| 1 | #include <TROOT.h>
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| 2 | #include <TClass.h>
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| 3 | #include <TSystem.h>
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| 4 | #include <TGClient.h>
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| 5 | #include <TApplication.h>
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| 6 | #include <TObjectTable.h>
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| 7 |
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| 8 | #include "MHMatrix.h"
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| 9 | #include "MParList.h"
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| 10 | #include "MTaskList.h"
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| 11 | #include "MWriteRootFile.h"
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| 12 | #include "MReadMarsFile.h"
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| 13 | #include "MReadReports.h"
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| 14 | #include "MApplySupercuts.h"
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| 15 | #include "MHFindSignificance.h"
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| 16 | #include "MEvtLoop.h"
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| 17 | #include "MProgressBar.h"
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| 18 | #include "MContinue.h"
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| 19 | #include "MGeomApply.h"
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| 20 | #include "MHadronness.h"
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| 21 | #include "MFilterList.h"
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| 22 | #include "MF.h"
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| 23 | #include "MFindSupercutsONOFFThetaLoop.h"
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| 24 | #include "MRanForestFill.h"
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| 25 |
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| 26 | #include "MArgs.h"
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| 27 | #include "MArray.h"
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| 28 | #include "MDirIter.h"
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| 29 |
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| 30 | #include "MStatusDisplay.h"
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| 31 |
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| 32 | #include "MSequence.h"
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| 33 | #include "MJStar.h"
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| 34 | #include "MH3.h"
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| 35 | #include "MRFEnergyEst.h"
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| 36 |
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| 37 | #include "MRanForestCalc.h"
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| 38 | #include "MTaskInteractive.h"
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| 39 | #include "MHillas.h"
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| 40 | //#include "MFHadAlpha.h"
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| 41 |
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| 42 | #include "MLog.h"
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| 43 | #include "MLogManip.h"
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| 44 | #include "MPrint.h"
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| 45 |
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| 46 | using namespace std;
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| 47 |
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| 48 |
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| 49 | Int_t PreProcess(MParList *plist);
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| 50 | Int_t Process();
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| 51 |
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| 52 | static void StartUpMessage()
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| 53 | {
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| 54 | gLog << all << endl;
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| 55 |
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| 56 | // 1 2 3 4 5 6
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| 57 | // 123456789012345678901234567890123456789012345678901234567890
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| 58 | gLog << "========================================================" << endl;
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| 59 | gLog << " Melibea - MARS V" << MARSVER << endl;
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| 60 | gLog << " MARS -- Supercuts Hillas Image Treatment" << endl;
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| 61 | gLog << " Compiled on <" << __DATE__ << ">" << endl;
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| 62 | gLog << " Using ROOT v" << ROOTVER << endl;
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| 63 | gLog << "========================================================" << endl;
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| 64 |
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| 65 | gLog << endl;
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| 66 | }
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| 67 |
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| 68 | static void Usage()
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| 69 | {
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| 70 | // 1 2 3 4 5 6 7 8
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| 71 | // 12345678901234567890123456789012345678901234567890123456789012345678901234567890
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| 72 | gLog << all << endl;
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| 73 | gLog << "Sorry the usage is:" << endl;
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| 74 |
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| 75 |
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| 76 | }
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| 77 |
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| 78 | int main(int argc, char **argv)
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| 79 | {
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| 80 | StartUpMessage();
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| 81 |
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| 82 | //
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| 83 | // Evaluate arguments
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| 84 | //
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| 85 | MArgs arg(argc, argv, kTRUE);
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| 86 |
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| 87 | if (arg.HasOnly("-V") || arg.HasOnly("--version"))
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| 88 | return 0;
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| 89 |
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| 90 | if (arg.HasOnly("-?") || arg.HasOnly("-h") || arg.HasOnly("--help"))
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| 91 | {
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| 92 | Usage();
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| 93 | return -1;
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| 94 | }
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| 95 |
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| 96 | gLog.Setup(arg);
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| 97 |
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| 98 | const Bool_t kOptimize = arg.HasOnlyAndRemove("--optimize");
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| 99 | const Bool_t kSupercuts = arg.HasOnlyAndRemove("--supercuts");
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| 100 | const Bool_t kOverwrite = arg.HasOnlyAndRemove("-f");
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| 101 | const Bool_t kPrintSeq = arg.HasOnlyAndRemove("--print-seq");
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| 102 | const Bool_t kBatch = arg.HasOnlyAndRemove("-b");
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| 103 | const Bool_t kPlot = arg.HasOnlyAndRemove("-p");
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| 104 | const Bool_t kMc = arg.HasOnlyAndRemove("--mc");
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| 105 | const Bool_t kUseSeq = !arg.HasOnlyAndRemove("--nouseseq");
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| 106 |
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| 107 | // Variable that decides whether the optimized cuts are used
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| 108 | // in the test sample.
