{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bccbcbf5-5f9f-4854-a1ec-7d280e10d1d3",
   "metadata": {},
   "source": [
    "# Практическое занятие в рамках Осенней ИТ-школы ОИЯИ-2024\n",
    "\n",
    "##  Математическое моделирование джозефсоновского перехода сверхпроводник/ферромагнетик/сверхпроводник на поверхности трехмерного топологического изолятора\n",
    "\n",
    "_Зуев М.И., Нечаевский А.В., Рахмонов И.Р., Рахмонова А.Р., Стрельцова О.И._\n",
    "\n",
    "Работа поддержана грантом РНФ № 22-71-10022.\n",
    "\n",
    "Проект _«Математическое моделирование сверхпроводящих наноструктур с магнетиком для исследования возможностей контроля намагниченности и магнитных возбуждений с использованием высокопроизводительных вычислительных систем»_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f042d02-8494-4648-b4c8-3bdd3ade5e9f",
   "metadata": {},
   "source": [
    "## 1. Введение: Исследование поведения подынтегральной функции при различных значениях параметров, численное интегрирование и аппроксимация интегралов при различных значениях параметров\n",
    "\n",
    "__Особенности вычисления интеграла:__\n",
    "\n",
    "$$j_s = \\int\\limits_{-\\pi/2}^{\\pi/2} \\cos\\varphi \\exp{\\left(-\\frac{d}{\\cos(\\varphi)}\\right)} \\cos (r m_x \\tan\\varphi) d\\varphi.$$\n",
    "\n",
    "Подынтерральная функция на концах интрервала интегрирования не определена, однако\n",
    "\n",
    "$$\\lim_{\\varphi \\to \\pm\\frac{\\pi}{2}} f( m_x, r, d, \\varphi ) = 0.$$\n",
    "\n",
    "_Параметры модели:_\n",
    "* $d$ - безразмерная длина контакта, $d \\in [0.1,0.8]$;\n",
    "* $r$ - безразмерный параметр, определяющий величину спин-орбитального взаимодействия, $r \\in [0.1,2]$;\n",
    "* $G$ - отношение энергии Джозефсона к энергии магнитной анизотропии, $G \\in [0.1,10]$;\n",
    "* $\\alpha$ - диссипация Гилберта $\\alpha \\in [0.01,0.2]$;\n",
    "* $wF = 1$.\n",
    "\n",
    "__Функция, подлежащая определению, значения которой при вычиcлении интеграла играет роль параметра__: $m_x$ - компонета намагниченности."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21522d18-ab2b-441a-a31e-0061c8ec30a3",
   "metadata": {},
   "source": [
    "__Подключение необходимых библиотек__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c602d8d2-3a48-4784-82e2-0c34ab8c4641",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# use seaborn plotting defaults\n",
    "sns.set()\n",
    "sns.set(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f07dc971-1e05-4195-b4b4-09bb3e25299e",
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {'axes.labelsize': 12,\n",
    "          'axes.titlesize': 16,\n",
    "          'legend.fontsize':12\n",
    "         }\n",
    "plt.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1f0102f-6a47-4897-97b5-358566dae101",
   "metadata": {},
   "source": [
    "__Определим подынтегральную функцию__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "10df2011-c388-458c-a183-284ccca31acc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def funct_js(phi, mx, r, d):\n",
    "    ''' Defines the integrand in the definition of current js,\n",
    "        mx, r, d - parameters '''\n",
    "    return (np.cos(phi) * np.exp(-d / np.cos(phi)) * np.cos(r*mx*np.tan(phi)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "339e5cd2-cba0-4702-8fe9-950aa8ebda4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = 0.8\n",
    "r = 1.1\n",
    "mx = 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bb71e8b4-ea91-4f78-be3f-09284e773c15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "funct_js(-np.pi/2, mx, r, d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dc8bdfa1-5fa4-436b-bcd4-97e180779491",
   "metadata": {},
   "outputs": [],
   "source": [
    "phi = np.linspace(-np.pi/2, np.pi/2, 300, endpoint=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "190aa12c-c52f-4b54-83f2-147952f55114",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4493159274797835 149\n"
     ]
    }
   ],
   "source": [
    "y = funct_js(phi, mx, r, d)\n",
    "print(y.max(), y.argmax())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "25b640c7-e13e-4511-8f50-f8d640defad8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=150)\n",
    "plt.scatter(phi, y, edgecolor=\"red\", s=10,\n",
    "            label=r'$r=%6.2f, d=%6.2f, m_x=%6.2f$' % (r, d, mx))\n",
    "plt.plot(phi, y)\n",
    "plt.xlabel(r\"$\\varphi$\")\n",
    "plt.ylabel(\"$F_{js}$\")\n",
    "\n",
    "plt.title(r\"Зависимость подынтегральной функции $F_{js}$ от угла $\\varphi$\")\n",
    "plt.legend(loc='upper right', fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fb38105-ee61-45d5-9e7a-41873a9dc470",
   "metadata": {},
   "source": [
    "__Численное интегрирование с использованием библиотеки SciPy__\n",
    "\n",
    "Воспользуемся функцией [quad](https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.quad.html):\n",
    "```python\n",
    "quad(func, a, b, args=(), full_output=0, epsabs=1.49e-08, epsrel=1.49e-08, limit=50, points=None, weight=None, wvar=None, wopts=None, maxp1=50, limlst=50, complex_func=False)[source]\n",
    "```\n",
    "Compute a definite integral.\n",
    "Integrate func from a to b (possibly infinite interval) using a technique from the Fortran library QUADPACK."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6615d2ba-6b68-4f6d-915f-736ceb9b0b28",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.integrate import quad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "066cb714-191e-4644-95ed-17d9b3a16258",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.75 ms, sys: 0 ns, total: 1.75 ms\n",
      "Wall time: 1.82 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.6373655635798351, 7.628367821953997e-11)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "js = quad(funct_js, -np.pi/2, np.pi/2, args=(mx,r,d))\n",
    "js"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b004865-1c7d-4eb9-a85e-3e962f5e07bf",
   "metadata": {},
   "source": [
    "__Время интегрирования (все параметры зафиксированы, кроме $m_x$)__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7741cab7-f736-4b27-852f-ae0df2894b87",
   "metadata": {},
   "outputs": [],
   "source": [
    "Npoint = 1000\n",
    "arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "# The integral of the function in the specified interval of phi\n",
    "arr_js = np.zeros(Npoint, dtype=np.float64)\n",
    "# An estimate of the absolute error in the result\n",
    "arr_err = np.zeros(Npoint, dtype=np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "38c28a08-6f6c-4e28-a5cd-218f2c7b039e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1000,), (1000,))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr_js .shape, arr_mx.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "052abce4-d7f7-4c86-8629-6b03e780f6dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.39 s, sys: 2.03 ms, total: 1.39 s\n",
      "Wall time: 1.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "for ind in range(Npoint):\n",
    "    mx = arr_mx[ind]\n",
    "    arr_js[ind], arr_err[ind] = quad(funct_js, -np.pi/2, np.pi/2, args=(mx,r,d))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "81beb380-8d63-4298-b67d-1dbe18333bd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=150)\n",
    "plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=10,\n",
    "            label=r'$r=%6.3f, d=%6.3f$' % (r, d))\n",
