88 #define NN new BDTGNode 98 BDTGNode ( BDTGNode* left,BDTGNode* right,
99 int selector,
double cutValue,
bool cutType,
100 int nodeType,
double purity,
double response ) :
103 fSelector ( selector ),
104 fCutValue ( cutValue ),
105 fCutType ( cutType ),
106 fNodeType ( nodeType ),
108 fResponse ( response ){
114 virtual bool GoesRight(
const std::vector<double>& inputValues )
const;
115 BDTGNode* GetRight(
void ) {
return fRight; };
118 virtual bool GoesLeft (
const std::vector<double>& inputValues )
const;
119 BDTGNode* GetLeft(
void ) {
return fLeft; };
123 double GetPurity(
void )
const {
return fPurity; }
125 int GetNodeType(
void )
const {
return fNodeType; }
126 double GetResponse(
void)
const {
return fResponse;}
141 BDTGNode::~BDTGNode()
143 if (fLeft !=
NULL)
delete fLeft;
144 if (fRight !=
NULL)
delete fRight;
148 bool BDTGNode::GoesRight(
const std::vector<double>& inputValues )
const 152 result = (inputValues[fSelector] > fCutValue );
153 if (fCutType ==
true)
return result;
158 bool BDTGNode::GoesLeft(
const std::vector<double>& inputValues )
const 161 if (!this->GoesRight(inputValues))
return true;
167 #ifndef IClassifierReader__def 168 #define IClassifierReader__def 170 class IClassifierReader {
175 IClassifierReader() : fStatusIsClean(
true ) {}
176 virtual ~IClassifierReader() {}
179 virtual double GetMvaValue(
const std::vector<double>& inputValues )
const = 0;
182 bool IsStatusClean()
const {
return fStatusIsClean; }
191 class ReadBDTG :
public IClassifierReader {
196 ReadBDTG( std::vector<std::string>& theInputVars )
197 : IClassifierReader(),
198 fClassName(
"ReadBDTG" ),
200 fIsNormalised(
false )
203 const char* inputVars[] = {
"var1",
"var2",
"var3",
"var4" };
206 if (theInputVars.size() <= 0) {
207 std::cout <<
"Problem in class \"" << fClassName <<
"\": empty input vector" << std::endl;
208 fStatusIsClean =
false;
211 if (theInputVars.size() != fNvars) {
212 std::cout <<
"Problem in class \"" << fClassName <<
"\": mismatch in number of input values: " 213 << theInputVars.size() <<
" != " << fNvars << std::endl;
214 fStatusIsClean =
false;
218 for (
size_t ivar = 0; ivar < theInputVars.size(); ivar++) {
219 if (theInputVars[ivar] != inputVars[ivar]) {
220 std::cout <<
"Problem in class \"" << fClassName <<
"\": mismatch in input variable names" << std::endl
221 <<
" for variable [" << ivar <<
"]: " << theInputVars[ivar].c_str() <<
" != " << inputVars[ivar] << std::endl;
222 fStatusIsClean =
false;
248 virtual ~ReadBDTG() {
255 double GetMvaValue(
const std::vector<double>& inputValues )
const;
263 const char* fClassName;
266 size_t GetNvar()
const {
return fNvars; }
270 const bool fIsNormalised;
271 bool IsNormalised()
const {
return fIsNormalised; }
274 double NormVariable(
double x,
double xmin,
double xmax )
const {
276 return 2*(x -
xmin)/(xmax - xmin) - 1.0;
284 double GetMvaValue__(
const std::vector<double>& inputValues )
const;
287 std::vector<BDTGNode*> fForest;
288 std::vector<double> fBoostWeights;
291 double ReadBDTG::GetMvaValue__(
const std::vector<double>& inputValues )
const 294 for (
unsigned int itree=0; itree<fForest.size(); itree++){
295 BDTGNode *current = fForest[itree];
296 while (current->GetNodeType() == 0) {
297 if (current->GoesRight(inputValues)) current=(BDTGNode*)current->GetRight();
298 else current=(BDTGNode*)current->GetLeft();
300 myMVA += current->GetResponse();
302 return 2.0/(1.0+
exp(-2.0*myMVA))-1.0;
308 fBoostWeights.push_back(1);
315 -1, 0, 1, -99, 0.463415,-0.0219512) ,
319 -1, 0, 1, -99, 0.107232,-0.235661) ,
320 2, -0.648817, 1, 0, 0.19084,-0.30916) ,
325 -1, 0, 1, -99, 0.552632,0.0315789) ,
329 -1, 0, 1, -99, 0.838137,0.202882) ,
330 3, 0.600999, 1, 0, 0.732218,0.232218) ,
331 3, -0.139172, 1, 0, 0.503626,0.00362611) );
333 fBoostWeights.push_back(1);
340 -1, 0, 1, -99, 0.367776,-0.0472093) ,
344 -1, 0, 1, -99, 0.0240964,-0.270344) ,
345 2, 0.798257, 1, 0, 0.290366,-0.158648) ,
350 -1, 0, 1, -99, 0.973799,0.233782) ,
354 -1, 0, 1, -99, 0.699029,0.0620954) ,
355 2, 1.18304, 1, 0, 0.843678,0.243994) ,
356 3, 0.59591, 1, 0, 0.495734,-0.00920332) );
358 fBoostWeights.push_back(1);
365 -1, 0, 1, -99, 0.0947368,-0.194377) ,
369 -1, 0, 1, -99, 0.274809,-0.0565428) ,
370 3, -1.17125, 1, 0, 0.199115,-0.179059) ,
375 -1, 0, 1, -99, 0.940887,0.250542) ,
379 -1, 0, 1, -99, 0.605119,0.0163892) ,
380 2, 0.298857, 1, 0, 0.696,0.123607) ,
381 3, -0.305034, 1, 0, 0.509151,0.00979241) );
383 fBoostWeights.push_back(1);
390 -1, 0, 1, -99, 0.37,-0.0100884) ,
394 -1, 0, 1, -99, 0.0756014,-0.182655) ,
395 2, 0.0204696, 1, 0, 0.225042,-0.137731) ,
400 -1, 0, 1, -99, 0.891473,0.158104) ,
404 -1, 0, 1, -99, 0.524017,-0.0508) ,
405 2, 1.29387, 1, 0, 0.75487,0.109789) ,
406 3, 0.177104, 1, 0, 0.495443,-0.0114076) );
408 fBoostWeights.push_back(1);
415 -1, 0, 1, -99, 0.469062,0.0302326) ,
419 -1, 0, 1, -99, 0.278652,-0.141778) ,
420 1, 0.158753, 1, 0, 0.379493,-0.0681629) ,
425 -1, 0, 1, -99, 0.848921,0.101447) ,
429 -1, 0, 1, -99, 0.949153,0.208468) ,
430 3, 2.17623, 1, 0, 0.878788,0.18903) ,
431 3, 1.27365, 1, 0, 0.465909,-0.0236487) );
433 fBoostWeights.push_back(1);
440 -1, 0, 1, -99, 0.112903,-0.163879) ,
444 -1, 0, 1, -99, 0,-0.224965) ,
445 1, -0.948421, 1, 0, 0.0530303,-0.287582) ,
450 -1, 0, 1, -99, 0.868132,0.245967) ,
454 -1, 0, 1, -99, 0.517964,-0.00554396) ,
455 2, -0.645572, 1, 0, 0.547118,0.0258589) ,
456 3, -1.57733, 1, 0, 0.493878,-0.00791599) );
458 fBoostWeights.push_back(1);
465 -1, 0, 1, -99, 0.4,0.0455921) ,
469 -1, 0, 1, -99, 0.0813008,-0.149449) ,
470 1, -1.26616, 1, 0, 0.143791,-0.136328) ,