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| 109 | const Bool_t TestParams = !arg.HasOnlyAndRemove("--opttest");
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| 110 | const Bool_t CombineCosThetaBinsForTrainSample = arg.HasOnlyAndRemove("--combcosthtrain");
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| 111 | const Bool_t CombineCosThetaBinsForTestSample = arg.HasOnlyAndRemove("--combcosthtest");
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| 112 | const Double_t whichfractiontrain = arg.GetFloatAndRemove("--ontrainfrac=",0.5);
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| 113 | const Double_t whichfractiontest = arg.GetFloatAndRemove("--ontestfrac=",0.5);
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| 114 | const Double_t whichfractiontrainOFF = arg.GetFloatAndRemove("--offtrainfrac=",0.5);
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| 115 | const Double_t whichfractiontestOFF = arg.GetFloatAndRemove("--offtestfrac=",0.5);
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| 116 | const Double_t gammaeff = arg.GetFloatAndRemove("--geff=",0.6);
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| 117 | const Double_t alphasig = arg.GetFloatAndRemove("--alphasig=",6);
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| 118 | const Double_t alphabkgmin = arg.GetFloatAndRemove("--alphabgmin=",20);
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| 119 | const Double_t alphabkgmax = arg.GetFloatAndRemove("--alphabgmax=",80);
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| 120 | const Double_t SizeLow = arg.GetFloatAndRemove("--sizelow=",60);
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| 121 | const Double_t SizeUp = arg.GetFloatAndRemove("--sizeup=",1000000);
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| 122 | const Double_t LeakageMax = arg.GetFloatAndRemove("--leakagemax=",0.25);
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| 123 | const Double_t DistMax = arg.GetFloatAndRemove("--distmax=",1.0);
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| 124 | const Double_t DistMin = arg.GetFloatAndRemove("--distmin=",0.2);
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| 125 | const Double_t fThetaMax = arg.GetFloatAndRemove("--zdmax=",30.);
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| 126 | const Double_t fThetaMin = arg.GetFloatAndRemove("--zdmin=",0.);
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| 127 | const Int_t NAlphaBins = arg.GetIntAndRemove("--nalphabin=",30);
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| 128 | const Double_t AlphaBinLow = arg.GetFloatAndRemove("--alphabinlow=",0);
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| 129 | const Double_t AlphaBinUp = arg.GetFloatAndRemove("--alphabinup=",90);
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| 130 | const Bool_t NormFactorFromAlphaBkg = !arg.HasOnlyAndRemove("--normbgmeth");
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| 131 | const Bool_t UseFittedQuantities = !arg.HasOnlyAndRemove("--usefittedq");
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| 132 | const Bool_t NotUseTheta = !arg.HasOnlyAndRemove("--notuseth");
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| 133 | const Bool_t UseStaticCuts = !arg.HasOnlyAndRemove("--staticcuts");
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| 134 | const Bool_t ReadInitParamsFromAsciiFile = !arg.HasOnlyAndRemove("--ascii");
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| 135 | const Bool_t kPrintFiles = !arg.HasOnlyAndRemove("--printseq");
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| 136 | const Int_t NInitSCPar = arg.GetIntAndRemove("--ninitscpar=",104);
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| 137 | const Int_t degree = arg.GetIntAndRemove("--degree=",2);
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| 138 | const TString InitSCParamAsciiFile = arg.GetStringAndRemove("--inscparascii=","mtemp/mmpi/asciifiles/StartingValuesForSmallSizes1.txt");
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| 139 | const TString ONDataFilename = arg.GetStringAndRemove("--inondataopt=","./*CrabNebula*.root");
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| 140 | const TString OFFDataFilename = arg.GetStringAndRemove("--inoffdataopt=","./*OffCrab*.root");
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| 141 | const TString PathForFiles = arg.GetStringAndRemove("--outopt=","./");
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| 142 |
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| 143 | const TString kInpath = arg.GetStringAndRemove("--ind=", "");
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| 144 | const TString kOutpath = arg.GetStringAndRemove("--out=", "");
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| 145 | const TString kSCfile = arg.GetStringAndRemove("--scf=", "");
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| 146 | const TString kSource = arg.GetStringAndRemove("--src=", "");
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| 147 | const TString kDate = arg.GetStringAndRemove("--date=", "");
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| 148 | const TString kRFTreeFile = arg.GetStringAndRemove("--rftree=", "");
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| 149 | const Double_t kAlphaMin = arg.GetFloatAndRemove("--alphamin=",-1);
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| 150 | const Double_t kAlphaMax = arg.GetFloatAndRemove("--alphamax=",-1);
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| 151 | const Double_t kAlphaSig = arg.GetFloatAndRemove("--alphasignal=",-1);
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| 152 | const Int_t kDegree = arg.GetIntAndRemove("--poldeg=",-1);
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| 153 | const Int_t kNumTrees = arg.GetIntAndRemove("--ntrees=",100);
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| 154 |
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| 155 |
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| 156 | if (arg.GetNumOptions()>0)
