 //for each window
96                 //window mapping info.
97                 out << "Mapping information: ";
98                 //you mask and did not filter
99                 if ((seqMask != "") && (!filter)) { out << "mask and trim."; }
100                                 
101                 //you filtered and did not mask
102                 if ((seqMask == "") && (filter)) { out << "filter and trim."; }
103                                 
104                 //you masked and filtered
105                 if ((seqMask != "") && (filter)) { out << "mask, filter and trim."; }
106                         
107                 out << endl << "Window\tStartPos\tEndPos" << endl;
108                 it = trim.begin();
109                 for (int k = 0; k < windows.size()-1; k++) {
110                         out << k+1 << '\t' << spotMap[windows[k]-it->first] << '\t' << spotMap[windows[k]-it->first+windowSizes] << endl;
111                 }
112                         
113                 out << windows.size() << '\t' << spotMap[windows[windows.size()-1]-it->first] << '\t' << spotMap[it->second-it->first-1] << endl;
114                 out << endl;
115                 out << "Window\tAvgQ\t(sdQ)\tAvgR\t(sdR)\tRatio\tAnova" << endl;
116                 for (int k = 0; k < windows.size(); k++) {
117                         float ds = averageQuery[k] / averageRef[k]; 
118                         out << k+1 << '\t' << averageQuery[k] << '\t' << sdQuery[k] << '\t' << averageRef[k] << '\t'<< sdRef[k] << '\t' << ds << '\t' << anova[k] << endl;
119                 }
120                 out << endl;
121                         
122                 //varRef
123                 //varQuery
124                 /* F test for differences among variances.
125                 * varQuery is expected to be higher or similar than varRef */
126                 //float fs = varQuery[query] / varRef[query];   /* F-Snedecor, test for differences of variances */
127                         
128                 bool results = false;   
129                                         
130                 //confidence limit, t - Student, anova
131                 out << "Window\tConfidenceLimit\tt-Student\tAnova" << endl;
132                         
133                 for (int k = 0; k < windows.size(); k++) {
134                         string temp = "";
135                         if (isChimericConfidence[k]) {  temp += "*\t"; }
136                         else { temp += "\t"; }
137                                 
138                         if (isChimericTStudent[k]) {  temp += "*\t"; }
139                         else { temp += "\t"; }
140                                 
141                         if (isChimericANOVA[k]) {  temp += "*\t"; }
142                         else { temp += "\t"; }
143                         
144                         out << k+1 << '\t' << temp << endl;
145                                 
146                         if (temp == "*\t*\t*\t") {  results = true;  }
147                 }
148                 out << endl;    
149                         
150                 if (results) {
151                         m->mothurOut(querySeq->getName() + " was found have at least one chimeric window."); m->mothurOutEndLine();
152                         outAcc << querySeq->getName() << endl;
153                 }
154
155                 //free memory
156                 for (int i = 0; i < closest.size(); i++) {  delete closest[i].seq;  }
157
158                 return results;
159         }
160         catch(exception& e) {
161                 m->errorOut(e, "Ccode", "print");
162                 exit(1);
163         }
164 }
165 #ifdef USE_MPI
166 //***************************************************************************************************************
167 int Ccode::print(MPI_File& out, MPI_File& outAcc) {
168         try {
169                 
170                 string outMapString = "";
171                 
172                 outMapString += querySeq->getName() + "\n";
173                 for (it = spotMap.begin(); it!= spotMap.end(); it++) {
174                         outMapString += toString(it->first)  + "\t" + toString(it->second)  + "\n";
175                 }
176                 printMapping(outMapString);
177                 outMapString = "";
178                 
179                 string outString = "";
180                 string outAccString = "";
181                 
182                 outString +=  querySeq->getName() + "\n\nReference sequences used and distance to query:\n";
183                         
184                 for (int j = 0; j < closest.size(); j++) {
185                         outString += closest[j].seq->getName() + "\t" + toString(closest[j].dist) + "\n";
186                 }
187                 outString += "\n\nMapping information: ";
188                 
189                 //for each window
190                 //window mapping info.
191                 //you mask and did not filter
192                 if ((seqMask != "") && (!filter)) { outString += "mask and trim."; }
193                                 
194                 //you filtered and did not mask
195                 if ((seqMask == "") && (filter)) { outString += "filter and trim."; }
196                                 
197                 //you masked and filtered
198                 if ((seqMask != "") && (filter)) { outString += "mask, filter and trim."; }
199                         
200                 outString += "\nWindow\tStartPos\tEndPos\n";
201                 it = trim.begin();
202                 for (int k = 0; k < windows.size()-1; k++) {
203                         outString += toString(k+1) + "\t" + toString(spotMap[windows[k]-it->first]) + "\t" + toString(spotMap[windows[k]-it->first+windowSizes]) + "\n";
204                 }
205                         
206                 outString += toString(windows.size()) + "\t" + toString(spotMap[windows[windows.size()-1]-it->first]) + "\t" + toString(spotMap[it->second-it->first-1]) + "\n\n";
207                 
208                 outString += "Window\tAvgQ\t(sdQ)\tAvgR\t(sdR)\tRatio\tAnova\n";
209                 for (int k = 0; k < windows.size(); k++) {
210                         float ds = averageQuery[k] / averageRef[k]; 
211                         outString += toString(k+1) + "\t" + toString(averageQuery[k]) + "\t" + toString(sdQuery[k]) + "\t" + toString(averageRef[k]) + "\t" + toString(sdRef[k]) + "\t" + toString(ds) + "\t" + toString(anova[k]) + "\n";
212                 }
213                         
214                 //varRef
215                 //varQuery
216                 /* F test for differences among variances.
