dataAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.28/00\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning in <TClass::Init>: no dictionary for class HepMCEvent is available\n",
      "Warning in <TClass::Init>: no dictionary for class Event is available\n",
      "Warning in <TClass::Init>: no dictionary for class Weight is available\n",
      "Warning in <TClass::Init>: no dictionary for class GenParticle is available\n",
      "Warning in <TClass::Init>: no dictionary for class SortableObject is available\n",
      "Warning in <TClass::Init>: no dictionary for class Track is available\n",
      "Warning in <TClass::Init>: no dictionary for class Tower is available\n",
      "Warning in <TClass::Init>: no dictionary for class Jet is available\n",
      "Warning in <TClass::Init>: no dictionary for class MissingET is available\n",
      "Warning in <TClass::Init>: no dictionary for class Electron is available\n",
      "Warning in <TClass::Init>: no dictionary for class Photon is available\n",
      "Warning in <TClass::Init>: no dictionary for class Muon is available\n",
      "Warning in <TClass::Init>: no dictionary for class ScalarHT is available\n"
     ]
    }
   ],
   "source": [
    "# import dependencies\n",
    "import ROOT as root\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# open the file\n",
    "fileName = \"tag_1_delphes_events.root\"\n",
    "directory = str(\"tag_1_delphes_events.root\")\n",
    "File = root.TChain(\"Delphes;1\")\n",
    "File.Add(directory)\n",
    "Number = File.GetEntries()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    },
    "ExecuteTime": {
     "start_time": "2023-04-13T17:00:33.837157Z",
     "end_time": "2023-04-13T17:00:33.955015Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "data": {
      "text/plain": "(array([1.091e+03, 1.062e+03, 9.880e+02, 8.940e+02, 8.100e+02, 7.830e+02,\n        7.130e+02, 6.350e+02, 6.420e+02, 6.140e+02, 6.330e+02, 5.660e+02,\n        5.050e+02, 5.540e+02, 5.280e+02, 5.190e+02, 4.780e+02, 4.720e+02,\n        4.530e+02, 4.430e+02, 4.190e+02, 4.320e+02, 4.040e+02, 3.900e+02,\n        3.860e+02, 3.970e+02, 3.490e+02, 3.630e+02, 3.660e+02, 3.300e+02,\n        3.510e+02, 3.070e+02, 3.060e+02, 2.860e+02, 2.900e+02, 2.790e+02,\n        2.870e+02, 2.710e+02, 2.610e+02, 2.520e+02, 2.700e+02, 2.470e+02,\n        2.160e+02, 2.140e+02, 1.980e+02, 2.090e+02, 1.970e+02, 1.910e+02,\n        1.630e+02, 1.580e+02, 1.600e+02, 1.710e+02, 1.330e+02, 1.330e+02,\n        1.200e+02, 1.350e+02, 1.230e+02, 1.360e+02, 1.100e+02, 9.500e+01,\n        1.030e+02, 9.100e+01, 9.900e+01, 8.600e+01, 7.500e+01, 7.800e+01,\n        5.800e+01, 6.000e+01, 6.000e+01, 5.300e+01, 4.600e+01, 4.100e+01,\n        3.600e+01, 5.700e+01, 4.500e+01, 3.900e+01, 3.900e+01, 4.200e+01,\n        3.400e+01, 2.500e+01, 3.700e+01, 2.500e+01, 1.900e+01, 2.700e+01,\n        1.400e+01, 1.400e+01, 1.600e+01, 1.400e+01, 1.200e+01, 1.300e+01,\n        5.000e+00, 9.000e+00, 6.000e+00, 5.000e+00, 2.000e+00, 5.000e+00,\n        0.000e+00, 1.000e+00, 2.000e+00, 2.000e+00]),\n array([ 22.13957214,  27.12777969,  32.11598724,  37.10419479,\n         42.09240234,  47.08060989,  52.06881744,  57.05702499,\n         62.04523254,  67.03344009,  72.02164764,  77.00985519,\n         81.99806274,  86.98627029,  91.97447784,  96.96268539,\n        101.95089294, 106.93910049, 111.92730804, 116.91551559,\n        121.90372314, 126.89193069, 131.88013824, 136.86834579,\n        141.85655334, 146.84476089, 151.83296844, 156.82117599,\n        161.80938354, 166.79759109, 171.78579865, 176.7740062 ,\n        181.76221375, 186.7504213 , 191.73862885, 196.7268364 ,\n        201.71504395, 206.7032515 , 211.69145905, 216.6796666 ,\n        221.66787415, 226.6560817 , 231.64428925, 236.6324968 ,\n        241.62070435, 246.6089119 , 251.59711945, 256.585327  ,\n        261.57353455, 266.5617421 , 271.54994965, 276.5381572 ,\n        281.52636475, 286.5145723 , 291.50277985, 296.4909874 ,\n        301.47919495, 306.4674025 , 311.45561005, 316.4438176 ,\n        321.43202515, 326.4202327 , 331.40844025, 336.3966478 ,\n        341.38485535, 346.3730629 , 351.36127045, 356.349478  ,\n        361.33768555, 366.3258931 , 371.31410065, 376.3023082 ,\n        381.29051575, 386.2787233 , 391.26693085, 396.2551384 ,\n        401.24334595, 406.2315535 , 411.21976105, 416.2079686 ,\n        421.19617615, 426.1843837 , 431.17259125, 436.1607988 ,\n        441.14900635, 446.1372139 , 451.12542145, 456.113629  ,\n        461.10183655, 466.0900441 , 471.07825165, 476.0664592 ,\n        481.05466675, 486.0428743 , 491.03108185, 496.0192894 ,\n        501.00749695, 505.9957045 , 510.98391205, 515.9721196 ,\n        520.96032715]),\n <BarContainer object of 100 artists>)"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "PT = []\n",
    "for i in range(Number):\n",
    "    Entry = File.GetEntry(i)\n",
    "    EntryFromBranch = File.Jet.GetEntries()\n",
    "    for j in range(EntryFromBranch):\n",
    "        PT.append(File.GetLeaf(\"Jet.PT\").GetValue(j))\n",
    "\n",
    "# plot the list of PT\n",
    "print(PT)\n",
    "plt.hist(PT, bins=100)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10000\n"
     ]
    }
   ],
   "source": [
    "num = []\n",
    "for i in range(Number):\n",
    "    Entry = File.GetEntry(i)\n",
    "    num.append(File.GetLeaf('Jet_size').GetValue())\n",
    "# print(num)\n",
    "print(len(num))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-04-13T17:02:02.642328Z",
     "end_time": "2023-04-13T17:02:05.984665Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}