    "plt.xlabel(\"$m_x$\")\n",
    "plt.ylabel(\"$j_{s}$\")\n",
    "\n",
    "plt.title(\"Зависимость $j_s$ от $m_x$\")\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73c7cee7-53fa-4f38-9f7c-1a1ec9c81633",
   "metadata": {},
   "source": [
    "<img src=\"smile_puzzled.png\" width=\"50\"/> __Как в интерактивном режиме посмотреть вид функции при изменении параметров?__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3edf6a81-6738-4f07-8582-951c6618f89f",
   "metadata": {},
   "source": [
    "### Интерактивное управление в Jupyter Notebooks:  библиотека *IPywidgets*\n",
    "Для решения задач инерактивного управления параметрами воспользуемся библиотекой *IPywidgets* ([См. ссылку](https://ipywidgets.readthedocs.io/en/stable/index.html)). С помощью этой библиотеки блокнот Jupyter превращается в диалоговую панель, удобную для визуализации и работы с данными.\n",
    "\n",
    "Для работа с *IPywidgets*  создаем ячейку с:\n",
    "```python\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interact_manual, Label\n",
    "```\n",
    "\n",
    "Список доступных виджетов (*Widget List*) можно найти на [сайте библиотеки](https://ipywidgets.readthedocs.io/en/stable/examples/Widget%20List.html#Widget-List).\n",
    " \n",
    "Однако, в библиотеке есть удобная функция (*ipywidgets.interact*), котороя  автоматически создает элементы управления пользовательского интерфейса (UI) для интерактивного изучения кода и данных. Это самый простой способ начать использовать виджеты IPython.\n",
    "\n",
    "Мы воспользуемся конструкцией (декоратор):\n",
    "```python\n",
    "@interact\n",
    "```\n",
    "которая автоматически создаёт  и текстовое поле и слайдер для выбора колонки и числа. Декоратор смотрит на введённые параметры и создаёт панель диалогового управления, основываясь на типах данных.\n",
    "\n",
    "[Пример](https://ipywidgets.readthedocs.io/en/stable/examples/Using%20Interact.html#Basic-interact)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a14016f1-9c34-40cb-bf07-af459f232e86",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interact_manual, Label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6cb355f9-c953-4286-8cf5-621f42244fe3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e84b3896-d64c-49ff-a6e4-7fa1657754ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2793c5243bdd432abfe6cbfe66d874af",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.39269908169872414, description='phi', max=1.1780972450961724, min=-0…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact(mx=1.0, r=0.1, d=0.8, phi=np.pi/8)\n",
    "def funct_js(phi, mx, r, d):\n",
    "    ''' Defines the integrand in the definition of current js,\n",
    "        mx, r, d - parameters '''\n",
    "    return (np.cos(phi) * np.exp(-d / np.cos(phi)) * np.cos(r*mx*np.tan(phi)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ce55f4fc-fee2-474e-b41f-6ce516473b35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3d9b440167cc4ebf8beda53df01c5962",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='mx', max=1.0, min=-1.0), FloatSlider(value=1.0, desc…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact\n",
    "def show_js_mx(mx=(-1.0, 1.0, 0.1), r=(0.1, 2.0, 0.1), d=(0.1, 0.8, 0.1)):\n",
    "    phi = np.linspace(-np.pi/2, np.pi/2, 300, endpoint=True)\n",
    "    fig = plt.figure(figsize=(8, 6))\n",
    "    plt.scatter(phi, funct_js(phi, mx, r, d), edgecolor=\"red\", s=10,\n",
    "                label=r'$r=%6.3f, d=%6.3f$' % (r, d))\n",
    "    plt.plot(phi, funct_js(phi, mx, r, d))\n",
    "    plt.xlabel(r\"$\\varphi$\", fontsize=14)\n",
    "    plt.ylabel(\"$j_{s}$\", fontsize=14)\n",
    "    plt.title(r\"Зависимость $f$ от угла $\\varphi$\", fontsize=16)\n",
    "    plt.legend(loc='upper right', fontsize=13)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f07981a8-0a1e-44c3-84f0-a2e5690d2e3e",
   "metadata": {},
   "source": [
    "<img src=\"smile_think.png\" width=\"50\"/> __Для дальнейших исследований представляет интерес рассмотрение поведения функции тока $j_s$ и интегралов $I_x$ и $I_y$ при различных значениях параметров.__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3e5f072-844d-4303-a794-db27e1b448a9",
   "metadata": {},
   "source": [
    "#### Поведение функции тока $j_s$ при различных значениях параметров"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "daf64dd2-6f1b-4476-8331-312826382e0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "10cacda868e44fc4aaf1aaf63bc64439",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=1.0, description='r', max=2.0, min=0.1), FloatSlider(value=0.4, descri…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact\n",
    "def show_funct_js(r=(0.1, 2.0, 0.1), d=(0.1, 0.8, 0.1)):\n",
    "    Npoint = 1000  # количество точек (число вызовов функции интегрирования)\n",
    "    arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "    arr_js = np.zeros(Npoint, dtype=np.float64)\n",
    "    arr_err = np.zeros(Npoint, dtype=np.float64)\n",
    "    for ind in range(Npoint):\n",
    "        mx = arr_mx[ind]\n",
    "        # интегрируем для каждого\n",
    "        arr_js[ind], arr_err[ind] = quad(funct_js, -np.pi/2, np.pi/2,\n",
    "                                         args=(mx, r, d))\n",
    "\n",
    "    fig = plt.figure(figsize=(8, 6))\n",
    "    plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=10,\n",
    "                label=r'$r=%6.3f, d=%6.3f$' % (r, d))\n",
    "    plt.xlabel(\"$m_x$ \", fontsize=14)\n",
    "    plt.ylabel(\"$j_{s}$\", fontsize=14)\n",
    "\n",
    "    plt.title(\"Зависимость $j_s$  от параметра  $m_x$ \", fontsize=16)\n",
    "    plt.legend(fontsize=13)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "577ee3db-43ed-4249-8b9f-f6865065138c",
   "metadata": {},
   "source": [
    "__Вывод:_ функция имеет вид квадратичной (или многочлена четной степени)_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1614720f-c026-46d5-ad14-26ac817b9e8a",
   "metadata": {},
   "source": [
    "#### Поведение интегралов $I_x$ и $I_y$ при различных значениях параметров"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "85262089-fb5d-4357-8b84-ba5549b75510",
   "metadata": {},
   "outputs": [],
   "source": [
    "def funct_Ix(phi, mx, r, d):\n",
    "    ''' Defines the integrand in the definition of current Ix,\n",
    "        mx, r, d - parameters'''\n",
    "    return (np.sin(phi) * np.exp(-d / np.cos(phi)) * np.sin(r*mx*np.tan(phi)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ba542907-6cd2-4d59-9241-c26c697c25c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def funct_Iy(phi, mx, r, d):\n",
    "    ''' Defines the integrand in the definition of current Iy,\n",
    "        mx, r, d - parameters'''\n",
    "    return (np.cos(phi) * np.exp(-d / np.cos(phi)) * np.cos(r*mx*np.tan(phi)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c0327711-d76e-435b-805e-6129d1839d73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e679214f1d474bada6e234f342e20fba",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=1.0, description='r', max=2.0, min=0.1), FloatSlider(value=0.4, descri…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact\n",
    "def show_funct_js(r=(0.1, 2.0, 0.1), d=(0.1, 0.8, 0.1)):\n",
    "    Npoint = 1000  # количество точек (число вызовов функции интегрирования)\n",
    "    arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "    arr_js = np.zeros(Npoint, dtype=np.float64)\n",