217                 * varQuery is expected to be higher or similar than varRef */
218                 //float fs = varQuery[query] / varRef[query];   /* F-Snedecor, test for differences of variances */
219                         
220                 bool results = false;   
221                                         
222                 //confidence limit, t - Student, anova
223                 outString += "\nWindow\tConfidenceLimit\tt-Student\tAnova\n";
224                         
225                 for (int k = 0; k < windows.size(); k++) {
226                         string temp = "";
227                         if (isChimericConfidence[k]) {  temp += "*\t"; }
228                         else { temp += "\t"; }
229                                 
230                         if (isChimericTStudent[k]) {  temp += "*\t"; }
231                         else { temp += "\t"; }
232                                 
233                         if (isChimericANOVA[k]) {  temp += "*\t"; }
234                         else { temp += "\t"; }
235                         
236                         outString += toString(k+1) + "\t" + temp + "\n";
237                                 
238                         if (temp == "*\t*\t*\t") {  results = true;  }
239                 }
240                 outString += "\n";      
241                 
242                 MPI_Status status;
243                 int length = outString.length();
244                 char* buf2 = new char[length];
245                 memcpy(buf2, outString.c_str(), length);
246                                 
247                 MPI_File_write_shared(out, buf2, length, MPI_CHAR, &status);
248                 delete buf2;
249
250                 if (results) {
251                         m->mothurOut(querySeq->getName() + " was found have at least one chimeric window."); m->mothurOutEndLine();
252                         outAccString += querySeq->getName() + "\n";
253                         
254                         MPI_Status statusAcc;
255                         length = outAccString.length();
256                         char* buf = new char[length];
257                         memcpy(buf, outAccString.c_str(), length);
258                                 
259                         MPI_File_write_shared(outAcc, buf, length, MPI_CHAR, &statusAcc);
260                         delete buf;
261                 }
262
263                 //free memory
264                 for (int i = 0; i < closest.size(); i++) {  delete closest[i].seq;  }
265
266                 return results;
267         }
268         catch(exception& e) {
269                 m->errorOut(e, "Ccode", "print");
270                 exit(1);
271         }
272 }
273 //***************************************************************************************************************
274 int Ccode::printMapping(string& output) {
275         try {
276                         MPI_Status status;
277                         int length = output.length();
278                         char* buf = new char[length];
279                         memcpy(buf, output.c_str(), length);
280                                 
281                         MPI_File_write_shared(outMap, buf, length, MPI_CHAR, &status);
282                         delete buf;
283
284         }
285         catch(exception& e) {
286                 m->errorOut(e, "Ccode", "printMapping");
287                 exit(1);
288         }
289 }
290 #endif
291 //***************************************************************************************************************
292 int Ccode::getChimeras(Sequence* query) {
293         try {
294         
295                 closest.clear();
296                 refCombo = 0;
297                 sumRef.clear(); 
298                 varRef.clear(); 
299                 varQuery.clear(); 
300                 sdRef.clear(); 
301                 sdQuery.clear();     
302                 sumQuery.clear();
303                 sumSquaredRef.clear(); 
304                 sumSquaredQuery.clear(); 
305                 averageRef.clear();
306                 averageQuery.clear();
307                 anova.clear();
308                 isChimericConfidence.clear();
309                 isChimericTStudent.clear();
310                 isChimericANOVA.clear();
311                 trim.clear();
312                 spotMap.clear();
313                 windowSizes = window;
314                 windows.clear();
315
316         
317                 querySeq = query;
318                 
319                 //find closest matches to query
320                 closest = findClosest(query, numWanted);
321                 
322                 if (m->control_pressed) {  return 0;  }
323                 
324                 //initialize spotMap
325                 for (int i = 0; i < query->getAligned().length(); i++) {        spotMap[i] = i;         }
326         
327                 //mask sequences if the user wants to 
328                 if (seqMask != "") {
329                         decalc->setMask(seqMask);
330                         
331                         decalc->runMask(query);
332                         
333                         //mask closest
334                         for (int i = 0; i < closest.size(); i++) {      decalc->runMask(closest[i].seq);        }
335                         
336                         spotMap = decalc->getMaskMap();
337                 }
338                 
339                 if (filter) {
340                         vector<Sequence*> temp;
341                         for (int i = 0; i < closest.size(); i++) { temp.push_back(closest[i].seq);  }
342                         temp.push_back(query);  
343                         
344                         createFilter(temp, 0.5);
345                 
346                         for (int i = 0; i < temp.size(); i++) { 
347                                 if (m->control_pressed) {  return 0;  }
348                                 runFilter(temp[i]);  
349                         }
350                         
351                         //update spotMap
352                         map<int, int> newMap;
353                         int spot = 0;
354                         
355                         for (int i = 0; i < filterString.length(); i++) {
356                                 if (filterString[i] == '1') {
357                                         //add to newMap
358                                         newMap[spot] = spotMap[i];
359                                         spot++;  
360                                 }
361                         }
362                         spotMap = newMap;
363                 }
364
365                 //trim sequences - this follows ccodes remove_extra_gaps 
366                 trimSequences(query);
367                 if (m->control_pressed) {  return 0;  }
368                 
369                 //windows are equivalent to words - ccode paper recommends windows are between 5% and 20% on alignment length().  
