1 | /* ======================================================================== *\
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2 | !
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3 | ! *
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4 | ! * This file is part of MARS, the MAGIC Analysis and Reconstruction
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5 | ! * Software. It is distributed to you in the hope that it can be a useful
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6 | ! * and timesaving tool in analysing Data of imaging Cerenkov telescopes.
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7 | ! * It is distributed WITHOUT ANY WARRANTY.
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8 | ! *
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9 | ! * Permission to use, copy, modify and distribute this software and its
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10 | ! * documentation for any purpose is hereby granted without fee,
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11 | ! * provided that the above copyright notice appear in all copies and
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12 | ! * that both that copyright notice and this permission notice appear
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13 | ! * in supporting documentation. It is provided "as is" without express
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14 | ! * or implied warranty.
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15 | ! *
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16 | !
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17 | !
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18 | ! Author(s): Thomas Bretz 5/2002 <mailto:tbretz@astro.uni-wuerzburg.de>
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19 | ! Abelardo Moralejo 1/2004 <mailto:moralejo@pd.infn.it>
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20 | ! Eva Domingo 1/2005 <mailto:domingo@ifae.es>
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21 | !
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22 | ! Copyright: MAGIC Software Development, 2000-2004
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23 | !
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24 | !
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25 | \* ======================================================================== */
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26 |
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27 | /////////////////////////////////////////////////////////////////////////////
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28 | //
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29 | // STARMC - STandard Analysis and Reconstruction (MC example)
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30 | //
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31 | // This macro is a version of the standard converter to convert raw data
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32 | // into image parameters, made to show how to run analysis on MC files.
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33 | //
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34 | // (1/2005):: Spline extractor added and additional containers written out
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35 | //
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36 | /////////////////////////////////////////////////////////////////////////////
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37 |
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38 | #include "MImgCleanStd.h"
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39 |
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40 | void makeHillasMC()
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41 | {
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42 | //
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43 | // This is a demonstration program which calculates the image
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44 | // parameters from Magic Monte Carlo files (output of camera).
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45 |
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46 |
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47 | TString* CalibrationFilename;
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48 | TString* AnalysisFilename;
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49 | TString* OutFilename1;
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50 | TString* OutFilename2;
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51 |
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52 | TString rffilename;
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53 | TString dispfilename;
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54 |
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55 | // ------------- USER CHANGE -----------------
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56 | // Comment line starting "CalibrationFileName" to disable calibration.
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57 | // In that case the units of the MHillas.fSize parameter will be ADC counts
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58 | // (rather, equivalent ADC counts in inner pixels, since we correct for the
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59 | // possible differences in gain of outer pixels)
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60 |
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61 | // File to be used in the calibration (must be a camera file without added noise)
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62 | CalibrationFilename = new TString("/mnt/local_wdjrico/jrico/mc/Gammas/Gamma_zbin3_90_7_1290to1299_w0_nonoise.root");
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63 | // File to be analyzed
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64 | AnalysisFilename = new TString("/mnt/users/blanch/magic/TestSample/file*.root");
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65 |
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66 | // Change output file names as desired.
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67 | // If you want only one output (not dividing the events in Train and Test samples),
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68 | // comment the initialization of OutFilename2.
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69 | OutFilename1 = new TString("/mnt/users/blanch/Temp/Prova.root");
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70 | // OutFilename2 = new TString("star_test.root"); // Output file name 2 (train)
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71 |
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72 | // File to read RandomForest
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73 | rffilename="/mnt/users/blanch/magic/Mars-All/Mars_Standard06/mtemp/mifae/programs/RFstd.root";
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74 | // File to read Disp
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75 | dispfilename="/mnt/users/blanch/magic/Mars-All/Mars_Standard06/mtemp/mifae/programs/DISPstd.root";
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76 |
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77 | // Fraction of events (taken at random) which one wants to process from the
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78 | // file to be analyzed (useful to make smaller files if starting sample is too large).