    "    arr_err = np.zeros(Npoint, dtype=np.float64)\n",
    "    for ind in range(Npoint):\n",
    "        mx = arr_mx[ind]\n",
    "        # интегрируем для каждого\n",
    "        arr_js[ind], arr_err[ind] = quad(funct_Ix, -np.pi/2, np.pi/2,\n",
    "                                         args=(mx, r, d))\n",
    "\n",
    "    fig = plt.figure(figsize=(8, 5))\n",
    "    plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=10,\n",
    "                label=r'$r=%6.3f, d=%6.3f$' % (r, d))\n",
    "    plt.xlabel(\"$m_x$\", fontsize=14)\n",
    "    plt.ylabel(\"$I_{x}$\", fontsize=14)\n",
    "\n",
    "    plt.title(\"Зависимость $I_х$ от параметра $m_x$\", fontsize=16)\n",
    "    plt.legend(fontsize=13)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdd81a6a-002f-474f-942c-cd6fc2a24b1f",
   "metadata": {},
   "source": [
    "__Вывод:__ функция имеет вид кубической параболы (или многочлена нечетной степени)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fa9a6ca-abe1-45e0-a50c-ae7c7aac87ec",
   "metadata": {},
   "source": [
    "<img src=\"smile_puzzled.png\" width=\"50\"/> __Подходы к ускорению вычислений.__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f6f191d-b60d-4222-bee9-a5ff3b1a7048",
   "metadata": {},
   "source": [
    "## Аппросимация вычисленных интегралов для $m_x \\in [-1,1]$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e602a18c-7252-4fdc-8ac4-11e6b53026f8",
   "metadata": {},
   "source": [
    "Для аппроксимации интеграла воспользуемся модулем $scipy.optimize$ библиотеки Scipy, [функцией curve_fit](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html):\n",
    "```python\n",
    "curve_fit(f, xdata, ydata, p0=None, sigma=None, absolute_sigma=False, check_finite=None, bounds=(-inf, inf), method=None, jac=None, *, full_output=False, nan_policy=None, **kwargs)[source]\n",
    "```\n",
    "❓ Какую функцию выбрать?\n",
    "\n",
    "Рассмотрим многочлены:\n",
    "$$P_n(x), n = 2, 4,\\dots.$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c3f99a29-fe57-4773-afd7-04495907fcee",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import curve_fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9c062860-b78e-42db-bc85-a598691e4d0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# область изменения параметра mx\n",
    "xnew = np.linspace(-1, 1, 2000, endpoint=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9ca3af33-f8a6-4603-97d4-5b63da2ecc6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def func_P2(x, a, b, c):\n",
    "    '''Defines a polynomial of the second degree'''\n",
    "    return a*x*x + b*x + c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9edd6a54-0c3f-4dab-8b40-fbefab6aff02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defines a polynomial of the second degree\n"
     ]
    }
   ],
   "source": [
    "print(func_P2.__doc__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8c373356-3f33-407f-b2cd-7291ca7ae1f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# значения параметров\n",
    "d = 0.8\n",
    "r = 1.1\n",
    "# массивы\n",
    "Npoint = 1000\n",
    "arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "arr_js = np.zeros(Npoint, dtype=np.float64)\n",
    "arr_err = np.zeros(Npoint, dtype=np.float64)\n",
    "# вычисление интегралов\n",
    "for ind in range(Npoint):\n",
    "    mx = arr_mx[ind]\n",
    "    arr_js[ind], arr_err[ind] = quad(funct_js, -np.pi/2, np.pi/2,\n",
    "                                     args=(mx, r, d))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "49e7ecbf-1732-49f5-ba9a-4054f105b3a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-1.98716968e-01,  2.15121365e-10,  6.91486558e-01]),\n",
       " array([[ 2.36340219e-07, -8.92887991e-10, -7.89996399e-08],\n",
       "        [-8.92887991e-10,  9.50670530e-10,  3.64076821e-10],\n",
       "        [-7.89996399e-08,  3.64076821e-10,  4.74284659e-08]]))"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# popt: optimal values for the parameters a, b, c\n",
    "popt, pcov = curve_fit(func_P2, arr_mx, arr_js)\n",
    "popt, pcov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "88968ec6-f764-4a22-9827-1692f5147c5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.3634021878171205e-07"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pcov.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "403a18fb-ebc4-4422-b77a-cc5c86d6e17a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.86148351e-04, 3.08329455e-05, 2.17780775e-04])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Deviation error on parameters a, b, c\n",
    "perr = np.sqrt(np.diag(pcov))\n",
    "perr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "67a33637-6dfe-4e29-acca-7e044e4248c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "05cf157fc9304bb7aaffa02ec1024fca",
       "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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7i9+H1X5PfwuTzrRc9s0VSsyuKpvjn9mLJGMIoCkLO9fvr3TcuWLRk4cCCzZ8/GarVit9t55plnOHLkCHPmzFHwIXIWCkBEPKBoCs+ZFCU6F0+aLJpq464aS2Ji4jlXhwFcvw0vaxrW3LlzOXbsGPfcc4/b32SerigpduXKlRw8ePCc2nKu13JnyJAh+Pv7s2PHDtq2bXvGqRO9evUC4Ntvv+X48eOlXv/000+xWq3Ur1+/RDGAC7nHihIWFgZQ7ukoZQUgX3/9NW3atGHs2LH07NmTnj17cv/99/OPf/yjXOc93z6sKirie+rjjz8utc1qtbqC+h49elTo9Yqcy7Ne9Mx+/fXXpKamlvsaF8pTfVOk6Lk/2whHWaOtZzp+5MiRpKSksHDhQqZMmcKPP/7InDlzzvu9S+RSogBExAPef/99Hn74YbZs2VLqtYMHD/LMM8+wadMmatasyS233OJ6rWiK1CeffOL6zRzA/v37efLJJ8v9W+sihw4dcn1AKCuJeO7cudSsWZMHH3ywXOe84ooruOaaa8jLy+PBBx8sNR/9wIEDzJ07t0Ku5U5ISAgTJkzg8ccfZ8yYMWfct1u3brRp0war1co///lP17QQcFZ3mjVrFgAPPvhgiYUIL+QeK8KpU6dYsGABUP656WUFIOHh4Wzbto1Zs2Zx6NChc27L+fZhVVER31Px8fHMmzfPVWY4NzeXF198kWPHjlG3bl2uv/76Cr1ekXN51tu0acPAgQNJS0vjvvvu448//ijxekFBAZs2beLpp5/GarWWuw1n46m+KXK2EZCypliBM1Dat28fvr6+boPnJk2aMGTIEKZOncrHH3/Mf/7znwrNrxKpzpQDIuIBDoeD1atXs3r1akJDQ6lfvz5Go5Fjx45x/PhxHA4HDRs2ZObMmSWSe/v160f79u3ZunUrN998M9HR0fj4+LB3715q1arFo48+yr///e8yr1tUTQmclWSSkpIoKCggMjKS++67z+0x2dnZPPPMM25Ld5bllVde4cSJE/z666/ceuut1K9fn/DwcJKTkzlx4gT169d3m19wPtdy54YbbijXfgaDgddff51//OMfbN68mT59+tCsWTMyMzNdibpDhgxxzfGuiHs8H6NGjXL9OzU1le3bt5OdnU3t2rXLPVJRVgDyyCOPYLPZmD9/PjNnzuTyyy9n5MiR9O3bt1znvZA+rAou9HsK4IknnuDVV191/fZ7//79ZGZm4ufnx2uvvVYiL6MirldceZ91cD6zFouF9evXc+ONN1KvXj0iIyNdidq5ubmAczXyiuLJvoG/nnt3AUh6ejpHjhwhLCzM7ahFQkICNpuN1q1blxn8NGrUiOzsbO644w66du16Tm0TuZRpBETEA4YNG8bEiRMZNGgQkZGRJCUlsWvXLmw2Gz169GDSpEksXbq01A9Nk8nE3LlzGTZsGDVr1uTgwYNYLBZuueUWFi5cSJ06dc543V9++cX15+DBgzRo0IBhw4ad8dgmTZq4XdjsTEJDQ/nggw946aWX6NixIxaLhb179+Lv78+AAQN48cUXK+xaF6pRo0Z8+eWX3HfffdSrV4+9e/dy8uRJunTpwrRp01wVuU53vvd4Pr777jvXn19//ZXatWszbNgwvvjiC7drb5wuNzeXgwcPEhAQQKNGjUq8FhAQwDPPPMO6dev47LPPMJvNjBw5slzTBIucbx9WBRf6PQXO0Z3p06cTFRVFQkICBoOBq666is8++6zEoncVdb3zVaNGDd555x2mT59Oz549ycnJ4Y8//iA1NZUWLVrw4IMPsmDBgnJVVSsvT/bNoUOHyMzMpH79+m4r1p1p9KP462WNnqxYsYIZM2bQtm1bvvnmG1elMRE5O4Ojqi5NKyIiFeL333/n1ltvpUOHDsyfP/+M+37yySdMnDiRn3766YJHoqq7otGk4lXKxKm6980vv/zCPffcw8MPP8zQoUO5+uqruffee3niiSc83TQRr6ApWCIi1dxPP/0EUGodhJdeegmArl27UqtWLfbs2cOsWbO46aabFHyIlGHfvn08+uijDB48mMceewyAO++8k3nz5jFs2LAzrokjIk4KQEREqrG0tDQ+++wzAGJjY0u81qRJE5YtW8a3336L1WqlQYMGPP744yVyhUTkLydOnODBBx+kTZs2TJgwwbX9gQce4JNPPuG///3vOS+gKnIp0hQsEZFqaMeOHbz00kvs37+frKwsrrzySv73v/9V2VwMb1TdpxldCPWNiJyJRkBERKqh3377jd27d1OvXj3uvPNOHnnkEQUfIiJSJWgEREREREREKo3K8IqIiIiISKXRFKwq5Ndff8XhcJzXaq8iIiIicvHl5+djMBjo0KGDp5vitTQCUoU4HA4qc0acw+HAarVW6jW9hfrGPfVL2dQ37qlf3FO/lE194