370                 //Our default will be 10% and we will warn if user tries to use a window above or below these recommendations
371                 windows = findWindows();  
372                 if (m->control_pressed) {  return 0;  }
373
374                 //remove sequences that are more than 20% different and less than 0.5% different - may want to allow user to specify this later 
375                 removeBadReferenceSeqs(closest);
376                 if (m->control_pressed) {  return 0;  }
377                 
378                 //find the averages for each querys references
379                 getAverageRef(closest);  //fills sumRef, averageRef, sumSquaredRef and refCombo.
380                 getAverageQuery(closest, query);  //fills sumQuery, averageQuery, sumSquaredQuery.
381                 if (m->control_pressed) {  return 0;  }                 
382                 
383                 //find the averages for each querys references 
384                 findVarianceRef();  //fills varRef and sdRef also sets minimum error rate to 0.001 to avoid divide by 0.
385                 if (m->control_pressed) {  return 0;  } 
386                         
387                 //find the averages for the query 
388                 findVarianceQuery();  //fills varQuery and sdQuery also sets minimum error rate to 0.001 to avoid divide by 0.
389                 if (m->control_pressed) {  return 0;  }
390                                         
391                 determineChimeras();  //fills anova, isChimericConfidence, isChimericTStudent and isChimericANOVA. 
392                 if (m->control_pressed) {  return 0;  }
393                 
394                 return 0;
395         }
396         catch(exception& e) {
397                 m->errorOut(e, "Ccode", "getChimeras");
398                 exit(1);
399         }
400 }
401 /***************************************************************************************************************/
402 //ccode algo says it does this to "Removes the initial and final gaps to avoid biases due to incomplete sequences."
403 void Ccode::trimSequences(Sequence* query) {
404         try {
405                 
406                 int frontPos = 0;  //should contain first position in all seqs that is not a gap character
407                 int rearPos = query->getAligned().length();
408                 
409                 //********find first position in closest seqs that is a non gap character***********//
410                 //find first position all query seqs that is a non gap character
411                 for (int i = 0; i < closest.size(); i++) {
412                         
413                         string aligned = closest[i].seq->getAligned();
414                         int pos = 0;
415                         
416                         //find first spot in this seq
417                         for (int j = 0; j < aligned.length(); j++) {
418                                 if (isalpha(aligned[j])) {
419                                         pos = j;
420                                         break;
421                                 }
422                         }
423                         
424                         //save this spot if it is the farthest
425                         if (pos > frontPos) { frontPos = pos; }
426                 }
427                 
428                 //find first position all querySeq[query] that is a non gap character
429                 string aligned = query->getAligned();
430                 int pos = 0;
431                         
432                 //find first spot in this seq
433                 for (int j = 0; j < aligned.length(); j++) {
434                         if (isalpha(aligned[j])) {
435                                 pos = j;
436                                 break;
437                         }
438                 }
439                 
440                 //save this spot if it is the farthest
441                 if (pos > frontPos) { frontPos = pos; }
442                 
443                 
444                 //********find last position in closest seqs that is a non gap character***********//
445                 for (int i = 0; i < closest.size(); i++) {
446                         
447                         string aligned = closest[i].seq->getAligned();
448                         int pos = aligned.length();
449                         
450                         //find first spot in this seq
451                         for (int j = aligned.length()-1; j >= 0; j--) {
452                                 if (isalpha(aligned[j])) {
453                                         pos = j;
454                                         break;
455                                 }
456                         }
457                         
458                         //save this spot if it is the farthest
459                         if (pos < rearPos) { rearPos = pos; }
460                 }
461                 
462                 //find last position all querySeqs[query] that is a non gap character
463                 aligned = query->getAligned();
464                 pos = aligned.length();
465                 
466                 //find first spot in this seq
467                 for (int j = aligned.length()-1; j >= 0; j--) {
468                         if (isalpha(aligned[j])) {
469                                 pos = j;
470                                 break;
471                         }
472                 }
473                 
474                 //save this spot if it is the farthest
475                 if (pos < rearPos) { rearPos = pos; }
476
477                 
478                 //check to make sure that is not whole seq
479                 if ((rearPos - frontPos - 1) <= 0) {  m->mothurOut("Error, when I trim your sequences, the entire sequence is trimmed."); m->mothurOutEndLine(); exit(1);  }
480                 
481                 map<int, int> tempTrim;
482                 tempTrim[frontPos] = rearPos;
483                 
484                 //save trimmed locations
485                 trim = tempTrim;
486                                                 
487                 //update spotMask
488                 map<int, int> newMap;
489                 int spot = 0;
490                 
491                 for (int i = frontPos; i < rearPos; i++) {
492                         //add to newMap
493                         newMap[spot] = spotMap[i];
494                         spot++;  
495                 }
496                 spotMap = newMap;
497         }
498         catch(exception& e) {
499                 m->errorOut(e, "Ccode", "trimSequences");
500                 exit(1);
501         }
502 }
503 /***************************************************************************************************************/