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79 | Float_t accepted_fraction = 1.;
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80 |
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81 |
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82 | // ------------- USER CHANGE -----------------
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83 | // Cleaning levels
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84 | Float_t CleanLev[2] = {4.0, 3.5}; // Tail cuts for image analysis
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85 |
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86 | // Signal extractor
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87 | // (default=Spline, other extraction methods can be used)
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88 | const Int_t wsize=2;
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89 | MExtractor* sigextract = new MExtractTimeAndChargeSpline();
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90 | ((MExtractTimeAndChargeSpline*)sigextract)->SetTimeType(MExtractTimeAndChargeSpline::kHalfMaximum);
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91 | ((MExtractTimeAndChargeSpline*)sigextract)->SetChargeType(MExtractTimeAndChargeSpline::kIntegral);
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92 | ((MExtractTimeAndChargeSpline*)sigextract)->SetRiseTime((Float_t)wsize*0.25);
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93 | ((MExtractTimeAndChargeSpline*)sigextract)->SetFallTime((Float_t)wsize*0.75);
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94 | // Define FADC slices to be integrated in high and low gain:
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95 | sigextract->SetRange(1, 11, 2, 12);
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96 | // Defines when to switch to low gain
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97 | sigextract->SetSaturationLimit(240);
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98 |
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99 |
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100 | // -------------------------------------------
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101 | //
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102 | // Create a empty Parameter List and an empty Task List
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103 | // The tasklist is identified in the eventloop by its name
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104 | //
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105 | MParList plist;
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106 | MTaskList tlist;
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107 | plist.AddToList(&tlist);
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108 |
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109 | // MGeomCamMagic geomcam;
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110 |
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111 | // MSrcPosCam src;
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112 | // WOBBLE MODE!!
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113 | // src.SetX(120.); // units: mm
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114 | // src.SetXY(0.,0.4/geomcam.GetConvMm2Deg());
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115 | // src.SetXY(0.,0.);
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116 | // src.SetReadyToSave();
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117 |
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118 | MBadPixelsCam badpix;
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119 |
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120 | // plist.AddToList(&geomcam);
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121 | // plist.AddToList(&src);
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122 | plist.AddToList(&badpix);
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123 |
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124 | MCerPhotEvt nphot;
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125 | // Stores number of phe
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126 | plist.AddToList(&nphot);
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127 |
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128 | // Now setup the tasks and tasklist:
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129 | // ---------------------------------
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130 | //
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131 | MReadMarsFile read("Events");
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132 | if (CalibrationFilename)
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133 | read.AddFile(CalibrationFilename->Data());
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134 | read.DisableAutoScheme();
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135 |
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136 | MGeomApply geom;
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137 | // Reads in geometry from MC file and sets the right sizes for
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138 | // several parameter containers.
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139 |
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140 | MMcPedestalCopy pcopy;
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141 | // Copies pedestal data from the MC file run fadc header to the MPedestalCam container.
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142 |
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143 | MPointingPosCalc pointcalc;
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144 | // Creates MPointingPos object and fill it with the telescope orientation
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145 | // information taken from MMcEvt.
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146 |
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147 | MMcCalibrationUpdate mccalibupdate;
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148 |
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149 | MCalibrateData calib;
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150 | // Transforms signals from ADC counts into photons. In the first
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151 | // loop it applies a "dummy" calibration supplied by MMcCalibrationUpdate, just
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152 | // to equalize inner and outer pixels. At the end of the first loop, in the
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153 | // PostProcess of MMcCalibrationCalc (see below) the true calibration constants
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154 | // are calculated.
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155 | calib.SetCalibrationMode(MCalibrateData::kFfactor);
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156 |
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157 | // MBlindPixelCalc blind;
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158 | // blind.SetUseInterpolation();
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159 |
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160 | MMcCalibrationCalc mccalibcalc;
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161 | // Calculates calibration constants to convert from ADC counts to photons.
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162 |
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163 | MAddGainFluctuation gainfluc;
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164 | //gainfluc.FillHist(1,0.5);
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165 | gainfluc.FillHist(0,0.1); // defaul line to not add fluctuations
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166 | // Adds Gain fluctuations
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167 |
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168 | MImgCleanStd clean(CleanLev[0], CleanLev[1]);
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169 | // Applies tail cuts to image. Since the calibration is performed on
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170 | // noiseless camera files, the precise values of the cleaning levels
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171 | // are unimportant for the calibration file processing (in any case,
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172 | // only pixels without any C-photon will be rejected).
