Back to home page

EIC code displayed by LXR

 
 

    


Warning, /SR_event_generator/previous/sr_event_generator.ipynb is written in an unsupported language. File is not indexed.

0001 {
0002  "cells": [
0003   {
0004    "cell_type": "markdown",
0005    "id": "03fdd844",
0006    "metadata": {},
0007    "source": [
0008     "# Synchrotron-radiation event generator from Synrad+ table\n",
0009     "\n",
0010     "## authors: Reynier Cruz-Torres*, Benjamen Sterwerf**\n",
0011     "#### -* Lawrence Berkeley National Laboratory\n",
0012     "#### -** University of California, Berkeley\n",
0013     "\n",
0014     "-----\n",
0015     "\n",
0016     "Point the code to a yaml config file in the next cell. That should be the only input needed. This config file is expected to contain the following variables:\n",
0017     "\n",
0018     "- ```input_single_photons```: path to csv file containing the reformatted synrad+ single photons to be combined into events.\n",
0019     "- ```n_events```: number of events to be generated.\n",
0020     "- ```integration_window```: time window that will define one event.\n",
0021     "- ```seed```: random seed for reproducibility. Set to 0 to leave the seed unconstrained.\n",
0022     "\n",
0023     "-----\n",
0024     "\n",
0025     "Libraries needed to run this notebook: ```yaml```, ```numpy```, ```matplotlib.pyplot```, ```pandas```, ```pyhepmc_ng```, ```ROOT```, ```os``` and ```time```."
0026    ]
0027   },
0028   {
0029    "cell_type": "code",
0030    "execution_count": 1,
0031    "id": "294ea2bf",
0032    "metadata": {},
0033    "outputs": [],
0034    "source": [
0035     "config = 'config.yaml'"
0036    ]
0037   },
0038   {
0039    "cell_type": "markdown",
0040    "id": "5a378c74",
0041    "metadata": {},
0042    "source": [
0043     "### Nothing needs to be changed below this line\n",
0044     "\n",
0045     "-----\n",
0046     "\n",
0047     "Loading input from user"
0048    ]
0049   },
0050   {
0051    "cell_type": "code",
0052    "execution_count": 2,
0053    "id": "cd388a21",
0054    "metadata": {},
0055    "outputs": [],
0056    "source": [
0057     "import yaml\n",
0058     "\n",
0059     "with open(config,'r') as stream:\n",
0060     "    conf_dict = yaml.safe_load(stream)\n",
0061     "    \n",
0062     "input_single_photons = conf_dict['input_single_photons']\n",
0063     "n_events = conf_dict['n_events']\n",
0064     "integration_window = conf_dict['integration_window']\n",
0065     "seed = conf_dict['seed']"
0066    ]
0067   },
0068   {
0069    "cell_type": "markdown",
0070    "id": "15294c19",
0071    "metadata": {},
0072    "source": [
0073     "Some additional imports and parameters"
0074    ]
0075   },
0076   {
0077    "cell_type": "code",
0078    "execution_count": 3,
0079    "id": "b46a8e04",
0080    "metadata": {},
0081    "outputs": [
0082     {
0083      "name": "stdout",
0084      "output_type": "stream",
0085      "text": [
0086       "Welcome to JupyROOT 6.26/06\n"
0087      ]
0088     }
0089    ],
0090    "source": [
0091     "import numpy as np\n",
0092     "import pandas as pd\n",
0093     "#import pyhepmc_ng as hep\n",
0094     "import pyhepmc as hep\n",
0095     "import matplotlib.pyplot as plt\n",
0096     "\n",
0097     "import ROOT\n",
0098     "if seed > 0:\n",
0099     "    ROOT.gRandom.SetSeed(seed)\n",
0100     "ROOT.gStyle.SetOptStat(0)\n",
0101     "\n",
0102     "import time\n",
0103     "t0 = time.time()\n",
0104     "\n",
0105     "import os\n",
0106     "outpath = 'output_plots'\n",
0107     "if not os.path.exists(outpath):\n",
0108     "    os.makedirs(outpath)"
0109    ]
0110   },
0111   {
0112    "cell_type": "markdown",
0113    "id": "ddd0042c",
0114    "metadata": {},
0115    "source": [
0116     "Setting some important variables"
0117    ]
0118   },
0119   {
0120    "cell_type": "code",
0121    "execution_count": 4,
0122    "id": "08c98227",
0123    "metadata": {},
0124    "outputs": [],
0125    "source": [
0126     "pid = 22 # 22 = photon, can be changed for testing\n",
0127     "status_000 = 4 # try 1, 2, or 4 (see page 31 in https://arxiv.org/pdf/1912.08005.pdf)\n",
0128     "status_xyz = 1\n",
0129     "\n",
0130     "if seed > 0:\n",
0131     "    outfname = 'out_int_window_{}ns_nevents_{}_pid_{}_status_{}_{}_seed_{}.hepmc'.format(\n",
0132     "        integration_window*1e+09,n_events,pid,status_000,status_xyz,seed)\n",
0133     "else:\n",
0134     "    outfname = 'out_int_window_{}ns_nevents_{}_pid_{}_status_{}_{}.hepmc'.format(\n",
0135     "        integration_window*1e+09,n_events,pid,status_000,status_xyz)"
0136    ]
0137   },
0138   {
0139    "cell_type": "markdown",
0140    "id": "c3f8ea47",
0141    "metadata": {},
0142    "source": [
0143     "#### Loading input data"
0144    ]
0145   },
0146   {
0147    "cell_type": "code",
0148    "execution_count": 5,
0149    "id": "08da06d6",
0150    "metadata": {},