475 -1, 0, 1, -99, 0.682065,0.128674) ,
479 -1, 0, 1, -99, 0.582353,-0.0263541) ,
480 0, 0.198982, 1, 0, 0.624146,0.0523636) ,
481 3, -0.713481, 1, 0, 0.5,0.003597) );
483 fBoostWeights.push_back(1);
490 -1, 0, 1, -99, 0.32397,-0.0139147) ,
494 -1, 0, 1, -99, 0.0886076,-0.196064) ,
495 0, 0.138838, 1, 0, 0.270231,-0.0750199) ,
500 -1, 0, 1, -99, 0.885154,0.120869) ,
504 -1, 0, 1, -99, 0.548611,-0.0552508) ,
505 2, 1.60899, 1, 0, 0.788423,0.081265) ,
506 3, 0.414913, 1, 0, 0.487846,-0.0093881) );
508 fBoostWeights.push_back(1);
515 -1, 0, 1, -99, 0.290698,0.0268439) ,
519 -1, 0, 1, -99, 0.0782123,-0.150571) ,
520 0, -1.35687, 1, 0, 0.14717,-0.109014) ,
525 -1, 0, 1, -99, 0.719852,0.114752) ,
529 -1, 0, 1, -99, 0.47981,-0.0569052) ,
530 1, 0.660052, 1, 0, 0.614583,0.0469055) ,
531 3, -0.971901, 1, 0, 0.513469,0.013176) );
533 fBoostWeights.push_back(1);
540 -1, 0, 1, -99, 0.478552,0.0218404) ,
544 -1, 0, 1, -99, 0.215054,-0.155555) ,
545 2, 0.893239, 1, 0, 0.425966,-0.0190991) ,
550 -1, 0, 1, -99, 0.990654,0.20496) ,
554 -1, 0, 1, -99, 0.75,0.0213028) ,
555 0, 1.04121, 1, 0, 0.861472,0.128329) ,
556 3, 1.26976, 1, 0, 0.512468,0.0101836) );
558 fBoostWeights.push_back(1);
565 -1, 0, 1, -99, 0.492958,0.0911356) ,
569 -1, 0, 1, -99, 0.0631579,-0.142624) ,
570 2, -1.10115, 1, 0, 0.148876,-0.0948203) ,
575 -1, 0, 1, -99, 0.817109,0.1255) ,
579 -1, 0, 1, -99, 0.527103,-0.0166651) ,
580 2, 0.56424, 1, 0, 0.639588,0.0451564) ,
581 3, -0.610112, 1, 0, 0.497561,0.00464281) );
583 fBoostWeights.push_back(1);
590 -1, 0, 1, -99, 0.473738,-0.00199306) ,
594 -1, 0, 1, -99, 0.179487,-0.192694) ,
595 2, 1.64177, 1, 0, 0.451859,-0.0218681) ,
599 -1, 0, 1, -99, 0.907407,0.145261) ,
600 3, 1.85233, 1, 0, 0.494382,-0.00234848) );
602 fBoostWeights.push_back(1);
609 -1, 0, 1, -99, 0.0930233,-0.103833) ,
613 -1, 0, 1, -99, 0.585739,0.0784162) ,
614 3, -1.29262, 1, 0, 0.474376,0.0458642) ,
619 -1, 0, 1, -99, 0.245098,-0.172711) ,
623 -1, 0, 1, -99, 0.790323,0.0363248) ,
624 3, 0.976734, 1, 0, 0.544248,-0.0688687) ,
625 0, 0.306512, 1, 0, 0.500412,0.00311127) );
627 fBoostWeights.push_back(1);
634 -1, 0, 1, -99, 0.438247,0.101154) ,
638 -1, 0, 1, -99, 0.50933,-0.0286648) ,
639 0, -0.815806, 1, 0, 0.493976,0.000424674) ,
643 -1, 0, 1, -99, 0.954545,0.165487) ,
644 3, 2.21553, 1, 0, 0.5264,0.014797) );
646 fBoostWeights.push_back(1);
652 -1, 0, 1, -99, 0.0181818,-0.175644) ,
657 -1, 0, 1, -99, 0.716418,0.148502) ,
661 -1, 0, 1, -99, 0.528879,-0.0229926) ,
662 1, -0.469325, 1, 0, 0.563653,0.012327) ,
663 3, -1.55199, 1, 0, 0.5134,-0.00402848) );
665 fBoostWeights.push_back(1);
672 -1, 0, 1, -99, 0.293103,0.0638115) ,
676 -1, 0, 1, -99, 0.0928793,-0.132006) ,
677 0, -1.22381, 1, 0, 0.145786,-0.0767012) ,
682 -1, 0, 1, -99, 0.849162,0.153614) ,
686 -1, 0, 1, -99, 0.627119,0.00584541) ,
687 0, -0.280403, 1, 0, 0.678804,0.0466411) ,
688 3, -0.404696, 1, 0, 0.485099,0.00181719) );
690 fBoostWeights.push_back(1);
697 -1, 0, 1, -99, 0.485255,0.0471664) ,
701 -1, 0, 1, -99, 0.23918,-0.110829) ,
702 2, 0.0679533, 1, 0, 0.352217,-0.0405248) ,
707 -1, 0, 1, -99, 0.909408,0.11468) ,
711 -1, 0, 1, -99, 0.513158,-0.0820431) ,
712 2, 1.89529, 1, 0, 0.826446,0.0598478) ,
713 3, 0.802707, 1, 0, 0.498723,-0.00951605) );
715 fBoostWeights.push_back(1);
722 -1, 0, 1, -99, 0.369338,0.0448676) ,
726 -1, 0, 1, -99, 0.199063,-0.110843) ,
727 0, -0.702202, 1, 0, 0.267507,-0.0439691) ,
732 -1, 0, 1, -99, 0.86,0.0881331) ,
736 -1, 0, 1, -99, 0.453488,-0.0777897) ,
737 2, 2.10353, 1, 0, 0.794776,0.0507296) ,
738 3, 0.395653, 1, 0, 0.4936,-0.00336233) );
740 fBoostWeights.push_back(1);
747 -1, 0, 1, -99, 0.0405405,-0.152989) ,
751 -1, 0, 1, -99, 0.531309,0.0255428) ,
752 3, -1.82591, 1, 0, 0.499113,0.012709) ,
756 -1, 0, 1, -99, 0.432432,-0.161677) ,
757 1, 1.79334, 1, 0, 0.495008,0.000506396) );
759 fBoostWeights.push_back(1);
766 -1, 0, 1, -99, 0.196078,-0.0351116) ,
770 -1, 0, 1, -99, 0.909091,0.182363) ,
771 3, -0.871211, 1, 0, 0.537084,0.0645432) ,
776 -1, 0, 1, -99, 0.405248,-0.0574701) ,
780 -1, 0, 1, -99, 0.91573,0.110353) ,
781 3, 1.56033, 1, 0, 0.510417,-0.0182058) ,
782 2, -0.0367595, 1, 0, 0.518725,0.00757499) );
784 fBoostWeights.push_back(1);
791 -1, 0, 1, -99, 0.245648,-0.0310164) ,
795 -1, 0, 1, -99, 0.785388,0.095936) ,
796 3, -0.0423857, 1, 0, 0.493194,0.0213968) ,
801 -1, 0, 1, -99, 0.151163,-0.205443) ,
805 -1, 0, 1, -99, 0.795918,-0.00530339) ,
806 3, 1.13735, 1, 0, 0.55794,-0.0845415) ,
807 0, 0.840481, 1, 0, 0.505892,0.000619337) );
809 fBoostWeights.push_back(1);
816 -1, 0, 1, -99, 0.0857143,-0.0623885) ,
820 -1, 0, 1, -99, 0.719048,0.127006) ,
821 3, -1.72736, 1, 0, 0.560714,0.0758971) ,
826 -1, 0, 1, -99, 0.382834,-0.057592) ,
830 -1, 0, 1, -99, 0.904306,0.0819621) ,
831 3, 1.37891, 1, 0, 0.498409,-0.0235633) ,
832 1, -0.469325, 1, 0, 0.512674,-0.000792335) );
834 fBoostWeights.push_back(1);
841 -1, 0, 1, -99, 0.043956,-0.10883) ,
845 -1, 0, 1, -99, 0.64486,0.100038) ,
846 3, -1.65707, 1, 0, 0.512136,0.0527389) ,
851 -1, 0, 1, -99, 0.382504,-0.0444348) ,
855 -1, 0, 1, -99, 0.915344,0.0738407) ,
856 3, 1.50504, 1, 0, 0.512953,-0.0147799) ,
857 1, -0.187639, 1, 0, 0.512669,0.00871483) );
859 fBoostWeights.push_back(1);
866 -1, 0, 1, -99, 0.259563,0.00340782) ,
870 -1, 0, 1, -99, 0.866995,0.142756) ,
871 3, -0.229939, 1, 0, 0.476274,0.0447486) ,
876 -1, 0, 1, -99, 0.277439,-0.10217) ,
880 -1, 0, 1, -99, 0.852564,0.0342175) ,
881 3, 0.940364, 1, 0, 0.557813,-0.0306385) ,
882 0, -0.0572943, 1, 0, 0.519438,0.00484146) );
884 fBoostWeights.push_back(1);
891 -1, 0, 1, -99, 0.186404,-0.0525929) ,
895 -1, 0, 1, -99, 0.807292,0.103292) ,
896 3, -0.225833, 1, 0, 0.470238,0.0154411) ,
901 -1, 0, 1, -99, 0.352113,-0.11821) ,
905 -1, 0, 1, -99, 0.909722,0.0387872) ,
906 3, 1.61595, 1, 0, 0.53972,-0.0530277) ,
907 0, 0.469326, 1, 0, 0.493691,-0.00766983) );
909 fBoostWeights.push_back(1);
916 -1, 0, 1, -99, 0.164141,-0.0364276) ,
920 -1, 0, 1, -99, 0.735714,0.0611968) ,
921 3, -0.401478, 1, 0, 0.498954,0.01405) ,
926 -1, 0, 1, -99, 0.273333,-0.176849) ,
930 -1, 0, 1, -99, 0.870968,-0.0108459) ,
931 3, 1.65029, 1, 0, 0.502058,-0.10036) ,
932 1, 1.16801, 1, 0, 0.499583,-0.00913734) );
934 fBoostWeights.push_back(1);
941 -1, 0, 1, -99, 0.0970874,-0.0229443) ,
945 -1, 0, 1, -99, 0.772152,0.21422) ,
946 3, -1.35757, 1, 0, 0.39011,0.0844912) ,
951 -1, 0, 1, -99, 0.238806,-0.0765782) ,
955 -1, 0, 1, -99, 0.746858,0.0216611) ,
956 3, 0.243992, 1, 0, 0.51462,-0.0170403) ,
957 0, -1.07683, 1, 0, 0.495861,-0.00174336) );
959 fBoostWeights.push_back(1);
966 -1, 0, 1, -99, 0.147727,0.0201958) ,
970 -1, 0, 1, -99, 0.913979,0.188868) ,
971 3, -1.36471, 1, 0, 0.541436,0.106474) ,
976 -1, 0, 1, -99, 0.525351,-0.00947903) ,
980 -1, 0, 1, -99, 0.408602,-0.151946) ,
981 2, 2.10059, 1, 0, 0.514706,-0.0183414) ,
982 2, -0.610252, 1, 0, 0.518734,0.000469207) );
984 fBoostWeights.push_back(1);
991 -1, 0, 1, -99, 0.269231,0.0508185) ,
995 -1, 0, 1, -99, 0.911765,0.195277) ,
996 3, -0.883573, 1, 0, 0.568493,0.0848835) ,
1001 -1, 0, 1, -99, 0.218115,-0.0649125) ,
1005 -1, 0, 1, -99, 0.812757,0.0501425) ,
1006 3, 0.422134, 1, 0, 0.499513,-0.00579506) ,
1007 1, -0.796791, 1, 0, 0.508099,0.00549145) );
1009 fBoostWeights.push_back(1);
1015 -1, 0, 1, -99, 0.583333,0.16463) ,
1020 -1, 0, 1, -99, 0.415254,0.0955835) ,
1024 -1, 0, 1, -99, 0.508341,-0.0292815) ,
1025 0, -1.25196, 1, 0, 0.498681,-0.00887299) ,
1026 2, -1.30016, 1, 0, 0.502924,-0.00119384) );
1028 fBoostWeights.push_back(1);
1035 -1, 0, 1, -99, 0.583333,0.134918) ,
1039 -1, 0, 1, -99, 0.497783,0.0165823) ,
1040 2, -1.10481, 1, 0, 0.505071,0.0196076) ,
1045 -1, 0, 1, -99, 0.223684,-0.174469) ,
1049 -1, 0, 1, -99, 0.968254,0.147119) ,
1050 3, 2.23105, 1, 0, 0.44186,-0.0716517) ,
1051 2, 1.45946, 1, 0, 0.493755,0.00327055) );
1053 fBoostWeights.push_back(1);
1060 -1, 0, 1, -99, 0.115942,-0.08747) ,
1064 -1, 0, 1, -99, 0.658278,0.0447421) ,
1065 3, -0.533334, 1, 0, 0.488182,0.00414012) ,
1069 -1, 0, 1, -99, 0.530864,-0.22761) ,
1070 0, 1.55414, 1, 0, 0.491109,-0.00975518) );
1072 fBoostWeights.push_back(1);
1079 -1, 0, 1, -99, 0.497934,0.0213709) ,
1083 -1, 0, 1, -99, 0.35,-0.129588) ,
1084 1, 1.41354, 1, 0, 0.479242,-0.000789046) ,
1088 -1, 0, 1, -99, 0.942857,0.128449) ,
1089 3, 2.16384, 1, 0, 0.506791,0.00572729) );
1091 fBoostWeights.push_back(1);
1097 -1, 0, 1, -99, 0.4,0.130251) ,
1102 -1, 0, 1, -99, 0.228992,-0.0548211) ,
1106 -1, 0, 1, -99, 0.707242,0.0384907) ,
1107 3, -0.00379055, 1, 0, 0.504889,-0.000487323) ,
1108 0, -1.66956, 1, 0, 0.499578,0.00497457) );
1110 fBoostWeights.push_back(1);
1116 -1, 0, 1, -99, 0.0120482,-0.167592) ,
1121 -1, 0, 1, -99, 0.525,0.0320355) ,
1125 -1, 0, 1, -99, 0.591304,-0.0542677) ,
1126 0, 0.667774, 1, 0, 0.545701,0.00145055) ,
1127 3, -1.82503, 1, 0, 0.508417,-0.00618622) );
1129 fBoostWeights.push_back(1);
1135 -1, 0, 1, -99, 0.6,0.181862) ,
1140 -1, 0, 1, -99, 0.501748,-0.00280783) ,
1144 -1, 0, 1, -99, 0.464286,-0.109432) ,
1145 1, 1.82294, 1, 0, 0.499186,-0.0077741) ,
1146 2, -1.13397, 1, 0, 0.504988,0.000846927) );
1148 fBoostWeights.push_back(1);
1155 -1, 0, 1, -99, 0.418561,0.0134427) ,
1159 -1, 0, 1, -99, 0.0635593,-0.125772) ,
1160 2, 0.555084, 1, 0, 0.308901,-0.015251) ,
1165 -1, 0, 1, -99, 0.932143,0.130257) ,
1169 -1, 0, 1, -99, 0.708995,-0.0439849) ,
1170 0, 0.8676, 1, 0, 0.842218,0.0311098) ,
1171 3, 0.59591, 1, 0, 0.51176,0.00238339) );
1173 fBoostWeights.push_back(1);
1180 -1, 0, 1, -99, 0.494767,-0.00366617) ,
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1185 2, 2.03083, 1, 0, 0.477477,-0.00974907) ,
1189 -1, 0, 1, -99, 0.967742,0.151463) ,
1190 3, 2.42954, 1, 0, 0.503413,-0.00285392) );
1192 fBoostWeights.push_back(1);
1198 -1, 0, 1, -99, 0,-0.184735) ,
1203 -1, 0, 1, -99, 0.539394,0.0963854) ,
1207 -1, 0, 1, -99, 0.532563,-0.00715215) ,
1208 0, -0.932746, 1, 0, 0.533572,0.00589982) ,
1209 3, -2.05213, 1, 0, 0.505942,-0.000419203) );
1211 fBoostWeights.push_back(1);
1218 -1, 0, 1, -99, 0.391796,-0.019542) ,
1222 -1, 0, 1, -99, 0.104972,-0.156845) ,
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1232 -1, 0, 1, -99, 0.583333,-0.0514368) ,
1233 1, 1.74073, 1, 0, 0.824176,0.0288665) ,
1234 3, 0.853537, 1, 0, 0.476038,-0.0101646) );
1236 fBoostWeights.push_back(1);
1243 -1, 0, 1, -99, 0.441558,0.0383125) ,
1247 -1, 0, 1, -99, 0.108025,-0.100534) ,
1248 1, -0.641245, 1, 0, 0.215481,-0.0234576) ,
1253 -1, 0, 1, -99, 0.898785,0.110807) ,
1257 -1, 0, 1, -99, 0.599562,-0.00955787) ,
1258 2, 0.509685, 1, 0, 0.704545,0.0169337) ,
1259 3, -0.139172, 1, 0, 0.506768,0.000599495) );
1261 fBoostWeights.push_back(1);
1268 -1, 0, 1, -99, 0.473926,0.0371359) ,
1272 -1, 0, 1, -99, 0.366834,-0.067453) ,
1273 1, 0.454008, 1, 0, 0.433333,-0.00112513) ,
1278 -1, 0, 1, -99, 0.88764,0.0518281) ,
1282 -1, 0, 1, -99, 0.985507,0.160906) ,
1283 3, 2.32867, 1, 0, 0.93038,0.0605727) ,
1284 3, 1.68987, 1, 0, 0.498344,0.00694462) );
1286 fBoostWeights.push_back(1);
1293 -1, 0, 1, -99, 0.301408,0.0155382) ,
1297 -1, 0, 1, -99, 0.219136,-0.0765631) ,
1298 0, -0.437286, 1, 0, 0.26215,-0.0133067) ,
1303 -1, 0, 1, -99, 0.930556,0.155662) ,