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| 157 | {
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| 158 | gLog << warn << "WARNING - Unknown commandline options..." << endl;
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| 159 | arg.Print("options");
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| 160 | gLog << endl;
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| 161 | return -1;
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| 162 | }
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| 163 |
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| 164 | if (arg.GetNumArguments()!=1)
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| 165 | {
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| 166 | Usage();
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| 167 | return -1;
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| 168 | }
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| 169 | //
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| 170 | // Setup sequence file and check for its existance
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| 171 | //
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| 172 | const TString kSequence = arg.GetArgumentStr(0);
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| 173 |
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| 174 | if (gSystem->AccessPathName(kSequence, kFileExists))
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| 175 | {
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| 176 | gLog << err << "Sorry, sequence file '" << kSequence << "' doesn't exist." << endl;
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| 177 | return -1;
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| 178 | }
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| 179 |
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| 180 | //
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| 181 | // Setup sequence and check its validity
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| 182 | //
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| 183 | MSequence seq(kSequence);
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| 184 | if (kPrintSeq)
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| 185 | {
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| 186 | gLog << all;
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| 187 | gLog.Separator(kSequence);
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| 188 | seq.Print();
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| 189 | gLog << endl;
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| 190 | }
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| 191 | if (!seq.IsValid())
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| 192 | {
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| 193 | gLog << err << "Sequence read but not valid!" << endl << endl;
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| 194 | return -1;
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| 195 | }
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| 196 |
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| 197 | //
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| 198 | // Process print options
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| 199 | //
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| 200 |
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| 201 | MDirIter iter;
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| 202 |
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| 203 | if(kUseSeq) {
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| 204 | gLog << inf;
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| 205 | gLog << "Calculate image parameters from sequence ";
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| 206 | gLog << seq.GetName() << endl;
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| 207 | gLog << endl;
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| 208 |
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| 209 |
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| 210 | const Int_t n0 = seq.SetupDatRuns(iter, kInpath, "I");
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| 211 | const Int_t n1 = seq.GetNumDatRuns();
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| 212 |
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| 213 | if (n0==0)
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| 214 | {
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| 215 | gLog << err << "ERROR - No input files of sequence found!" << endl;
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| 216 | return kFALSE;
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| 217 | }
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| 218 | if (n0!=n1)
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| 219 | {
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| 220 | gLog << err << "ERROR - Number of files found (" << n0 << ") doesn't match number of files in sequence (" << n1 << ")" << endl;
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| 221 | return kFALSE;
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| 222 | }
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| 223 |
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| 224 | }
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| 225 |
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| 226 |
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| 227 |
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| 228 | //
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| 229 | // Initialize root
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| 230 | //
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| 231 | MArray::Class()->IgnoreTObjectStreamer();
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| 232 | MParContainer::Class()->IgnoreTObjectStreamer();
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| 233 |
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| 234 | TApplication app("Star", &argc, argv);
