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    {
     "cells": [
      {
       "cell_type": "code",
       "execution_count": 1,
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "/usr/bin/python3\n"
         ]
        }
       ],
       "source": [
        "import sys\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
    
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        "import matplotlib as mpl\n",
    
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        "import uproot\n",
        "print(sys.executable)"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 2,
       "metadata": {},
       "outputs": [],
       "source": [
        "# No beam effects and crossing angle hepmc file: \n",
        "# Taken from https://dtn01.sdcc.bnl.gov:9000/minio/eictest/ATHENA/WG/BeamEffects/\n",
        "no_effects_source = \"/home/romanov/eic/data/test_headon_25mRad_18x275.hepmc\"\n",
        "\n",
        "# Full pythia8 with beam effects file: \n",
        "# Taken from https://dtn01.sdcc.bnl.gov:9000/minio/eictest/ATHENA/EVGEN/DIS/NC/18x275/minQ2=10/\n",
        "full_py8_source = \"/home/romanov/eic/data/pythia8NCDIS_18x275_minQ2=10_beamEffects_xAngle=-0.025_hiDiv_1.hepmc\"\n",
    
        "executable = \"/home/romanov/eic/afterburner/cpp/cmake-build-debug/abconvert/abconv\"\n",
        "process_limit = 20000\n",
    
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        "\n",
        "# We compare setups here: \n",
        "# 1. No beam effects, No afterburner\n",
        "# 2. No beam effects + afterburner\n",
        "# 3. Full beam effects (No afterburner obviously)\n",
        "\n",
        "# Each setup will produce hepmc and .root file + command to run converter/afterburner\n",
        "\n",
        "# 1. No effects, No afterburner\n",
    
        "no_effects_out = \"no_effects\"\n",
        "no_effects_root = no_effects_out + \".hist.root\"\n",
        "no_effects_cmd = f\"{executable} {no_effects_source} -i hepmc2 --ab-off --limit={process_limit} -o {no_effects_out}\"\n",
    
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        "\n",
        "# 2. No beam effects run through afterburner\n",
    
        "afterburner_out = \"afterburner\"\n",
        "afterburner_root = afterburner_out + \".hist.root\"\n",
        "afterburner_cmd = f\"{executable} {no_effects_source} -i hepmc2 --limit={process_limit} -o {afterburner_out}\"\n",
    
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        "\n",
        "# 3. Full beam effects (No afterburner obviously)\n",
    
        "full_py8_out = \"full_eff\"\n",
        "full_py8_root = full_py8_out + \".hist.root\"\n",
        "full_py8_cmd = f\"{executable} {full_py8_source}  -i hepmc2 --ab-off --limit={process_limit} -o {full_py8_out}\"\n"
    
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       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "The next one will trigger simulations for 1. no effects "
       ]
      },
      {
       "cell_type": "code",
    
       "execution_count": 3,
    
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       "metadata": {},
    
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "\n",
          "\n",
          " /home/romanov/eic/afterburner/cpp/cmake-build-debug/abconvert/abconv /home/romanov/eic/data/test_headon_25mRad_18x275.hepmc -i hepmc2 --ab-off --limit=20000 -o no_effects\n",
          "Afterburner is DISABLED\n",
          "Initial beam particles (before afterburner):\n",
          "   pdg: 2212   p: 0.0, 0.0, 275.0   e:275.0\n",
          "   pdg: 11   p: 0.0, -0.0, -18.0   e:18.0\n",
          "   crossing angle: 0 [mrad]\n",
          "=========================\n",
          "Events parsed: 1000\n",
          "Events parsed: 2000\n",
          "Events parsed: 3000\n",
          "Events parsed: 4000\n",
          "Events parsed: 5000\n",
          "Events parsed: 10000\n",
          "Events parsed: 15000\n",
          "Events parsed: 20000\n",
          "Event limit reached:-> Events processed: 20000 >= Events_limit: 20000\n",
          "\n",
          "\n",
          " /home/romanov/eic/afterburner/cpp/cmake-build-debug/abconvert/abconv /home/romanov/eic/data/test_headon_25mRad_18x275.hepmc -i hepmc2 --limit=20000 -o afterburner\n",
          "Afterburner is ENABLED\n",
          "AFTERBURNER CONFIGURATION\n",
          "=========================\n",
          "Vertex distribution width  x: 0.00671564, y: 0.000601655, z: 3.16228, t: 0.105482\n",
          "Vertex distribution function: Gauss\n",
          "Beam direction: A  theta-phi = 0.025, 0\n",
          "Beam direction: B  theta-phi = 3.14159, 0\n",
          "Beam divergence: A X-Y = 0.000119, 0.000119\n",
          "Beam divergence: B X-Y = 0.000211, 0.000152\n",
          "Beam angle shift as linear function of longitudinal vertex position : A X-Y = -2.40385e-06, 0\n",
          "Beam angle shift as linear function of longitudinal vertex position: B X-Y = -3.28947e-06, 0\n",
          "=========================\n",
          "Initial beam particles (before afterburner):\n",
          "   pdg: 2212   p: 0.0, 0.0, 275.0   e:275.0\n",
          "   pdg: 11   p: 0.0, -0.0, -18.0   e:18.0\n",
          "   crossing angle: 0 [mrad]\n",
          "=========================\n",
          "Events parsed: 1000\n",
          "Events parsed: 2000\n",
          "Events parsed: 3000\n",
          "Events parsed: 4000\n",
          "Events parsed: 5000\n",
          "Events parsed: 10000\n",
          "Events parsed: 15000\n",
          "Events parsed: 20000\n",
          "Event limit reached:-> Events processed: 20000 >= Events_limit: 20000\n",
          "\n",
          "\n",
          " /home/romanov/eic/afterburner/cpp/cmake-build-debug/abconvert/abconv /home/romanov/eic/data/pythia8NCDIS_18x275_minQ2=10_beamEffects_xAngle=-0.025_hiDiv_1.hepmc  -i hepmc2 --ab-off --limit=20000 -o full_eff\n",
          "Afterburner is DISABLED\n",
          "Initial beam particles (before afterburner):\n",
          "   pdg: 2212   p: -6.9, 0.0, 274.9   e:275.0\n",
          "   pdg: 11   p: -0.0, 0.0, -18.0   e:18.0\n",
          "   crossing angle: -25 [mrad]\n",
          "=========================\n",
          "Events parsed: 1000\n",
          "Events parsed: 2000\n",
          "Events parsed: 3000\n",
          "Events parsed: 4000\n",
          "Events parsed: 5000\n",
          "Events parsed: 10000\n",
          "Events parsed: 15000\n",
          "Events parsed: 20000\n",
          "Event limit reached:-> Events processed: 20000 >= Events_limit: 20000\n"
         ]
        }
       ],
    
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       "source": [
        "print(\"\\n\\n\", no_effects_cmd)\n",
        "!{no_effects_cmd}\n",
        "print(\"\\n\\n\", afterburner_cmd)\n",
        "!{afterburner_cmd}\n",
        "print(\"\\n\\n\", full_py8_cmd)\n",
        "!{full_py8_cmd}"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 4,
       "metadata": {},
    
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       "outputs": [],
    
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       "source": [
    
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        "# !rm *.root *.hepmc"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 5,
       "metadata": {},
       "outputs": [],
       "source": [
        "no_effects_file = uproot.open(no_effects_root)\n",
        "no_effects_file.keys()\n",
        "afterburner_file = uproot.open(afterburner_root)\n",
    
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        "full_py8_file = uproot.open(full_py8_root)\n",
        "\n",
        "files = [no_effects_file, afterburner_file, full_py8_file]\n",
        "file_titles = [\"Nominal (no effects)\", \"Afterburner\", \"Pythia8 with beam effects\"]"
    
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       ]
      },
      {
       "cell_type": "code",
       "execution_count": 6,
       "metadata": {},
       "outputs": [
        {
         "data": {
    
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\n",
 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          "text/plain": [
           "<Figure size 1080x360 with 3 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
    
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        "def compare_1d(histo_name, title, x_label, y_label, figsize=(15, 5)):\n",
    
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        "\n",
    
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        "    fig, axes = plt.subplots(1, 3, figsize=figsize)\n",
        "    fig.suptitle(title)\n",
        "    \n",
        "    for i, ax in enumerate(axes):\n",
        "        ax.set_title(file_titles[i])\n",
        "        ax.set_xlabel(x_label)\n",
        "        ax.set_ylabel(y_label)\n",
        "        files[i][histo_name].to_hist().plot(ax=ax)\n",
        "    \n",
    
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        "\n",
    
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        "compare_1d(\"partPhi\", \"Phi comparison\", \"phi\", \"\")"
    
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       ]
      },
      {
       "cell_type": "code",
    
       "execution_count": 24,
    
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       "metadata": {},
       "outputs": [
        {
         "data": {
    
          "image/png": 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\n",
    
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          "text/plain": [
    
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           "<Figure size 720x576 with 2 Axes>"
    
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          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
    
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        "fig = plt.figure(figsize=(10, 8))\n",
    
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        "\n",
    
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        "ab_phi_hist = afterburner_file['partPhi'].to_hist()\n",
        "py8_phi_hist = full_py8_file['partPhi'].to_hist()\n",
    
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        "\n",
    
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        "# Comparison plot\n",
        "top_art, bottom_art = ab_phi_hist.plot_ratio(\n",
        "    py8_phi_hist,\n",
        "    rp_num_label=\"afterburner\",\n",
        "    rp_denom_label=\"pythia8 beam effects\")\n",
    
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        "\n",
    
        "ax = fig.axes[0];\n",
        "ax.set_title(\"Final state particles Phi comparison\")\n",
    
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        "bottom_art.line.axes.set_ylim(0, 2)\n",
        "bottom_art.line.axes.set_xlim(-3.3, 3.3)\n",
    
        "bottom_art.line.axes.set_xlabel(\"Phi\")\n",
        "fig.savefig('pics/phi_comparison.png', dpi=224)\n"
    
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       ]
      },
      {
       "cell_type": "code",
       "execution_count": 8,
       "metadata": {},
       "outputs": [
        {
    
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         "data": {
    
          "image/png": 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\n",
 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          "text/plain": [
           "<Figure size 1080x360 with 3 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "compare_1d('partEta', 'Eta comparison', 'eta', '')"
       ]
      },
      {
       "cell_type": "code",
    
       "execution_count": 23,
    
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       "metadata": {},
       "outputs": [
        {
         "data": {
    