576pWyV3TeV/XmtOtIISBVSNPLRpk2bSrlednY2O3fupGnTpgQGBlbKNb2F+sY99UvZ1DfuqV/cU7+UTX3jnvqlbJXdN9u2bbvo16juNAIiIiIiIiKVRgGIiIiIiIhUGgUgIiIiIiJSaRSAiIiIiIhIpVEAIiIiIiIilcYrq2Dt37+fuLg4fv75ZwICArj++usZPXo0/v7+ZR7z559/cvXVV7t9zdfXl+3bt7u+zs/PZ8aMGXz55ZdkZGTQtm1bXnjhBVq2bFniuOPHj/PKK6+wZs0ajEYjV111FWPHjiUsLKxC7lNEREREpLrxugDEYrEwfPhw6tWrx4wZMzh16hSTJ08mLS2N6dOnl3lc7dq1+fTTT0tsczgcPPjgg3Tt2rXE9smTJ7No0SKee+456tevzzvvvMM999zD4sWLiYyMBMBms/HAAw+Qn5/PtGnTsNlsvPbaa4wYMYKPPvoIg8FQ8TcvIiIiIuLlvC4AmT9/PhaLhUWLFhEREQGAj48Po0eP5tFHHyUmJsbtcWazmfbt25fYtmnTJjIyMhg0aJBrW0pKCvPnz+eFF17gtttuA6Bdu3ZcffXVzJs3j9GjRwOwfPlydu3axZIlS2jWrBngDHLuuOMO1q5dS+/evSv61kVEREREvJ7X5YCsWbOG7t27u4IPgAEDBmA2m4mPjz+ncy1ZsoSgoCCuuuoq17Z169ZRUFDA9ddf79pWtE/x88fHx9OiRQtX8AHQsWNH6tevf87tEBERERG5VHhdAJKYmFhqlMNsNtOwYUMSExPLfZ78/HyWL1/ONddcg5+fX4nz16pVq1QeR0xMDPv378dut5fZDoCmTZueUztERERERC4lXjcFy2KxEBISUmp7SEgI6enp5T7PmjVrSEtLKzH9quj8wcHBpfYPDQ0lPz+f7OxsgoKCytwvJCTkggIQh8NBdnb2eR9/LnJyckr8LX9R37infimb+sY99Yt76peyqW/cU7+UrbL7xuFwKNf3AnldAFKWc30YFi9eTK1atejevXup19ydx+FwlHu/C3ko8/Pz2blz53kffz6SkpIq9XreRH3jnvqlbOob99Qv7qlfyqa+cU/9UrbK7Buz2Vxp16qOvC4ACQkJwWKxlNqekZFRZgL66bKysli9ejW33HILPj4+5Tq/xWLB19eXwMDAs7bD3QhNefn6+tK0adPzPv5c5OTkkJSURHR0NAEBAZVyTW+hvnFP/VI29Y176hf31C9lU9+4p34pW2X3TUJCwkW/RnXndQFITExMqSlOVquVgwcPcvPNN5frHCtWrCAnJ4fBgwe7Pf/JkydJS0srkQeSmJhI48aNMRqNrv3cjVQkJCTQt2/fc7ijkgwGgyvIqSwBAQGVfk1vob5xT/1SNvWNe+oX99QvZVPfuKd+KVtl9Y2mX104r0tC7927Nxs3biQ1NdW1bcWKFVitVmJjY8t1jiVLltCwYUPatWtX6rWePXtiNBpZtmyZa1tWVhbff/99ifPHxsayZ8+eEsHQ1q1bOXz4cLnbISLiNXJzITYWu8mE3WDA7uPj/Lvoz+lfF27zr1GDDp0741+jRpn7lPraxwe7rxn69HFeV0REqhWvC0CGDh1KcHAwI0aMYO3atSxatIhJkyYxePDgElOwxo4dS+vWrUsdf+rUKTZs2FCizG5xderUYejQoUyfPp0FCxawfv16Ro0aBcDw4cNd+/Xv358WLVowatQoVq1axfLlyxk9ejSdOnWiV69eFXzXIiKVqCjYKB4cBAZiX7MGCgqc+xRWBHQ5/esL2cduJ9Noxh4fjz0gwHl9o1FBiYhINeF1U7BCQkKYN28ecXFxjBw5En9/fwYNGuRaILCI3W6noOgHZTHLli3DZrO5nX5V5LnnniMwMJB///vfZGRk0K5dO+bNm+daBR3AZDIxZ84cXnnlFZ555hkMBgNXXXUVY8eO1dCciHgPmw0mTMA+cyZYLOBwgMHg/Ls4B9iMJnLMgQRY/6rUd/rX7rad6z65vv4E5WWedn0HmUYzQfHxEBDgbKPBAKGhGB9/HF56CUxe9yNNROSSZHC4K+8kHrFt2zYA2rRpUynXy87OZufOnbRq1UrzSU+jvnFP/VI2r+qb3FwYMAD7+vV/jWiUYMBmdBboKAoM3AYFF42BDP/gEgFKWde3Gn0x2/OdwYiPCWOPv8G334K/fyW19fx41fNSydQ37qlfylbZfVPZn9eqI6+bgiUiIufIZoOXX8beuDF2Pz/ntKZi06lsRhM2o4kM/xBsRhOZfjUw2W2Y7DaCcy2Y7DaC8jLJ9C32g9142o+P07++oH0crusW/QnKy3K1z2Y0YTU5F5A12/OdxzkcZBp8/5q2FRCAPSYGxo933r+IiFQZCkBERKqrolwOsxn7xImQlARWK84RDmfAYTX5nT3YADCZCDI5MPbpgzEnB2NBAUaH468/p39duC03K4tft2whNyurzH1KfZ2TgzE2Fvz8igUoJYMSsy2vRECS6RdEUH52iXsv2Lcf+4QJ2P38lTsiIlKFKAAREalOilerKhrpcDhO+7BewxVwmG15ABRQLHft9GDD4cCYn48xOxt++OHiT2/y94fVqzHm5v4VoLgJSooHJEF5WSWCKgAfnDOMk2vU/GtkRInsIiIepwBERMTbFZ9iVaNGselVBtd0pZIf1k8b4fD3x6dJY4wvv+wMNCoz2Civ04OS/HyML70E0dFgNgOOEkFVUbCVHBpFVMYx12lc1bVq1NAULRERD1EAIiLirWw2ePFF7MHBf02xsjtcIwFFIx1FoxxWo6/zOIOBIEc+xthY58hCTg7GxETnh3FvqSRlMsGECRj378eYl+e8h969wceZPF8UbEWlp5ScpmXNch5vt1OwP8k5RSs4xFlFS4GIiEilUAAiIuJtigcecXGQm1sqgTw410KN4iMdBgPm0CCML76I0WrFmG+F1aurzgjHhfL3h/h4jDabc3Rk3DgIDQUDpRLZXVO0HM41SAry8rBPmqRARESkknjJr7pERMRVPnfdOtcCfjajCbvRh+BcC4BrelVQfjYGDAQF+WF8/OkLXifD4XCQlWsj1ZLLKUsuqRl5pFpySc/MIzvPRk6ejZxc59+5Vht2uwO7A2y2AnJzczGvTMXPbMJs8sHP1wdfXyN+vj4EB5oJqVH8jx+1wvypHR6Iv995ttdkgkmTME6aVHKdk/R0Vz8V9ZvZloePw44DyCowEDRpErz6KsaePb2inK+IiDdSACIiUtUVfYieMqXwt/OGEh+gsTt/Y1+0JkaQIx9jnz6wbNk5f4DOybNx4KiFP49lcOREFkdPZHH0pPPv7NwLGRk492ODA81EhgdQOzyA+pFBNIwKoWGdYC6rHVT+4KR4MJKbC9dei339ekw2G9htrsUVDQ67a52RTB9/54KHwSEYn39OixyKiFQwvaOKiFRVRYHH9OmFVZucgceJ4FpEpSe7Ao8CgxEfhx2z2YTxmfJ/YM7MtrLrQCqJf6ax/4iFfUfSST6ZVWoR9OJq+JsID/EnIsSfsGA/woL9CPTzJdDfRICfiUB/E36+Pvj4GDEaDFiteRw6dJBGjRph9PHFml+ANb+AvHw7eVYbGdn5WLLysGRZyci2kp5p5XhqNlm5NjKyndv2HU4v1Y7aEYE0qRdCswbhNG8YRtMG4QQF+J75hosS2Yv1qyk3t3BUxNm3RQseOoAso9k5IjJ9OsbRoxWIiIhUEL2TiohUNWUEHkUfjqPSk0kOru2s7mQw4BMWhvHxx874AdnhcHD0ZBZ/7DvJzqRUdiad4lBKhtt9w4P9aBQVQt3IGtSrVYO6NWtQt1YNakcE4m8+tx8b2dnZ+OYfo1WTiHNaoTgrJ5/jaTkcS80m5WQ2fx7L4FBKJodSMkjLzOPYqWyOncpm4/Zk1zH1atWgVeMI2sTUok3TWtQOL+N6RaMiL7/s7OdZsyA9vUSeSPERkYLcPJg0CV6bjvEZBSIiIhdK76AiIlWFzQaTJmGfMQPS0pybio14FM/viMo84VwX4wx5ChnZVn7be5yte47z6+5jHEvNKbVP/cgaNGsYTpN6oTSuF0J03VDCgv0u5l2WS40AX2oE+BJdN6TUa+mZeRxMySDxzzT2HExj76FUkk9mc+REFkdOZLHqp0MA1IkIpE1MLdo1j6RTy9oEB5pLnuj06VkDBmBfu9Y1ImI1+blyRACs+QWYJ02CWbMwjhoF48YpEBEROQ965xQRqQpyc6FlS+wHDgAlk6SLj3gE2fPOmN9xKCWDjduPsnH7UfYeSisxncrkY6B5w3BaRUfQunFNWjQKJzTI88HGuQoN8qNNkB9tYmq5tlmyrOw5mMqOfSfZlniCvYfSSDmVTcqpg6z86SBGA7SMjqBL6yi6tKpDw6hgDIZiiy8WVdEqyhNZu9a1nkjR/4O5wApAQboFJkzE+P77sGuXEtVFRM6RAhAREU86LcE8wz8EP1teieTyAqMPURnHMTZqVOoDr8PhYO+hNH78/Qgbtydz+HhmidM3jAqmQ/PatG8eyRVNap5/ZakqLqSGmc6t6tC5VR0AsnPz2Zl0it/3nuDnXSkcSM7gj/2n+GP/KeYt/YOomoH0bFefnu3q0aR+6F/BSLEFD2nZEtOBA2Av+f/iYy8g01yDoAMHlKguInIe9G4pIuIJbvI8ilYsL1KUXO5jNpfKPThyPJPVv/zJ6p//5OjJLNcxJh8D7ZpF0u2KunRpXYeaoQGVfWdVQqC/L51a1qFTyzrcO/hyjp3K5qedKfz0RzK/J5wg+WQ2n3+/l8+/30u9WjXo1b4+vTrUp1FU4ZQvf39ISMBY+H9UvHyvEtVFRC6M3iVFRCpbielWJRPMAaw+ZswFVnzCQkvkGmRkW1m9YR+rfznEnoNprtP5mX3o0qoO3dvUpXOrOgT6n6Ua1CWodkQg1/dozPU9GpObZ+OnnSms3XqYn3emcOREFp+u3MOnK/fQvGEY/a5sRO/29akR4PtXsnphbo4pLc19onqeFSbFYfzf/zQtS0TkLBSAiIhUlqIk82nTIDe3dIK5uQZB1izMBgfGF1+El17C4ePDzqRTfLshifW/HcFqcyZEG40GOjSPpE/Hy+h6RV0CqunUqovB38/kHPFoX5/s3Hw2/5HCuq2H2bIzhT0HnYnt7yzaxt/a1aP/lY24IqYmhgkTnP8nhdPlSiWq2wtIDqlD1IEDEBGBccwYJamLiJRB74wiIpXhtFGPog+uJRLMC3JdCebZ+LBywwG+23iAg8l/lcttXC+Eflc2pHf7y6pEtSpvF+jvS5+Ol9Gn42WkZeSx+pdDrNh8kIPJGaz+2TnFrWFUMIN6NKZvpwb4T5qE8YUXSiWqu9ZmoXA0REnqIiJlUgAiInIxuUkyLzF157QE82PZdhYvT+C7jQfIyXMmofuZfejdvj7Xdo+mWYOwktWbpMKEBftxQ2xThvSOYe+hNFZsPsjqnw9xMDmDt774nXlL/6DflY24vkdj6p6WqB6VnlJiNERJ6iIiZdO7oYjIxWKzQb9+2OPjKZ5k7gDXdCsfPzPG0aPZNXwkX322jR9/P4K9sHRugzpBXP+3xvTp1MCZjyCVwmBwlitu3jCce65vzaqfDrJk/X6OnsjiqzWJfL02kb+1rcctfZvRtFiiurlwWl2JfB6MmCfFYVyzBlauVBAiIoICEBGRindahavTP5Tmm/wIsmZjiI1l2+z5zF+VyLa3fnQd3r5ZJENiY+jYojZGo0Y7PKlGgC9/7x3DoJ5N+GX3MZas28fPu46x/rcjrP/tCO2bR3LLsFG0feklDNdcgyk+nqC8LNdoiK8tzxlsxsdDSMhflbJERC5hCkBERCqSzQbXXVdi1MNsyyuRZO6Lnd/GTmV+VFf++O8mwFk+N7bjZQzpHUPjeqGevQcpxWg0uNYZSTpq4Ysf9rLm18Ns3eNcab5ZgzDunPUxnea/jWPqFMy2vFLT7az59r9GQ77+2sN3JCLiOQpAREQqgs1G3dmz8V+wAHtaWunEZKMPNazZ/HrlAD654zl2H0qHpFRMPkYGdGvETX2bUjs80MM3IeURXTeEp+/sxN3XtmLR6gSWbzrA3kNpTHjvJ1pF9+fu3x6h7XU9CD6t4IDZlucssRwfj190NHVvuQWmT/f07YiIVDoFICIiF8pmwzxoEFFr1wKUrHAVUocoSwoJDVsz79Yx7CgIhkPpmE1Grv1bNDf1aXrJLhbo7epEBPLwTW25/ZoWLFydwNJ1+9iZdIoX5p6i7ZgPufvIj7R4/WXMubl/BSEFVgDyM7KJmvMO9l274PvvlRsiIpcUveOJiFyIwkRz49q1ZPiH4Ff4m25wjnrYfHyYcvsENtRvBwXgazJyfY/G3NSnKeEhKs9aHYQF+3Hf4Mu5ITaGBSv38O3GJH5PPMkYWtDlzVXcO/Mp6m/fXOL5MNvynEHJ2rXQr58S1EXkkqJ3OxGR81VsbY+iCldFUkLq8MWVN7GizTXYDUaMBri6S0Pu6N+SyHCNeFRHESH+PHxTW27s25TPVu5hxeaD/LT7OD9f+wID2//K0M9f/yvwKAxCCow+EB+PsWlTrRkiIpcMo6cbICLidWw2ePll7OHhruCjaNQjyzeAhZ1vZNTwf/Nd2wHYDUa6Xh7FjNF9GXV7BwUfl4Da4YE8fmt73hpzFV0vj8Jud7C0dnseGfEeX/YcisFRgNXkXESyaAV1+4ED2CMiYPx45/MlIlKNaQRERORcuFnboyj42BTTlfd7/YMjEfUBaNEwnHsHX87lTWp6sMHiKfUjgxh3X1d+TzjO3K92sO9IOu9fOZRl7QZy/7JZdEr6tUShAmu+HfOEiRhXr9aULBGp1vTuJiJSXsWCj+IlVo+GRTGn74P83LgTAGFBftwzqDV9OzXQOh5C26aRvPFULD9sOcQHy/4gxRLKqze8QJfEzTz4wzslq2SZ/DDHx2NUXoiIVGN6ZxMRKY9iwUdRvofVx8S8HsP4utPfsZl8MTrsXP+3Rtw9qA2B/lq5XP7iYzTQ78qG9GhXj89W7uHL1Qn8FHMlvzVsx+0bP2Pgb8uoYc1WECIilwSvzAHZv38/999/P+3bt6d79+7ExcWRm5tbrmPT0tIYP348PXv2pE2bNgwYMID58+e7Xl+4cCEtWrRw++f+++937bdp0ya3+zz11FMVfr8i4kE2G7z4IvbgYFfwYbblsbNeS54c9m8Wdr0Zm8mXtjHhPDqoLndf11LBh5QpwM/E8OtbM+2xbkTX9sPq68cHvYYx5o6p/NqoA4Br9XR7fDz2kBDnyunKCxGRasTrfq1isVgYPnw49erVY8aMGZw6dYrJkyeTlpbG9LMs6JSVlcWwYcPw8/Nj7Nix1KxZkwMHDpCfn+/ap0+fPnz66acljktKSuLZZ5+ld+/epc45efJkmjRp4vo6PDz8Au9QRKoMN/ke+UYf3r3qYZa1HwhAWH4WDw3vSceWNdm1a5dn2yte47LaQQy/uhYnreF8+N0e/qQB429+mb47fuDOHz+mdsZx4LTV0zUaIiLVhNe9k82fPx+LxcKiRYuIiIgAwMfHh9GjR/Poo48SExNT5rGzZ88mNzeXBQsW4F9Y6rBr164l9omIiHCdt8jatWvx8fHhuuuuK3XOZs2a0aZNmwu9LRGpaooFH0Wrmh+o1ZD/u/phTgU5k8qvObGde2c+RXBIINnZ2R5usHgbg8FAr/Z16dG+Af9buoNlGw/yw+V9+b1hGx7+/r90TdysKVkiUi153RSsNWvW0L179xJBwoABAzCbzcTHx5/x2C+++IJbbrnFFXyU15IlS+jWrRuRkZHn1WYR8TK5udCsmWvKVa6vH590v51Xh4zlVFBN6qUd5ZWAvYya+yzBIYGebq14uaBAMyNu7cCrD3ejriGXk8G1eHXIWP517ZNk+tVwTsnyC8IevwaaNXM+nyIiXszrApDExMRSoxxms5mGDRuSmJhY5nGHDh3ixIkThISE8PDDD3PFFVfQtWtXJkyYcMb8kW3btpGUlMSgQYPcvv7QQw/RqlUrevfuzdSpU8udiyIiVVRuLtStiz3Jub7HH/VaMuofb7K6dV+M9gJu2bWCGf8eRtu40fpNtFSoNs3rMOOVm/n73xphcNhZ3boPj90zi7XNexKUl0mmXw3sSQegbl0FISLi1bzup6fFYiEkJKTU9pCQENLT08s87sSJEwBMmzaNa6+9ljlz5pCQkMAbb7xBfn4+cXFxbo9bsmQJfn5+9O/fv8T24OBgHnjgAbp06YKfnx8bN27k3XffZd++fcyePfu878/hcFTaVI6cnJwSf8tf1DfuVft+yc3Fv0kTSLdwoGYDlrW7lmXtnVMv66UeYeTR1TT5dA4FPoZS36fVvm/Ok/rFvTP1y10Dm9OpRQSz31rFkRoRvD5oNFu3t+fh7/9Lpl8NgtLSISqK3H37quXK6Xpm3FO/lK2y+8bhcGAwqMT6hfC6AKQsZ3sY7HY7ADExMUyePBmA7t27Y7PZmDZtGk888USpKVZ2u51vvvmGPn36EBQUVOK11q1b07p1a9fX3bt3p3bt2kycOJHff/+dtm3bntd95Ofns3PnzvM69nwlJSVV6vW8ifrGvWrZL7m5tB04EDIy+bVhW2Zf/TBHw+sBcN3v33JtYzg1/p/s3Lv3jKepln1TAdQv7p2pX+69qxUb529glbkJq67oxx/1WzN66etEpacQlG7BNzqa35ctq5ZBCOiZKYv6pWyV2Tdms7nSrlUdeV0AEhISgsViKbU9IyPjjAnoYWFhAHTr1q3E9m7dumG320lMTCwVgGzatIljx44xePDgcrVt4MCBTJw4ke3bt593AOLr60vTpk3P69hzlZOTQ1JSEtHR0QQEBFTKNb2F+sa9atkvNhumqVMxvfEG9lwrH3cfyoKut2A3+lAz4wSj1s2l5bol4O9PnTOcplr2TQVQv7hX3n5p26Et3f44ylvvrOVoeD3G3DGVu378iO57NlAvPZkO/a7B9s+nsD37bLWZEqhnxj31S9kqu28SEhIu+jWqO697t4qJiSmV62G1Wjl48CA333xzmcc1aNAAX9/StfkdDgcARmPpdJjFixcTHBxMbGzsBba6/AwGA4GBlZvUGhAQUOnX9BbqG/eqTb/YbHDdddjj40kNDGf6rS+wvYGzql2vXWsZseUTgg4kntNvmKtN31Qw9Yt75emXbp1jaN0kklkPvsaG6M78r9dwfonuxFPL/kVIbibmVydjXr++2lXI0jPjnvqlbJXVN5p+deG8Lgm9d+/ebNy4kdTUVNe2FStWYLVazxgomM1mevTowYYNG0ps37BhAyaTqdSog9VqZcWKFfTv37/cw2xLly4FUFleEW9QrMzu+mY9GPWPf7O9QRv88nMZ+d1Mnvlx7jkHHyIXS0hECM9/OJZRa+fib81he4MreHLYv9h+WWusJrNzrZp+/bRgoYh4Ba8LQIYOHUpwcDAjRoxg7dq1LFq0iEmTJjF48OASU7DGjh1bIkcD4LHHHmP37t2MGTOGdevW8f777zNz5kzuuuuuUmt/xMfHY7FYypx+NXr0aGbOnMmqVatYt24d06dPZ+rUqVx99dUKQES8QVwc1rXrmRt7H9MGP4MlMJSGJw7w+kfP0D8rEcPRowo+pEoxBARwzZrPePOH12mSkkhGQAgTb3yRz668mbSAMGcQMmmSp5spInJWXjdWGxISwrx584iLi2PkyJH4+/szaNAgRo8eXWI/u91OQUFBiW1t27Zl9uzZvP766zzyyCOEhYVx991388QTT5S6zuLFi4mMjCy1UGGRZs2asXjxYt59913y8/OpX78+jzzyCA899FDF3ayIVDybDSZN4sS/32bqrZPYVb8VAAN++5YHVs/Fv+ffqt1UFqlG/P2pt3UDr10zgDnJzfi23UAWdLuN3xq24/nFU4h4dTJGgwHGjdMzLCJVlle+OzVu3Ji5c+eecZ8pU6YwZcqUUtt79OhBjx49znqNGTNmnPH1hx9+mIcffvis5xGRKqRw2tW2hOO8NnQqqUERBOZlMWLl/9Fr91qMsbEKPqTqM5kwr/iOx/r14/KlfzCr/2PsqdeCp+5+g1HfzaTThIkYV6/WsywiVZbXTcESETkvNhuOfv1YZAlh3K2TSA2KoNGJA0yZP5Zeu9cp+BDvYjLBypX0iTLyxoejaXDiIGk1wom74QW+6HITBcoJEZEqTAGIiFR/Nhs5/QcyrUZn5va9H7vRh94743l66es0OnkQY98+Cj7E+xQGIQ3bN+P1j58h9o/V2I0+/K/XMKZfN5qc9RsUhIhIlaSftiJSveXmktypJ5M6/4ODtRrhU2Djvvj3uGb7Svxsec6Rj+XLFXyIdzKZYPlyAvr146lv/03TY4m832s461r25M+al/HColeJatYMdu5UUQURqTI0AiIi1ZfNxrZeg/hn7BMcrNWI8MxTvLJgHP2LBx8a+RBvVzgS4hMby99/Wcxzi6cSnGMhKTKap+5+nd9sQdCqlUZCRKTKUAAiItWTzcZ3Q5/kxR6PkhEQQtPkvbz+8Whiju3HbLMq+JDqpTAIMcbGcuW+n/jXh0/T4MRBMgOCeemWCSwObaXpWCJSZSgAEZFqpyDPyn/viWNWo2so8DHRc9danlj2JjUzT2H2NWJ8+SUFH1L9FAUhL71EZH4Gr388mtidzryQ/179MP9nbEZBv2sUhIiIxykAEZFqJTMjh4mPvc3iOh0AuGP9xzyyajYNUw+Dvz/GU6dg/HgFH1I9mUwwYQLG1FT8fH14bMXb/GPtPACWdhhEXHgPsvsPVBAiIh6lAEREqo1jxzMY8+wn/BIajV9+Ls8unsrQTZ+BwQg4MI4Zo0RcuTT4+2McMwY/m5XBv37DmMVTMdvy2NKkC8/Vv57j19+kIEREPEYBiIhUC4kHTvLMxK85FFCT8MxTTJn/PH/buwGryY/gXIsz5+PFFz3dTJHKM24cxtjemG15tD20g38ufYOwrFT2127M09E3kvD3OxWEiIhHKAAREa/3844jPP+v7zllDqLeqcO89vEYmhzfj9Xkp4RzuXQVS0wPzrXQPXETr308hoYnDpAaFMFzTW9m880PKQgRkUqnAEREvNryH/cxce4mcnzMtDm4jdc+foYCow8AZuxKOJdLW7HEdEy+hOVYmDL/eTok/UKerz+vNBnE8tufUBAiIpVKAYiIeCWHw8GH3+xg5hfbsBuMxO6M5+WFEwiyZlPDmgOAcezzSjgXKUpMf2EsZpsVX3sB4xa9wlXbV2E3+jAzuj+fDnsBR36+p1sqIpcIBSAi4nUK7A7+89lWPl2VAMDNmz7nqWX/wtduU86HSFmK5YTkmGtw28bPuGXT5wB8WO9vzL7vVQqsCkJE5OJTACIiXiXfZue1//3Ed5sPYrQXcNe6D/nH+g8xgHI+RM7ktJyQupYUhq3/kAd+mIPBYWdp7fa89si/sebkebqlIlLNKQAREa+Rm2dj0tyNrN92FFNBPk9++ya3bv6c5JA6gHI+RM7qtJwQq8mPwb8u5emlr+NTYGN9eHPGv7yA7FyNhIjIxaMARES8Qma2lRdn/8ive47jl5/Lc19PJXbXGgygnA+Rc3FaTojV5EfPPet5dvE0AvKy2VYQzItvrycj2+rplopINaUARESqvFOWXJ5/az27DqQSZM1i4ucv02X/FgDlfIicr2I5IVl+QXTdt5mnlv2b4JwM9vyZzti31pGakevpVopINaQARESqtOSTWTw7ay1JRy1E5KTz6idjCctKA4pyPvKU8yFyPorlhATlZZEcGsWV+zbzwqJXCM88RdLRDJ6ftY4TaTmebqmIVDMKQESkyjpyIpPn31pP8slsoizHmPzxs9TMPEmUJYXk0Chnwnl0tIIPkfNVFIRENyIqPYUsvyBaHd3FuEWvUMtynMMnnL8ASD6Z5emWikg1ogBERKqkw8czef4/6zmRlsNllhRe/eQ5AGrkZZLpF0RUegrG6Eawc6eCD5ELYTLBzp0YoxsRlJdFpl8QTY8l8s9l/6Ju6hGOpebw7Ky1HErJ8HRLRaSaUAAiIlXOoZQMnv/POk5ZcmmQc5JXPn4WP5uVqPRkUkKjCMrLcgYfe/eCv7+nmyvi/fz9Ye9eVxCSHFKHyw//wYQvJtDwxAFOWfJ4/j/rSDpq8XRLRaQaUAAiIlXKgWQLY99aT2pGHtE5J3jl/X9iKrARVHzkIyxUIx8iFa1oJCQslChLCgC1LSk88e0MYpITSM+y8sLb6zmgIERELpACEBGpMvYfSWfsW+tJy8yjSfYxJr33TwLyc13TroLyssDfD44e1ciHyMXg7+/8/goIIMM/hJSQOjQ9lsi4r14lJjkBS1EQkqwgRETOnwIQEakS9h1O54W312PJstLUmM3E958m2y8Qsy0PA+AwON+ujGPGKPgQuZj8/TGOGUNwboZrJCQi6xRjlk4nJiWR9Cwr497+kYMKQkTkPCkAERGPO3DUwrj/+5GM7HyaXxbKhDkj8bNZqZOe7FrlPNiW41zlXGt9iFx848ZhfOlF12rpDiAoN5MJX4ynyfH9pGXm8YKCEBE5TwpARMSjDqVkFAYfVpobsxg//iaC0k+6Rj60yrmIB5y2WnqWXxBBeZlkmQOZuOBFGh9PcgUhqo4lIudKAYiIeMzRE1mM+78fnTkfxmxenvkwNSxprlEPrXIu4mGFq6UXLVQYZUkhODeTMV9Po/Ex50jI2LfX8+cxBSEiUn4KQETEI46dyuaF/1vPKUsuDWsHMX7ukzgMRjL9amihQZGq4rSFCoumY4XkWpj4+ctEnzhAWkYeL/7fjxw7le3p1oqIl1AAIiKV7mR6DuP+70eOp+ZQv1YN4t57itDUYwTnWrTQoEhVU2yhQrMtzzUdK9svkIkLXqKBJZkT6bmM+78fOWXJ9XRrRcQLKAARkUqVmpHLC2//yNGTWdSJCCDu+38Tunu7a9pVvsmPoLxMjLG9tdCgSFVRtFBhbKxrocKo9GQC8nOZMH8sdfLSOXoyi5dm/4gly+rp1opIFeeVAcj+/fu5//77ad++Pd27dycuLo7c3PL91iUtLY3x48fTs2dP2rRpw4ABA5g/f36JfVq0aFHqT48ePUqd6/jx4zz55JN07NiRzp07M2bMGNLS0iriFkWqpcxsKy/N3sDh45nUCgvglbwtRKz8RtOuRLxB8elYheV5zbY8zDYbEz8cQ4TByoHkDMbP2UB2br6HGysiVZnX/XS3WCwMHz6cevXqMWPGDE6dOsXkyZNJS0tj+vTpZzw2KyuLYcOG4efnx9ixY6lZsyYHDhwgP7/0G+WwYcMYNGiQ62tfX98Sr9tsNh544AHy8/OZNm0aNpuN1157jREjRvDRRx9hMBgq5oZFqolcq42JczeRdNRCeLAfr1i3EDllPFaTucS0K/z9NO1KpKoqnI5FRATWfDu+tjyyzAFEpacw4YNneWHYNPYeSmPi3E2Mf7Ab/mZ9H4tIaV73zjB//nwsFguLFi0iIiICAB8fH0aPHs2jjz5KTExMmcfOnj2b3NxcFixYgH/htI6uXbu63bdu3bq0b9++zHMtX76cXbt2sWTJEpo1awZA7dq1ueOOO1i7di29e/c+zzsUqX5sBXam/m8LO5NOUcPfxISCrUTFjQMcmAv3cS406NBCgyJVXeFCheYJE52VsdKTAQi3nGT8B88x7u5p7Nh3kinzfuKFe7via/LKyRYichF53bvCmjVr6N69uyv4ABgwYABms5n4+PgzHvvFF19wyy23uIKPCxEfH0+LFi1cwQdAx44dqV+//lnbIXIpsdsdzPj0V7bsTMFsMvLisI40en0iGf7Bp5XbzVC5XRFvUViet3hlLIPDTsyxfby0cAJ+vj78vOsYb3z8M3a7w9OtFZEqxusCkMTExFKjHGazmYYNG5KYmFjmcYcOHeLEiROEhITw8MMPc8UVV9C1a1cmTJjgNn/kv//9L5dffjmdO3fmySef5MiRI2dtB0DTpk3P2A6RS4nD4WDu4u388POfGI0Gnru7I5cP/Bvk5BCca6FO8byPvn2U9yHiLYryQfr2KbFQYXJoHVolbWPsD7Mw+RhY99sR3vl6Ow6HghAR+YvX/aS3WCyEhISU2h4SEkJ6enqZx504cQKAadOmce211zJnzhwSEhJ44403yM/PJy4uzrXvDTfcQJ8+fahVqxZ79uzh7bff5s477+Srr74iNDTU1Y7g4GC37biQAMThcJCdXTm11HNyckr8LX9R37h3rv3yZfx+vl6zD4BHb2xNu/lvYU864KygY0kh3+RHVHoy9l69yF20CKxW5x8vpGfGPfWLe9WmXxYtwjxoEEFr1xVWxkohwz+Y9pu/Y2Tfa/hXQVMWr91HcIAPQ3pFl+uU1aZvKpj6pWyV3TcOh0O5vhfI6wKQspztYbDb7QDExMQwefJkALp3747NZmPatGk88cQTREZGAjB16lTXcV26dKFTp07cdNNNfPbZZzz44IOu19xd70Ifyvz8fHbu3Hnex5+PpKSkSr2eN1HfuFeeftmSkMmSzWkADGgfTNv3p+Hz7nslKl5FpadgrVePHa+95iy5Ww3omXFP/eJeteiX117j8ptuIurIERxAljmA4FwLsdOf48+HJ7DA/3I+Xr6XbMsJ2jepUe7TVou+uQjUL2WrzL4xm81n30nK5HUBSEhICBaLpdT2jIyMMyagh4WFAdCtW7cS27t164bdbicxMdEVgJyuZcuWNG7cmB07dpSrHe5GaMrL19eXpk2bnvfx5yInJ4ekpCSio6MJCAiolGt6C/WNe+Xtly07j7H0pz8BuLF3Y+7e/CmmOe8ADmoUlKx4Zd+2jVbVIOlcz4x76hf3qlu/2Ldtg/qXkeIX6kpKz/QN5O63xmF95i2+KqjL15