504 vector<int> Ccode::findWindows() {
505         try {
506                 
507                 vector<int> win; 
508                 it = trim.begin();
509                 
510                 int length = it->second - it->first;
511         
512                 //default is wanted = 10% of total length
513                 if (windowSizes > length) { 
514                         m->mothurOut("You have slected a window larger than your sequence length after all filters, masks and trims have been done. I will use the default 10% of sequence length.");
515                         windowSizes = length / 10;
516                 }else if (windowSizes == 0) { windowSizes = length / 10;  }
517                 else if (windowSizes > (length * 0.20)) {
518                         m->mothurOut("You have selected a window that is larger than 20% of your sequence length.  This is not recommended, but I will continue anyway."); m->mothurOutEndLine();
519                 }else if (windowSizes < (length * 0.05)) {
520                         m->mothurOut("You have selected a window that is smaller than 5% of your sequence length.  This is not recommended, but I will continue anyway."); m->mothurOutEndLine();
521                 }
522                 
523                 //save starting points of each window
524                 for (int m = it->first;  m < (it->second-windowSizes); m+=windowSizes) {  win.push_back(m);  }
525                 
526                 //save last window
527                 if (win[win.size()-1] < (it->first+length)) {
528                         win.push_back(win[win.size()-1]+windowSizes); // ex. string length is 115, window is 25, without this you would get 0, 25, 50, 75
529                 }                                                                                                                                                                                                       //with this you would get 1,25,50,75,100
530                 
531                 return win;
532         }
533         catch(exception& e) {
534                 m->errorOut(e, "Ccode", "findWindows");
535                 exit(1);
536         }
537 }
538 //***************************************************************************************************************
539 int Ccode::getDiff(string seqA, string seqB) {
540         try {
541                 
542                 int numDiff = 0;
543                 
544                 for (int i = 0; i < seqA.length(); i++) {
545                         //if you are both not gaps
546                         //if (isalpha(seqA[i]) && isalpha(seqA[i])) {
547                                 //are you different
548                                 if (seqA[i] != seqB[i]) { 
549                                          int ok; /* ok=1 means equivalent base. Checks for degenerate bases */
550
551                                         /* the char in base_a and base_b have been checked and they are different */
552                                         if ((seqA[i] == 'N') && (seqB[i] != '-')) ok = 1;
553                                         else if ((seqB[i] == 'N') && (seqA[i] != '-')) ok = 1;
554                                         else if ((seqA[i] == 'Y') && ((seqB[i] == 'C') || (seqB[i] == 'T'))) ok = 1;
555                                         else if ((seqB[i] == 'Y') && ((seqA[i] == 'C') || (seqA[i] == 'T'))) ok = 1;
556                                         else if ((seqA[i] == 'R') && ((seqB[i] == 'G') || (seqB[i] == 'A'))) ok = 1;
557                                         else if ((seqB[i] == 'R') && ((seqA[i] == 'G') || (seqA[i] == 'A'))) ok = 1;
558                                         else if ((seqA[i] == 'S') && ((seqB[i] == 'C') || (seqB[i] == 'G'))) ok = 1;
559                                         else if ((seqB[i] == 'S') && ((seqA[i] == 'C') || (seqA[i] == 'G'))) ok = 1;
560                                         else if ((seqA[i] == 'W') && ((seqB[i] == 'T') || (seqB[i] == 'A'))) ok = 1;
561                                         else if ((seqB[i] == 'W') && ((seqA[i] == 'T') || (seqA[i] == 'A'))) ok = 1;
562                                         else if ((seqA[i] == 'M') && ((seqB[i] == 'A') || (seqB[i] == 'C'))) ok = 1;
563                                         else if ((seqB[i] == 'M') && ((seqA[i] == 'A') || (seqA[i] == 'C'))) ok = 1;
564                                         else if ((seqA[i] == 'K') && ((seqB[i] == 'T') || (seqB[i] == 'G'))) ok = 1;
565                                         else if ((seqB[i] == 'K') && ((seqA[i] == 'T') || (seqA[i] == 'G'))) ok = 1;
566                                         else if ((seqA[i] == 'V') && ((seqB[i] == 'C') || (seqB[i] == 'A') || (seqB[i] == 'G'))) ok = 1;
567                                         else if ((seqB[i] == 'V') && ((seqA[i] == 'C') || (seqA[i] == 'A') || (seqA[i] == 'G'))) ok = 1;
568                                         else if ((seqA[i] == 'H') && ((seqB[i] == 'T') || (seqB[i] == 'A') || (seqB[i] == 'C'))) ok = 1;
569                                         else if ((seqB[i] == 'H') && ((seqA[i] == 'T') || (seqA[i] == 'A') || (seqA[i] == 'C'))) ok = 1;
570                                         else if ((seqA[i] == 'D') && ((seqB[i] == 'T') || (seqB[i] == 'A') || (seqB[i] == 'G'))) ok = 1;
571                                         else if ((seqB[i] == 'D') && ((seqA[i] == 'T') || (seqA[i] == 'A') || (seqA[i] == 'G'))) ok = 1;
572                                         else if ((seqA[i] == 'B') && ((seqB[i] == 'C') || (seqB[i] == 'T') || (seqB[i] == 'G'))) ok = 1;
573                                         else if ((seqB[i] == 'B') && ((seqA[i] == 'C') || (seqA[i] == 'T') || (seqA[i] == 'G'))) ok = 1;
574                                         else ok = 0;  /* the bases are different and not equivalent */
575                                         
576                                         //check if they are both blanks
577                                         if ((seqA[i] == '.') && (seqB[i] == '-')) ok = 1;
578                                         else if ((seqB[i] == '.') && (seqA[i] == '-')) ok = 1;
579                                         
580                                         if (ok == 0) {  numDiff++;  }
581                                 }
582                         //}
583                 }
584                 
585                 return numDiff;
586         
587         }
588         catch(exception& e) {
589                 m->errorOut(e, "Ccode", "getDiff");
590                 exit(1);
591         }
592 }
593 //***************************************************************************************************************
594 //tried to make this look most like ccode original implementation
595 void Ccode::removeBadReferenceSeqs(vector<SeqDist>& seqs) {
596         try {