1307 -1, 0, 1, -99, 0.771144,0.024739) ,
1308 0, 0.189322, 1, 0, 0.813187,0.0284484) ,
1309 3, 0.414913, 1, 0, 0.507755,0.00530411) );
1311 fBoostWeights.push_back(1);
1317 -1, 0, 1, -99, 0.6,0.124686) ,
1322 -1, 0, 1, -99, 0.0162602,-0.15244) ,
1326 -1, 0, 1, -99, 0.552073,0.00775606) ,
1327 3, -1.24252, 1, 0, 0.492806,-0.00326857) ,
1328 1, -1.18524, 1, 0, 0.499579,0.00256984) );
1330 fBoostWeights.push_back(1);
1337 -1, 0, 1, -99, 0.0289855,-0.144302) ,
1341 -1, 0, 1, -99, 0,-0.163066) ,
1342 1, -0.745098, 1, 0, 0.0142857,-0.0623388) ,
1347 -1, 0, 1, -99, 0.680672,0.139741) ,
1351 -1, 0, 1, -99, 0.54034,-0.00749342) ,
1352 0, -0.901581, 1, 0, 0.556079,0.00714489) ,
1353 3, -1.43642, 1, 0, 0.492923,-0.00095479) );
1355 fBoostWeights.push_back(1);
1362 -1, 0, 1, -99, 0.371767,-0.00730231) ,
1366 -1, 0, 1, -99, 0.955466,0.152367) ,
1367 3, 1.06846, 1, 0, 0.494468,0.011344) ,
1371 -1, 0, 1, -99, 0.378378,-0.0992568) ,
1372 2, 2.21081, 1, 0, 0.48759,0.00585805) );
1374 fBoostWeights.push_back(1);
1381 -1, 0, 1, -99, 0.175676,-0.0200205) ,
1385 -1, 0, 1, -99, 0.770548,0.0742725) ,
1386 3, -0.281746, 1, 0, 0.513619,0.0153559) ,
1391 -1, 0, 1, -99, 0.263736,-0.175867) ,
1395 -1, 0, 1, -99, 0.83871,-0.0204701) ,
1396 3, 1.54027, 1, 0, 0.554348,-0.0637744) ,
1397 0, 1.03412, 1, 0, 0.519802,0.00334273) );
1399 fBoostWeights.push_back(1);
1405 -1, 0, 1, -99, 0.486957,0.082362) ,
1410 -1, 0, 1, -99, 0.138829,-0.0744659) ,
1414 -1, 0, 1, -99, 0.732416,0.00183568) ,
1415 3, -0.0587993, 1, 0, 0.486996,-0.0133225) ,
1416 2, -0.905545, 1, 0, 0.486992,-0.008145) );
1418 fBoostWeights.push_back(1);
1424 -1, 0, 1, -99, 0.347222,0.172444) ,
1429 -1, 0, 1, -99, 0.220648,-0.0322251) ,
1433 -1, 0, 1, -99, 0.734628,0.0431381) ,
1434 3, -0.00808437, 1, 0, 0.506295,0.00487614) ,
1435 0, -1.65957, 1, 0, 0.496622,0.0107382) );
1437 fBoostWeights.push_back(1);
1444 -1, 0, 1, -99, 0.19797,-0.012685) ,
1448 -1, 0, 1, -99, 0.837989,0.111553) ,
1449 3, -0.367691, 1, 0, 0.50266,0.0197746) ,
1454 -1, 0, 1, -99, 0.48913,0.073893) ,
1458 -1, 0, 1, -99, 0.504043,-0.0854276) ,
1459 1, 0.330616, 1, 0, 0.50108,-0.0313414) ,
1460 2, 0.805657, 1, 0, 0.502058,0.000295794) );
1462 fBoostWeights.push_back(1);
1469 -1, 0, 1, -99, 0.0787879,-0.0565906) ,
1473 -1, 0, 1, -99, 0.613924,0.107426) ,
1474 3, -1.30062, 1, 0, 0.430353,0.0234891) ,
1479 -1, 0, 1, -99, 0.30914,-0.0957861) ,
1483 -1, 0, 1, -99, 0.832853,0.0218927) ,
1484 3, 0.863966, 1, 0, 0.561891,-0.0178928) ,
1485 0, -0.285419, 1, 0, 0.509167,-0.00130553) );
1487 fBoostWeights.push_back(1);
1494 -1, 0, 1, -99, 0.164491,-0.0287422) ,
1498 -1, 0, 1, -99, 0.739521,0.0458443) ,
1499 3, -0.369216, 1, 0, 0.529971,0.00770087) ,
1504 -1, 0, 1, -99, 0.168675,-0.183794) ,
1508 -1, 0, 1, -99, 0.771429,-0.0458994) ,
1509 3, 1.631, 1, 0, 0.444444,-0.065918) ,
1510 1, 1.49547, 1, 0, 0.519103,-0.00165435) );
1512 fBoostWeights.push_back(1);
1519 -1, 0, 1, -99, 0.428571,0.105742) ,
1523 -1, 0, 1, -99, 0.592357,0.0265201) ,
1524 0, -0.456817, 1, 0, 0.506024,0.0349973) ,
1529 -1, 0, 1, -99, 0.414264,-0.066401) ,
1533 -1, 0, 1, -99, 0.91573,0.0457935) ,
1534 3, 1.5595, 1, 0, 0.520908,-0.0170743) ,
1535 1, -0.19453, 1, 0, 0.516681,-0.00228578) );
1537 fBoostWeights.push_back(1);
1544 -1, 0, 1, -99, 0.111111,-0.037067) ,
1548 -1, 0, 1, -99, 0.654321,0.0451819) ,
1549 3, -0.98861, 1, 0, 0.526205,0.0108771) ,
1554 -1, 0, 1, -99, 0.195122,-0.132072) ,
1558 -1, 0, 1, -99, 0.888889,0.00681041) ,
1559 3, 2.07381, 1, 0, 0.430108,-0.0455089) ,
1560 2, 1.46742, 1, 0, 0.510526,0.00167731) );
1562 fBoostWeights.push_back(1);
1569 -1, 0, 1, -99, 0.410314,-0.0185352) ,
1573 -1, 0, 1, -99, 0.928571,0.123518) ,
1574 3, 1.15895, 1, 0, 0.492453,-4.34927
e-05) ,
1578 -1, 0, 1, -99, 0.636364,-0.0757068) ,
1579 0, 1.34866, 1, 0, 0.504745,-0.00389812) );
1581 fBoostWeights.push_back(1);
1588 -1, 0, 1, -99, 0.0816993,-0.097635) ,
1592 -1, 0, 1, -99, 0.634825,0.00953356) ,
1593 3, -0.750615, 1, 0, 0.485437,-0.00675433) ,
1597 -1, 0, 1, -99, 0.485294,-0.156055) ,
1598 0, 1.61578, 1, 0, 0.485429,-0.0143284) );
1600 fBoostWeights.push_back(1);
1607 -1, 0, 1, -99, 0.189691,-0.0388782) ,
1611 -1, 0, 1, -99, 0.767442,0.05268) ,
1612 3, -0.0909164, 1, 0, 0.429433,-0.00207218) ,
1617 -1, 0, 1, -99, 0.138614,-0.150207) ,
1621 -1, 0, 1, -99, 0.79476,-0.0121773) ,
1622 3, 0.865631, 1, 0, 0.593939,-0.0300495) ,
1623 0, 0.643691, 1, 0, 0.476273,-0.0100381) );
1625 fBoostWeights.push_back(1);
1632 -1, 0, 1, -99, 0.553191,0.157296) ,
1636 -1, 0, 1, -99, 0.534211,0.0905009) ,
1637 1, -1.09855, 1, 0, 0.537975,0.0443725) ,
1642 -1, 0, 1, -99, 0.438859,-0.0408585) ,
1646 -1, 0, 1, -99, 0.941176,0.103897) ,
1647 3, 2.2196, 1, 0, 0.490865,-0.00614873) ,
1648 2, 0.119999, 1, 0, 0.508108,0.0123432) );
1650 fBoostWeights.push_back(1);
1657 -1, 0, 1, -99, 0.0294118,-0.127113) ,
1661 -1, 0, 1, -99, 0.153846,-0.0269999) ,
1662 3, -1.9695, 1, 0, 0.121673,-0.0228245) ,
1667 -1, 0, 1, -99, 0.85,0.137396) ,
1671 -1, 0, 1, -99, 0.613095,-0.0080182) ,
1672 0, -0.852587, 1, 0, 0.633696,0.00298261) ,
1673 3, -0.869239, 1, 0, 0.519865,-0.00275473) );
1675 fBoostWeights.push_back(1);
1682 -1, 0, 1, -99, 0.0232558,-0.128892) ,
1686 -1, 0, 1, -99, 0.531579,0.0237134) ,
1687 3, -1.76723, 1, 0, 0.479905,0.00344927) ,
1692 -1, 0, 1, -99, 0.388489,-0.0814853) ,
1696 -1, 0, 1, -99, 0.895522,0.0563999) ,
1697 3, 2.0987, 1, 0, 0.458678,-0.0252415) ,
1698 1, 0.601922, 1, 0, 0.47218,-0.00699158) );
1700 fBoostWeights.push_back(1);
1707 -1, 0, 1, -99, 0.402174,0.0843483) ,
1711 -1, 0, 1, -99, 0.236786,-0.0425951) ,