vTaNksmg7Na53xXNWtbyqK+qVsld03CQkJF/0a1Z3XBSAxMTGlpjhZrVYOHjzIzTffXOZxDRo0KFVKF3DNSzUaz5wOc/r81ZiYGLcjFQkJCfTt2/eM5zoTg8FAYGDgeR9/PgICAir9mt5CfePemfplz8FU3lywHYcDrrmyIff2b4bjjn+R4R/sLNdpOVZY8QqMY8YQWKygRHWgZ8Y99Yt71aZfAgPh2TFETZiI1eSHry0Pg8M58+Cemf8k/b+rWb31KP/69HdefbQHzRuGn/WU1aZvKpj6pWyV1TeafnXhvC4JvXfv3mzcuJHU1FTXthUrVmC1WomNjS3zOLPZTI8ePdiwYUOJ7Rs2bMBkMp1x1GHnzp0kJSXRpk0b17bY2Fj27NlTIhjaunUrhw8fPmM7RKqz5JNZTJy7EWt+AR1b1mbEDZdjaN36tKTzOs6KV337qOKVSHUybpzbpHRjbi6jXr6TDs1qkWctYMI7Gzl8PNPTrRURD/K6AGTo0KEEBwczYsQI1q5dy6JFi5g0aRKDBw8uMQVr7NixtG7dusSxjz32GLt372bMmDGsW7eO999/n5kzZ3LXXXe5yvrOnTuX8ePH880337Bx40Y++OADHnjgAaKiorj11ltd5+rfvz8tWrRg1KhRrFq1iuXLlzN69Gg6depEr169KqczRKoQS5aV8XM2kJ5ppUn9UJ69swOmAf1dSeeAK+ncGNsbli9XxSuR6sRkguXLMcb2JigvqzApPRmryYzP/kSe+2w8TeuHYsmy8vJ/N5CWkefpFouIh3jdT/+QkBDmzZtHXFwcI0eOxN/fn0GDBjF69OgS+9ntdgoKCkpsa9u2LbNnz+b111/nkUceISwsjLvvvpsnnnjCtU/jxo1Zvnw533zzDVlZWYSHhxMbG8uTTz5ZIrfDZDIxZ84cXnnlFZ555hkMBgNXXXUVY8eO1dCcXHLy8guIe3cTh49nERkewMsPdCPwtSnY49eUSjo3Rker3K5IdVVUnrdZM6IKE4LNtjwy/EMI/mElL/fozTM1u5F8MptX3ttE3KM98PP18WybRaTSeeUngMaNGzN37twz7jNlyhSmTJlSanuPHj3o0aNHmcddddVVXHXVVeVqR+3atXnzzTfLta9IdWW3O/jXx7+4Vjkf/0A3IgJN2GfMxGoyUyOvZNI5O3cq+BCpzkwm5/d5RATWfDu+tjyy/AIJzs0g5D//4qXt+3jmrR/ZdSCVf3/yC8/c3RmjUb+4E7mUeN0ULBGpWt5bsoP1vx/B5GPkhXu70jDMDM2aQeopzLY8DFCYdO7AOGYMVIOKVyJyFv7+GMeMwWyzkhIaRZ30ZDL9akBqGg16dOCFO9u7Fir88NvKLT0vIp6nAEREzts3P+5nUbyzEMMTQzvQJjoMWrUqkfdhNfk5k85jY5V0LnIpGTcOY2xvotJTSiSl25MO0Ob6Hjx+c1sAFqzay4pNBzzcWBGpTApAROS8bN1zjNlfbgNg2MBW9GkbBf36OYOP0DrUsRwjOTQKs83qrHilvA+RS0tRPkjfPqWS0u1JSVz97D3cfpWzAuV/Pv+N3/Yc92x7RaTSKAARkXN25HgWU/63BbvdQd9Ol3Hr1c0gLu6vpPP0ZFJC6xQmnTdSxSuRS1VRZazoRkRZUoC/ktLt8fHctekzeneoT4HdweR5mzmYXHqBXxGpfhSAiMg5yc6zM+2jrWTl5NMqOoKRt7XHUFCgpHMRca8oKT0gAKvJDweQ5RcIGHDMmskTN7ehVXQEWbk2JszdhCXL6ukWi8hFpgBERMrNVmDns3UnOXoym9rhAYy950p8bflKOheRMztDUrq5dUteuLMddWvW4NipbN6Y/xu2AoenWywiF5ECEBEpF4fDwbtLdpGUkoe/2YcX7+9GWICPks5FpHzOkJQe2rkd44Z3IsDPxM6kNL79Oc3TrRWRi0gBiIiUy+J1+1i15TAAo25rQ3TdEGfeh5LORaQ83Calp5DhH4w9KYmG//03o+/uhMEAWxKyWL75kKdbLCIXiQIQETmrX3YdY+5X2wHo3yGUTi0iITcX+7RpSjoXkfI7LSndgQODww4YsE+bxpVNwrijn7My1ntLd/N7gipjiVRHCkBE5IyOnMhk2odbsDugb8d6dG8ZBDYbtGoFOTlKOheRc1MsKb34VCxy86BVK/7e/TLaNArAbncwZd5PJJ/M8nSLRaSCKQARkTJl5+bzynubycrJp2WjcO4f3ApDXh5+bdu68j4MGJR0LiLnpjApPSgvi+RiSen2pAP4t2vH39sHElM/hIzsfCa9u4ns3HxPt1hEKpACEBFxy+Fw8Oanv3IwOYOIED+ev+dKfLFz+W23YThw0Dn1ypJCcmgdZ9J5dLSSzkWk/MaNc07FOi0p3XDgIO3vuJ3Rt11BRIgfB5MzeOPjX7DbVRlLpLpQACIibi1YtZcffz+KycfA88OvJCLEH9PUqZiPHCU5tE6JqVfG6EaaeiUi56ZwKpYxulGppHTzkSPUfvvfzlLfJiObdiQzf8VuT7dYRCqIAhARKeWnP5L58NudADxyU1taRkdAbi6mN/5VLOk8iqC8LGfwsXevpl6JyLnz94e9e90mpZveeIMWdQJ57JZ2AHyyfDc//ZHs2faKSIVQACIiJRw5nsnrH/2MwwEDu0czoFv0X0nnuUo6F5EKdpak9Ks71OO6v0UD8PrHv3D0hJLSRbydAhARccnOzSfuvU1k5dpoFR3Bgze0cb5QtN6Hks5F5GIonpR+2vogTJrEA0Pa0LJROFk5+bz6/mZy82yebrGIXAAFICICOJPO/z3/Vw6lZBIR4s/zw7vgix1efhn7K68q6VxELq6ipPTCqVhZ5gAA7K9OxjduIs/d1ZGwYD+SjlqYteA3HA4lpYt4KwUgIgLAV2sS2bCtMOn8ni6Eh/g7Rz4mTgJbvqZeicjFVTQVyz+AlNAooiwpAGSYArBPmEjNGa/x7LDOGI0G4n/9k8Xr9nm4wSJyvhSAiAg79p3kvSV/APDA36+gZaMIsNmwz5hJhn/waVOvwPbPf2rqlYhUPH9/bP98iqj0FKwmPxxAll8gAPaZM7miURj3D74cgHe/3sGOfSc92FgROV8KQEQucWkZeUz7YAt2u4PeHepzXY/Gzhfi4iD1FMG5FuoUm3qV2bkTtmef9WyjRaTasj37LJmdO2G2WUkplg9CaipMmsTgXk2I7XAZBXYHU//3EyfTczzdZBE5RwpARC5hBXYH0z/awilLLg3qBPH4re0xGAyQm4t92jSSQ+oAkG/yIyo9GXuvnuydNUtTr0Tk4jGZ2DtrFvZePUuV5rVPm4YhL4/Hb21HdN0QUjPyeO3DnykosHu61SJyDhSAiFzCPvluF7/tPYG/2Yfnh19JgJ/pr5K7OTmFIx9RmG1WCA/HumSJgg8RufhMJuf7TXiE29K8/j7w/PAuBPiZ2LHvJB99t8vTLRaRc6AAROQStWVnCp+u3APA47e2p0GdYGfw0b9/iZK7NfKyAQfGkSMVfIhI5TGZMI4a6SzNGxpFnXTnVFB70gHo35964f6MvK09AAtW7WXLzhTPtldEyk0BiMgl6NipbF7/6GcAru/RmNiOlzmDj379sP+wWiV3RaRqKCrNm55CSkhtotKTsZrM2H9YDf360euKOq5FCt/4+BeOpyofRMQbKAARucTk2wqY8r+fyMzJp3nDMO7/u7OiDHFx2OPXkBxap0TJXWN0I5XcFRHPKCzNW7Q+CIDZludcpDA+vnCRwiuIuSyUjGwrr324BZvyQUSqPAUgIpeY95b8wd5DaQQH+vLssC74mnxcJXetJjN10pNJCY0iKC8LwsNg716V3BURz/H3d74PhUecVprXgH3mTHxx8OywLgT6m9iZdIoPvtnp6RaLyFkoABG5hGzafpTFa52Ld/3zzk7Ujgh0Tb0i9RRmWx4GUN6HiFQthfkgf5XmdU7FIjUV+vWjbpgfo27vAMDC1Qls/iPZww0WkTNRACJyiTiemsObn/4KwA2xMXRu5Syx65p6VVhy12ryIzjXgjE2VnkfIlJ1jBuHMbb3aVOxQlxTsXq0rcfgXk0A+NfHv3DsVLYnWysiZ6AAROQSUFBgZ/pHW8jIzqdpgzD+cV1r5wvFp16dVnKXlSs1+iEiVYfJ5HxfKmMqFjYb9w5qTbMGYWTm5DPtgy3k25QPIlIVKQARuQR8smI3f+w/RYCfiTF3d8bXZHSV3NXUKxHxGsWnYhUrzUtqGvTvjy8OxgzrTI0AX3YfTOWjb5UPIlIVeWUAsn//fu6//37at29P9+7diYuLIzc3t1zHpqWlMX78eHr27EmbNm0YMGAA8+fPL3HuSZMmcd1119G+fXv69u3L2LFjOX78eInzbNq0iRYtWpT689RTT1XovYpcqN8TjvOZa72PdtStVaNEyd2SU68yNPVKRKq2oqlYZZTmjQr1Y1Th+iBf/JDA1j3HPNpcESnN637FabFYGD58OPXq1WPGjBmcOnWKyZMnk5aWxvTp0894bFZWFsOGDcPPz4+xY8dSs2ZNDhw4QH5+vmuf9evXs3nzZm677TZatWpFcnIys2bN4vbbb2fx4sXUqFGjxDknT55MkyZNXF+Hh4dX7A2LXID0zDxe/+hnHA645sqG9O5wmfOFYiV3nb9BjHKW3O3bB5Yv1+iHiFRdhVOxjP37E/XDD8Bf+SDB8fEYJ03ibxMmMKBbI77beIB/ffILM57uS2iQn4cbLiJFvO5Txvz587FYLCxatIiIiAgAfHx8GD16NI8++igxMTFlHjt79mxyc3NZsGAB/oVlRbt27Vpin+uuu4677roLg8Hg2taiRQuGDBnC8uXLufHGG0vs36xZM9q0aVNRtydSYex2B//65BdOWfJoUCeIh24ofE7dlNyNSk9xltxV8CEi3sBkcr5f1a6DNSMLX1seWX6BBOdmYJ85E+OLL/LAkCv4Y/9JDqVkMuPTrYy778oSP9tFxHO8bgrWmjVr6N69uyv4ABgwYABms5n4+PgzHvvFF19wyy23uIIPdyIiIkq9QbVo0QIfHx+OHdMwrniPr9Yk8vOuY5hNRsYM64K/X2FgERenvA8R8X6lSvOmkOEf7CzNO2kS/mYTz9zdGZOPkc1/JLN0/X5Pt1hECnldAJKYmFhqlMNsNtOwYUMSExPLPO7QoUOcOHGCkJAQHn74Ya644gq6du3KhAkTzpo/8uuvv1JQUOB2dOWhhx6iVatW9O7dm6lTp5Y7F0XkYko4lMa8pX8A8MANbYiuG+LM+3j5ZeyvvKqSuyJSPRQrzevAQZY5AAD7q5Nh/Hga167BvYOcVf/eXbyDpKMWT7ZWRAp53a87LRYLISEhpbaHhISQnp5e5nEnTpwAYNq0aVx77bXMmTOHhIQE3njjDfLz84mLi3N7XH5+Pq+++iqNGzemT58+ru3BwcE88MADdOnSBT8/PzZu3Mi7777Lvn37mD179nnfn8PhIDu7cmqX5+TklPhb/uLNfZNrLWDaBz9RYHdwZeva9G4bSXZ2NqZXXsH06mTA4Sq5G5WeAmFhZH/9NVitzj9n4M39crGpb9xTv7infinbOffN11/jFx1Nit2PqHTnAoQZpgCCJ0zElp/P1WPHsmVnMr/uOcHU/21m8iNdMfv6XKzmXzR6ZspW2X3jcDg0ne8CeV0AUpazPQx2u7MWeExMDJMnTwage/fu2Gw2pk2bxhNPPEFkZGSp4yZNmsTevXv58MMPMRWbntK6dWtat27t+rp79+7Url2biRMn8vvvv9O2bdvzuo/8/Hx27qzcsoFJSUmVej1v4o19s+SnVI6ezCY4wEifVj7s2rULbDbazppFhn8wWeYAoizHCqdeQfKtt3J0795zuoY39ktlUd+4p35xT/1StnPpm7q33ELUnHewmvxK5IMYZs5i19//ztVX+LLnoJE/j2Xx5iebGNTFewvG6JkpW2X2jdlsrrRrVUdeF4CEhIRgsZQeQs3IyDhjAnpYWBgA3bp1K7G9W7du2O12EhMTSwUgs2bN4vPPP2fmzJnlSjQfOHAgEydOZPv27ecdgPj6+tK0adPzOvZc5eTkkJSURHR0NAEBAZVyTW/hrX3z8+7jbNn7JwCjbm9P25iaAJheeQUfi4VgICjX4hr9sPfuRdj06YSVM/fDW/ulMqhv3FO/uKd+Kdt59c306dh378a8Zi3JxfJBgjMstPn6a2wvvIA5uC6vzvuFLXuz6NOlKV1a1b64N1LB9MyUrbL7JiEh4aJfo7rzugAkJiamVK6H1Wrl4MGD3HzzzWUe16BBA3x9fUttdzgcABiNJdNhPvroI2bOnMnEiRO5+uqrK6Dl5WMwGAgMDKy06wEEBARU+jW9hTf1TWpGLrMXOfM+hvSOoVubBs4XcnOx/+tfzh/KlhTyTc5pCsbYWIwrV5YY2Ssvb+qXyqa+cU/94p76pWzn3DerVjnXAYmPxwEYHHbAgOmNNzC/+CLd2zbgxj4WvlydwOxFf3BF0zrUDPW+D/J6ZspWWX2j6VcXzuuS0Hv37s3GjRtJTU11bVuxYgVWq5XY2NgyjzObzfTo0YMNGzaU2L5hwwZMJlOJUYelS5cSFxfHqFGjuP3228vdtqVLlwKoLK9UOofDwczPtpKeaSW6bgj/uK6V8wWbDVq1gpwcV96H2WaF8HBYuVJVr0Sk+ihcH4TwCLL8ggjKy3Sukp6b53wftNkYNrAVMZeFkpGdz8zPtrp+CSkilcvrApChQ4cSHBzMiBEjWLt2LYsWLWLSpEkMHjy4xBSssWPHlsjRAHjsscfYvXs3Y8aMYd26dbz//vvMnDmTu+66y1XWd/PmzTz77LN07tyZHj16sHXrVtefgwcPus41evRoZs6cyapVq1i3bh3Tp09n6tSpXH311QpApNJ9uyGJn/5IweRj5Om7OjkTLG026N8fe9IBkkPqYMCgkrsiUr0VluYNyssiOTSqcKHVOtiTDkD//vhi5593dMTXZOTnXcf4dkOSp1sscknyuk8gISEhzJs3j7i4OEaOHIm/vz+DBg1i9OjRJfaz2+0UFBSU2Na2bVtmz57N66+/ziOPPEJYWBh33303TzzxhGufTZs2kZ+fz+bNm0uNftx4441MmTIFcC5AuHjxYt59913y8/OpX78+jzzyCA899NBFunMR9/48lsE7X+8AYPj1rZ0ld8G52vkPq8n0q0FUsapXxuholdwVkepr3DiM8+YRlXSA5JDaf+WD/LAa46RJNJwwgXuub82cr7Yzd/EO2jWLpF5kkKdbLXJJMTg0/lhlbNu2Dai8KVzZ2dns3LmTVq1aaT7pabylb/JtdsbMXEPCn+m0bxbJhIe6YzQanKud165Dst252rlzOkIWxuhGsHMnnGExzjPxln7xBPWNe+oX99QvZauQvsnNhVatsCcl4QBSisqOh4dhPHYMu9GHl/