notebooks/contributed/NEUWAVE-12/NEUWAVE_12_Examples_In_scattering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RXp0NUj1BzpU"
   },
   "source": [
    "## Example: Compute in-scattering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "s-R0hSAoCEMf"
   },
   "source": [
    "In this example we will compute the in-scattering probability using different techiques, and see the effect it has in the wavelength dependent transmission."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2GFaDLx8Fiqy"
   },
   "source": [
    "## Preamble\n",
    "Install dependencies and prepare plots. Feel free to edit as you wish:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-eOyQ7WhFcNM",
    "outputId": "52f27824-ac52-46a3-a092-f82dcca99c3a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tests completed succesfully\n"
     ]
    }
   ],
   "source": [
    "#By default we only do pip installs on Google Colab, but you\n",
    "#can set the variable in the next line to True if you need it:\n",
    "always_do_pip_installs = False\n",
    "try:\n",
    "    import google.colab as google_colab\n",
    "except ModuleNotFoundError:\n",
    "    google_colab=None#not on google colab\n",
    "if always_do_pip_installs or google_colab:\n",
    "    %pip -q install ncrystal[plot] ipympl tqdm\n",
    "#enable inline and interactive matplotlib plots:\n",
    "if google_colab:\n",
    "    google_colab.output.enable_custom_widget_manager()\n",
    "    %matplotlib inline\n",
    "else:\n",
    "    %matplotlib ipympl\n",
    "import matplotlib\n",
    "matplotlib.rcParams.update({\"figure.autolayout\": True})\n",
    "#always import NCrystal:\n",
    "import NCrystal as NC\n",
    "assert NC.version_num >=  4000000, \"too old NCrystal found\"\n",
    "NC.test() #< quick unit test that installation works"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yXJdNrOMFk_5"
   },
   "source": [
    "### Additional modules:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "jNIkSHhXF12C"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import tqdm.notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "V_LD4mahF_3v"
   },
   "source": [
    "## Example 1\n",
    "Compute the in-scattering probability for a graphite sample, with a detector that covers 10 degree from the beam axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CA1-G0_EGYqw"
   },
   "source": [
    "For a first attempt, we can use the function `sampleScatterIsotropic()` with the `repeat` argument, to sample multiple times a scattering event with a fixed incident energy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "TfJZNcPdI15Y"
   },
   "outputs": [],
   "source": [
    "thickness = 1.0 # cm\n",
    "max_theta = 10 # deg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "gDxrMLxGqTvJ"
   },
   "outputs": [],
   "source": [
    "cfg = 'C_sg194_pyrolytic_graphite.ncmat'\n",
    "mat = NC.load(cfg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 49,
     "referenced_widgets": [
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    },
    "id": "0YF8St6oikFD",
    "outputId": "d518c2ca-dbf7-4e69-87cd-9097e20fb8f6"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a941faad88284345a9104a769a682a4b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/351 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wl1 = np.linspace(1,8,351)\n",
    "N = 1000000\n",
    "P_non_absorption = np.exp(-thickness*mat.info.getNumberDensity()*mat.absorption.xsect(wl=wl1))\n",
    "P_non_scatttering = np.exp(-thickness*mat.info.getNumberDensity()*mat.scatter.xsect(wl=wl1))\n",
    "P_forward = []\n",
    "min_mu = np.cos(max_theta*np.pi/180.0)\n",
    "for wl in tqdm.notebook.tqdm(wl1, total=len(wl1)):\n",
    "  E_vals, mu_vals = mat.scatter.sampleScatterIsotropic(ekin=NC.wl2ekin(wl), repeat=N)\n",
    "  forward_count = (mu_vals > min_mu).sum()\n",
    "  P_forward.append(forward_count/N)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qpL8xT1Wu24B"
   },
   "source": [
    "We compare this with the theoretical transmission computed from the macroscopic total cross section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "6Ht5u5EFufj0"
   },
   "outputs": [],
   "source": [
    "wl0 = np.linspace(1,8,1000)\n",
    "xs = (mat.scatter.xsect(wl=wl0)+mat.absorption.xsect(wl=wl0))\n",
    "dens = mat.info.getNumberDensity()\n",
    "transmission0 = np.exp(-dens*xs*thickness)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 586,
     "referenced_widgets": [
      "5a05ac6e0fa447779e6dc0ebf948a873",
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    },
    "id": "uueS8Y3ojKMW",
    "outputId": "e7f176e9-84b8-4410-dbad-28dbb3e8ddfb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Transmission')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "39d25bd561034cfa954c4e027de73702",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(wl0, transmission0, 'k', label = 'Theoretical transmission')\n",
    "plt.plot(wl1, P_non_absorption*P_non_scatttering, 'r--', label = 'Uncollided')\n",
    "plt.plot(wl1, P_non_absorption*P_non_scatttering+P_forward, 'b-', label = 'Uncollided + forw. scatt.')\n",
    "plt.legend()\n",
    "plt.xlabel('Wavelength [A]')\n",
    "plt.ylabel('Transmission')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NZ3U8m2LvcoJ"
   },
   "source": [
    "The effect is actually very small. We can check by computing the probability near the longest Bragg edge:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "YyMUjd6-bPRi",
    "outputId": "039ce6d8-89f3-422a-b108-f7eddb7b3679"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " The probability of forward scattering below 10.0 deg is 1.300e-04\n"
     ]
    }
   ],
   "source": [
    "wl = 6.7 # A\n",
    "E_vals, mu_vals = mat.scatter.sampleScatterIsotropic(ekin=NC.wl2ekin(wl), repeat=N)\n",
    "theta_vals = np.arccos(mu_vals)*180.0/np.pi\n",
    "count = (theta_vals < max_theta).sum()\n",
    "print(f' The probability of forward scattering below {max_theta:.1f} deg is {count/N:.3e}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Znby0ZCpvwjU"
   },
   "source": [
    "and plot the distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 586,
     "referenced_widgets": [
      "16e536e43b9f4cc6989c8a75f31d28e9",
      "33d5f4b5ed5d401b927ab8573372a890",
      "387a6262e205494d9b4ed879978a4413",
      "bae8811e8fa24acda8dc1b26f636d4e1"
     ]
    },
    "id": "2Pi8Gj7rnsKw",
    "outputId": "de4331c6-9b7c-4435-d3bd-2afc507b4ab9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Counts per bin')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c642a679ab7744109c5cbb9671e154f1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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3+ryZMnW9EFAAAALGLJCOBZZ53V5kzgqKgoDRgwwIouAAAAYBFLAuCvfvUrZWdnq7Ky0ruusrJSv/jFL7RgwQIrugAAAIBFOnwJ+OKLL/Z5z+/u3buVkJCghIQESdKePXsUHh6u/fv3d6v7AAEAAHq6DgfAadOmWVgGAAAAukqHA2BOTo6VdQQFt9stt9utpqamQJcCAADgN5bcA9hT8BgYAABgBwRAAAAAmyEAAgAA2AwBEAAAwGY6HQCPHj2qc845R5988okV9QAAAMDPOh0AQ0NDdfjwYStqAQAAQBew5BKwy+XSo48+qmPHjlnRHAAAAPyow88BbKmoqEgFBQX661//qpEjR+rMM8/02f7aa69Z0Y3f8RxAAABgB5YEwP79++v666+3oqmAcrlccrlc8ng8ioqKCnQ5AAAAfmFJAFy5cqUVzQAAAKALWPYYmGPHjmnDhg169tlnVVdXJ0nat2+f6uvrreoCAAAAFrBkBPCLL77Q5MmTtWfPHjU2Nurqq69Wv3799Oijj6qxsVF5eXlWdAMAAAALWDICOHfuXCUnJ+ubb77RGWec4V0/ffp0FRQUWNEFAAAALGLJCOC7776rDz74QGFhYT7rExMT9dVXX1nRBQAAACxiyQhgc3Nzm49O+fLLL9WvXz8rugAAAIBFLAmAkyZN0rJly7zLDodD9fX1ysnJ0ZQpU6zoAgAAABax5BLwk08+qfT0dCUlJenw4cP62c9+pt27dys6OlovvfSSFV0AAADAIpYEwCFDhuijjz7Syy+/rG3btqm+vl633nqrbrzxRp9JIQAAAAg8SwKgJPXu3Vs33XSTVc0FBK+CAwAAdmBZANy1a5eefvppffLJJ5KkCy+8UHPmzNEFF1xgVRd+x6vgAACAHVgyCeTVV1/VRRddpOLiYjmdTjmdTpWUlGjkyJF69dVXregCAAAAFrFkBPCXv/yl5s+fr8WLF/usz8nJ0S9/+Utdf/31VnQDAAAAC1gyAlhRUaFbbrml1fqbbrpJFRUVVnQBAAAAi1gSAH/4wx/q3XffbbX+vffe02WXXWZFFwAAALCIJZeAr732Wj3wwAMqLi7WJZdcIkn68MMP9corr2jRokX605/+5LMvAAAAAsdhjDGdbSQk5PQGEh0OR7d4xMrxWcC1tbWKjIwMdDkAAKCbS5y31vv9549c0+n2OptVLBkBbG5utqIZAAAAdAFL7gEEAABA90EABAAAsBkCIAAAgM0QAAEAAGymRwbAmpoaJScna/To0brooov029/+NtAlAQAABA1LZgGXlJQoNDRUI0eOlCS98cYbWrlypZKSkvTrX/9aYWFhVnRz2vr166dNmzapT58+amho0EUXXaQZM2borLPO6tI6AAAAgpElI4B33HGHPv30U0nS3//+d/30pz9Vnz599Morr+iXv/ylFV20S69evdSnTx9JUmNjo4wxsuBxhwAAAD2CJQHw008/1ejRoyVJr7zyii6//HK9+OKLys/P16uvvtru9jZt2qSpU6cqLi5ODodDq1evbrWP2+1WYmKiIiIilJqaqi1btvhsr6mpkdPp1JAhQ/SLX/xC0dHRHfloAAAAPY4lAdAY430Y9IYNGzRlyhRJUnx8vA4cONDu9hoaGuR0OuV2u9vcvmrVKmVnZysnJ0clJSVyOp1KT09XdXW1d5/+/fvro48+Unl5uV588UVVVVV14JMBAAD0PJYEwOTkZC1ZskQvvPCC3nnnHV1zzXevOCkvL1dMTEy728vIyNCSJUs0ffr0NrcvXbpUWVlZmj17tpKSkpSXl6c+ffpoxYoVrfaNiYmR0+nUu+++2+46AAAAeiJLAuBTTz2lkpISzZkzRw8++KDOPfdcSdIf//hHTZgwwYouvI4cOaLi4mKlpaV514WEhCgtLU2FhYWSpKqqKtXV1UmSamtrtWnTJo0YMeKEbTY2Nsrj8fh8AQAA9FSWzAJ2Op36v//7v1brH3/8cfXubUkXXgcOHFBTU1OrkcWYmBjt3LlTkvTFF1/o9ttv907+uPvuu70zlNuSm5urRYsWWVonAABAsLIknQ0fPlxFRUWtHrNy+PBhjRkzRn//+9+t6Oa0jRs3TqWlpae9//z585Wdne1d9ng8io+P90NlAAAAgWdJAPz888/V1NTUan1jY6O+/PJLK7rwio6OVq9evVpN6qiqqlJsbGyH2gwPD1d4eLgV5QEAAAS9TgXAP/3pT97v33zzTUVFRXmXm5qaVFBQoGHDhnWmi1bCwsI0duxYFRQUaNq0aZKk5uZmFRQUaM6cOZ1q2+12y+12txlmAQAAeopOBcDjAczhcCgzM9NnW2hoqBITE/Xkk0+2u936+nqVlZV5l8vLy1VaWqqBAwcqISFB2dnZyszMVHJyssaNG6dly5apoaFBs2fP7szHkcvlksvlksfj8QmzAAAAPUmnAuDxZ/8NGzZMRUVFlj1seevWrZo4caJ3+fj9eZmZmcrPz9fMmTO1f/9+LVy4UJWVlRo9erTWrVvXoUfOAAAA2I3D8I40r5aXgD/99FPV1tYqMjIy0GUBAIBuLnHeWu/3nz9yTafbO361sqNZxbJntBQUFKigoEDV1dXekcHj2npAczDiEjAAALADSwLgokWLtHjxYiUnJ2vQoEFyOBxWNAsAAAA/sCQA5uXlKT8/XzfffLMVzQEAAMCPLHkV3JEjRyx/5VsguN1uJSUlKSUlJdClAAAA+I0lAfC2227Tiy++aEVTAeVyubRjxw4VFRUFuhQAAAC/seQS8OHDh/Xcc89pw4YNGjVqlEJDQ322L1261IpuAAAAYAFLAuC2bds0evRoSdL27dt9tjEhBAAAILhYEgA3btxoRTMBx6vgAACAHVhyD2BPwT2AAADADiwZAZw4ceJJL/W+9dZbVnQDAAAAC1gSAI/f/3fc0aNHVVpaqu3btyszM9OKLgAAAGARSwLgU0891eb6X//616qvr7eiCwAAAFjEr/cA3nTTTd3mPcASD4IGAAD24NcAWFhYqIiICH92YSkmgQAAADuw5BLwjBkzfJaNMaqoqNDWrVu1YMECK7oAAACARSwJgFFRUT7LISEhGjFihBYvXqxJkyZZ0QUAAAAsYkkAXLlypRXNAAAAoAtYEgCPKy4u1ieffCJJ+v73v6+LL77YyuYBAABgAUsCYHV1tX7605/q7bffVv/+/SVJNTU1mjhxol5++WV973vfs6IbAAAAWMCSWcB333236urq9PHHH+vgwYM6ePCgtm/fLo/Ho3vuuceKLroEj4EBAAB24DDGmM42EhUVpQ0bNrQKTlu2bNGkSZNUU1PT2S66lMfjUVRUlGpraxUZGRnocgAAQDeXOG+t9/vPH7mm0+11NqtYMgLY3Nys0NDQVutDQ0PV3NxsRRcAAACwiCUB8Morr9TcuXO1b98+77qvvvpK9913n6666iorugAAAIBFLJkE8pvf/EbXXnutEhMTFR8fL0nau3evLrroIv3ud7+zogsAwGmw+jITgJ7JkgAYHx+vkpISbdiwQTt37pQkXXjhhUpLS7OieQCABQiH/8CxgN1Z9hxAh8Ohq6++WldffbVVTQIAupH2hiorQxiBDmifTgXAt956S3PmzNGHH37YagZKbW2tJkyYoLy8PF122WWdKhIA7Kqrg82J+rMq3LVcfzo/+886cwxOp28rEUoRzDoVAJctW6asrKw2px9HRUXpjjvu0NKlS7tNAHS73XK73Wpqagp0KQC6iWD4Rz7Yg01nQ197+7bqv0kw/LcF/KVTAfCjjz7So48+esLtkyZN0hNPPNGZLrqUy+WSy+XyPlsHQPfWlWGhq/krVPmrj+6ivZ/nn/f3x3nWXc9RBLdOBcCqqqo2n//nbbx3b+3fv78zXQDAKfW0fyC7IlT1hODWlZ/hdM+xzgbI0+kDsEKnAuDgwYO1fft2nXvuuW1u37ZtmwYNGtSZLgDAEsESEjsTWnpCaAtGVoW2YBEs5zqCW6cC4JQpU7RgwQJNnjxZERERPtu+/fZb5eTk6Ec/+lGnCgSAQDjZP6LtvTTKP8KBE4xhzR+X1oPxcyK4dSoA/upXv9Jrr72m888/X3PmzNGIESMkSTt37vROpnjwwQctKRSAPfkjSHXmnjcr+wPai3MJVulUAIyJidEHH3ygu+66S/Pnz5cxRtJ3zwRMT0+X2+1WTEyMJYUCQHsndfijXyv2AwLtdCevoOfq9IOghw4dqj//+c/65ptvVFZWJmOMzjvvPA0YMMCK+gB0cx0ZwbPj7FPAHzrye8LEFHuw7E0gAwYMUEpKilXNAQCALsL/UNmPZQEQQPfUlZMV/PWGBwBdi0lO3R8BEIBXsLzLFUDw6czMZEJi8CEAtsCr4ABrEOYAe+J3v/sgALbAq+CAjuMPP2BP/O53TwRAoAfrzGw+Lt8AQM9FAATQLvzfPoD24tEywYcACAAAAoIrDYFDAARwSoz6AQgUHh/lHwRAIAjwf8EAgK5EAAR6GF6jBgA4FQIgECDtDWqMDAKwC/4n1f8IgEA3wR9EAD0Zf+O6FgEQCDL8EQSA9uOKSfsQAAE/ONEfIsIdAPgfYfDUCIAAAKBb4n+qO44ACJzA6Yzinc7oHn+gACA4MDL4Dz0yAO7du1c333yzqqur1bt3by1YsEA/+clPAl0WujHCHQCgJ+mRAbB3795atmyZRo8ercrKSo0dO1ZTpkzRmWeeGejSAAAAAq5HBsBBgwZp0KBBkqTY2FhFR0fr4MGDBEAAAGyGKzVtC8oAuGnTJj3++OMqLi5WRUWFXn/9dU2bNs1nH7fbrccff1yVlZVyOp16+umnNW7cuFZtFRcXq6mpSfHx8V1UPYIFM3EBAGhbSKALaEtDQ4OcTqfcbneb21etWqXs7Gzl5OSopKRETqdT6enpqq6u9tnv4MGDuuWWW/Tcc891RdkAAADdQlCOAGZkZCgjI+OE25cuXaqsrCzNnj1bkpSXl6e1a9dqxYoVmjdvniSpsbFR06ZN07x58zRhwoST9tfY2KjGxkbvssfjseBTAACAYGX3GcFBOQJ4MkeOHFFxcbHS0tK860JCQpSWlqbCwkJJkjFGs2bN0pVXXqmbb775lG3m5uYqKirK+8XlYgAA0JMF5QjgyRw4cEBNTU2KiYnxWR8TE6OdO3dKkt5//32tWrVKo0aN0urVqyVJL7zwgkaOHNlmm/Pnz1d2drZ32ePxEAK7Ke7vAwDg1LpdADwdl156qZqbm097//DwcIWHh/uxIgAAEKzseDm42wXA6Oho9erVS1VVVT7rq6qqFBsb26m23W633G63mpqaOtUO/IPRPQCAv9klDHa7ABgWFqaxY8eqoKDA+2iY5uZmFRQUaM6cOZ1q2+VyyeVyyePxKCoqyoJq0RH++OUjPAIAOqOnBcOgDID19fUqKyvzLpeXl6u0tFQDBw5UQkKCsrOzlZmZqeTkZI0bN07Lli1TQ0ODd1YwgldP+wUCAKA7CsoAuHXrVk2cONG7fHyCRmZmpvLz8zVz5kzt379fCxcuVGVlpUaPHq1169a1mhjSXlwCDhxG6AAAweZ03gPfXQczHMYYE+gigs3xS8C1tbWKjIwMdDk9CkEPANBTnSwMWh0aO5tVut1zAAEAANA5QXkJGN1bTxgaBwCgJ2MEsAW3262kpCSlpKQEuhQAAAC/IQC24HK5tGPHDhUVFQW6FAAAAL8hAAIAANgMARAAAMBmmATSAs8BPLX2TvDgsS8AAAQfRgBb4B5AAABgB4wAosMY3QMA4B+602PQGAEEAACwGQIgAACAzXAJuAUmgQAAACsE+21SBMAWXC6XXC6X9wXLdtCd7lcAAADWIAD2MAQ6AABwKgRAtCnYh64BAEDHMQkEAADAZhgBhBejfgAA+F8w3K7FCCAAAIDNEABbcLvdSkpKUkpKSqBLAQAA8BsuAbfQkx8DEwzDzQAAIDgwAggAAGAzjAD2ACeavNHe9QAAwB4YAQQAALAZAiAAAIDNEAABAABshgAIAABgMwTAFngOIAAAsAMCYAsul0s7duxQUVFRoEsBAADwGx4DAwAAECCBelEDAdDPeAMHAAAINgTAIEZ4BAAA/sA9gAAAADbDCGCQ4fVtAADA31cBGQEEAACwGQIgAACAzRAAAQAAbIZ7AAEAAIJAV97vTwBswe12y+12q6mpye998YgXAAAQKFwCboFXwQEAADsgAAIAANgMl4C7EM/4AwAAwYARQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANhMjw2A06dP14ABA/TjH/840KUAAAAElR4bAOfOnavnn38+0GUAAAAEnR4bAH/4wx+qX79+gS4DAAAg6ARlANy0aZOmTp2quLg4ORwOrV69utU+brdbiYmJioiIUGpqqrZs2dL1hQIAAHRDQRkAGxoa5HQ65Xa729y+atUqZWdnKycnRyUlJXI6nUpPT1d1dXUXVwoAAND99A50AW3JyMhQRkbGCbcvXbpUWVlZmj17tiQpLy9Pa9eu1YoVKzRv3rx299fY2KjGxkbvssfjaX/RAAAA3URQjgCezJEjR1RcXKy0tDTvupCQEKWlpamwsLBDbebm5ioqKsr7FR8fb1W5AAAAQafbBcADBw6oqalJMTExPutjYmJUWVnpXU5LS9NPfvIT/fnPf9aQIUNOGg7nz5+v2tpa79fevXv9Vj8AAECgBeUlYCts2LDhtPcNDw9XeHi4H6sBAAAIHt1uBDA6Olq9evVSVVWVz/qqqirFxsZ2qm23262kpCSlpKR0qh0AAIBg1u0CYFhYmMaOHauCggLvuubmZhUUFGj8+PGdatvlcmnHjh0qKirqbJkAAABBKygvAdfX16usrMy7XF5ertLSUg0cOFAJCQnKzs5WZmamkpOTNW7cOC1btkwNDQ3eWcEAAAA4saAMgFu3btXEiRO9y9nZ2ZKkzMxM5efna+bMmdq/f78WLlyoyspKjR49WuvWrWs1MaS93G633G63mpqaOtVO4ry1nfp5AAAAf3IYY0ygiwg2Ho9HUVFRqq2tVWRkZLt/ngAIAACs8vkj17Ra19ms0u3uAQQAAEDnEAABAABshgDYAo+BAQAAdkAAbIHHwAAAADsgAAIAANgMARAAAMBmgvI5gIFi1XMAAQAArNLy8XJtPRKmIxgBbIF7AAEAgB0QAAEAAGyGAAgAAGAzBEAAAACbYRJIC+2dBOKPmzIBAAD8jRHAFpgEAgAA7IAACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2w2NgWjidx8C0fPTL6awHAAAINowAtsBjYAAAgB0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMAbMHtdispKUkpKSmBLgUAAMBvCIAt8BxAAABgBwRAAAAAmyEAAgAA2AwBEAAAwGYIgAAAADZDAAQAALAZAiAAAIDNEAABAABshgAIAABgMwRAAAAAm+kd6AKCidvtltvtVlNTk8/6xHlrA1QRAADAPxzPJM2NhzrVDiOALfAqOAAAYAcEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAAYDO9A11AMDLGSJI8Ho8kqbnxUCDLAQAA8HE8mxzPLO1FAGxDXV2dJCk+Pj7AlQAAAJxYXV2doqKi2v1zDtPR6NiDNTc3a9++ferXr5/q6uoUHx+vvXv3KjIyMtClBT2Px8PxaieOWftxzNqPY9Y+HK/245i1X2eOmTFGdXV1iouLU0hI++/oYwSwDSEhIRoyZIgkyeFwSJIiIyM5oduB49V+HLP245i1H8esfThe7ccxa7+OHrOOjPwdxyQQAAAAmyEAAgAA2AwB8BTCw8OVk5Oj8PDwQJfSLXC82o9j1n4cs/bjmLUPx6v9OGbtF8hjxiQQAAAAm2EEEAAAwGYIgAAAADZDAAQAALAZAuBJuN1uJSYmKiIiQqmpqdqyZUugSwoaubm5SklJUb9+/XT22Wdr2rRp2rVrl88+P/zhD+VwOHy+7rzzzgBVHFi//vWvWx2LCy64wLv98OHDcrlcOuuss9S3b19df/31qqqqCmDFgZeYmNjqmDkcDrlcLkmcX5K0adMmTZ06VXFxcXI4HFq9erXPdmOMFi5cqEGDBumMM85QWlqadu/e7bPPwYMHdeONNyoyMlL9+/fXrbfeqvr6+i78FF3rZMfs6NGjeuCBBzRy5EideeaZiouL0y233KJ9+/b5tNHWufnII4908SfpGqc6x2bNmtXqWEyePNlnH86x1T7b2/q75nA49Pjjj3v36YpzjAB4AqtWrVJ2drZycnJUUlIip9Op9PR0VVdXB7q0oPDOO+/I5XLpww8/1Pr163X06FFNmjRJDQ0NPvtlZWWpoqLC+/XYY48FqOLA+/73v+9zLN577z3vtvvuu0//+7//q1deeUXvvPOO9u3bpxkzZgSw2sArKiryOV7r16+XJP3kJz/x7mP386uhoUFOp1Nut7vN7Y899pj+67/+S3l5edq8ebPOPPNMpaen6/Dhw959brzxRn388cdav3691qxZo02bNun222/vqo/Q5U52zA4dOqSSkhItWLBAJSUleu2117Rr1y5de+21rfZdvHixz7l39913d0X5Xe5U55gkTZ482edYvPTSSz7bOcd8tTxWFRUVWrFihRwOh66//nqf/fx+jhm0ady4ccblcnmXm5qaTFxcnMnNzQ1gVcGrurraSDLvvPOOd90VV1xh5s6dG7iigkhOTo5xOp1tbqupqTGhoaHmlVde8a775JNPjCRTWFjYRRUGv7lz55pzzjnHNDc3G2M4v/6ZJPP66697l5ubm01sbKx5/PHHvetqampMeHi4eemll4wxxuzYscNIMkVFRd59/vKXvxiHw2G++uqrLqs9UP75mLVly5YtRpL54osvvOuGDh1qnnrqKf8WF4TaOl6ZmZnmuuuuO+HPcI6d+hy77rrrzJVXXumzrivOMUYA23DkyBEVFxcrLS3Nuy4kJERpaWkqLCwMYGXBq7a2VpI0cOBAn/W///3vFR0drYsuukjz58/XoUOHAlFeUNi9e7fi4uI0fPhw3XjjjdqzZ48kqbi4WEePHvU53y644AIlJCRwvv1/R44c0e9+9zv9/Oc/976eUeL8Opny8nJVVlb6nFdRUVFKTU31nleFhYXq37+/kpOTvfukpaUpJCREmzdv7vKag1Ftba0cDof69+/vs/6RRx7RWWedpYsvvliPP/64jh07FpgCg8Dbb7+ts88+WyNGjNBdd92lr7/+2ruNc+zkqqqqtHbtWt16662ttvn7HONdwG04cOCAmpqaFBMT47M+JiZGO3fuDFBVwau5uVn33nuvfvCDH+iiiy7yrv/Zz36moUOHKi4uTtu2bdMDDzygXbt26bXXXgtgtYGRmpqq/Px8jRgxQhUVFVq0aJEuu+wybd++XZWVlQoLC2v1D0xMTIwqKysDU3CQWb16tWpqajRr1izvOs6vkzt+7rT1d+z4tsrKSp199tk+23v37q2BAwdy7um7e3MfeOAB3XDDDT7vab3nnns0ZswYDRw4UB988IHmz5+viooKLV26NIDVBsbkyZM1Y8YMDRs2TJ999pn+/d//XRkZGSosLFSvXr04x07hf/7nf9SvX79Wt/x0xTlGAESnuVwubd++3eeeNkk+93iMHDlSgwYN0lVXXaXPPvtM55xzTleXGVAZGRne70eNGqXU1FQNHTpUf/jDH3TGGWcEsLLuYfny5crIyFBcXJx3HecX/Ono0aP6l3/5Fxlj9Mwzz/hsy87O9n4/atQohYWF6Y477lBubq7t3oLx05/+1Pv9yJEjNWrUKJ1zzjl6++23ddVVVwWwsu5hxYoVuvHGGxUREeGzvivOMS4BtyE6Olq9evVqNQuzqqpKsbGxAaoqOM2ZM0dr1qzRxo0bNWTIkJPum5qaKkkqKyvritKCWv/+/XX++eerrKxMsbGxOnLkiGpqanz24Xz7zhdffKENGzbotttuO+l+nF++jp87J/s7Fhsb22pi27Fjx3Tw4EFbn3vHw98XX3yh9evX+4z+tSU1NVXHjh3T559/3jUFBrHhw4crOjra+3vIOXZi7777rnbt2nXKv22Sf84xAmAbwsLCNHbsWBUUFHjXNTc3q6CgQOPHjw9gZcHDGKM5c+bo9ddf11tvvaVhw4ad8mdKS0slSYMGDfJzdcGvvr5en332mQYNGqSxY8cqNDTU53zbtWuX9uzZw/kmaeXKlTr77LN1zTXXnHQ/zi9fw4YNU2xsrM955fF4tHnzZu95NX78eNXU1Ki4uNi7z1tvvaXm5mZvoLab4+Fv9+7d2rBhg84666xT/kxpaalCQkJaXeq0oy+//FJff/219/eQc+zEli9frrFjx8rpdJ5yX7+cY36dYtKNvfzyyyY8PNzk5+ebHTt2mNtvv93079/fVFZWBrq0oHDXXXeZqKgo8/bbb5uKigrv16FDh4wxxpSVlZnFixebrVu3mvLycvPGG2+Y4cOHm8svvzzAlQfGv/3bv5m3337blJeXm/fff9+kpaWZ6OhoU11dbYwx5s477zQJCQnmrbfeMlu3bjXjx48348ePD3DVgdfU1GQSEhLMAw884LOe8+s7dXV15m9/+5v529/+ZiSZpUuXmr/97W/eGauPPPKI6d+/v3njjTfMtm3bzHXXXWeGDRtmvv32W28bkydPNhdffLHZvHmzee+998x5551nbrjhhkB9JL872TE7cuSIufbaa82QIUNMaWmpz9+2xsZGY4wxH3zwgXnqqadMaWmp+eyzz8zvfvc7873vfc/ccsstAf5k/nGy41VXV2fuv/9+U1hYaMrLy82GDRvMmDFjzHnnnWcOHz7sbYNzzPf30hhjamtrTZ8+fcwzzzzT6ue76hwjAJ7E008/bRISEkxYWJgZN26c+fDDDwNdUtCQ1ObXypUrjTHG7Nmzx1x++eVm4MCBJjw83Jx77rnmF7/4hamtrQ1s4QEyc+ZMM2jQIBMWFmYGDx5sZs6cacrKyrzbv/32W/Ov//qvZsCAAaZPnz5m+vTppqKiIoAVB4c333zTSDK7du3yWc/59Z2NGze2+XuYmZlpjPnuUTALFiwwMTExJjw83Fx11VWtjuXXX39tbrjhBtO3b18TGRlpZs+eberq6gLwabrGyY5ZeXn5Cf+2bdy40RhjTHFxsUlNTTVRUVEmIiLCXHjhhebhhx/2CTw9ycmO16FDh8ykSZPM9773PRMaGmqGDh1qsrKyWg2UcI75/l4aY8yzzz5rzjjjDFNTU9Pq57vqHHMYY4x144kAAAAIdtwDCAAAYDMEQAAAAJshAAIAANgMARAAAMBmCIAAAAA2QwAEAACwGQIgAACAzRAAAQAAbIYACAAdMGvWLE2bNq1TbSQmJsrhcMjhcKimpuaE++Xn56t///6d6qstx/v2R9sAghsBEECPU1hYqF69eumaa64JdCmntHjxYlVUVCgqKqrL+66oqNCyZcu6vF8AgUcABNDjLF++XHfffbc2bdqkffv2Bbqck+rXr59iY2PlcDi6vO/Y2NiABE8AgUcABNCj1NfXa9WqVbrrrrt0zTXXKD8/32f722+/LYfDoYKCAiUnJ6tPnz6aMGGCdu3a5bPfkiVLdPbZZ6tfv3667bbbNG/ePI0ePfqE/TY3Nys3N1fDhg3TGWecIafTqT/+8Y8d+gz5+flKSEhQnz59NH36dH399det9nnjjTc0ZswYRUREaPjw4Vq0aJGOHTvm3b5z505deumlioiIUFJSkjZs2CCHw6HVq1d3qCYAPQsBEECP8oc//EEXXHCBRowYoZtuukkrVqyQMabVfg8++KCefPJJbd26Vb1799bPf/5z77bf//73euihh/Too4+quLhYCQkJeuaZZ07ab25urp5//nnl5eXp448/1n333aebbrpJ77zzTrvq37x5s2699VbNmTNHpaWlmjhxopYsWeKzz7vvvqtbbrlFc+fO1Y4dO/Tss88qPz9fDz30kCSpqalJ06ZNU58+fbR582Y999xzevDBB9tVB4AezgBADzJhwgSzbNkyY4wxR48eNdHR0Wbjxo3e7Rs3bjSSzIYNG7zr1q5daySZb7/91hhjTGpqqnG5XD7t/uAHPzBOp9O7nJmZaa677jpjjDGHDx82ffr0MR988IHPz9x6663mhhtuOGGtQ4cONU899ZTPuhtuuMFMmTLFZ93MmTNNVFSUd/mqq64yDz/8sM8+L7zwghk0aJAxxpi//OUvpnfv3qaiosK7ff369UaSef31131+buXKlT5tA7AHRgAB9Bi7du3Sli1bdMMNN0iSevfurZkzZ2r58uWt9h01apT3+0GDBkmSqqurve2MGzfOZ/9/Xm6prKxMhw4d0tVXX62+fft6v55//nl99tln7foMn3zyiVJTU33WjR8/3mf5o48+0uLFi336ysrKUkVFhQ4dOqRdu3YpPj5esbGxp1U/APvpHegCAMAqy5cv17FjxxQXF+ddZ4xReHi4fvOb3/hMeAgNDfV+f3wCRnNzc4f6ra+vlyStXbtWgwcP9tkWHh7eoTZP1d+iRYs0Y8aMVtsiIiIs7w9Az0MABNAjHDt2TM8//7yefPJJTZo0yWfbtGnT9NJLL+nOO+88rbZGjBihoqIi3XLLLd51RUVFJ9w/KSlJ4eHh2rNnj6644oqOfYD/78ILL9TmzZt91n344Yc+y2PGjNGuXbt07rnnttnGiBEjtHfvXlVVVSkmJuaU9QOwHwIggB5hzZo1+uabb3Trrbe2erTJ9ddfr+XLl592ALz77ruVlZWl5ORkTZgwQatWrdK2bds0fPjwNvfv16+f7r//ft13331qbm7WpZdeqtraWr3//vuKjIxUZmbmaX+Oe+65Rz/4wQ/0xBNP6LrrrtObb76pdevW+eyzcOFC/ehHP1JCQoJ+/OMfKyQkRB999JG2b9+uJUuW6Oqrr9Y555yjzMxMPfbYY6qrq9OvfvUrSQrI42YABB/uAQTQIyxfvlxpaWltPtfu+uuv19atW7Vt27bTauvGG2/U/Pnzdf/992vMmDEqLy/XrFmzTnp59T/+4z+0YMEC5ebm6sILL9TkyZO1du1aDRs2rF2f45JLLtFvf/tb/ed//qecTqf++te/esPbcenp6VqzZo3++te/KiUlRZdccomeeuopDR06VJLUq1cvrV69WvX19UpJSdFtt93mnQXMJWIAkuQwpo3nIwAAfFx99dWKjY3VCy+8YFmbiYmJuvfee3Xvvfda1uaJvP/++7r00ktVVlamc845x7s+Pz9f995770lfRQeg5yEAAsA/OXTokPLy8pSenq5evXrppZde0uLFi7V+/XqlpaVZ1k9iYqIqKioUGhqqr776ytK3crz++uvq27evzjvvPJWVlWnu3LkaMGCA3nvvPe8+ffv21bFjxxQREUEABGyGewAB4J84HA79+c9/1kMPPaTDhw9rxIgRevXVVy0Nf5L0zjvv6OjRo5K+u4/QSnV1dXrggQe0Z88eRUdHKy0tTU8++aTPPqWlpZK+u2QMwF4YAQQAALAZJoEAAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGyGAAgAAGAzBEAAAACbIQACAADYDAEQAADAZgiAAAAANkMABAAAsBkCIAAAgM0QAAEAAGzm/wGXiaY0H2xbpAAAAABJRU5ErkJggg==' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "theta_bins = np.linspace(0,180,181)\n",
    "plt.figure()\n",
    "a = plt.hist(theta_vals,bins=theta_bins, density=False)\n",
    "plt.yscale('log')\n",
    "plt.xlim(-1,180)\n",
    "plt.xlabel('Angle [deg]')\n",
    "plt.ylabel('Counts per bin')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UF7pxF3jvztS"
   },
   "source": [
    "We will now repeat the exercise but using the mini Monte Carlo included in NCrystal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 569,
     "referenced_widgets": [
      "da192dc6166445549937e90111d5649c",
      "78bf6487d8fa494db206d64a3da01a56",
      "d4432fabd2424189a5e8150e3423487a",
      "d6f63f6c2ac3410e9e707617a9dc30dc"
     ]
    },
    "id": "RgXDV1snEgmc",
    "outputId": "bd34ef89-3609-4a94-fdb0-c40193a07e2e"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "81eeb191db7742369138472b499798f9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import NCrystal._mmc as ncmmc\n",
    "result = ncmmc.quick_diffraction_pattern(cfg,\n",
    "                                           neutron_energy = f'{2} Aa',\n",
    "                                           material_thickness = f'{thickness}cm')\n",
    "\n",
    "result.plot_breakdown(rebin_factor=10,logy=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "M5wjNftNwWw4"
   },
   "source": [
    "The `Results` class includes properties that can be used to access the histograms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 694
    },
    "id": "4-X6MFjHeFUc",
    "outputId": "a3dff08d-de20-4026-a34b-09f1a7ea036f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on Results in module NCrystal._mmc object:\n",
      "\n",
      "class Results(builtins.object)\n",
      " |  Results(main_hist_content, main_hist_errsq, json_details, cfgstr, setup_info)\n",
      " |\n",
      " |  Methods defined here:\n",
      " |\n",
      " |  __init__(self, main_hist_content, main_hist_errsq, json_details, cfgstr, setup_info)\n",
      " |\n",
      " |  histogram_sum(self, *, select=None, exclude=None)\n",