0151    "outputs": [
0152     {
0153      "data": {
0154       "text/html": [
0155        "<div>\n",
0156        "<style scoped>\n",
0157        "    .dataframe tbody tr th:only-of-type {\n",
0158        "        vertical-align: middle;\n",
0159        "    }\n",
0160        "\n",
0161        "    .dataframe tbody tr th {\n",
0162        "        vertical-align: top;\n",
0163        "    }\n",
0164        "\n",
0165        "    .dataframe thead th {\n",
0166        "        text-align: right;\n",
0167        "    }\n",
0168        "</style>\n",
0169        "<table border=\"1\" class=\"dataframe\">\n",
0170        "  <thead>\n",
0171        "    <tr style=\"text-align: right;\">\n",
0172        "      <th></th>\n",
0173        "      <th>x</th>\n",
0174        "      <th>y</th>\n",
0175        "      <th>z</th>\n",
0176        "      <th>px</th>\n",
0177        "      <th>py</th>\n",
0178        "      <th>pz</th>\n",
0179        "      <th>NormFact</th>\n",
0180        "    </tr>\n",
0181        "  </thead>\n",
0182        "  <tbody>\n",
0183        "    <tr>\n",
0184        "      <th>1620504</th>\n",
0185        "      <td>28.2006</td>\n",
0186        "      <td>8.29940</td>\n",
0187        "      <td>-3078.390</td>\n",
0188        "      <td>0.0</td>\n",
0189        "      <td>0.0</td>\n",
0190        "      <td>-0.0</td>\n",
0191        "      <td>0.0</td>\n",
0192        "    </tr>\n",
0193        "    <tr>\n",
0194        "      <th>1420970</th>\n",
0195        "      <td>-27.0238</td>\n",
0196        "      <td>-11.58470</td>\n",
0197        "      <td>-3383.230</td>\n",
0198        "      <td>-0.0</td>\n",
0199        "      <td>-0.0</td>\n",
0200        "      <td>-0.0</td>\n",
0201        "      <td>0.0</td>\n",
0202        "    </tr>\n",
0203        "    <tr>\n",
0204        "      <th>1323913</th>\n",
0205        "      <td>-25.2181</td>\n",
0206        "      <td>-15.22080</td>\n",
0207        "      <td>-706.387</td>\n",
0208        "      <td>-0.0</td>\n",
0209        "      <td>-0.0</td>\n",
0210        "      <td>-0.0</td>\n",
0211        "      <td>0.0</td>\n",
0212        "    </tr>\n",
0213        "    <tr>\n",
0214        "      <th>1035621</th>\n",
0215        "      <td>25.6664</td>\n",
0216        "      <td>-14.49560</td>\n",
0217        "      <td>-3924.800</td>\n",
0218        "      <td>0.0</td>\n",
0219        "      <td>-0.0</td>\n",
0220        "      <td>-0.0</td>\n",
0221        "      <td>0.0</td>\n",
0222        "    </tr>\n",
0223        "    <tr>\n",
0224        "      <th>845663</th>\n",
0225        "      <td>29.0895</td>\n",
0226        "      <td>-4.69247</td>\n",
0227        "      <td>-3911.200</td>\n",
0228        "      <td>0.0</td>\n",
0229        "      <td>-0.0</td>\n",
0230        "      <td>-0.0</td>\n",
0231        "      <td>0.0</td>\n",
0232        "    </tr>\n",
0233        "  </tbody>\n",
0234        "</table>\n",
0235        "</div>"
0236       ],
0237       "text/plain": [
0238        "               x         y         z   px   py   pz  NormFact\n",
0239        "1620504  28.2006   8.29940 -3078.390  0.0  0.0 -0.0       0.0\n",
0240        "1420970 -27.0238 -11.58470 -3383.230 -0.0 -0.0 -0.0       0.0\n",
0241        "1323913 -25.2181 -15.22080  -706.387 -0.0 -0.0 -0.0       0.0\n",
0242        "1035621  25.6664 -14.49560 -3924.800  0.0 -0.0 -0.0       0.0\n",
0243        "845663   29.0895  -4.69247 -3911.200  0.0 -0.0 -0.0       0.0"
0244       ]
0245      },
0246      "execution_count": 5,
0247      "metadata": {},
0248      "output_type": "execute_result"
0249     }
0250    ],
0251    "source": [
0252     "df = pd.read_csv(input_single_photons)\n",
0253     "df = df.sort_values('NormFact')\n",
0254     "\n",
0255     "# x, y, z are in mm, and px, py, pz in GeV\n",
0256     "df.head()"
0257    ]
0258   },
0259   {
0260    "cell_type": "code",
0261    "execution_count": 6,
0262    "id": "6b590d52",
0263    "metadata": {},
0264    "outputs": [
0265     {
0266      "data": {
0267       "image/png": "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\n",
0268       "text/plain": [
0269        "<Figure size 1200x800 with 9 Axes>"
0270       ]
0271      },
0272      "metadata": {},
0273      "output_type": "display_data"
0274     }
0275    ],
0276    "source": [
0277     "df.hist(figsize=(12,8),bins=50)\n",
0278     "plt.show()"
0279    ]
0280   },
0281   {
0282    "cell_type": "code",
0283    "execution_count": 7,
0284    "id": "d04cad49",
0285    "metadata": {},
0286    "outputs": [],
0287    "source": [
0288     "# Uncomment lines below for correlation matrix. It just takes a while for it to run\n",
0289     "#from pandas.plotting import scatter_matrix\n",
0290     "#attributes = ['x','y','z','px','py','pz','NormFact']\n",
0291     "#scatter_matrix(df,figsize=(12,8))\n",
0292     "#plt.savefig('scatter_matrix.png',dpi=600)"
