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, 3/2004 <mailto:tbretz@astro.uni-wuerzburg.de>
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19 | !
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20 | ! Copyright: MAGIC Software Development, 2000-2004
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21 | !
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22 | !
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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 | // MHFalseSource
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28 | //
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29 | // Create a false source plot. For the Binning in x,y the object MBinning
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30 | // "BinningFalseSource" is taken from the paremeter list.
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31 | //
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32 | // The binning in alpha is currently fixed as 18bins from 0 to 90deg.
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33 | //
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34 | // If MTime, MObservatory and MPointingPos is available in the paremeter
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35 | // list each image is derotated.
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36 | //
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37 | // MHFalseSource fills a 3D histogram with alpha distribution for
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38 | // each (derotated) x and y position.
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39 | //
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40 | // Only a radius of 1.2deg around the camera center is taken into account.
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41 | //
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42 | // The displayed histogram is the projection of alpha<fAlphaCut into
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43 | // the x,y plain and the projection of alpha>90-fAlphaCut
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44 | //
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45 | // By using the context menu (find it in a small region between the single
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46 | // pads) you can change the AlphaCut 'online'
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47 | //
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48 | // Each Z-Projection (Alpha-histogram) is scaled such, that the number
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49 | // of entries fits the maximum number of entries in all Z-Projections.
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50 | // This should correct for the different acceptance in the center
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51 | // and at the vorder of the camera. This, however, produces more noise
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52 | // at the border.
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53 | //
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54 | // Here is a slightly simplified version of the algorithm:
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55 | // ------------------------------------------------------
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56 | // MHillas hil; // Taken as second argument in MFillH
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57 | //
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58 | // MSrcPosCam src;
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59 | // MHillasSrc hsrc;
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60 | // hsrc.SetSrcPos(&src);
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61 | //
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62 | // for (int ix=0; ix<nx; ix++)
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63 | // for (int iy=0; iy<ny; iy++)
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64 | // {
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65 | // TVector2 v(cx[ix], cy[iy]); //cx center of x-bin ix
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66 | // if (rho!=0) //cy center of y-bin iy
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67 | // v=v.Rotate(rho); //image rotation angle
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68 | //
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69 | // src.SetXY(v); //source position in the camera
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70 | //
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71 | // if (!hsrc.Calc(hil)) //calc source dependant hillas
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72 | // return;
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73 | //
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74 | // //fill absolute alpha into histogram
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75 | // const Double_t alpha = hsrc.GetAlpha();
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76 | // fHist.Fill(cx[ix], cy[iy], TMath::Abs(alpha), w);
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77 | // }
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78 | // }
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79 | //
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80 | // Use MHFalse Source like this:
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81 | // -----------------------------
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82 | // MFillH fill("MHFalseSource", "MHillas");
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83 | // or
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84 | // MHFalseSource hist;
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85 | // hist.SetAlphaCut(12.5); // The default value
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86 | // hist.SetBgmean(55); // The default value
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87 | // MFillH fill(&hist, "MHillas");
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88 | //
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89 | // To be implemented:
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90 | // ------------------
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91 | // - a switch to use alpha or |alpha|
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92 | // - taking the binning for alpha from the parlist (binning is
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93 | // currently fixed)
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94 | // - a possibility to change the fit-function (eg using a different TF1)
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95 | // - a possibility to change the fit algorithm (eg which paremeters
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96 | // are fixed at which time)
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97 | // - use a different varaible than alpha
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98 | // - a possiblity to change the algorithm which is used to calculate
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99 | // alpha (or another parameter) is missing (this could be done using
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100 | // a tasklist somewhere...)
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101 | // - a more clever (and faster) algorithm to fill the histogram, eg by
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102 | // calculating alpha once and fill the two coils around the mean
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103 | // - more drawing options...
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104 | // - Move Significance() to a more 'general' place and implement
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105 | // also different algorithms like (Li/Ma)
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106 | // - implement fit for best alpha distribution -- online (Paint)
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107 | // - currently a constant pointing position is assumed in Fill()
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108 | // - the center of rotation need not to be the camera center
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109 | // - ERRORS on each alpha bin to estimate the chi^2 correctly!
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110 | // (sqrt(N)/binwidth) needed for WOlfgangs proposed caluclation
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111 | // of alpha(Li/Ma)
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112 | // - use the g/h-separation filters from the tasklists ("Cut1") as filters
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113 | // two
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114 | //
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115 | //////////////////////////////////////////////////////////////////////////////
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116 | #include "MHFalseSource.h"
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117 |
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118 | #include <TF1.h>
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119 | #include <TF2.h>
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120 | #include <TH2.h>
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121 | #include <TGraph.h>
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122 | #include <TStyle.h>
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123 | #include <TCanvas.h>
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124 | #include <TRandom.h>
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125 | #include <TPaveText.h>
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126 | #include <TStopwatch.h>
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127 |
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128 | #include "MGeomCam.h"
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129 | #include "MSrcPosCam.h"
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130 | #include "MHillasSrc.h"
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131 | #include "MTime.h"
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132 | #include "MObservatory.h"
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133 | #include "MPointingPos.h"
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134 | #include "MAstroCatalog.h"
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135 | #include "MAstroSky2Local.h"
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136 | #include "MStatusDisplay.h"
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137 |
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138 | #include "MMath.h"
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139 | #include "MAlphaFitter.h"
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140 |
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141 | #include "MBinning.h"
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142 | #include "MParList.h"
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143 |
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144 | #include "MLog.h"
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145 | #include "MLogManip.h"
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146 |
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147 | ClassImp(MHFalseSource);
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148 |
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149 | using namespace std;
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150 |
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151 | //class MHillasExt;
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152 |
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153 | // --------------------------------------------------------------------------
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154 | //
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155 | // Default Constructor
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156 | //
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157 | MHFalseSource::MHFalseSource(const char *name, const char *title)
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158 | : fTime(0), fPointPos(0), fObservatory(0), fMm2Deg(-1), fAlphaCut(12.5),
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159 | fBgMean(55), fMinDist(-1), fMaxDist(-1), fMinDW(-1), fMaxDW(-1),
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160 | fHistOff(0)
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161 | {
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162 | //
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163 | // set the name and title of this object
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164 | //
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165 | fName = name ? name : "MHFalseSource";
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166 | fTitle = title ? title : "3D-plot of Alpha vs x, y";
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167 |
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168 | fHist.SetDirectory(NULL);
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169 |
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170 | fHist.SetName("Alpha");
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171 | fHist.SetTitle("3D-plot of Alpha vs x, y");
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172 | fHist.SetXTitle("x [\\circ]");
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173 | fHist.SetYTitle("y [\\circ]");
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174 | fHist.SetZTitle("\\alpha [\\circ]");
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175 | }
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176 |
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177 | void MHFalseSource::MakeSymmetric(TH1 *h)
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178 | {
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179 | h->SetMinimum();
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180 | h->SetMaximum();
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181 |
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182 | const Float_t min = TMath::Abs(h->GetMinimum());
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183 | const Float_t max = TMath::Abs(h->GetMaximum());
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184 |
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185 | const Float_t absmax = TMath::Max(min, max)*1.002;
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186 |
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187 | h->SetMaximum( absmax);
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188 | h->SetMinimum(-absmax);
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189 | }
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190 |
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191 | // --------------------------------------------------------------------------
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192 | //
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193 | // Set the alpha cut (|alpha|<fAlphaCut) which is use to estimate the
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194 | // number of excess events
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195 | //
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196 | void MHFalseSource::SetAlphaCut(Float_t alpha)
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197 | {
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198 | if (alpha<0)
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199 | *fLog << warn << "Alpha<0... taking absolute value." << endl;
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200 |
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201 | fAlphaCut = TMath::Abs(alpha);
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202 |
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203 | Modified();
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204 | }
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205 |
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206 | // --------------------------------------------------------------------------
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207 | //
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208 | // Set mean alpha around which the off sample is determined
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209 | // (fBgMean-fAlphaCut/2<|fAlpha|<fBgMean+fAlphaCut/2) which is use
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210 | // to estimate the number of off events
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211 | //
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212 | void MHFalseSource::SetBgMean(Float_t alpha)
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213 | {
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214 | if (alpha<0)
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215 | *fLog << warn << "Alpha<0... taking absolute value." << endl;
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216 |
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217 | fBgMean = TMath::Abs(alpha);
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218 |
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219 | Modified();
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220 | }
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221 |
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222 | // --------------------------------------------------------------------------
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223 | //
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224 | // Set binnings (takes BinningFalseSource) and prepare filling of the
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225 | // histogram.