597                 
598                 vector< vector<int> > numDiffBases;
599                 numDiffBases.resize(seqs.size());
600                 //initialize to 0
601                 for (int i = 0; i < numDiffBases.size(); i++) { numDiffBases[i].resize(seqs.size(),0); }
602                 
603                 it = trim.begin();
604                 int length = it->second - it->first;
605                 
606                 //calc differences from each sequence to everyother seq in the set
607                 for (int i = 0; i < seqs.size(); i++) {
608                         
609                         string seqA = seqs[i].seq->getAligned().substr(it->first, length);
610                         
611                         //so you don't calc i to j and j to i since they are the same
612                         for (int j = 0; j < i; j++) {
613                                 
614                                 string seqB = seqs[j].seq->getAligned().substr(it->first, length);
615                                 
616                                 //compare strings
617                                 int numDiff = getDiff(seqA, seqB);
618                                 
619                                 numDiffBases[i][j] = numDiff;
620                                 numDiffBases[j][i] = numDiff;
621                         }
622                 }
623                 
624                 //initailize remove to 0
625                 vector<int> remove;  remove.resize(seqs.size(), 0);
626                 float top = ((20*length) / (float) 100);
627                 float bottom = ((0.5*length) / (float) 100);
628                 
629                 //check each numDiffBases and if any are higher than threshold set remove to 1 so you can remove those seqs from the closest set
630                 for (int i = 0; i < numDiffBases.size(); i++) {
631                         for (int j = 0; j < i; j++) {   
632                                 //are you more than 20% different
633                                 if (numDiffBases[i][j] > top)           {  remove[j] = 1;  }
634                                 //are you less than 0.5% different
635                                 if (numDiffBases[i][j] < bottom)        {  remove[j] = 1;  }
636                         }
637                 }
638                 
639                 int numSeqsLeft = 0;
640                 
641                 //count seqs that are not going to be removed
642                 for (int i = 0; i < remove.size(); i++) {  
643                         if (remove[i] == 0)  { numSeqsLeft++;  }
644                 }
645                 
646                 //if you have enough then remove bad ones
647                 if (numSeqsLeft >= 3) {
648                         vector<SeqDist> goodSeqs;
649                         //remove bad seqs
650                         for (int i = 0; i < remove.size(); i++) {
651                                 if (remove[i] == 0) { 
652                                         goodSeqs.push_back(seqs[i]);
653                                 }
654                         }
655                         
656                         seqs = goodSeqs;
657                         
658                 }else { //warn, but dont remove any
659                         m->mothurOut(querySeq->getName() + " does not have an adaquate number of reference sequences that are within 20% and 0.5% similarity.  I will continue, but please check."); m->mothurOutEndLine();  
660                 }
661
662         }
663         catch(exception& e) {
664                 m->errorOut(e, "Ccode", "removeBadReferenceSeqs");
665                 exit(1);
666         }
667 }
668 //***************************************************************************************************************
669 //makes copy of templateseq for filter
670 vector<SeqDist>  Ccode::findClosest(Sequence* q, int numWanted) {
671         try{
672         
673                 vector<SeqDist>  topMatches;  
674                 
675                 Sequence query = *(q);
676                         
677                 //calc distance to each sequence in template seqs
678                 for (int i = 0; i < templateSeqs.size(); i++) {
679                         
680                         Sequence ref = *(templateSeqs[i]); 
681                                         
682                         //find overall dist
683                         distCalc->calcDist(query, ref);
684                         float dist = distCalc->getDist();       
685                                 
686                         //save distance
687                         SeqDist temp;
688                         temp.seq = new Sequence(templateSeqs[i]->getName(), templateSeqs[i]->getAligned());
689                         temp.dist = dist;
690
691                         topMatches.push_back(temp);
692                 }
693                         
694                 sort(topMatches.begin(), topMatches.end(), compareSeqDist);
695                 
696                 for (int i = numWanted; i < topMatches.size(); i++) {  delete topMatches[i].seq;  }
697                 
698                 topMatches.resize(numWanted);
699                         
700                 return topMatches;
701
702         }
703         catch(exception& e) {
704                 m->errorOut(e, "Ccode", "findClosestSides");
705                 exit(1);
706         }
707 }
708 /**************************************************************************************************/
709 //find the distances from each reference sequence to every other reference sequence for each window for this query
710 void Ccode::getAverageRef(vector<SeqDist> ref) {
711         try {
712                 
713                 vector< vector< vector<int> > >  diffs;  //diffs[0][1][2] is the number of differences between ref seq 0 and ref seq 1 at window 2.
714                 
715                 //initialize diffs vector
716                 diffs.resize(ref.size());
717                 for (int i = 0; i < diffs.size(); i++) {  
718                         diffs[i].resize(ref.size());
719                         for (int j = 0; j < diffs[i].size(); j++) {
720                                 diffs[i][j].resize(windows.size(), 0);
721                         }
722                 }
723                 
724                 it = trim.begin();
725                                 
726                 //find the distances from each reference sequence to every other reference sequence for each window for this query              
727                 for (int i = 0; i < ref.size(); i++) {
728                         
729                         string refI = ref[i].seq->getAligned();
730                         
731                         //j<i, so you don't find distances from i to j and then j to i.