1712 0, -1.39543, 1, 0, 0.263717,-0.00532198) ,
1717 -1, 0, 1, -99, 0.924765,0.140753) ,
1721 -1, 0, 1, -99, 0.52349,-0.00587343) ,
1722 2, 1.02212, 1, 0, 0.730956,0.0211681) ,
1723 3, 0.058294, 1, 0, 0.507614,0.00850576) );
1725 fBoostWeights.push_back(1);
1731 -1, 0, 1, -99, 0.56,0.133686) ,
1736 -1, 0, 1, -99, 0.439684,-0.0263521) ,
1740 -1, 0, 1, -99, 0.878049,0.062975) ,
1741 3, 1.51042, 1, 0, 0.521978,-0.00285666) ,
1742 2, -0.955204, 1, 0, 0.525168,0.00371177) );
1744 fBoostWeights.push_back(1);
1751 -1, 0, 1, -99, 0.28877,0.00281039) ,
1755 -1, 0, 1, -99, 0.905363,0.0930807) ,
1756 3, 0.165433, 1, 0, 0.511389,0.0113405) ,
1761 -1, 0, 1, -99, 0.334559,-0.112567) ,
1765 -1, 0, 1, -99, 0.967213,0.134455) ,
1766 3, 2.45941, 1, 0, 0.45045,-0.0302248) ,
1767 2, 1.11451, 1, 0, 0.494633,-8.91369
e-05) );
1769 fBoostWeights.push_back(1);
1775 -1, 0, 1, -99, 0.0322581,-0.142426) ,
1780 -1, 0, 1, -99, 0.728395,0.141874) ,
1784 -1, 0, 1, -99, 0.498534,0.00512987) ,
1785 1, -0.938805, 1, 0, 0.515399,0.00783751) ,
1786 3, -2.02293, 1, 0, 0.489708,0.00321224) );
1788 fBoostWeights.push_back(1);
1795 -1, 0, 1, -99, 0.131673,-0.0426291) ,
1799 -1, 0, 1, -99, 0.659751,0.0553781) ,
1800 3, -0.698841, 1, 0, 0.465269,0.00712806) ,
1805 -1, 0, 1, -99, 0.273543,-0.120043) ,
1809 -1, 0, 1, -99, 0.869347,0.0381843) ,
1810 3, 1.20334, 1, 0, 0.554502,-0.0175019) ,
1811 0, 0.306512, 1, 0, 0.497046,-0.00164311) );
1813 fBoostWeights.push_back(1);
1820 -1, 0, 1, -99, 0.130178,-0.0347347) ,
1824 -1, 0, 1, -99, 0.748252,0.0733694) ,
1825 3, -1.01876, 1, 0, 0.518681,0.0117737) ,
1830 -1, 0, 1, -99, 0.174312,-0.0966359) ,
1834 -1, 0, 1, -99, 0.759305,0.00663975) ,
1835 3, 0.496563, 1, 0, 0.49726,-0.0107023) ,
1836 1, -0.0254922, 1, 0, 0.505485,-0.00207226) );
1838 fBoostWeights.push_back(1);
1845 -1, 0, 1, -99, 0.412141,0.0503931) ,
1849 -1, 0, 1, -99, 0.533937,-0.0481834) ,
1850 0, -0.59655, 1, 0, 0.494877,-0.00355141) ,
1855 -1, 0, 1, -99, 0.0416667,-0.0920033) ,
1859 -1, 0, 1, -99, 0.769231,0.102503) ,
1860 3, 1.08142, 1, 0, 0.539474,0.037325) ,
1861 2, 1.45946, 1, 0, 0.503322,0.00418931) );
1863 fBoostWeights.push_back(1);
1870 -1, 0, 1, -99, 0.587302,0.140886) ,
1874 -1, 0, 1, -99, 0.439642,0.017671) ,
1875 1, -1.30418, 1, 0, 0.452316,0.0119514) ,
1880 -1, 0, 1, -99, 0.469734,-0.105619) ,
1884 -1, 0, 1, -99, 0.971014,0.0748884) ,
1885 3, 2.38421, 1, 0, 0.541494,-0.0278427) ,
1886 0, 0.306512, 1, 0, 0.487664,-0.00382228) );
1888 fBoostWeights.push_back(1);
1895 -1, 0, 1, -99, 0.33162,-0.0335934) ,
1899 -1, 0, 1, -99, 0.879725,0.12618) ,
1900 3, 0.751124, 1, 0, 0.480823,0.00197192) ,
1904 -1, 0, 1, -99, 0.663462,-0.0902787) ,
1905 0, 1.39793, 1, 0, 0.497016,-0.0019179) );
1907 fBoostWeights.push_back(1);
1914 -1, 0, 1, -99, 0.247059,0.00150267) ,
1918 -1, 0, 1, -99, 0.0110497,-0.146439) ,
1919 2, -0.67977, 1, 0, 0.0864662,-0.0189917) ,
1924 -1, 0, 1, -99, 0.713098,0.0779755) ,
1928 -1, 0, 1, -99, 0.473441,-0.0346526) ,
1929 2, 0.808746, 1, 0, 0.599562,0.00761323) ,
1930 3, -0.867825, 1, 0, 0.483898,0.00161585) );
1932 fBoostWeights.push_back(1);
1939 -1, 0, 1, -99, 0.0394737,-0.0158446) ,
1943 -1, 0, 1, -99, 0.0736842,-0.101369) ,
1944 3, -1.85621, 1, 0, 0.0584795,-0.0182556) ,
1949 -1, 0, 1, -99, 0.842857,0.121052) ,
1953 -1, 0, 1, -99, 0.516667,0.00347815) ,
1954 2, -0.277823, 1, 0, 0.563265,0.00794374) ,
1955 3, -1.24252, 1, 0, 0.488271,0.0040514) );
1957 fBoostWeights.push_back(1);
1963 -1, 0, 1, -99, 0.333333,0.159915) ,
1968 -1, 0, 1, -99, 0.241245,-0.0408534) ,
1972 -1, 0, 1, -99, 0.760976,0.0333339) ,
1973 3, 0.0894738, 1, 0, 0.524358,9.45709
e-05) ,
1974 0, -1.65957, 1, 0, 0.512013,0.00545422) );
1976 fBoostWeights.push_back(1);
1983 -1, 0, 1, -99, 0.297043,-0.0134355) ,
1987 -1, 0, 1, -99, 0.876543,0.0834147) ,
1988 3, 0.518766, 1, 0, 0.501305,0.00554825) ,
1992 -1, 0, 1, -99, 0.487179,-0.0777521) ,
1993 1, 1.83225, 1, 0, 0.500408,0.00270942) );
1995 fBoostWeights.push_back(1);
2002 -1, 0, 1, -99, 0.187898,-0.0279748) ,
2006 -1, 0, 1, -99, 0.896194,0.0953027) ,
2007 3, -0.495708, 1, 0, 0.527363,0.00587368) ,
2012 -1, 0, 1, -99, 0.35259,-0.102799) ,
2016 -1, 0, 1, -99, 0.900709,0.0180298) ,
2017 3, 1.70128, 1, 0, 0.472784,-0.0191447) ,
2018 2, 0.424603, 1, 0, 0.499197,-0.00703707) );
2020 fBoostWeights.push_back(1);
2027 -1, 0, 1, -99, 0.627907,0.114039) ,
2031 -1, 0, 1, -99, 0.486611,0.00767327) ,
2032 1, -1.16044, 1, 0, 0.497006,0.00685174) ,
2036 -1, 0, 1, -99, 0.507692,-0.122608) ,
2037 1, 1.93384, 1, 0, 0.497569,0.00237509) );
2039 fBoostWeights.push_back(1);
2045 -1, 0, 1, -99, 0.180723,-0.0913737) ,
2050 -1, 0, 1, -99, 0.64557,0.0977549) ,
2054 -1, 0, 1, -99, 0.497154,0.0139925) ,
2055 2, -0.953914, 1, 0, 0.507502,0.00665379) ,
2056 0, -1.65957, 1, 0, 0.485197,0.00307693) );
2058 fBoostWeights.push_back(1);
2065 -1, 0, 1, -99, 0.125523,-0.0602681) ,
2069 -1, 0, 1, -99, 0.63,0.0621082) ,
2070 3, -0.883281, 1, 0, 0.441315,0.00599975) ,
2075 -1, 0, 1, -99, 0.0267857,-0.217956) ,
2079 -1, 0, 1, -99, 0.682327,-0.0227514) ,
2080 3, 0.0746705, 1, 0, 0.550984,-0.0164189) ,
2081 0, 0.105344, 1, 0, 0.492487,-0.00446103) );
2083 fBoostWeights.push_back(1);
2090 -1, 0, 1, -99, 0.456806,0.0356611) ,
2094 -1, 0, 1, -99, 0.407767,-0.0477171) ,
2095 0, 0.361295, 1, 0, 0.442684,0.00303888) ,
2100 -1, 0, 1, -99, 0.893617,0.0177322) ,
2104 -1, 0, 1, -99, 1,0.179298) ,
2105 3, 2.32893, 1, 0, 0.9375,0.0305758) ,
2106 3, 1.68987, 1, 0, 0.506894,0.00661221) );
2108 fBoostWeights.push_back(1);
2114 -1, 0, 1, -99, 0.390244,0.109708) ,
2119 -1, 0, 1, -99, 0.250489,-0.0459684) ,