          "image/png": 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nURg6QMCFqGjeyIw9iQeA7e2iE7VkFixYwKc+9amk21x33XXMmzePdevWsWDBAq677rp0hNgjHnjgARYvXsxzzz3H9u3befHFF3n55Zf51re+1anjKFETERHJsAEfbCBIKwBF7gDlLW/5HFFqampqGDNmDFVVVYwdO5bzzjuP/fv386c//andxOnPPvssn//855k7dy4HDhxg4sSJVFVVAdDa2sqsWbOorKzk9NNP58CBAwBccsklbROmL1iwgMmTJ3Pccccxe/ZsIgPlmxl1deGhTPbs2cOIESPixrllyxamTZvG0Ucfzfz589uWL126lJNOOomJEydyxRVX0Noa/h/MmTOHSZMmUVlZybx589q2r6io4IYbbmgrwXvppZc444wzOOqooxLOrhDvORYsWMDKlSu57LLLuPbaazn99NN5++2322ZueOutt/jMZz7DiSeeyL/8y7/w2muvAbBjxw4+//nPc/zxx3P88cfz17/+lblz5/LWW28xceJErr32WrZt28bHP/5xJk6cyHHHHcef//znTv9fD+Kc63O3E0880YmIiKTi1YWnuJe/c7zbd+twt+/W4e7VhaektN/69es/fPC765178KyDb7cf0f526yHhW+zyePv+7vqkz79p0yYHuJUrVzrnnJs5c6b7/ve/70KhkDv22GPdu+++65xz7itf+Yp76qmnnHPOlZSUtNs/GAy6v//97845584//3z3s5/9zDnn3IwZM9wTTzzhnHNu165dbftcdNFFbcdav369GzlypDviiCPciBEjXE1NzUExPvTQQ27YsGHuvffec/v373eVlZXuxRdfdOvXr3fnnHOOa2pqcs45N2fOHLdkyZJ2z9fS0uKmTp3q/vGPfzjnnCsvL3d33323c865b37zm278+PGurq7Ovfvuu+6www6L+/9J9BxTp051L774Ytv7UFlZ2bbfJz/5SffGG28455xbvXq1+8QnPuGcc+5LX/qSu/POO9ti++CDDw7a94477nC33XZb2zZ1dXVx44oFrHEJchp1JhAREemlRo4cySmnnALARRddxI9+9COuueYaLr74YpYuXcrMmTNZtWoVjzzySNz9R48ezcSJEwE48cQTqampOWib5557ju9973vs37+f3bt3U1lZyfTp07nnnnu48847+eIXv8jjjz/OZZddFrdd26c//WkGDx4MwBe+8AVWrlxJXl4ea9euZfLkyQAcOHCAww47DIDHH3+c+++/n5aWFrZt28b69euZMGECAJ/97GcBGD9+PPv27WPAgAEMGDCAwsJCPvjgAwYNGtT2vH/84x8TPkci+/bt469//Svnn39+27LGxkYA/vSnP7W9j8FgkIEDB/L++++323/y5MlceumlNDc387nPfa7tve0OJWoiIpLzAkX9KblxHdW3n9q1A5y5KLXt0tzr08ziPp45cybTp0+nqKiI888/n7y8+Jf7wsLCtvvBYLCt6jOioaGBq666ijVr1jBy5EhuvfVWGhoaAFiyZAl33XUXAOeffz6XX355yjE655gxYwbf/e53263btGkTd9xxBy+++CKHHHIIl1xySdvzRccbCATaxR4IBA6a1D3RcyQTCoUYNGgQ69atS3mfaB//+Mf5v//7P55++mkuueQSrr76ar761a926VgRaqMmIiLSS23evJlVq8ITvT/66KOcemo40RwxYgQjRozgtttuY+bMmW3b5+fn09zcnPLxI0nSkCFD2LdvX1u7tchzPP/880C4tOnoo4+Oe4xnn32W3bt3c+DAAX79619zyimncNppp/Hkk0/y7rvvArB7925qa2upq6ujpKSEgQMHsmPHDp555plOvBvtJXqOZEpLSxk9ejRPPPEEEE72/vGPf7Qd75577gHCbfv27NnDgAED2Lt3b9v+tbW1lJWVMWvWLC6//HJeeumlLscfoRI1ERGRXurYY4/lJz/5CZdeeinjxo1jzpw5beuqqqrYuXMnY8eObVs2e/ZsJkyYwAknnMDChQs7PP6gQYOYNWsWxx13HMOGDWurRgRYvHgx3/jGN2hpaaGoqIj7778/7jFOOukkvvjFL7J161YuuugiJk2aBMBtt93G6aefTigUIj8/n5/85CdMmTKFj370o4wZM6ZdtW5XjBs3Lu5zlJeXJ91v2bJlzJkzh9tuu43m5ma+/OUvc/zxx3PXXXcxe/ZsHnjgAYLBIPfccw8nn3wyp5xyCscddxxnnnkmxx13HN///vfJz8+nf//+CaucO8Oc13ujL5k0aZJbs2aN32GIiEgvEKnurLxxZbv7HdmwYUO7JCglaaz6rKmp4ZxzzuHVV1+Nu/5rX/saH/3oR7nsssu6/VySPvE+N2a21jk3Kd72KlETERHpKT00I8GJJ55ISUkJP/jBD3rk+SRzlKiJiIj0QhUVFQlL09auXdvD0UimqDOBiIhIlIrmjR9WUYr4TImaiIhIF/XFdt6SOV35vChRExERiVLkDsD2l+GZucm3Kypi165dStYkJc45du3aRVFRUaf2Uxs1ERHJWdW3n0qoYR+Bov4A1OYdRUXzRkqa6mH7K0n3PeKII9i6dSs7d+7siVClDygqKuKII47o1D5K1ERERDxLBl5JectbVFrygVEhPHjs6NGjeyAqyWWq+hQRkZy0+u5Z4dI0Qu2W729qpbpxiE9RibSnRE1ERHLSgA82ECBEiAB7B304AOml3MoCm5NkT5Geo0RNRERyVogAgaL+TLlqcduy/Y0t7G9qoWZXvY+RiYQpURMREfGMG1FKcWEerSGob2rxOxwRJWoiIpK7AkX9283rOW96JeOGlxLU1VGyhD6KIiIiIllKiZqIiEiUx644mUUlj/odhgigRE1EREQkaylRExEREclSStREREREspQSNREREZEspURNREREJEspURMRERHJUkrURERERLJURhM1M/uWmVWb2atm9nMzKzKz0Wb2NzN708weM7MCb9tC7/Gb3vqKqOPc4C1/3czOyGTMIiIiItkiY4mamR0O/BswyTl3HBAEvgz8B3Cnc+4jwPvAZd4ulwHve8vv9LbDzMZ5+1UCnwHuNrNgpuIWERERyRaZrvrMA/qZWR5QDGwDPgk86a1fAnzOu3+u9xhv/WlmZt7yXzjnGp1zm4A3gZMyHLeIiPRhF9y3irn1FybdpqJ5Izx0dg9FJBJfxhI159zbwB3AZsIJ2h5gLfCBc67F22wrcLh3/3Bgi7dvi7f94OjlcfYRERHJiI2th1G9bY/fYUiOy2TV5yGES8NGAyOAEsJVl5l6vtlmtsbM1uzcuTNTTyMiIr3c/OXVrN9WR2so+XYBWqG5oWeCEkkgk1WfnwI2Oed2OueagV8CpwCDvKpQgCOAt737bwMjAbz1A4Fd0cvj7NPGOXe/c26Sc27S0KFDM/F6RESkD1j/Th37G1sIBqCkIC/uNrV5RwEQCrXEXS/SUzKZqG0GpphZsdfW7DRgPfAccJ63zQzgN979p7zHeOv/5Jxz3vIve71CRwNHAy9kMG4REenjflF4G4vyF1MxuCTu+hfHXkcrQXA9HJhIjEy2Ufsb4U4BLwGveM91P3A9cLWZvUm4DdoD3i4PAIO95VcDc73jVAOPE07y/gf4V+dca6biFhERmTe9EvM7CBHCvTIzxjk3D5gXs3gjcXptOucagPMTHGchsDDtAYqISM6ZsedexlktJTQQbkId342tswFY3kNxicST0URNREQk25S3vEWROwCF/WHY+ITbLSp51Lt3Vc8EJhKHppASEZGc02D9YNgEOHOR36GIJKVETURERCRLKVETEZGcU5N/JMx82u8wRDqkRE1EREQkSylRExEREclSStREREREspQSNREREZEspURNREREJEspURMRERHJUkrURERERLKUEjURERGRLKVETUREcsdDZ1PRvNHvKERSpkRNREREJEspURMRkdyxeyMlrt7vKERSpkRNRERyR9M+AGrzjvI5EJHUKFETEZGcUm8lLBl4pd9hiKREiZqIiIhIlsrzOwAREZGeckHTd9jf1EKx34GIpEglaiIiIiJZSomaiIjkjIbmVlpCzu8wRFKmRE1ERHJGyIWTtHEjSn2ORCQ1StRERCSn5AWMedMr/Q5DJCXqTCAiIjljUcmj3r2rfI1DJFUqURMRERHJUkrURERERLKUEjUREZEEKpo3wkNn+x2G5DAlaiIiIiJZSomaiIhIAkXuAGx/GZ6Z63cokqOUqImIiMRRm3cUDdYPmuph+yt+hyM5SomaiIhIHEsGXklN/pFQUOJ3KJLDlKiJiIgk8OWm73BB03f8DkNymBI1ERERkSylRE1ERCSB/Y0t7G9qoWZXvd+hSI5SoiYiIhLHuBGlFBfm0RqC+qYWv8ORHKVETUREJI550ysZN7yUoK6U4iN9/ERERESylBI1ERGRBB674mQWlTzqdxiSw5SoiYiIiGQpJWoiIiIiWUqJmoiIiEiWUqImIiIikqWUqImISG546Gwqmjf6HYVIp+T5HYCIiEhPqN62h1DrYQTy/Y5EJHUqURMRkb7vmbnQVE+AkN+RiHSKEjUREenzaqpXQ6iVVgLU5h3ldzgiKVOiJiIifV59UwutBGgM9OPFsdf5HY5IytRGTUREcsJNrbMpPvyjPDa90u9QRFKmEjUREckJi0oe5bErTvY7DJFOUaImIiIikqWUqImIiIhkKSVqIiIiIllKiZqIiIhIllKiJiIiIpKllKiJiIiIZCklaiIiIiJZSomaiIiISJZSoiYiIiKSpTKaqJnZIDN70sxeM7MNZnaymR1qZs+a2T+9v4d425qZ/cjM3jSzl83shKjjzPC2/6eZzchkzCIiIiLZItMlancB/+OcGwMcD2wA5gJ/dM4dDfzRewxwJnC0d5sN3ANgZocC84CPAScB8yLJnYiISEeqbz+VUMM+v8MQ6ZKMJWpmNhD4OPAAgHOuyTn3AXAusMTbbAnwOe/+ucAjLmw1MMjMhgNnAM8653Y7594HngU+k6m4RUSk71h99yxCDfsIEPI7FJEuyWSJ2mhgJ/CQmf3dzH5qZiVAmXNum7fNdqDMu384sCVq/63eskTLRUREkhrwwQYChAgRYO+gsX6HI9JpmUzU8oATgHuccx8F6vmwmhMA55wDXDqezMxmm9kaM1uzc+fOdBxSRET6gBABAkX9mXLVYr9DEem0TCZqW4Gtzrm/eY+fJJy47fCqNPH+vuutfxsYGbX/Ed6yRMvbcc7d75yb5JybNHTo0LS+EBERyW1z6y/kgvtW+R2G5KCMJWrOue3AFjM71lt0GrAeeAqI9NycAfzGu/8U8FWv9+cUYI9XRfp74HQzO8TrRHC6t0xERKRDgaL+VN640u8wRLokL8PH/zqwzMwKgI3ATMLJ4eNmdhlQC3zJ2/Z3wFnAm8B+b1ucc7vN7N+BF73tFjjndmc4bhERkTYLg/fTuK0f85f/lHnTK/0OR3JIRhM159w6YFKcVafF2dYB/5rgOA8CD6Y1OBERkRSUFOSxtwFaQ47179T5HY7kGM1MICIikkTF4BIChCihgRl77vU7HMkxStRERESSGTYeAkEChChvecvvaCTHKFETERFJ5sxFVJaPoCL4nt+RSA5SoiYiItKRmU9Tk3+k31FIDlKiJiIiIpKllKiJiEifdMF9q5hbf6HfYYh0ixI1ERERkSylRE1ERPqk2l31tITSMp20iG+UqImISJ9U39QKhAesFemtlKiJiEiflRcwKgaX+B2GSJcpURMRkT5p3PBSFpU86ncYIt2iRE1EREQkSylRExGRPumWXddS0bzR7zBEukWJmoiI9EnDWt6hxNX7HYZItyhRExGRPqnINYTvDBvvbyAi3aBETURE+qx6K4EzF/kdhkiXKVETERERyVIaBVBERPqkmvwjAaj0OQ6R7uh0iZqZHWJmEzIRjIiIiIh8KKVEzcxWmFmpmR0KvAQsNrMfZjY0ERERkdyWaonaQOdcHfAF4BHn3MeAT2UuLBERERFJNVHLM7PhwJeA32YwHhERERHxpJqozQd+D7zpnHvRzI4E/pm5sEREREQk1V6f25xzbR0InHMb1UZNREREJLNSLVH7cYrLRERE+qy59RdywX2r/A5DckjSEjUzOxn4f8BQM7s6alUpEMxkYCIiIl320NlUNG9sG0stXVpDsH5bHfOXVzNvukZok8zrqOqzAOjvbTcgankdcF6mghIREemO6m17CLUeRiA/fccsKcgjGID9jS2sf6cufQcWSSJpouacex543sweds7V9lBMIiIiXbb67lmUNOwjQCitx60YXEJxfR7FTpP6SM9J9dNWaGb3AxXR+zjnPpmJoERERLpqwAcbgBAhAtQPGpvWY9/i7mE/RdyB+tNJz0g1UXsCuBf4KdCauXBERES6L0SAQFF/ply1OK3HrbRa6ilixp57gZPTemyReFJN1Fqcc/dkNBIREZE0CRT1p/LGlek96LDxsP1lihr3Ud7yVnqPLZJAqsNzLDezq8xsuJkdGrllNDIREZFscuYiGDaBBuvndySSQ1ItUZvh/b02apkD0tvvWURERETapJSoOedGZzoQERGRrDfzaWpuP9XvKCSHpJSomdlX4y13zj2S3nBERES67oL7VrG//kIWlTzqdygiaZFq1efkqPtFwGnAS4ASNRERyQrzl1ezflsdI9M7fJqIr1Kt+vx69GMzGwT8IhMBiYiIdMX6d+pYHJpHSX4DJQWD/A5HJC1S7fUZqx5QuzUREckaM/bcSwkNBAhRMbjE73BE0iLVNmrLCffyhPBk7GOBxzMVlIiISGdccN8q9u/5GL/Of4pgYX8YdpbfIYmkRapt1O6Iut8C1DrntmYgHhERkU6JbpvWYP0oGTYhPOaZSB+QUtWnNzn7a8AA4BCgKZNBiYiIpGr9O3Xsb2whGICdJcfAzKf9DkkkbVJK1MzsS8ALwPnAl4C/mdl5mQxMREQkVcWFeRQX5KltmvQ5qVZ93gRMds69C2BmQ4E/AE9mKjARERGRXJdqohaIJGmeXXS9x6iIiEhajRteymMFv/E7DJG0SzVR+x8z+z3wc+/xBcDvMhOSiIhI59yy61qwWhg2we9QRNIqaaJmZh8Bypxz15rZF4DIBGergGWZDk5ERKQjM/bcS0XzRqDB71BE0q6j6sv/BOoAnHO/dM5d7Zy7GviVt05ERMRX5S1vUeQOQEEJDBvvdzgiadVRolbmnHsldqG3rCIjEYmIiHRSg/ULV3tq/DTpYzpK1AYlWdcvjXGIiIh0WU3+kRo/TfqkjhK1NWY2K3ahmV0OrM1MSCIiIiICHff6/CbwKzOr4sPEbBJQAHw+g3GJiIikJNyRoO8+n+S2pImac24H8P/M7BPAcd7ip51zf8p4ZCIiIh15Zi4lrp5604wE0jelNI6ac+454LkMxyIiItI521+hOjSKFsvn+B56yo2thxGglcpn5qrzgmScZhcQEZFeLUSQJivsueez8KWzpnp1jz2n5C4laiIi0mvV7KrH9fBztgaKaCVIfVNLDz+z5KJUp5ASERHJOvVNLVzfPIv3BxxLT5Vv/cewH7B/899ZxKM99IySy5SoiYhIr3TBfavYX38heQEoH9xznQkeu+Jkqm+/tseeT3Kbqj5FRKTXmb+8mvXb6mgNwaKSR3nsipP9DkkkIzKeqJlZ0Mz+bma/9R6PNrO/mdmbZvaYmRV4ywu9x2966yuijnGDt/x1Mzsj0zGLiEh2W/9OHfsbWwgGoKRAlUPSd/VEido3gA1Rj/8DuNM59xHgfeAyb/llwPve8ju97TCzccCXgUrgM8DdZhbsgbhFRCSL/aLwNhblL6aiB6s9RXpaRhM1MzsCOBv4qffYgE8CT3qbLAE+590/13uMt/40b/tzgV845xqdc5uAN4GTMhm3iIhktxl77mWc1VJptX6HIpJRmS5R+0/gOiDkPR4MfOCci/Rp3goc7t0/HNgC4K3f423ftjzOPiIikoPKW96iyB2AghIYNt7vcEQyJmOJmpmdA7zrnOuRydvNbLaZrTGzNTt37uyJpxQRER9ccN8q5tZfSIP1g2ETNDuA9GmZLFE7BfismdUAvyBc5XkXMMjMIi0/jwDe9u6/DYwE8NYPBHZFL4+zTxvn3P3OuUnOuUlDhw5N/6sRERHfRff2rMk/EmY+7XdIIhmVsUTNOXeDc+4I51wF4c4Af3LOVRGeM/Q8b7MZwG+8+095j/HW/8k557zlX/Z6hY4GjgZeyFTcIiKSvdTbU3KNH5/y64FfmNltwN+BB7zlDwA/M7M3gd2Ekzucc9Vm9jiwHmgB/tU519rzYYuISDYoLsyj2PLU21NyQo8kas65FcAK7/5G4vTadM41AOcn2H8hsDBzEYqISG8xbngpjxX8puMNRfoAzUwgIiK9yi27roXtL/sdhkiPUAW/iIj0GjP23EtF80agwe9QRHqEStRERKTX0PhpkmtUoiYiIlmv+vZTAbzSNDR+muQMlaiJiEhWW333LEIN+wg17KPE1YcHutX4aZIjVKImIiJZbcAHG4AQrQR4OTQaZwGO9zsokR6iRE1ERLJeiACNgX60hhxBM7/DEekxStRERCTrBYr687vx9/Hk2q2UFARZ7XdAIj1EbdRERCRrRSZgB5g3vZJxw0sp14wEkkNUoiYiIlkpMgH7yNCHyx674mT/AhLxgRI1ERHJOhfct4r12+pYHJpHSX4DJQWD/A5JxBeq+hQRkaxTu6ueQxu2UkIDAUJZOQF7qGFf2/huIpmiRE1ERLJK9e2n8p8NN1NsDVQGaqns935WzkIQIESoYR+r757ldyjShylRExGRrBEZ3DZAiFL2Eyjsn5WzEOwdNJYQAQKEvHHeRDJDiZqIiGSNAR9sIECISqvhscLbwklaFs5CMOWqxQSK+hPSZVQyTJ8wERHJDg+dTUXzxnDy0wsGta28cSWBov5+hyF9nHp9ioiIry64bxXs3sgtje9AaAiBov6UFB4KTfuysm2aSE9SoiYiIr6q3VXP0Po9EGyllQBb846i8tCB4ZVZ1jZNpKcpURMREd9ccN8qdu5t5BAcoWB4Ps8Xx17HWdMr/Q5NJCsoURMREV9EZh5odZAXNMaPPhxmPs1kvwMTySJK1EREpMdFZh7Y39jCgKI8ftz/cSD7BrUV8ZsSNRER6VHzl1dzzbaraQ05ZhXOZ9zwUioKlKSJxKNETUREMuuhs8N/vfHQJm/4HoWhAxjwl/x/pfTdPdDaBOWajkkklhI1ERHJnGfmwvaXAbjgu8vg0CO5peUtIAQ4Spt3frithuIQOYgGvBURkczZ/go01RNq3Mf+fXtYU7Oba/deSEXwPSoHtkBhKVgQBozQUBwicahETUREMqralRMKORYG76cibwe1roydJcdQ8u0VB1WLikh7StRERCQjqm8/lVDjPm5smU1rCL6ffw/gCBCiYrDXeUAJmkhSStRERCR9vBKy1QdGUNKwjwAhWkKOlmAxR+Xtpsg1UVnwPgw7y+dARXoHJWoiItJ9D50NuzeG5+cEpjSupJry8ATrBf05dMQxFBVMDHcsGDZB7dFEUqRETUREuueZuVTXvgOhPCoDdWBBLmi8mZvzlzF+9OE8M3OGt2HfrOYc01QN3x0JE6uUgEraKVETEZGue+hsGrasg9BgQgRZfdiXGLb/n9zS+gghgn2+DVpt3lFUNG+kpKk+3MNVJM00PIeIiHRZ9eYdvNVyKK0EqKeIO4OXsj5UTitBnAX9Di/jlgy8kvWunGpX7nco0kcpURMRkS4LhVoA+HboG8wKzAfCyUtjoB/Bwn5+htZjvtx4M3ObZ1Gzq97vUKQPUtWniIgkdMF9qwB47IqTwwuemQvrloXXsYhvuwKKaOLUj53E+nfqWFOzG4A7Kn744T592LgRpazfVkdrI9Q3tfgdjvRBStRERCSu+curWb+tDoCaO6a1jX1WfeAQAPa37uGS1us5KriD5dMr220/bkSpP0H3sHnTK1n/Th37N/sdifRVStRERCSu9e/Usb+xhZHsYKi9Qf2+VmpChxEiiANaQo6jgjv48SGPA1e1JS0QTmByxWNXnEz17df6HYb0UUrURERyXcw0TpHqToDiwjwGNDdQ0zqEkfYuANc1zyIvYNyRfy8AFYNHtm2fC9WdIj1JiZqISC57Zm54EFrv/vyWi1m/rY4HuZXWkOPOw+/kll2Pcu3eK5mX/zD9aIKC/hQX5VHJ++H9NMuASMYoURMRyWXbX4GmcG/FC144kvVuK4tD8zjWaqhhGA9u/yL93AGCAbiweR5DBxSy+sZPhfd96NHwXw3yKpIxStRERHLcBSyiobmVkGthcOhtxhdthlCIIK0ABAr7U1w4kEmHHtq+arOPD2Yrkg2UqImI9HXRbdCi5uRsaA4x48A3edUNZpRtB2BAoIF+7gD7KaDF8tlZcgwlg0t4bGaVjy9AJHcpURMR6cui26DdOpBXQqMJEJ6TM58At+Q/Qj39+PfWS3iicCFF+QGgP7WunNsHf1+dA0R8pkRNRKQXO2hA2lhRbdAAAoRoJcjfQ0cRJFy9WRJoZvnop2HzAWgCRp1M5cyneawH4heR5JSoiYj0YrW76qlvamX+8mrm5f2sbdYAJlZxweZzYfu53OLeAWBB44V8O/8J8oJ5zHDzGNbyDssLbqaopBSGjf+w5G3YeJ9ejYjEUqImItKL1Te1srehJTzQbEG49Ky69QjmrhzFLflXUxQ6wNzW2QAUU8+/t17C8gVXMe6+VUApRVe8/eHB1HtTJOsoURMR