732                         for (int j = 0; j < i; j++) {
733                         
734                                 string refJ = ref[j].seq->getAligned();
735                         
736                                 for (int k = 0; k < windows.size(); k++) {
737                                         
738                                         string refIWindowk, refJWindowk;
739                                         
740                                         if (k < windows.size()-1) {
741                                                 //get window strings
742                                                 refIWindowk = refI.substr(windows[k], windowSizes);
743                                                 refJWindowk = refJ.substr(windows[k], windowSizes);
744                                         }else { //last window may be smaller than rest - see findwindows
745                                                 //get window strings
746                                                 refIWindowk = refI.substr(windows[k], (it->second-windows[k]));
747                                                 refJWindowk = refJ.substr(windows[k], (it->second-windows[k]));
748                                         }
749                                         
750                                         //find differences
751                                         int diff = getDiff(refIWindowk, refJWindowk);
752
753                                         //save differences in [i][j][k] and [j][i][k] since they are the same
754                                         diffs[i][j][k] = diff;
755                                         diffs[j][i][k] = diff;
756
757                                 }//k
758                                 
759                         }//j
760                 
761                 }//i
762                 
763                 //initialize sumRef for this query 
764                 sumRef.resize(windows.size(), 0);
765                 sumSquaredRef.resize(windows.size(), 0);
766                 averageRef.resize(windows.size(), 0);
767                 
768                 //find the sum of the differences for hte reference sequences
769                 for (int i = 0; i < diffs.size(); i++) {
770                         for (int j = 0; j < i; j++) {
771                         
772                                 //increment this querys reference sequences combos
773                                 refCombo++;
774                                 
775                                 for (int k = 0; k < diffs[i][j].size(); k++) {
776                                         sumRef[k] += diffs[i][j][k];
777                                         sumSquaredRef[k] += (diffs[i][j][k]*diffs[i][j][k]);
778                                 }//k
779                                 
780                         }//j
781                 }//i
782
783                 
784                 //find the average of the differences for the references for each window
785                 for (int i = 0; i < windows.size(); i++) {
786                         averageRef[i] = sumRef[i] / (float) refCombo;
787                 }
788                 
789         }
790         catch(exception& e) {
791                 m->errorOut(e, "Ccode", "getAverageRef");
792                 exit(1);
793         }
794 }
795 /**************************************************************************************************/
796 void Ccode::getAverageQuery (vector<SeqDist> ref, Sequence* query) {
797         try {
798         
799                 vector< vector<int> >  diffs;  //diffs[1][2] is the number of differences between querySeqs[query] and ref seq 1 at window 2.
800                 
801                 //initialize diffs vector
802                 diffs.resize(ref.size());
803                 for (int j = 0; j < diffs.size(); j++) {
804                         diffs[j].resize(windows.size(), 0);
805                 }
806                 
807                 it = trim.begin();
808                                                         
809                 string refQuery = query->getAligned();
810                          
811                 //j<i, so you don't find distances from i to j and then j to i.
812                 for (int j = 0; j < ref.size(); j++) {
813                          
814                          string refJ = ref[j].seq->getAligned();
815                          
816                          for (int k = 0; k < windows.size(); k++) {
817                                         
818                                         string QueryWindowk, refJWindowk;
819                                         
820                                         if (k < windows.size()-1) {
821                                                 //get window strings
822                                                 QueryWindowk = refQuery.substr(windows[k], windowSizes);
823                                                 refJWindowk = refJ.substr(windows[k], windowSizes);                                     
824                                         }else { //last window may be smaller than rest - see findwindows
825                                                 //get window strings
826                                                 QueryWindowk = refQuery.substr(windows[k], (it->second-windows[k]));
827                                                 refJWindowk = refJ.substr(windows[k], (it->second-windows[k]));
828                                         }
829                                         
830                                         //find differences
831                                         int diff = getDiff(QueryWindowk, refJWindowk);
832                                         
833                                         //save differences 
834                                         diffs[j][k] = diff;
835                          
836                          }//k
837                 }//j
838                          
839                 
840                 //initialize sumRef for this query 
841                 sumQuery.resize(windows.size(), 0);
842                 sumSquaredQuery.resize(windows.size(), 0);
843                 averageQuery.resize(windows.size(), 0);
844                 
845                 //find the sum of the differences 