2123 -1, 0, 1, -99, 0.81295,0.03726) ,
2124 3, 0.234388, 1, 0, 0.54358,-0.000666448) ,
2125 0, -1.51252, 1, 0, 0.532637,0.00295212) );
2127 fBoostWeights.push_back(1);
2134 -1, 0, 1, -99, 0.481332,-0.0182823) ,
2138 -1, 0, 1, -99, 0.471074,0.108696) ,
2139 2, 1.72, 1, 0, 0.480216,-0.00126425) ,
2143 -1, 0, 1, -99, 0.672131,-0.160019) ,
2144 0, 1.64767, 1, 0, 0.490196,-0.00500551) );
2146 fBoostWeights.push_back(1);
2153 -1, 0, 1, -99, 0.0266667,-0.11707) ,
2157 -1, 0, 1, -99, 0.532468,0.0173329) ,
2158 3, -1.95847, 1, 0, 0.499566,0.00184258) ,
2162 -1, 0, 1, -99, 0.434211,-0.120698) ,
2163 1, 1.82294, 1, 0, 0.495525,-0.00176782) );
2165 fBoostWeights.push_back(1);
2172 -1, 0, 1, -99, 0.326059,-0.0421944) ,
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19258 3, 0.282219, 1, 0, 0.522007,-0.00383296) );
19260 fBoostWeights.push_back(1);
19266 -1, 0, 1, -99, 0.405063,0.109011) ,
19271 -1, 0, 1, -99, 0.484375,-0.122892) ,
19275 -1, 0, 1, -99, 0.526761,0.0413324) ,
19276 2, -0.969773, 1, 0, 0.524358,0.00139556) ,
19277 0, -1.53124, 1, 0, 0.516556,0.00293306) );
19279 fBoostWeights.push_back(1);
19286 -1, 0, 1, -99, 0.0210526,-0.196609) ,
19290 -1, 0, 1, -99, 0.495069,0.0382838) ,
19291 3, -1.84671, 1, 0, 0.454463,0.000969185) ,
19295 -1, 0, 1, -99, 0.880597,-0.211062) ,
19296 3, 2.16941, 1, 0, 0.478741,-0.000513147) );
19298 fBoostWeights.push_back(1);
19305 -1, 0, 1, -99, 0.333333,0.0982066) ,
19309 -1, 0, 1, -99, 0.762712,0.157435) ,
19310 0, -0.99175, 1, 0, 0.536,0.0202567) ,
19315 -1, 0, 1, -99, 0.457249,-0.0135108) ,
19319 -1, 0, 1, -99, 0.558,0.0520577) ,
19320 1, 0.483653, 1, 0, 0.50578,0.00129512) ,
19321 2, -0.74909, 1, 0, 0.509028,0.00333312) );
19323 fBoostWeights.push_back(1);
19329 -1, 0, 1, -99, 0.367089,0.0765246) ,
19334 -1, 0, 1, -99, 0.0434783,-0.105052) ,
19338 -1, 0, 1, -99, 0.568894,0.0217744) ,
19339 3, -1.1733, 1, 0, 0.502737,0.000415339) ,
19340 0, -1.53124, 1, 0, 0.493617,0.00179221) );
19342 fBoostWeights.push_back(1);
19348 -1, 0, 1, -99, 0.533333,0.130667) ,
19353 -1, 0, 1, -99, 0.41125,-0.0358224) ,
19357 -1, 0, 1, -99, 0.671171,0.0555296) ,
19358 0, 0.839243, 1, 0, 0.46771,-0.00093188) ,
19359 1, -1.12426, 1, 0, 0.473022,0.000506865) );
19361 fBoostWeights.push_back(1);
19368 -1, 0, 1, -99, 0.441781,-0.113472) ,
19372 -1, 0, 1, -99, 0.51348,-0.00156616) ,
19373 2, -0.214391, 1, 0, 0.494585,-0.00264968) ,
19377 -1, 0, 1, -99, 0.457447,0.144758) ,
19378 2, 2.03429, 1, 0, 0.491681,-0.00123934) );
19380 fBoostWeights.push_back(1);
19387 -1, 0, 1, -99, 0.388158,-0.0719604) ,
19391 -1, 0, 1, -99, 0.476992,0.0243359) ,
19392 1, -0.837758, 1, 0, 0.464046,3.54287
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19396 -1, 0, 1, -99, 0.745283,-0.131837) ,
19397 0, 1.34426, 1, 0, 0.489991,-0.00160625) );
19399 fBoostWeights.push_back(1);
19405 -1, 0, 1, -99, 0.51,0.151565) ,
19410 -1, 0, 1, -99, 0.469844,-0.0305108) ,
19414 -1, 0, 1, -99, 0.652174,-0.183673) ,
19415 0, 1.52505, 1, 0, 0.484821,-0.003435) ,
19416 2, -1.04471, 1, 0, 0.486885,0.000165675) );
19418 fBoostWeights.push_back(1);
19425 -1, 0, 1, -99, 0.30303,0.0732784) ,
19429 -1, 0, 1, -99, 0.521378,-0.00411306) ,
19430 0, -1.57415, 1, 0, 0.505507,0.000543413) ,
19435 -1, 0, 1, -99, 0.210526,-0.114311) ,
19439 -1, 0, 1, -99, 0.79845,-0.184273) ,
19440 3, 1.3284, 1, 0, 0.448276,-0.012085) ,
19441 1, 0.927816, 1, 0, 0.490628,-0.00273976) );
19443 fBoostWeights.push_back(1);
19450 -1, 0, 1, -99, 0.488235,0.054633) ,
19454 -1, 0, 1, -99, 0.457606,0.00410974) ,
19455 2, -0.098097, 1, 0, 0.466725,0.00179323) ,
19459 -1, 0, 1, -99, 0.92,0.127251) ,
19460 3, 2.1369, 1, 0, 0.494659,0.0027282) );
19462 fBoostWeights.push_back(1);
19469 -1, 0, 1, -99, 0.509363,0.0112875) ,
19473 -1, 0, 1, -99, 0.488656,-0.101218) ,
19474 2, 0.368345, 1, 0, 0.498645,-0.00306186) ,
19478 -1, 0, 1, -99, 0.578947,-0.128847) ,
19479 1, 1.88073, 1, 0, 0.503804,-0.00436067) );
19481 fBoostWeights.push_back(1);
19487 -1, 0, 1, -99, 0.538462,0.0714534) ,
19492 -1, 0, 1, -99, 0.514067,-0.0499718) ,
19496 -1, 0, 1, -99, 0.50774,0.0461403) ,
19497 2, 1.0967, 1, 0, 0.512217,-0.000523106) ,
19498 2, -1.09436, 1, 0, 0.513675,0.000472473) );
19500 fBoostWeights.push_back(1);
19507 -1, 0, 1, -99, 0.0724638,-0.12613) ,
19511 -1, 0, 1, -99, 0.0149254,-0.0559264) ,
19512 2, -0.788457, 1, 0, 0.0441176,-0.0136654) ,
19517 -1, 0, 1, -99, 0.579176,0.0461872) ,
19521 -1, 0, 1, -99, 0.473684,0.0670911) ,
19522 2, 1.53846, 1, 0, 0.561151,0.00366681) ,
19523 3, -1.55199, 1, 0, 0.504808,0.00177805) );
19525 fBoostWeights.push_back(1);
19532 -1, 0, 1, -99, 0.469388,0.0864997) ,
19536 -1, 0, 1, -99, 0.541667,-0.0358429) ,
19537 0, 0.113738, 1, 0, 0.488806,0.0074409) ,
19542 -1, 0, 1, -99, 0.502882,-0.0110156) ,
19546 -1, 0, 1, -99, 0.519774,-0.0574562) ,
19547 1, 1.35577, 1, 0, 0.506315,-0.00168014) ,
19548 1, -0.469325, 1, 0, 0.502195,0.000465986) );
19550 fBoostWeights.push_back(1);
19556 -1, 0, 1, -99, 0.566667,-0.158137) ,
19561 -1, 0, 1, -99, 0.471591,-0.0212859) ,
19565 -1, 0, 1, -99, 0.520548,0.112959) ,
19566 1, 1.8275, 1, 0, 0.474756,0.000225024) ,
19567 1, -1.15937, 1, 0, 0.481542,-0.00115759) );
19569 fBoostWeights.push_back(1);
19576 -1, 0, 1, -99, 0.507937,-0.100584) ,
19580 -1, 0, 1, -99, 0.507016,0.0171818) ,
19581 2, -1.07079, 1, 0, 0.507067,-0.000170727) ,
19585 -1, 0, 1, -99, 0.421875,0.125119) ,
19586 2, 2.14936, 1, 0, 0.502508,0.000897162) );
19588 fBoostWeights.push_back(1);
19595 -1, 0, 1, -99, 0.294118,-0.0540347) ,
19599 -1, 0, 1, -99, 0.503745,0.0748765) ,