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226 | //
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227 | // Also search for MTime, MObservatory and MPointingPos
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228 | //
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229 | //MHillasExt *ext=0;
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230 | Bool_t MHFalseSource::SetupFill(const MParList *plist)
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231 | {
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232 | const MGeomCam *geom = (MGeomCam*)plist->FindObject("MGeomCam");
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233 | if (!geom)
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234 | {
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235 | *fLog << err << "MGeomCam not found... aborting." << endl;
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236 | return kFALSE;
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237 | }
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238 | /*
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239 | ext = (MHillasExt*)plist->FindObject("MHillasExt");
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240 | if (!ext)
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241 | {
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242 | *fLog << err << "MHillasExt not found... aborting." << endl;
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243 | return kFALSE;
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244 | }
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245 | */
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246 | fMm2Deg = geom->GetConvMm2Deg();
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247 |
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248 | const TString off(Form("%sOff", fName.Data()));
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249 | if (fName!=off && fHistOff==NULL)
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250 | {
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251 | const TString desc(Form("%s [%s] found... using ", off.Data(), ClassName()));
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252 | MHFalseSource *hoff = (MHFalseSource*)plist->FindObject(off, ClassName());
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253 | if (!hoff)
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254 | *fLog << inf << "No " << desc << "current data only!" << endl;
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255 | else
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256 | {
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257 | *fLog << inf << desc << "on-off mode!" << endl;
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258 | SetOffData(*hoff);
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259 | }
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260 | }
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261 |
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262 | if (fHistOff)
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263 | MH::SetBinning(&fHist, fHistOff);
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264 | else
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265 | {
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266 | MBinning binsa(18, 0, 90);
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267 | binsa.SetEdges(*plist, "BinningAlpha");
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268 |
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269 | const MBinning *bins = (MBinning*)plist->FindObject("BinningFalseSource");
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270 | if (!bins || bins->IsDefault())
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271 | {
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272 | const Float_t r = (geom ? geom->GetMaxRadius()/3 : 200)*fMm2Deg;
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273 |
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274 | MBinning b;
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275 | b.SetEdges(20, -r, r);
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276 | SetBinning(&fHist, &b, &b, &binsa);
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277 | }
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278 | else
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279 | SetBinning(&fHist, bins, bins, &binsa);
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280 | }
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281 |
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282 | fPointPos = (MPointingPos*)plist->FindObject(AddSerialNumber("MPointingPos"));
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283 | if (!fPointPos)
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284 | *fLog << warn << "MPointingPos not found... no derotation." << endl;
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285 |
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286 | fTime = (MTime*)plist->FindObject(AddSerialNumber("MTime"));
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287 | if (!fTime)
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288 | *fLog << warn << "MTime not found... no derotation." << endl;
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289 |
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290 | fSrcPos = (MSrcPosCam*)plist->FindObject(AddSerialNumber("MSrcPosCam"));
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291 | if (!fSrcPos)
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292 | *fLog << warn << "MSrcPosCam not found... no translation." << endl;
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293 |
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294 | fObservatory = (MObservatory*)plist->FindObject(AddSerialNumber("MObservatory"));
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295 | if (!fObservatory)
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296 | *fLog << warn << "MObservatory not found... no derotation." << endl;
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297 |
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298 | MPointingPos *point = (MPointingPos*)plist->FindObject("MSourcePos", "MPointingPos");
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299 | if (!point)
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300 | point = fPointPos;
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301 |
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302 | // FIXME: Because the pointing position could change we must check
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303 | // for the current pointing position and add a offset in the
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304 | // Fill function!
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305 | fRa = point ? point->GetRa() : 0;
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306 | fDec = point ? point->GetDec() : 90;
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307 |
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308 | return kTRUE;
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309 | }
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310 |
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311 | // --------------------------------------------------------------------------
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312 | //
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313 | // Fill the histogram. For details see the code or the class description
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314 | //
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315 | Bool_t MHFalseSource::Fill(const MParContainer *par, const Stat_t w)
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316 | {
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317 | const MHillas *hil = dynamic_cast<const MHillas*>(par);
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318 | if (!hil)
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319 | {
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320 | *fLog << err << "MHFalseSource::Fill: No container specified!" << endl;
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321 | return kFALSE;
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322 | }
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323 |
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324 | // Get max radius...
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325 | const Double_t maxr = 0.98*TMath::Abs(fHist.GetBinCenter(1));
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326 |
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327 | // Get camera rotation angle
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328 | Double_t rho = 0;
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329 | if (fTime && fObservatory && fPointPos)
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330 | rho = fPointPos->RotationAngle(*fObservatory, *fTime);
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331 | //if (fPointPos)
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332 | // rho = fPointPos->RotationAngle(*fObservatory);
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333 |
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334 | // Create necessary containers for calculation
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335 | MSrcPosCam src;
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336 | MHillasSrc hsrc;