77I7/tPUGLhuFMfbwnPj5Ve1KInpmyVXbfVPbnteqoan+3icgZfbJ8Fwl/phMU4MuTd3RwBR/06wepp6iTnkxKaBRBeVkQHgZ795538CEi4jX8/Z3vd+ERhaukJ2M1mZ2rpPfrh9FewBO3d6SGv4ndB1NZ8P25lSIXkQujAETES+1KOsUXhT80H7+1/V/VXOLisMevUd6HiFzaCvNBoiwpAJhteWT4h2CPj4dJk4gMD+CRm5wl8+cv303CoTQPNlbk0qIARMQL5Vpt/OuTX7A7oG+ny+jRrp7zBZsN+4yZWE3mwqpXdQjOzXBWvVLeh4hcasaNg/AIrCY/HECWXyBgwD5zJthsxHZ0vn8W2B28/vHP5OUXnO2MIlIBFICIeKEPvtnJkRNZRIT489ANxeagxsVB6inMtjwMoNEPEbm0FY6CmG3WwqlYzoR0UlNh0iQMBgMjbm5HRIgffx7LZN7SPzzdYpFLggIQES+zLeEEX6/dBzhXOw8KNDvzPl5+Gfsrr5IcUgcAq8mP4FwLxthYjX6IyKVr3DiMsb2JsqTgwEGW2Tld1f7qZBg/nhA/I6Nu7wDA4rX72LrnmCdbK3JJUAAi4kWyc/P596e/AjCgWyM6tXQGG8TFYZ84CWz5WnBQRKS4YgsUpoRGuXJCMkwB2CdMhEmT6NSyDgP/Fg3Am/N/JSsn34MNFqn+FICIeJH3lvzBsVPZ1A4P4L7Blzs3FuZ9ZPgHn5Z4jqZeiYjAXwnp6Smn5YPgyge5b9Dl1K1ZgxPpuby7eIdn2ytSzSkAEfESvxRbtfeJoR0I9Pd1vlCY9xGcaymReG7s20dTr0REiowbh7FvnzLzQfz9TIy6vT0Ayzcd4JddmoolcrEoABHxApk5+cz4zDn1alDPxrRtGul8oXD0oyjvI9/kR1R6MsbY3rB8uUY/RESKmEywfHnJfJDTqmJdEVOLwb2aADDzM03FErlYFICIeIE5i7ZxMj2XurVqMPy61s6NxRccVN6HiMjZFc8HcbNAITYb/xjYSlOxRC4yBSAiVdym7Uf5fsshDAZ4cmgH/P1MzuCjf38tOCgicq5OW6DQ15ZHcmgU9vg10L8//j6UnIq1W1OxRCqaAhCRKiwz28p/Pv8NgBtjm9K6cU3nC3Fx2H9YrQUHRUTOR+EChRn+ISXyQew/rIZJk06birVVU7FEKpgCEJEqbO7XO0jNyKN+ZBB3XdvSubEo7yO0zmkLDqrqlYhIuRSOggTnZpyWD/JXVSzXVKy0HN5boqlYIhVJAYhIFfXL7mOs/OkgBoNzOoDZ18f5QmHVqzrpya7k82BbDsaXX9Loh4hIeY0bh/GlF8Hke9aqWN9t1FQskYqkAESkCsrJs/GfBVsBuL5H47+mXhWremXAQA1rDgDGsc/D+PEa/RARKS+TCSZMwPjC2DNWxRrUszGgqVgiFUkBiEgV9L9v/uBYag61wwP4R5lVr5T3ISJywQrzQcqqijX8utaaiiVSwRSAiFQxf+w/ydL1+wF47Nb2BPgVjmrExanqlYhIRTutKpbZlkeGfwj2+HjXVKyRxaZibUs84cHGilQPCkBEqhBrfgEzPt2KwwH9ujSkY4vazhcKp16p6pWIyEVQOApiNfnhgFJTsdrE1GJAt0YAzPpsK9b8Ao82V8TbKQARqULmr9jN4eOZhAf7cf/fL3duLFzzg9RTp1W90uiHiEiFKBwFMduspIRGUSfd+YseUtOc7782G/cMupyIED+OnMhi/ordnm6xiFdTACJSRST8mcYXPyQA8OjN7QgKNDtfKFzzo6jildXkR3BuBsbYWI1+iIhUlHHjMMb2Jio9hZSQ2qXWBgkK8OWRm9oCsPCHBPYfSfdse0W8mAIQkSrAVmBn5qdbsdsd9GxXj+5t6jpfyM3FPm0ayaF1qGM5RnJoFGabFWPfPrBypUY/REQqiskEK1di7NvHVRXL4LADYJ82DXJz6d7G+f5cYHcw47OtFBTYPdtmES+lAESkCvhydQL7jqQTHOjLQze2cW602aBVK8jJoU56Mimhzjr1hIfB8uUKPkREKprJ5Hx/DY8gyy+IoLxM51Ss3Dzn+7HNxiM3taWGv4mEQ2ksXrfP0y0W8UoKQEQ87OiJLOYvd84nfmBIG8KD/Z0vxMVhTzqgqlciIpWpMB8kKC+L5GILFNqTkmDSJCJC/Ll38BUAfLBsF8knszzbXhEvpABExIMcDgdvff4bVpud9s0j6dvpMucLhVWvMv1qEFWs6pUxOlp5HyIiF9u4cRijG5W5QGH/rg1pE1MLa34B//n8NxwOh6dbLOJVFICIeNDqX/5k697jmE1GRtzcDoPBUKLqVY28TDL9gpxTr/z9YOdOjX6IiFxsJpPz/TYgwG1VLENBAY/f2g5fk5Gte47zw8+HPN1iEa+iAETEQyxZVt75ajsAt1/Tgrq1ajhfKFb1yoABh8H5bWocMwb8/T3VXBGRS4u/P8YxY8qsilUvMog7+rcA4J2vtpOakevZ9op4EQUgIh7y/pIdWLKsNIwK5sY+TZ0bS1W9Kpx61bePpl6JiFS2cePOWBXrxj5NaVwvhIzsfN5dvMOzbRXxIgpARDxgW+IJVmw+CMDjt7TH12RU1SsRkarmLFWxTA47j9/aHoMBVv/8J7/tPe7pFot4BQUgIpUs31bAfxb8BsDA7tG0ahzhfEFVr0REqp6zVMVq3jCcgd2jAXj7i9/ItxV4tLki3kABiEgl+3zVXg4fzyQ82I9/XN/auVFVr0REqq6zVMUadl1rwoP9OHw8i8+/T/B0a0WqPK8MQPbv38/9999P+/bt6d69O3FxceTmli/5Ky0tjfHjx9OzZ0/atGnDgAEDmD9/fol98vPzef311+nZsyft2rVj2LBh7Nq1q9S5jh8/zpNPPknHjh3p3LkzY8aMIS0trSJuUaqpQykZfLZqLwAP3tCGoABfVb0SEanqzlIVK8jXwANDnGuDLFi1hyPHMz3bXpEqzusCEIvFwvDhw8nKymLGjBk8++yzLF68mHHjxp312KysLIYNG8b27dsZO3Ys77zzDvfffz8FBSWHSydPnsxHH33EqFGjeOuttzCZTNxzzz0cP/7X3E6bzcYDDzzAnj17mDZtGnFxcfz888+MGDFC9cDFLYfDwVtf/IatwE7nVnXo2a6e8wVVvRIRqfrOUhWrV/v6tG8eSb7NztsLf9dnAZEz8Lpfrc6fPx+LxcKiRYuIiHDOnffx8WH06NE8+uijxMTElHns7Nmzyc3NZcGCBfgXfrDr2rVriX1SUlKYP38+L7zwArfddhsA7dq14+qrr2bevHmMHj0agOXLl7Nr1y6WLFlCs2bNAKhduzZ33HEHa9eupXfv3hV+7+Ldvt9yiO2JJ/Ez+/DITW1da37YZ8x0Vr0q/I1aVHqKql6JiFRF48ZhXLOGqB9+wAFk+QUSnJuBfeZMjC++yKM3t+Xx135g657jrN16mN4dLvN0i0WqJK8bAVmzZg3du3d3BR8AAwYMwGw2Ex8ff8Zjv/jiC2655RZX8OHOunXrKCgo4Prrr3dtCwoK4qqrripx/vj4eFq0aOEKPgA6duxI/fr1z9oOufRkZlt5b4mzROMd17SgTkSgc+pVv36QekpVr0REvEGxqlgpIXWISk/GajJDair060e9MH9u69ccgDlfbSczJ9/DDRapmrwuAElMTCw1ymE2m2nYsCGJiYllHnfo0CFOnDhBSEgIDz/8MFdccQVdu3ZlwoQJJfJHEhMTqVWrFmFhYSWOj4mJYf/+/djt9jLbAdC0adMztkMuTR8s20l6ppUGdYIZElv43MTFYY9fo6pXIiLepLAqVpQlBQCzLY8M/xDs8fEwaRI3921K/cgapGXk8cE3f3i4sSJVk9d9yrFYLISEhJTaHhISQnp6epnHnThxAoBp06Zx7bXXMmfOHBISEnjjjTfIz88nLi7Odf7g4OBSx4eGhpKfn092djZBQUFl7hcSEnJBAYjD4SA7O/u8jz8XOTk5Jf6Wv1Rk3+w7bGHZhiQA7r2+Oda8XKw2G34zZpBvMlPHkkJyaJRz9CMsjOynn4ZKegbOlZ6Zsqlv3FO/uKd+KZtX9M0//+l8D8/IxteW99dUrBkzyH/6ae4b1JJJ7/3Msg1J9GhTm6aXhV7wJb2iXzyksvvG4XA4p1HLefO6AKQsZ3sYikYuYmJimDx5MgDdu3fHZrMxbdo0nnjiCSIjIwHcnsddMllZ+13IQ5mfn8/OnTvP+/jzkZSUVKnX8yYX2jd2h4O5y4/hcECbRgEYc1PYuTOFurNnE5Wairlwv6LRj+Rbb+Xo3r0X2uyLTs9M2dQ37qlf3FO/lK2q903dW24has47JdYGCU5LI230aHwefpi20YH8npTNzM9+5cEBtfExVswH1qreL55UmX1jNpvPvpOUyesCkJCQECwWS6ntGRkZZ0xAL5pS1a1btxLbu3Xrht1uJzExkcjIyDLPb7FY8PX1JTAw8KztcDdCU16+vr40bdr0vI8/Fzk5OSQlJREdHU1AQEClXNNbVFTfrPzpTw6fPEyAn4nHbu9CeLAf2Gz4ff6584eWJQWryY/gXAv2Xr0Imz6dsCo8/UrPTNnUN+6pX9xTv5TNa/pm+nTsu3YRtXZtiYT0qAULCJs+nccb2HlqxnqSU/P5MyOIa7s1vKDLeU2/eEBl901CgtZ6uVBV95NOGWJiYkpNcbJarRw8eJCbb765zOMaNGiAr69vqe1FIxtGo9F1/pMnT5KWllYiDyQxMZHGjRuX2M/dSEVCQgJ9+/Y95/sqYjAYXEFOZQkICKj0a3qLC+mb9Mw85q90vkndfW1L6tcJdyaeDxqEPTWVOvDX1KvwcEzff4+pCgcfxemZKZv6xj31i3vql7J5Rd98/z322nVIsZv/qmSYlkLgDTcQuHw5/7iuNW9/8Tuffb+Pq7o0JizY74Iv6RX94iGV1TeafnXhvC4JvXfv3mzcuJHU1FTXthUrVmC1WomNjS3zOLPZTI8ePdiwYUOJ7Rs2bMBkMrlGHXr27InRaGTZsmWufbKysvj+++9LnD82NpY9e/aUCIa2bt3K4cOHz9gOuXT875udZGTnE103hOt7NHZuPG3ND+fUK5R4LiLijYoS0stYG2RAt2ia1A8lKyef/ykhXcSl0gKQuLg4duxwliEtKChgzZo1HD58+JzPM3ToUIKDgxkxYgRr165l0aJFTJo0icGDB5eYgjV27Fhat25d4tjHHnuM3bt3M2bMGNatW8f777/PzJkzueuuu1xlfevUqcPQoUOZPn06CxYsYP369YwaNQqA4cOHu87Vv39/WrRowahRo1i1ahXLly9n9OjRdOrUiV69ep3zfUn1suvAKZZvOgDAoze3xcfHWHLND8sxkkPrEJyboTU/RES82bhxGPv2IcqSggMHWX7O38DbZ87Ex17Aoze1BWDF5oPsPnDKgw0VqToqLQBZvHgx0dHRALzxxhuMHz+e22+/ndWrV5/TeUJCQpg3bx6BgYGMHDmSKVOmMGjQIFcVqyJ2u73UCudt27Zl9uzZJCQk8Mgjj/DOO+9w991388wzz5TY77nnnuOOO+7g3//+N48++ihWq5V58+a5ktQBTCYTc+bMoWnTpjzzzDM8//zzdOjQgf/85z8amrvEFdgdvP3F7wBc3aUBrRvX1JofIiLV1VnWBml5WQhXd2kAwP8t/J0Cu1ZIF6nUTz01atTAbrfz1VdfsWDBAtLS0njuuefo06fPOZ2ncePGzJ0794z7TJkyhSlTppTa3qNHD3r06HHGY81mM6NHj3atel6W2rVr8+abb569wXJJWfbjfvYdTqdGgC/3XH+5c2OxNT+iLMe05oeISHVSNBVrwgTgr7VBguPjMU6axPDRz7Nx21ES/kxn+aYDDOwe7dn2inhYpY2AtG7dmm+++YYlS5bQqFEj6tatS6tWrTh06FBlNUHkokvNyOXDZc7iBP+4rpUz4bBw6pXVteaHc+oV4eGaeiUiUl2MGwfhEVhNfq6qWGDAPnMm4QEm7ry2JQAffPMHliyrR5sq4mmVFoC8+OKLvPPOO7zyyis8+uijAPz555+q5CDVyvtL/iAr10bTy0IZ0C3aOfWqf39IPYXZlocBNPohIlIdFY6CmG1WUkKjXFWxSE2D/v25/soGRNcNISM7nw+WVe56XyJVTaUFIE2aNGHhwoVs2rSJnj17ArBz504GDhxYWU0Quah2HzjF91ucI3qP3NTWuehUsapXQOGaHxkYY2M1+iEiUt2MG4cxtrfbqlg+r77Cwze2AeC7jUkkHErzbFtFPKhCA5B3332XzMzMcu9/zTXX8MILL1RkE0Q8wm53MPvLbYAz8bxFowg3Va+iMNuszqpXK1dq9ENEpLoxmWDlyjKrYl3RKIw+HS/D4XAmpNuVkC6XqAoNQP71r3+xb98+AG644QbGjRvHp59+yo4dO7DZbBV5KZEq5fsth9h7KI0APxPDryss/xwXp6pXIiKXmlJVsZyjIKSmwqRJ3DOoNQF+Puw+mMqqnw56urUiHlGhn4I2btzoKkFbv3591q1bx+eff47BYMDX15cWLVrQpk0brrjiCq644gqaNWumkrXi9bJz85lXuMDU0GuaEx7i/9foh6peiYhceopVxSpKSA/OzcA+cyY1X3yRO/q35N3FO5j3zR90b1OXoECzp1ssUqkq9JNQjRo1XP/+z3/+A8CpU6fYtm0b27ZtY/v27axYsYKPP/4Yg8FAcHAwAwYM4NlnnyUoKKgimyJSaT5dsYe0jDzq1arB4F4xJdf8AJJDowpHP1T1SkTkkjFuHMyYSUqBb+HaIH6YC9cGGfzdclZsPsChlEw+Xr6bh25o4+nWilSqi/6r2IiICGJjY4mNjXVtS0lJYceOHfz44498+eWXOByOUgsJiniDw8cz+XptIgAP3tAGX5MRxk/Umh8iIpe6M6wNYnr1FR666zFenL2Bpev3M7B7NA3qBHu4wSKVp9KqYBVXp04drrrqKsaNG8fLL7/M999/74lmiFywd77ajq3AQedWdejcqo7W/BARkb+cYW2Q9k0i6Hp5FHa7g3e+3u7plopUKo8EIMW1a9eOhg0beroZIudsy84UtuxMweRj4IEhV2jNDxERKeksa4Pcd11LTD4Gftl1jC07UzzdWpFK4/EApFGjRsyfP9/TzRA5J/k2O+985Sy7O7hXDPUjg7Tmh4iIlHaGtUHqvf2GM3eQohF1u4cbK1I5PB6AiHijxWv3cfh4FmHBfgy9prnW/BAREffOsjbI7X2aEBpk5vDxTJau3+/ZtopUEgUgIuco1ZLL/BW7ARh+XWsC/X215oeIiJTtDGuD1Jg+hWEDWwHwyfLdpGfmebixIhefAhCRc/S/b3aSk2ejecMwrurcoMSaHwYMyvsQEZHSiqpilRgFcSak9+tYn8b1QsjKyeej