19600 0, -1.22167, 1, 0, 0.480066,0.00397864) ,
19604 -1, 0, 1, -99, 0.915493,-0.189139) ,
19605 3, 2.21553, 1, 0, 0.504314,0.00212004) );
19607 fBoostWeights.push_back(1);
19614 -1, 0, 1, -99, 0.0652174,0.107815) ,
19618 -1, 0, 1, -99, 0.516418,-0.0106669) ,
19619 3, -1.85422, 1, 0, 0.478578,0.000684297) ,
19623 -1, 0, 1, -99, 0.752294,0.145183) ,
19624 0, 1.39793, 1, 0, 0.503317,0.00221015) );
19626 fBoostWeights.push_back(1);
19633 -1, 0, 1, -99, 0.516588,0.00879094) ,
19637 -1, 0, 1, -99, 0.782609,0.14976) ,
19638 0, 1.39793, 1, 0, 0.532918,0.00132756) ,
19642 -1, 0, 1, -99, 0.369048,-0.232384) ,
19643 2, 2.14936, 1, 0, 0.521523,-0.00104074) );
19645 fBoostWeights.push_back(1);
19652 -1, 0, 1, -99, 0.06,0.0332184) ,
19656 -1, 0, 1, -99, 0.5,-0.0572922) ,
19657 3, -1.82809, 1, 0, 0.460217,-0.00226764) ,
19661 -1, 0, 1, -99, 0.920635,0.178868) ,
19662 3, 2.21553, 1, 0, 0.48503,-0.000761605) );
19664 fBoostWeights.push_back(1);
19671 -1, 0, 1, -99, 0.362069,-0.101646) ,
19675 -1, 0, 1, -99, 0.557789,0.0127828) ,
19676 2, -1.17286, 1, 0, 0.513619,-0.00434659) ,
19681 -1, 0, 1, -99, 0.510083,0.0361998) ,
19685 -1, 0, 1, -99, 0.7,0.121922) ,
19686 0, 1.64715, 1, 0, 0.522702,0.00315038) ,
19687 1, -0.516144, 1, 0, 0.52069,0.00148941) );
19689 fBoostWeights.push_back(1);
19695 -1, 0, 1, -99, 0.5625,0.0756687) ,
19700 -1, 0, 1, -99, 0.48075,-0.00159592) ,
19704 -1, 0, 1, -99, 0.916667,0.101591) ,
19705 3, 2.10878, 1, 0, 0.514129,0.000633701) ,
19706 2, -1.30016, 1, 0, 0.516796,0.00179577) );
19708 fBoostWeights.push_back(1);
19714 -1, 0, 1, -99, 0.300971,-0.0525659) ,
19719 -1, 0, 1, -99, 0.554935,0.0680536) ,
19723 -1, 0, 1, -99, 0.488927,-0.0595472) ,
19724 2, 0.529941, 1, 0, 0.520463,-3.20521
e-05) ,
19725 0, -1.51252, 1, 0, 0.502037,-0.00080116) );
19727 fBoostWeights.push_back(1);
19734 -1, 0, 1, -99, 0.306667,0.15845) ,
19738 -1, 0, 1, -99, 0.48244,-0.0254271) ,
19739 0, -1.61448, 1, 0, 0.471046,0.000712513) ,
19743 -1, 0, 1, -99, 0.66129,-0.203606) ,
19744 0, 1.65527, 1, 0, 0.480722,-0.000708728) );
19746 fBoostWeights.push_back(1);
19752 -1, 0, 1, -99, 0.583333,0.0487053) ,
19757 -1, 0, 1, -99, 0.472222,-0.109639) ,
19761 -1, 0, 1, -99, 0.521698,0.00587739) ,
19762 2, -0.875919, 1, 0, 0.518551,-0.000418188) ,
19763 2, -1.41148, 1, 0, 0.521812,0.000101455) );
19765 fBoostWeights.push_back(1);
19772 -1, 0, 1, -99, 0.448649,-0.0524514) ,
19776 -1, 0, 1, -99, 0.538556,0.0496552) ,
19777 1, -0.709224, 1, 0, 0.521956,0.000598758) ,
19782 -1, 0, 1, -99, 0.103448,0.051426) ,
19786 -1, 0, 1, -99, 0.728261,-0.0910134) ,
19787 3, 1.38801, 1, 0, 0.424581,-0.00640623) ,
19788 2, 1.48739, 1, 0, 0.507197,-0.000462964) );
19790 fBoostWeights.push_back(1);
19796 -1, 0, 1, -99, 0.52381,-0.0897183) ,
19801 -1, 0, 1, -99, 0.452223,-0.0100814) ,
19805 -1, 0, 1, -99, 0.894737,-0.0872603) ,
19806 3, 2.23819, 1, 0, 0.481906,-0.00129428) ,
19807 2, -0.953914, 1, 0, 0.484799,-0.0024961) );
19809 fBoostWeights.push_back(1);
19816 -1, 0, 1, -99, 0.0208333,-0.0997887) ,
19820 -1, 0, 1, -99, 0.564717,-0.0197348) ,
19821 3, -1.73632, 1, 0, 0.518876,-0.00196584) ,
19825 -1, 0, 1, -99, 0.46988,0.113532) ,
19826 2, 2.09546, 1, 0, 0.515548,-7.61083
e-05) );
19828 fBoostWeights.push_back(1);
19835 -1, 0, 1, -99, 0.0857143,0.0642013) ,
19839 -1, 0, 1, -99, 0.414062,-0.0764325) ,
19840 3, -1.84167, 1, 0, 0.390269,-0.00360447) ,
19845 -1, 0, 1, -99, 0.962733,0.114078) ,
19849 -1, 0, 1, -99, 0.802083,-0.0132363) ,
19850 2, 1.61762, 1, 0, 0.902724,0.00275365) ,
19851 3, 1.27095, 1, 0, 0.497956,-0.00226838) );
19853 fBoostWeights.push_back(1);
19859 -1, 0, 1, -99, 0.559524,0.12866) ,
19864 -1, 0, 1, -99, 0.523897,-0.0700009) ,
19868 -1, 0, 1, -99, 0.503484,0.0350437) ,
19869 1, 0.454243, 1, 0, 0.513417,-0.00132977) ,
19870 1, -1.15591, 1, 0, 0.516639,0.000559757) );
19872 fBoostWeights.push_back(1);
19878 -1, 0, 1, -99, 0.45,-0.15885) ,
19883 -1, 0, 1, -99, 0.48587,0.0627364) ,
19887 -1, 0, 1, -99, 0.596273,-0.121094) ,
19888 0, 1.15437, 1, 0, 0.502313,0.00159473) ,
19889 2, -1.24739, 1, 0, 0.499562,0.000360819) );
19891 fBoostWeights.push_back(1);
19898 -1, 0, 1, -99, 0.544444,0.0708036) ,
19902 -1, 0, 1, -99, 0.494186,0.0584374) ,
19903 2, -0.993615, 1, 0, 0.498947,0.00334822) ,
19908 -1, 0, 1, -99, 0.416667,0.00990698) ,
19912 -1, 0, 1, -99, 0.582524,-0.121368) ,
19913 0, 0.848435, 1, 0, 0.474576,-0.00640701) ,
19914 1, 1.09193, 1, 0, 0.493173,0.00103674) );
19916 fBoostWeights.push_back(1);
19922 -1, 0, 1, -99, 0.581395,0.132135) ,
19927 -1, 0, 1, -99, 0.496982,0.00158108) ,
19931 -1, 0, 1, -99, 0.534884,0.160266) ,
19932 2, 1.95114, 1, 0, 0.5,0.00206681) ,
19933 2, -0.937659, 1, 0, 0.506003,0.00388053) );
19935 fBoostWeights.push_back(1);
19942 -1, 0, 1, -99, 0.227273,0.0507009) ,
19946 -1, 0, 1, -99, 0.500492,0.0110539) ,
19947 0, -1.61687, 1, 0, 0.478733,0.00103754) ,
19951 -1, 0, 1, -99, 0.758621,0.114357) ,
19952 0, 1.52725, 1, 0, 0.499161,0.00272047) );
19954 fBoostWeights.push_back(1);
19961 -1, 0, 1, -99, 0.462898,-0.0977411) ,
19965 -1, 0, 1, -99, 0.579439,0.0597995) ,
19966 2, 0.157661, 1, 0, 0.494872,-0.00640328) ,
19971 -1, 0, 1, -99, 0.491704,-0.00112181) ,
19975 -1, 0, 1, -99, 0.510753,-0.0956029) ,
19976 1, 1.46106, 1, 0, 0.495878,-0.00142955) ,
19977 1, -0.19453, 1, 0, 0.495561,-0.00299513) );
19979 fBoostWeights.push_back(1);
19985 -1, 0, 1, -99, 0.329114,0.0844753) ,
19990 -1, 0, 1, -99, 0.326379,-0.0543497) ,
19994 -1, 0, 1, -99, 0.834951,0.0634486) ,
19995 3, 0.634417, 1, 0, 0.519852,-0.000539125) ,
19996 0, -1.4695, 1, 0, 0.506885,0.000120033) );
19998 fBoostWeights.push_back(1);