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337 | hsrc.SetSrcPos(&src);
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338 |
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339 | // Get number of bins and bin-centers
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340 | const Int_t nx = fHist.GetNbinsX();
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341 | const Int_t ny = fHist.GetNbinsY();
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342 | Axis_t cx[nx];
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343 | Axis_t cy[ny];
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344 | fHist.GetXaxis()->GetCenter(cx);
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345 | fHist.GetYaxis()->GetCenter(cy);
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346 |
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347 | for (int ix=0; ix<nx; ix++)
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348 | {
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349 | for (int iy=0; iy<ny; iy++)
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350 | {
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351 | // check distance... to get a circle plot
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352 | if (TMath::Hypot(cx[ix], cy[iy])>maxr)
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353 | continue;
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354 |
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355 | // rotate center of bin
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356 | // precalculation of sin/cos doesn't accelerate
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357 | TVector2 v(cx[ix], cy[iy]);
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358 | if (rho!=0)
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359 | v=v.Rotate(rho);
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360 |
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361 | // convert degrees to millimeters
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362 | v *= 1./fMm2Deg;
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363 |
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364 | if (fSrcPos)
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365 | v += fSrcPos->GetXY();
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366 |
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367 | src.SetXY(v);
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368 |
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369 | // Source dependant hillas parameters
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370 | if (hsrc.Calc(*hil/*, ext*/)>0)
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371 | {
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372 | *fLog << warn << "Calculation of MHillasSrc failed for x=" << cx[ix] << " y=" << cy[iy] << endl;
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373 | return kFALSE;
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374 | }
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375 |
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376 | // FIXME: This should be replaced by an external MFilter
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377 | // and/or MTaskList
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378 | // Source dependant distance cut
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379 | if (fMinDist>0 && hsrc.GetDist()*fMm2Deg<fMinDist)
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380 | continue;
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381 | if (fMaxDist>0 && hsrc.GetDist()*fMm2Deg>fMaxDist)
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382 | continue;
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383 |
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384 | if (fMaxDW>0 && hsrc.GetDist()>fMaxDW*hil->GetWidth())
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385 | continue;
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386 | if (fMinDW<0 && hsrc.GetDist()<fMinDW*hil->GetWidth())
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387 | continue;
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388 |
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389 | // Fill histogram
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390 | const Double_t alpha = hsrc.GetAlpha();
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391 | fHist.Fill(cx[ix], cy[iy], TMath::Abs(alpha), w);
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392 | }
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393 | }
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394 |
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395 | return kTRUE;
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396 | }
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397 |
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398 | // --------------------------------------------------------------------------
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399 | //
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400 | // Create projection for off data, taking sum of bin contents of
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401 | // range (fBgMean-fAlphaCut/2, fBgMean+fAlphaCut) Making sure to take
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402 | // the same number of bins than for on-data
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403 | //
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404 | void MHFalseSource::ProjectOff(const TH3D &src, TH2D *h2, TH2D *all)
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405 | {
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406 | TAxis &axe = *src.GetZaxis();
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407 |
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408 | // Find range to cut (left edge and width)
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409 | const Int_t f = axe.FindBin(fBgMean-fAlphaCut/2);
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410 | const Int_t l = axe.FindBin(fAlphaCut)+f-1;
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411 |
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412 | axe.SetRange(f, l);
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413 | const Float_t cut1 = axe.GetBinLowEdge(f);
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414 | const Float_t cut2 = axe.GetBinUpEdge(l);
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415 | h2->SetTitle(Form("Distribution of %.1f\\circ<|\\alpha|<%.1f\\circ in x,y", cut1, cut2));
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416 |
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417 | // Get projection for range
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418 | TH2D *p = (TH2D*)src.Project3D("yx_off_NULL");
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419 |
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420 | // Reset range
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421 | axe.SetRange(0,9999);
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422 |
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423 | //#if ROOT_VERSION_CODE < ROOT_VERSION(4,02,00)
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424 | // Move contents from projection to h2
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425 | h2->Reset();
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426 | h2->Add(p, all->GetMaximum());
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427 | h2->Divide(all);
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428 |
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429 | // Delete p
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430 | delete p;
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431 | /*#else
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432 | p->Scale(all->GetMaximum());
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433 | p->Divide(all);
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434 | #endif*/
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435 |
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436 | // Set Minimum as minimum value Greater Than 0
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437 | h2->SetMinimum(GetMinimumGT(*h2));
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438 | }
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439 |
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440 | // --------------------------------------------------------------------------
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441 | //
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442 | // Create projection for on data, taking sum of bin contents of
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443 | // range (0, fAlphaCut)
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444 | //
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445 | void MHFalseSource::ProjectOn(const TH3D &src, TH2D *h3, TH2D *all)
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446 | {
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447 | TAxis &axe = *src.GetZaxis();
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448 |
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449 | // Find range to cut
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450 | axe.SetRangeUser(0, fAlphaCut);
|
---|
451 | const Float_t cut = axe.GetBinUpEdge(axe.GetLast());
|
---|