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| 235 | if (!gROOT->IsBatch() && !gClient || gROOT->IsBatch() && !kBatch)
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| 236 | {
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| 237 | gLog << err << "Bombing... maybe your DISPLAY variable is not set correctly!" << endl;
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| 238 | return 1;
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| 239 | }
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| 240 |
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| 241 |
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| 242 | // **************************************************** //
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| 243 | // Setup flags for optimization //
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| 244 | // **************************************************** //
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| 245 |
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| 246 |
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| 247 | // Name of the root file where alpha distributions, TTree objects
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| 248 | // with info about the events and cuts applied and info support histograms
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| 249 | // will be stored.
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| 250 | // Write only the name of the file. The Path
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| 251 | // is the one defined previously
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| 252 |
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| 253 | TString RootFilename = kOutpath + "RootFileDynCuts.root";
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| 254 | TString ONFiles = ONDataFilename + "*_I_*.root";
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| 255 | TString OFFFiles = OFFDataFilename + "*_I_*.root";
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| 256 | // Vector containing the theta bins in which data (ON/OFF train/test)
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| 257 | // will be divided. Actually this vector contains the cosinus of
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| 258 | // these theta bins. The dimension of the vector is N+1, where
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| 259 | // N is the number of theta bins intended. The first component of the
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| 260 | // vector is the low bin edge of the first bin, and the last
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| 261 | // vector component the upper bin edge of the last bin.
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| 262 |
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| 263 | TArrayD CosThetaRangeVector(2);
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| 264 | CosThetaRangeVector[1] = 0.866; //30
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| 265 | CosThetaRangeVector[0] = 0.5; // 60
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| 266 |
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| 267 | // Object of MCT1FindSupercutsONOFFThetaLoop created, data that was specified
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| 268 | // above is introduced and ... and the party starts.
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| 269 |
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| 270 | MFindSupercutsONOFFThetaLoop FindSupercuts("MFindSupercutsONOFFThetaLoop",
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| 271 | "Optimizer for the supercuts");
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| 272 |
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| 273 |
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| 274 | // ****************************************************** //
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| 275 | // Calculate and/or apply dynamical cuts //
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| 276 | // ****************************************************** //
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| 277 |
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| 278 | // Hillas data file
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| 279 | //TString datafile = kInpath + "*_I_CrabNebula_E.root";
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| 280 |
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| 281 | TString datafile;
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| 282 | if (kUseSeq)
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| 283 | datafile = kInpath + kDate + "*_I_" + kSource + "*.root";
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| 284 | else
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| 285 | datafile = kInpath + "*" + kSource + "*.root";
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| 286 |
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| 287 | MReadMarsFile read("Events");
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| 288 | read.DisableAutoScheme();
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| 289 | if (kUseSeq)
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| 290 | read.AddFiles(iter);
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| 291 | else
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| 292 | read.AddFile(datafile);
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| 293 |
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| 294 | cout << " datafile is : " << datafile << endl;
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| 295 |
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| 296 | MReadReports readreal;
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| 297 | readreal.AddTree("Events", "MTime.", kTRUE);
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| 298 | readreal.AddTree("Drive");
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| 299 | readreal.AddTree("EffectiveOnTime");
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| 300 | if (kUseSeq)