20004 -1, 0, 1, -99, 0.0422535,-0.104259) ,
20009 -1, 0, 1, -99, 0.498925,0.0250278) ,
20013 -1, 0, 1, -99, 0.669811,-0.0915961) ,
20014 0, 0.966983, 1, 0, 0.530648,-0.000704629) ,
20015 3, -1.98416, 1, 0, 0.502061,-0.00195578) );
20017 fBoostWeights.push_back(1);
20024 -1, 0, 1, -99, 0.539295,-0.00747482) ,
20028 -1, 0, 1, -99, 0.512821,-0.155987) ,
20029 1, -0.162994, 1, 0, 0.534676,-0.0048312) ,
20034 -1, 0, 1, -99, 0.490598,0.0349641) ,
20038 -1, 0, 1, -99, 0.559055,-0.063122) ,
20039 1, 1.60994, 1, 0, 0.502809,8.86286
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20040 1, -0.0254922, 1, 0, 0.515099,-0.00180884) );
20042 fBoostWeights.push_back(1);
20049 -1, 0, 1, -99, 0.568421,0.0907603) ,
20053 -1, 0, 1, -99, 0.493671,0.0267611) ,
20054 2, -0.969773, 1, 0, 0.5,0.00249254) ,
20058 -1, 0, 1, -99, 0.494118,-0.155862) ,
20059 1, 1.82294, 1, 0, 0.499586,0.000446603) );
20061 fBoostWeights.push_back(1);
20068 -1, 0, 1, -99, 0.439673,0.00350845) ,
20072 -1, 0, 1, -99, 0.446886,-0.0817216) ,
20073 0, -0.239971, 1, 0, 0.443478,-0.00222062) ,
20078 -1, 0, 1, -99, 0.825397,0.0574271) ,
20082 -1, 0, 1, -99, 0.983333,0.0861609) ,
20083 3, 2.35685, 1, 0, 0.902439,0.00942855) ,
20084 3, 1.85393, 1, 0, 0.492228,-0.000983272) );
20086 fBoostWeights.push_back(1);
20093 -1, 0, 1, -99, 0.350649,0.0752543) ,
20097 -1, 0, 1, -99, 0.520508,0.00468196) ,
20098 0, -1.54769, 1, 0, 0.508629,0.00129887) ,
20102 -1, 0, 1, -99, 0.634146,0.103338) ,
20103 1, 1.82294, 1, 0, 0.517329,0.00287113) );
20105 fBoostWeights.push_back(1);
20112 -1, 0, 1, -99, 0.333333,-0.0263863) ,
20116 -1, 0, 1, -99, 0.552124,0.0915092) ,
20117 0, -1.30866, 1, 0, 0.5,0.00317662) ,
20122 -1, 0, 1, -99, 0.47561,-0.183158) ,
20126 -1, 0, 1, -99, 0.478318,-0.015329) ,
20127 1, -0.594012, 1, 0, 0.478055,-0.0018082) ,
20128 2, -0.102657, 1, 0, 0.484362,-0.000375541) );
20130 fBoostWeights.push_back(1);
20137 -1, 0, 1, -99, 0.493388,-0.0117168) ,
20141 -1, 0, 1, -99, 0.343195,-0.168912) ,
20142 2, 1.40273, 1, 0, 0.471354,-0.00211784) ,
20146 -1, 0, 1, -99, 0.905882,0.0544415) ,
20147 3, 2.16384, 1, 0, 0.501213,-0.0014482) );
20149 fBoostWeights.push_back(1);
20156 -1, 0, 1, -99, 0.452941,-0.0800432) ,
20160 -1, 0, 1, -99, 0.478974,0.0261602) ,
20161 0, -1.071, 1, 0, 0.475109,-0.000283357) ,
20165 -1, 0, 1, -99, 0.953125,0.127118) ,
20166 3, 2.21553, 1, 0, 0.500414,0.000449586) );
20168 fBoostWeights.push_back(1);
20175 -1, 0, 1, -99, 0.0769231,0.197757) ,
20179 -1, 0, 1, -99, 0.517068,0.0219054) ,
20180 3, -2.04411, 1, 0, 0.490104,0.00300699) ,
20184 -1, 0, 1, -99, 0.722772,-0.152767) ,
20185 0, 1.41723, 1, 0, 0.510327,0.000535915) );
20187 fBoostWeights.push_back(1);
20194 -1, 0, 1, -99, 0.305882,-0.200961) ,
20198 -1, 0, 1, -99, 0.506404,0.00793723) ,
20199 0, -1.45364, 1, 0, 0.490909,-0.000896644) ,
20203 -1, 0, 1, -99, 0.451613,-0.138538) ,
20204 1, 1.82294, 1, 0, 0.488812,-0.00199752) );
20206 fBoostWeights.push_back(1);
20213 -1, 0, 1, -99, 0.0828402,-0.115119) ,
20217 -1, 0, 1, -99, 0.574421,0.0522036) ,
20218 3, -1.18009, 1, 0, 0.497212,0.00153312) ,
20222 -1, 0, 1, -99, 0.585714,0.113138) ,
20223 1, 1.88427, 1, 0, 0.502618,0.00324913) );
20225 fBoostWeights.push_back(1);
20232 -1, 0, 1, -99, 0.582278,0.118016) ,
20236 -1, 0, 1, -99, 0.531073,0.0853423) ,
20237 2, -0.699526, 1, 0, 0.546875,0.00922569) ,
20242 -1, 0, 1, -99, 0.45509,-0.0613307) ,
20246 -1, 0, 1, -99, 0.673267,0.115225) ,
20247 0, 1.31454, 1, 0, 0.478632,-0.00200752) ,
20248 1, -0.538016, 1, 0, 0.493289,0.000404984) );
20250 fBoostWeights.push_back(1);
20257 -1, 0, 1, -99, 0.459893,0.0334551) ,
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21271 -1, 0, 1, -99, 0.513587,0.0925402) ,
21275 -1, 0, 1, -99, 0.486088,-0.0743855) ,
21276 1, 0.282218, 1, 0, 0.496425,-0.000531468) ,
21277 1, -0.516144, 1, 0, 0.500813,-0.00202998) );
21279 fBoostWeights.push_back(1);
21286 -1, 0, 1, -99, 0.5,0.0949357) ,
21290 -1, 0, 1, -99, 0.489447,-0.0109696) ,
21291 1, -1.15937, 1, 0, 0.490376,0.000649887) ,
21295 -1, 0, 1, -99, 0.4375,-0.327727) ,
21296 2, 2.09546, 1, 0, 0.487446,-0.00181859) );
21298 fBoostWeights.push_back(1);
21304 -1, 0, 1, -99, 0,-0.218281) ,
21309 -1, 0, 1, -99, 0.526733,-0.0159999) ,
21313 -1, 0, 1, -99, 0.681159,-0.0938803) ,
21314 0, 1.56069, 1, 0, 0.536608,-0.00168639) ,
21315 3, -1.9221, 1, 0, 0.507895,-0.00297872) );
21317 fBoostWeights.push_back(1);
21323 -1, 0, 1, -99, 0.483333,0.228881) ,
21328 -1, 0, 1, -99, 0.452028,0.0103277) ,
21332 -1, 0, 1, -99, 0.773913,0.157709) ,
21333 0, 1.31913, 1, 0, 0.484902,0.00217431) ,
21334 2, -1.05889, 1, 0, 0.484823,0.00489583) );
21339 inline void ReadBDTG::Clear()
21341 for (
unsigned int itree=0; itree<fForest.size(); itree++) {
21342 delete fForest[itree];
21345 inline double ReadBDTG::GetMvaValue(
const std::vector<double>& inputValues )
const 21351 if (!IsStatusClean()) {
21352 std::cout <<
"Problem in class \"" << fClassName <<
"\": cannot return classifier response" 21353 <<
" because status is dirty" << std::endl;
21357 if (IsNormalised()) {
21359 std::vector<double> iV;
21360 iV.reserve(inputValues.size());
21362 for (std::vector<double>::const_iterator varIt = inputValues.begin();
21363 varIt != inputValues.end(); varIt++, ivar++) {
21364 iV.push_back(NormVariable( *varIt, fVmin[ivar], fVmax[ivar] ));
21366 retval = GetMvaValue__( iV );
21369 retval = GetMvaValue__( inputValues );
Type GetType(const std::string &Name)
void Initialize(Bool_t useTMVAStyle=kTRUE)
you should not use this method at all Int_t Int_t Double_t Double_t Double_t e