452 | h3->SetTitle(Form("Distribution of |\\alpha|<%.1f\\circ in x,y", cut));
|
---|
453 |
|
---|
454 | // Get projection for range
|
---|
455 | TH2D *p = (TH2D*)src.Project3D("yx_on_NULL");
|
---|
456 |
|
---|
457 | // Reset range
|
---|
458 | axe.SetRange(0,9999);
|
---|
459 |
|
---|
460 | //#if ROOT_VERSION_CODE < ROOT_VERSION(4,02,00)
|
---|
461 | // Move contents from projection to h3
|
---|
462 | h3->Reset();
|
---|
463 | h3->Add(p, all->GetMaximum());
|
---|
464 | h3->Divide(all);
|
---|
465 |
|
---|
466 | // Delete p
|
---|
467 | delete p;
|
---|
468 | /*#else
|
---|
469 | p->Scale(all->GetMaximum());
|
---|
470 | p->Divide(all);
|
---|
471 | #endif*/
|
---|
472 |
|
---|
473 | // Set Minimum as minimum value Greater Than 0
|
---|
474 | h3->SetMinimum(GetMinimumGT(*h3));
|
---|
475 | }
|
---|
476 |
|
---|
477 | // --------------------------------------------------------------------------
|
---|
478 | //
|
---|
479 | // Create projection for all data, taking sum of bin contents of
|
---|
480 | // range (0, 90) - corresponding to the number of entries in this slice.
|
---|
481 | //
|
---|
482 | void MHFalseSource::ProjectAll(TH2D *h3)
|
---|
483 | {
|
---|
484 | h3->SetTitle("Number of entries");
|
---|
485 |
|
---|
486 | // Get projection for range
|
---|
487 | #if ROOT_VERSION_CODE < ROOT_VERSION(4,02,00)
|
---|
488 | TH2D *p = (TH2D*)fHist.Project3D("yx_all");
|
---|
489 |
|
---|
490 | // Move contents from projection to h3
|
---|
491 | h3->Reset();
|
---|
492 | h3->Add(p);
|
---|
493 | delete p;
|
---|
494 | #else
|
---|
495 | fHist.Project3D("yx_all");
|
---|
496 | #endif
|
---|
497 |
|
---|
498 | // Set Minimum as minimum value Greater Than 0
|
---|
499 | h3->SetMinimum(GetMinimumGT(*h3));
|
---|
500 | }
|
---|
501 |
|
---|
502 | void MHFalseSource::ProjectOnOff(TH2D *h2, TH2D *h0)
|
---|
503 | {
|
---|
504 | ProjectOn(*fHistOff, h2, h0);
|
---|
505 |
|
---|
506 | TH2D h;
|
---|
507 | MH::SetBinning(&h, h2);
|
---|
508 |
|
---|
509 | // Divide by number of entries in off region (of off-data)
|
---|
510 | ProjectOff(*fHistOff, &h, h0);
|
---|
511 | h2->Divide(&h);
|
---|
512 |
|
---|
513 | // Multiply by number of entries in off region (of on-data)
|
---|
514 | ProjectOff(fHist, &h, h0);
|
---|
515 | h2->Multiply(&h);
|
---|
516 |
|
---|
517 | // Recalculate Minimum
|
---|
518 | h2->SetMinimum(GetMinimumGT(*h2));
|
---|
519 | }
|
---|
520 |
|
---|
521 | // --------------------------------------------------------------------------
|
---|
522 | //
|
---|
523 | // Update the projections and paint them
|
---|
524 | //
|
---|
525 | void MHFalseSource::Paint(Option_t *opt)
|
---|
526 | {
|
---|
527 | // Set pretty color palette
|
---|
528 | gStyle->SetPalette(1, 0);
|
---|
529 |
|
---|
530 | TVirtualPad *padsave = gPad;
|
---|
531 |
|
---|
532 | TH1D* h1;
|
---|
533 | TH2D* h0;
|
---|
534 | TH2D* h2;
|
---|
535 | TH2D* h3;
|
---|
536 | TH2D* h4;
|
---|
537 | TH2D* h5;
|
---|
538 |
|
---|
539 | // Update projection of all-events
|
---|
540 | padsave->GetPad(2)->cd(3);
|
---|
541 | if ((h0 = (TH2D*)gPad->FindObject("Alpha_yx_all")))
|
---|
542 | ProjectAll(h0);
|
---|
543 |
|
---|
544 | // Update projection of on-events
|
---|
545 | padsave->GetPad(1)->cd(1);
|
---|
546 | if ((h3 = (TH2D*)gPad->FindObject("Alpha_yx_on")))
|
---|
547 | ProjectOn(fHist, h3, h0);
|
---|
548 |
|
---|
549 | // Update projection of off-events
|
---|
550 | padsave->GetPad(1)->cd(3);
|
---|
551 | if ((h2 = (TH2D*)gPad->FindObject("Alpha_yx_off")))
|
---|
552 | {
|
---|
553 | if (!fHistOff)
|
---|
554 | ProjectOff(fHist, h2, h0);
|
---|
555 | else
|
---|
556 | ProjectOnOff(h2, h0);
|
---|
557 | }
|
---|
558 |
|
---|
559 | padsave->GetPad(2)->cd(2);
|
---|
560 | if ((h5 = (TH2D*)gPad->FindObject("Alpha_yx_diff")))
|
---|
561 | {
|
---|
562 | h5->Add(h2, h3, -1);
|
---|
563 | MakeSymmetric(h5);
|
---|
564 | }
|
---|
565 |
|
---|
566 | // Update projection of significance
|
---|
567 | padsave->GetPad(1)->cd(2);
|
---|
568 | if (h2 && h3 && (h4 = (TH2D*)gPad->FindObject("Alpha_yx_sig")))
|
---|
569 | {
|
---|
570 | const Int_t nx = h4->GetXaxis()->GetNbins();
|
---|
571 | const Int_t ny = h4->GetYaxis()->GetNbins();
|
---|
572 |
|
---|
573 | Int_t maxx=nx/2;
|
---|
574 | Int_t maxy=ny/2;
|
---|
575 |
|
---|
576 | Int_t max = h4->GetBin(nx, ny);
|
---|
577 |
|
---|
578 | h4->SetEntries(0);
|
---|
579 | for (int ix=1; ix<=nx; ix++)
|
---|
580 | for (int iy=1; iy<=ny; iy++)
|
---|
581 | {
|
---|
582 | const Int_t n = h4->GetBin(ix, iy);
|
---|
583 |
|
---|
584 | const Double_t s = h3->GetBinContent(n);
|
---|
585 | const Double_t b = h2->GetBinContent(n);
|
---|
586 |
|
---|
587 | const Double_t sig = MMath::SignificanceLiMaSigned(s, b);
|
---|
588 |
|
---|
589 | h4->SetBinContent(n, sig);
|
---|
590 |
|
---|
591 | if (sig>h4->GetBinContent(max) && sig>0/* && (ix-nx/2)*(ix-nx/2)+(iy-ny/2)*(iy-ny/2)<nr*nr/9*/)
|
---|
592 | {
|
---|
593 | max = n;
|
---|
594 | maxx=ix;
|
---|
595 | maxy=iy;
|
---|
596 | }
|
---|
597 | }
|
---|
598 |
|
---|
599 | MakeSymmetric(h4);
|
---|
600 |
|
---|
601 | // Update projection of 'the best alpha-plot'
|
---|
602 | padsave->GetPad(2)->cd(1);
|
---|
603 | if ((h1 = (TH1D*)gPad->FindObject("Alpha_z")) && max>0)
|
---|
604 | {
|
---|
605 | const Double_t x = h4->GetXaxis()->GetBinCenter(maxx);
|
---|
606 | const Double_t y = h4->GetYaxis()->GetBinCenter(maxy);
|
---|
607 | const Double_t s = h4->GetBinContent(max);
|
---|
608 |
|
---|
609 | // This is because a 3D histogram x and y are vice versa
|
---|
610 | // Than for their projections
|
---|
611 | TH1 *h = fHist.ProjectionZ("Alpha_z", maxx, maxx, maxy, maxy);
|
---|
612 | h->SetTitle(Form("Distribution of \\alpha for x=%.2f y=%.2f (S_{max}=%.1f\\sigma)", x, y, s));
|
---|
613 |
|
---|
614 | TH1D *h0=0;
|
---|
615 | if ((h0 = (TH1D*)gPad->FindObject("AlphaOff_z")))
|
---|
616 | {
|
---|
617 | fHistOff->ProjectionZ("AlphaOff_z", maxx, maxx, maxy, maxy);
|
---|
618 |
|
---|
619 | /* ============= local scaling ================ */
|
---|
620 | const Int_t f = h0->GetXaxis()->FindFixBin(fBgMean-1.5*fAlphaCut);
|
---|
621 | const Int_t l = h0->GetXaxis()->FindFixBin(fAlphaCut*3)+f-1;
|
---|
622 | h0->Scale(h1->Integral(f, l)/h0->Integral(f, l));
|
---|
623 |
|
---|
624 |
|
---|
625 | //h0->Scale(h1->GetEntries()/h0->GetEntries());
|
---|
626 |
|
---|
627 | /* ============= global scaling ================
|
---|
628 | const Int_t f = fHistOff->GetZaxis()->FindFixBin(fBgMean-1.5*fAlphaCut);
|
---|
629 | const Int_t l = fHistOff->GetZaxis()->FindFixBin(fAlphaCut*3)+f-1;
|
---|
630 |
|
---|
631 | Double_t c0 = fHist.Integral(0, 9999, 0, 9999, f, l);
|
---|
632 | Double_t c1 = fHistOff->Integral(0, 9999, 0, 9999, f, l);
|
---|
633 |
|
---|
634 | h0->Scale(c0/c1);
|
---|
635 | */
|
---|
636 | }
|
---|
637 | }
|
---|
638 | }
|
---|
639 |
|
---|
640 | gPad = padsave;
|
---|
641 | }
|
---|
642 |
|
---|
643 | // --------------------------------------------------------------------------
|
---|
644 | //
|
---|
645 | // Get the MAstroCatalog corresponding to fRa, fDec. The limiting magnitude
|
---|
646 | // is set to 9, while the fov is equal to the current fov of the false
|
---|
647 | // source plot.
|
---|
648 | //
|
---|
649 | TObject *MHFalseSource::GetCatalog()
|
---|
650 | {
|
---|
651 | const Double_t maxr = 0.98*TMath::Abs(fHist.GetBinCenter(1));
|
---|
652 |
|
---|
653 | // Create catalog...
|
---|
654 | MAstroCatalog *stars = new MAstroCatalog;
|
---|
655 | stars->SetLimMag(9);
|
---|
656 | stars->SetGuiActive(kFALSE);
|
---|
657 | stars->SetRadiusFOV(maxr);
|
---|
658 | stars->SetRaDec(fRa*TMath::DegToRad()*15, fDec*TMath::DegToRad());
|
---|
659 | stars->ReadBSC("bsc5.dat");
|
---|
660 |
|
---|
661 | stars->SetBit(kCanDelete);
|
---|
662 | return stars;
|
---|
663 | }
|
---|
664 |
|
---|
665 | // --------------------------------------------------------------------------
|
---|
666 | //
|
---|
667 | // Draw the histogram
|
---|
668 | //
|
---|
669 | void MHFalseSource::Draw(Option_t *opt)
|
---|
670 | {
|
---|
671 | TVirtualPad *pad = gPad ? gPad : MakeDefCanvas(this);
|
---|
672 | pad->SetBorderMode(0);
|
---|
673 |
|
---|
674 | AppendPad("");
|
---|
675 |
|
---|
676 | pad->Divide(1, 2, 1e-10, 0.03);
|
---|
677 |
|
---|
678 | // TObject *catalog = GetCatalog();
|
---|
679 |
|
---|
680 | // Initialize upper part
|
---|
681 | pad->cd(1);
|
---|
682 | // Make sure that the catalog is deleted only once
|
---|
683 | // Normally this is not done by root, because it is not necessary...
|
---|
684 | // but in this case it is necessary, because the catalog is
|
---|
685 | // deleted by the first pad and the second one tries to do the same!
|
---|
686 | // gROOT->GetListOfCleanups()->Add(gPad);
|
---|
687 | gPad->SetBorderMode(0);
|
---|
688 | gPad->Divide(3, 1);
|
---|
689 |
|
---|
690 | // PAD #1
|
---|
691 | pad->GetPad(1)->cd(1);
|
---|
692 | gPad->SetBorderMode(0);
|
---|
693 | fHist.GetZaxis()->SetRangeUser(0,fAlphaCut);
|
---|
694 | TH1 *h3 = fHist.Project3D("yx_on");
|
---|
695 | fHist.GetZaxis()->SetRange(0,9999);
|
---|
696 | h3->SetDirectory(NULL);
|
---|
697 | h3->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
698 | h3->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
699 | h3->Draw("colz");
|
---|
700 | h3->SetBit(kCanDelete);
|
---|
701 | // catalog->Draw("mirror same *");
|
---|
702 |
|
---|
703 | // PAD #2
|
---|
704 | pad->GetPad(1)->cd(2);
|
---|
705 | gPad->SetBorderMode(0);
|
---|
706 | fHist.GetZaxis()->SetRange(0,0);
|
---|
707 | TH1 *h4 = fHist.Project3D("yx_sig"); // Do this to get the correct binning....