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173 | clean.SetCleanRings(1);
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174 | // clean.SetRemoveSingle(kFALSE);
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175 | // clean.SetMethod(MImgCleanStd::kDemocratic);
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176 |
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177 | MHillasCalc hcalc;
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178 | // Calculates Hillas parameters.
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179 |
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180 | tlist.AddToList(&read);
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181 | tlist.AddToList(&geom);
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182 | tlist.AddToList(&pcopy);
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183 | tlist.AddToList(&pointcalc);
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184 | tlist.AddToList(sigextract);
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185 | tlist.AddToList(&mccalibupdate);
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186 | tlist.AddToList(&calib);
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187 | tlist.AddToList(&clean);
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188 | // tlist.AddToList(&blind);
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189 | tlist.AddToList(&hcalc);
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190 | tlist.AddToList(&mccalibcalc);
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191 |
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192 |
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193 | //
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194 | // Open output files:
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195 | //
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196 |
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197 | MWriteRootFile write1(OutFilename1->Data()); // Writes output1
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198 | write1.AddContainer("MRawRunHeader", "RunHeaders");
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199 | write1.AddContainer("MMcRunHeader", "RunHeaders");
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200 | write1.AddContainer("MSrcPosCam", "RunHeaders");
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201 | write1.AddContainer("MGeomCam", "RunHeaders");
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202 | write1.AddContainer("MMcConfigRunHeader", "RunHeaders");
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203 | write1.AddContainer("MMcCorsikaRunHeader", "RunHeaders");
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204 | write1.AddContainer("MMcFadcHeader", "RunHeaders");
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205 | write1.AddContainer("MMcTrigHeader", "RunHeaders");
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206 | write1.AddContainer("MGainFluctuationCam", "RunHeaders");
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207 |
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208 | write1.AddContainer("MRawEvtHeader", "Events");
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209 | write1.AddContainer("MMcEvt", "Events");
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210 | write1.AddContainer("MHillas", "Events");
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211 | write1.AddContainer("MHillasExt", "Events");
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212 | write1.AddContainer("MHillasSrc", "Events");
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213 | write1.AddContainer("MImagePar", "Events");
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214 | write1.AddContainer("MNewImagePar", "Events");
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215 | write1.AddContainer("MConcentration", "Events");
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216 | write1.AddContainer("MIslands", "Events");
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217 | write1.AddContainer("MTopology", "Events");
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218 | write1.AddContainer("MPointingPos", "Events");
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219 | write1.AddContainer("MHadronness", "Events");
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220 | write1.AddContainer("MImageParDisp" , "Events");
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221 | //write1.AddContainer("MArrivalTimeCam", "Events");
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222 | //write1.AddContainer("MCerPhotEvt", "Events");
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223 |
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224 | if (OutFilename2)
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225 | {
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226 | MWriteRootFile write2(OutFilename2->Data()); // Writes output2
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227 | write2.AddContainer("MRawRunHeader", "RunHeaders");
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228 | write2.AddContainer("MMcRunHeader", "RunHeaders");
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229 | write2.AddContainer("MSrcPosCam", "RunHeaders");
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230 | write2.AddContainer("MGeomCam", "RunHeaders");
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231 | write2.AddContainer("MMcConfigRunHeader", "RunHeaders");
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232 | write2.AddContainer("MMcCorsikaRunHeader", "RunHeaders");
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233 | write2.AddContainer("MMcFadcHeader", "RunHeaders");
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234 | write2.AddContainer("MMcTrigHeader", "RunHeaders");
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235 | write2.AddContainer("MGainFluctuationCam", "RunHeaders");
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236 |
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237 | write2.AddContainer("MRawEvtHeader", "Events");
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238 | write2.AddContainer("MMcEvt", "Events");
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239 | write2.AddContainer("MHillas", "Events");
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240 | write2.AddContainer("MHillasExt", "Events");
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241 | write2.AddContainer("MHillasSrc", "Events");
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242 | write2.AddContainer("MImagePar", "Events");
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243 | write2.AddContainer("MNewImagePar", "Events");
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244 | write2.AddContainer("MConcentration", "Events");
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245 | write2.AddContainer("MIslands", "Events");
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246 | write2.AddContainer("MTopology", "Events");
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247 | write2.AddContainer("MPointingPos", "Events");