6cUe5FbyCho5Zvt2oAEKSihv2MGi4D2EQkEChNptHzADNDBtulU0b/Q7BOmjAn4HICIinVN9+6lUz58E3x3JCbzGRwNvUeLqabB+fLp+AdWunBBBAgGDQJDlp25m+UfCQ2kU5Qd9jr7vKnH14c4bImmkEjURkWwWM73T6rtnUdKwjwCtVB8YRLk1ESJAc7Af2/NGsPHAYQTyggzoP4iKa1a0O85jhbdBQSkwu8dfRl/XYEXhRG37K36HIn2MEjURkWwVNbTG6rtnMevd8ziicSJ35P+NVoK0EuBVN5ovN32HYLhGk+LCPO4Y/kNVbfawjaEy3g6VUrqrngq/g5E+RYmaiEi28obWCDnH/C0T2etayAsaN4bmsKP4aOqbWr0NWyguDJ/OzzvxCOZNrzz4WJFenQX9ey7+HPL1gn/nkL2vc0fTz/0ORfoYJWoiIn6IqtKMHQvtpfn/j6bWEAtbv8rtwbdxwB359zLSdrLFhlNZPuKg6Zsix4ibpEG4R6d6dWZM+eAS9teb32FIH2TOOb9jSLtJkya5NWvW+B2GiEh8z8xtG+9s9cDPEHz31bZVBa4RcyEOUMBtrZcA0GD9+M/AD6mwHZQEWmDUyZpnMwtV334qAJU3rvQ5EultzGytc25SvHUqURMRyaD5y6t5cu1WwKuWfO+6cBVkUz31oTwGHFhNK0EiZTEBbyL0sbaZRfmLWWBzKB42hsp9LbCvBQpKNCCtSA5RoiYikmaRashbdl3LWU2tPNJ4M/+d/x2Ofmk7FAQJNe6jOlROuTcR+oTAJigspbpxCJDHgsYLuSX/Z1QGanls1G9g5mxgw4fVparCFMkZStRERNLBS6KmbPsWO/c2cmTwXUKBfRQCRwbfJUiIEldPdeORhEKD+Xrzv/G9/HvpZ03wsTlw5iIqvWM8NmwXrHsfiCk9U3WnSM5RoiYikkzMOGZx13k9KhuaQxTur6WVYRS5A22zAiwetIS9dfByaDRVgUXsbw730vzB8LvaD6MR/RyR8bhUeiaS05SoiYgkEjWOGc/MbZ80RdZFhrtoqiffOYqtgV8WLeSEgi1eVSZUDC5h+vtfoiXk2OtaGFCUl3gYjQiVnokIStRERBLzxjFrux+zrvrAICoadlCybweMOpnXtu3hGW4EgtAEleUTwttuXsWi4BbmciXDSgopH1ySPEkTEfFkbK5PMxtpZs+Z2Xozqzazb3jLDzWzZ83sn97fQ7zlZmY/MrM3zexlMzsh6lgzvO3/aWYzMhWziMhBRp0c7mlZu5JP3/wQ42/9PTV3TKNhyzoWNH+VjYyAghIu2H4h39x/GfVWEt4v0jtz2HgoKKGy3/ssP3Uzq2/8lGYN6MPm1l/Y1plEJB0yWaLWAnzbOfeSmQ0A1prZs8AlwB+dc4vMbC4wF7geOBM42rt9DLgH+JiZHQrMAyYBzjvOU8659zMYu4jkqpg2aRdsPpdrWt+jmEH8Z+CHtIaCDK1/l3x3gDqKqXdFvNQ0kvVuCPtbW6gpPpJKq4VhEz6sKlV7s5zRGoL12+qYv7xapaaSFhlL1Jxz24Bt3v29ZrYBOBw4F5jmbbYEWEE4UTsXeMSFR+BdbWaDzGy4t+2zzrndAF6y9xlA83SISLfEHaB090Ya6uuYfvNDFLmzgRZag0YT+eQRwoC3Wg8D4Pzg/1HV/B1amwDCbc+eHH8flbEXaLU3ywklBXl8P/9eWkMBtm44HqYv8Tsk6QN6pI2amVUAHwX+BpR5SRzAdqDMu384sCVqt63eskTLRUS6bPXdsyhp2AdAw4LDKcoPwMQqaNpHUWgf+a0H2hqHVDV/h+LCPJb3/y4A0/fdAMDepnByBknm2JScUVE5heq//Z5gqJXylrf8Dkf6iIwnambWH/hv4JvOuTqzD+dCc845M0vLHFZmNhuYDTBq1Kh0HFJE+iKvanPAB3uAEK0E+GfLUAItISq3v8K59TdS1LqP7+ffC0Dl6JFRJWJnADAuZm5OESA8Ft72V6jf/HdqKPU7GukjMtaZAMDM8gknacucc7/0Fu/wqjTx/r7rLX8bGBm1+xHeskTL23HO3e+cm+ScmzR06ND0vhAR6RsiQ2psf5nKplegqJSFh99DPUWECPDKpre5KfAQAEfl7aKy3/txp2t67IqTlaRJfDOfpib/SL+jkD4kk70+DXgA2OCc+2HUqqeASM/NGcBvopZ/1ev9OQXY41WR/h443cwO8XqInu4tExHpnMhwG411AFQ0b2TciFJmBeZzY+tsAoQwHA3B/hSNnNi+Q4CIiA8yWfV5CnAx8IqZrfOW3QgsAh43s8uAWuBL3rrfAWcBbwL7gZkAzrndZvbvwIvedgsiHQtERDr0zFxYtyw8MO2hR4aH2xg2nvoXHqHBipg3vTLctuyZuVT/LUgxLfzm5Fo4Ux0ARMR/Fu5k2bdMmjTJrVmzxu8wRMRPkQTNKz2jsJSa/KP4+vtfoib/KBaH5hEMGJNv1ZhXkl7Vt5/KtXsvZEvhUepkIikxs7XOuUnx1mlmApFsEkkuINwDUdVuXXLBfatg+5E8Rj0UlrYla/VNLbSGp99kVmA+JQVBVvsYp/RNJQV5BAOwv7GF9e/U+R2O9HJK1ESywPzl1Ty5disVzaP4Tf4+AmYHT1kkCc1fXs1Zay+nNeS4vmkW/1XwYwKEaMjrR9GwCR9uuG0P3x/wKJU3rtTo8ZIxFYNLKK7Po9jpEivdp0+RSBZY/04di0PzKA428GqoHAMqa/9K4LsjVbKWjFcCeU1TK2+FDqOBAobZbgLesBvTm27j0KYxPFZwG9W17xAKOQJF4UnU1WtTMukx5lJvRTy/59OAPmvSdUrURLLAjD33Mj64mX7uAOc2L2RvqIini26mpKleJWuxoquHG+vAgkARBoyxzdyS/wglpYO5fsB32Vizm+3b6jiz8SwW5D9MMY1+Ri65Yth42P4yRY37NPCtdFtGx1ETkdTcs+dj1LQOIVDYn+WnbqasYizrXTn1Lh9qV4aTk1z20NkfzsEZGWKjqR6AalfOelfObYffQ2npIVT2+4CKyimMG1FKcWEeexta2O+KcBghAuwdNNbHFyI54cxFcMMWXitQJwLpPpWoifhs/vJqWkKOuVzJ8huuCi+8bxVfbryZn+fPp4QDVOZ6qdrujdC0D34wNvx3lFeVVLuSuc2zWB8qZxKEh98AOHMR84B50yu99n95/FvB7ay+8VM+vQARka5Roibis/Xv1PEf+YsJz64WTtTGjShl/bY6QqEArQSZ/ubZ1Nz6+5zt6l+9twhCeVQ2biZEgHPfPJvvBB+mhFG0hBzFhXmMG1EK0w8e+6xtnDQRkV5IiZqIz2bsuZcJgU3hYSQ8keRiyu1Bhta/waLgvbSGAmzdcDxMX+JjtD3ngqj5NG9smU1R6z5uzl+GA+paCyEIIYLMG7mOKVf9q7/BiohkiBI1EZ+1NTYu6H/QutU3fgqe+QOse5/Wxn3MfX821/fBkrW2pGzfpbBvBw3Wj5tbwnP2vnIL3BzI55bWS7gw8B8AlJQGKaGAyuFDYeZi3+IWEck0JWoiWaC6YDyV314Zf+WZi+DMRWy5YxrfD/W9krX5y6tZv62OYS3vQN471LtC3nLhJM28bYpojlNypvZm0gs07OHleScyYf5avyORXkq9PkV6iYrKKRAIEiTUa7v8z19ezfhbf8/4W3/P/OXVQLiN3v7GFvJbDwDwT3cEVYH/oLR0EONHH06gqD+Bov5MuUolZ9K7RHoYm2v1ORLpzVSiJtJbnLmIyjMXMf2mu2nZ65iyvLr3VH9GDUz7XONtbKGsbWqdGXvu5cGiZylyBziz8XbeoIJJFaVUXLECgF7yCkUOMuWqxUy/6W4Alvsci/ReStREepmAGaXUc81Ln4ZXg71j5gJv7LMi5/jJgAepzTuKI97+By/cUsg9rTM4I/8pmgPFtASLGVpcqFkDpM9YVPKod+8qX+OQ3kuJmkgvc3ve/RBoocgdgKbeMSdoza569raOwgGVTdVUNr1CNaMYY7UsCt7LawWVVN64kmf9DlREJMsoURPpZSoL34PGOuqthJKCoN/htPPS/P9Hq3P87sSfhqtlHzqb+tq11IeGcn3zHJqD/ViedzPB/ACVjZt5JTQagHrNFiAiEpcSNZHepqA/9U2tnN1wGwOaGuBNsmYw3GCogTwXYvKG77F6SwEl29+m3Ou6+bVD/sZZ1y2Bh54ML5j5NOP9C1Wkx1y790K2ZMl3VHofJWoivc23N3DH8mp2rd3KgOZw78/9jS1tjfN7Unh6pq0AlBQEWexCjA9sYu77s3HvO+7I/xuvuVHcFJrDqWNP4iyAmQfPHiDSV5UU5BEM+Pcdld5Pw3OI9ELzplcybngpxQV5LP/I00yqOJT12+raBo7tKZM3fI9loetZFrqewrparm+eDUAwAHkBo6T0UE5a8ALP3jZTJQmSkyoGl7R9R0W6QiVqIr3UY1ecDA/dBptX8SBf5KyGf6d2V3mPPHekJG1k48f4fv7fAcfdBf9JZIja5QU3hzccrN6bIpHv6PP9Pg3oOyGdo0RNpDcbNh62v0y/xn38uODH7G8oYvytHw6umbY2MQ+dTc2ueqbvuwGAvQ0tBC1ccnZU3i6KSkqhaV9420agoOTD+ERymfcdLWrc12sHqhZ/KVET6c286aUCD53NhNqV7HNFPBq6nqtD36C51fGtNZfwjzXDuci+27Wk7Zm5NLz4M1paW6hzwzm0KdwebVnBj3EW4PiK4cBEtTsTScT7jr52+6l+RyK9lBI1kb7A+9Xev6me8W4Tzwa+2fbttlCI/U0tPLl2K8+8so36pnCJ296GFgYUhTc678QjmPfGeTTU1zG96Ta2543gvBOPYMbrq6lvOZSRtpMgIZYM+RkA9XWtVPAObK6BUarKEUnFmKZq+O7I3jFItWQNdSYQ6QvOXAQ3bIF5u+Fjc6CwlHor4YLGmwkS4uWiWSwLXc/9DddwaMNW9je2AOGeaG290Zr2URTaR37rAfY2tPDQX2qYs+t8WgnyZuBIKkePpKL+ZSrqX6YysJmSosJwFaeqN0U6VJt3FA3WD5rqe8Ug1ZI9lKiJ9DVe0nbHCc+yOziEkAUImmFAkFaeL7qaNwov4uXCyzky+C7FhXmsqdlN5Z7/5ILGm1leeBOvFc/m6Lx3yQsYpaWDOGHeX8MJWUFJ+PaxOTBsQvimkgGRDi0ZeCWXDvtvlUBLp6nqU6SPmje9EqZXAjMBwoPLepOjH2hoYosbwrN536Qh0J9/5g+lgXzuaP4SzYFiikL7eDbvm2DBD3tuem1tRKRr1tTsZnrgbH58yONU+B2M9BoqURPJJV5p26cKl/HN0NU0BPpTlB9gfL9dFAdaoHQERbe83VZ9qqpNkfQYN6KU4sI8WkNQse/v8ANNmyapMeec3zGk3aRJk