846                 for (int j = 0; j < diffs.size(); j++) {
847                         for (int k = 0; k < diffs[j].size(); k++) {
848                                 sumQuery[k] += diffs[j][k];
849                                 sumSquaredQuery[k] += (diffs[j][k]*diffs[j][k]);
850                         }//k
851                 }//j
852                 
853                 
854                 //find the average of the differences for the references for each window
855                 for (int i = 0; i < windows.size(); i++) {
856                         averageQuery[i] = sumQuery[i] / (float) ref.size();
857                 }
858         }
859         catch(exception& e) {
860                 m->errorOut(e, "Ccode", "getAverageQuery");
861                 exit(1);
862         }
863 }
864 /**************************************************************************************************/
865 void Ccode::findVarianceRef() {
866         try {
867                 
868                 varRef.resize(windows.size(), 0);
869                 sdRef.resize(windows.size(), 0);
870                 
871                 //for each window
872                 for (int i = 0; i < windows.size(); i++) {
873                         varRef[i] = (sumSquaredRef[i] - ((sumRef[i]*sumRef[i])/(float)refCombo)) / (float)(refCombo-1);
874                         sdRef[i] = sqrt(varRef[i]);
875                         
876                         //set minimum error rate to 0.001 - to avoid potential divide by zero - not sure if this is necessary but it follows ccode implementation
877                         if (averageRef[i] < 0.001)                      {       averageRef[i] = 0.001;          }
878                         if (sumRef[i] < 0.001)                          {       sumRef[i] = 0.001;                      }
879                         if (varRef[i] < 0.001)                          {       varRef[i] = 0.001;                      }
880                         if (sumSquaredRef[i] < 0.001)           {       sumSquaredRef[i] = 0.001;       }
881                         if (sdRef[i] < 0.001)                           {       sdRef[i] = 0.001;                       }
882                                 
883                 }
884         }
885         catch(exception& e) {
886                 m->errorOut(e, "Ccode", "findVarianceRef");
887                 exit(1);
888         }
889 }
890 /**************************************************************************************************/
891 void Ccode::findVarianceQuery() {
892         try {
893                 varQuery.resize(windows.size(), 0);
894                 sdQuery.resize(windows.size(), 0);
895                 
896                 //for each window
897                 for (int i = 0; i < windows.size(); i++) {
898                         varQuery[i] = (sumSquaredQuery[i] - ((sumQuery[i]*sumQuery[i])/(float) closest.size())) / (float) (closest.size()-1);
899                         sdQuery[i] = sqrt(varQuery[i]);
900                         
901                         //set minimum error rate to 0.001 - to avoid potential divide by zero - not sure if this is necessary but it follows ccode implementation
902                         if (averageQuery[i] < 0.001)                    {       averageQuery[i] = 0.001;                }
903                         if (sumQuery[i] < 0.001)                                {       sumQuery[i] = 0.001;                    }
904                         if (varQuery[i] < 0.001)                                {       varQuery[i] = 0.001;                    }
905                         if (sumSquaredQuery[i] < 0.001)         {       sumSquaredQuery[i] = 0.001;     }
906                         if (sdQuery[i] < 0.001)                         {       sdQuery[i] = 0.001;                     }
907                 }
908
909         }
910         catch(exception& e) {
911                 m->errorOut(e, "Ccode", "findVarianceQuery");
912                 exit(1);
913         }
914 }
915 /**************************************************************************************************/
916 void Ccode::determineChimeras() {
917         try {
918                 
919                 isChimericConfidence.resize(windows.size(), false);
920                 isChimericTStudent.resize(windows.size(), false);
921                 isChimericANOVA.resize(windows.size(), false);
922                 anova.resize(windows.size());
923
924                 
925                 //for each window
926                 for (int i = 0; i < windows.size(); i++) {
927                 
928                         //get confidence limits
929                         float t = getT(closest.size()-1);  //how many seqs you are comparing to this querySeq
930                         float dsUpper = (averageQuery[i] + (t * sdQuery[i])) / averageRef[i]; 
931                         float dsLower = (averageQuery[i] - (t * sdQuery[i])) / averageRef[i]; 
932                 
933                         if ((dsUpper > 1.0) && (dsLower > 1.0) && (averageQuery[i] > averageRef[i])) {  /* range does not include 1 */
934                                         isChimericConfidence[i] = true;   /* significantly higher at P<0.05 */ 
935
936                         }
937                         
938                         //student t test
939                         int degreeOfFreedom = refCombo + closest.size() - 2;
940                         float denomForT = (((refCombo-1) * varQuery[i] + (closest.size() - 1) * varRef[i]) / (float) degreeOfFreedom) * ((refCombo + closest.size()) / (float) (refCombo * closest.size()));    /* denominator, without sqrt(), for ts calculations */
941                                 
942                         float ts = fabs((averageQuery[i] - averageRef[i]) / (sqrt(denomForT)));  /* value of ts for t-student test */   
943                         t = getT(degreeOfFreedom);
944         
945                         if ((ts >= t) && (averageQuery[i] > averageRef[i])) {   
946                                 isChimericTStudent[i] = true;   /* significantly higher at P<0.05 */ 
947                         }
948                 
949                         //anova test
950                         float value1 = sumQuery[i] + sumRef[i];
951                         float value2 = sumSquaredQuery[i] + sumSquaredRef[i];