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248 | write2.AddContainer("MHadronness", "Events");
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249 | write2.AddContainer("MImageParDisp" , "Events");
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250 | //write2.AddContainer("MArrivalTimeCam", "Events");
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251 | //write2.AddContainer("MCerPhotEvt", "Events");
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252 |
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253 |
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254 | // Divide output in train and test samples, using the event number
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255 | // (odd/even) to achieve otherwise unbiased event samples:
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256 | MF filter1("{MMcEvt.fEvtNumber%2}>0.5");
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257 | MF filter2("{MMcEvt.fEvtNumber%2}<0.5");
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258 |
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259 | write1.SetFilter(&filter1);
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260 | write2.SetFilter(&filter2);
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261 | }
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262 |
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263 |
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264 | //
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265 | // FIRST LOOP: Calibration loop (with no noise file)
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266 | //
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267 | MProgressBar bar;
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268 | bar.SetWindowName("Calibrating...");
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269 |
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270 | MEvtLoop evtloop;
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271 | evtloop.SetProgressBar(&bar);
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272 | evtloop.SetParList(&plist);
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273 |
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274 | if (CalibrationFilename)
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275 | {
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276 | if (!evtloop.Eventloop())
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277 | return;
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278 | mccalibcalc.GetHistADC2PhotEl()->Write();
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279 | mccalibcalc.GetHistPhot2PhotEl()->Write();
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280 | // Writes out the histograms used for calibration.
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281 | }
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282 |
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283 | //
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284 | // SECOND LOOP: TO READ THE RANDOM FOREST FILE(S)
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285 | //
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286 |
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287 | MParList plistrf;
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288 | MTaskList tlistrf;
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289 | MRanForest ranforest;
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290 | MRanTree rantree;
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291 |
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292 | if(rffilename.Length())
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293 | {
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294 | plistrf.AddToList(&tlistrf);
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295 | plistrf.AddToList(&ranforest);
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296 | plistrf.AddToList(&rantree);
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297 |
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298 | MReadTree readrf("Tree",rffilename);
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299 | readrf.DisableAutoScheme();
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300 |
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301 | MRanForestFill rffill;
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302 | rffill.SetNumTrees(100);
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303 |
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304 | tlistrf.AddToList(&readrf);
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305 | tlistrf.AddToList(&rffill);
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306 |
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307 | MEvtLoop evtlooprf;
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308 | evtlooprf.SetParList(&plistrf);
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309 | if (!evtlooprf.Eventloop())
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310 | return;
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311 |
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312 | tlistrf.PrintStatistics();
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313 | }
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314 |
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315 |
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316 | //
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317 | // THIRD LOOP: Analysis loop (process file with noise)
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318 | //
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319 | bar.SetWindowName("Analyzing...");
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320 |
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321 | MIslands isl;
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322 | MArrivalTimeCam timecam;
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323 | MTopology topology;
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324 | plist.AddToList(&isl);
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325 | plist.AddToList(&timecam);
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326 | plist.AddToList(&topology);
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327 | plist.AddToList(&rantree);
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328 | plist.AddToList(&ranforest);
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329 |
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330 | MArrivalTimeCalc2 timecalc;
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331 | // Calculates the arrival time as the mean time of the fWindowSize
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332 | // time slices which have the highest integral content.
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333 | // MArrivalTimeCalc timecalc;
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334 | // Calculates the arrival times of photons. Returns the absolute
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335 | // maximum of the spline that interpolates the FADC slices.