9yaNWv8DkMkJdVeb7DKG1f2/JM/dHb4r3ptivSI331vBmft/3X4h9ANW/wOR7KEma11zk2Kt05VnyK5TAmaSI9aMvBKylveonLYQL9DkV5CiZqIiEgPumbvVyjYH+A3fgcivYLaqImIiPSQcSNKAQj1wWZHkhkqURMREekh86ZXUv3KFd6jq3yNRXoHlaiJiIj0tIY6XrllIqvvnuV3JJLllKiJ+GT+8mrG3/p7rt17od+hiEgP2jtoLCECBAgx4IMNfocjWU5VnyI+mbzhe3w+9A+C+SFKCg71OxwR6SFTrloMfDg0j0gyStREfFLe8hZjArUEC/tD5Vl+hyMiIllIiZqIj14rqKTyBh8GuhWRrFDRvDE88PT2l8MLJlZpqjZpR23UREREfFCbdxRvtR7GK5vepr6pldbGfdRUr/Y7LMkyKlETERHxwYtjr+P6tVvDDxyMbHyL7xc86m9QknWUqImIiPhg3vRK5k2vbHuszgUSj6o+RURERLKUEjURERGRLKWqTxERkSwwt/5CWkKOKcur21WJSm5ToiYiIpIFbs+7n4BrZeSa26h/yXhl6Nltg+NK7lKiJiIikgXGlzbSUF/HP1vKCLRqeikJU6ImIiKSDb69gSJgPOoBKh9SZwIREZFs1FDHK7dMZPXds/yORHykRE1ERCTL7B00FopKGR/YxJR3H4dn5vodkvhEVZ8iIiJZJtKJ4B/zTiDPNVNSvZqKM30OSnyhEjUREZEsdUXh97im+UpG7vsHfHekStZykBI1ERGRLLX6xk/x9UNeoDpUTvWBQ5i+chTjb/0985dX+x2a9BAlaiIiIlnsxbHXsfDwe6ColF/n38RfuITJG77nd1jSQ5SoiYiIZLF50yt57IqTqfzoqQQL+7MlNIQl7x+n3qA5Qp0JREREeoMzF8GZixi58CM8FriN6g/GM395NevfqQNg3IhSTT3VB6lETUREpBcpvelNqgvGQ0Mdn3+xiu2b1rOmZndbwiZ9i0rURHpQ5Nfv+m11jGy8kO8PeNTvkESkF9o7aCwDPtjAhKZXeL7oauqthPNqbuKVW+ZwZPBddpYcQ8XgEhg2PlwSJ72WEjWRTHlmLjXVq1kfKgfgnj0foyXk+I/8xRxp2+hX2MSWguN9DlJEeqO2ydqfmQvbX2HnrnqeZCEbWw/j/IabeYLbCO07wIZte3iypVpVor2YOef8jiHtJk2a5NasWeN3GJLrvjsSGttXRdRbyYe/dEG/dkUk7S64bxXrt9WxODSPAdTTRD7b+o9nXKBWpWxZyszWOucmxVunEjWRbpi/vJon124F4D+KH6W85S0A5tZfSE3rDxlnNTxYdCclBUGYWEXJmYso8TNgEenzxo0oBWD3nmOZsv/XVIdGUb7vJSoCm2EfULuS+hceoSb/SPYOGvth6ZxkJV9L1MxsJPAIUAY44H7n3F0x2xhwF3AecCiwE/iJcy7hzwGVqElaeFUKAAwbz+pNuxjwwQbm1l8IwC8KbqM1FP7+lFgDQUIAVBeMp6J5IwDP9/s0L469TtUOIuIP7zxWs6u+XTOM7wQfpoQDVAY2U28lfLnpZgBuOvzvStx8kKxEze9EbTgw3Dn3kpkNANYCn3POrY/a5izg68AxwLXAXKAQ+Er0dtGUqElnrb57FgM+2NBu2YK953JL/iNUBja3LasOjaLc3sUCwbYT248PeVxVmSLS66y+exYL3/4oAItKHmXB3nMB2B8oaVsWq6Qgr331acwPWp3/uiZrE7VYZvYb4L+cc89GLbsPeBs4xTl3hpm9Dvw3sNc59914x1GiljtiE6zavKMA2qogU7Vg77lck/84RTRzY+tsIHySij2eqglEpK+KPZ9GagZq8o8k1LCPSLYQpBWAcnuX/tbQ7hjVBeMTHj/2fFpSkEdF5RQld/SSRM3MKoD/A45zztVFLf8tsBqocM5dbmZ/BJ4HDnPOfS3esSoP7+8e/9eJmQ9afFfZ9ArVoVHU048fNJ/PY4W3ta2rtxJq8o9M+VhKwkREEosMLzRjz73tfgxHErB79nyM24P3c2Tw3bZzb0XzRlyolVp3GAuav9q2Tx3FPFN4I9D5c3VfdNxNf8nuRM3M+hNOvhY6534Zsy6lRM3MfgZ8AaCkpKR4zJgxPRZ/b/L666+3e3zssccetC56WXeOf+DAAfr169d2vI6O39nnj7d9Ol6DiIikX3fOz/H2Xbt2bcLt+/fvn9JzpXpNTBZ7vGN09rWuXbvWOefiTkLge69PM8snXJW5LDZJ87xNeAaFkd7jI4Aib3kb59zFwMWgqs9kpk2b1u7xihUrDloXvaw7x1+3bh0TJ05sO15Hx+/s88fbPh2vQURE0q875+d4+1ZUVFBbW3vQtuXl5VRUVKT0XKleE5PFHu8YnX2tZvZSonW+TiHl9eh8ANjgnPthgs2eAv4fcLSZfR6oA872louIiEgOWrhwIcXFxe2WBQIBFi5c6FNEmeH3XJ+nEC4F+6SZrfNuZ5nZlWZ2pbfN74C3gH7AL4DhwOPOuWp/QhYREZHOWLZsGatXr+b555+noqKCZcuWdfuYVVVV3H///RQWFgJQWFjIMcccQ1VVVbePnU18rfp0zq0ErINtHPCv3k1ERER6kWXLljF79mwaGxsBqK2tZfbscO/67iZVVVVVLF7ctzuB+V2iJpI2mfjFJiIi3XPTTTexf//+dsv279/PTTfd5FNEvYsSNekTEv1iU7ImIuKvzZs3d2q5tKdETfoE/WITEclOo0aN6tRyaU+JmvQJ+sUmIpKd4vXOLC4u7nO9MzNFiZr0KtOmTTtozBrQLzYRkWwV2zuzvLyc+++/v8/1zswUJWrSJ+TKeDoiIr1RVVUVU6ZMYerUqdTU1ChJ6wTfZyYQSYfIl/6yyy6jsbGRwsJCRo8erZOBiEgO6wuz1ShRk6zUlS9XLoynIyIiuUVVn9Iracw0ERHJBSpRk15nx44dCUe5FhGR3NSbqzeTUYma9DqbNm3SmGkiIpITlKhJrxMpSYulMdNERKSvUaImvU5kLJ5YGjNNRET6GiVq0uuMHj1ao1yLiPQCiQYpl9QpUZOUZfILF9uLc8eOHQm3LSsr0yjXIiJ9VOy1pi/08u/O9VO9PsV3y5YtO6gXZyCQ/DdE9JhpfbWnj4hIrot3fYj08s+VH+cqURPf3XTTTQf14gyFQmzatMmniEREJBvEuz7kWi9/JWriu0S9NRP17uzIjh07en0xuYiIJL4+5FIvfyVq4rtEvTUT9e5MZseOHbzxxhsHFZMrWRMR6X0SXR9yqZe/r4mamT1oZu+a2asJ1k8zsz1mts673dLTMfZFmS5xihx/z549rF69usPjL1y48KBenIFAgNGjR3f6uTdt2kQoFGq3LNeKyUVE+op414eOevlHdz5YvXp10s5pvYHfnQkeBv4LeCTJNn92zp3TM+H0fZESp0gyk67plyK9WWKP39jY2OHxIw1CL7vsMhobGykvL6dfv36UlZV1Og4Nhisi0ndUVVVx22238frrr+Oco7CwkFGjRiXsSBDb+aCxsZE33niDZcuWpdT5IHIty6ZOar6WqDnn/g/Y7WcMuSbTJU5dPX5VVRVTpkxh6tSp1NTUdClJAw2GKyLS15SVlVFaWsrUqVOZMmVK0utDos5pvblWpTe0UTvZzP5hZs+YWWWijcxstpmtMbM1O3fu7Mn4epVMlzj5XaI1evTog4b2iC4mz8RYcBrQUUQk/bpybu2LnQ+yPVF7CSh3zh0P/Bj4daINnXP3O+cmOecmDR06tKfi63UyXeKUjuNPmzaNdevWden5N2zYwCOPPKLBcEVEfOD3D9e+2PkgqxM151ydc26fd/93QL6ZDfE5rF6toxKnbD9+KmKrUZWkiYj0rHgJ24oVKzLe9itR57TePMVgVidqZjbMzMy7fxLheHf5G1XvVlZWxjHHHJOxEqfY4xcWFvbaEi2/fxmKiEjnVFVVtZtisLCwkGOOOaZXXoMifO31aWY/B6YBQ8xsKzAPyAdwzt0LnAfMMbMW4ADwZeec8yncPqOsrKytMWYmft1Ejr9u3TomTpzYq78gHYl0A29sbKSiooKFCxf26dcrIpLtoqcY7At8TdScc1/pYP1/ER6+Q3qhiRMnZlUX53TTHHQiIont2LGDTZs26YdsN2V11af0HdEDEHZ1kN3YY/g9iKHmoBMRiU+zxKSP3wPeSg5IR8lTvGPEdlroaal2A8/GARRFRDIp2ZiavaVULVvO2SpRk4xLR8lTokEMN23alHCfdevWJewMkI6OAn2xG7iISDr4PaZmX6JETTIuHQMQJto20cmgs2ITt2RVtZFtU5mDLh1VviIivU2mx+zMpV75StQk49JR8pRo20Qng+5IVFUbm2TFdgOPHeok1eOIiPQ12TCmZl+hRE0yLpWSp2g7duygrq6uXSlUokEMR48enXIc0aVbq1evTtgZoTNVtZHBdQcOHEhFRUW7thfqbCAiuSrTY3bmEiVqknEdlTxFi/QUigyXV1tby1e/+lWAg45xzDHHpDx5e2zpVmNjI2+88Ubc0q10zRXXF+ecExFJVVlZmWaJSQMlatIjUp3WKV5PoVAo1NZTKPoYyZK0FStWMHHixLbHiTojxCvdSkdV7bRp0ygoKOj2cUREOpJL7bVykRI1ySqZ6inUmdKtZFW18ToHxCaFEaNHj+5Ula+ISGelq8NSdLLX1cQv1eYlmT5GX6NETbJKZ3oKRSb4TeWk0plSskRVtUDczgFXXXVV3BNlWVlZwipf/QIWke7Kpg5L8ZqXvPbaa/zlL39JOdlK1EQl15M1DXgrWWX06NG88cYb7ao/A4FAt0uhFi5cyOzZs9tVf0aOm2i+zshccZFBDysqKuJ2Drj33nvbtambOXMmzjlaWlqoqalh9OjRlJWVZc3giSLSNyTrsJSO9mDRg3V3NHB3vFgAWlpa2toDdxRTsvEyi4qKOh1/X5G2EjUzO8LMfmVmO83sXTP7bzM7Il3Hl74ptmQp0lPIzIBwCdsxxxzT7guebCDbRGJLySB8AvjGN77BpZdemtIv0kTVp5EkLaK5uZmWlpa248X+ItTYaiKSDunusNSVc2sqz5moPXC0adOmUVtbG3ddusbL7K3SWfX5EPAUMBwYASz3lol0SllZGaWlpUydOpUpU6ak3LOzI1VVVQeN7bNr1y6amprabZdoCI2udgIIhUIcOHAAyK6qChHpXZYtW0ZRURFmRkVFBYceemjc7Tp7ror8eNyzZ0/K7cJif2R39JypJI+Jmr5kYrzM3iSdidpQ59xDzrkW7/YwMDSNxxdJKPaXYLxSq2nTpvH6668f1Ks0nlQ7GURK/lI9nsZWE5GuiPcjr66u7qDe5Z3tsJSobVlnG/PHOz9GS9QLPlq8QXIjMXUmiUzVtGnTWLduXdqOlynpTNR2mdlFZhb0bhcBu9J4fJGUJCq12rFjx0HVlImMGjWqrbNCRLxOBldeeWXSk1P08SC7xlZbtmwZFRUVBAKBlKpgo7cfMmQIQ4YMSXnfrj6nSG+Xrs98vB95zc3NDBgwIOkYldOmTWPQoEEJqzQTtS2D5ONNxoqcH4PBYNz1qQxOHmn6kkiudi5IZ6J2KfAlYDuwDTgPmJnG44ukJFGp1aZNm1IqAUv2izR2LLe77767XfIWDAYPeo7I8TIxtlpXLwKRZLa2thbn3EFVsLHHveqqq9ptv2vXLnbt2pXSvtHLkz1nX6XkNHel8zOf6Mfc7t27aWhowDlHRUVFWyeojkSqLjv6kRgKhZgxY0ZKyVFVVRWnnnoqY8aMaTsnFhYW0q9fv5SbsJSVlSU9T0c6F+SStCVqzrla59xnnXNDnXOHOec+55zTEOzS45JN4F5UVBS3aD0vL9wBurCwsNPTnEQnb6eeeirHHntswl+4idqUbNmypa3dSbKTeGyp1qWXXtruInDRRRfRv3//ttKu2JKvq666ioqKCi666KK4yew3vvENhgwZwkUXXdTuuPfee2/CX92RfWfMmIGZcfHFF8e9MCVKoL/xjW/0qUSmo/+Rn8MndPZ9znSSuWzZMoYMGYKZYWYMGTKkUyW7kZhSXdZTIs+d6HsWr6lDR/Em+jEXOZ/Fa+6xbNkyVq5cyZ49e3j++efjvr+p/EhsbW1tqw5N5b2MnpGgoaGBk046qcPniNZRzUeudS7odqJmZtd5f39sZj+KvXU/RJHOSTaBe0FBQbv55woLCxkzZgwf+chHMDMaGxu56aabkp6IYqtEY8WbNiVywty2bVvcfSLt5mpra7n44ou56qqr2tZFTuCxSVC8jhAA9fX1baVdsSVf99xzT8KeVUDb9rFSqTJubW2Nu23kwpQogd61a1daEpl0Xpi7eqyrrrqqw/9RKm0S052MpFKyE/05y8vLS5p0d+U9ildKO3PmzHaft127dnHppZe2/aCIjiVeyW7kx0nsD4uZM2d2OkFO5fV0tE0k8YzEk0jsdyGV/8/ChQvJz88/6Fitra3079//oN7rM2fOZMaMGW3fy+j3N/a4qba1jRw70pQkUzqKJ+c6FzjnunUDpnt/Z8S7pbD/g8C7wKsJ1hvwI+BN4GXghI6OeeKJJzo52NKlS11hYaEDXGFhoRszZkzcdeXl5W7p0qUH7T916lQ3derUuMeeOnWqGzNmTMLjJ9o/elmiY0TvM3XqVDdw4MCky5YuXeqKi4sd0HYrLi52Y8aMadsu+jZmzBgXCAQO2r6z70Gi9zBePB3dzMwtXbq0S/tm483MXHl5ecrbDx482JWXl7ftF/u/WLp0abv1p512mjOzuMeJvI/Jjhd9zEi8sZ+HOXPmdBhTvBiS/X8jzxcMBtv9jT1O7OcTcPn5+a6goCBhnPGOm+h9jveciW6R1x7vOxb9mR88eHDbupKSkoNi9eMWDAbbfR6SvTfJXk/0/zHynsyZMyfl72p5eXm7z06i70bsdvFi6Mpt8ODB7c5V3TlW7Hch9vza0Xkz3n79+vWL+5mPfBci14Vkx4+9nsT7zo4ZM+agz328a1ey62P0uuj3Ny8vr932Hb0HwBqXKE9KtKKzN+D8VJbF2ebjwAkkTtTOAp4hnLBNAf7W0TGVqB0s3ok1EAgkTAbiJSrJPmjxkp3I8ZPtH70sUYzRX5pUErXIseIlfLFf7KlTpx70JUt0kkz2HiR7D7t6IiwvL+/2STSbbt29WEcnXZ1JXjtKaMzMDR48uEuxRWJyLvHFNtF+mUrAU024MnUbPHhwwuSnt95SeU9Tfd8TJdPJbpGLfab+t909bvT1Ih2J2sCBA9slWdHvQ/S5PNkxO/oBvnTp0qTJYLIf2pHjpHouihQUdDVRM5dClUYqzOwl59wJHS1LsG8F8Fvn3HFx1t0HrHDO/dx7/DowzTkXvw4JmDRpkluzZk1nX0KfVlFREbcovry8HCDhupqamrbHyUamLioqittuIPoY8faPXpYoxsLCQhoaGtq2X7duHRMnTmw7Trxl0ccG2LFjB5s2baKxsZHy8nL69esH0LYsHjNrq5KM7TEV+x4ke383b96ccm9TEem7zIxPfvKTrFq1Kmmbz3iKi4vp169f3KYJ2SByro93rkx27YjXGzVyPo8Vfazo7bpyTUp0zk51u2TXzngKCwuZMmVKwmYzZrbWOTcp7spEGVyqN+BM4MfADsJVlJHbw8ALKR6jgsQlar8FTo16/EdgUpztZgNrgDUDBw5sl82uWbPGrVmzpt2yefPmOeecGz58eNuyE044wTnn3KxZs9pt+/bbb7unnnqq3bL77rsvkgW33c455xznnHPnnHNOu+XOOXffffe1W/bUU0+5t99+u92yWbNmOeecO+GEE9qWDR8+3Dnn3Lx587r1mqK368ytM68p0S3V15TsV130awoEAm7q1KkH/Z8KCgrc1Vdf3W7Z0Ucf7caMGdPl1x/v/xSJP/o1JbqZmRs2bFiXn1833XTrW7eeKvHMz8/v1r6HHXZYl/c/4YQTDjo/RmooYq9PU6dObbcMcAMGDHCVlZXtlh199NEHXcvy8vLc1KlT416f/P4/x7vFvqaYPCJzVZ/A8YTbo9XSvn3aF4BDeipRi76p6vNgydpApNo+IllRcyrVh4mqPiPVloniKCwsjLt9R1W2HVVtJrvFVv121N4h2XuYqHi8pKQkLW1OkrXR0k033XLjlp+f3+4cMHjwYDdnzpx2VauDBw9OeM4pLy8/qNoyct5LtXo2+rybrOozUTOU6KrPeMtjt49t8tKZa1JHTRU62q6zTVMKCwu7XPXZ7V6fzrl/OOeWAB9xzi2Juv3SOfd+d48PvA2MjHp8hLdMOiHeqNGRScnjrevs6NbxRpTu7GTqiUa2jkyWHtvDKtlwD7H7d0a8QSN37NjBG2+8kXDqp2TvYbyBcpcuXcq+fft47733cM6xdOnSTsUYrba2llWrVnHllVdSXl6OmSUcdLIzUj1GpIdWZ3qOiUTTZ6fzBg8e3O6ccvnll7c16YBwD88lS5awZMkSpk6dytSpUznuuOMYOnRoh+f7SM/2yHkvuucoHPz/6uz1oifEuyZFx7lw4cK4QzVB+2tXsnN7R7MxRG+fyoC/CSXK4Dp7A44GngTWAxsjtxT3rSBxidrZtO9M0GF1qkrU4sumXp+JfhXF60ETuUVKuSL7JStBit6uMyVq0aV30e9Nou2jSwxTeQ+TSeXXWbJfttGxJHtvOlPyFq/6JBgMusGDBx/U+zG6Z2UqDcozWQKYqJFwT9862xkkW0pFeyKOyOcjWY/J6A4k8UqC4nUU6W486XrtmewwEokzlfNH5LwQfX4KBoPteqzG1kJEpHLu7OhcF++82BMlah3VgjiXm70+VwKnER5Coxy4FViQwn4/JzyTQTOwFbgMuBK40ltvwE+At4BX6KDa0ylRSyreBz92XUf7pnLcjo6f7MuWLAmLLp5PdhGM3i5e7594J/jYHqbOxe85lOxk2dF7mExHPYgiQzokem+iY+moKjaSUJWXlyetCom9QEb3ckzl9SQ6dmzVcjp7t0ZeW7qOF3tLtco6+gLZ0QU7tjda5P1INkwIdJxcdCWR6UyP2GRVaam81tjPS/TnMtVtUl02Z86cuO9noqFfUn1v4v0gKSgoOGgYkHTfYpumJDsvJPoMxvaGj9VRDLE9++P9vxINldSdRC22UCBZwUJH161kzxXveImOkyihTGV/53ouUVvr/X0ldllP35SoJdZbErVEJwYza9svWUlX9HaxX+zok3n0snjdpzv6RRl7suyuZOM1zZkzxzmX2phLqQ650tltu/O6kl2E48UQec3JEpdESUBnLo6RxCty4Y2+H29Yj47G1or3/iUbMy1ZiUQqyUui46eayES/5s4kSLESvecdjYnXk1J9PzuzfSo/ZrrywyFZiVy872ey80KidcFgMOmwEal8j5KdAxPtH91eq7OJWqrjXipRi5+o/ZXwTAe/BL4GfB54PV3H78xNiVpiPZWodbR/R4laKiVqziUeADKyXVerYyPLUkkKMiHZBSLVxKozF6XOXsAyobNJSbIkI5VSrHRdqDuzXV/WEwl/b9VRwpOopC9ZAh4r2fufLFGMV5OQ7JjxYk8k2fNGn3djz9P9+vVLmDx1ZtzLyPGVqH2YqE0G+hNu7P+Ql7B9LF3H78xNiVpivSVRizcydSAQcHPmzGlXCjZnzpyEv666OwhvshK7yAjnyXT0fnaHEoOOJSrxUvKQOfpcxpcs4Ull1ovOPE+846RaMpYoAUxWs9DdErVEzUvy8vLiDm7b2YSxLyRq6ZyU/UXn3D7n3Fbn3EzgfOAj6Tq+5JaTTjqJRx55pN2cnGVlZSxZsqRdz8slS5ZQVlbW1gupPKrH5oEDB9oGrI0IhUIdzrMI4V6es2fPjrsuEAiwZMkSFi9eHHewRog/QXI6VVVVUVNTQygUaptPVNqrqqrivffeY+nSpW29Ycvj9OiV9NHnMr5Iz+9yb5DUSI/qyOfx7rvvTsv7luj9T6V3YqL5UKuqqpgyZQpjxoxJ2Ptx2rRpcc+FiXpMRveA3LRp00HnaYCWlhbeeOONg+YUTTTPZyqTy/dW6ZiUvdTMbjCz/zKz0y3sa4Tn5vxS90OUXBU5QUydOpUpU6awe/fuuMNx7N69m9LS0naToMPBEx9HJFoebdOmTXFHDg8GgzzyyCNJT6SRCZYTDeUhPUvJg2SDyOfQOUdLSwvOuYx+HqOTp0ii2JH9+/cn/CFbVlZ20DBDHf3oiTc00YwZM9i0aVPbj9hkwyeFQiE2bdrUbllHw270RekoUfsZcCzhHpmXA88RLk37vHPu3DQcX7JUol9RmZLoC51oeaJfWMl+eUVKwhIdMxQKUVVVlbTELNH4bqmU5ImIdFe881NVVRVjxoxJOHZYRLIfstE/nuMlmfGuCdH7LFy48KBakY7EnovLyso45phj2tW2pFJKPm3aNAYNGtSj16x0yUvDMY50zo0HMLOfEh5qY5RzriENx5Y+Zt26dV3+ohQWFsZNoBIVhS9cuJDZs2e3S5riDewYEVsSFs+oUaMSlphB+KTUnZI8EZHuSHZ+2rBhA8uWLeOyyy7r1A/cRPNTdla8H7EdiXd+Lysro6ysrG2uz75eSp6OErXmyB3nXCuwVUmaZMLo0aM7bO8QLV6xe7JfXh2dRCJJXkclZl0pyRMRSYeOzk9VVVU0NDSwdOnSbs9I01nJfqzGmwmluLiYBx54IGPx9BbpSNSON7M677YXmBC5b2Z1aTi+CJC4jURZWVnCfToqqo+W7CQSneR1VGKWjim5RES6ItUS/c7+kI2ITC8F4erEsWPHtlWzrl69+qDG/9GS/VjNy8tj+PDhceOJfs5clI65PoPOuVLvNsA5lxd1vzQdQYpEdCbx6qxEJ5HCwsJ2z9VRiVlXT4AiIt3VmRL9SOlaVzs2xM6B3NjYyBtvvJGw41Sy3qeNjY3s2LGD0aNHZ+T83pulbXgOEb+sWLGCiRMndvs4iSauj61aTaXErLsnQBGRrujJEv14Q2skGwIp9kdsrHi9PEWJmqRBdA+jjoq+o+3YsYPVq1ezZ88eVq9e3a3hK9JRNB6vJOyRRx5hw4YNHW6nEjMRyQbRY7ZleuzARB0SamtrE57PI7UinT0mHHytaWpq6lzAHYhckzI1/mVXpaPXp+SwyMCw8Yq+Y08MK1asaOvxGSkyj/waa2xsTDjAbHd1JoGrqqpi8eLFHe6X6nYiIj2tqqqqR344JuqJD7TrCR/vHNnZXvyxvVkjf1MtGOhI7DUptje/n1SilqPS1Tgz3sCwqYz+H6/IvLeNNZbrDVxFJHctW7aMlpaWhOs7Op/H68Ufr6lJRKJe+emqKs3ma5JK1KRbEv2aStaDcseOHUn3q6mpSUdoXabkS0QksUjpVmtra9Ltkl0HysrKuPnmm9vGdCssLGT06NEJe/EnOlayqtLO6Mq1rKcoUZNuSVR8najnUaR4OZHY/aK7gYuIiP9SHbi2o7Ejo5uQpHKseDMZJKoq7azOXst6kqo+pVsSFV8n6mGUaAJe0FhjIiK9QSqlTOk+nyca2qOxsTEtDf+zeQ5RJWrSLbGD0BYWFnLMMcckbHyZrJg6Uc+k2Hnr0tV4VEREOq+jUqaOeprGa9/bUZvfZEN7RBr+dydZi51DNJt686vqU7qtM8XXyXr6JErSYuet62hSYRERyZxE8yiPGjWKsrKyjLXzjVxrVq9efdB1JNLwvzuJVWQOUciutsq+X/HM7DNm9rqZvWlmc+Osv8TMdprZOu92uR9xSnrEK16OLI8nXlsIDYooIuKfRGNJJpvOL52yueF/JviaqJlZEPgJcCYwDviKmY2Ls+ljzrmJ3u2nPRqkAAdXP3aliHnZsmUHtVELBoOYGa+99lrc4yb64qV7oEMREUldpqbzS2XYo0QdCDrT8D9yTYsMuJ7JJjXdvX76XaJ2EvCmc26jc64J+AVwrs8xSYx41Y+zZ8/u1Ac79hgRoVAI51y740Z/iDszb52IiPR98TqxJWr4Hy/xizd47htvvJGRZC3R9bMzyZrfidrhwJaox1u9ZbG+aGYvm9mTZjayZ0KTiHjVj/v370+5+nHatGlcdtllcbtzR5K06ONGDzDYk/PWiYhI6mKToM4OAj5t2jTWrVvX6eeN7cTW2Yb/PdmkJtH1szMD6faGzgTLgZ875xrN7ApgCfDJ2I3MbDYwG1Takm7pGGiwM9tGP1/kixcZFLG8vJyFCxdmRU8cERHpnokTJ3ap4X53pvHL9OC5qTxXZ9rT+V2i9jYQXUJ2hLesjXNul3Mu8u79FDgx3oGcc/c75yY55yYNHTo0I8HmqkSJb2cGGuzMtrHPl6m2ECIiknvScU3r7nN1pkDJ70TtReBoMxttZgXAl4Gnojcws+FRDz8LbOjB+ITE1Y+JemrGE69NAYCZHXRcVWuKiEimxLumJZtnNN3P1dnrnK+JmnOuBfga8HvCCdjjzrlqM1tgZp/1Nvs3M6s2s38A/wZc4k+0uSsdXbHjDYw7ZswYjj322LZkLZsGGBQRkb4p9poWGag9E8OLJLp+duY653sbNefc74DfxSy7Jer+DcANPR2XtBevPUCqg9zGO0a0bdu2dbmdgoiISLTI3NAdzXSwePFi1q1bx8SJEzMaT3fa04H/VZ8iIiKSY9IxNmeuUKImIiIiPSYdY4vlEiVq4ovOjrcjIiJ9QzrGFsslvrdRk76ls8nXihUr2toTiIhI35eOscXSJdI+uqPrUCrXtkwVPqhETURERHqMpgbsHJWoSZdEGoI2NjZSUVFBv379Uura3NVfHKomFRHpGxYuXMjs2bPbVX9mcgzNZcuWsXLlSlpbW3n++ecZMmQId911V0aeKxOUqEmnxWsIGgiocFZERDqWrqkBU/kBv2zZMmbOnElra2vbsl27dnHppZdy5JFHZmTstHTT1VU6rTMT2qoLtoiIxOqpqQFvuukmmpubD1re1NSUkUnYM0GJmnRaqhPaqgu2iIj4KVkHhUxMwp4JqvqUThs1ahS1tbUHLS8vL2/3OFkX7OhfT2p/JiKSe7py7u/sPomuVxB/EvZsvB6pRE06LdVJZrOpC7aIiOSehQsXkp+ff9DygoKCjEzCnglK1KTTUp1kVl2wRUTET1VVVTz00EMEg8G2ZYMHD+bBBx/sFR0JAMw553cMaTdp0iS3Zs0av8Poc2Inuu1o4ttIG7XYLtjxkjoREZHuWrZsWdzepNOmTWubgN2P6s2OrpdmttY5NyneOrVRk4xJVxdsERGRjiTqwNbbKVGTjKqqqmLx4sVAdjbSFBGRviFZB7aKigp/gkoDtVETERGRXq+vdmBToiYiIiK9Xl/twKZETVK2YsUKVV+KiEhWSnXoKD905/rpe6JmZp8xs9fN7E0zmxtnfaGZPeat/5uZVfgQpnSDEjwREcm0VIeO6m18HZ7DzILAG8Cnga3Ai8BXnHPro7a5CpjgnLvSzL4MfN45d0Gy42p4DhERkdzU0VAY2SjZ8Bx+l6idBLzpnNvonGsCfgGcG7PNucAS7/6TwGlmZj0Yo4iIiIgv/B6e43BgS9TjrcDHEm3jnGsxsz3AYOC9HolQREREeo3eVJKWCr8TtbQxs9lAZGS7fWb2up/xpNEQlJRG0/vxIb0X7en9aE/vx4f0XrSn96O9bHg/yhOt8DtRexsYGfX4CG9ZvG22mlkeMBDYFXsg59z9wP0ZitM3ZrYmUb11LtL78SG9F+3p/WhP78eH9F60p/ejvWx/P/xuo/YicLSZjTazAuDLwFMx2zwFzPDunwf8yfXFCUpFREREYvhaoua1Ofsa8HsgCDzonKs2swXAGufcU8ADwM/M7E1gN+FkTkRERKTP87vqE+fc74DfxSy7Jep+A3B+T8eVRfpcdW436f34kN6L9vR+tKf340N6L9rT+9FeVr8fvo6jJiIiIiKJ+d1GTUREREQSUKLWS5jZ183sNTOrNrPv+R2P38zs22bmzGyI37H4ycy+730uXjazX5nZIL9j6mkdTUOXS8xspJk9Z2brvXPFN/yOKRuYWdDM/m5mv/U7Fj+Z2SAze9I7Z2wws5P9jslPZvYt73vyqpn93MyK/I4pHiVqvYCZfYLwDA3HO+cqgTt8DslXZjYSOB3Y7HcsWeBZ4Djn3ATC07Hd4HM8Pcqbhu4nwJnAOOArZjbO36h81QJ82zk3DpgC/GuOvx8R3wA2+B1EFrgL+B/n3BjgeHL4PTGzw4F/AyY5544j3KExKzsrKlHrHeYAi5xzjQDOuXd9jsdvdwLXATnfwNI597/OuRbv4WrCYxHmklSmocsZzrltzrmXvPt7CV+ID/c3Kn+Z2RHA2cBP/Y7FT2Y2EPg44ZEUcM41Oec+8DUo/+UB/bwxWouBd3yOJy4lar3DMcC/mNnfzOx5M5vsd0B+MbNzgbedc//wO5YsdCnwjN9B9LB409DldGISYWYVwEeBv/kcit/+k/APu5DPcfhtNLATeMirBv6pmZX4HZRfnHNvE66d2gxsA/Y45/7X36ji8314Dgkzsz8Aw+Ksuonw/+lQwlUZk4HHzezIvjrwbwfvxY2Eqz1zRrL3wzn3G2+bmwhXey3rydgkO5lZf+C/gW865+r8jscvZnYO8K5zbq2ZTfM5HL/lAScAX3fO/c3M7gLmAt/xNyx/mNkhhEvfRwMfAE+Y2UXOuaW+BhaHErUs4Zz7VKJ1ZjYH+KWXmL1gZiHCc5Pt7Kn4elKi98LMxhP+Uv3DzCBczfeSmZ3knNvegyH2qGSfDQAzuwQ4BzitrybvSaQyDV1OMbN8wknaMufcL/2Ox2enAJ81s7OAIqDUzJY65y7yOS4/bAW2OuciJaxPEk7UctWngE3OuZ0AZvZL4P8BWZeoqeqzd/g18AkAMzsGKMD/CWR7nHPuFefcYc65CudcBeETzwl9OUnriJl9hnC1zmedc/v9jscHqUxDlzMs/AvmAWCDc+6HfsfjN+fcDc65I7zzxZcJT0GYi0ka3nlyi5kd6y06DVjvY0h+2wxMMbNi73tzGlnauUIlar3Dg8CDZvYq0ATMyMGSE4nvv4BC4FmvlHG1c+5Kf0PqOYmmofM5LD+dAlwMvGJm67xlN3ozwIh8HVjm/ajZCMz0OR7feNW/TwIvEW428neydIYCzUwgIiIikqVU9SkiIiKSpZSoiYiIiGQpJWoiIiIiWUqJmoiIiEiWUqImIiIikqWUqImIRDGzVjNbF3Wb6y3/ppkV+x2fiOQWDc8hIhLFzPY55/rHWV4DTHLO5dxg0yLiH5WoiYh0wMz+DRgBPGdmz3nL7jGzNWZWbWbz/Y1QRPoqlaiJiEQxs1bglahF33XOPRZbomZmhzrndptZEPgj8G/OuZd7PmIR6cs0hZSISHsHnHMTU9juS2Y2m/B5dDgwDlCiJiJppURNRKSTzGw0cA0w2Tn3vpk9DBT5G5WI9EVqoyYikpq9wADvfilQD+wxszLgTN+iEpE+TSVqIiLt9TOzdVGP/8c5Nxe4H/gfM3vHOfcJM/s78BqwBfiLD3GKSA5QZwIRERGRLKWqTxEREZEspURNREREJEspURMRERHJUkrURERERLKUEjURERGRLKVETURERCRLKVETERERyVJK1ERERESy1P8HSukGqD+pwfcAAAAASUVORK5CYII=\n",
 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          "text/plain": [
           "<Figure size 720x576 with 2 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "fig = plt.figure(figsize=(10, 8))\n",
        "\n",
        "ab_eta_hist = afterburner_file['partEta'].to_hist()\n",
        "py8_eta_hist = full_py8_file['partEta'].to_hist()\n",
        "\n",
        "# Comparison plot\n",
        "top_art, bottom_art = ab_eta_hist.plot_ratio(\n",
        "    py8_eta_hist,\n",
        "    rp_num_label=\"afterburner\",\n",
        "    rp_denom_label=\"pythia8 beam effects\")\n",
        "\n",
    