|
---|
708 | fHist.GetZaxis()->SetRange(0,9999);
|
---|
709 | h4->SetTitle("Significance");
|
---|
710 | h4->SetDirectory(NULL);
|
---|
711 | h4->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
712 | h4->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
713 | h4->Draw("colz");
|
---|
714 | h4->SetBit(kCanDelete);
|
---|
715 | // catalog->Draw("mirror same *");
|
---|
716 |
|
---|
717 | // PAD #3
|
---|
718 | pad->GetPad(1)->cd(3);
|
---|
719 | gPad->SetBorderMode(0);
|
---|
720 | TH1 *h2 = 0;
|
---|
721 | if (fHistOff)
|
---|
722 | {
|
---|
723 | fHistOff->GetZaxis()->SetRangeUser(0,fAlphaCut);
|
---|
724 | h2 = fHistOff->Project3D("yx_off");
|
---|
725 | fHistOff->GetZaxis()->SetRange(0,9999);
|
---|
726 | }
|
---|
727 | else
|
---|
728 | {
|
---|
729 | fHist.GetZaxis()->SetRangeUser(fBgMean-fAlphaCut/2, fBgMean+fAlphaCut/2);
|
---|
730 | h2 = fHist.Project3D("yx_off");
|
---|
731 | fHist.GetZaxis()->SetRange(0,9999);
|
---|
732 | }
|
---|
733 | h2->SetDirectory(NULL);
|
---|
734 | h2->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
735 | h2->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
736 | h2->Draw("colz");
|
---|
737 | h2->SetBit(kCanDelete);
|
---|
738 | // catalog->Draw("mirror same *");
|
---|
739 |
|
---|
740 | // Initialize lower part
|
---|
741 | pad->cd(2);
|
---|
742 | // Make sure that the catalog is deleted only once
|
---|
743 | // gROOT->GetListOfCleanups()->Add(gPad);
|
---|
744 | gPad->SetBorderMode(0);
|
---|
745 | gPad->Divide(3, 1);
|
---|
746 |
|
---|
747 | // PAD #4
|
---|
748 | pad->GetPad(2)->cd(1);
|
---|
749 | gPad->SetBorderMode(0);
|
---|
750 | TH1 *h1 = fHist.ProjectionZ("Alpha_z");
|
---|
751 | h1->SetDirectory(NULL);
|
---|
752 | h1->SetTitle("Distribution of \\alpha");
|
---|
753 | h1->SetXTitle(fHist.GetZaxis()->GetTitle());
|
---|
754 | h1->SetYTitle("Counts");
|
---|
755 | h1->Draw();
|
---|
756 | h1->SetBit(kCanDelete);
|
---|
757 | if (fHistOff)
|
---|
758 | {
|
---|
759 | h1->SetLineColor(kGreen);
|
---|
760 |
|
---|
761 | h1 = fHistOff->ProjectionZ("AlphaOff_z");
|
---|
762 | h1->SetDirectory(NULL);
|
---|
763 | h1->SetTitle("Distribution of \\alpha");
|
---|
764 | h1->SetXTitle(fHistOff->GetZaxis()->GetTitle());
|
---|
765 | h1->SetYTitle("Counts");
|
---|
766 | h1->Draw("same");
|
---|
767 | h1->SetBit(kCanDelete);
|
---|
768 | h1->SetLineColor(kRed);
|
---|
769 | }
|
---|
770 |
|
---|
771 | // PAD #5
|
---|
772 | pad->GetPad(2)->cd(2);
|
---|
773 | gPad->SetBorderMode(0);
|
---|
774 | TH1 *h5 = (TH1*)h3->Clone("Alpha_yx_diff");
|
---|
775 | h5->Add(h2, -1);
|
---|
776 | h5->SetTitle("Difference of on- and off-distribution");
|
---|
777 | h5->SetDirectory(NULL);
|
---|
778 | h5->Draw("colz");
|
---|
779 | h5->SetBit(kCanDelete);
|
---|
780 | // catalog->Draw("mirror same *");
|
---|
781 |
|
---|
782 | // PAD #6
|
---|
783 | pad->GetPad(2)->cd(3);
|
---|
784 | gPad->SetBorderMode(0);
|
---|
785 | TH1 *h0 = fHist.Project3D("yx_all");
|
---|
786 | h0->SetDirectory(NULL);
|
---|
787 | h0->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
788 | h0->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
789 | h0->Draw("colz");
|
---|
790 | h0->SetBit(kCanDelete);
|
---|
791 | // catalog->Draw("mirror same *");
|
---|
792 | }
|
---|
793 |
|
---|
794 | // --------------------------------------------------------------------------
|
---|
795 | //
|
---|
796 | // Everything which is in the main pad belongs to this class!
|
---|
797 | //
|
---|
798 | Int_t MHFalseSource::DistancetoPrimitive(Int_t px, Int_t py)
|
---|
799 | {
|
---|
800 | return 0;
|
---|
801 | }
|
---|
802 |
|
---|
803 | // --------------------------------------------------------------------------
|
---|
804 | //
|
---|
805 | // Set all sub-pads to Modified()
|
---|
806 | //
|
---|
807 | void MHFalseSource::Modified()
|
---|
808 | {
|
---|
809 | if (!gPad)
|
---|
810 | return;
|
---|
811 |
|
---|
812 | TVirtualPad *padsave = gPad;
|
---|
813 | padsave->Modified();
|
---|
814 | padsave->GetPad(1)->cd(1);
|
---|
815 | gPad->Modified();
|
---|
816 | padsave->GetPad(1)->cd(3);
|
---|
817 | gPad->Modified();
|
---|
818 | padsave->GetPad(2)->cd(1);
|
---|
819 | gPad->Modified();
|
---|
820 | padsave->GetPad(2)->cd(2);
|
---|
821 | gPad->Modified();
|
---|
822 | padsave->GetPad(2)->cd(3);
|
---|
823 | gPad->Modified();
|
---|
824 | gPad->cd();
|
---|
825 | }
|
---|
826 |
|
---|
827 | // --------------------------------------------------------------------------
|
---|
828 | //
|
---|
829 | // The following resources are available:
|
---|
830 | //
|
---|
831 | // MHFalseSource.DistMin: 0.5
|
---|
832 | // MHFalseSource.DistMax: 1.4
|
---|
833 | // MHFalseSource.DWMin: 0.1
|
---|
834 | // MHFalseSource.DWMax: 0.3
|
---|
835 | //
|
---|
836 | Int_t MHFalseSource::ReadEnv(const TEnv &env, TString prefix, Bool_t print)
|
---|
837 | {
|
---|
838 | Bool_t rc = kFALSE;
|
---|
839 | if (IsEnvDefined(env, prefix, "DistMin", print))
|
---|
840 | {
|
---|
841 | rc = kTRUE;
|
---|
842 | SetMinDist(GetEnvValue(env, prefix, "DistMin", fMinDist));
|
---|
843 | }
|
---|
844 | if (IsEnvDefined(env, prefix, "DistMax", print))
|
---|
845 | {
|
---|
846 | rc = kTRUE;
|
---|
847 | SetMaxDist(GetEnvValue(env, prefix, "DistMax", fMaxDist));
|
---|
848 | }
|
---|
849 |
|
---|
850 | if (IsEnvDefined(env, prefix, "DWMin", print))
|
---|
851 | {
|
---|
852 | rc = kTRUE;
|
---|
853 | SetMinDW(GetEnvValue(env, prefix, "DWMin", fMinDist));
|
---|
854 | }
|
---|
855 | if (IsEnvDefined(env, prefix, "DWMax", print))
|
---|
856 | {
|
---|
857 | rc = kTRUE;
|
---|
858 | SetMaxDW(GetEnvValue(env, prefix, "DWMax", fMaxDist));
|
---|
859 | }
|
---|
860 |
|
---|
861 | return rc;
|
---|
862 | }
|
---|
863 |
|
---|
864 | static Double_t FcnGauss2d(Double_t *x, Double_t *par)
|
---|
865 | {
|
---|
866 | TVector2 v = TVector2(x[0], x[1]).Rotate(par[5]*TMath::DegToRad());
|
---|
867 |
|
---|
868 | const Double_t g0 = TMath::Gaus(v.X(), par[1], par[2]);
|
---|
869 | const Double_t g1 = TMath::Gaus(v.Y(), par[3], par[4]);
|
---|
870 |
|
---|
871 | //Gaus(Double_t x, Double_t mean=0, Double_t sigma=1, Bool_t norm=kFALSE);
|
---|
872 | return par[0]*g0*g1;
|
---|
873 | }
|
---|
874 |
|
---|
875 | // --------------------------------------------------------------------------
|
---|
876 | //
|
---|
877 | // This is a preliminary implementation of a alpha-fit procedure for
|
---|
878 | // all possible source positions. It will be moved into its own
|
---|
879 | // more powerfull class soon.