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| 301 | readreal.AddFiles(iter);
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| 302 | else
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| 303 | readreal.AddFile(datafile);
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| 304 |
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| 305 | // readreal.AddToBranchList("MReportDrive.*");
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| 306 | // readreal.AddToBranchList("MRawEvtHeader.*");
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| 307 | // readreal.AddToBranchList("MEffectiveOnTime.*");
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| 308 |
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| 309 |
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| 310 | MGeomApply geomapl;
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| 311 |
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| 312 | MApplySupercuts appcuts;
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| 313 | appcuts.SetSCFilename(kSCfile);
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| 314 |
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| 315 | MFilterList flist;
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| 316 | MF hadrf("MHadronness.fHadronness<0.5");
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| 317 | MF sizef("MHillas.fSize>300");
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| 318 | MF leakmax("MNewImagePar.fLeakage1<0.25");
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| 319 | MF distmax("MHillasSrc.fDist<300");
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| 320 | MF distmin("MHillasSrc.fDist>60");
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| 321 | MF widthmin("MHillas.fWidth>15");
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| 322 | MF widthmax("MHillas.fWidth<120");
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| 323 |
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| 324 | TString ThetaCutMinString ("MPointingPos.fZd>"); // new! // for magic
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| 325 | ThetaCutMinString += fThetaMin;
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| 326 | MContinue ThetaCutMin(ThetaCutMinString);
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| 327 | ThetaCutMin.SetInverted();
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| 328 |
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| 329 | TString ThetaCutMaxString ("MPointingPos.fZd<"); // new! // for magic
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| 330 | ThetaCutMaxString += fThetaMax;
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| 331 | MContinue ThetaCutMax(ThetaCutMaxString);
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| 332 | ThetaCutMax.SetInverted();
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| 333 |
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| 334 | MContinue cont("(MHillasSrc.fDist<300) && (MHillasSrc.fDist>60) && (MNewImagePar.fLeakage1<0.25) && (MHillas.fSize>60.)");
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| 335 | cont.SetInverted();
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| 336 |
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| 337 |
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| 338 | MRFEnergyEst rfs;
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| 339 | //rfs.SetFile("/datm3/data/RFEnergyEst/EForestsBeforeCutsLZA.root");
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| 340 | //rfs.SetFile("/datm3/data/RFEnergyEst/EForests19990101_10003_I_MCGamTrainHZA_E_10_5.root");
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| 341 | rfs.SetFile("/home/pcmagic16/mazin/mars/files/EForestsHZA.root");
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| 342 |
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| 343 |
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| 344 | //TString outname = Form("%s{s/_I_/_Q_}", kOutpath.Data());
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| 345 | MWriteRootFile &write=*new MWriteRootFile(2, Form("%s{s/_I_/_Q_}", kOutpath.Data()), "RECREATE");
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| 346 | // Write the Events tree
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| 347 | write.AddContainer("MHillas", "Events");
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| 348 | write.AddContainer("MHillasExt", "Events");
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| 349 | write.AddContainer("MHillasSrc", "Events");
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| 350 | write.AddContainer("MImagePar", "Events");
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| 351 | write.AddContainer("MNewImagePar", "Events");
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| 352 | write.AddContainer("MRawEvtHeader", "Events", kFALSE);
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| 353 | write.AddContainer("MPointingPos", "Events");
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| 354 | write.AddContainer("MHadronness","Events", kFALSE);
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| 355 | write.AddContainer("MEnergyEst","Events", kFALSE);
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| 356 |
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| 357 | if(kMc)
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| 358 | {
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| 359 | // Monte Carlo
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| 360 | write.AddContainer("MMcEvt", "Events");
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| 361 | write.AddContainer("MMcTrig", "Events");
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| 362 | // Monte Carlo Headers
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| 363 | write.AddContainer("MMcTrigHeader", "RunHeaders");
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| 364 | write.AddContainer("MMcConfigRunHeader", "RunHeaders");
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| 365 | write.AddContainer("MMcCorsikaRunHeader", "RunHeaders");
