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, 11/2002 <mailto:tbretz@astro.uni-wuerzburg.de>
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19 | ! Author(s): Rudy Bock, 11/2002 <mailto:rkb@mppmu.mpg.de>
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20 | !
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21 | ! Copyright: MAGIC Software Development, 2000-2002
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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 | void multidimdist2()
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27 | {
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28 | //
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29 | // This is an example program which reads image parameters for gammas
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30 | // and hadrons, builds a 'matrix' of look-alike events,
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31 | // and then finds quality numbers and acceptances for the same sample
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32 |
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33 | // Create an empty Parameter List and an empty Task List
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34 | // The tasklist is identified in the eventloop by its name
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35 | //
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36 | MParList plist;
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37 | MTaskList tlistg;
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38 | plist.AddToList(&tlistg);
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39 |
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40 | //
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41 | // ------------- user attention -----------------
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42 | //
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43 |
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44 | // cut used both for the matrices and the sample
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45 | // for more information see the documentation of MF and MDataChain
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46 | MF filterenergy("MMcEvt.fEnergy > 0");
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47 |
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48 | // matrix limitation for look-alike events (approximate number)
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49 | MFEventSelector selector;
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50 | selector.SetNumSelectEvts(2000);
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51 |
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52 | // setup an AND-Filterlist from the two filters to be used
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53 | // in the event selection for the filling of the matrices
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54 | MFilterList flist;
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55 | flist.AddToList(&filterenergy);
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56 | flist.AddToList(&selector);
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57 |
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58 | //
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59 | // ---------------------------------------------------------------
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60 | // Now set up the tasks and tasklist (first event loop, gammas)
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61 | // ---------------------------------------------------------------
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62 | //
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63 |
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64 | // --------------- user change -----------------
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65 | // Give the names of the star-files to be read
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66 | // Here you give the trainings sample(s) for
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67 | // the gammas
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68 | // If you have only _one_ single Theta
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69 | // remove MMcEvt.fTheta!
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70 | // ---------------------------------------------
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71 | MReadMarsFile readg("Events", "star_gammas0.root");
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72 | readg.DisableAutoScheme();
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73 | tlistg.AddToList(&readg);
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74 |
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75 | MHMatrix matrix("MatrixGammas");
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76 | matrix.AddColumn("MHillas.fWidth");
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77 | matrix.AddColumn("MHillas.fLength");
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78 | matrix.AddColumn("MHillas.fWidth*MHillas.fLength/MHillas.fSize");
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79 | matrix.AddColumn("abs(MHillas.fAsym)");
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80 | matrix.AddColumn("abs(MHillas.fM3Long)");
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81 | matrix.AddColumn("abs(MHillas.fM3Trans)");
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82 | matrix.AddColumn("abs(MHillasSrc.fHeadTail)");
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83 | matrix.AddColumn("MHillas.fConc");
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84 | matrix.AddColumn("MHillas.fConc1");
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85 | matrix.AddColumn("MHillasSrc.fDist");
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86 | matrix.AddColumn("log10(MHillas.fSize)");
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87 | matrix.AddColumn("MHillasSrc.fAlpha");
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88 | matrix.AddColumn("MMcEvt.fTheta");
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89 | plist.AddToList(&matrix);
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90 |
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91 | MFillH fillmatg("MatrixGammas");
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92 | fillmatg.SetFilter(&flist);
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93 | tlistg.AddToList(&flist);
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94 | tlistg.AddToList(&fillmatg);
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95 |
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96 | //
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97 | // --- Create and set up the eventloop (gammas) ---
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98 | //
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99 | MEvtLoop evtloop1;
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100 | evtloop1.SetParList(&plist);
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101 |
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102 | //
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103 | // --- Execute matrix buildup (gammas) ---
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104 | //
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105 | if (!evtloop1.Eventloop())
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106 | return;
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107 |
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108 | tlistg.PrintStatistics();
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109 |
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110 | //
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111 | // ------------------------------------------------------------------
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112 | // prepare second event loop, hadrons
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113 | // ------------------------------------------------------------------
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114 | //
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115 | MTaskList tlisth;
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116 | plist.Replace(&tlisth);
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117 |
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118 | // --------------- user change -----------------
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119 | // Give the names of the star-files to be read
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120 | // Here you give the trainings sample(s) for
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121 | // the hadrons
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122 | // ---------------------------------------------
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123 | MReadMarsFile readh("Events", "star_protons0.root");
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124 | readh.DisableAutoScheme();
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125 | tlisth.AddToList(&readh);
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126 |
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127 | MHMatrix matrixh("MatrixHadrons");
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128 | matrixh.AddColumns(matrix.GetColumns());
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129 | plist.AddToList(&matrixh);
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130 |
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131 | MFillH fillmath("MatrixHadrons");
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132 | fillmath.SetFilter(&flist); // filter list
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133 | tlisth.AddToList(&flist);
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134 | tlisth.AddToList(&fillmath);
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135 |
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136 | //
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137 | // Create and set up the eventloop (protons)
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138 | //
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139 | MEvtLoop evtloop2;
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140 | evtloop2.SetParList(&plist);
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141 |
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142 | //
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143 | // Execute matrix buildup (hadrons)
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144 | //
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145 | if (!evtloop2.Eventloop())
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146 | return;
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147 |
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148 | // sum up in log
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149 | tlisth.PrintStatistics();
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150 |
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151 | matrix.Print("size");
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152 | matrixh.Print("size");
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153 |
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154 | //
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155 | // ----------------------------------------------------------
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156 | // Go through full sample again, now for getting hadronness
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157 | // (third event loop)
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158 | // ----------------------------------------------------------
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159 | //
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160 |
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161 | MTaskList tlist2;
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162 | plist.Replace(&tlist2);
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163 |
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164 | // ------------------- user change --------------------
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165 | // Give the names of the star-files to be read as
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166 | // test samples you should at least have one hadron
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167 | // and one gamma file available
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168 | // ----------------------------------------------------
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169 | MReadMarsFile read2("Events", "star_gammas0.root");
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170 | read2.AddFile("star_protons0.root");
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171 | read2.DisableAutoScheme();
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172 | tlist2.AddToList(&read2);
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173 |
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174 | // ---------------- user attention -----------------
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175 | // Here you may change the algorithm used
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176 | // You can switch from Kernel to Next Neighbor
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177 | // or change the number of used shortest distances
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178 | // For kernel you should always set this to 0 (all)
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179 | // -------------------------------------------------
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180 | MMultiDimDistCalc calc;
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181 | calc.SetUseNumRows(25);
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182 | calc.SetUseKernelMethod(kFALSE);
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183 | tlist2.AddToList(&calc);
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184 |
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185 | MFillH fillh("MHHadronness");
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186 | fillh.SetFilter(&filterenergy);
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187 | tlist2.AddToList(&filterenergy);
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188 | tlist2.AddToList(&fillh);
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189 |
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190 | //
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191 | // Execute analysis of gammas and hadrons
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192 | //
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193 | MProgressBar bar;
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194 | MEvtLoop evtloop3;
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195 | evtloop3.SetProgressBar(&bar);
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196 | evtloop3.SetParList(&plist);
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197 |
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198 | if (!evtloop3.Eventloop())
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199 | return;
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200 |
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201 | tlist2.PrintStatistics();
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202 |
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203 | plist.FindObject("MHHadronness")->DrawClone();
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204 | plist.FindObject("MHHadronness")->Print();
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205 | }
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