|
---|
880 | //
|
---|
881 | // The fit function is "gaus(0)+pol2(3)" which is equivalent to:
|
---|
882 | // [0]*exp(-0.5*((x-[1])/[2])^2) + [3] + [4]*x + [5]*x^2
|
---|
883 | // or
|
---|
884 | // A*exp(-0.5*((x-mu)/sigma)^2) + a + b*x + c*x^2
|
---|
885 | //
|
---|
886 | // Parameter [1] is fixed to 0 while the alpha peak should be
|
---|
887 | // symmetric around alpha=0.
|
---|
888 | //
|
---|
889 | // Parameter [4] is fixed to 0 because the first derivative at
|
---|
890 | // alpha=0 should be 0, too.
|
---|
891 | //
|
---|
892 | // In a first step the background is fitted between bgmin and bgmax,
|
---|
893 | // while the parameters [0]=0 and [2]=1 are fixed.
|
---|
894 | //
|
---|
895 | // In a second step the signal region (alpha<sigmax) is fittet using
|
---|
896 | // the whole function with parameters [1], [3], [4] and [5] fixed.
|
---|
897 | //
|
---|
898 | // The number of excess and background events are calculated as
|
---|
899 | // s = int(0, sigint, gaus(0)+pol2(3))
|
---|
900 | // b = int(0, sigint, pol2(3))
|
---|
901 | //
|
---|
902 | // The Significance is calculated using the Significance() member
|
---|
903 | // function.
|
---|
904 | //
|
---|
905 | void MHFalseSource::FitSignificance(Float_t sigint, Float_t sigmax, Float_t bgmin, Float_t bgmax, Byte_t polynom)
|
---|
906 | {
|
---|
907 | // TObject *catalog = GetCatalog();
|
---|
908 |
|
---|
909 | TH1D h0a("A", "", 50, 0, 4000);
|
---|
910 | TH1D h4a("chisq1", "", 50, 0, 35);
|
---|
911 | //TH1D h5a("prob1", "", 50, 0, 1.1);
|
---|
912 | TH1D h6("signifcance", "", 50, -20, 20);
|
---|
913 |
|
---|
914 | TH1D h1("mu", "Parameter \\mu", 50, -1, 1);
|
---|
915 | TH1D h2("sigma", "Parameter \\sigma", 50, 0, 90);
|
---|
916 | TH1D h3("b", "Parameter b", 50, -0.1, 0.1);
|
---|
917 |
|
---|
918 | TH1D h0b("a", "Parameter a (red), A (blue)", 50, 0, 4000);
|
---|
919 | TH1D h4b("\\chi^{2}", "\\chi^{2} (red, green) / significance (black)", 50, 0, 35);
|
---|
920 | //TH1D h5b("prob", "Fit probability: Bg(red), F(blue)", 50, 0, 1.1);
|
---|
921 |
|
---|
922 | h0a.SetLineColor(kBlue);
|
---|
923 | h4a.SetLineColor(kBlue);
|
---|
924 | //h5a.SetLineColor(kBlue);
|
---|
925 | h0b.SetLineColor(kRed);
|
---|
926 | h4b.SetLineColor(kRed);
|
---|
927 | //h5b.SetLineColor(kRed);
|
---|
928 |
|
---|
929 | TH1 *hist = fHist.Project3D("yx_fit");
|
---|
930 | hist->SetDirectory(0);
|
---|
931 | TH1 *hists = fHist.Project3D("yx_fit");
|
---|
932 | hists->SetDirectory(0);
|
---|
933 | TH1 *histb = fHist.Project3D("yx_fit");
|
---|
934 | histb->SetDirectory(0);
|
---|
935 | hist->Reset();
|
---|
936 | hists->Reset();
|
---|
937 | histb->Reset();
|
---|
938 | hist->SetNameTitle("Significance",
|
---|
939 | Form("Fit Region: Signal<%.1f\\circ, %.1f\\circ<Bg<%.1f\\circ",
|
---|
940 | sigmax, bgmin, bgmax));
|
---|
941 | hists->SetName("Excess");
|
---|
942 | histb->SetName("Background");
|
---|
943 | hist->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
944 | hists->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
945 | histb->SetXTitle(fHist.GetXaxis()->GetTitle());
|
---|
946 | hist->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
947 | hists->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
948 | histb->SetYTitle(fHist.GetYaxis()->GetTitle());
|
---|
949 |
|
---|
950 | const Double_t w = fHist.GetZaxis()->GetBinWidth(1);
|
---|
951 |
|
---|
952 | TArrayD maxpar;
|
---|
953 |
|
---|
954 | /* func.SetParName(0, "A");
|
---|
955 | * func.SetParName(1, "mu");
|
---|
956 | * func.SetParName(2, "sigma");
|
---|
957 | */
|
---|
958 |
|
---|
959 | const Int_t nx = hist->GetXaxis()->GetNbins();
|
---|
960 | const Int_t ny = hist->GetYaxis()->GetNbins();
|
---|
961 | //const Int_t nr = nx*nx+ny*ny;
|
---|
962 |
|
---|
963 | Double_t maxalpha0=0;
|
---|
964 | Double_t maxs=3;
|
---|
965 |
|
---|
966 | Int_t maxx=0;
|
---|
967 | Int_t maxy=0;
|
---|
968 |
|
---|
969 | TStopwatch clk;
|
---|
970 | clk.Start();
|
---|
971 |
|
---|
972 | *fLog << inf;
|
---|
973 | *fLog << "Signal fit: alpha < " << sigmax << endl;
|
---|
974 | *fLog << "Integration: alpha < " << sigint << endl;
|
---|
975 | *fLog << "Background fit: " << bgmin << " < alpha < " << bgmax << endl;
|
---|
976 | *fLog << "Polynom order: " << (int)polynom << endl;
|
---|
977 | *fLog << "Fitting False Source Plot..." << flush;
|
---|
978 |
|
---|
979 | TH1 *h0 = fHist.Project3D("yx_entries");
|
---|
980 | Float_t entries = h0->GetMaximum();
|
---|
981 | delete h0;
|
---|
982 |
|
---|
983 | MAlphaFitter fit;
|
---|
984 | fit.SetSignalIntegralMax(sigint);
|
---|
985 | fit.SetSignalFitMax(sigmax);
|
---|
986 | fit.SetBackgroundFitMin(bgmin);
|
---|
987 | fit.SetBackgroundFitMax(bgmax);
|
---|
988 | fit.SetPolynomOrder(polynom);
|
---|
989 |
|
---|
990 | TH1D *h=0, *hoff=0;
|
---|
991 | Double_t scale = 1;
|
---|
992 | for (int ix=1; ix<=nx; ix++)
|
---|
993 | for (int iy=1; iy<=ny; iy++)
|
---|
994 | {
|
---|
995 | // This is because a 3D histogram x and y are vice versa
|
---|
996 | // Than for their projections
|
---|
997 | h = fHist.ProjectionZ("AlphaFit", ix, ix, iy, iy);
|
---|
998 |
|
---|
999 | if (h->GetEntries()==0)
|
---|