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| 366 | write.AddContainer("MMcRunHeader", "RunHeaders", kFALSE);
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| 367 | }
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| 368 | else
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| 369 | {
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| 370 | write.AddContainer("MTime", "Events");
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| 371 | // Run Header
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| 372 | write.AddContainer("MRawRunHeader", "RunHeaders");
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| 373 | write.AddContainer("MBadPixelsCam", "RunHeaders", kFALSE);
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| 374 | write.AddContainer("MGeomCam", "RunHeaders", kFALSE);
|
|---|
| 375 | //write.AddContainer("MObservatory", "RunHeaders");
|
|---|
| 376 | // Drive
|
|---|
| 377 | //write.AddContainer("MSrcPosCam", "Drive");
|
|---|
| 378 | write.AddContainer("MReportDrive", "Drive", kFALSE);
|
|---|
| 379 | write.AddContainer("MTimeDrive", "Drive", kFALSE);
|
|---|
| 380 | // Effective On Time
|
|---|
| 381 | write.AddContainer("MEffectiveOnTime", "EffectiveOnTime", kFALSE);
|
|---|
| 382 | write.AddContainer("MTimeEffectiveOnTime", "EffectiveOnTime", kFALSE);
|
|---|
| 383 | }
|
|---|
| 384 |
|
|---|
| 385 |
|
|---|
| 386 | /*
|
|---|
| 387 | write.AddContainer("MHillas","Events");
|
|---|
| 388 | write.AddContainer("MHillasExt","Events");
|
|---|
| 389 | write.AddContainer("MHillasSrc","Events");
|
|---|
| 390 | write.AddContainer("MImagePar","Events");
|
|---|
| 391 | write.AddContainer("MNewImagePar","Events");
|
|---|
| 392 | write.AddContainer("MPointingPos","Events");
|
|---|
| 393 | write.AddContainer("MRawEvtHeader","Events");
|
|---|
| 394 | write.AddContainer("MTime","Events", kFALSE);
|
|---|
| 395 | write.AddContainer("MHadronness","Events");
|
|---|
| 396 | write.AddContainer("MEnergyEst","Events");
|
|---|
| 397 | // Write the RunHeader tree
|
|---|
| 398 | write.AddContainer("MRawRunHeader","RunHeaders", kFALSE);
|
|---|
| 399 | write.AddContainer("MBadPixelsCam","RunHeaders",kFALSE);
|
|---|
| 400 | write.AddContainer("MGeomCam","RunHeaders",kFALSE);
|
|---|
| 401 | // Write the Drive tree
|
|---|
| 402 | write.AddContainer("MReportDrive","Drive",kFALSE);
|
|---|
| 403 | write.AddContainer("MTimeDrive","Drive",kFALSE);
|
|---|
| 404 | // Write the EffectiveOnTime tree
|
|---|
| 405 | write.AddContainer("MEffectiveOnTime","EffectiveOnTime",kFALSE);
|
|---|
| 406 | write.AddContainer("MTimeEffectiveOnTime","EffectiveOnTime",kFALSE);
|
|---|
| 407 |
|
|---|
| 408 |
|
|---|
| 409 | write.AddContainer("MMcConfigRunHeader", "RunHeaders", kFALSE);
|
|---|
| 410 | write.AddContainer("MMcCorsikaRunHeader", "RunHeaders", kFALSE);
|
|---|
| 411 | write.AddContainer("MMcFadcHeader", "RunHeaders", kFALSE);
|
|---|
| 412 | write.AddContainer("MMcTrigHeader", "RunHeaders", kFALSE);
|
|---|
| 413 | write.AddContainer("MMcEvt", "Events", kFALSE);
|
|---|
| 414 | write.AddContainer("MMcTrig", "Events", kFALSE);
|
|---|
| 415 | */
|
|---|
| 416 | cout << datafile << endl;
|
|---|
| 417 | MParList plist;
|
|---|
| 418 | MTaskList tlist;
|
|---|
| 419 | plist.AddToList(&tlist);
|
|---|
| 420 |
|
|---|
| 421 | MProgressBar bar;
|
|---|
| 422 |
|
|---|
| 423 | switch(kSupercuts)
|
|---|
| 424 | {
|
|---|
| 425 | case kTRUE:
|
|---|
| 426 | switch(kOptimize){
|
|---|
| 427 | case kTRUE:
|
|---|
| 428 | //cout << ONFiles << endl;
|
|---|
| 429 | FindSupercuts.SetPathForFiles(PathForFiles);
|
|---|
| 430 | FindSupercuts.SetDataONOFFRootFilenames(ONFiles, OFFFiles);
|
|---|
| 431 | FindSupercuts.SetFractionTrainTestOnOffEvents(whichfractiontrain,
|
|---|
| 432 | whichfractiontest,
|
|---|
| 433 | whichfractiontrainOFF,
|
|---|
| 434 | whichfractiontestOFF);
|
|---|
| 435 | FindSupercuts.SetGammaEfficiency(gammaeff);
|
|---|
| 436 | FindSupercuts.SetAlphaSig(alphasig);
|
|---|
| 437 | // Bkg alpha region is set
|
|---|
| 438 | FindSupercuts.SetAlphaBkgMin(alphabkgmin);
|
|---|
| 439 | FindSupercuts.SetAlphaBkgMax(alphabkgmax);
|
|---|
| 440 | // alpha bkg and signal region set in object FindSupercuts
|
|---|
| 441 | // are re-checked in order to be sure that make sense
|
|---|
| 442 | FindSupercuts.CheckAlphaSigBkg();
|
|---|
| 443 | // Degree of the polynomials used to fit the ON OFF data is set
|
|---|
| 444 | FindSupercuts.SetDegreeON(degree);
|
|---|
| 445 | FindSupercuts.SetDegreeOFF(degree);
|
|---|
| 446 | // binning for alpha plots is defined
|
|---|
| 447 | FindSupercuts.SetAlphaPlotBinining(NAlphaBins, AlphaBinLow, AlphaBinUp);
|
|---|
| 448 | // Size range is defined
|
|---|
| 449 | FindSupercuts.SetSizeRange(SizeLow, SizeUp);
|
|---|
| 450 | FindSupercuts.SetFilters(LeakageMax, DistMax, DistMin);
|
|---|
| 451 | FindSupercuts.SetNormFactorFromAlphaBkg(NormFactorFromAlphaBkg);
|
|---|
| 452 | FindSupercuts.SetUseFittedQuantities(UseFittedQuantities);
|
|---|
| 453 | FindSupercuts.SetVariableUseStaticCuts(UseStaticCuts);
|
|---|
| 454 | FindSupercuts.SetVariableNotUseTheta(NotUseTheta);
|
|---|
| 455 | FindSupercuts.SetReadMatricesFromFile(kFALSE);// normal case kFALSE
|
|---|
| 456 | FindSupercuts.SetTrainParameters(kTRUE);
|
|---|
| 457 | FindSupercuts.SetSkipOptimization(kFALSE);
|
|---|
| 458 |
|
|---|
| 459 | FindSupercuts.SetUseInitialSCParams(kTRUE);
|
|---|
| 460 | FindSupercuts.SetTestParameters(TestParams);
|
|---|
| 461 | FindSupercuts.SetHadronnessName("MHadSC");
|
|---|
| 462 | FindSupercuts.SetHadronnessNameOFF("MHadOFFSC");
|
|---|
| 463 | FindSupercuts.SetAlphaDistributionsRootFilename (RootFilename);
|
|---|
| 464 | FindSupercuts.SetCosThetaRangeVector (CosThetaRangeVector);
|
|---|
| 465 |
|
|---|
| 466 | // energy estimation from Thomas Hengstebeck
|
|---|
| 467 |
|
|---|
| 468 |
|
|---|
| 469 | // Names for all root files (matrices, alpha distributions...) are created
|
|---|
| 470 | FindSupercuts.SetALLNames();
|
|---|
| 471 |
|
|---|
| 472 | if(ReadInitParamsFromAsciiFile)
|
|---|
| 473 | {
|
|---|