0293    ]
0294   },
0295   {
0296    "cell_type": "markdown",
0297    "id": "9f7f2ed2",
0298    "metadata": {},
0299    "source": [
0300     "#### Creating 1D histogram that will be turned into a generator"
0301    ]
0302   },
0303   {
0304    "cell_type": "code",
0305    "execution_count": 8,
0306    "id": "77115618",
0307    "metadata": {},
0308    "outputs": [],
0309    "source": [
0310     "n_entries = len(df)\n",
0311     "h1_df = ROOT.TH1D('h1_df',';entry;W [#gamma/sec]',n_entries,0,n_entries)\n",
0312     "for i in range(n_entries):\n",
0313     "    h1_df.SetBinContent(i+1,df['NormFact'].iloc[i])"
0314    ]
0315   },
0316   {
0317    "cell_type": "code",
0318    "execution_count": 9,
0319    "id": "73f220ae",
0320    "metadata": {},
0321    "outputs": [
0322     {
0323      "data": {
0324       "image/png": "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\n",
0325       "text/plain": [
0326        "<Figure size 1100x400 with 1 Axes>"
0327       ]
0328      },
0329      "metadata": {},
0330      "output_type": "display_data"
0331     }
0332    ],
0333    "source": [
0334     "plt.figure(figsize=(11,4))\n",
0335     "x = np.linspace(0,1800000,1800000)\n",
0336     "plt.hist(x,weights=df['NormFact'],bins=1800)\n",
0337     "plt.yscale('log')\n",
0338     "plt.xlabel('entry')\n",
0339     "plt.ylabel(r'flux [$\\gamma$/sec]')\n",
0340     "plt.savefig('output_plots/generator.png',dpi=400)\n",
0341     "plt.show()"
0342    ]
0343   },
0344   {
0345    "cell_type": "markdown",
0346    "id": "9a82cc94",
0347    "metadata": {},
0348    "source": [
0349     "#### Implementing the event generator"
0350    ]
0351   },
0352   {
0353    "cell_type": "code",
0354    "execution_count": 10,
0355    "id": "30e77113",
0356    "metadata": {},
0357    "outputs": [],
0358    "source": [
0359     "def generate_an_event(integration_window):\n",
0360     "\n",
0361     "    event = []\n",
0362     "    integrated_so_far = 0.\n",
0363     "    \n",
0364     "    while integrated_so_far < integration_window:\n",
0365     "        x = h1_df.FindBin(h1_df.GetRandom())\n",
0366     "        \n",
0367     "        if x >= 1800000:\n",
0368     "            continue\n",
0369     "        \n",
0370     "        photon = df.iloc[x]\n",
0371     "\n",
0372     "        integrated_so_far += 1./photon['NormFact']\n",
0373     "        event.append(photon)\n",
0374     "        \n",
0375     "    return event"
0376    ]
0377   },
0378   {
0379    "cell_type": "markdown",
0380    "id": "edff9364",
0381    "metadata": {},
0382    "source": [
0383     "#### Generating events and saving them to hepmc files"
0384    ]
0385   },
0386   {
0387    "cell_type": "code",
0388    "execution_count": 11,
0389    "id": "80348d7f",
0390    "metadata": {},
0391    "outputs": [],
0392    "source": [
0393     "h_n_photons_per_event = ROOT.TH1D('h_n_photons_per_event','',50,100,400)\n",
0394     "\n",
0395     "events = []\n",
0396     "hep_events = []\n",
0397     "photons_per_event = []\n",
0398     "z_dist = []\n",
0399     "rho_dist = []\n",
0400     "\n",
0401     "#f = hep.WriterAscii(outfname)\n",
0402     "\n",
0403     "for i in range(n_events):\n",
0404     "    event = generate_an_event(integration_window)\n",
0405     "    \n",
0406     "    # ---------------------------------------------------\n",
0407     "    # Save to hepmc format\n",
0408     "    # implemented following the example from:\n",
0409     "    # https://github.com/scikit-hep/pyhepmc/blob/master/tests/test_basic.py\n",
0410     "    evt = hep.GenEvent(hep.Units.GEV, hep.Units.MM)\n",
0411     "    evt.event_number = i+1\n",
0412     "    particles_out = []\n",
0413     "    particles_in = []\n",
0414     "    vertices = []\n",
0415     "    \n",
0416     "    # loop over each photon in the event\n",
0417     "    for g in range(len(event)):\n",
0418     "        \n",
0419     "        x = event[g]['x']\n",
0420     "        y = event[g]['y']\n",
0421     "        z = event[g]['z']\n",
0422     "        \n",
0423     "        z_dist.append(z)\n",
0424     "        rho_dist.append(np.sqrt(x*x+y*y))\n",
0425     "        \n",
0426     "        px = event[g]['px']\n",
0427     "        py = event[g]['py']\n",
0428     "        pz = event[g]['pz']\n",
0429     "        E = np.sqrt(px**2 + py**2 + pz**2)\n",
0430     "        \n",
0431     "        pinx = E*x/np.sqrt(x*x+y*y+z*z)\n",
0432     "        piny = E*y/np.sqrt(x*x+y*y+z*z)\n",
0433     "        pinz = E*z/np.sqrt(x*x+y*y+z*z)\n",
0434     "        \n",
0435     "        # Particles going into the vertex\n",
0436     "        pin = hep.GenParticle((pinx,piny,pinz,E),pid,status_000)\n",
0437     "        pin.generated_mass = 0.\n",
0438     "        evt.add_particle(pin)\n",
0439     "        particles_in.append(pin)\n",
0440     "        \n",
0441     "        # Particles coming out of the vertex\n",