1000 | continue;
|
---|
1001 |
|
---|
1002 | // This is a quick hack to correct for the lower acceptance at
|
---|
1003 | // the edge of the camera
|
---|
1004 | h->Scale(entries/h->GetEntries());
|
---|
1005 |
|
---|
1006 | if (fHistOff)
|
---|
1007 | {
|
---|
1008 | hoff = fHistOff->ProjectionZ("AlphaFitOff", ix, ix, iy, iy);
|
---|
1009 | // This is a quick hack to correct for the lower acceptance at
|
---|
1010 | // the edge of the camera
|
---|
1011 | hoff->Scale(entries/h->GetEntries());
|
---|
1012 | scale = fit.Scale(*hoff, *h);
|
---|
1013 | }
|
---|
1014 |
|
---|
1015 | if (!fit.Fit(*h, hoff, scale))
|
---|
1016 | continue;
|
---|
1017 |
|
---|
1018 | const Double_t alpha0 = h->GetBinContent(1);
|
---|
1019 | if (alpha0>maxalpha0)
|
---|
1020 | maxalpha0=alpha0;
|
---|
1021 |
|
---|
1022 | // Fill results into some histograms
|
---|
1023 | h0a.Fill(fit.GetGausA()); // gaus-A
|
---|
1024 | h0b.Fill(fit.GetCoefficient(3)); // 3
|
---|
1025 | h1.Fill(fit.GetGausMu()); // mu
|
---|
1026 | h2.Fill(fit.GetGausSigma()); // sigma-gaus
|
---|
1027 | if (polynom>1 && !fHistOff)
|
---|
1028 | h3.Fill(fit.GetCoefficient(5));
|
---|
1029 | h4b.Fill(fit.GetChiSqSignal());
|
---|
1030 |
|
---|
1031 | const Double_t sig = fit.GetSignificance();
|
---|
1032 | const Double_t b = fit.GetEventsBackground();
|
---|
1033 | const Double_t s = fit.GetEventsSignal();
|
---|
1034 |
|
---|
1035 | const Int_t n = hist->GetBin(ix, iy);
|
---|
1036 | hists->SetBinContent(n, s-b);
|
---|
1037 | histb->SetBinContent(n, b);
|
---|
1038 |
|
---|
1039 | hist->SetBinContent(n, sig);
|
---|
1040 | if (sig!=0)
|
---|
1041 | h6.Fill(sig);
|
---|
1042 |
|
---|
1043 | if (sig>maxs)
|
---|
1044 | {
|
---|
1045 | maxs = sig;
|
---|
1046 | maxx = ix;
|
---|
1047 | maxy = iy;
|
---|
1048 | maxpar = fit.GetCoefficients();
|
---|
1049 | }
|
---|
1050 | }
|
---|
1051 |
|
---|
1052 | *fLog << "Done." << endl;
|
---|
1053 |
|
---|
1054 | h0a.GetXaxis()->SetRangeUser(0, maxalpha0*1.5);
|
---|
1055 | h0b.GetXaxis()->SetRangeUser(0, maxalpha0*1.5);
|
---|
1056 |
|
---|
1057 | hists->SetTitle(Form("Excess events for \\alpha<%.0f\\circ (N_{max}=%d)", sigint, (int)hists->GetMaximum()));
|
---|
1058 | histb->SetTitle(Form("Background events for \\alpha<%.0f\\circ", sigint));
|
---|
1059 |
|
---|
1060 | //hists->SetMinimum(GetMinimumGT(*hists));
|
---|
1061 | histb->SetMinimum(GetMinimumGT(*histb));
|
---|
1062 |
|
---|
1063 | MakeSymmetric(hists);
|
---|
1064 | MakeSymmetric(hist);
|
---|
1065 |
|
---|
1066 | clk.Stop();
|
---|
1067 | clk.Print("m");
|
---|
1068 |
|
---|
1069 | TCanvas *c=new TCanvas;
|
---|
1070 |
|
---|
1071 | gStyle->SetPalette(1, 0);
|
---|
1072 |
|
---|
1073 | c->Divide(3,2, 1e-10, 1e-10);
|
---|
1074 | c->cd(1);
|
---|
1075 | gPad->SetBorderMode(0);
|
---|
1076 | hists->Draw("colz");
|
---|
1077 | hists->SetBit(kCanDelete);
|
---|
1078 | // catalog->Draw("mirror same *");
|
---|
1079 | c->cd(2);
|
---|
1080 | gPad->SetBorderMode(0);
|
---|
1081 | hist->Draw("colz");
|
---|
1082 | hist->SetBit(kCanDelete);
|
---|
1083 |
|
---|
1084 |
|
---|
1085 | const Double_t maxr = 0.9*TMath::Abs(fHist.GetBinCenter(1));
|
---|
1086 | TF2 f2d("Gaus-2D", FcnGauss2d, -maxr, maxr, -maxr, maxr, 6);
|
---|
1087 | f2d.SetLineWidth(1);
|
---|
1088 | f2d.SetParName(0, "Max sigma");
|
---|
1089 | f2d.SetParName(1, "Mean_1 deg");
|
---|
1090 | f2d.SetParName(2, "Sigma_1 deg");
|
---|
1091 | f2d.SetParName(3, "Mean_2 deg");
|
---|
1092 | f2d.SetParName(4, "Sigma_2 deg");
|
---|
1093 | f2d.SetParName(5, "Phi deg");
|
---|
1094 | f2d.SetParLimits(1, -maxr/2, maxr/2); // mu_1
|
---|
1095 | f2d.SetParLimits(3, -maxr/2, maxr/2); // mu_2
|
---|
1096 | f2d.SetParLimits(2, 0, maxr); // sigma_1
|
---|
1097 | f2d.SetParLimits(4, 0, maxr); // sigma_2
|
---|
1098 | f2d.SetParLimits(5, 0, 45); // phi
|
---|
1099 | f2d.SetParameter(0, maxs); // A
|
---|
1100 | f2d.SetParameter(1, hist->GetXaxis()->GetBinCenter(maxx)); // mu_1
|
---|
1101 | f2d.SetParameter(2, 0.1); // sigma_1
|
---|
1102 | f2d.SetParameter(3, hist->GetYaxis()->GetBinCenter(maxy)); // mu_2
|
---|
1103 | f2d.SetParameter(4, 0.1); // sigma_2
|
---|
1104 | f2d.FixParameter(5, 0); // phi
|
---|
1105 | hist->Fit(&f2d, "NI0R");
|
---|
1106 | f2d.DrawCopy("cont2same");
|
---|
1107 |
|
---|
1108 |
|
---|
1109 | // catalog->Draw("mirror same *");
|
---|
1110 | c->cd(3);
|
---|
1111 | gPad->SetBorderMode(0);
|
---|
1112 | histb->Draw("colz");
|
---|
1113 | histb->SetBit(kCanDelete);
|
---|
1114 | // catalog->Draw("mirror same *");
|
---|
1115 | c->cd(4);
|
---|
1116 | gPad->Divide(1,3, 0, 0);
|
---|
1117 | TVirtualPad *p=gPad;
|
---|
1118 | p->SetBorderMode(0);
|
---|
1119 | p->cd(1);
|
---|
1120 | gPad->SetBorderMode(0);
|
---|
1121 | h0b.DrawCopy();
|
---|
1122 | h0a.DrawCopy("same");
|
---|
1123 | p->cd(2);
|
---|
1124 | gPad->SetBorderMode(0);
|
---|
1125 | h3.DrawCopy();
|
---|
1126 | p->cd(3);
|
---|
1127 | gPad->SetBorderMode(0);
|
---|
1128 | h2.DrawCopy();
|
---|
1129 | c->cd(6);
|
---|
1130 | gPad->Divide(1,2, 0, 0);
|
---|
1131 | TVirtualPad *q=gPad;
|
---|
1132 | q->SetBorderMode(0);
|
---|
1133 | q->cd(1);
|
---|
1134 | gPad->SetBorderMode(0);