| 474 | // Initial SC Parameters and steps are retrieved from Ascii file
|
|---|
| 475 | if(!FindSupercuts.ReadSCParamsFromAsciiFile(InitSCParamAsciiFile,NInitSCPar))
|
|---|
| 476 | {
|
|---|
| 477 | cout << "Initial SC Parameters could not be read from Ascii file "
|
|---|
| 478 | << InitSCParamAsciiFile << endl
|
|---|
| 479 | << "Aborting execution of macro... " << endl;
|
|---|
| 480 | return -1;
|
|---|
| 481 | }
|
|---|
| 482 | }
|
|---|
| 483 |
|
|---|
| 484 | // Finally loop over all theta bins defined is executed
|
|---|
| 485 | if (!FindSupercuts.LoopOverThetaRanges())
|
|---|
| 486 | {
|
|---|
| 487 | cout << "Function MFindSupercutsONOFFThetaLoop::LoopOverThetaRanges()" << endl
|
|---|
| 488 | << "could not be performed" << endl;
|
|---|
| 489 | }
|
|---|
| 490 |
|
|---|
| 491 | // Nex and Significance are computed vs alphasig
|
|---|
| 492 | if (!FindSupercuts.ComputeNexSignificanceVSAlphaSig())
|
|---|
| 493 | {
|
|---|
| 494 | cout << "Function MFindSupercutsONOFFThetaLoop::ComputeNexSignificanceVSAlphaSig()" << endl
|
|---|
| 495 | << "could not be performed" << endl;
|
|---|
| 496 | }
|
|---|
| 497 |
|
|---|
| 498 | // Several theta bins are combined to produced a single alpha plot (for train and test)
|
|---|
| 499 | // with single Nex and significances
|
|---|
| 500 | if (CombineCosThetaBinsForTrainSample || CombineCosThetaBinsForTestSample)
|
|---|
| 501 | {
|
|---|
| 502 | if(!FindSupercuts.ComputeOverallSignificance(CombineCosThetaBinsForTrainSample,
|
|---|
| 503 | CombineCosThetaBinsForTestSample))
|
|---|
| 504 | {
|
|---|
| 505 | cout << "Function MFindSupercutsONOFFThetaLoop::ComputeOverallSignificance" << endl
|
|---|
| 506 | << "could not be performed" << endl;
|
|---|
| 507 | }
|
|---|
| 508 | }
|
|---|
| 509 | break;
|
|---|
| 510 | case kFALSE:
|
|---|
| 511 | if(kAlphaMin!=-1)
|
|---|
| 512 | appcuts.SetBGAlphaMin(kAlphaMin);
|
|---|
| 513 | if(kAlphaMax!=-1)
|
|---|
| 514 | appcuts.SetBGAlphaMax(kAlphaMax);
|
|---|
| 515 | if(kAlphaSig!=-1)
|
|---|
| 516 | appcuts.SetAlphaSig(kAlphaSig);
|
|---|
| 517 | if(kDegree!=-1)
|
|---|
| 518 | appcuts.SetPolDegree(kDegree);
|
|---|
| 519 | if(kPlot)
|
|---|
| 520 | appcuts.SetPlotON();
|
|---|
| 521 | appcuts.SetPlotSizeLow(SizeLow);
|
|---|
| 522 | appcuts.SetPlotSizeUp(SizeUp);
|
|---|
| 523 | cout << "alphasignal=" << kAlphaSig << endl;
|
|---|
| 524 | //flist.AddToList(&hadrf);
|
|---|
| 525 | flist.AddToList(&leakmax);
|
|---|
| 526 | flist.AddToList(&distmax);
|
|---|
| 527 | flist.AddToList(&distmin);
|
|---|
| 528 | flist.AddToList(&widthmin);
|
|---|
| 529 | flist.AddToList(&widthmax);
|
|---|
| 530 | flist.AddToList(&sizef);
|
|---|
| 531 | appcuts.SetFilter(&flist);
|
|---|
| 532 | //write.SetFilter(&flist);
|
|---|
| 533 |
|
|---|
| 534 | tlist.AddToList(kMc ? (MTask*)&read : (MTask*)&readreal);
|
|---|
| 535 | cout << " is montecarlo ? " << kMc << endl;
|
|---|
| 536 |
|
|---|
| 537 | tlist.AddToList(&geomapl);
|
|---|
| 538 | tlist.AddToList(&ThetaCutMin, "Events");
|
|---|
| 539 | tlist.AddToList(&ThetaCutMax, "Events");
|
|---|
| 540 | tlist.AddToList(&flist, "Events");
|
|---|
| 541 | tlist.AddToList(&appcuts, "Events");
|
|---|
| 542 | tlist.AddToList(&rfs, "Events");
|
|---|
| 543 | tlist.AddToList(&cont, "Events");
|
|---|
| 544 |
|
|---|
| 545 | //tlist.AddToList(&hsigma);
|
|---|
| 546 | MPrint print1("MTimeDrive");
|
|---|
| 547 | MPrint print2("MEffectiveOnTime");
|
|---|
| 548 | // tlist.AddToList(&print1, "Drive");
|
|---|
| 549 | // tlist.AddToList(&print2, "EffectiveOnTime");
|
|---|
| 550 |
|
|---|
| 551 | tlist.AddToList(&write);
|
|---|
| 552 | MEvtLoop shitloop;
|
|---|
| 553 | shitloop.SetParList(&plist);
|
|---|
| 554 | //
|
|---|
| 555 | // Start to loop over all events
|
|---|
| 556 | //
|
|---|
| 557 | MProgressBar bar;
|
|---|
| 558 | shitloop.SetProgressBar(&bar);
|
|---|
| 559 |
|
|---|
| 560 | if (!shitloop.Eventloop())
|
|---|
| 561 | return -1;
|
|---|
| 562 |
|
|---|
| 563 | /*
|
|---|
| 564 |
|
|---|
| 565 | if (!shitloop.PreProcess())
|
|---|
| 566 | return -1;
|
|---|
| 567 |
|
|---|
| 568 | while (tlist.Process())
|
|---|
| 569 | {
|
|---|
| 570 | //MHadronness *fH = (MHadronness *)plist.FindObject("MHadronness");
|
|---|
| 571 | //cout<< "Hadronness " << fH->GetHadronness() << endl;
|
|---|
| 572 | }
|
|---|
| 573 |
|
|---|
| 574 | if (!shitloop.PostProcess())
|
|---|
| 575 | return -1;
|
|---|
| 576 | */
|
|---|
| 577 | tlist.PrintStatistics();
|
|---|
| 578 |
|
|---|
| 579 |
|
|---|
| 580 | break;
|
|---|
| 581 | }
|
|---|
| 582 | break;
|
|---|
| 583 | case kFALSE:
|
|---|
| 584 | // PUT THINGS FOR THE RANDOM FOREST
|
|---|
| 585 |
|
|---|
| 586 |
|
|---|
| 587 | gLog << endl;
|
|---|
| 588 | gLog.Separator("Applying RF to data");
|
|---|
| 589 |
|
|---|
| 590 |
|
|---|
| 591 | //
|
|---|
| 592 | // Create a empty Parameter List and an empty Task List
|
|---|
| 593 | // The tasklist is identified in the eventloop by its name
|
|---|
| 594 | //
|
|---|
| 595 | //MParList plist;
|
|---|
| 596 |
|
|---|
| 597 | //MTaskList tlist;
|
|---|
| 598 | //plist.AddToList(&tlist);
|
|---|
| 599 | //
|
|---|
| 600 | // ---------------------------------------------------------------
|
|---|
| 601 | // ---------------------------------------------------------------
|
|---|
| 602 | // first event loop: the trees of the random forest are read in
|
|---|
| 603 | // ---------------------------------------------------------------
|
|---|
| 604 | // ---------------------------------------------------------------
|
|---|
| 605 | //
|
|---|
| 606 | MReadTree readrf("Tree",kRFTreeFile);
|
|---|
| 607 | readrf.DisableAutoScheme();
|
|---|
| 608 |
|
|---|
| 609 | MRanForestFill rffill;
|
|---|
| 610 | rffill.SetNumTrees(kNumTrees);
|
|---|
| 611 |
|
|---|
| 612 | tlist.AddToList(&readrf);
|
|---|
| 613 | tlist.AddToList(&rffill);
|
|---|
| 614 |
|
|---|
| 615 | //
|
|---|
| 616 | // Eventloop
|
|---|
| 617 | //
|
|---|
| 618 | MEvtLoop evtloop;
|
|---|
| 619 | evtloop.SetParList(&plist);
|
|---|
| 620 | evtloop.SetProgressBar(&bar);
|
|---|
| 621 |
|
|---|
| 622 | if (!evtloop.Eventloop())
|
|---|
| 623 | return 1;
|
|---|
| 624 |
|
|---|