0442     "        pout = hep.GenParticle((px,py,pz,E),pid,status_xyz)\n",
0443     "        pout.generated_mass = 0.\n",
0444     "        evt.add_particle(pout)\n",
0445     "        particles_out.append(pout)\n",
0446     "        \n",
0447     "        # make sure vertex is not optimized away by WriterAscii\n",
0448     "        v1 = hep.GenVertex((x,y,z,0.))\n",
0449     "        v1.add_particle_in(pin)\n",
0450     "        v1.add_particle_out(pout)\n",
0451     "        evt.add_vertex(v1)\n",
0452     "        vertices.append(v1)\n",
0453     "        \n",
0454     "    # -------------------\n",
0455     "    #evt.weights = [1.0]\n",
0456     "    if i == 0:\n",
0457     "        evt.run_info = hep.GenRunInfo()\n",
0458     "        #evt.run_info.weight_names = [\"0\"]\n",
0459     "    hep_events.append(evt)\n",
0460     "    # ---------------------------------------------------\n",
0461     "    \n",
0462     "    photons_per_event.append(len(event))\n",
0463     "        \n",
0464     "    if i < 15:\n",
0465     "        events.append(event)\n",
0466     "        \n",
0467     "with hep.io.WriterAscii(outfname) as f:\n",
0468     "    for e in hep_events:\n",
0469     "        f.write_event(e)"
0470    ]
0471   },
0472   {
0473    "cell_type": "markdown",
0474    "id": "586e095c",
0475    "metadata": {},
0476    "source": [
0477     "#### Making some plots with the generated data"
0478    ]
0479   },
0480   {
0481    "cell_type": "code",
0482    "execution_count": 14,
0483    "id": "fa9b0490",
0484    "metadata": {},
0485    "outputs": [
0486     {
0487      "data": {
0488       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGwCAYAAACKOz5MAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA1jUlEQVR4nO3de1xVdb7/8fcG5SaCosglSTDNSwmYFVHmJUngeBxpOo46nqMyapPplJFdaMxrj8GxMp0zjsyUhs6MaTZlM2mkQwOOI+qIYtnFxB+KJhvNAgQTFL6/P3y4PTtQ2aSywNfz8ViPYX/X5/vd3/V1tXnP2muzbcYYIwAAAAtza+oJAAAAXAmBBQAAWB6BBQAAWB6BBQAAWB6BBQAAWB6BBQAAWB6BBQAAWF6rpp7A1VBbW6tjx46pbdu2stlsTT0dAADQAMYYnTp1SqGhoXJzu/w1lBYRWI4dO6awsLCmngYAAGiEI0eOqHPnzpetaRGBpW3btpLOH7Cfn18TzwYAADREeXm5wsLCHL/HL6dFBJYLbwP5+fkRWAAAaGYacjsHN90CAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLcymwpKWl6a677lLbtm3VqVMnJSUlaf/+/Vfst27dOvXs2VNeXl7q06ePNm7c6LTfGKNZs2YpJCRE3t7eiouL04EDB1w7EgAA0GK5FFhycnI0depUbd++XZs3b9bZs2c1dOhQVVZWXrLPtm3bNGbMGE2cOFF79uxRUlKSkpKStG/fPkfNwoUL9Zvf/Ebp6enasWOH2rRpo/j4eJ05c6bxRwYAAFoMmzHGNLbziRMn1KlTJ+Xk5GjAgAH11owaNUqVlZV6//33HW333HOPoqOjlZ6eLmOMQkND9dRTT2nGjBmSpLKyMgUFBSkjI0OjR4++4jzKy8vl7++vsrIyvq0ZAIBmwpXf3z/oHpaysjJJUkBAwCVrcnNzFRcX59QWHx+v3NxcSVJhYaHsdrtTjb+/v2JiYhw131dVVaXy8nKnDQAAtFytGtuxtrZW06dP13333afbb7/9knV2u11BQUFObUFBQbLb7Y79F9ouVfN9aWlpmjt3bmOn7rLw5zZct+e6Wg4tGNbUU4BFcT5fP6w1cPU0+grL1KlTtW/fPq1Zs+ZqzqdBUlNTVVZW5tiOHDly3ecAAACun0ZdYZk2bZref/99bdmyRZ07d75sbXBwsEpKSpzaSkpKFBwc7Nh/oS0kJMSpJjo6ut4xPT095enp2ZipAwCAZsilKyzGGE2bNk3vvvuuPvroI0VERFyxT2xsrLKyspzaNm/erNjYWElSRESEgoODnWrKy8u1Y8cORw0AALixuXSFZerUqVq9erXee+89tW3b1nGPib+/v7y9vSVJ48aN00033aS0tDRJ0hNPPKGBAwfqlVde0bBhw7RmzRrt2rVLf/jDHyRJNptN06dP14svvqju3bsrIiJCL7zwgkJDQ5WUlHQVDxUAADRXLgWWZcuWSZIGDRrk1P7GG29owoQJkqSioiK5uV28cHPvvfdq9erVmjlzpp5//nl1795d69evd7pR95lnnlFlZaUeeeQRlZaWqn///srMzJSXl1cjDwsAALQkLgWWhvzJluzs7DptI0eO1MiRIy/Zx2azad68eZo3b54r0wEAADcIvksIAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYnsuBZcuWLRo+fLhCQ0Nls9m0fv36y9ZPmDBBNputznbbbbc5aubMmVNnf8+ePV0+GAAA0DK5HFgqKysVFRWlpUuXNqh+yZIlKi4udmxHjhxRQECARo4c6VR32223OdVt3brV1akBAIAWqpWrHRITE5WYmNjgen9/f/n7+zser1+/Xt9++62Sk5OdJ9KqlYKDg12dDgAAuAFc93tYli9frri4OHXp0sWp/cCBAwoNDVXXrl01duxYFRUVXXKMqqoqlZeXO20AAKDluq6B5dixY/rggw80adIkp/aYmBhlZGQoMzNTy5YtU2Fhoe6//36dOnWq3nHS0tIcV278/f0VFhZ2PaYPAACayHUNLCtXrlS7du2UlJTk1J6YmKiRI0cqMjJS8fHx2rhxo0pLS/XWW2/VO05qaqrKysoc25EjR67D7AEAQFNx+R6WxjLGaMWKFfqf//kfeXh4XLa2Xbt2uvXWW1VQUFDvfk9PT3l6el6LaQIAAAu6bldYcnJyVFBQoIkTJ16xtqKiQgcPHlRISMh1mBkAALA6lwNLRUWF8vPzlZ+fL0kqLCxUfn6+4ybZ1NRUjRs3rk6/5cuXKyYmRrfffnudfTNmzFBOTo4OHTqkbdu26aGHHpK7u7vGjBnj6vQAAEAL5PJbQrt27dLgwYMdj1NSUiRJ48ePV0ZGhoqLi+t8wqesrEx/+ctftGTJknrHPHr0qMaMGaOTJ08qMDBQ/fv31/bt2xUYGOjq9AAAQAvkcmAZNGiQjDGX3J+RkVGnzd/fX6dPn75knzVr1rg6DQAAcAPhu4QAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDlEVgAAIDluRxYtmzZouHDhys0NFQ2m03r16+/bH12drZsNludzW63O9UtXbpU4eHh8vLyUkxMjHbu3Onq1AAAQAvlcmCprKxUVFSUli5d6lK//fv3q7i42LF16tTJsW/t2rVKSUnR7NmztXv3bkVFRSk+Pl7Hjx93dXoAAKAFauVqh8TERCUmJrr8RJ06dVK7du3q3bdo0SJNnjxZycnJkqT09HRt2LBBK1as0HPPPefycwEAgJblut3DEh0drZCQED344IP617/+5Wivrq5WXl6e4uLiLk7KzU1xcXHKzc2td6yqqiqVl5c7bQAAoOW65oElJCRE6enp+stf/qK//OUvCgsL06BBg7R7925J0tdff62amhoFBQU59QsKCqpzn8sFaWlp8vf3d2xhYWHX+jAAAEATcvktIVf16NFDPXr0cDy+9957dfDgQb366qv64x//2KgxU1NTlZKS4nhcXl5OaAEAoAW75oGlPnfffbe2bt0qSerYsaPc3d1VUlLiVFNSUqLg4OB6+3t6esrT0/OazxMAAFhDk/wdlvz8fIWEhEiSPDw81K9fP2VlZTn219bWKisrS7GxsU0xPQAAYDEuX2GpqKhQQUGB43FhYaHy8/MVEBCgm2++Wampqfrqq6+0atUqSdLixYsVERGh2267TWfOnNHrr7+ujz76SJs2bXKMkZKSovHjx+vOO+/U3XffrcWLF6uystLxqSEAAHBjczmw7Nq1S4MHD3Y8vnAvyfjx45WRkaHi4mIVFRU59ldXV+upp57SV199JR8fH0VGRurvf/+70xijRo3SiRMnNGvWLNntdkVHRyszM7POjbgAAODGZDPGmKaexA9VXl4uf39/lZWVyc/P76qPH/7chqs+5rV2aMGwpp4CLIrz+fphrYHLc+X3N98lBAAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALI/AAgAALM/lwLJlyxYNHz5coaGhstlsWr9+/WXr33nnHT344IMKDAyUn5+fYmNj9eGHHzrVzJkzRzabzWnr2bOnq1MDAAAtlMuBpbKyUlFRUVq6dGmD6rds2aIHH3xQGzduVF5engYPHqzhw4drz549TnW33XabiouLHdvWrVtdnRoAAGihWrnaITExUYmJiQ2uX7x4sdPjX/3qV3rvvff0t7/9TX379r04kVatFBwc7Op0AADADeC638NSW1urU6dOKSAgwKn9wIEDCg0NVdeuXTV27FgVFRVdcoyqqiqVl5c7bQAAoOW67oHl5ZdfVkVFhX7yk5842mJiYpSRkaHMzEwtW7ZMhYWFuv/++3Xq1Kl6x0hLS5O/v79jCwsLu17TBwAATeC6BpbVq1dr7ty5euutt9SpUydHe2JiokaOHKnIyEjFx8dr48aNKi0t1VtvvVXvOKmpqSorK3NsR44cuV6HAAAAmoDL97A01po1azRp0iStW7dOcXFxl61t166dbr31VhUUFNS739PTU56entdimgAAwIKuyxWWN998U8nJyXrzzTc1bNiwK9ZXVFTo4MGDCgkJuQ6zAwAAVufyFZaKigqnKx+FhYXKz89XQECAbr75ZqWmpuqrr77SqlWrJJ1/G2j8+PFasmSJYmJiZLfbJUne3t7y9/eXJM2YMUPDhw9Xly5ddOzYMc2ePVvu7u4aM2bM1ThGAADQzLl8hWXXrl3q27ev4yPJKSkp6tu3r2bNmiVJKi4udvqEzx/+8AedO3dOU6dOVUhIiGN74oknHDVHjx7VmDFj1KNHD/3kJz9Rhw4dtH37dgUGBv7Q4wMAAC2Ay1dYBg0aJGPMJfdnZGQ4Pc7Ozr7imGvWrHF1GgAA4AbCdwkBAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLI7AAAADLczmwbNmyRcOHD1doaKhsNpvWr19/xT7Z2dm644475OnpqW7duikjI6NOzdKlSxUeHi4vLy/FxMRo586drk4NAAC0UC4HlsrKSkVFRWnp0qUNqi8sLNSwYcM0ePBg5efna/r06Zo0aZI+/PBDR83atWuVkpKi2bNna/fu3YqKilJ8fLyOHz/u6vQAAEAL1MrVDomJiUpMTGxwfXp6uiIiIvTKK69Iknr16qWtW7fq1VdfVXx8vCRp0aJFmjx5spKTkx19NmzYoBUrVui5555zdYoAAKCFueb3sOTm5iouLs6pLT4+Xrm5uZKk6upq5eXlOdW4ubkpLi7OUfN9VVVVKi8vd9oAAEDL5fIVFlfZ7XYFBQU5tQUFBam8vFzfffedvv32W9XU1NRb88UXX9Q7ZlpamubOnXvN5oymEf7chqaeAnDDa47/HR5aMKypp+Ay1tl1zfJTQqmpqSorK3NsR44caeopAQCAa+iaX2EJDg5WSUmJU1tJSYn8/Pzk7e0td3d3ubu711sTHBxc75ienp7y9PS8ZnMGAADWcs2vsMTGxiorK8upbfPmzYqNjZUkeXh4qF+/fk41tbW1ysrKctQAAIAbm8uBpaKiQvn5+crPz5d0/mPL+fn5KioqknT+7Zpx48Y56h999FH9v//3//TMM8/oiy++0O9+9zu99dZbevLJJx01KSkpeu2117Ry5Up9/vnnmjJliiorKx2fGgIAADc2l98S2rVrlwYPHux4nJKSIkkaP368MjIyVFxc7AgvkhQREaENGzboySef1JIlS9S5c2e9/vrrjo80S9KoUaN04sQJzZo1S3a7XdHR0crMzKxzIy4AALgxuRxYBg0aJGPMJffX91dsBw0apD179lx23GnTpmnatGmuTgcAANwAmuWnhAAAwI2FwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyPwAIAACyvUYFl6dKlCg8Pl5eXl2JiYrRz585L1g4aNEg2m63ONmzYMEfNhAkT6uxPSEhozNQAAEAL1MrVDmvXrlVKSorS09MVExOjxYsXKz4+Xvv371enTp3q1L/zzjuqrq52PD558qSioqI0cuRIp7qEhAS98cYbjseenp6uTg0AALRQLl9hWbRokSZPnqzk5GT17t1b6enp8vHx0YoVK+qtDwgIUHBwsGPbvHmzfHx86gQWT09Pp7r27ds37ogAAECL41Jgqa6uVl5enuLi4i4O4OamuLg45ebmNmiM5cuXa/To0WrTpo1Te3Z2tjp16qQePXpoypQpOnny5CXHqKqqUnl5udMGAABaLpcCy9dff62amhoFBQU5tQcFBclut1+x/86dO7Vv3z5NmjTJqT0hIUGrVq1SVlaWfv3rXysnJ0eJiYmqqampd5y0tDT5+/s7trCwMFcOAwAANDMu38PyQyxfvlx9+vTR3Xff7dQ+evRox899+vRRZGSkbrnlFmVnZ2vIkCF1xklNTVVKSorjcXl5OaEFAIAWzKUrLB07dpS7u7tKSkqc2ktKShQcHHzZvpWVlVqzZo0mTpx4xefp2rWrOnbsqIKCgnr3e3p6ys/Pz2kDAAAtl0uBxcPDQ/369VNWVpajrba2VllZWYqNjb1s33Xr1qmqqkr//d//fcXnOXr0qE6ePKmQkBBXpgcAAFoolz8llJKSotdee00rV67U559/rilTpqiyslLJycmSpHHjxik1NbVOv+XLlyspKUkdOnRwaq+oqNDTTz+t7du369ChQ8rKytKIESPUrVs3xcfHN/KwAABAS+LyPSyjRo3SiRMnNGvWLNntdkVHRyszM9NxI25RUZHc3Jxz0P79+7V161Zt2rSpznju7u76+OOPtXLlSpWWlio0NFRDhw7V/Pnz+VssAABAUiNvup02bZqmTZtW777s7Ow6bT169JAxpt56b29vffjhh42ZBgAAuEHwXUIAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyCCwAAMDyGhVYli5dqvDwcHl5eSkmJkY7d+68ZG1GRoZsNpvT5uXl5VRjjNGsWbMUEhIib29vxcXF6cCBA42ZGgAAaIFcDixr165VSkqKZs+erd27dysqKkrx8fE6fvz4Jfv4+fmpuLjYsR0+fNhp/8KFC/Wb3/xG6enp2rFjh9q0aaP4+HidOXPG9SMCAAAtjsuBZdGiRZo8ebKSk5PVu3dvpaeny8fHRytWrLhkH5vNpuDgYMcWFBTk2GeM0eLFizVz5kyNGDFCkZGRWrVqlY4dO6b169c36qAAAEDL4lJgqa6uVl5enuLi4i4O4OamuLg45ebmXrJfRUWFunTporCwMI0YMUKffvqpY19hYaHsdrvTmP7+/oqJibnkmFVVVSovL3faAABAy+VSYPn6669VU1PjdIVEkoKCgmS32+vt06NHD61YsULvvfee/vSnP6m2tlb33nuvjh49KkmOfq6MmZaWJn9/f8cWFhbmymEAAIBm5pp/Sig2Nlbjxo1TdHS0Bg4cqHfeeUeBgYH6/e9/3+gxU1NTVVZW5tiOHDlyFWcMAACsxqXA0rFjR7m7u6ukpMSpvaSkRMHBwQ0ao3Xr1urbt68KCgokydHPlTE9PT3l5+fntAEAgJbLpcDi4eGhfv36KSsry9FWW1urrKwsxcbGNmiMmpoaffLJJwoJCZEkRUREKDg42GnM8vJy7dixo8FjAgCAlq2Vqx1SUlI0fvx43Xnnnbr77ru1ePFiVVZWKjk5WZI0btw43XTTTUpLS5MkzZs3T/fcc4+6deum0tJSvfTSSzp8+LAmTZok6fwniKZPn64XX3xR3bt3V0REhF544QWFhoYqKSnp6h0pAABotlwOLKNGjdKJEyc0a9Ys2e12RUdHKzMz03HTbFFRkdzcLl64+fbbbzV58mTZ7Xa1b99e/fr107Zt29S7d29HzTPPPKPKyko98sgjKi0tVf/+/ZWZmVnnD8wBAIAbk80YY5p6Ej9UeXm5/P39VVZWdk3uZwl/bsNVH/NaO7RgWFNPwWXNcZ1xfTTH81ninL5emuP50RzPjWuxzq78/ua7hAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOURWAAAgOU1KrAsXbpU4eHh8vLyUkxMjHbu3HnJ2tdee03333+/2rdvr/bt2ysuLq5O/YQJE2Sz2Zy2hISExkwNAAC0QC4HlrVr1yolJUWzZ8/W7t27FRUVpfj4eB0/frze+uzsbI0ZM0b/+Mc/lJubq7CwMA0dOlRfffWVU11CQoKKi4sd25tvvtm4IwIAAC2Oy4Fl0aJFmjx5spKTk9W7d2+lp6fLx8dHK1asqLf+z3/+sx577DFFR0erZ8+eev3111VbW6usrCynOk9PTwUHBzu29u3bN+6IAABAi+NSYKmurlZeXp7i4uIuDuDmpri4OOXm5jZojNOnT+vs2bMKCAhwas/OzlanTp3Uo0cPTZkyRSdPnrzkGFVVVSovL3faAABAy+VSYPn6669VU1OjoKAgp/agoCDZ7fYGjfHss88qNDTUKfQkJCRo1apVysrK0q9//Wvl5OQoMTFRNTU19Y6RlpYmf39/xxYWFubKYQAAgGam1fV8sgULFmjNmjXKzs6Wl5eXo3306NGOn/v06aPIyEjdcsstys7O1pAhQ+qMk5qaqpSUFMfj8vJyQgsAAC2YS1dYOnbsKHd3d5WUlDi1l5SUKDg4+LJ9X375ZS1YsECbNm1SZGTkZWu7du2qjh07qqCgoN79np6e8vPzc9oAAEDL5VJg8fDwUL9+/ZxumL1wA21sbOwl+y1cuFDz589XZmam7rzzzis+z9GjR3Xy5EmFhIS4Mj0AANBCufwpoZSUFL322mtauXKlPv/8c02ZMkWVlZVKTk6WJI0bN06pqamO+l//+td64YUXtGLFCoWHh8tut8tut6uiokKSVFFRoaefflrbt2/XoUOHlJWVpREjRqhbt26Kj4+/SocJAACaM5fvYRk1apROnDihWbNmyW63Kzo6WpmZmY4bcYuKiuTmdjEHLVu2TNXV1fqv//ovp3Fmz56tOXPmyN3dXR9//LFWrlyp0tJShYaGaujQoZo/f748PT1/4OEBAICWoFE33U6bNk3Tpk2rd192drbT40OHDl12LG9vb3344YeNmQYAALhB8F1CAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8ggsAADA8hoVWJYuXarw8HB5eXkpJiZGO3fuvGz9unXr1LNnT3l5ealPnz7auHGj035jjGbNmqWQkBB5e3srLi5OBw4caMzUAABAC+RyYFm7dq1SUlI0e/Zs7d69W1FRUYqPj9fx48frrd+2bZvGjBmjiRMnas+ePUpKSlJSUpL27dvnqFm4cKF+85vfKD09XTt27FCbNm0UHx+vM2fONP7IAABAi+FyYFm0aJEmT56s5ORk9e7dW+np6fLx8dGKFSvqrV+yZIkSEhL09NNPq1evXpo/f77uuOMO/fa3v5V0/urK4sWLNXPmTI0YMUKRkZFatWqVjh07pvXr1/+ggwMAAC1DK1eKq6urlZeXp9TUVEebm5ub4uLilJubW2+f3NxcpaSkOLXFx8c7wkhhYaHsdrvi4uIc+/39/RUTE6Pc3FyNHj26zphVVVWqqqpyPC4rK5MklZeXu3I4DVZbdfqajHstXau1uJaa4zrj+miO57PEOX29NMfzozmeG9dinS+MaYy5Yq1LgeXrr79WTU2NgoKCnNqDgoL0xRdf1NvHbrfXW2+32x37L7Rdqub70tLSNHfu3DrtYWFhDTuQG4D/4qaeAXD1cD7jcjg/ro9ruc6nTp2Sv7//ZWtcCixWkZqa6nTVpra2Vt988406dOggm83WhDOrq7y8XGFhYTpy5Ij8/PyaejpNirU4j3W4iLW4iLW4iLU470ZYB2OMTp06pdDQ0CvWuhRYOnbsKHd3d5WUlDi1l5SUKDg4uN4+wcHBl62/8L8lJSUKCQlxqomOjq53TE9PT3l6ejq1tWvXzpVDue78/Pxa7AnnKtbiPNbhItbiItbiItbivJa+Dle6snKBSzfdenh4qF+/fsrKynK01dbWKisrS7GxsfX2iY2NdaqXpM2bNzvqIyIiFBwc7FRTXl6uHTt2XHJMAABwY3H5LaGUlBSNHz9ed955p+6++24tXrxYlZWVSk5OliSNGzdON910k9LS0iRJTzzxhAYOHKhXXnlFw4YN05o1a7Rr1y794Q9/kCTZbDZNnz5dL774orp3766IiAi98MILCg0NVVJS0tU7UgAA0Gy5HFhGjRqlEydOaNasWbLb7YqOjlZmZqbjptmioiK5uV28cHPvvfdq9erVmjlzpp5//nl1795d69ev1+233+6oeeaZZ1RZWalHHnlEpaWl6t+/vzIzM+Xl5XUVDrFpeXp6avbs2XXewroRsRbnsQ4XsRYXsRYXsRbnsQ7ObKYhnyUCAABoQnyXEAAAsDwCCwAAsDwCCwAAsDwCCwAAsDwCSyNs2bJFw4cPV2hoqGw2W50vaZwwYYJsNpvTlpCQ4FTzzTffaOzYsfLz81O7du00ceJEVVRUXMejuDqutBbfX4cL20svveSoCQ8Pr7N/wYIF1/lIfpi0tDTdddddatu2rTp16qSkpCTt37/fqebMmTOaOnWqOnToIF9fXz388MN1/qhiUVGRhg0bJh8fH3Xq1ElPP/20zp07dz0P5Qe70lp88803+sUvfqEePXrI29tbN998sx5//HHHd4JdUN95s2bNmut9OD9IQ86LQYMG1TnORx991KmmuZ8XV1qHQ4cOXfK1Yt26dY66lnBOLFu2TJGRkY4/BhcbG6sPPvjAsf9GeZ1oDAJLI1RWVioqKkpLly69ZE1CQoKKi4sd25tvvum0f+zYsfr000+1efNmvf/++9qyZYseeeSRaz31q+5Ka/F/16C4uFgrVqyQzWbTww8/7FQ3b948p7pf/OIX12P6V01OTo6mTp2q7du3a/PmzTp79qyGDh2qyspKR82TTz6pv/3tb1q3bp1ycnJ07Ngx/fjHP3bsr6mp0bBhw1RdXa1t27Zp5cqVysjI0KxZs5rikBrtSmtx7NgxHTt2TC+//LL27dunjIwMZWZmauLEiXXGeuONN5zOi+b2t5kacl5I0uTJk52Oc+HChY59LeG8uNI6hIWF1XmtmDt3rnx9fZWYmOg0VnM/Jzp37qwFCxYoLy9Pu3bt0gMPPKARI0bo008/lXTjvE40isEPIsm8++67Tm3jx483I0aMuGSfzz77zEgy//73vx1tH3zwgbHZbOarr766RjO99upbi+8bMWKEeeCBB5zaunTpYl599dVrN7EmcPz4cSPJ5OTkGGOMKS0tNa1btzbr1q1z1Hz++edGksnNzTXGGLNx40bj5uZm7Ha7o2bZsmXGz8/PVFVVXd8DuIq+vxb1eeutt4yHh4c5e/aso60h51NzU99aDBw40DzxxBOX7NMSz4uGnBPR0dHmZz/7mVNbSzwnjDGmffv25vXXX7+hXycagiss10h2drY6deqkHj16aMqUKTp58qRjX25urtq1a6c777zT0RYXFyc3Nzft2LGjKaZ7XZSUlGjDhg31/j/pBQsWqEOHDurbt69eeumlZn9588LbGwEBAZKkvLw8nT17VnFxcY6anj176uabb1Zubq6k8+dFnz59nL65PD4+XuXl5Y7/99UcfX8tLlXj5+enVq2c/5bl1KlT1bFjR919991asWJFg76C3soutRZ//vOf1bFjR91+++1KTU3V6dOnHfta4nlxpXMiLy9P+fn59b5WtKRzoqamRmvWrFFlZaViY2Nv6NeJhmiW39ZsdQkJCfrxj3+siIgIHTx4UM8//7wSExOVm5srd3d32e12derUyalPq1atFBAQILvd3kSzvvZWrlyptm3bOl3elKTHH39cd9xxhwICArRt2zalpqaquLhYixYtaqKZ/jC1tbWaPn267rvvPsdfdLbb7fLw8KjzJZ1BQUGOf3O73e70InRh/4V9zVF9a/F9X3/9tebPn1/nLdF58+bpgQcekI+PjzZt2qTHHntMFRUVevzxx6/H1K+6S63FT3/6U3Xp0kWhoaH6+OOP9eyzz2r//v165513JLW886Ih58Ty5cvVq1cv3XvvvU7tLeWc+OSTTxQbG6szZ87I19dX7777rnr37q38/Pwb8nWioQgs18Do0aMdP/fp00eRkZG65ZZblJ2drSFDhjThzJrWihUrNHbs2DpfuZCSkuL4OTIyUh4eHvr5z3+utLS0ZvknqadOnap9+/Zp69atTT2VJneltSgvL9ewYcPUu3dvzZkzx2nfCy+84Pi5b9++qqys1EsvvdTsfjldcKm1+L9BrU+fPgoJCdGQIUN08OBB3XLLLdd7mtfclc6J7777TqtXr3b697+gpZwTPXr0UH5+vsrKyvT2229r/PjxysnJaeppWR5vCV0HXbt2VceOHVVQUCBJCg4O1vHjx51qzp07p2+++UbBwcFNMcVr7p///Kf279+vSZMmXbE2JiZG586d06FDh679xK6yadOm6f3339c//vEPde7c2dEeHBys6upqlZaWOtWXlJQ4/s2Dg4PrfBrgwuPmeF5cai0uOHXqlBISEtS2bVu9++67at269WXHi4mJ0dGjR1VVVXWtpnzNXGkt/q+YmBhJcnq9aCnnRUPW4e2339bp06c1bty4K47XXM8JDw8PdevWTf369VNaWpqioqK0ZMmSG/J1whUEluvg6NGjOnnypEJCQiRJsbGxKi0tVV5enqPmo48+Um1trePFqqVZvny5+vXrp6ioqCvW5ufny83Nrc7bZlZmjNG0adP07rvv6qOPPlJERITT/n79+ql169bKyspytO3fv19FRUWKjY2VdP68+OSTT5zC7ObNm+Xn56fevXtfnwO5Cq60FtL5KytDhw6Vh4eH/vrXvzboi07z8/PVvn37ZnXVrSFr8X35+fmS5PR60dzPC1fWYfny5frRj36kwMDAK47bHM+J+tTW1qqqquqGep1olKa847e5OnXqlNmzZ4/Zs2ePkWQWLVpk9uzZYw4fPmxOnTplZsyYYXJzc01hYaH5+9//bu644w7TvXt3c+bMGccYCQkJpm/fvmbHjh1m69atpnv37mbMmDFNeFSNc7m1uKCsrMz4+PiYZcuW1em/bds28+qrr5r8/Hxz8OBB86c//ckEBgaacePGXc/D+MGmTJli/P39TXZ2tikuLnZsp0+fdtQ8+uij5uabbzYfffSR2bVrl4mNjTWxsbGO/efOnTO33367GTp0qMnPzzeZmZkmMDDQpKamNsUhNdqV1qKsrMzExMSYPn36mIKCAqeac+fOGWOM+etf/2pee+0188knn5gDBw6Y3/3ud8bHx8fMmjWrKQ/NZVdai4KCAjNv3jyza9cuU1hYaN577z3TtWtXM2DAAMcYLeG8aMh/H8YYc+DAAWOz2cwHH3xQZ4yWck4899xzJicnxxQWFpqPP/7YPPfcc8Zms5lNmzYZY26c14nGILA0wj/+8Q8jqc42fvx4c/r0aTN06FATGBhoWrdubbp06WImT57s9BE0Y4w5efKkGTNmjPH19TV+fn4mOTnZnDp1qomOqPEutxYX/P73vzfe3t6mtLS0Tv+8vDwTExNj/P39jZeXl+nVq5f51a9+5RTumoP61kCSeeONNxw13333nXnsscdM+/btjY+Pj3nooYdMcXGx0ziHDh0yiYmJxtvb23Ts2NE89dRTTh/1bQ6utBaXOmckmcLCQmPM+Y/5R0dHG19fX9OmTRsTFRVl0tPTTU1NTdMdWCNcaS2KiorMgAEDTEBAgPH09DTdunUzTz/9tCkrK3Map7mfFw3578MYY1JTU01YWFi9/84t5Zz42c9+Zrp06WI8PDxMYGCgGTJkiCOsGHPjvE40hs2YZvyZMAAAcEPgHhYAAGB5BBYAAGB5BBYAAGB5BBYAAGB5BBYAAGB5BBYAAGB5BBYAAGB5BBYAAGB5BBbgBjNo0CBNnz69qacBAC4hsAAWdeLECXl4eKiyslJnz55VmzZtVFRU1NTTkiTNmTNH0dHRTT2NGxahEzciAgtgUbm5uYqKilKbNm20e/duBQQE6Oabb27qad0Qqqurm3oKAL6HwAJY1LZt23TfffdJkrZu3er4+XImTJigpKQkzZ07V4GBgfLz89Ojjz5a5xdwbW2tnnnmGQUEBCg4OFhz5sxx2l9UVKQRI0bI19dXfn5++slPfqKSkhJJUkZGhubOnau9e/fKZrPJZrMpIyPjiv2ki1dm/vjHPyo8PFz+/v4aPXq0Tp065ah5++231adPH3l7e6tDhw6Ki4tTZWVlvcebnZ0tm82mDRs2KDIyUl5eXrrnnnu0b98+p7qtW7fq/vvvl7e3t8LCwvT44487jRkeHq758+dr3Lhx8vPz0yOPPFLv89XW1iotLU0RERHy9vZWVFSU3n77bce+zp07a9myZU599uzZIzc3Nx0+fFiSVFpaqkmTJjn+fR544AHt3bu3wWs0YcIE5eTkaMmSJY71P3ToUL3zBVqUpv72RQAXHT582Pj7+xt/f3/TunVr4+XlZfz9/Y2Hh4fx9PQ0/v7+ZsqUKZfsP378eOPr62tGjRpl9u3bZ95//30TGBhonn/+eUfNwIEDjZ+fn5kzZ4758ssvzcqVK52+3r6mpsZER0eb/v37m127dpnt27ebfv36mYEDBxpjjDl9+rR56qmnzG233WaKi4tNcXGxOX369BX7GWPM7Nmzja+vr/nxj39sPvnkE7NlyxYTHBzsmN+xY8dMq1atzKJFi0xhYaH5+OOPzdKlSy/5TeYXvvm5V69eZtOmTebjjz82//mf/2nCw8NNdXW1McaYgoIC06ZNG/Pqq6+aL7/80vzrX/8yffv2NRMmTHCM06VLF+Pn52defvllU1BQYAoKCup9vhdffNH07NnTZGZmmoMHD5o33njDeHp6muzsbGOMMTNmzDD9+/d36vPUU085tcXFxZnhw4ebf//73+bLL780Tz31lOnQoYM5efJkg9aotLTUxMbGmsmTJzvW/9y5c5c8J4CWgsACWMjZs2dNYWGh2bt3r2ndurXZu3evKSgoML6+viYnJ8cUFhaaEydOXLL/+PHjTUBAgKmsrHS0LVu2zPj6+pqamhpjzPnA8v1fqnfddZd59tlnjTHGbNq0ybi7u5uioiLH/k8//dRIMjt37jTGnP+lGhUV5TRGQ/v5+PiY8vJyR83TTz9tYmJijDHG5OXlGUnm0KFDDVqvC4FlzZo1jraTJ08ab29vs3btWmOMMRMnTjSPPPKIU79//vOfxs3NzXz33XfGmPOBJSkp6bLPdebMGePj42O2bdvm1D5x4kQzZswYY4wxe/bsMTabzRw+fNgYcz783XTTTWbZsmWO5/Xz8zNnzpxxGuOWW24xv//9740xV14jY87/Gz7xxBOXXxygheEtIcBCWrVqpfDwcH3xxRe66667FBkZKbvdrqCgIA0YMEDh4eHq2LHjZceIioqSj4+P43FsbKwqKip05MgRR1tkZKRTn5CQEB0/flyS9PnnnyssLExhYWGO/b1791a7du30+eefX/J5G9ovPDxcbdu2rfe5o6KiNGTIEPXp00cjR47Ua6+9pm+//fayx3vhGC8ICAhQjx49HM+5d+9eZWRkyNfX17HFx8ertrZWhYWFjn533nnnZZ+joKBAp0+f1oMPPug01qpVq3Tw4EFJUnR0tHr16qXVq1dLknJycnT8+HGNHDnSMZeKigp16NDBaYzCwkLHGFdaI+BG1aqpJwDgottuu02HDx/W2bNnVVtbK19fX507d07nzp2Tr6+vunTpok8//fQHP0/r1q2dHttsNtXW1v7gcX/oc7u7u2vz5s3atm2bNm3apP/93//VL3/5S+3YsUMRERGNer6Kigr9/Oc/1+OPP15n3/+9iblNmzZXHEeSNmzYoJtuuslpn6enp+PnsWPHavXq1Xruuee0evVqJSQkqEOHDo4xQkJClJ2dXWf8du3aOX5uyn8fwKoILICFbNy4UWfPntWQIUO0cOFC9evXT6NHj9aECROUkJBQ5xdZffbu3avvvvtO3t7ekqTt27fL19fX6crH5fTq1UtHjhzRkSNHHH0+++wzlZaWqnfv3pIkDw8P1dTUuNyvIWw2m+677z7dd999mjVrlrp06aJ3331XKSkpl+yzfft2R/j49ttv9eWXX6pXr16SpDvuuEOfffaZunXr1uA51Kd3797y9PRUUVGRBg4ceMm6n/70p5o5c6by8vL09ttvKz093bHvjjvukN1ud1xJa6z61h9o6QgsgIV06dJFdrtdJSUlGjFihGw2mz799FM9/PDDCgkJadAY1dXVmjhxombOnKlDhw5p9uzZmjZtmtzcGvYOcFxcnPr06aOxY8dq8eLFOnfunB577DENHDjQ8bZJeHi4CgsLlZ+fr86dO6tt27YN6nclO3bsUFZWloYOHapOnTppx44dOnHihCN8XMq8efPUoUMHBQUF6Ze//KU6duyopKQkSdKzzz6re+65R9OmTdOkSZPUpk0bffbZZ9q8ebN++9vfNmhektS2bVvNmDFDTz75pGpra9W/f3+VlZXpX//6l/z8/DR+/HjH2tx7772aOHGiampq9KMf/chpbWNjY5WUlKSFCxfq1ltv1bFjx7RhwwY99NBDDV6n8PBw7dixQ4cOHZKvr68CAgIa/O8LNFec4YDFZGdn66677pKXl5d27typzp07NzisSNKQIUPUvXt3DRgwQKNGjdKPfvSjOh9bvhybzab33ntP7du314ABAxQXF6euXbtq7dq1jpqHH35YCQkJGjx4sAIDA/Xmm282qN+V+Pn5acuWLfqP//gP3XrrrZo5c6ZeeeUVJSYmXrbfggUL9MQTT6hfv36y2+3629/+Jg8PD0nn79fJycnRl19+qfvvv199+/bVrFmzFBoa2uB5XTB//ny98MILSktLU69evZSQkKANGzbUebtq7Nix2rt3rx566CHHlS7p/Npu3LhRAwYMUHJysm699VaNHj1ahw8fVlBQUIPnMWPGDLm7u6t3794KDAy0zB8UBK4lmzHGNPUkAFwdEyZMUGlpqdavX9/UU7kusrOzNXjwYH377bdO94AAaHm4wgIAACyPwAIAACyPt4QAAIDlcYUFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABYHoEFAABY3v8HUDFs56a/4bcAAAAASUVORK5CYII=\n",
0489       "text/plain": [
0490        "<Figure size 640x480 with 1 Axes>"
0491       ]
0492      },
0493      "metadata": {},
0494      "output_type": "display_data"
0495     }
0496    ],
0497    "source": [
0498     "plt.figure()\n",
0499     "plt.hist(photons_per_event)\n",
0500     "plt.xlabel('# photons per event')\n",
0501     "plt.savefig('output_plots/Nphotons_per_event.png',dpi=400)\n",
0502     "plt.show()"
0503    ]
0504   },
0505   {
0506    "cell_type": "code",
0507    "execution_count": 15,
0508    "id": "2e863528",
0509    "metadata": {
0510     "scrolled": false
0511    },
0512    "outputs": [
0513     {
0514      "data": {
0515       "image/png": "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\n",
0516       "text/plain": [
0517        "<Figure size 1300x800 with 6 Axes>"
0518       ]
0519      },
0520      "metadata": {},
0521      "output_type": "display_data"
0522     }
0523    ],
0524    "source": [
0525     "plt.figure(figsize=(13,8))\n",
0526     "\n",
0527     "circle1 = plt.Circle((0, 0), 0.3, color='r')\n",
0528     "\n",
0529     "for i in range(6):\n",
0530     "    plt.subplot(2,3,i+1)\n",
0531     "    \n",
0532     "    x = []\n",
0533     "    y = []\n",
0534     "    P = []\n",
0535     "    p1 = []\n",
0536     "    \n",
0537     "    for j in range(len(events[i])):\n",
0538     "        x.append(events[i][j]['x'])\n",
0539     "        y.append(events[i][j]['y'])\n",
0540     "        P.append(np.sqrt(events[i][j]['px']**2+events[i][j]['py']**2+events[i][j]['pz']**2))\n",
0541     "        \n",
0542     "    min_p = min(P)\n",
0543     "    max_p = max(P)\n",
0544     "    for p in P:\n",
0545     "        p1.append((p-min_p)/(max_p-min_p))\n",
0546     "    \n",
0547     "    plt.scatter(x,y,marker='o',alpha=0.2)\n",
0548     "        \n",
0549     "    plt.xlim(-40,40)\n",
0550     "    plt.ylim(-40,40)\n",
0551     "    plt.xlabel('x [mm]')\n",
0552     "    plt.ylabel('y [mm]')\n",
0553     "    \n",
0554     "    plt.text(-8,0,r'{} $\\gamma$'.format(len(events[i])),fontsize=15)\n",
0555     "    \n",
0556     "    circle1 = plt.Circle((0,0), radius=29.5,color='black',fill=False,linestyle='--',alpha=0.3)\n",
0557     "    plt.gca().add_patch(circle1)\n",
0558     "    \n",
0559     "plt.tight_layout()\n",
0560     "plt.savefig('output_plots/xy.png',dpi=400)\n",
0561     "plt.show()"
0562    ]
0563   },
0564   {
0565    "cell_type": "code",
0566    "execution_count": 16,
0567    "id": "a5ef915e",
0568    "metadata": {},
0569    "outputs": [
0570     {
0571      "data": {
0572       "image/png": "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\n",
0573       "text/plain": [
0574        "<Figure size 1300x800 with 6 Axes>"
0575       ]
0576      },
0577      "metadata": {},
0578      "output_type": "display_data"
0579     }
0580    ],
0581    "source": [
0582     "plt.figure(figsize=(13,8))\n",
0583     "\n",
0584     "circle1 = plt.Circle((0, 0), 0.3, color='r')\n",
0585     "\n",
0586     "for i in range(6):\n",
0587     "    plt.subplot(2,3,i+1)\n",
0588     "    \n",
0589     "    x = []\n",
0590     "    z = []\n",
0591     "    \n",
0592     "    for j in range(len(events[i])):\n",
0593     "        x.append(events[i][j]['x'])\n",
0594     "        z.append(events[i][j]['z'])\n",
0595     "            \n",
0596     "    plt.scatter(x,z,marker='o',alpha=0.2)\n",
0597     "        \n",
0598     "    plt.xlim(-40,40)\n",
0599     "    plt.xlabel('x [mm]')\n",
0600     "    plt.ylabel('z [mm]')\n",
0601     "    \n",
0602     "    plt.text(-8,0,r'{} $\\gamma$'.format(len(events[i])),fontsize=15)\n",
0603     "    \n",
0604     "plt.tight_layout()\n",
0605     "plt.savefig('output_plots/xz.png',dpi=400)\n",
0606     "plt.show()"
0607    ]
0608   },
0609   {
0610    "cell_type": "code",
0611    "execution_count": 17,
0612    "id": "dc02524d",
0613    "metadata": {},
0614    "outputs": [
0615     {
0616      "data": {
0617       "image/png": "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\n",
0618       "text/plain": [
0619        "<Figure size 1000x500 with 1 Axes>"
0620       ]
0621      },
0622      "metadata": {},
0623      "output_type": "display_data"
0624     }
0625    ],
0626    "source": [
0627     "plt.figure(figsize=(10,5))\n",
0628     "plt.hist(z_dist,bins=100)\n",
0629     "plt.show()"
0630    ]
0631   },
0632   {
0633    "cell_type": "code",
0634    "execution_count": 18,
0635    "id": "90d8317f",
0636    "metadata": {},
0637    "outputs": [
0638     {
0639      "data": {
0640       "image/png": "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\n",
0641       "text/plain": [
0642        "<Figure size 1000x500 with 1 Axes>"
0643       ]
0644      },
0645      "metadata": {},
0646      "output_type": "display_data"
0647     }
0648    ],
0649    "source": [
0650     "plt.figure(figsize=(10,5))\n",
0651     "plt.hist(rho_dist,bins=100)\n",
0652     "plt.show()"
0653    ]
0654   },
0655   {
0656    "cell_type": "code",
0657    "execution_count": 19,
0658    "id": "6875cae4",
0659    "metadata": {},
0660    "outputs": [
0661     {
0662      "name": "stdout",
0663      "output_type": "stream",
0664      "text": [
0665       "time that took to finish:  0.3 min\n"
0666      ]
0667     }
0668    ],
0669    "source": [
0670     "t = time.time()-t0 #sec\n",
0671     "print('time that took to finish: ',np.round(t/60.,1),'min')"
0672    ]
0673   }
0674  ],
0675  "metadata": {
0676   "kernelspec": {
0677    "display_name": "Python 3 (ipykernel)",
0678    "language": "python",
0679    "name": "python3"
0680   },
0681   "language_info": {
0682    "codemirror_mode": {
0683     "name": "ipython",
0684     "version": 3
0685    },
0686    "file_extension": ".py",
0687    "mimetype": "text/x-python",
0688    "name": "python",
0689    "nbconvert_exporter": "python",
0690    "pygments_lexer": "ipython3",
0691    "version": "3.10.8"
0692   }
0693  },
0694  "nbformat": 4,
0695  "nbformat_minor": 5
0696 }