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336 |
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337 | MIslandsCalc islcalc;
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338 | islcalc.SetOutputName("MIslands");
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339 | islcalc.SetAlgorithm(1);
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340 | // MIslandsClean islclean(40);
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341 | // islclean.SetInputName("MIslands");
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342 | // islclean.SetMethod(1);
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343 |
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344 | MTopologyCalc topcalc;
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345 |
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346 | // Change the read task by another one which reads the file we want to analyze:
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347 | MReadMarsFile read2("Events","/mnt/users/blanch/magic/TestSample/file*.root");
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348 | // MReadMarsFile read2("Events","/mnt/users/blanch/magic/TestSample/file53.root");
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349 | // read2.AddFile(AnalysisFilename->Data());
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350 | read2.DisableAutoScheme();
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351 | tlist.AddToListBefore(&read2, &read);
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352 | tlist.RemoveFromList(&read);
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353 |
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354 |
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355 | // Add new tasks (Islands and Topology calculations)
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356 | tlist.AddToListBefore(&timecalc,&mccalibupdate);
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357 | tlist.AddToListBefore(&islcalc,&hcalc);
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358 | // tlist.AddToListBefore(&islclean,&hcalc);
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359 | tlist.AddToListBefore(&topcalc,&hcalc);
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360 |
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361 | // Add Task to Add Gain Fluctuations
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362 | tlist.AddToListBefore(&gainfluc, &hcalc);
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363 |
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364 | MGeomCamMagic geomcam;// = new MGeomCam();
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365 | plist.AddToList(&geomcam);
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366 |
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367 |
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368 | MHillasDisplay* disphillas=NULL;
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369 | disphillas = new MHillasDisplay(&nphot,&geomcam);
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370 |
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371 | // Analyze only the desired fraction of events, skip the rest:
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372 | MFEventSelector eventselector;
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373 | Float_t rejected_fraction = 1. - accepted_fraction;
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374 | eventselector.SetSelectionRatio(rejected_fraction);
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375 | MContinue skip(&eventselector);
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376 | tlist.AddToListBefore(&skip, sigextract);
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377 |
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378 | // Remove calibration task from list.
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379 | tlist.RemoveFromList(&mccalibcalc);
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380 |
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381 | // disp
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382 | // (read in optimum Disp parameter values)
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383 | MDispParameters dispin;
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384 | TArrayD dispPar;
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385 | if(dispfilename.Length())
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386 | {
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387 | TFile inparam(dispfilename);
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388 | dispin.Read("MDispParameters");
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389 | cout << "Optimum parameter values taken for calculating Disp : " << endl;
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390 |
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391 | dispPar = dispin.GetParameters();
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392 | for (Int_t i=0; i<dispPar.GetSize(); i++)
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393 | cout << dispPar[i] << ", ";
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394 | cout << endl;
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395 |
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396 | inparam.Close();
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397 | }
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398 | // Disp results container
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399 | MImageParDisp imagepardisp;
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400 | // Disp histograms
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401 | MHDisp hdisp;
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402 | hdisp.SetName("MHDispAsym");
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403 | hdisp.SetSelectedPos(4);
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404 | MFillH filldisp("MHDispAsym[MHDisp]", "");
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405 |
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406 | // Add RandomForest and Disp task computation
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407 | MRanForestCalc hadrcalc;
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408 | MDispCalc dispcalc;
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409 |
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410 | tlist.AddToList(&dispcalc);
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411 | tlist.AddToList(&filldisp);
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412 | if(rffilename.Length())
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413 | tlist.AddToList(&hadrcalc);
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414 |
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415 | // Add tasks to write output:
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416 | if (OutFilename2)
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417 | {
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418 | tlist.AddToList(&filter1);
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419 | tlist.AddToList(&filter2);
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420 | tlist.AddToList(&write2);
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421 | }
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422 | tlist.AddToList(&write1);
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423 |
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424 | // Add display image with hillas
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425 | disphillas->SetPSFile();
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426 | disphillas->SetPSFileName("provaGF.ps");
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427 | disphillas->SetPause(kFALSE);
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428 | //tlist.AddToList(disphillas);
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429 |
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430 |
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431 | if (!evtloop.Eventloop())
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432 | return;
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433 |
|
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434 | tlist.PrintStatistics();
|
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435 | }
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