| 625 |
|
|---|
| 626 | // ---------------------------------------------------------------
|
|---|
| 627 | //
|
|---|
| 628 | // Apply RF to data
|
|---|
| 629 | // ---------------------------------------------------------------
|
|---|
| 630 | // ---------------------------------------------------------------
|
|---|
| 631 | MTaskList tlist3;
|
|---|
| 632 | plist.Replace(&tlist3);
|
|---|
| 633 |
|
|---|
| 634 | // Calc RF
|
|---|
| 635 | MRanForestCalc calc;
|
|---|
| 636 |
|
|---|
| 637 | // Fill Hist (Only for MC file with Gammas & Hadrons mixed)
|
|---|
| 638 | //MFillH fillh3a("MHHadronness");
|
|---|
| 639 | //MFillH fillh3b("MHRanForest");
|
|---|
| 640 |
|
|---|
| 641 |
|
|---|
| 642 | // My intercative task to apply cuts
|
|---|
| 643 | //MTaskInteractive mytask;
|
|---|
| 644 | //mytask.SetPreProcess(PreProcess);
|
|---|
| 645 | //mytask.SetProcess(Process);
|
|---|
| 646 |
|
|---|
| 647 | //
|
|---|
| 648 | // Hadronness cut
|
|---|
| 649 | //
|
|---|
| 650 | // MFHadAlpha cut;
|
|---|
| 651 | // cut.SetCutType(MFHadAlpha::kHadCut );
|
|---|
| 652 | // cut.SetInverted();
|
|---|
| 653 | // MContinue contHad(&cut);
|
|---|
| 654 |
|
|---|
| 655 |
|
|---|
| 656 |
|
|---|
| 657 |
|
|---|
| 658 | // Add to TaskList
|
|---|
| 659 | tlist3.AddToList(kMc ? (MTask*)&read : (MTask*)&readreal);
|
|---|
| 660 | //tlist3.AddToList(&SizeCut);
|
|---|
| 661 | tlist3.AddToList(&calc);
|
|---|
| 662 | tlist3.AddToList(&rfs);
|
|---|
| 663 | // tlist3.AddToList(&fillh3a);
|
|---|
| 664 | // tlist3.AddToList(&fillh3b);
|
|---|
| 665 |
|
|---|
| 666 | //tlist.AddToList(&mytask);
|
|---|
| 667 | //tlist.AddToList(&contHad);
|
|---|
| 668 |
|
|---|
| 669 |
|
|---|
| 670 | // tlist3.AddToList(&flist);
|
|---|
| 671 | tlist3.AddToList(&ThetaCutMax);
|
|---|
| 672 | tlist3.AddToList(&ThetaCutMin);
|
|---|
| 673 | tlist3.AddToList(&write);
|
|---|
| 674 |
|
|---|
| 675 |
|
|---|
| 676 |
|
|---|
| 677 |
|
|---|
| 678 | //
|
|---|
| 679 | // Execute your analysis
|
|---|
| 680 | //
|
|---|
| 681 | // MProgressBar bar;
|
|---|
| 682 | evtloop.SetProgressBar(&bar);
|
|---|
| 683 | if (!evtloop.Eventloop())
|
|---|
| 684 | return 1;
|
|---|
| 685 |
|
|---|
| 686 | tlist3.PrintStatistics();
|
|---|
| 687 |
|
|---|
| 688 | // plist.FindObject("MHRanForest")->DrawClone();
|
|---|
| 689 | // plist.FindObject("MHHadronness")->DrawClone();
|
|---|
| 690 |
|
|---|
| 691 |
|
|---|
| 692 |
|
|---|
| 693 |
|
|---|
| 694 | // END OF PUTTING THINGS FOR THE RANDOM FOREST
|
|---|
| 695 | break;
|
|---|
| 696 | }
|
|---|
| 697 |
|
|---|
| 698 | //abelardo
|
|---|
| 699 | ////////////////////////////////////////////////////////////////////
|
|---|
| 700 | //
|
|---|
| 701 | // Second event loop: simply copy the tree MMcEvtBasic in the tree
|
|---|
| 702 | // "OriginalMC" from the input file to the output file:
|
|---|
| 703 | delete &write;
|
|---|
| 704 | if(kMc)
|
|---|
| 705 | //if(0==1)
|
|---|
| 706 | {
|
|---|
| 707 | MParList plist2;
|
|---|
| 708 | MTaskList tlist2;
|
|---|
| 709 |
|
|---|
| 710 | plist2.AddToList(&tlist2);
|
|---|
| 711 |
|
|---|
| 712 | MReadMarsFile read2("OriginalMC",datafile);
|
|---|
| 713 | // read2.AddFile(AnalysisFilename);
|
|---|
| 714 | read2.DisableAutoScheme();
|
|---|
| 715 |
|
|---|
| 716 | tlist2.AddToList(&read2);
|
|---|
| 717 |
|
|---|
| 718 | MWriteRootFile writeOrig(2, Form("%s{s/_I_/_Q_}", kOutpath.Data()),"UPDATE");
|
|---|
| 719 | writeOrig.AddContainer("MMcEvtBasic", "OriginalMC", kFALSE);
|
|---|
| 720 |
|
|---|
| 721 | tlist2.AddToList(&writeOrig);
|
|---|
| 722 |
|
|---|
| 723 | MEvtLoop evtloop2;
|
|---|
| 724 | bar.SetWindowName("Copying OriginalMC tree...");
|
|---|
| 725 | evtloop2.SetProgressBar(&bar);
|
|---|
| 726 | evtloop2.SetParList(&plist2);
|
|---|
| 727 |
|
|---|
| 728 | if (!evtloop2.Eventloop())
|
|---|
| 729 | return -1;
|
|---|
| 730 |
|
|---|
| 731 | tlist2.PrintStatistics();
|
|---|
| 732 | }
|
|---|
| 733 | // end ab
|
|---|
| 734 | return 0;
|
|---|
| 735 | }
|
|---|
| 736 |
|
|---|
| 737 | Int_t OptimizeCuts()
|
|---|
| 738 | {
|
|---|
| 739 | return 0;
|
|---|
| 740 | }
|
|---|
| 741 |
|
|---|
| 742 |
|
|---|
| 743 |
|
|---|
| 744 |
|
|---|
| 745 |
|
|---|
| 746 |
|
|---|
| 747 | // ---------------------------------------------------------------------
|
|---|
| 748 | //
|
|---|
| 749 | // Interactive Task
|
|---|
| 750 | //
|
|---|
| 751 | //
|
|---|
| 752 | // Data members of the InteractiveTask
|
|---|
| 753 | MParList *fParList;
|
|---|
| 754 | MTaskList *fTaskList;
|
|---|
| 755 | MHadronness *fHadronness;
|
|---|
| 756 | MHillas *fHillas;
|
|---|
| 757 |
|
|---|
| 758 |
|
|---|
| 759 | Int_t PreProcess(MParList *plist)
|
|---|
| 760 | {
|
|---|
| 761 | // Get parameter and tasklist, see Process
|
|---|
| 762 | fParList = plist;
|
|---|
| 763 | fTaskList = (MTaskList*)plist->FindObject("MTaskList");
|
|---|
| 764 |
|
|---|
| 765 | // Search in the PreProcess for the objects
|
|---|
| 766 | fHadronness = (MHadronness*)fParList->FindObject("MHadronness");
|
|---|
| 767 | fHillas = (MHillas*)fParList->FindObject("MHillas");
|
|---|
| 768 |
|
|---|
| 769 | return kTRUE;
|
|---|
| 770 | }
|
|---|
| 771 |
|
|---|
| 772 | // --------------------------------------------------------------
|
|---|
| 773 | //
|
|---|
| 774 | Int_t Process()
|
|---|
| 775 | {
|
|---|
| 776 | Float_t size = fHillas->GetSize()/0.18; //photons!
|
|---|
| 777 | Float_t had = fHadronness->GetHadronness();
|
|---|
| 778 |
|
|---|
| 779 | if(size<500)
|
|---|
| 780 | return kCONTINUE;
|
|---|
| 781 |
|
|---|
| 782 | if(size>500 && size <1000 && had>0.32)
|
|---|
| 783 | return kCONTINUE;
|
|---|
| 784 |
|
|---|
| 785 | if(size>1000 && size <2000 && had>0.28)
|
|---|
| 786 | return kCONTINUE;
|
|---|
| 787 |
|
|---|
| 788 | if(size>2000 && size <4000 && had>0.12)
|
|---|
| 789 | return kCONTINUE;
|
|---|
| 790 |
|
|---|
| 791 | if(size>4000 && size <8000 && had>0.21)
|
|---|
| 792 | return kCONTINUE;
|
|---|
| 793 |
|
|---|
| 794 | if(size>8000 && had>0.49)
|
|---|
| 795 | return kCONTINUE;
|
|---|
| 796 |
|
|---|
| 797 | return kTRUE;
|
|---|
| 798 | }
|
|---|
| 799 |
|
|---|
| 800 |
|
|---|
| 801 |
|
|---|