      " |\n",
      " |  plot(self, *, do_show=True, do_newfig=True, do_grid=False, logy=False, rebin_factor=1, hist=None, title=None, plt=None)\n",
      " |\n",
      " |  plot_breakdown(self, **kwargs)\n",
      " |\n",
      " |  plot_main(self, **kwargs)\n",
      " |\n",
      " |  ----------------------------------------------------------------------\n",
      " |  Readonly properties defined here:\n",
      " |\n",
      " |  cfgstr\n",
      " |\n",
      " |  histogram_breakdown\n",
      " |\n",
      " |  histogram_main\n",
      " |\n",
      " |  histograms\n",
      " |\n",
      " |  setup_info\n",
      " |\n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data descriptors defined here:\n",
      " |\n",
      " |  __dict__\n",
      " |      dictionary for instance variables\n",
      " |\n",
      " |  __weakref__\n",
      " |      list of weak references to the object\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "d6xHhkEAw37W"
   },
   "source": [
    "In particular, `Results.histogram_main` allows to access the breakdown of the scattering events:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "PPdW6C7b5UN9",
    "outputId": "ce53659f-0b8e-4638-ae23-8563ea8790c4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['NOSCAT', 'SINGLESCAT_ELAS', 'SINGLESCAT_INELAS', 'MULTISCAT_PUREELAS', 'MULTISCAT_OTHER'])\n"
     ]
    }
   ],
   "source": [
    "print(result.histogram_breakdown.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "L4vCbBgzxDCw"
   },
   "source": [
    "and `Results.histogram_main` is the histogram for all particles transmitted and scattered:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "fgWZ_SePwuYX",
    "outputId": "e7ec075b-f4e5-4e1b-b27a-71d62ede0682"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAIN\n"
     ]
    }
   ],
   "source": [
    "print(result.histogram_main.title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GkgJCOknx2jw"
   },
   "source": [
    "The `Hist1D` class includes several useful methods. We will use `Hist1D.integrate()` to get the number of counts in a range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "LcGn6gcXH29i",
    "outputId": "a398699b-3e5a-4082-edd2-8ea97ff8ea67"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on Hist1D in module NCrystal._mmc object:\n",
      "\n",
      "class Hist1D(builtins.object)\n",
      " |  Hist1D(data)\n",
      " |\n",
      " |  Methods defined here:\n",
      " |\n",
      " |  __init__(self, data)\n",
      " |\n",
      " |  add_contents(self, other_hist)\n",
      " |\n",
      " |  bar_args(self, style=True, **kwargs)\n",
      " |\n",
      " |  clone(self, rebin_factor=1)\n",
      " |\n",
      " |  errorbar_args(self, style=True, **kwargs)\n",
      " |\n",
      " |  integrate(self, xlow, xhigh, tolerance=1e-05)\n",
      " |      Returns integrated contents of the histogram over the area\n",
      " |      [xlow,xhigh] along with the error of that value in a tuple\n",
      " |      (content,error).\n",
      " |\n",
      " |      This is done translating xlow and xhigh to exact bin edges and then\n",
      " |      calling integrate_bins. If that is not possible within the\n",
      " |      tolerance, an exception is raised.\n",
      " |\n",
      " |  integrate_bins(self, bin_low=None, bin_up=None)\n",
      " |      Returns integrated contents of the bins [bin_low,bin_up[ along with\n",
      " |      the error of that value in a tuple (content,error).\n",
      " |\n",
      " |      If bin_low is None the integration will start at the first bin and\n",
      " |      include the underflow bin.\n",
      " |\n",
      " |      If bin_up is None the integration will end at the last bin and\n",
      " |      include the overflow bin.\n",
      " |\n",
      " |  plot_hist(self, plt=None, axis=None, style=True, label=None, show_errors=True, do_show=True, set_xlim=True)\n",
      " |\n",
      " |  rebin(self, rebin_factor)\n",
      " |\n",
      " |  ----------------------------------------------------------------------\n",
      " |  Readonly properties defined here:\n",
      " |\n",
      " |  bincenters\n",
      " |\n",
      " |  binedges\n",
      " |\n",
      " |  binwidth\n",
      " |\n",
      " |  content\n",
      " |\n",
      " |  errors\n",
      " |\n",
      " |  errors_squared\n",
      " |\n",
      " |  nbins\n",
      " |\n",
      " |  stats\n",
      " |\n",
      " |  title\n",
      " |\n",
      " |  xmax\n",
      " |\n",
      " |  xmin\n",
      " |\n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data descriptors defined here:\n",
      " |\n",
      " |  __dict__\n",
      " |      dictionary for instance variables\n",
      " |\n",
      " |  __weakref__\n",
      " |      list of weak references to the object\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(result.histogram_main)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LgQX93qbxT0s"
   },
   "source": [
    "Finaly `Results.setup_info['nstat']` is the number of simulated particles that will be used for normalization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "jfGHUW43fJXM",
    "outputId": "1896c18a-1048-46c4-cf12-3eaa37d94b3a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000000.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.setup_info['nstat']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MZqWkYpyy3ef"
   },
   "source": [
    "We can put these things together to compute the in-scattering probability including multiple scattering effects:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 49,
     "referenced_widgets": [
      "4250221210a74665aa477ad5bbb7a05a",
      "10c3bccd190b4318b28cccb285fbe97a",
      "7d277479dd7b43aebfe670cfab02e9d4",
      "a31e4dc23a2642a99de820739267a78a",
      "020211b046bc4b3da165f87039225666",
      "5783d0be59714bef82db27fb49b640c3",
      "5e4ccd98ef9c4298831acfd15dee3ca5",
      "221c6782ffb24ea0af4cd581f7a8b10e",
      "16fcc3f20a4e431eb25fcaf56cff900f",
      "6fe159e9012048b1b5bfa7dddcb92ea6",
      "d1da9c9608c8475395b82cef22b75001"
     ]
    },
    "id": "SbWO7fDNRzKi",
    "outputId": "52ff32a9-dc07-4574-9327-c1d7dc6a87e0"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "59eaf5a45f524839a279366729ac2014",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/700 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wl2 = np.linspace(1,8,700)\n",
    "transmission2a = []\n",
    "transmission2b = []\n",
    "\n",
    "for wl in tqdm.notebook.tqdm(wl2, total=len(wl2)):\n",
    "  result = ncmmc.quick_diffraction_pattern(cfg,\n",
    "                                           neutron_energy = f'{wl} Aa',\n",
    "                                           material_thickness = f'{thickness}cm',\n",
    "                                           nstat=1e4)\n",
    "  transmission2b.append(result.histogram_main.integrate(0,max_theta)[0]/result.setup_info['nstat'])\n",
    "  transmission2a.append(result.histogram_breakdown['NOSCAT'].integrate(0,max_theta)[0]/result.setup_info['nstat'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 586,
     "referenced_widgets": [
      "cef9c6a942ea41d08b6e0ee226168b72",
      "bc9c4d5c798443c1b2b87eac89b8b5e3",
      "e0ffb1db5395477482f392465f996fdf",
      "58989e28eae3421ab958b34c18fbc182"
     ]
    },
    "id": "KYcIK_qYR0sW",
    "outputId": "b715db2d-24ba-45e2-82eb-0fde16248bbe"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Transmission')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "77bd3bbef9f342ccbf0a462e96ed2eba",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(wl0, transmission0, 'k', label = 'Theoretical transmission')\n",
    "plt.plot(wl2, transmission2a, 'r--', label = 'Uncollided')\n",
    "plt.plot(wl2, transmission2b, 'b-', label = 'Uncollided + forw. scatt.')\n",
    "plt.legend()\n",
    "plt.xlabel('Wavelength [A]')\n",
    "plt.ylabel('Transmission')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "a6DzeTIZzIQw"
   },
   "source": [
    "We can look more in detail why there is a significant in-scattering contribution near the $\\lambda = 6.7$ Å Bragg edge:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 569,
     "referenced_widgets": [
      "57d10d9c6c574e73bc5490b9c087dc71",
      "bd033340cdcf4701b470ebdc67bbea72",
      "d20e9f74f63b4165b27dce136c9ee35f",
      "8f212772d23349f99db1f14705452d38"
     ]
    },
    "id": "5L6ZI0roR2Jg",
    "outputId": "5c45408d-4b69-40c9-de68-e85ea0f519be"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "33e61fdfdd864b0ebf72753718557b6d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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aJFiwpaWlqCvb29eMVyen7dBubff/8VAAg/fvxIM+YbN24IVapUEXR0dAQHBwdhx44dqbb9ASD4+PgIjRs3FrS1tQU7OzvxaldB+LkQ4+bNm+JjX79+ldr65Nf2Y2JihHbt2gkmJiZS3zuRkZHCkCFDBCsrK0FTU1OwsbERunXrJrx8+VIQhJ/fJykLbBRpWxAE4fTp00KtWrUEbW1twcTERHB3dxd/r/36dRAEQebWRwCEPXv2iOP38PAQjI2NBRMTE2HgwIHC2LFjpRa2fPjwQWjcuLFgYGDAbWCIFCAShCzOcicipQkLC4ONjQ1OnjyZ7kT6nDR16lTs3bs3zduPpfD09MTHjx+xf//+bI1p+vTp2LFjB27fvp2t7Shi5syZWLlyJV69epXlukQiEfbs2cO7WhBRttJQdQBEBdl///2HqKgolC9fHm/fvsVff/0FOzs71K1bV9WhZVhERATu3LmDzZs3Z2vyFxUVhefPn2P58uWYMWNGtrWTlhUrVqBq1aowMzPDhQsXMH/+/CwN0RIR5TTOASTKgk2bNkltoSH5KFu2bLrXx8fHY/z48Shbtiz++OMPFC5cGKdPn061SjK7lS1bVu772LRpk0J1tG7dGk2aNMGAAQPEi0+yw+DBg1G5cmXUr18/w6t/FTFgwAC5n8WAAQMAAI8fP0br1q3h7OyM6dOnY+TIkZg6darSYyEiyi4cAibKgm/fvuH9+/cyz2lqasLW1jaHI8qcFy9eyJ00b2FhobJ76KrChw8fEBkZKfOckZER77FLRPkCE0AiIiKiAoZDwEREREQFDBNAIiIiogKGCSARERFRAcMEkIiIiKiAYQJIREREVMAwASQiIiIqYJgAEhERERUwTACJiIiIChgmgEREREQFDBNAIiIiogKGCSARERFRAcMEkIiIiKiAYQJIREREVMAwASQiIiIqYJgAEhERERUwTACJiIiIChgmgEREREQFjIaqA8iNkpKS8ObNGxgaGkIkEqk6HCIiIsrHBEHAt2/fYGVlBTW1nOmbYwIow5s3b2BjY6PqMIiIiKgAefXqFaytrXOkLSaAEnx8fODj44OEhAQAyV8IIyMjFUdFRERE+VlkZCRsbGxgaGiYY22KBEEQcqy1PCIyMhLGxsaIiIhgAkhERETZShV5BxeBEBERERUwTACJiIiIChgmgBJ8fHzg7OyMqlWrqjoUIiIiomzDOYAycA4gERER5RTOASQiIiKibMcEkIiIiKiAYQIogXMAiYiIqCDgHEAZOAeQiIiIcgrnABIRERFRtmMCSERERFTAMAGUwDmAREREVBBwDqAMKWPxBw4cQMWKFWFtba3qkIiIiCif4hzAXKZly5awtbWFn5+fqkMhIiIiUhomgOlISkpC//79ERYWpupQiIiIKBcICwtDYGBgns4NmAAqIDExEU+ePFF1GERERKRifn5+sLW1RcOGDfP0KCHnAMqQMhafQl1dHc+fP+dcQCIiogIsLCwMtra2SEpKEh9TRo7AOYAqJnMVsAhYtWoVkz8iIqIC7vHjx1LJH5B3RwnZAyiDuAewCwBLQFjEj4iIiKigYw9gQWELwDjdUkRERFQAWFtbw9fXF4D6/4+o59lRQvYAyiDuARwLQAcQpvAjIiIiomQiURiAJwDsIQhZT/5U0QOokSOtEBEREeUb1v9/5F0cAiYiIiIqYJgAEhERERUwTAAlyNwGhoiIiCif4SIQGbgIhIiIiOQRiX4+V0YWxW1giIiIiCjbMQEkIiIiKmCYABIREREVMEwAiYiIiAoYJoBEREREBQwTQCIiIqIChgkgERERUQHDBJCIiIiogGECKIF3AiEiIqKCgHcCkYF3AiEiIiJ5eCcQIiIiIspzmAASERERFTBMAImIiIgKGCaARERERAUME0AiIiKiAoYJIBEREVEBwwSQiIiIqIBhAkhERERUwDABJCIiIipgmAASERERFTAaqg4gu9jZ2cHIyAhqamowNTVFYGCgqkMiIiIiyhXybQIIABcvXoSBgYGqwyAiIiLKVTgETERERFTA5MoE8OzZs2jZsiWsrKwgEomwd+/eVGV8fHxgZ2cHHR0dVK9eHVevXpU6LxKJUK9ePVStWhWbNm3KociJiIiIcr9cmQBGR0fDxcUFPj4+Ms9v27YNI0aMwJQpU3Djxg24uLjA3d0dHz58EJc5f/48rl+/jv3792PWrFm4fft2ToVPRERElKvlygSwWbNmmDFjBv744w+Z5xctWgQvLy/07t0bzs7OWLlyJfT09LB27VpxmWLFigEAihYtiubNm+PGjRty24uNjUVkZKTUg4iIiCi/ypUJYFri4uJw/fp1uLm5iY+pqanBzc0Nly5dApDcg/jt2zcAQFRUFP777z+ULVtWbp2zZ8+GsbGx+GFjY5O9b4KIiIhIhfJcAvjp0yckJibCwsJC6riFhQXevXsHAHj//j3q1KkDFxcX1KhRAz179kTVqlXl1jlu3DhERESIH69evcrW90BERESkSvlyG5iSJUvi1q1bCpfX1taGtrZ2NkZERERElHvkuR5Ac3NzqKur4/3791LH379/D0tLyyzV7ePjA2dn5zR7C4mIiIjyujyXAGppaaFy5co4deqU+FhSUhJOnTqFmjVrZqlub29v3L9/H0FBQVkNk4iIiCjXypVDwFFRUXjy5In4dWhoKIKDg1GoUCEUL14cI0aMQK9evVClShVUq1YNS5YsQXR0NHr37q3CqImIiIjyhlyZAF67dg0NGjQQvx4xYgQAoFevXvD390enTp3w8eNHTJ48Ge/evUPFihVx9OjRVAtDMsrHxwc+Pj5ITEzMUj1EREREuZlIEARB1UHkNpGRkTA2NgbGAtABhCn8iIiIiCiZSPTzuTKyqJS8IyIiAkZGRlmvUAF5bg4gEREREWUNE0AJXAVMREREBQGHgGXgEDARERHJwyFgIiIiIspzmAASERERFTBMACVwDiAREREVBJwDKAPnABIREZE8nANIRERERHkOE0AiIiKiAoYJIBEREVEBwwRQAheBEBERUUHARSAycBEIERERycNFIERERESU5zABJCIiIipgmAASERERFTBMACVwEQgREREVBFwEIgMXgRAREZE8XARCRERERHkOE0AiIiKiAoYJIBEREVEBwwSQiIiIqIBhAkhERERUwDABJCIiIipgmABK4D6AREREVBBwH0AZuA8gERERycN9AImIiIgoz2ECSERERFTAMAEkIiIiKmCYABIREREVMEwAiYiIiAoYJoBEREREBQwTQCIiIqIChgkgERERUQHDBFAC7wRCREREBQHvBCJDbrwTSFhYGB4/fgwHBwdYW1urOhwiIqICi3cCoRzh5+cHW1tbNGzYELa2tvDz81N1SERERJSHMQHM5cLCwtCvXz8kJSUBAJKSktC/f3+EhYWpODIiIiLKq5gA5nKPHz8WJ38pEhMT8eTJExVFRERERHkdE8BczsHBAWpq0l8mdXV12NvbqygiIiIiyuuYAOZy1tbW8PX1hUhNHQAgUlPHqlWruBCEiIiIMk1D1QFQ+jw9PXHqXTVEfAyFceES8PQsr+qQiIiIKA/LcgKYlJSEM2fO4Ny5c3jx4gW+f/+OwoULw9XVFW5ubrCxsVFGnAWevmkx6JsWU3UYRERElA9kegj4x48fmDFjBmxsbNC8eXMcOXIE4eHhUFdXx5MnTzBlyhSUKFECzZs3x+XLl5UZMxERERFlQaZ7AEuXLo2aNWti9erVaNy4MTQ1NVOVefHiBTZv3ozOnTtjwoQJ8PLyylKwRERERJR1me4BPH78OLZv347mzZvLTP4AwNbWFuPGjcPjx4/RsGHDTAeZWd+/f4etrS1GjRqV420TERER5VaZTgCdnJwULqupqYlSpUpltqlMmzlzJmrUqJHj7RIRERHlZkrZBubo0aM4f/68+LWPjw8qVqyIrl274uvXr8poIsMeP36Mhw8folmzZippn4iIiCi3UkoCOHr0aERGRgIA7ty5g5EjR6J58+YIDQ3FiBEjMlzf2bNn0bJlS1hZWUEkEmHv3r2pyvj4+MDOzg46OjqoXr06rl69KnV+1KhRmD17dqbeT24RFhaGwMBA3vaNiIiIlEopCWBoaCicnZ0BALt27cLvv/+OWbNmwcfHB0eOHMlwfdHR0XBxcYGPj4/M89u2bcOIESMwZcoU3LhxAy4uLnB3d8eHDx8AAPv27UPp0qVRunTpzL8pFfPz84OtrS0aNmwIW1tbhFzcqOqQiIiIKJ9QykbQWlpa+P79OwDg5MmT6NmzJwCgUKFC4p7BjGjWrFmaQ7eLFi2Cl5cXevfuDQBYuXIlDh06hLVr12Ls2LG4fPkytm7dih07diAqKgrx8fEwMjLC5MmTZdYXGxuL2NhY8evMxKxMYWFh6Nevn/gewElJSTi/eTisnRpwL0AiIiLKMqX0ANapUwcjRozA9OnTcfXqVbRo0QIA8OjRI6XfsiwuLg7Xr1+Hm5ub+Jiamhrc3Nxw6dIlAMDs2bPx6tUrPH/+HAsWLICXl5fc5C+lvLGxsfih6s2rHz9+LE7+UghCEiI+hgLg0DARERFljVISwOXLl0NDQwM7d+7Ev//+i2LFknupjhw5gqZNmyqjCbFPnz4hMTERFhYWUsctLCzw7t27TNU5btw4REREiB+vXr1SRqiZ5uDgADU16S+NSKQG48IlEHJxo9TQsJ+fn4qiJCIiorxKKUPAxYsXx8GDB1MdX7x4sTKqzxIPD490y2hra0NbWzv7g1FAWFgYHj9+jLlz5+KvMWMhJCVCpKaOOl0WAQDObx4OQfg5NNy/f3+4u7srvaeViIiI8i+lJIDq6up4+/YtihQpInX88+fPKFKkCBITE5XRDADA3Nwc6urqeP/+vdTx9+/fw9LSMkt1+/j4wMfHR6nxZoSfn5947p+amhqqtp4C8+IVYVy4BPRNi+HNo3Pi5C9FYmIinjx5wgSQiIiIFKaUIWBBEGQej42NhZaWljKaENPS0kLlypVx6tQp8bGkpCScOnUKNWvWzFLd3t7euH//PoKCgrIaZobJWvgRtPdvcfIHAMaFS0Ikkv6Sqaurw97ePsfjJSIiorwrSz2AS5cuBQCIRCKsWbMGBgYG4nOJiYk4e/YsypQpk+F6o6Ki8OTJE/Hr0NBQBAcHo1ChQihevDhGjBiBXr16oUqVKqhWrRqWLFmC6Oho8argvCYsLAzbt2+Xu/AjJQHUNy2GOl0X4/yWEeKh4VWrVrH3j4iIiDIkSwlgyhw/QRCwcuVKqKuri89paWnBzs4OK1euzHC9165dQ4MGDcSvUzaT7tWrF/z9/dGpUyd8/PgRkydPxrt371CxYkUcPXo01cKQjFLFELDksO+vUhZ+SHKs1R3WTg0Q8TEUxoVLwNOzfE6FSkRERPmESJA3fpsBDRo0wO7du2FqaqqMmFQuMjISxsbGwFgAOoAwJcsfkUxhYWGwtbWVnfz9f+GHY63uadaxelChbImNiIiIZBOJfj7Pehb1M++IiIiAkZFR1itUgFIWgQQGBiqjmgJF3rAvAFRvNwMlXVtx02ciIiLKFplOAFM2ftbX10/3fr+LFi3KbDM5KruHgFO2eLl+/TrGjBkjd9iXyR8RERFlp0wngDdv3kR8fLz4uTwiyX7SXM7b2xve3t4/h4CVKK25filShn2Z/BEREVF2ynQCKDnsyyFg+cLCwnDx4sV0kz8O+xIREVFOUcocQJJNkV4/gMO+RERElLOUkgBGR0djzpw5OHXqFD58+JAq4Xn27Jkymsl2WZkDmDK/z8HBAQAU6vUDOOxLREREOU8pCWDfvn1x5swZ9OjRA0WLFs1T8/4kZXYOoGRPX8p7T2t3HZGaOqq2nix1mzciIiKinKKUBPDIkSM4dOgQateurYzq8gxZ8/vS3lZRhIZ91sCiZFUmfURERKQySkkATU1NUahQwdiQWJGtXGRJGeotWblN9gZIRERElA6lJIDTp0/H5MmTERAQAD09PWVUmatkNulLxl4/IiIiyl2UkgAuXLgQT58+hYWFBezs7KCpqSl1/saNG8poJtvJXARyA7CdJvt2bTKlzH8UBPb6ERER5UN9fb5IvMqbI6BKSQDbtGmjjGpULtUikEgAB4AkQZHk72dPHwBEfAzlAg8iIiLKlZSSAE6ZMkUZ1eQ+XwEocJNnWT19TPyIiIgot+JG0GloX+oidonqQJDRA8itXIiIiCivUkoCqKamlubef5nZWDk30DMpijpdF+P8lhEQkhKZ9BERERVQ0jd8yPsLXpWSAO7Zs0fqdXx8PG7evImAgAD8/fffymhCZRxrdYe1UwPO6SMiIiqgJG/4oKamhtpdFsOxVndVh5UlSkkAW7dunepY+/btUbZsWWzbtg2enp7KaCbbybsVnL5pMSZ+REREBVBYWJjUDR+SkpJwfvNwWDs1yNO5gVp2Vl6jRg2cOnUqO5tQKm9vb9y/fx9BQUGqDoWIiIhygcePH6faCk4QkhDxMVRFESlHtiWAP378wNKlS1GsWN7NjomIiKjgCgsLw8ePH6GmJp0uiURqMC5cQkVRKYfSbgUnuQhEEAR8+/YNenp62LhxozKaICIiIsoxkvP+RCJR8o0eJG7ykDL8K7k4xNraWsVRK04pCeCSJUukXqupqaFw4cKoXr06TE1NldEEERERUbYLCwvDxYsXpeb9CYKA5Bs++End2jXk4kbYDhkuXhzi6+ubZ9Y9KCUB7NWrlzKqISIiIlIZyV6/1AToGJqLk7/or69xfvNw8V7BSUlJ6N+/P9zd3fNET2C2LgIhIiIiyu3CwsKwffv2NJK/1PP+Ij4+S3WjiMTERDx58iRbY1UW3glEgrxtYIiIiCh/SZm7d/36dYwZM0Zu4gcg1bw/ADAuXBIikZpUEqiurg57e/tsjVtZmABK8Pb2hre3NyIjI2FsbKzqcIiIiEiJMpL0JROhYZ81UvP+UuibFkt1t7BVq1blieFfgAkgERER5WMZT/qSpfT6lazcRm6ZX+8W5ulZXklRZz+lJIBTpkxBnz59YGtrq4zqiIiIiDIts0lfMvm9frLk1buFKSUB3LdvH2bOnIl69erB09MT7dq1g7a2tjKqJiIiIpJJcg8+AFlI+pIp0uuXXyglAQwODsbNmzexbt06/Pnnn/D29kbnzp3Rp08fVK1aVRlNEBEREcns3Uu5GUXyfn0ZI1JTR9XWk2FevCKMC5fIUm9eXtoUWmlzAF1dXeHq6oqFCxfiwIEDWLduHWrXro0yZcrA09MTHh4eXFhBREREGZbekG5GEz9lJn0p8tqm0EpfBCIIAuLj4xEXFwdBEGBqaorly5dj0qRJWL16NTp16qTsJomIiCifSntzZsVlR9KXIi9uCq20BPD69etYt24dtmzZAm1tbfTs2RM+Pj7i/XCWLVuGoUOHMgEkIiIihYSFhWUp+cvOpE9SWptC5+sEsHz58nj48CGaNGkCPz8/tGzZEurq6lJlunTpgj///FMZzREREVEB8PjxY8WSv//PAYQg5FjSJykvbgqtlASwY8eO6NOnD4oVk/8hm5ubZ7n7NrvxTiBERES5h4ODA9TU1GTmD78megDE+/Hl9LYseXFTaJGQmSUzEuLj41GmTBkcPHgQTk5OyopLpVLuBNJzQSi0dI1UHU6aVg8qpOoQiIiIso2fnx+8+vUXJ1Y53buXEdFfX4uT0M0TFN8UOiXviIiIgJFRzuQdWe4B1NTURExMjDJiISIiIpLi6emJU++qqax3LyPy0qbQasqoxNvbG3PnzkVCQoIyqiMiIiIS0zctBqvSdfJMcpUXKGUOYFBQEE6dOoXjx4+jfPny0NfXlzq/e/duZTRDRERElCfk9k2hlZIAmpiYoF27dsqoioiIiOiX27zpqTqcDMkLm0IrJQFct26dMqohIiIiktr8WU1NDbW7LIZjre6qDksheWVTaKXMASQiIiJShl83f05KSsL5zcMR/fW1iiNTTFqbQucmSrsTyM6dO7F9+3a8fPkScXFxUudu3LihrGaIiIgoH5O1+bMgJCHiY2ieWASSVzaFVkoP4NKlS9G7d29YWFjg5s2bqFatGszMzPDs2TM0a9ZMGU0QERFRAZCy+bMkkUhNvNlzbpeyKbRILfmOaLl1U2il9ACuWLECvr6+6NKlC/z9/fHXX3+hZMmSmDx5Mr58+aKMJoiIiKgAsLa2hq+vr9Tmz3W6LMoTvX8pHGt1h7VTA/HehZ6eim8KnVOUkgC+fPkStWrVAgDo6uri27dvAIAePXqgRo0aWL58uTKaISIiogIgL23+LE9u3xRaKUPAlpaW4p6+4sWL4/LlywCA0NBQZPFOc5kSHh6OKlWqoGLFiihXrhxWr16d4zEQERFR5nHz5+yllB7Ahg0bYv/+/XB1dUXv3r0xfPhw7Ny5E9euXUPbtm2V0USGGBoa4uzZs9DT00N0dDTKlSuHtm3bwszMLMdjISIiIsptlJIA+vr6ilfseHt7w8zMDBcvXkSrVq3Qv39/ZTSRIerq6tDTS940MjY2FoIgqKQnkoiIiCg33hUky0PACQkJmDFjBt69eyc+1rlzZyxduhRDhgyBlpZWhus8e/YsWrZsCSsrK4hEIuzduzdVGR8fH9jZ2UFHRwfVq1fH1atXpc6Hh4fDxcUF1tbWGD16NMzNzTMcBxEREVFWhFzcCFtbWzRs2BC2trbw8/NTdUgAlJAAamhoYN68eUhISFBGPACA6OhouLi4wMfHR+b5bdu2YcSIEZgyZQpu3LgBFxcXuLu748OHD+IyJiYmuHXrFkJDQ7F582a8f/9eafERERERpSflriCSm1r3798fYWFhKo5MSYtAGjVqhDNnziijKgBAs2bNMGPGDPzxxx8yzy9atAheXl7o3bs3nJ2dsXLlSujp6WHt2rWpylpYWMDFxQXnzp2T215sbCwiIyOlHnlFWFgYAgMDc8U3ExEREf2Um+8KopQ5gM2aNcPYsWNx584dVK5cGfr6+lLnW7VqpYxmAABxcXG4fv06xo0bJz6mpqYGNzc3XLp0CQDw/v176OnpwdDQEBERETh79iwGDhwot87Zs2fj77//VlqMOSUv3GyaiIiooMrNdwVRSgI4aNAgAMk9c78SiURITExURjMAgE+fPiExMREWFhZSxy0sLPDw4UMAwIsXL9CvXz/x4o8hQ4agfHn5mzCOGzcOI0aMEL+OjIyEjY2N0mLODnnlZtNEREQFVcpdQc5vGSHe1Dq33BVEKQngr/fsU7Vq1aohODhY4fLa2trQ1taGj48PfHx8lJqwZhd53co7duxAhw4dcsU3FxERUUGXW+8KopQ5gOvXr0dsbGyq43FxcVi/fr0ymhAzNzeHurp6qkUd79+/h6WlZZbq9vb2xv379xEUFJSlenJCSrfyr0aMGJGrVhkREREVdLlxU2ulJIC9e/dGREREquPfvn1D7969ldGEmJaWFipXroxTp06JjyUlJeHUqVOoWbOmUtvKzX692bSk3LTKiIiIiHIfpSSAgiBAJBKlOh4WFgZjY+MM1xcVFYXg4GDxMG5oaCiCg4Px8uVLAMm9XKtXr0ZAQAAePHiAgQMHIjo6OsvJpo+PD5ydnVG1atUs1ZNTHGt1R+dpN1G97fRU51KGg5kEEhER0a9EQhZukeHq6gqRSIRbt26hbNmy0ND4OaUwMTERoaGhaNq0KbZv356hek+fPo0GDRqkOt6rVy/4+/sDAJYvX4758+fj3bt3qFixIpYuXYrq1atn9q1IiYyMhLGxMXouCIWWrpFS6sxO0V9fY+ukiqnmBALg6mAiIsqTvFZ8UXUI2WL1oEKpjqXkHRERETAyypm8I0uLQNq0aQMACA4Ohru7OwwMDMTntLS0YGdnh3bt2mW43vr166d767bBgwdj8ODBGa47P/p1lZGkpKQk9OvXD4aGhqhVqxYXhxAREVHWEsApU6YAAOzs7NCpUyfo6OgoJSjKuJRVRs9u7MOV3ZOkziUlJaFTp07sDSQiIiIASpoD2KtXr3yR/OW1OYC/0jcthpKVWstcHQz87A3cvn075wYSERGpQG65g1emE8BChQrh06dPAABTU1MUKlRI7iOvyEvbwMiT1upg4GdvILeKISIiylkhFzfC1tYWDRs2VPnv4UwPAS9evBiGhoYAgCVLligrHlKClOHgd8+CELjOC5CxOIR3DiEiIso5ad3BK6cWfkjKdALYq1cvmc8pd9A3LYZSlYshITZK5uIQgHcOISIiyiny7uD15MkTVKpUKcfjUcocQCD5TezcuRPTp0/H9OnTsWvXLiQkJCir+hyR1+cAypKyV2CDPn4A7xxCRESkErLu4KWurg57e3uVxJOlfQBT3Lt3D61atcK7d+/g6OgIAHj06BEKFy6MAwcOoFy5clkONCfltX0AFRVycaPc3kA1NTVs2bKFW8UQEVGukB/3AZT8PSxSU8dq31Xw9PRUyT6ASkkAa9asicKFCyMgIACmpqYAgK9fv8LDwwMfP37ExYsXsxxoTsqvCSCQPAdB1lYxKbhVDBER5Qb5MQEEkn8PR3wMhXHhEtg8oTwA1WwErZQh4ODgYMyePVuc/AHJK4NnzpyJmzdvKqMJUhJFtorhfYSJiIiyh75pMViVrgN902IqjUMpCWDp0qXx/v37VMc/fPigsrHtzMiPcwBlSW+rGN5HmIiIKH/LdAIYGRkpfsyePRtDhw7Fzp07ERYWhrCwMOzcuRPDhg3D3LlzlRlvtsoP+wAqiotDiIiICq5MbwNjYmICkUgkfi0IAjp27Cg+ljK1sGXLlkhMTL3ogFQvva1iuFcgERFR/pTpBDAwMFCZcZAKpXUfYe4VSERElP9keRVwQkICZs2ahT59+uSbBCE/rwJOS/TX19g6qWKqjSoBrg4mIqKclV9XAUtaPSj5drl5chWwhoYG5s+fn+c2fabU0locwtXBRERE+YdSVgE3bNgQZ86cUUZVKlVQVgGnJWVxSPW201Od4+pgIiKi/EEpG0GvXLkSf//9N7p164bKlStDX19f6nyrVq2y2kSOKqhDwJI4HExERKrEIeDspZQEUE1NfkeiSCTKc6uAmQAmS+vWcerq6nj+/Hm+mfdJRES5CxPA7KWUIeCkpCS5j7yW/NFP6Q0HP3nyRAVRERERUVYpJQGk/EverePU1NTw4cMHzgckIiKlCQsLQ2BgIH+35IBM7wP4q+joaJw5cwYvX75EXFyc1LmhQ4cqqxlSgZTVweLhYJEIgiCgU6dOnA9IRERK4efnh379+iEpKQlqamqo3WUxHGt1V3VY+ZZS5gDevHkTzZs3x/fv3xEdHY1ChQrh06dP0NPTQ5EiRfDs2TNlxJpjOAdQtuivr/HuWRAC13kBEotDOB+QiIgyKywsDBcvXkSXLl2QlPTzd4tIpIbO04Ohb1pMhdFlrzw/B3D48OFo2bIlvn79Cl1dXVy+fBkvXrxA5cqVsWDBAmU0kSO4DUza9E2LQdfQTCr5AzgfkCgv4lAb5QZ+fn6wtbVFp06dpJI/ABCEJER8DFVRZPmfUhLA4OBgjBw5EmpqalBXV0dsbCxsbGwwb948jB8/XhlN5Ahvb2/cv38fQUFBqg4l1zIuXDLVfEB1dXXY29urKCKigksyiZP3XJaUX7oNGzaEra0t/Pz8cjhyouTv35QhX1lEIjUYFy6Rw1EVHEqZA6ipqSneCqZIkSJ4+fIlnJycYGxsjFevXimjCcolfp0PKFJTx6pVqzj8S3lGWFgYHj9+DAcHB7nftxktA0BmeUXKKFKnrOfXr1/HmDFjkJSUBJFIBAAQBEHq+a9zdFOG2iR/6SYlJaFfv34wNDRErVq1siX+rP58UOTrQXlLWFgYtm/fLj/5U1NHnS6L8vXwr6opJQF0dXVFUFAQHBwcUK9ePUyePBmfPn3Chg0bUK5cOWU0QbmIY63usHZqgIiPoTAuXAKenuVVHRKRQn6dZD5nzhxUqVJFbmIlb5GTZD2/JlwpdcpL0BRpV15CJ/lckuRryeeSyd3Lly/F9f8qKSlJvKhL2fHLSkIzkiT++jXjorO8K+VrL/m9kpoIDfusgUXJqkz+splSFoFcu3YN3759Q4MGDfDhwwf07NkTFy9ehIODA9auXQsXFxdlxJpjuAgkY6a0+s6/zkll5PUO/ZpoyJpknkJeYgUkb3m0ZcsW1KpVK916MiqtdvMCReNP+Qwlk1BZSaK7u3u6XzPJRWeKfO35M0m1FEv6kqX0+hWklb95/k4g+Q0TQMWFXNyIC1uG869zylGyfqko0nuVFXk9WcvtRCIRRCKRQl+zwMBAPH36VGZvrrzviawOSzOpzDjJ3tv0VG83AyVdWxW4Xj8mgLkME0DFyLpfMLeEKViy45dievPgFOlJKGhE/38k/fI8LWoAfMoA3g/TL5ubqKmpYfny5Rg8eHCGvgcUGcaW932s6DA0k8Rk8rZ1kUekpo7O024WuOQPUG0CmOk5gE2bNsXUqVNRo0aNNMt9+/YNK1asgIGBAby9vTPbHOVCER+fSSV/wM8tYQryD7/8SNYvtrTm0ymykEDWc0XmweU2iiRciiZlssrLe64OYLYDUNUIsNdLvu7J95/PL4UDne/IblMdwCpnwLMYoKkG9L8PpHXTzqzEr0yi/29CP2jQoAxf++vcyL/++ktcZ8p5Wd/Hv65UTUpKQv/+/eHu7i41DK3I3NH8LCNDvZK42EN1Mp0AdujQAe3atYOxsTFatmyJKlWqwMrKCjo6Ovj69Svu37+P8+fP4/Dhw2jRogXmz5+vzLgpF0jZEubXHkBuCZO/yEr0bG1tU/1STPmFqshQbFYWNmSVGoCt5YEXMcDYx8mJj6zEyk5HfgIlWU9Nk+TXT74D1yJ/1ikvQZMsk5GETtZzax3pmCRfd7AEIhN/Jne/1p9S1rMY4G6WPfGnlYRKXqsGQPj/Q95n7VMG8H4kUnrPr7zEMOX7WF1dPVWbiYmJ2LFjBxITE2UmO78mifldRoZ6geSkr2rryTAvXhHGhUsU6OQvJXG2tLTM8bazNAQcGxuLHTt2YNu2bTh//jwiIiKSKxWJ4OzsDHd3d3h6esLJyUlpAecEDgErLuTiRqktYVb7ripQf/XmZxkdxsmtfk1SUnq+ACAsJu3Eyu/1zwQqrXokSdb5a4Imq4ysdpVJkXgyWj4j8Ut+hmklucc+p/1Zl9QFGl7P4JtXsUWLFqFDhw4A0t8mKCtbEqlKRn5GMOlLTXIOfUrvdp6dAxgREYEfP37AzMwMmpqayqo2xzEBzJjor6/FW8JsnsAtYXKrzA7F5maSCYUivVeZSbJyMlnLrxRNQtP6rMNiANtz0r2Jsnpz5X1PZNewdHoU2SZI3hQKRadZZDdZPzsU/hkhUkPD3qu5rcsvZM2hB5B3E8C8zsfHBz4+PkhMTMSjR4+YAGZCyoRWyh1kzcvJ6FCsqig6900yochobxflLb/2JsrrzZX3PQGkPYydnkHWwIpsvnOe5DQLeT1rWd1bMSPb58jb81IRBXFbF0W9eXQOh/9pk+o4E0AVYw9g5jEBzDxFeugUGT7K7GTszJDVAyOPMhY2MLkjZSX56SWGv1IHcKkaUOOq/IU1sx0ADREw4lHm41KUonsr/pokylusIm+ub0angHCoVzHsAcylmABmHhPAjMlID50iw0fZlfTJG2qT1QOj6FCsvOdM7kiV5H0fp3yvpzWnUd5QtarIShJllcnMtjqpcKg3wyTn0EOkBghJTABVjQlg5hX0BDAj94fNS/PsFBlqk8ShWMoPFBlWTm/hi6rmHuYkDvVmXsocej3Dwtg5o1be2AeQiKRl9P6wqpKZoVjJX3LWOukndYqUIcrt5H0fp/f9Lbm1jrwhZnmLVX6VkWkW2e7/P9cgCBzqVRJ902LQNy2GuB+ROd62UhLAXr16wdPTE3Xr1lVGdUR5SspWCJL7YMnbW0xVOBRLlLN+TRKtdYD6hYDOlqn/j0kelzX03OH/W8R1tlR8b0WlkhjeBSDe9YFJX96mlAQwIiICbm5usLW1Re/evdGrVy8UK8ZvDMpfsrQVQgZk5rZesqTViwek/uUk6zkRKVd6vYryksSUMult8A2kfxeYlI3OO95NnneWIqW3cUGpqQjaP128v2udLotQsnIbcTkmfvmD0uYAfvz4ERs2bEBAQADu378PNzc3eHp6onXr1nluT0DOAcy8Ka2+59pNSxWl7K0QFKFID50iw0fpJX1ElD9kZB6ivJ8L8rbV8WrzWWp/VyZ82S/uRyTWjyqR9xeB3LhxA+vWrcOaNWtgYGCA7t27Y9CgQeKek9yOCWDmSO5qnlvvhZnervqybvru7u4OW1vbjG2FgPR77jKTrGV2UjoRFTyZXbDl1eaz+PzqvWbi55LHSblUkQAqfRHI27dvceLECZw4cQLq6upo3rw57ty5A2dnZ8ybNw/Dhw9XdpOUC0R/fY3zm4eL9zRS9b0w0+vFk7VH1q/z+JKSktCvXz9MmDBB4eQvo/eHzWiyltlJ6URU8GR2wZZk0kf5l1J6AOPj47F//36sW7cOx48fR4UKFdC3b1907dpVnMnu2bMHffr0wdevX7McdHZjD2DGydvVPOVemDmZBCq6oam6ujqeP3+OY8eOZehG5vJk9f6wRER5BXsDlSvPDgGbm5sjKSkJXbp0gZeXFypWrJiqTHh4OFxdXREaGprV5tL16tUr9OjRAx8+fICGhgYmTZokviG3IpgAZpy8Xc0B5Og9LMPCwjI0XLt9+3Z07tw508O7nHNHRPQTE8PMybNDwIsXL0aHDh2goyP/t5+JiUmOJH8AoKGhgSVLlqBixYp49+4dKleujObNm0NfXz9H2i+I9E2LoU7XxT93NZcguQ1KeslgRm+H9uu127dvV3y4Vk0Nd+7cyVDyt7g00N4i+Tl79IiIKK9SSg9gnz598M8//8DQ0FDqeHR0NIYMGYK1a9dmtYkscXFxwcGDB2FjY6NQefYAZl7019d4dmMfruyelG7ZX+fhyVtpm9H7WyoirZW8agB8ygDeD6UXcagDeP4bE758y0Piub+KYiDKp9gzmDZV9ACqKaOSgIAA/PjxI9XxHz9+YP369Rmu7+zZs2jZsiWsrKwgEomwd+/eVGV8fHxgZ2cHHR0dVK9eHVevXpVZ1/Xr15GYmKhw8kdZo29aDCUrtYZIlP63Vsoii+3btyMoKCjVRsopyZnkc8lrFixYAFtbWzRs2BCjR49WKPlTA/BvmeQEUFbypw7A1xkYYJP8r7rE8VXOBTT585B45EYeyN74slJ/Vq4lykdW7zUTPyh3yNIQcGRkpPiX87dv36SGgBMTE3H48GEUKVIkw/VGR0fDxcUFffr0Qdu2bVOd37ZtG0aMGIGVK1eievXqWLJkCdzd3RESEiLV3pcvX9CzZ0+sXr06c2+QMiWt4eBfJSUloVOnTnITsrSuSc/i0kCCkHpX/ZK6kJkspgzvpiR5v97OqUAmf1nlkYlr/FXYdnrXZqXOjNbjn4V2/dMtIU2y/oxeS5QFvyaE7CnMOVkaAlZTUxMPpcmsXCTC33//jQkTJmS2CYhEIuzZswdt2rQRH6tevTqqVq2K5cuXA0j+ZW5jY4MhQ4Zg7NixAIDY2Fg0btwYXl5e6NGjR5ptxMbGIjY2Vvw6MjISNjY2HALOopSNRD+9uCneVT6nSA7X/roCNywGsD3H4V2FeUg895dzHBksoyhl1kUZ5y/x3EPOcaJsUpCSwTy3CCQwMBCCIKBhw4bYtWsXChUqJD6npaUFW1tbWFlZZTlISXFxcbh+/TrGjRsnPqampgY3NzdcunQJQPKQoYeHBxo2bJhu8gcAs2fPxt9//63UOOnnTa6tStdBqSptFUsGRf+/NZHkTceRsduh/TpcK+uenL7OqXfAZ/KnAA8llVFme5R9PDJ43D9boiCibJClBLBevXoAgNDQUBQvXjzN3kBl+fTpExITE2FhYSF13MLCAg8fPgQAXLhwAdu2bUOFChXE8wc3bNiA8uXLy6xz3LhxGDFihPh1Sg8gKc+vyeC7Z0EIXOcldR9KkUgNrUYdRXzcD6y60RqA9O3QLoWnvndlioxux1Ighnc9JJ77yzlOpEweco77Z6GMP4goG2Q6Abx9+zbKlSsHNTU1RERE4M6dO3LLVqhQIbPNZEqdOnUytLWHtrY2tLW1szEikqRvWgylKhdDQmyUeJ6gSE0dq8skwjO4SXIhid67FB0sgTWJSene31JRee7uGR4qupYoqzyyUEbyuL8Cxynf4G3oslemE8CUPfaKFCmCihUryp3ELxKJkJiovLlf5ubmUFdXx/v376WOv3//HpaWllmq28fHBz4+PkqNl+RzrNUd1k4NxDcc9zyT/h8K+bbnzkPVARDlAR4ZLOOfLVGQijExVI5MJ4ChoaEoXLiw+HlO0dLSQuXKlXHq1CnxwpCkpCScOnUKgwcPzlLd3t7e8Pb2Fu8DSFkj7z/pr8f1TWXcOy0NubbnzkPOcX8FyhBR5nlk8Lgkf6VFQZSnZDoBtLW1lflcGaKiovDkyRPx69DQUAQHB6NQoUIoXrw4RowYgV69eqFKlSqoVq0alixZgujoaPTu3VupcZDyyNv7KU/uCeWRzeWJiEhKnvxdkcsp5VZwAQEBMDc3R4sWLQAAf/31F3x9feHs7IwtW7ZkOEG8du0aGjRoIH6dskCjV69e8Pf3R6dOnfDx40dMnjwZ7969Q8WKFXH06NFUC0MyikPAmZPn/2N6yDnur0AZIsrbPBQo45/NMVCmcTg485RyKzhHR0f8+++/aNiwIS5duoRGjRphyZIlOHjwIDQ0NLB7925lxJpjeCu49OX5pE+Sh5zj/gqUIaKCxV/iuUcGj1O2yssJYJ7bBzDFq1evYG9vDwDYu3cv2rdvj379+qF27dqoX7++MpogIiLKvTxUHQBJYs9g+pSSABoYGODz588oXrw4jh8/Lh6y1dHRkXmP4NyKQ8BpyzO9fh5yjvsrqR4iKrg8lFTeP0tRkAx55ndULqGUBLBx48bo27cvXF1d8ejRIzRv3hwAcO/ePdjZ2SmjiRzBVcCp5av/UB7ZV3USNBCnWTT5TiZEVLAJAjQTPkFd+C6/jIfEc/9sjodIBqUkgD4+Ppg4cSJevXqFXbt2wcwsOWm4fv06unTpoowmKJvl6u5yD4nn/nKOq1CcRhGEWi9Akqb5z1vYEVHBJQhAUhxMvu6H5Zd1ECEDU+09JJ77KzkuIglKWQSS3xTERSC5rqfPQ9UBKEaACC8tJyG+cGNYmelAjfkfUYEnAPgeB3z4HA6TD1tQ9MvazFXkL/HcQ4EylCG5qbMjzy4CAYDw8HBcvXoVHz58kLoNm0gkQo8ePZTVTLbiHEDKqAR1E3w3qAIrUx3o8W6CRPR/uloAYIIP8a1Q5OvWtIeD5fFQclBEEpSSAB44cADdunVDVFQUjIyMIJIYBstLCWBBmwOY63r98qBENUNATQNa6qqOhIhyGz0tAGpaiNcwh3r8y+xpxEPiub8Cx0ksV099ygFKSQBHjhyJPn36YNasWdDT01NGlZSfecg57p+DMSiLSARABI78EtGvREDyzwhVzw32kHPcPwdjoFxHKQng69evMXToUCZ/uVSu6OnzUFIZIiKSzSML5f2VFgXlEUrZs8Ld3R3Xrl1TRlWUF3lIPBQ5TkS5Xo+BkzFr8TpVh5EpcXHxsHNthWs376s6lLzDA/x5XcAopQewRYsWGD16NO7fv4/y5ctDU1NT6nyrVq2U0Uy24yIQJfBQdQC5xLGqOduee1CGinsMnoqArYfQv1dbrFw4Tuqc919zsWLtTvTq3AL+y6cCAOq36o+K5UtjycyRUmX9txzAsAmLEP4sEAAwda4v9h45jeDTm8VlROZpfxZTRnvBo8vvKFGpNW4GbkTF8o4AgD2HAjF36Xo8eBSKpCQBxa0t0Lh+dakY4uLisWTlFmzadRSPn72Enq4OHO1t0bd7a3Tv0Byamj9/xF0Kuo06LbzQtGFNHNq6ROpzkMfWpiie39yfZvwAcO/hU/w9fw0Cz19D5Ldo2FoXRec/GmPsnx7Q09PB6fPX0aDNgDTrCNy7Es9fvZH6PCWJzKtiz/r5aNO8vvi1LFt8Z6Jz2yap2jQ3M0FVV2fMnTwE5Z3t04zl1t1HOHzyIv6dP1Z8bPfB/7DSfzeu33qIL18jpL5W8qxevwfrtx/G3QdPAQCVXcpg1kRvVKtUVlxm6lxfbN1zHK/evIeWpiYqu5TBzAmDUL1yOQBAbGwc+g6bgX1HzsKyiBlWzP8LbvWqi6+fv2wDXr5+h2VzRouPaWlpYpR3d4yZtgyn9vybZowkg4ec4/45GANlO6UkgF5eXgCAadOmpTonEonyTEJV0BaBUMFmU8wCW/ccx+IZw6GrqwMAiImJxeZdx1Dc2lJp7by9d0T8fNveE5g8ZxVCLu8UHzPQ18OnL+FS15w6exWd+o7HzPGD0KrpbxCJRLj/KBQnTl8Rl4mLi4d7hyG4de8xpo/rj9rVXGBkqI/L1+5igc9GuJZ3lEpQ/DbuxxCvjvDbuB9v3n6EVdHC+GfWKMyZNFhcpmjZZli3bDKaNqwJAFBXT391z+Vrd+DWzhtudavh0JYlsChcCFdv3MPIyUtw6lwQAveuRK1qFaQ+hz/HL0RkVDTWLZ0sPlbI1BjPX71R4BP9STLWFCbGhlKvQy7vhJGhPt68+4TRU/9Biy7D8CRoD7S0pP9Ql7Rs9XZ0aNUIBgY/p/VEf49Bneou6NjaDV7DZyoU3+kL19GlbRPUqloBOjramLs0AE3aD8a9C9tQrGgRAEDpUsWxfO5olLQthh8xsVj87xY0aT8YT4L2oLC5KXzX78H1Ww9x6agfjpy8iK79J+H9g2MQiUQIffEaqzfsxbVTAana7ta+KUZOXoJ7D5+ibJlSCsVLBVdBXBCilARQctsXysc8JJ77qygGUppKFcrg6fMw7D4YiG4dmgEAdh8MRHFrS5QobqW0diwtzMXPjY0MIBKJpI4BSJUAHjh2DrWruWD0kJ87CJS2txX3fgHAkpVbcPbSTVw7uR6uFX4meiXtrNGhtRvi4uLFx6KivmPb3hO4djIA795/hv/Wgxg/vDeMjQxgbGQg1baJsWGq+OQRBAGef06Hk4MddgfMg5pa8qwaW5uiKF2qOFwbdMfilZsxZmgvqTp1dbURGxevcDvyKBJrkcKFxOWG9e+CVt1H4uHj56hQ1kFm+cTEROw8cAqbVk6XOt6jY/Idnp6/VDxJ3bRqhtTrNUsmYteBQJw6G4SenVoAALq2bypVZtGMYfDbtA+37z9Go7rV8OBRKFo1/Q1ly5RCSdtiGD11KT59Dkdhc1MMHD0Hc6cMhpGh9NcQAExNjFC7mgu27jmO6eMGKhwzpcFD4rm/imLIAQUlGVT6fatiYmKUXSVlwuq9ZuJHtvAA54vkA326tsK6LQfEr9du3o/eXX5XYUTJLIuY4V7IM9x98ERumU27jsKtXjWp5C+FpqYG9PV1xa+37zuJMg62cHSwQ/cOzbB2834oYw/84DuPcD8kFCMGdhMnfylcypWGW71q2LL7WJbbUYaIyChs3XMcANLs/bt97wkiIqNQpaKT0mP4/j0G8QkJKGQie6PbuLh4+AbsgbGRAVzKlgYAuJQtjfNXbuHHjxgcC7yMohbmMDczwaYdR6CjrY0/WjSQ2161Ss44dylY6e+DwN8B+YBSegATExMxa9YsrFy5Eu/fv8ejR49QsmRJTJo0CXZ2dvD09FRGMyRDtq/w9cje6km1undohnEzfPDi1VsAwIWrt7F19SycvnBDpXEN6dsJ5y4Fo/xvXWBrUxQ1KpdDkwY10K19U2hrawEAHj97ifq1KylUn9+mfej+/17Opo1qImJoFM5cuIH6dSpnKc5HT18AAJxK28k871TaDuevBGeozojIKBjY1lWobJd+E6GuLp143r+wXWoI37pCck9bdPQPAECrpnVRxkF2vADwIuwt1NXVUaRwoQzFrYgx05bBytIcbvWqSR0/eOwcOvebgO/fY1DUwhwndi6HuZkJAKBPt1a4ff8xnGt3gnkhY2z3m42v4ZGYPHcVTu9biYmz/sXWPcdRys4aa5dOEg8tA4CVZWG8CHun9PdBv/CQeO6vohhyQH7rGVRKAjhz5kwEBARg3rx54vmAAFCuXDksWbIkzySABXoRiIeqAyBVKGxuihaNa8N/y0EIgoAWjWuLf/Gqkr6+Lg5tXYKnoWEIPH8Nl6/dxcjJS/CP71ZcOrIWeno6ULQDL+Txc1y9cQ97AuYDADQ0NNCpTWP4bdqX5QQwhTJvqGlooI8b/21IddyhWttUxxZPH54qmbKylB4SPndgNfR0tXH5+l3MWrwOKxdIL/r51Y8fsdDW1pTa0F8Z5vzjj617TuD0vpXQ0ZG+bU6DOlUQHLgJn76EY/WGvejYdzyuHFuHIoULQVNTAz7zxkiV7z3kbwz16oSbt0Ow9/Bp3Dq9GfOWrcfQcQuwy3+euJyujja+/+CoVI7ykHjur8DxXC5XbKOWTZSSAK5fvx6+vr5o1KgRBgz4uerMxcUFDx8+VEYTOSKvLALJz9+QlPP6dG2FwWOTkyOfuX/JLGNkqI+IyKhUx8MjvqWaQ6dMpUpYo1QJa/Tt0QYTRvRG6ertsG3vcfTu2gqlSxXHw8cv0q3Db9N+JCQkwqpcc/ExQRCgra2J5XP/ylL8pUvZAgAePAqVORT94NFzlC5VPEN1qqmJYF/SRqGylhZm6ZYtYWsFE2NDODrY4cPHr+jUdzzOHvSVW97czATfv8cgLi4+zaHijFiwfAPm/BOAk7t8ZM491NfXhX1JG9iXtEGNKuXhULUt/Dbtw7hhvVOVDTx3DfcePsOaJRMxespSNHerDX19XXRs44blLXdIlf0SHonCueAPGqLcSClzAF+/fg17+9TbCiQlJSE+Pl7GFZRR2T6njwqspo1qIi4uHvHxCXBvWENmGUd7W9y4HZLq+I3bIRlOcDLLrrgV9HR1EP09uUenazt3nDxzFTdlxBUfn4Do6B9ISEjA+u2HsHDaMASf3ih+3DqzCVaWhbFlV9bm51UsXxplHOyweOXmVIvhbt19hJNnrqJLW/cstaFM3p4dcPfhU+w5lHqbmRQVyyXPvbsf8kwpbc5buh7TF/rh6PalqOLqrNA1SUISYmNT/+6IiYmF95h5WLVwPNTV1ZGYlIj4+AQAyV/zX0dv7j54Ctd0tqohFfNAnpxPmB9+JyulB9DZ2Rnnzp2Dra2t1PGdO3fC1dVVGU1QVnhIPPeXc5wKLHV1dTy4tF38XJaBvdthud8ODB23AH27t4a2liYOnbiALbuP4cCmRVJlf/yIRfAd6aTM0EAfpUpYKxzT1Lm++P4jBs3dasPWxhLhEVFYunor4hMS0Pj/Q57D+nfBoeMX0KjtIEwf1x91qleEoYEergU/wNyl6+H3z0Q8f/UWX8O/wbN761Q9fe1+bwi/TfswoHc7heP6lUgkgt8/E9G4/WC08xiDccM8YFnEDFeuJw9Z16xaHsP6d8l0/ekJj/iGd+8/SR0zNNCXWgAjSU9PB1492mDKXF+0aV5f5jBvYXNTVKpQBuev3JLaRufL1wi8DHuHN++S2wt5ktz7alnETLwSueegKShWtDBm/39rnblLAzB5zipsXjUDdjZFxbEa6OvBwEAP0dE/MHPxWrRqWhdFLczx6XM4fNbuwOu3H9GhdaNUsU1f6IfmbrXEva21q7lg9NSl6N21JZav2YHa1Vykyp+7HIzp49Lef5GykUcGj1OOUkoCOHnyZPTq1QuvX79GUlISdu/ejZCQEKxfvx4HDx5URhMFUrb8ZeGh/Cop75O1jYakknbWOLt/FSbM+hdu7bwRFxePMg522LF2Dpo2qiVV9tHTl3Bt0F3qWKO6VXFy9wqF46lXqxJ81u5AT+8peP/xC0xNDOFa3hHHdyyH4/8XMGhra+HEruVYvHIzVgXswagpS6GnqwOn0nYY2q8TyjmVwqTZK+FWt5rMYd52LRti3rL1uH3vsdwtURRRq5oLLh9dh7/nr0azTn/iW1Q0iltbolfnFhj3Z2/xopXs0HtI6r1XZ0/yxtg/PeReM7hvByz6dxN27DuJjm0ayyzTt3trrN9+GIP7dhQf23/0rFR7nb0mAEjeyHvqmH4AgJdh76Cm9jOp/HfdLsTFxaN9b+k5fCnXqKur4eHj5wjYegifvoTDzNQYVV2dce6Ab6q9++4+eILte08i+PQm8bH2rRrh9IXr+O13Lzja22KzxLYzl4JuIyIyCu1bNpT7WRAVZCJBGXshADh37hymTZuGW7duISoqCpUqVcLkyZPRpEkTZVSfo1LmAPZcEAotXdnbFeQEpSWAHsqphlKL0bJFqN1KlChmDp3s+z1PlKN+/IiBY4322LZmFmpWraDqcDKlk+c4uJQrjfHDU88jzCkxcUDo608o8XwAdOLSn69Kv/BXdQCKUcaK4LgfkVg/qgQiIiJgZJQzeYdSegAB4LfffsOJEyeUVR0REamIrq4O1vv8jU+fw1UdSqbExcWjvLM9hg/IvuF3orxOKQlgyZIlERQUBDMz6R6r8PBwVKpUCc+eKWcyMaXDQ+K5v4piIMpHzl26iWad/5R7PurF2RyMJmcpa4scVdDS0sTEkXlj+zEiVVFKAvj8+XOZe+fFxsbi9evXymgiR+SGfQDz8ooiovymSkUnBAduSr8gEVEek6UEcP/+/eLnx44dk9o7LzExEadOnYKdnV1WmshRqtoHkEkfUe6kq6uj8J58RKRkHhLP/VUUQz6WpQSwTZs2AJK3QujVq5fUOU1NTdjZ2WHhwoVZaYJk8VBSGSIiorzAQ4Ey/tkcQz6TpQQwZePTEiVKICgoCObm5ulcQZnmoeoAiIiIcjEPief+KoohD1HKHMDQ0FBlVENERESUp8ibxqWM7WGyk9K2gTl16hROnTqFDx8+pLol0tq1a5XVTL7BeX9ERESkKkpJAP/++29MmzYNVapUQdGiRWXeXoiIiIiIcgelJIArV66Ev78/evTooYzqKIWHqgMgIkqf38Z92Lb3BI7vXK7qUDKlc9/xqOrqjJHe3dMvTHmDh8RzfxXFkMupKaOSuLg41KpVK/2CRAVFl6o5+8igj5++YuCoOSju8ju0rWrB0tkd7h2G4MKVW+Iydq6tsGTlZqnXIvOquHztjlRdwyYsRP1W/aWORX6LwqTZ/6Js7Y7Qta4DMwc3VHXriXlL1+NreKS4XP1W/TFsgvydAkTmVWU+tu4+Li6zev0euNTrCgPbujAp2QCuDbph9pJ1qeKZMHMFytRoD51itWHp7A63toOw++B/+PVumFt2HYN6kerw/muuVJzyYhGZV031/mXJ7Oc5da6vzDbL1Giv8OeY4lLQbagXqY4WnYfJPL/nUCBquPeGcYn6MLSth7K1O6Zbb0xMLCbNXokpo73Ex+49fIp2Hn+J36Pk+1bEk2evYGhbDyYlG0gdl/d1kHw/C5ZvQJEyTVCkTBMs9Nkodf2V63dRuWEPJCQkSB2fOLIPZi5eh4jIqAzFSXmEh8SDxJTSA9i3b19s3rwZkyZNUkZ1+ZZC8/48sj0MIrTzGIO4+HgELJ+KknbF8P7jF5w6exWfv4SneZ2OjjbG/L0MZw74yi3z5WsE6rTwQuS3aEwf1x+VXZxgbGSAkCcvsG7zAWzedRTenh0VjnXdsslo2rCm1DETY0MAwNpN+zFs4iIsnTUK9WpVQmxcHG7fe4K7D5+Ky4ZHfEOdFn0RERmFGeMHoqqrMzTU1XHm4g389fcyNPytqrg+APDbtA9/DemBVQF7sHDaMOjoaGN3wDzExcUDAF69fo9qTTxwcrcPyjqWBJB854nMUOTzBICyZUri5C4fqWMaGhn/8e23cT+GeHWE38b9ePP2I6yKFhafO3X2Kjr1HY+Z4wehVdPfIBKJcP9RKE6cvpJmnTv3n4KRoT5qV3cRH/v+PQYlbYuhQys3DJ+4KEMxxscnoEu/CfitZkVcvHpb6pzk1wEAPn+NgEu9bujQuhEA4Pa9x5g8dxUObloMAQJ+7zoCTRrUQHlneyQkJGDAqNnwXTg+1WdXzskepeyKYeOOwxn63qQ8yEPiub+KYsgllJIAxsTEwNfXFydPnkSFChWgqSn9w3DRooz9AFCV3HAnEKLsFh7xDecu38TpfStRr3by7b5sbYqiWqWy6V7br2cbrPTfjcMnLqB549oyy4yfsQIvX7/Do8u7pBIMW5uiaNKgRqoet/SYGBvC0kL2FlP7j55Fx9Zu8OzeWnysbJlSv8Tjg+ev3qaKp7S9Lbq0dYeOjpb4WOiL17gYdBu7/Och8Px17D4YiK7tm6KQ6c+N4WNi4wAAZqbGcuNSlCKfJwBoaKhnua2oqO/YtvcErp0MwLv3n+G/9SDGD+8tPn/g2DnUruaC0UN+TuUpbW+LNs3rp1nv1j0n0NL9N6ljVSuVRdX/fz+NnZ6xYeGJs/5FGQc7NKpbNVUCKPl1SG77OPR0ddChlRsA4OHj56jg7ICGdZN7xSs42+Ph4+co72yP+cs3oG5NV3Fcv2rp/hu27jnBBJAKDKUMAd++fRsVK1aEmpoa7t69i5s3b4ofwcHBymgiR3h7e+P+/fsICgpSWp2r95qJH0S5gYG+Lgz09bD38BnE/j+ZUVSJ4lYY4NEW42b4pFrtDyTvDbpt7wl0b99MKtmSpMxFYpZFzHD52l28ePVW5vmkpCRs3XMC3do1lRmPgYGeVG/Qus0H0KJxHRgbGaB7h2bw27RPabHKkt7nqUzb951EGQdbODrYoXuHZli7eb9UMm5ZxAz3Qp7h7oMnGar3/JVgVKnopJQY/zsbhB37T8Jn3l8KlffbtB+d/2gMfX1dAEB5Z3s8evoSL8Pe4cWrt3j09CXKOZXC09AwrNt8EDPGDZRbV7VKZXH1xr0M/58gyquUkgAGBgbKffz333/KaCL/8QDnJJBKaGhowH/5FARsOwSTUg1Ru7knxs/wwe17jxW6fuIIT4S+eINNO4+mOvfx01eER3yDo72t1PHKDXvAwLYuDGzroovXhAzF26XfRPG1KY+XYe8AAFNGe8HE2BB2rq3gWL0dPAZPxfa9J8TJ1KfP4fgaHokyDnbptpOUlAT/rQfRvX0zAEDnP5rg/JVbCH2RvfczT+vzTHHn/tNUn8GAkbMz1I7fpn3o3iH5vTVtVBMRkVE4c+GG+PyQvp1QtaIzyv/WBXaurdC573is3bQ/zYQoPOIbIiKjYGUpO9nPiM9fwuEx5G/4L5sCI0ODdMtfvXEPdx88Rd8ebcTHnEqXwKwJg9C4nTeatB+M2RO94VS6BPqPnIV5U4fgWOBllKvTCa4NuuHsxRtS9VlZFkZcXDzefcjde7cRKYvS9gGkLPBQdQBU0LRr2RAtGtfGucvBuHztDo6cuoh5yzZgzZIJ8OjSMs1rC5ubYpR3N0yeswqd2jRWqL096+cjLi4eY6Ytw4+Y2AzFunj6cLjVqyZ1zMoyeTi0qKU5Lh1di7sPnuDspZu4ePU2eg3+G2s27sPR7UszNNx84vQVRH+PEQ/FmpuZoHG96li7eT+mp9FzlFWKfJ6O9rbYv1F6MYaRob7CbYQ8fo6rN+5hT8B8AMl/BHRq0xh+m/ahfp3kaQD6+ro4tHUJnoaGIfD8NVy+dhcjJy/BP75bcenIWujp6aSq98eP5K+ljrZWqnMZ5TV8Jrq2c0fdWpUUKu+3cR/KO9unmrowoHc7DOjdTvw6YOtBGBroo2aV8nCs0R5BJwIQ9uYDOntNQOiNfdD+f+y6OtoAgO8/YrL8XojygiwlgG3btlWo3O7du7PSDBFlAx0dbTSuXx2N61fHpFF90ffPGZgy1zfdBBAARgzshhXrdmLF2h1Sxwubm8LE2BAhT15IHS9ubQkAMDTQQ3hExlZaWlqYwb6kTZplyjnZo5yTPQb16YABl4Px2+9eOHPhBurVrgQTY0M8fPw83Xb8Nu3Hl68R0LWuIz6WlJSE2/cf4+8x/aGmppQBE5nkfZ4ptLQ00v0M0uK3aT8SEhJhVa65+JggCNDW1sTyuX/B2Ohnj1upEtYoVcIafXu0wYQRvVG6ejts23scvbu2SlWvWSFjiEQifI34lunYUvx37hr2Hz2HBT6bxPElJSVBw6IGfBeNR59uP9uPjv6BrXuOY9rYtFdff/ocjr/nr8bZA764cv0uSpcqDof/P+ITEvDo6UuUd7YHAHz5/+r0wmamWX4vlEd4yDnun4MxqFCWEkBjY+P0CxUQnONHeZ2zYwnsPXJaobIGBnqYNNITU+etRqumdcXH1dTU0LG1GzbuPILJo/rKnQeYnZwdSwAAor//gJqaGjr/0QQbdhzGlNFeqeKJivoOHR0tRERGYd+RM9i6eibKlikpPp+YmIQ6LbxwPPAymjbKvq2u5H2eypCQkID12w9h4bRhaNKgutS5Nj1HY8uuY1I9ZpLsiltBT1cH0d9l94ppaWnC2bEE7oc8Q5MGNbIU56Wja6UW4O07chZzl67HxSNrUKxoEamyO/afRGxcvHhIW57hExdh+ICusLayQNDN+4iX2P4lISFRqr27D57C2qoIzM1MsvQ+KB/wkHjur6IYckCWEsB169alX4iIcpXPX8LRoc849OnaEhXKOsDQQA/Xgh9g3vL1aN2snsL19OvZFotXbsHmXcdQXWIYbtbEQTh94TqqNfHAtLH9UaWiE/T1dHH7/mNcCrqDck7Sq3Q/fvqK4DshUseKWpjDokjyH1XhEd/w7v0nqfOGBvrQ19fFwFFzYGVpjoa/VYW1VRG8ff8JMxauRWFzU9SsWh4AMHPCQJy+cB3V3T0wc8IgVKnoBE0NDZy7HIzZS/wRdDIAG7YfhpmpMTq2aZxqkUpzt1rw27Q/WxNAQP7nCSQnK79+BiKRSPwZAfI/x0vX7uBr+Dd4dm8t1dMHAO1+bwi/TfswoHc7TJ3ri+8/YtDcrTZsbSwRHhGFpau3Ij4hAY1/GYKX5N6gBs5fuYVhA7qKj8XFxeN+yDPx89dvPyL4TggM9PXEPZnL12zHnkOBOLXnXwDJ8/ckXQt+ADU1Eco52adq02/TfrRpVg9mhUzkxnXi9BU8evoSAT5TAQBVXZ3x8PELHDl5Aa9ev4e6uprUXNVzl29mOYklkiTZMZQb7wvMOYA5yUPVARABBvp6qF65LBav3IKnz8MQn5AAGysLePVog/HDeqdfwf9pampg+tgB6Np/otRxs0ImuHoiAHOXBmD+8g0IffkGamoiOJQsjk5tGmPYgC5S5TfvOobNu45JHZs+bgAmjvQEAPQeMi1V27MneWPsnx5wq1cNazftx7/rduHz1wiYFzJBzarlcWr3CnFyUMjUGJePrcOcf/wxY+FavAh7C1MTQ5R3ssf8v4fC2MgAazcfwB8t6stcodyuZUP0GDQFnz6HZ2vvkLzPEwDuPXyGomWle7u0tbUQ8/qC+LW8z/HK9btwq1stVfIHJL+3ecvW4/a9x6hXqxJ81u5AT+8peP/xC0xNDOFa3hHHdyyHYxqLaDy7t0YVt56IiIwSt/Hm3Ue4Nvh5V40FPhuxwGcj6tWqhNP7VwFIHp59+jzjC2xCHj/H+cvBad515MePGAweMw/b1swSD91bW1lg2exR6D10GrS1tBCwfCp0dZPnNcbExGLv4TM4un1phuMhyqtEQkY35SoAIiMjYWxsjJ4LQqGla6TQNdzkuWCK0bJFqN1KlChmDp2sz4MnypM69BmLShUcMS4Df0DkJv+u3Yk9h08r/VZ2MXFA6OtPKPF8AHTiXqR/AeVu/pm/NL0ewLgfkVg/qgQiIiJgZKRY3pFV2TermYiICoT5U4fCQF9P1WFkmqamBpbNHqXqMIhyFIeAiYiyaNOOI+g/Sva+fLbWlrh3YXsOR5Sz7IpbYYhXJ1WHkWmSewkSFRT5NgH8448/cPr0aTRq1Ag7d+5UdThElI+1aloX1SuXk3lOUzPf/pglojws3/5k+vPPP9GnTx8EBASoNhAP1TZPRNnP0FAfhhnYmJmI8iAPief+KopBifJtAli/fn2cPn1a1WEQERFRAZcbt4TJlYtAzp49i5YtW8LKygoikQh79+5NVcbHxwd2dnbQ0dFB9erVcfXq1ZwPlIiIiCgPypUJYHR0NFxcXODj4yPz/LZt2zBixAhMmTIFN27cgIuLC9zd3fHhw4ccjpSIiIgo78mVQ8DNmjVDs2byb/GzaNEieHl5oXfv5D2nVq5ciUOHDmHt2rUYO3ZshtuLjY1FbOzPG9RHRkZmPGhJHlm7nIiIiCg75coewLTExcXh+vXrcHNzEx9TU1ODm5sbLl26lKk6Z8+eDWNjY/HDxibzN10nIiKifM5D4pFH5bkE8NOnT0hMTISFhYXUcQsLC7x790782s3NDR06dMDhw4dhbW2dZnI4btw4REREiB+vXr3KtviJiAio+3s/bN55VNVhZMqnz+EoUqYJwt68V3UoRJmWK4eAleHkyZMKl9XW1oa2tnbWGvTI2uWUv3htK5mj7a3u9CxD5T0GT0XA1kPo36stVi4cJ3XO+6+5WLF2J3p1bgH/5VMBAPVb9UfF8qWxZOZIqbL+Ww5g2IRFCH8WCACYOtcXe4+cRvDpzeIyIvOqacYyZbQXPLr8jhKVWuNm4EZULO8IANhzKBBzl67Hg0ehSEoSUNzaAo3rV5eKIS4uHktWbsGmXUfx+NlL6OnqwNHeFn27t0b3Ds2l9uC7FHQbdVp4oWnDmji0dYnU5yCPrU1RPL+5P83467fqjzMXbwBIvj9vSdtiGNy3Awb16SD3MwGA5y/fSL3n0+evo0GbAeLz5mYmqOrqjLmTh6C8s734uLyY3RvWwNHtywAAdq6t8OLV21RlUu6h/Gvbaek/YhbWbNyHratnokNrN6lz37/HYPrCNdi+7yRev/0IQwM9OJcugREDu6F183py69x/5Azef/yMzm2biI/5BuzG5l3HcON2CL5FRePr0/9gYmwodZ2s95XyntKK/+TZq3jz7hMM9HVRq2oFzJ0yBGX+f3/jL18j0Mt7KgIvXIdDSRus/WcyXCv8/Ey8/5qLkrbFMNL7572Nzc1M0LNjc0yZ6wu/fybJbZsoN8tzCaC5uTnU1dXx/r30X17v37+HpaVllur28fGBj48PEhMTs1QPUV5gU8wCW/ccx+IZw6GrqwMAiImJxeZdx1DcOmv/lyS9vXdE/Hzb3hOYPGcVQi7/3JzdQF8Pn76ES11z6uxVdOo7HjPHD0Krpr9BJBLh/qNQnDh9RVwmLi4e7h2G4Na9x5g+rj9qV3OBkaE+Ll+7iwU+G+Fa3lEqufHbuB9DvDrCb+N+vHn7EVZFC+OfWaMwZ9JgcZmiZZth3bLJaNqwJgBAXV1doffo1aMNpo3tj+8/YrB+22F4/zUPpsZG6NLOPUOfFQCEXN4JI0N9vHn3CaOn/oMWXYbhSdAeaGlpiss0bVQT65ZOlrpOW1v6ZtTTxvaH1y93uDA0yNhehd+/x2DrnuP4a0gPrN28P1UCOGDUbFy5fhfLZo+Gs2MJfP4SgYtBt/H5a0Sa9S5dvQ29u7aEmtrPQajvP2LQtFFNNG1UE+Omy14AKOt9pfeeKruUQbf2TVHc2hJfvkZi6jxfNGk/GKE39kFdXR0zF63Ft6jvuHFqA/5dtwtew2fi2qn1AIDL1+7gyvV7WCrjNnG9u7ZE5UY9MX/qUBQyNU4zBsrnPCSe+6sohkzIcwmglpYWKleujFOnTqFNmzYAgKSkJJw6dQqDBw9O++J0eHt7w9vbG5GRkTA2Tv8/tOS+PuwBpLymUoUyePo8DLsPBqJbh+RFV7sPBqK4tSVKFLdSWjuWFubi58ZGBhCJRFLHAKRKAA8cO4fa1VwwekgP8bHS9rZo07y++PWSlVtw9tJNXDu5XqrHpqSdNTq0dkNcXLz4WFTUd2zbewLXTgbg3fvP8N96EOOH94axkQGMjQyk2jYxNkwVX3r09HTE10wd0w+bdx3D/qNnM5UAFilcSBzDsP5d0Kr7SDx8/BwVyjqIy2hraaUbo6GBXobfx6927D8JZ8eSGPunB6zKNcOr1+9gU+znHwf7j57FP7NGonnj2gCSbwlXuaJTmnV+/PQV/527hn9mSfcmDxvQFQBw+vz1NK/P6Pvq16ut+LldcSvMGD8QLvW64vnLtyhVwhoPHj9H5z+aoLS9Lfr1+gO+G/YAAOLjEzBg1GysWTxR5h8CZcuUgpWlOfYcOg3P7q0Vjocot8iVcwCjoqIQHByM4OBgAEBoaCiCg4Px8uVLAMCIESOwevVqBAQE4MGDBxg4cCCio6PFq4KJSDF9urbCui0HxK/Xbt6P3l1+V2FEySyLmOFeyDPcffBEbplNu47CrV41qeQvhaamBvT1dcWvt+87iTIOtnB0sEP3Ds2wdvN+CIKQLbEDgK6uNuLi49MvmIaIyChs3XMcAKR6/3KS38b96N6hKYyNDNCsUS34bzkodd6yiBkOn7iAb9+iFa7z/JVg6OnpwKl0iUzFNGdpAMwc3ODaoBvmL9uAhIQEha+Njv6BdZsPoIStFWyKJc8jdynrgP/OX0NCQgKO/XcJFZyTE+15y9ajfu3KqOLqLLe+aq5lce7yzUy9DyJVy5UJ4LVr1+Dq6gpXV1cAyQmfq6srJk9OHvLo1KkTFixYgMmTJ6NixYoIDg7G0aNHUy0MySgfHx84OzujatW05ywR5RfdOzTD+Su38OLVW7x49RYXrt5G9w7NVR0WhvTthKoVnVH+ty6wc22Fzn3HY+2m/YiNjROXefzsJco42CpUn9+mfej+/17Opo1qIiIyCmcu3FB63ImJidi4/TBu33uMhr9VyVQd1hVawMC2LkxKNsDmXcfQqmld8Xy1FAePn4eBbV2px6zF66TKjJm2PFWZc5cUT1YeP32Jy9fvoFOb5Hl63Ts0w7otB6QSZ99F43Ex6DbMSruhqltPDJ+wCBeu3Eqz3hev3sKicCGp4V9FDfXqhK2+sxC491/079kWs5asw19Tl6V73Yq1O8SfwZFTF3Fip484qR77pwc01NVRqsof2HPoNPz+mYjHT18iYOshTBrpiQEjZ6Nk5dbo6DkOEZFRUvVaWRbGi1fvZDVJlOvlyiHg+vXrp/vX+eDBg7M85PurjA4BE+V1hc1N0aJxbfhvOQhBENCicW2Ym5moOizo6+vi0NYleBoahsDz13D52l2MnLwE//huxaUja6GnpwNFO/BCHj/H1Rv3sCdgPgBAQ0MDndo0ht+mfahfp7JS4l2xdifWbNyHuLh4qKurY/iArhjYu32m6jp3YDX0dLVx+fpdzFq8DisXjEtVpkGdyvh3vvSep4VMjaRejx7cAx6dpXtzixUtrHAcazfvh3uDGuLvh+ZuteH55wz8dy4IjepWAwDUrVUJz67vw+Vrd3Ax6DZOnQ3CP79vxd9j+mHSqL4y6/0REwudX+YrKmrEoG7i5xXKOkBLSxP9R87C7EneqeZASurWvhka16uOt+8/YYHPRnT0HIcLh9dAR0cbxkYG2Ow7Q6p8wzYDMX/qUGzaeRTPXrxGyOVd8Bo+A9Pmr8bC6cPF5XR1tfH9R0ym3gvlUx4Sz/1VFIOCcmUCmJtJzfsjygf6dG2FwWOTkyOfuX/JLGNkqJ+q9wMAwiO+pZpDp0ylSlijVAlr9O3RBhNG9Ebp6u2wbe9x9O7aCqVLFcfDxy/SrcNv034kJCTCqtzPnk1BEKCtrYnlc/9SSvzd2jfFhOF9oKurjaIW5lK9W8mfXeoh0vCIbwCQqv0StlYwMTaEo4MdPnz8ik59x+PsQV+pMvp6urAvmfZ+peaFjNMtI09iYiICth7Cuw+foWFRQ+r42k37xQkgkDzc/ltNV/xW0xVjhvbCjIV+mLZgDcYM7SVz6Nq8kAm+hn/LVFy/ql65LBISEvH85Rs4/tJLKillrqdDqeKoUaU8TO0bYs+h0zLnaK7bvB8mxgZo3bwe2vYajTbN60FTUwMdWrlh8pxVUmW/fI1EYTNTpbwXopzGBJCogGvaqCbi4uIhEong3rCGzDKO9rY4LrECN8WN2yEoXap4docIIHkCv56uDqK/J/e4dG3njvEzVuDm7ZBU8wDj4xMQFxcPbW1NrN9+CAunDUOTBtWlyrTpORpbdh3DgN7tshybsZGB3GTL0d4WYW/e4/2Hz7Ao8vMPyBu3Q6Cjo53mimtvzw6Y/Y8/9hwKxB8tGmQ5TkUdPnEB36K+42bgRqir/0xm7z54ht5DpyE84luqLVpSODuWQEJCImJiY2UmgK7lHfHuw2d8DY+EqYmRjBoUF3znEdTU1FCkcCGFrxEEAYIgIDYuLtW5j5++YtoCP5w/tBoAkJiYhPj45DmG8QkJSEyS3iHi7sOnqF+7UhbeAZHqMAGUwG1gqCBSV1fHg0vbxc9lGdi7HZb77cDQcQvQt3traGtp4tCJC9iy+xgObFokVfbHj1gE3wmROmZooI9SJawVjmnqXF98/xGD5m61YWtjifCIKCxdvRXxCQloXC+592lY/y44dPwCGrUdhOnj+qNO9YowNNDDteAHmLt0Pfz+mYjnr97ia/g3eHZvnaqnrd3vDeG3aZ9SEsC0uDesAUd7W3TpNxEzxg+AZREz3Lgdgomz/sWf/TqludWMnp4OvHq0wZS5vmjTvD5EIhEAIDYuDu/ef5Iqq6GhITV8/y3qe6oyeno6MDL8+TmEPEndg1q2TCn4bdqPFo1rw6Vcaalzzo4lMXziImzaeQTenh1Rv1V/dGnrjioVnWBWyBj3Q0IxfsYKNKhTWaodSa4VHGFuZoILV27hd/ffxMffvf+Edx8+40lo8kb8d+4/gaGBHopbW6KQqTEuBd3Glet30aBOFRga6OFS0B0Mn7QY3Ts0EyeSr99+QKM/BmH9ir9RrVJZPHsehm17T6BJ/RoobG6KsDfvMeefAOjq6KC5W+1UsQ2bsBAjB3VDsaJFAAC1q7lgw/YjaNKgBnzX70Htai7ist+/x+D6rQeYNWGQzPdJlNsxAZTAOYBUUMn7ZZ2ipJ01zu5fhQmz/oVbO2/ExcWjjIMddqydg6aNakmVffT0JVwbdJc61qhuVZzcvULheOrVqgSftTvQ03sK3n/8AlMTQ7iWd8TxHcvFQ33a2lo4sWs5Fq/cjFUBezBqylLo6erAqbQdhvbrhHJOpTBp9kq41a0mc5i3XcuGmLdsPW7feyy1xYqyaWho4PiO5Rg/0wdd+k3Ex89fUaK4Ff7s3xkjBnZL9/rBfTtg0b+bsGPfSXRs0xgAcPTUJRQtK32/dEd7WzyU2F9x8pxVqYYsf934u7PXhFTtPb+5H4dOnMfmVTNSnVNTU8MfLerDb+N+eHt2hHvDGgjYdhDjZ67A9x8xsLI0x+9N6mCynPl/QPIfGb27tMSmnUelEsCV/rvx9/zV4td1W/YDAKxbNhkeXVpCW0sLW/ecwNR5qxEbF48Sxa0wfEAXqc8wPj4BIU9e4Pv/e4l1tLVx7nIwlqzaiq/hkbAoXAh1a7ri4uE1qXoNj/13CU9Cw7Dh32niY4P7dsS1Ww9QvUlvVKvkjCmjvcTn9h05g+LFLPFbTVe575UoNxMJ2bkXQh6VkgD2XBAKLV3pIQq5cwA9sj8uyn1itGwRarcSJYqZQydz89qJCpx37z+hbJ3OuPHfBtjaFFV1OJlSw703hnp1Qtf2TeWWiYkDQl9/QonnA6ATl/58Vcpn/NMv4tXmMwAg7kck1o8qgYiICBgZZW1qhKJy5TYwqsJtYIiIsp+lhTn8/pmIl2F5cwuVT5/D0bZFg0xt9E2UW3AIWAKHgIlI0rlLN9Gs859yz0e9OJuD0eQvknd1yWvMzUzw19Ceqg6DKEuYABIRyVGlohOCAzepOgwiIqVjAkhEJIeurk6m99IjIsrNmABmhYeqAyAiIiLKOCaAEhTaB9Ajx8IhIiIiyhZcBSzB29sb9+/fR1BQkKpDISIiIso27AEkIiIiUjYPief+KoohDewBJCIiIipgmAASEREAoO7v/bB551FVh5EpcXHxsHNthWs376s6FKI8gQkgUTYQmVfJ0UdGffz0FQNHzUFxl9+hbVULls7ucO8wBBeu3BKXsXNthSUrN0u9FplXxeVrd6TqGjZhIeq36i91LPJbFCbN/hdla3eErnUdmDm4oapbT8xbuh5fwyPF5eq36o9hExam8TlWlfnYuvu4uMzq9XvgUq8rDGzrwqRkA7g26IbZS9alimfCzBUoU6M9dIrVhqWzO9zaDsLug//h17thbtl1DOpFqsP7r7lSccqLRWReNdX7lyXl8/v1MecffwDA85dvIDKviuA7IenW1X/ELKgXqY4d+06mOvf9ewzGTV+OUlXaQKdYbRR2bIx6Lfth3+Ezada5/8gZvP/4GZ3bNpFqp1SVNtC1roPCjo3RuvtIPHz8XOq6U2evolazPjC0rQdLZ3eM+XsZEhIS0mzr3ftP6DFwMiyd3aFf/DdUatAduw78Jz4fGxuHHgMnw8iuPkpXa4eTZ65IXT9/2QYMGTtf6piWliZGeXfHmGnL0mybSCU8JB65BOcASpC3Cljq/r8eORsTUXZo5zEGcfHxCFg+FSXtiuH9xy84dfYqPn8JT/M6HR1tjPl7Gc4c8JVb5svXCNRp4YXIb9GYPq4/Krs4wdjIACFPXmDd5gPYvOsovD07KhzrumWT0bRhTaljJsaGAIC1m/Zj2MRFWDprFOrVqoTYuDjcvvcEdx8+FZcNj/iGOi36IiIyCjPGD0RVV2doqKvjzMUb+OvvZWj4W1VxfQDgt2kf/hrSA6sC9mDhtGHQ0dHG7oB5iIuLBwC8ev0e1Zp44ORuH5R1LAkgOflQxLSx/eHVo43UMUMDfYU/CyA5wdu65zj+GtIDazfvR4fWblLnB4yajSvX72LZ7NFwdiyBz18icDHoNj5/jUiz3qWrt6F315ZQU/vZL1DZpQy6tW+K4taW+PI1ElPn+aJJ+8EIvbEP6urquHX3EZp3HoYJw3tjvc/feP32AwaMmoPExEQsmDZMbls9vaciPOIb9m9cBPNCxti86xg6eo7DtZPr4VrBEb7r9+D6rYe4dNQPR05eRNf+k/D+wTGIRCKEvniN1Rv24tqpgFT1dmvfFCMnL8G9h09RtkypDH2uRAUNE0AJvBUcFQThEd9w7vJNnN63EvVqVwYA2NoURbVKZdO9tl/PNljpvxuHT1xA88a1ZZYZP2MFXr5+h0eXd8GqaGHxcVubomjSoEaqHrf0mBgbwtLCXOa5/UfPomNrN3h2by0+9usv/vEzfPD81dtU8ZS2t0WXtu7Q0dESHwt98RoXg25jl/88BJ6/jt0HA9G1fVMUMv358yAmNg4AYGZqLDcueQwN9DJ8za927D8JZ8eSGPunB6zKNcOr1+9gU8xSfH7/0bP4Z9ZI8dfHrrgVKld0SrPOj5++4r9z1/DPrJFSx/v1ait+blfcCjPGD4RLva54/vItSpWwxra9J1DB2R6TR3sBAOxL2mDelCHo2Hc8poz2gqGh7OT2YtBt/Dt/rPh7buJITyxeuQXXbz2AawVHPHgUilZNf0PZMqVQ0rYYRk9dik+fw1HY3BQDR8/B3CmDYWRokKpeUxMj1K7mgq17jmP6uIEKfJpEBReHgIkKGAN9XRjo62Hv4TOI/X8yo6gSxa0wwKMtxs3wQVJSUqrzSUlJ2Lb3BLq3byaVbEkSiUSZilsWyyJmuHztLl68eivzfFJSErbuOYFu7ZrKjMfAQA8aGj//Dl63+QBaNK4DYyMDdO/QDH6b9iktVmXx27gf3Ts0hbGRAZo1qgX/LQelzlsWMcPhExfw7Vu0wnWevxIMPT0dOJUuIbdMdPQPrNt8ACVsrWBTzAJA8lCtjo62VDldXW3ExMTi+q2HcuuqVbUCtu05gS9fI5K/RruPIyY2FvX//weJS9nSOH/lFn78iMGxwMsoamEOczMTbNpxBDra2vijRQO5dVer5Ixzl4IVfu9EBRUTQKICRkNDA/7LpyBg2yGYlGqI2s09MX6GD27fe6zQ9RNHeCL0xRtskrFY4OOnrwiP+AZHe1up45Ub9oCBbV0Y2NZFF68JGYq3S7+J4mtTHi/D3gEApoz2gomxIexcW8Gxejt4DJ6K7XtPiJPTT5/D8TU8EmUc7NJtJykpCf5bD6J7+2YAgM5/NMH5K7cQ+uJ1huJNy5hpy1O9l3OXbip8/eOnL3H5+h10apM8T697h2ZYt+WAVK+q76LxuBh0G2alk+ddDp+wSGpupywvXr2FReFCUsO/KVas3SGO9cipizix00c85O3esCYuXr2NLbuOITExEa/ffsC0+X4AgLfvP8ltb7vfbMQnJMDMwQ3aVrXQf+Qs7AmYL77tXp9ureBS1gHOtTth5qK12O43G1/DIzF57iosmzMKE2f9C/uqf8C9wxC8fvtBqm4ry8J48f/vDyKSjwkgUQHUrmVDvLl7GPs3LkTThjVx+sJ1VGrYA/5bDqR7bWFzU4zy7obJc1aJ58WlZ8/6+QgO3AT3BjXwIyY2Q