        "ax = fig.axes[0];\n",
        "ax.set_title(\"Final state particles Eta comparison\")\n",
    
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        "bottom_art.line.axes.set_ylim(0, 2)\n",
    
        "bottom_art.line.axes.set_xlim(-7.5, 9)\n",
    
        "bottom_art.line.axes.set_xlabel(\"Eta\")\n",
    
        "fig.savefig('pics/eta_comparison.png', dpi=224)"
    
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       ]
      },
      {
       "cell_type": "code",
       "execution_count": 10,
       "metadata": {},
       "outputs": [
        {
         "data": {
    
          "image/png": 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\n",
 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          "text/plain": [
           "<Figure size 1080x360 with 6 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "my_cmap = mpl.cm.get_cmap(\"jet\").copy()\n",
        "my_cmap.set_under('w',1)\n",
        "\n",
        "def compare_2d_plots(histo_name, title, x_label, y_label, figsize=(15, 5)):\n",
        "    fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=figsize)\n",
        "    fig.suptitle(title)\n",
        "    \n",
        "    ax1.set_title(\"Nominal (no effects)\")\n",
        "    ax1.set_xlabel(x_label)\n",
        "    ax1.set_ylabel(y_label)\n",
        "    no_effects_file[histo_name].to_hist().plot(ax=ax1, vmin=1, cmap=my_cmap)\n",
        "\n",
        "    ax2.set_title(\"Afterburner\")\n",
        "    ax2.set_xlabel(x_label)\n",
        "    ax2.set_ylabel(y_label)\n",
        "    afterburner_file[histo_name].to_hist().plot(ax=ax2, vmin=1, cmap=my_cmap)\n",
        "\n",
        "    ax3.set_title(\"Pythia8 with beam effects\")\n",
        "    ax3.set_xlabel(x_label)\n",
        "    ax3.set_ylabel(y_label)\n",
        "    full_py8_file[histo_name].to_hist().plot(ax=ax3, vmin=1, cmap=my_cmap)\n",
    
        "    file_name = ('pics/'+title+'.png').replace(' ', '_').lower()\n",
        "    fig.savefig(file_name, dpi=224)\n",
    
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        "\n",
        "\n",
    
        "compare_2d_plots('partPtVsEta', 'Pt vs Eta comparison', 'Eta', 'pt[GeV]')"
    
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       ]
      },
      {
       "cell_type": "code",
       "execution_count": 11,
       "metadata": {},
       "outputs": [
        {
         "data": {
    
          "image/png": 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\n",
 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          "text/plain": [
           "<Figure size 1080x360 with 6 Axes>"
          ]
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ],
       "source": [
        "compare_2d_plots('partPhiVsEta', 'Phi vs Eta comparison', 'Eta', 'Phi')"
    
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       ]
      },
      {
       "cell_type": "code",
       "execution_count": null,
       "metadata": {},
       "outputs": [],
       "source": []
      }
     ],
     "metadata": {
      "kernelspec": {
       "display_name": "Python 3",
       "language": "python",
       "name": "python3"
      },
      "language_info": {
       "codemirror_mode": {
        "name": "ipython",
        "version": 3
       },
       "file_extension": ".py",
       "mimetype": "text/x-python",
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
       "version": "3.8.10"
      }
     },
     "nbformat": 4,
     "nbformat_minor": 4
    }