952                         float value3 = ((sumQuery[i]*sumQuery[i]) / (float) (closest.size())) + ((sumRef[i] * sumRef[i]) / (float) refCombo);
953                         float value4 = (value1 * value1) / ( (float) (closest.size() + refCombo) );
954                         float value5 = value2 - value4;
955                         float value6 = value3 - value4;
956                         float value7 = value5 - value6;
957                         float value8 = value7 / ((float) degreeOfFreedom);
958                         float anovaValue = value6 / value8;
959                         
960                         float f = getF(degreeOfFreedom);
961                         
962                          if ((anovaValue >= f) && (averageQuery[i] > averageRef[i]))  {
963                        isChimericANOVA[i] = true;   /* significant P<0.05 */
964                 }
965                         
966                         if (isnan(anovaValue) || isinf(anovaValue)) { anovaValue = 0.0; }
967                         
968                         anova[i] = anovaValue;
969                 }
970                 
971         }
972         catch(exception& e) {
973                 m->errorOut(e, "Ccode", "determineChimeras");
974                 exit(1);
975         }
976 }
977 /**************************************************************************************************/    
978 float Ccode::getT(int numseq) {
979         try {
980         
981                 float tvalue = 0;
982                 
983                 /* t-student critical values for different degrees of freedom and alpha 0.1 in one-tail tests (equivalent to 0.05) */
984                 if (numseq > 120) tvalue = 1.645;
985                 else if (numseq > 60) tvalue = 1.658;
986         else if (numseq > 40) tvalue = 1.671;
987         else if (numseq > 30) tvalue = 1.684;
988         else if (numseq > 29) tvalue = 1.697;
989         else if (numseq > 28) tvalue = 1.699;
990         else if (numseq > 27) tvalue = 1.701;
991         else if (numseq > 26) tvalue = 1.703;
992         else if (numseq > 25) tvalue = 1.706;
993         else if (numseq > 24) tvalue = 1.708;
994         else if (numseq > 23) tvalue = 1.711;
995         else if (numseq > 22) tvalue = 1.714;
996         else if (numseq > 21) tvalue = 1.717;
997         else if (numseq > 20) tvalue = 1.721;
998         else if (numseq > 19) tvalue = 1.725;
999         else if (numseq > 18) tvalue = 1.729;
1000         else if (numseq > 17) tvalue = 1.734;
1001         else if (numseq > 16) tvalue = 1.740;
1002         else if (numseq > 15) tvalue = 1.746;
1003         else if (numseq > 14) tvalue = 1.753;
1004         else if (numseq > 13) tvalue = 1.761;
1005         else if (numseq > 12) tvalue = 1.771;
1006         else if (numseq > 11) tvalue = 1.782;
1007         else if (numseq > 10) tvalue = 1.796;
1008         else if (numseq > 9) tvalue = 1.812;
1009         else if (numseq > 8) tvalue = 1.833;
1010         else if (numseq > 7) tvalue = 1.860;
1011         else if (numseq > 6) tvalue = 1.895;
1012         else if (numseq > 5) tvalue = 1.943;
1013         else if (numseq > 4) tvalue = 2.015;
1014         else if (numseq > 3) tvalue = 2.132;
1015         else if (numseq > 2) tvalue = 2.353;
1016         else if (numseq > 1) tvalue = 2.920;
1017                 else if (numseq <= 1) {
1018                         m->mothurOut("Two or more reference sequences are required, your data will be flawed.\n"); m->mothurOutEndLine();
1019                 }
1020                 
1021                 return tvalue;
1022         }
1023         catch(exception& e) {
1024                 m->errorOut(e, "Ccode", "getT");
1025                 exit(1);
1026         }
1027 }
1028 /**************************************************************************************************/    
1029 float Ccode::getF(int numseq) {
1030         try {
1031         
1032                 float fvalue = 0;
1033                 
1034                  /* F-Snedecor critical values for v1=1 and different degrees of freedom v2 and alpha 0.05 */
1035         if (numseq > 120) fvalue = 3.84;
1036         else if (numseq > 60) fvalue = 3.92;
1037         else if (numseq > 40) fvalue = 4.00;
1038         else if (numseq > 30) fvalue = 4.08;
1039         else if (numseq > 29) fvalue = 4.17;
1040         else if (numseq > 28) fvalue = 4.18;
1041         else if (numseq > 27) fvalue = 4.20;
1042         else if (numseq > 26) fvalue = 4.21;
1043         else if (numseq > 25) fvalue = 4.23;
1044         else if (numseq > 24) fvalue = 4.24;
1045         else if (numseq > 23) fvalue = 4.26;
1046         else if (numseq > 22) fvalue = 4.28;
1047         else if (numseq > 21) fvalue = 4.30;
1048         else if (numseq > 20) fvalue = 4.32;
1049         else if (numseq > 19) fvalue = 4.35;
1050         else if (numseq > 18) fvalue = 4.38;
1051         else if (numseq > 17) fvalue = 4.41;
1052         else if (numseq > 16) fvalue = 4.45;
1053         else if (numseq > 15) fvalue = 4.49;
1054         else if (numseq > 14) fvalue = 4.54;
1055         else if (numseq > 13) fvalue = 4.60;
1056         else if (numseq > 12) fvalue = 4.67;
1057         else if (numseq > 11) fvalue = 4.75;
1058         else if (numseq > 10) fvalue = 4.84;
1059         else if (numseq > 9) fvalue = 4.96;
1060         else if (numseq > 8) fvalue = 5.12;
1061         else if (numseq > 7) fvalue = 5.32;
1062         else if (numseq > 6) fvalue = 5.59;
1063         else if (numseq > 5) fvalue = 5.99;
1064         else if (numseq > 4) fvalue = 6.61;
1065         else if (numseq > 3) fvalue = 7.71;
1066         else if (numseq > 2) fvalue = 10.1;
1067         else if (numseq > 1) fvalue = 18.5;
1068         else if (numseq > 0) fvalue = 161;
1069                 else if (numseq <= 0) {
1070                         m->mothurOut("Two or more reference sequences are required, your data will be flawed.\n"); m->mothurOutEndLine();
1071         }
1072                 
1073                 return fvalue;
1074         }
1075         catch(exception& e) {
1076                 m->errorOut(e, "Ccode", "getF");
1077                 exit(1);
1078         }
1079 }
1080 //***************************************************************************************************************
1081
1082
1083