7Eunj4cwYGbpB5WlsnDqEUtzXHp6FrcObcFf/bvjISERPQa/DeadhyKpKSkDA03nzh9BdHfY8RDp+ZmJmhcrzrWbt6foXjTMnpwj1TvpUo6w7OS1m7eD/cGNWBuZgIAaO5WGxGR0fjv3M/N6+vWqoRn1/fh1O4VaN+qEe6FPMNvv3th+oI1cuv9ERMLHW0tmee6tW+Gm/9txJn9q1C6VHF09ByHmP9/DZs0qIH5U4diwKjZ0LaqjdLV26F541oAADU1+T29k2avRHjEN5zc7YNrJ9djxMBu6Og5DnfuPwEAaGpqwGfeGITe2Iegk+tRp0ZFjJy8BEO9OuHm7RDsPXwat05vRo3K5TB03AKpunV1tPH9R0z6HyZRAccEkKiA0tHRRuP61TFpVF9cPLIWHp1/x5S58hd3SBoxsBt+xMRgxdodUscLm5vCxNgQIU9eSB0vbm0J+5I2MDTQy3CclhZmsC9pI/WQHLYFgHJO9hjUpwM2rpyOEzuX48TpKzhz4YY4nl9Xrsrit2k/vnyNgK51HWhY1ICGRQ0cPnkBAVsPyRzuzgzzQsap3ouuro5C1yYmJiJg6yEcOnFBHJ+ezW/48jUCazdJJ6mamhr4raYrxgztheM7l2Pa2P6YvtBPbsJuXsgEX8O/yTxnbGQAh1LFUbdWJexcNxcPnzzHnkOnxedHDOqG8GeBeBl8AJ9CTqB1s3oAgJK2xWTW9zQ0DMvXbMfapZPQqG41uJQrjSl/eaFKRSf4+O2QeU3guWu49/AZBvftiNMXbqC5W23o6+uiYxs3nL5wQ6rsl/BIFP5/gkxE8jEBJCIAgLNjCUR//6FQWQMDPUwa6YmZi9fhW9R38XE1NTV0bO2GjTuP4M3bj9kVapqcHZPnsUV//wE1NTV0/qMJNu06KjOeqKjvSEhIwOcv4dh35Ay2rp6J4NMbxY+bgRvxNfwbjgdezum3kcrhExfwLeo7bgZulIpxi+9M7D50GuERshM4IPkzSUhIREys7N5X1/KOePfhs9QWPbIIggBBEBAbJz13VCQSwapoYejq6mDLrmOwKWaBSi5lZNaR0jv363Czurq6zEQ7JiYW3mPmYdXC8VBXV0diUiLi45O3mYmPT0i1a8PdB0/hWt4xzfdBRFwFLEXeNjBE+cnnL+Ho0Gcc+nRtiQplHWBooIdrwQ8wb/l6ce+NIvr1bIvFK7dg865jqC6xgnjWxEE4feE6qjXxwLSx/VGlohP09XRx+/5jXAq6g3JO0qt0P376mmrvu6IW5rAokrz9UnjEN7z7ZT6ZoYE+9PV1MXDUHFhZmqPhb1VhbVUEb99/woyFa1HY3BQ1q5YHAMycMBCnL1xHdXcPzJwwCFUqOkFTQwPnLgdj9hJ/BJ0MwIbth2FmaoyObRqnWqTS3K0W/DbtR9NGtRT+bOT5FvU91XvR09ORWtH6a+8pkLyy2W/TfrRoXBsu5UpLnXN2LInhExdh084j8PbsiPqt+qNLW3dUqegEs0LGuB8SivEzVqBBncoyV84CgGsFR5ibmeDClVv43f03AMCz52HYtvcEmtSvgcLmpgh78x5z/gmAro4Omrv9XAE+f9kGNG1UE2pqIuw+GIg5SwOw3W821NXVAQCv335Aoz8GYf2Kv1GtUlmUcbCDfQkb9B8xGwum/QkzU2PsPXwaJ05fwcHNi1PFNn2hH5q71YJrheSkrnY1F4yeuhS9u7bE8jU7ULuai1T5c5eDMX3cALlfAyJKxgRQgtxtYDxUFhKR0hno66F65bJYvHILnj4PQ3xCAmysLODVow3GD+utcD2amhqYPnYAuvafKHXcrJAJrp4IwNylAZi/fANCX76BmpoIDiWLo1Obxhg2oItU+c27jmHzrmNSx6aPG4CJIz0BAL2HTEvV9uxJ3hj7pwfc6lXD2k378e+6Xfj8NQLmhUxQs2p5nNq9AmaFTAAAhUyNcfnYOsz5xx8zFq7Fi7C3MDUxRHkne8z/eyiMjQywdvMB/NGivswVyu1aNkSPQVPw6XO4eO5dZk2eswqT56ySOta/V1usXDhO/LqzjEUyz2/ux6ET57F51YxU59TU1PBHi/rw27gf3p4d4d6wBgK2HcT4mSvw/UcMrCzN8XuTOpg8qq/cuNTV1dG7S0ts2nlUnADqaGvj3OVgLFm1FV/DI2FRuBDq1nTFxcNrUKRwIfG1R05dxMzFaxEbFw+Xsg7Yt2EBmkkkiPHxCQh58gLfvyf3/GlqauDw1iUYO305WnYbgajo77AvYYMAn6mptha6++AJtu89ieDTm8TH2rdqhNMXruO3373gaG8r9ZlcCrqNiMgotG/ZUO57JaJkIiGjm3IVACkJYM8FodDSNcJqE7P0L6ICKUbLFqF2K1GimDl0ZM+hJ8oT3r3/hLJ1OuPGfxtga1NU1eFkSifPcXApVxrjhyv+h0x2iokDQl9/QonnA6ATl7pnlwoo/59Pvdp8BgDE/YjE+lElEBERASMjoxwJg3MAiYgIlhbm8PtnoniLnbwmLi4e5Z3tMfyXHmYiko1DwEREWbRpxxH0HzVb5jlba0vcu7A9hyPKnDbN66s6hEzT0tIUTxsgovQxASQiyqJWTeuieuVyMs9pavLHLBHlPvzJRESURYaG+nLve0tElBtxDiARERFRAcMEkIiIiKiA4RAwERERUU7xkHgerqIYwARQCu8EQkRERDll9d7kfYYjE4D1Odw2h4AleHt74/79+wgKClJ1KERERETZhgkgERERUQHDBJCI8qypc31RsX7XHGvv+cs3EJlXRfCdkDTLhTx+Dktnd3z7Fp1DkcnXue94LPTZqOowiCiX4RxAomwgWl41R9sTBis+bUFknnZsU0Z7YeqYflkNKUeM8u6OIV4dxa89Bk9FeEQU9m5YID72/OUblKjUGjcDN6JieccciWvcDB8M6dtJ5t6AT569gmuD7lBXV0P4s0Dx8dXr92D99sO4++ApAKCySxnMmuiNapXKisssWL4B85ZvAACMGdITI727i89duX4Xg0bPxZXj66Ch8fNH+8SRfVC3ZX/07dEGxkYGSn+vRJQ3MQEkKmDe3jsifr5t7wlMnrMKIZd3io8Z6OuJnwuCgMTERKmEIjcxMNCDAfTSL5iDXoa9w8Hj57FszuhU5+LjE9Cl3wT8VrMiLl69LXXu9IXr6NK2CWpVrQAdHW3MXRqAJu0H496FbShWtAhu33uMyXNX4eCmxRAg4PeuI9CkQQ2Ud7ZHQkICBoyaDd+F41N9rco52aOUXTFs3HEY3p4dQUQEcAiYqMCxtDAXP4yNDCASicSvHz5+AUO7ejhy8gIqN+wBbataOH/5Fp6GhqF195GwcHKHgW1dVHXriZNnrkjVa+faCrMWr0OfodNgaFsPxV1+h2/AbvH5uLh4DB4zD0Wdm0KnWG3YVmyJ2UvWic+LzKtilf9u/N5lOPRs6sCpZgdcCrqNJ89eoX6r/tAv/htqNeuDp6Fh4mskh4CnzvVFwNZD2HfkDETmVSEyr4rT56+jRKXWAADXBt0hMq+K+q36i69fs2EvnGp2gE6x2ihToz1WrN0h9Z6u3rgH1wbdoFOsNqo06omb6Qz9AsD2vSfgUtYBxYoWSXVu4qx/UcbBDh1bu6U6t2nVDAzq0wEVyzuijIMd1iyZiKQkAafOJvfuPnz8HBWcHdCwblU0qlsNFZzt8fDxcwDA/OUbULemK6pK9BZKaun+G7buOZFu7ERUcDABJKJUxk73wZzJg/Hg4g5UKGuPqOjvaO5WG6d2++DmfxvRtFFNtOw2Ei/D3kldt3DFJlSp6ISbgRsxqE97DBw9FyH/T1KW+m7F/qNnsd1vNkIu78SmldNhZ2Mldf30hX7o2ak5ggM3oYyDHbr2n4T+I2dh3DAPXDu5HoIADB47T2bMo7y7o2NrNzRtVBNv7x3B23tHUKtaBVw97g8AOLnbB2/vHcHugOTrN+04gslzVmHmhIF4cHE7Zk0chEmzVyFg60EAQFTUd/zedTicS5fA9VPrMfUvL4ya8k+6n925y8GoUtE51fH/zgZhx/6T8Jn3V7p1AMD37zGIT0hAIRMjAEB5Z3s8evoSL8Pe4cWrt3j09CXKOZXC09AwrNt8EDPGDZRbV7VKZXH1xj3ExsYp1DYR5X+5c1yHiFRq2pj+aFy/uvh1IVNjuJQrLX49fdxA7Dl0GvuPnsXgvj+HFZu71cKgPh0AAGOG9sLilVsQeP46HB3s8PL1eziUtEGdGhUhEolga1M0Vbu9u/6Ojm0a///6nqjZtA8mjfSEe8OaAIA/+3VG76HTZMZsYKAHXV1txMbFw9LCXHy8sLkpAMDM1Fjq+JR5vlg4bRja/t4QAFDCthjuh4RiVcBu9Or8OzbvOoqkpCT4/TMJOjraKFumFMLefMDA0XPS/OxehL1FlYpOUsc+fwmHx5C/sfHfaTAyVGwe3phpy2BlaQ63etUAAE6lS2DWhEFo3M4bADB7ojecSpeAW9tBmDd1CI4FXsbUeb7Q1NTAPzNHom6tSuK6rCwLIy4uHu8+fJb5uRNRwcMEkIhSqeIqncBERX3H1Hm+OHTiAt6+/4SExET8+BGbqgewgrOD+LlIJIJlETN8+PQFAODR+Xc0bj8YjtXbo2mjmvi9SR00aVBD7vUWhQsBAMo7lZI6FhMTi8hvUQonUrJER//A09AweA6bDq8RM8XHExISxQslHjxKHnLV0dEWn69ZtXy6df/4EQsdbW2pY17DZ6JrO3eppCwtc/7xx9Y9J3B630qp9gf0bocBvduJXwdsPQhDA33UrFIejjXaI+hEAMLefEBnrwkIvbEP2tpaAADd/9fx/UeMQu0TUf7HBJCIUtHX05V6PWrKPzhx5goW/P0n7EvYQFdHG+37jEFcfLxUOU1NdanXIhGQlCQAACq5lEHojb04cvIiTp65io6e4+BWrxp2rpsrcb2GxLUiucdS6sysqOjvAIDViyageuVyUufU1bM2M8bczARfIyKljv137hr2Hz2HBT6bACQvrklKSoKGRQ34LhqPPt1aicsuWL4Bc/4JwMldPqhQ1gHyfPocjr/nr8bZA764cv0uSpcqDof/P+ITEvDo6UuUd7YHAHwJT46nsJlplt4bEeUfTACJKF0Xrt6CR+ff8UeLBgCSewSfv3wL1M5YPUaGBuj0RxN0+qMJ2rdqhKYdh+LL1wgUMjVWSpxampqpbuWopakJAEhMTBIfsyhiBivLwnj24jW6dWgmsy6n0nbYsOMwYmJixb1wl6/dTTcG1/KOuB8SKnXs0tG1UnHtO3IWc5eux8Uja6QWi8xbuh4zF6/FsR3LUMU19TxCScMnLsLwAV1hbWWBoJv3EZ+QID6XkJAo1d7dB09hbVUE5mYm6cZPRAVDvl0EcvDgQTg6OsLBwQFr1qxRdThEeZpDSRvsPhSI4DshuHX3Ebr2n5jhXrhFKzZhy65jePj4OR49eYEd+07BsogZTIwNlRanXXEr3L7/BCGPn+PT53DExyegSGFT6Opq4+h/l/D+w2dEREYBAP4e0w+z//HHUt+tePTkBe7cf4J1m/dj0YrkXrqu7ZpCJBLBa/hM3A95hsMnLmCBAhsquzeogUvX7kglYE6lS6Cck734UaxoYaipiVDOyR6m/1/kMXdpACbNWYm1SyfDzqYo3r3/hHfvPyEq6nuqNk6cvoJHT1/C2zN5vmVVV2c8fPwCR05egG/Abqirq8HR3lZc/tzlm6mG24moYMuXPYAJCQkYMWIEAgMDYWxsjMqVK+OPP/6AmZmZqkOjAiIjGzPnBYumD0efodNRq7knzAuZYMzQnojM4F0uDA30MG/5ejx+9grqamqo6uqMw1v/gZqa8v4O9erRBqcvXEcVt16Iiv6OwL0rUb9OZSydNQrTFqzB5Dmr8FuNiji9fxX69mgDPV0dzPfZgNFTl0JfTxflnUph2IAuAJIXlRzYtAgDRs2Ga4PucHYsgblTBqOdx5g0Y2jmVgsa6uo4eeaqePGKIv5dtwtxcfFo31u6/l835v7xIwaDx8zDtjWzxJ+dtZUFls0ehd5Dp0FbSwsBy6dCV1cHABATE4u9h8/g6PalCsdCRPmfSBCErE2myYUuXryI+fPnY8+ePQCAYcOGoXr16ujSpYtC10dGRsLY2Bg9F4RCS9cIq02YOJJsMVq2CLVbiRLFzKGjpepoKLfw8duO/UfP4diOZaoOBf+u3Yk9h0/j+M7lqg6lwImJA0Jff0KJ5wOgE/dC1eFQbuSf/E9kAmAcCERERMDIyChHms6VQ8Bnz55Fy5YtYWVlBZFI9L/27jyu5uz/A/ir5d7bptK+qUQyoUXbtzFjjTLzI8tYErKvCdnHkGnGZAujiQbZG5oxljAMgyJS2gkJiUlptKf93vP7o/EZVylbXdX7+Xjcx6N7zrnnvO87j+7b537O54Njx47VGhMYGAhjY2PIycnBwcEBMTExXN+TJ0+gr6/PPdfX10dmZmZThE4IIZjuMQw9Ha0/insB83iyCPBbKOkwCCEfmY+yAHz+/DksLS0RGBhYZ39oaCi8vb3h4+OD+Ph4WFpawtnZGTk5OU0cKSGE1CYrK4vl3pPqvBdwU5sybgjMTI0lHQYh5CPzURaAAwcOxPfff4+hQ4fW2b9x40ZMnToVEydOhLm5OYKCgqCgoIBdu3YBAPT09MSO+GVmZkJPT6/OuQCgoqICRUVFYg9CCCGEkJbqoywA61NZWYm4uDg4Of13L01paWk4OTkhKioKAGBvb4+bN28iMzMTJSUlOH36NJydnV87p5+fH1RUVLhHu3btGv19EEIIIYRISrMrAJ89ewahUAhtbW2xdm1tbWRn19yVQFZWFv7+/ujTpw+srKywYMGCencAL1u2DIWFhdzj8ePHjfoeCCGEEEIkqUVeBgYABg8ejMGDBzc8EIBAIIDglVs3AUDAqfZQlgUw4cPGRgghhBDC1RelAC427dLN7gighoYGZGRk8PTpU7H2p0+fQkdH573mDgwMhLm5Oezs7N5rHkIIIYSQj1mzKwD5fD5sbGxw/vx5rk0kEuH8+fNwdHzzi67WZfbs2bh16xauX29ZF/ElhBBCCHnZR/kVcElJCe7du8c9T09PR2JiItTU1GBoaAhvb294eHjA1tYW9vb22Lx5M54/f46JEye+17qBgYEIDAysdS9RQgghhJCW5KM8AhgbGwtra2tYW1sDALy9vWFtbY2VK1cCAEaNGoUNGzZg5cqVsLKyQmJiIs6cOVNrY8jboiOAhPwnPDIOUhp2KCgsbvK1pTTscOyP8A8+7wTPVRgyruGLIo+buRI/bNr9wdf/WDzLLYBW5wH4+8nThgcTQlqkj7IA7N27NxhjtR579uzhxnh6eiIjIwMVFRWIjo6Gg4OD5AImpJmKup4MGS0HfDl6nqRD+Wgk3byLP/66Cq+po7g2xhhW+gVB19wF8gafwWnYLKTdf1TvPJeuxmPQmPnQ6zLwjQraGQv8IKVhh81Bv9TqO3U2Eg4DJkDe4DO07dBXrIjNyy/EoDHzoWTUE9Z93JGQnCr22tmL18I/8IBYm4a6KsaP/AI+a7fXGxMhpOX6KAtAQkjTCD4QhjlTR+JSVAKeZP0j6XBQWVkl6RAQsONXjBjcD0pKClzbuoB92LIjFEEbliH6z91QVJCH88g5KC+veO08z0vLYNm1EwLXLW5wzaOnLuJa3A3o6WjW6vv9xAWMm+WDiW6DkBQegit/7MSY4f9d13T1xl0oLilF/Pn96P2pDabOX831XYu9gei4FMybUfs+6BPHDELI4TPIyy9sMD5CSMtDBeBLaBcwaU1KSkoReuwcZk4Yji/798CeQyfrHHclOgkWPd0gp98D/3OeiJu3/zs/N+NxFgaNmY+2HfpC0fBzdOkxEn+cu8L1R1yJg31/Dwj0PoWuuQuW+gagurqa6+89eDo8l6zDvOX+0OjkBOcRc7i+rOxnGDjKC/IGn8HExhWHw/7b+AUAjzOzMXLyMqia9IFax35wHbsADx894fqFQiG8v9kEVZM+UDd1wuJVW8BY/TkRCoU4fOI8Bjl/zrUxxrA56CC+8Z4E1y96waKLKfZt/RZPsp/h2B8Rr51roFMPfP/1TAz9sk+9a2Zm5WDO0g0ICfoOPJ74adnV1dWY+7U/1q/ywoyJw9GpoxHMzUwwckh/bszttIcYPXQAOnU0wjSPobidlg4AqKqqxoyFfgjasBQyMjK11u3SuQP0dDRw9FR4/UkhhLRIVAC+hM4BJK3Jr8f/QmdTI5iZGmPsiIHY9UsYWB0V0qJVW+DvOw/Xz+2FproqBrkvQFVVTRE3e/E6VFRW4dKJ7bhx6SDWrpwDJUV5ADWFzRdu82BnbY6kiF+wbcNSBIeE4Xv/XWLz7z10CnweD1dO7UTQhqVc+4o1QRj+f32RFB4C969cMHrqcty++19x4zzCC22UFHD55A5c+WMnlBTl4TLSizuK6B8Ygj2HTmLXlhWIPLUDeflFDRY7ySn3UFhUAlurT7i29IxMZOfkwqmXPdemoqwEh+5dEBWb/BYZr00kEmHcTB8s8hyLLp071OqPT05FZlYOpKWlYN3HHbrmLhg4ykusCLfsYooLkbGorq7GnxeiYGFuCqDmqGXvHjawtTZ/7fr21l1w+VrCe70HQkjzRAUgIa1UcMhxjB0xEADg0s8RhUUliLgSX2ucz6Ip6N/bAd3MO2Jv4Co8/ScXR0/VXLH0UWY2ethbopt5R5gYG+D/nD9Hz0+7AwC27jqMdnra+GntYnQ2NcaQL3rj2yXT4L81BCKRiJvf1KQd1q3ygpmpMcxMjbn2EYOdMGXcEHTqaITvls2ErdUnCNgRCgAIPXoWIpEIOzd/g27mHfFJp/bYHeCDR5nZCL8SBwDY/PNBLJs7AcP+ry8+6dQeQf5LoaKsWG9OMv7OgoyMDLQ01bi27JxcAIC2pvjdhLS11JH9NPeNcv06a7fshaysDLymja6z/8HDmnuar1q3A994T8bJXzahrYoyervO4L66XTp3AmRlZNDBdiiOngpH8I/fIO3+I+w9dAorFkzGjAV+MLFxxcjJy1BYVCI2v56OJjIeZ7/XeyCENE9UABLSCqWmPURMfArchtWcSyYrK4tRQ/ojOOR4rbGOdhbcz2ptVWDW0Qi37z4EAHhNHYXvNwajxxeT4bPmZySnpHFjb99Nh6NdN0hJSXFtPewtUfK8FH8/yeHabCw71xmjo1038ee23bh1k1LScC/9b7Qx7gUlo55QMuoJNdN+KC+vxP30v1FYVIKsp8/gYNOFe72srCxsrV5/NAwAysoqIBDwxGJuLHGJt/Hj9kPYE+Dz2vVeFMrL50/E8EF9YWP1CXYHrISUlBR+O17zlbiKshJ+2f49MhJPIOLEdpibmWD6Aj+sX+WFkMNn8CAjE6nXfoeCvAC+63eIzS8vL0BpWXnjvlFCyEfpo7wOoKTQdQBJaxEcEobqaiH0un7BtTHGIBDw8NPaxVBRVnqjeaaMGwLnvv/DqbNXcDb8Gvx+3AN/33mY89IO2oYo/vuV8dsoeV4GG8vOCAn6rlafpkbbt57vBQ11VZSWlqOysgp8Pg8AoKNVc+Tv6T+50NXR4MY+zcmFVbdO77zW5WsJyPknH4ZWg7g2oVCIBSt/xOafD+FhQhh0tWvWMzcz4cYIBHyYGOnjUWbdR+52/xIGVRUluH7RC8M8FmHIF73A48lixGAnrFzzs9jYvPwiaKq/e74IIc0XHQF8CZ0DSFqD6upq7Pv1FPx95yEx/AD3SIoIgZ6OJg7+/qfY+GuxN7if8wuKcPf+I3zSyZhra6evgxkTh+PI3vVYMMsdO/YfAwB80qk9oq7fEDuv8EpMEtooKcJAT6vBOF9eFwCuxd3k1u1uYYa0B4+hpdkWHU3aiT1UlJWgoqwEXW0NRMeliL3vuKTb9a5p1bWmoLuV+oBra2+kDx0tdZy/9N/fhaLiEkTHp8DR1qLWHG9q3MgvkHzpF7HfgZ6OJhZ5jsWfv24BANhYdYZAwEfqvQzudVVV1Xj4OAtGBrVvffnPs3z4bghGwJpFAAChUMSdr1lVXQ2hSPw/tzfv3Ie1xbsXsYSQ5ouOANZnDACFBkcR0qycPBuJ/IJiTB7rWutI3/D/64vgkOOYMXE41+a7YSfU1VSgramG5au3QUNNFUO+6A0AmLfcHwP7fYpOHQyRX1CMi5Fx+OTf8/hmTfoKm38+iDlL18NzykikpmXAZ+12eM8cA2nphv/v+VvYedhameMzB0uEHD6DmPgUBP/4DQDA/auBWP/TAbiOXQjfpdNhoKeFjMfZOHLqIhbPGQcDPW3MnT4aa7bshWmHduhsaoyNW0NQUFhS75qaGm3R3aIzIqOTYNXNDAAgJSWFeTPc8P3GXTA1aYf2RvpY4RcEPR0NDPmiF/fafkNrdvx6ThkJoGaX9b30x1x/esYTJN5IhVpbFRga6EBdTRXqaqpi6/N4stDRUufOhVRuo4QZE4bBZ+12tNPXhpGBDtb/VHNNvxGuTrXin7fcHwtmuUNft6bA7mFvif2/nsaAPv/D9n1H0cPekhtbWlqOuKTb+GH5rAZ/F4SQlocKQEJameADx+HU077Or3mHD+qLdQH7xM7lW7PCE3O/9kfag8ew6toJJ0I2cl+PCoUizF6yDn8/yYFyG0W49HXEpu/nAwD0dbXwx8HNWLRqCyx7jYGaqjImuw/GNwsmvVGc3y6ZhkNHz2LW4rXQ1dbAwe3fc1+FKijI4dKJn7HE9ycMm7AYxSWl0NfVRL/P7aDcpmajx4JZ7sh6+gwes1dBWloak8YMwtAve9faCPGqKWNdse/XP7hCDgAWzxmP58/LMG3BDygoLMFnDpY4E7oFcnICbsz9h5l4llvAPY9NvI0+Q2Zwz71XbAIAeIz+Ent+WvVGOQCA9avmQlZGBuNm+aCsrAIONl1w4ehWtFVVFhv354Uo3Ev/G/u3+XJtnlNGIjbpNhwGTIR9d3P4LJrK9R0/HQFDfR187mj9xrEQQloOKVbXdR9aqZfPAbx79y4KdwDKdASQ1KOcb4R04yC019eAHF/S0ZAPoaysHGb/+wqhO38Q2wDT0vzPeSK8po7CmK9cJB1Ki1VeCaRnPkP7hzMgV5nR8AtIq1VUCqhMBQoLC6GsrNzwCz4AOgfwJXQOICFEXl4O+wK/FTua19I8yy3AsC/7wO2lO4oQQloX+gqYEEJe0fszG0mH0Kg01FWx2Gu8pMMghEgQHQEkhBBCCGllqAAkhBBCCGllqAAk5H0wBoCBdlIRQl7FgJq/EbTXknyEqAB8SWBgIMzNzWFnZyfpUEgzISMqBkTVqKSbxxBCXlFaCUBUCV71M0mHQkgtdBmYOhQVFUFFRYUuA0MaxCCFRzorUKXZH3rqcpBu/FvIEkI+cgw1xV9ObgFUcw5CN2+XpEMiHzlJXAaGdgET8h6kwKD7bBvS5Toio1wDkKIKkJBWjzFAVAnV/DDo5O2WdDSE1IkKQELeE7/6H5g+nIRKng4gJSPpcAghksYYeNXPIMNKJR0JIa9FBSAhH4A0qiFX9bekwyCEEELeCG0CIYQQQghpZagAJIQQQghpZagAfAldBoYQQgghrQFdBqYOhYWFUFVVxeMtgLK8pKMhhBBCSEtWVAa08wIKCgqgoqLSJGvSJpA65ObmAqj5ZRBCCCGENIXc3FwqACVJTU0NAPDo0aMm+0V8CHZ2drh+/bqkw3hjRUVFaNeuHR4/ftxkF778ECjPTYdy3TQoz02D8tx0mluuCwsLYWhoyNUfTYEKwDpIS9ecGqmiotKs/tHLyMg0q3hfUFZWblZxU56bDuW6aVCemwbluek011y/qD+aZK0mW4k0utmzZ0s6hFaB8tx0KNdNg/LcNCjPTYdy3TDaBFIH7l7ATXhPvtaI8tw0KM9Nh3LdNCjPTYPy3HQkkWs6AlgHgUAAHx8fCAQCSYfSolGemwbluelQrpsG5blpUJ6bjiRyTUcACSGEEEJaGToCSAghhBDSylABSAghhBDSylABSAghhBDSylAB+IrAwEAYGxtDTk4ODg4OiImJkXRIzdq2bdtgYWHBXUfK0dERp0+f5vrLy8sxe/ZsqKurQ0lJCcOHD8fTp08lGHHzlpmZibFjx0JdXR3y8vLo1q0bYmNjuX7GGFauXAldXV3Iy8vDyckJaWlpEoy4eSouLsa8efNgZGQEeXl5fPrpp2IXnaU8v71Lly5h0KBB0NPTg5SUFI4dO8b1VVVVYcmSJejWrRsUFRWhp6eH8ePH48mTJ2Jz5OXlwd3dHcrKylBVVcXkyZNRUlLSxO/k41dfrgFgwoQJkJKSEnu4uLiIjaFcN6yhPJeUlMDT0xMGBgaQl5eHubk5goKCxMY05mckFYAvCQ0Nhbe3N3x8fBAfHw9LS0s4OzsjJydH0qE1WwYGBlizZg3i4uIQGxuLvn37wtXVFSkpKQCA+fPn48SJE/jtt98QERGBJ0+eYNiwYRKOunnKz89Hjx49wOPxcPr0ady6dQv+/v5o27YtN2bdunXYsmULgoKCEB0dDUVFRTg7O6O8vFyCkTc/U6ZMwblz57B//37cuHEDAwYMgJOTEzIzMwFQnt/F8+fPYWlpicDAwFp9paWliI+Px4oVKxAfH48jR44gNTUVgwcPFhvn7u6OlJQUnDt3DidPnsSlS5cwbdq0pnoLzUZ9uX7BxcUFWVlZ3OPgwYNi/ZTrhjWUZ29vb5w5cwYHDhzA7du3MW/ePHh6eiIsLIwb06ifkYxw7O3t2ezZs7nnQqGQ6enpMT8/PwlG1fK0bduW7dy5kxUUFDAej8d+++03ru/27dsMAIuKipJghM3TkiVL2GefffbafpFIxHR0dNj69eu5toKCAiYQCNjBgwebIsQWobS0lMnIyLCTJ0+KtXfv3p0tX76c8vwBAGBHjx6td0xMTAwDwDIyMhhjjN26dYsBYNevX+fGnD59mklJSbHMzMzGDLdZqyvXHh4ezNXV9bWvoVy/vbry3KVLF+br6yvW9uLvCGOs0T8j6QjgvyorKxEXFwcnJyeuTVpaGk5OToiKipJgZC2HUCjEoUOH8Pz5czg6OiIuLg5VVVViOe/cuTMMDQ0p5+8gLCwMtra2GDFiBLS0tGBtbY0dO3Zw/enp6cjOzhbLt4qKChwcHCjfb6G6uhpCoRBycnJi7fLy8oiMjKQ8N5HCwkJISUlBVVUVABAVFQVVVVXY2tpyY5ycnCAtLY3o6GgJRdl8hYeHQ0tLC2ZmZpg5cyZyc3O5Psr1h/Hpp58iLCwMmZmZYIzh4sWLuHv3LgYMGAAAjf4ZSQXgv549ewahUAhtbW2xdm1tbWRnZ0soqpbhxo0bUFJSgkAgwIwZM3D06FGYm5sjOzsbfD6f+wP+AuX83Tx48ADbtm2Dqakp/vzzT8ycORNeXl7Yu3cvAHA5pX/j76dNmzZwdHTEd999hydPnkAoFOLAgQOIiopCVlYW5bkJlJeXY8mSJXBzc+PumpCdnQ0tLS2xcbKyslBTU6O8vyUXFxfs27cP58+fx9q1axEREYGBAwdCKBQCoFx/KAEBATA3N4eBgQH4fD5cXFwQGBiInj17AkCjf0bKvvcMhDTAzMwMiYmJKCwsxOHDh+Hh4YGIiAhJh9XiiEQi2Nra4ocffgAAWFtb4+bNmwgKCoKHh4eEo2tZ9u/fj0mTJkFfXx8yMjLo3r073NzcEBcXJ+nQWryqqiqMHDkSjDFs27ZN0uG0SKNHj+Z+7tatGywsLNChQweEh4ejX79+EoysZQkICMC1a9cQFhYGIyMjXLp0CbNnz4aenp7YUb/GQkcA/6WhoQEZGZlau2uePn0KHR0dCUXVMvD5fHTs2BE2Njbw8/ODpaUlfvzxR+jo6KCyshIFBQVi4ynn70ZXVxfm5uZibZ988gkePXoEAFxO6d/4++vQoQMiIiJQUlKCx48fIyYmBlVVVTAxMaE8N6IXxV9GRgbOnTsnds9UHR2dWhv2qqurkZeXR3l/TyYmJtDQ0MC9e/cAUK4/hLKyMnz99dfYuHEjBg0aBAsLC3h6emLUqFHYsGEDADT6ZyQVgP/i8/mwsbHB+fPnuTaRSITz58/D0dFRgpG1PCKRCBUVFbCxsQGPxxPLeWpqKh49ekQ5fwc9evRAamqqWNvdu3dhZGQEAGjfvj10dHTE8l1UVITo6GjK9ztSVFSErq4u8vPz8eeff8LV1ZXy3EheFH9paWn466+/oK6uLtbv6OiIgoICsaOwFy5cgEgkgoODQ1OH26L8/fffyM3Nha6uLgDK9YdQVVWFqqoqSEuLl2EyMjIQiUQA0Pifke+9jaQFOXToEBMIBGzPnj3s1q1bbNq0aUxVVZVlZ2dLOrRma+nSpSwiIoKlp6ez5ORktnTpUiYlJcXOnj3LGGNsxowZzNDQkF24cIHFxsYyR0dH5ujoKOGom6eYmBgmKyvLVq9ezdLS0lhISAhTUFBgBw4c4MasWbOGqaqqsuPHj7Pk5GTm6urK2rdvz8rKyiQYefNz5swZdvr0afbgwQN29uxZZmlpyRwcHFhlZSVjjPL8LoqLi1lCQgJLSEhgANjGjRtZQkICy8jIYJWVlWzw4MHMwMCAJSYmsqysLO5RUVHBzeHi4sKsra1ZdHQ0i4yMZKampszNzU2C7+rjVF+ui4uL2cKFC1lUVBRLT09nf/31F+vevTszNTVl5eXl3ByU64bVl2fGGOvVqxfr0qULu3jxInvw4AHbvXs3k5OTY1u3buXmaMzPSCoAXxEQEMAMDQ0Zn89n9vb27Nq1a5IOqVmbNGkSMzIyYnw+n2lqarJ+/fpxxR9jjJWVlbFZs2axtm3bMgUFBTZ06FCWlZUlwYibtxMnTrCuXbsygUDAOnfuzLZv3y7WLxKJ2IoVK5i2tjYTCASsX79+LDU1VULRNl+hoaHMxMSE8fl8pqOjw2bPns0KCgq4fsrz27t48SIDUOvh4eHB0tPT6+wDwC5evMjNkZuby9zc3JiSkhJTVlZmEydOZMXFxZJ7Ux+p+nJdWlrKBgwYwDQ1NRmPx2NGRkZs6tSptQ6EUK4bVl+eGWMsKyuLTZgwgenp6TE5OTlmZmbG/P39mUgk4uZozM9IKcYYe//jiIQQQgghpLmgcwAJIYQQQloZKgAJIYQQQloZKgAJIYQQQloZKgAJIYQQQloZKgAJIYQQQloZKgAJIYQQQloZKgAJIYQQQloZKgAJIYQQQloZKgAJIRLTu3dvzJs3T9Jh1MvY2BibN29+73mCg4MxYMCAesdMmDABQ4YMee+1PgajR4+Gv7+/pMMghLwGFYCEkHcyYcIESElJ1Xq4uLi88RxHjhzBd999xz1/22LLz88PMjIyWL9+/duE3uTKy8uxYsUK+Pj4SDqUJvPNN99g9erVKCwslHQohJA6UAFICHlnLi4uyMrKEnscPHjwjV+vpqaGNm3avPP6u3btwuLFi7Fr1653nqMpHD58GMrKyujRo4ekQ4FQKIRIJGr0dbp27YoOHTrgwIEDjb4WIeTtUQFICHlnAoEAOjo6Yo+2bdsCAMLDw8Hn83H58mVu/Lp166ClpYWnT58CEP8KuHfv3sjIyMD8+fO5o4n1iYiIQFlZGXx9fVFUVISrV6+K9a9atQpWVlbYv38/jI2NoaKigtGjR6O4uJgbU1xcDHd3dygqKkJXVxebNm1q8GvpgoICTJkyBZqamlBWVkbfvn2RlJRUb6yHDh3CoEGDxNqEQiG8vb2hqqoKdXV1LF68GK/eml0kEsHPzw/t27eHvLw8LC0tcfjwYbExYWFhMDU1hZycHPr06YO9e/dCSkoKBQUFAIA9e/ZAVVUVYWFhMDc3h0AgwKNHj1BRUYGFCxdCX18fioqKcHBwQHh4uNjckZGR+PzzzyEvL4927drBy8sLz58/5/q3bt3Kra2trY2vvvpK7PWDBg3CoUOH6s0NIUQyqAAkhDSKF4XUuHHjUFhYiISEBKxYsQI7d+6EtrZ2rfFHjhyBgYEBfH19uaOJ9QkODoabmxt4PB7c3NwQHBxca8z9+/dx7NgxnDx5EidPnkRERATWrFnD9Xt7e+PKlSsICwvDuXPncPnyZcTHx9e77ogRI5CTk4PTp08jLi4O3bt3R79+/ZCXl/fa10RGRsLW1laszd/fH3v27MGuXbsQGRmJvLw8HD16VGyMn58f9u3bh6CgIKSkpGD+/PkYO3YsIiIiAADp6en46quvMGTIECQlJWH69OlYvnx5rfVLS0uxdu1a7Ny5EykpKdDS0oKnpyeioqJw6NAhJCcnY8SIEXBxcUFaWhqXOxcXFwwfPhzJyckIDQ1FZGQkPD09AQCxsbHw8vKCr68vUlNTcebMGfTs2VNsXXt7e8TExKCioqLenBJCJIARQsg78PDwYDIyMkxRUVHssXr1am5MRUUFs7KyYiNHjmTm5uZs6tSpYnP06tWLzZ07l3tuZGTENm3a1ODahYWFTF5eniUmJjLGGEtISGBKSkqsuLiYG+Pj48MUFBRYUVER17Zo0SLm4ODAGGOsqKiI8Xg89ttvv3H9BQUFTEFB4bUxXb58mSkrK7Py8nKxeDp06MB+/vnnOmPNz89nANilS5fE2nV1ddm6deu451VVVczAwIC5uroyxhgrLy9nCgoK7OrVq2Kvmzx5MnNzc2OMMbZkyRLWtWtXsf7ly5czACw/P58xxtju3bsZAC5XjDGWkZHBZGRkWGZmpthr+/Xrx5YtW8atM23aNLH+y5cvM2lpaVZWVsZ+//13pqysLJbfVyUlJTEA7OHDh68dQwiRDFnJlp+EkOasT58+2LZtm1ibmpoa9zOfz0dISAgsLCxgZGSETZs2fZB1Dx48iA4dOsDS0hIAYGVlBSMjI4SGhmLy5MncOGNjY7FzDHV1dZGTkwMAePDgAaqqqmBvb8/1q6iowMzM7LXrJiUloaSkBOrq6mLtZWVluH//fp2vKSsrAwDIyclxbYWFhcjKyoKDgwPXJisrC1tbW+5r4Hv37qG0tBT9+/cXm6+yshLW1tYAgNTUVNjZ2Yn1v/x+XuDz+bCwsOCe37hxA0KhEJ06dRIbV1FRwb23pKQkJCcnIyQkhOtnjEEkEiE9PR39+/eHkZERTExM4OLiAhcXFwwdOhQKCgrceHl5eQA1RyAJIR8XKgAJIe9MUVERHTt2rHfMi3Pz8vLykJeXB0VFxfdeNzg4GCkpKZCV/e9PmEgkwq5du8QKQB6PJ/Y6KSmp99oAUVJSAl1d3VrnygGAqqpqna9RV1eHlJQU8vPz33otADh16hT09fXF+gQCwVvNJS8vL3ZOZUlJCWRkZBAXFwcZGRmxsUpKStyY6dOnw8vLq9Z8hoaG4PP5iI+PR3h4OM6ePYuVK1di1apVuH79OpeLF1+La2pqvlW8hJDGRwUgIaTR3L9/H/Pnz8eOHTsQGhoKDw8P/PXXX5CWrvv0Yz6fD6FQWO+cN27cQGxsLMLDw8WONubl5aF37964c+cOOnfu3GBsJiYm4PF4uH79OgwNDQHUHJm7e/durXPZXujevTuys7MhKysLY2PjBtd48Z7Mzc1x69Yt7jqAKioq0NXVRXR0NLdWdXU1d04hALENG7169apzbjMzM/zxxx9ibdevX28wJmtrawiFQuTk5ODzzz9/7Xu9detWvQW+rKwsnJyc4OTkBB8fH6iqquLChQsYNmwYAODmzZswMDCAhoZGgzERQpoWbQIhhLyziooKZGdniz2ePXsGoGaX69ixY+Hs7IyJEydi9+7dSE5OrvfiwMbGxrh06RIyMzO5eV4VHBwMe3t79OzZE127duUePXv2hJ2dXZ2bQerSpk0beHh4YNGiRbh48SJSUlIwefJkSEtLv3YHspOTExwdHTFkyBCcPXsWDx8+xNWrV7F8+XLExsa+di1nZ2dERkaKtc2dOxdr1qzBsWPHcOfOHcyaNYvbufsivoULF2L+/PnYu3cv7t+/j/j4eAQEBGDv3r0AgOnTp+POnTtYsmQJ7t69i19//RV79uwBgHp3UXfq1Anu7u4YP348jhw5gvT0dMTExMDPzw+nTp0CACxZsgRXr16Fp6cnEhMTkZaWhuPHj3ObQE6ePIktW7YgMTERGRkZ2LdvH0QikdhX6JcvX27w4teEEAmR9EmIhJDmycPDgwGo9TAzM2OMMfbtt98yXV1d9uzZM+41v//+O+Pz+dyGhFc3gURFRTELCwsmEAhYXX+eKioqmLq6utjmiZetXbuWaWlpscrKSubj48MsLS3F+jdt2sSMjIy450VFRWzMmDFMQUGB6ejosI0bNzJ7e3u2dOlSbsyrG1OKiorYnDlzmJ6eHuPxeKxdu3bM3d2dPXr06LW5SklJYfLy8qygoIBrq6qqYnPnzmXKyspMVVWVeXt7s/Hjx3ObQBhjTCQSsc2bNzMzMzPG4/GYpqYmc3Z2ZhEREdyY48ePs44dOzKBQMB69+7Ntm3bxgCwsrIyxljNJhAVFZVaMVVWVrKVK1cyY2NjxuPxmK6uLhs6dChLTk7mxsTExLD+/fszJSUlpqioyCwsLLhNPpcvX2a9evVibdu2ZfLy8szCwoKFhoZyry0rK2MqKiosKirqtXkhhEiOFGOvXHiKEEJaqefPn0NfXx/+/v5i5xJ+CCNGjED37t2xbNmyDzrvq1avXo2goCA8fvy4UddpyLZt23D06FGcPXtWonEQQupG5wASQlqthIQE3LlzB/b29igsLISvry8AwNXV9YOvtX79epw4ceKDz7t161bY2dlBXV0dV65cwfr167mvaSWJx+MhICBA0mEQQl6DjgASQlqthIQETJkyBampqeDz+bCxscHGjRvRrVs3SYf2xubPn4/Q0FDk5eXB0NAQ48aNw7Jly8R2SBNCyKuoACSEEEIIaWVoFzAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCtDBSAhhBBCSCvz/+mu6yfiB4dDAAAAAElFTkSuQmCC' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = ncmmc.quick_diffraction_pattern(cfg,\n",
    "                                         neutron_energy = f'{6.7} Aa',\n",
    "                                         material_thickness = f'{thickness}cm')\n",
    "\n",
    "result.plot_breakdown(rebin_factor=10,logy=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "L1lnIgrYzsdg"
   },
   "source": [
    "compared with the Bragg edge near $\\lambda = 4$ Å:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 569,
     "referenced_widgets": [
      "c6cd618648a24a5894deef4aefe78398",
      "5a6e109d9eef45b89727a9a1f5933b4d",
      "49f9b129ae184b74963404e8abd7fdcb",
      "00e144d13276467aa618d2d27ed79c71"
     ]
    },
    "id": "76FYK2yerJRN",
    "outputId": "05277f52-4c8c-41f6-94ac-ed5e5fc8fd95"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bccd34d0d40d4cb4a7e51c9b3be1eb0a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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       "        "
      ],
      "text/plain": [
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    }
   ],
   "source": [
    "result = ncmmc.quick_diffraction_pattern(cfg,\n",
    "                                         neutron_energy = f'{4.06} Aa',\n",
    "                                         material_thickness = f'{thickness}cm')\n",
    "\n",
    "result.plot_breakdown(rebin_factor=10,logy=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y-Zyhu3L0LyJ"
   },
   "source": [
    "As we can see, the isolated Bragg edge at $\\lambda = 6.7$ Å has a larger probability of two scattering events near 180 degrees, which send the neutrons back in the forward direction. Whereas in for $\\lambda = 4.06$ Å three Bragg edges compete and send neutrons in different directions in multiple scattering events, with a smaller relative contribution in the forward direction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "a-_Do50U6XuW"
   },
   "source": [
    "## Exercise\n",
    "Repeat the calculation with light water and polyethylene."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "WAZEPvyTsqHz"
   },
   "outputs": [],
   "source": []
  }
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",
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      "_figure_label": "Figure 1",
      "_image_mode": "full",
      "_message": "",
      "_model_module": "jupyter-matplotlib",
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      "_model_name": "MPLCanvasModel",
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      "_rubberband_x": 0,
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      "_size": [
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      "_view_count": null,
      "_view_module": "jupyter-matplotlib",
      "_view_module_version": "^0.11",
      "_view_name": "MPLCanvasView",
      "capture_scroll": false,
      "footer_visible": true,
      "header_visible": true,
      "layout": "IPY_MODEL_77ea2df5160b42deb07b1c8de0bb1f7e",
      "pan_zoom_throttle": 33,
      "resizable": true,
      "toolbar": "IPY_MODEL_69a8b128c36f419782fa22a249869395",
      "toolbar_position": "left",
      "toolbar_visible": "fade-in-fade-out"
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    },
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     "model_module": "jupyter-matplotlib",
     "model_module_version": "^0.11",
     "model_name": "MPLCanvasModel",
     "state": {
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      "_data_url": 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",
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