|
---|
1135 | gPad->SetBorderMode(0);
|
---|
1136 | h4b.DrawCopy();
|
---|
1137 | h4a.DrawCopy("same");
|
---|
1138 | h6.DrawCopy("same");
|
---|
1139 | q->cd(2);
|
---|
1140 | gPad->SetBorderMode(0);
|
---|
1141 | //h5b.DrawCopy();
|
---|
1142 | //h5a.DrawCopy("same");
|
---|
1143 | c->cd(5);
|
---|
1144 | gPad->SetBorderMode(0);
|
---|
1145 | if (maxx>0 && maxy>0)
|
---|
1146 | {
|
---|
1147 | const char *title = Form(" \\alpha for x=%.2f y=%.2f (S_{max}=%.1f\\sigma) ",
|
---|
1148 | hist->GetXaxis()->GetBinCenter(maxx),
|
---|
1149 | hist->GetYaxis()->GetBinCenter(maxy), maxs);
|
---|
1150 |
|
---|
1151 | h = fHist.ProjectionZ("AlphaFit", maxx, maxx, maxy, maxy);
|
---|
1152 | h->Scale(entries/h->GetEntries());
|
---|
1153 |
|
---|
1154 | h->SetDirectory(NULL);
|
---|
1155 | h->SetNameTitle("Result \\alpha", title);
|
---|
1156 | h->SetBit(kCanDelete);
|
---|
1157 | h->SetXTitle("\\alpha [\\circ]");
|
---|
1158 | h->SetYTitle("Counts");
|
---|
1159 | h->Draw();
|
---|
1160 |
|
---|
1161 | if (fHistOff)
|
---|
1162 | {
|
---|
1163 | h->SetLineColor(kGreen);
|
---|
1164 |
|
---|
1165 | TH1D *hof=fHistOff->ProjectionZ("AlphaFitOff", maxx, maxx, maxy, maxy);
|
---|
1166 | hof->Scale(entries/hof->GetEntries());
|
---|
1167 |
|
---|
1168 | fit.Scale(*(TH1D*)hof, *(TH1D*)h);
|
---|
1169 |
|
---|
1170 | hof->SetLineColor(kRed);
|
---|
1171 | hof->SetDirectory(NULL);
|
---|
1172 | hof->SetNameTitle("Result \\alpha", title);
|
---|
1173 | hof->SetBit(kCanDelete);
|
---|
1174 | hof->SetXTitle("\\alpha [\\circ]");
|
---|
1175 | hof->SetYTitle("Counts");
|
---|
1176 | hof->Draw("same");
|
---|
1177 |
|
---|
1178 | TH1D *diff = (TH1D*)h->Clone("AlphaFitOnOff");
|
---|
1179 | diff->Add(hof, -1);
|
---|
1180 | diff->SetLineColor(kBlue);
|
---|
1181 | diff->SetNameTitle("Result On-Off \\alpha", title);
|
---|
1182 | diff->SetBit(kCanDelete);
|
---|
1183 | diff->SetXTitle("\\alpha [\\circ]");
|
---|
1184 | diff->SetYTitle("Counts");
|
---|
1185 | diff->Draw("same");
|
---|
1186 |
|
---|
1187 | h->SetMinimum(diff->GetMinimum()<0 ? diff->GetMinimum()*1.2 : 0);
|
---|
1188 |
|
---|
1189 | TLine l;
|
---|
1190 | l.DrawLine(0, 0, 90, 0);
|
---|
1191 | }
|
---|
1192 |
|
---|
1193 | TF1 f1("f1", Form("gaus(0) + pol%d(3)", fHistOff ? 0 : polynom), 0, 90);
|
---|
1194 | TF1 f2("f2", Form("gaus(0) + pol%d(3)", fHistOff ? 0 : polynom), 0, 90);
|
---|
1195 | f1.SetParameters(maxpar.GetArray());
|
---|
1196 | f2.SetParameters(maxpar.GetArray());
|
---|
1197 | f2.FixParameter(0, 0);
|
---|
1198 | f2.FixParameter(1, 0);
|
---|
1199 | f2.FixParameter(2, 1);
|
---|
1200 | f1.SetLineColor(kGreen);
|
---|
1201 | f2.SetLineColor(kRed);
|
---|
1202 |
|
---|
1203 | f2.DrawCopy("same");
|
---|
1204 | f1.DrawCopy("same");
|
---|
1205 |
|
---|
1206 | TPaveText *leg = new TPaveText(0.35, 0.10, 0.90, 0.35, "brNDC");
|
---|
1207 | leg->SetBorderSize(1);
|
---|
1208 | leg->SetTextSize(0.04);
|
---|
1209 | leg->AddText(0.5, 0.82, Form("A * exp(-(\\frac{x-\\mu}{\\sigma})^{2}/2) + pol%d", polynom))->SetTextAlign(22);
|
---|
1210 | //leg->AddText(0.5, 0.82, "A * exp(-(\\frac{x-\\mu}{\\sigma})^{2}/2) + b*x^{2} + a")->SetTextAlign(22);
|
---|
1211 | leg->AddLine(0, 0.65, 0, 0.65);
|
---|
1212 | leg->AddText(0.06, 0.54, Form("A=%.2f", maxpar[0]))->SetTextAlign(11);
|
---|
1213 | leg->AddText(0.06, 0.34, Form("\\sigma=%.2f", maxpar[2]))->SetTextAlign(11);
|
---|
1214 | leg->AddText(0.06, 0.14, Form("\\mu=%.2f (fix)", maxpar[1]))->SetTextAlign(11);
|
---|
1215 | leg->AddText(0.60, 0.54, Form("a=%.2f", maxpar[3]))->SetTextAlign(11);
|
---|
1216 | leg->AddText(0.60, 0.34, Form("b=%.2f (fix)", maxpar[4]))->SetTextAlign(11);
|
---|
1217 | if (polynom>1)
|
---|
1218 | leg->AddText(0.60, 0.14, Form("c=%.2f", !fHistOff?maxpar[5]:0))->SetTextAlign(11);
|
---|
1219 | leg->SetBit(kCanDelete);
|
---|
1220 | leg->Draw();
|
---|
1221 |
|
---|
1222 | q->cd(2);
|
---|
1223 |
|
---|
1224 | TGraph *g = new TGraph;
|
---|
1225 | g->SetPoint(0, 0, 0);
|
---|
1226 |
|
---|
1227 | Int_t max=0;
|
---|
1228 | Float_t maxsig=0;
|
---|
1229 | for (int i=1; i<89; i++)
|
---|
1230 | {
|
---|
1231 | const Double_t s = f1.Integral(0, (float)i)/w;
|
---|
1232 | const Double_t b = f2.Integral(0, (float)i)/w;
|
---|
1233 |
|
---|
1234 | const Double_t sig = MMath::SignificanceLiMaSigned(s, b);
|
---|
1235 |
|
---|
1236 | g->SetPoint(g->GetN(), i, sig);
|
---|
1237 |
|
---|
1238 | if (sig>maxsig)
|
---|
1239 | {
|
---|
1240 | max = i;
|
---|
1241 | maxsig = sig;
|
---|
1242 | }
|
---|
1243 | }
|
---|
1244 |
|
---|
1245 | g->SetNameTitle("SigVs\\alpha", "Significance vs \\alpha");
|
---|
1246 | g->GetHistogram()->SetXTitle("\\alpha_{0} [\\circ]");
|
---|
1247 | g->GetHistogram()->SetYTitle("Significance");
|
---|
1248 | g->SetBit(kCanDelete);
|
---|
1249 | g->Draw("AP");
|
---|
1250 |
|
---|
1251 | leg = new TPaveText(0.35, 0.10, 0.90, 0.25, "brNDC");
|
---|
1252 | leg->SetBorderSize(1);
|
---|
1253 | leg->SetTextSize(0.1);
|
---|
1254 | leg->AddText(Form("S_{max}=%.1f\\sigma at \\alpha_{max}=%d\\circ", maxsig, max));
|
---|
1255 | leg->SetBit(kCanDelete);
|
---|
1256 | leg->Draw();
|
---|
1257 | }
|
---|
1258 | }
|
---|