73Z5uqUiF50CEJFzkHAojZWFK9c+dEMbjEbDX6MfqnolIiJnUlgV6/RREJ9X4niwcC2Q7zYksf9IuocbKnJxKQARKSeHw8Hcxc5SiX06XUaL+iHw8svYX3lVox8iInJ2p4+CmAMAsL86mTYfzKJHmyjsDmdCusPh8HBjRS4eBSAi5bRxezLbE09iNhn5x8DWzqpXEyeBLV+jHyIiUj5FoyChUURZnKV3M0wB2CdM5N7ElfiajPyecIKN25M93FCRi0cBiEg55NvsvLdkBwA39GlKZLAv9hkzyfAPPm30A41+iIhI2YpGQdJTTlugECL/8zo39GoMwHuLd5BvK/BgQ0UuHgUgIuXwzY/7OXrCWXb35r5NXXkfwbmWEqMfxr59NPohIiJnNm4cxr59nAsUnpYPcuvmL4gI8ePoySy+XrPP0y0VuSgUgIicRUa2lfnLnWV37762FYEmg6vqFUC+yY+o9GSMsb1VdldERM6usCyvMbZ3qapYfrPe5B/XtgTgs1V7VJZXqiUFICJnMX/FbjJz8omuG0K/KxueVvXKueAg4eFacFBERMqvcIFCd1Wx+i59jyb1Q8nOtbl+ASZSnSgAETmDIyeyWLrOuTLt/X+/HB97gdb8EBGRilHG2iDMmsl91zlHQZZtSOLPYxmebadIBVMAInIGHy/fS4HdQedWdWjfJAL699eaHyIiUnGKVcWqk+782UJqGu1G3EmXVrUpsDuYt/QPT7dSpEIpABEpw/6UXH7aeRyj0cB9gy93lt39YbWqXomISMUpVhUrJaS2ayqW/YfV3HtgNUajgY3bk/kjKdXTLRWpMApARNyw2x0s/8W5Eu213RrRoGaAc+pVaB3qWI6p6pWIiFScwqpYJadiQf3/vMaAKxsA8OG3e7BrcUKpJhSAiLix9rejHE3NJ8DPxJ0DWv6VeJ6eTEqoM1mQ8DBVvRIRkQtXWBXLXUL6Hb8vIcDPh8TDFnYcyPF0S0UqhAIQkdPk5tmYvzIBgJv6NCbU5MA+bZoSz0VE5OI5LSHd4LADBkKnv8rNhYsTrvwtHWu+FicU76cAROQ0X61J5JQlj7AaPlzbuS60agU5OUo8FxGRi6swIT3LL4igvExnQnpuHkNG3khEsB/pWQV8u+mQp1spcsEUgIgUk56Zxxc/OEc/rm4XSuDr07EnHdDoh4iIXHyFoyBBeVkkF5uKZU7cy525OwH4Mn4/liyrhxsqcmEUgIgUM3/FbnLybDSpF8zl9X3xefttMv1qEFVs9MMYHa3RDxERuTjGjcMY3ajU2iBX/XcSUWEmsnNtfLpCixOKd/PKAGT//v3cf//9tG/fnu7duxMXF0dubu5Zjxs2bBgtWrQo9ScxMdG1z8KFC93u06JFC+6//37Xfps2bXK7z1NPPXVR7lkuvqMnsvh2QxIAd/WLocXIkRhSU6mRl0mmX5Az8dzfD3bu1OiHiIhcHCaT8+dMQECJtUF8UtO4d837ACxdv58jxzM9206RC+B1n6IsFgvDhw+nXr16zJgxg1OnTjF58mTS0tKYPn36WY/v2LEjzz77bIltl112mevfffr04dNPPy3xelJSEs8++yy9e/cudb7JkyfTpEkT19fh4eHnektSRXywbCe2AgcdW9am/Wf/xbTlZ+cQuOUYDoMzVjeOGQP+/h5uqYiIVGv+/hjHjCFqwkSSi60N0m3lF3RsP4hf7GHM++YPnh9+padbKnJevC4AmT9/PhaLhUWLFhEREQGAj48Po0eP5tFHHyUmJuaMx4eEhNC+ffsyX4+IiHCdt8jatWvx8fHhuuuuK7V/s2bNaNOmzbnfiFQpew6msnbrYQwGuOfaFvi0u9655kfhb56i0lO05oeIiFSeceMwrllD1A8/4ACy/AIJzs3g3s+nsfXmV/nx96Ps3H+KVo0jznoqkarG66ZgrVmzhu7du5cIEgYMGIDZbCY+Pv6iXHPJkiV069aNyMjIi3J+8SyHw8G8pX8A0LdTAxrPnYEhNVVrfoiIiOeUsTZIw6Q/uNrnBADzvvkDhxYnFC/kdQFIYmJiqVEOs9lMw4YNS+RylGXz5s20b9+eNm3acPfdd/PTTz+dcf9t27aRlJTEoEGD3L7+0EMP0apVK3r37s3UqVPLlYsiVcvPu47xe8IJfE1G7urXzLniuapeiYiIp522NkhRQvrQj17FbDKyY99JtuxM8XQrRc6Z132islgshISElNoeEhJCenr6GY/t0qULQ4YMITo6mmPHjjF37lzuvfdePvjgAzp06OD2mCVLluDn50f//v1LbA8ODuaBBx6gS5cu+Pn5sXHjRt5991327dvH7Nmzz/v+HA4H2dnZ5338ucjJySnx96XIbnfw3uLtAFzbtQFh/57iXPEcSA6Nco5+hIWR/fTTUEn/L1WZnpmyqW/cU7+4p34pm/rmNP/8J34zZpBSYHaNgtQ6vI/rHH+yiHq8v2QHrRoGYzQaPN1Sj6nsZ8bhcGAwXLr9XRG8LgApS3kehlGjRpX4uk+fPgwaNIi33nqLOXPmlNrfbrfzzTff0KdPH4KCgkq81rp1a1q3bu36unv37tSuXZuJEyfy+++/07Zt2/O6j/z8fHbu3Hlex56vpKSkSr1eVbJ1XxYHUzLx9zXQqlYOhlmzXInnRaMfybfeytG9ez3d1CrlUn5mzkZ94576xT31S9nUN3+pe8stRM2ZUyIX5KZ3J/LtA7M5mJLJp8t+pn2TGp5upsdV5jNjNpsr7VrVkdcFICEhIVgsllLbMzIyzpqAfrrAwEBiY2P57rvv3L6+adMmjh07xuDBg8t1voEDBzJx4kS2b99+3gGIr68vTZs2Pa9jz1VOTg5JSUlER0cTEBBQKdesSqz5Bcxc+iMAN8U2pvuLj2O0WKiDxTX64QgLI2z6dMI0/QrQM3Mm6hv31C/uqV/Kpr5xY/p0HAs+J8Xh91dxlJMp3Lp/DR9c1ov1u3K4ZUBHfE1eN7O+QlT2M5OQkHDRr1Hded2nqpiYmFK5HlarlYMHD3LzzTef8/nOlLy1ePFigoODiY2NPefzni+DwUBgYGClXQ8gICCg0q9ZFXz7w15OpudSK9SfmzYuxLhm7WmjH1AwYgSBbqb8Xeou1WemPNQ37qlf3FO/lE19U5J1xKNEvTq5RFnewQtnsfSJrhxPg9VbUxjS+9x+EVvdVNYzo+lXF87rQuXevXuzceNGUlNTXdtWrFiB1Wo950AhOzub+Ph4t2V0rVYrK1asoH///uUeZlu6dCmAyvJ6gYxsK5+tck6ruqtfU3xfm+osu2s55lrxPLNzJ2ynrRkjIiLiCbZnnyWzcydXQrrBYcfPZuWO798D4NMVe8jKyfdwK0XKx+tGQIYOHcqHH37IiBEjGDFiBCdPnmTKlCkMHjy4xBSssWPHsmjRIv74w1ledcuWLcydO5drrrmGevXqcezYMd577z2OHz/Om2++Weo68fHxWCyWMqdfjR49mkaNGtG6dWtXEvr777/P1VdfrQDEC3y+ai9ZOflERwXT965rICeHOjk5pLgSz0PZO2sWrTT1SkREqgKTib2zZtF+4ECysvMJysskOTSKq7cu56tON/AndfhydQJ3D2zl6ZaKnJXXfboKCQlh3rx5xMXFMXLkSPz9/Rk0aBCjR48usZ/dbqegoMD1dWRkJFarlTfeeIO0tDQCAgLo0KEDEyZMcJuvsXjxYiIjI+natavbdjRr1ozFixfz7rvvkp+fT/369XnkkUd46KGHKvaGpcKdTM9hybp9APwjfSuGpKRSiee2ESNUdldERKoWk4mCRx8l6NXJzp9bhVOx7l79HlP+/hyL1iRyfY/GhIf4e7qlImfklZ+wGjduzNy5c8+4z5QpU5gyZYrr60aNGp31mOJmzJhxxtcffvhhHn744XKfT6qO+Sv2YLXZaR0dTseXXyHTrwZRlhRX4rkxOto59UqVr0REpIqxPfss5o8/JiopyVUVq1vCJpofS2RP7Rjmr9jNoze383QzRc7I63JARC7EkROZrNh0AIB/pGzCkHqKGnmZZPoFOade+fvBzp0a/RARkarJZHL+nAoIcK2QnukfzD9WO3NBvtt4gCMnMj3cSJEzUwAil5SPv91Ngd1Bx+aRtHprimvFc4fBCDgwjhkD/hq6FhGRKszfH+OYMSVWSG/z5w46/vk7BXYHHy7b5ekWipyRAhC5ZOw/ks6arX8CMOzrN50rnltSXFWvCA+HF1/0cCtFRETKYdw4CI8gJTTKtTbIP75/D4PDwdqth0k4lObpFoqUSQGIXDI++nYXDgf0MKXS5JsFrtGPojU/jCNHauqViIh4B5MJ46iRRKWnkFK4NkitzJP03rUGgA++3enhBoqUTQGIXBJ2JZ1i045kjAa489PXSq35YezbR6MfIiLiXcaNw9i3T4mpWHf8OB8fu41fdh1jx76Tnm6hiFsKQKTaczgc/O8b52+Crjad5LIDf1AnPZmUUGfyHuFhsHy5Rj9ERMS7mEzOn1/hEa6E9KC8LPptXwXAB8t24nA4PNxIkdIUgEi199ve42xLPIHJx8jtH00+beqVQ1OvRETEexVNxSo2CnLrxgWYCvLZse8kW/cc93QLRUpRACLVWvHRj+uMyUT+maDEcxERqV6KEtILR0H8bVYG/vYtoFEQqZoUgEi1tnH7UfYeSsPf7MPN/3tVox8iIlL9uBkFuWXzF/jl57H3UBqbdyR7uoUiJSgAkWqrwO7gg8Ja6H8/uIGwo0ka/RARkerptLK8ub7+DPp1CQAffrsTu12jIFJ1KACRaiv+l0McSskgCBtDvnhTZXdFRKT6clOW95ptKwnMyyLpaAbrfjvs6RaKuCgAkWop32bno+92A3DTli/J9A9W2V0REaneTivLa8DBDVu+AuDjb3dRUGD3bPtECikAkWpp1U8HOXYqm7D8LAb9uEBld0VEpPorVZY3mWt//47gHAuHT2Txw+YDnm6hCKAARKqhfFsBn67cA8At6z4hNTBcieciInJpKJaQDhCak86gX5cC8MkXP5FvK/Bk60QABSBSDS3fdJATaTlEZKXS94/VSjwXEZFLS2FCutXkhwP4254fCc88xTGHH8t/3O/p1okoAJHqxZpfwGcrnbkft2z8jKC8TAyg0Q8REbl0FI6CmG1WUkKjaHDqT679/TsAPv18M7nZeR5uoFzqFIBItfLtxiROWfKomXGCtgd+B8Bq8nMmnsfGavRDREQuDePGYYzt7aqKdfPmhdSyHCfVtwbfTHrH062TS5wCEKk2cq02Pl+1F4Brf/uOy9KOkBwahdlmdVa9WrlSox8iInJpMJlg5UpXVSyTPZ/rtn4DwBeWUHKycj3bPrmkKQCRauPbDUmkZuRRO/0YN2z5UlWvRETk0nZaVawbfv6aOmnJWPyDWRr3rqdbJ5cwBSBSLeTm/TX6MeC3bzHbC5T3ISIiUqwqltFRwMDflgGw0BKiURDxGAUgUi0sXb+f9CwrUWnJDPnlK1W9EhERKVJYFSslpA5//2UJUWnJZPgHs0SjIOIhCkDE62Xn5vPFD0W5H8vwtds1+iEiIlKkjFGQLy0hZGsURDxAAYh4vSXr9pORnU+91MMM/mWxRj9EREROV2wUZPAvS4hKPUqGckHEQxSAiFfLysnny9UJAFy79VtMDodGP0RERE5X5ihIqEZBpNIpABGvtjg+gcycfC47eYjrty7V6IeIiEhZikZBQqMY9OtS6qQlk+EfxJIHXgabzdOtk0uIAhDxWpk5+Sxa8QcA1/5WfPQDjX6IiIicrmgUJD2FE8G1uPPHTwBYFN6G7ImveLhxcilRACJe66sf9pKFiXqph7lu6zLX6Iexbx+NfoiIiLgzbpxrccKeu9c6R0ECgvl6TaJGQaTSKAARr5SZbeXrVbsAuHvdhxwPra1FB0VERM6m2OKEJ4IjuevHjwH46vL+GgWRSqMARLzS4vgEsvGh/qk/6b53kxLPRUREyqtYQnqP3euISjtKpn8wX6/dp1EQqRReGYDs37+f+++/n/bt29O9e3fi4uLIzT17BYdhw4bRokWLUn8SExNL7Odunx49epQ63/Hjx3nyySfp2LEjnTt3ZsyYMaSlpVXUbUoZsnLy+WrlTgDu+PETjoXWVuK5iIjIuShMSD8RHMld6wtHQVpfQ5ZGQaQSeN2vii0WC8OHD6devXrMmDGDU6dOMXnyZNLS0pg+ffpZj+/YsSPPPvtsiW2XXXZZqf2GDRvGoEGDXF/7+vqWeN1ms/HAAw+Qn5/PtGnTsNlsvPbaa4wYMYKPPvoIg8FwnncoZ7NkbQJZmKibeoS/7d1Itl8NNPohIiJyDopGQSZMoFbGcT7+250cDa/L12v3cYfNpp+nclF53dM1f/58LBYLixYtIiIiAgAfHx9Gjx7No48+SkxMzBmPDwkJoX379me9Tt26dc+43/Lly9m1axdLliyhWbNmANSuXZs77riDtWvX0rt373Lfk5RfdlYuXy39DUwBDN0wn+MhkYW5Hxr9EBEROSfjxsGMmZywm7nzx495/fqn+ap1f/5+7SBqfLtEQYhcNF43BWvNmjV0797dFXwADBgwALPZTHx8fKW1Iz4+nhYtWriCD3COrtSvX79S23FJsdlYdt84MkwB1E5Podfu9Sq7KyIicr6KleVtmryXy04eIss/iCUZwdCvn/JB5KLxugAkMTGx1CiH2WymYcOGpXI53Nm8eTPt27enTZs23H333fz0009u9/vvf//L5ZdfTufOnXnyySc5cuTIWdsB0LRp03K1Q85d7qRX+TKiLQBDN3zK8ZBIld0VERG5EIVleeulJ3PrpgUALOo0hKwfN8GkSZ5tm1RbXvcrY4vFQkhISKntISEhpKenn/HYLl26MGTIEKKjozl27Bhz587l3nvv5YMPPqBDhw6u/W644Qb69OlDrVq12LNnD2+//TZ33nknX331FaGhoa52BAcHu23HhQQgDoeD7Ozs8z7+XOTk5JT4u0qz2fhu1R+kd21HnbRkWh7Z5Zx6FRZK9qJFYLU6/1QQr+qbSqR+KZv6xj31i3vql7Kpb9y7qP2yaBF+0dF0TfyJuqlHOBpej+/aDuCGGTPIffrpKj/DoLKfGYfDoVzfC1S1n6hzUJ6HYdSoUSW+7tOnD4MGDeKtt95izpw5ru1Tp051/btLly506tSJm266ic8++4wHH3zQ9Zq7613oQ5mfn8/OnTvP+/jzkZSUVKnXOx81Z8/hy8sHAHDL5s8Jyc0EHCTfeitH9+69aNf1hr7xBPVL2dQ37qlf3FO/lE19497F6pe6t9xC1Jx3uGbbCv7XezgLu9zIwN+WkTZ6NEcffviiXLOiVeYzYzabK+1a1ZHXBSAhISFYLJZS2zMyMs6agH66wMBAYmNj+e677864X8uWLWncuDE7duwoVzvcjdCUl6+vL02bNj3v489FTk4OSUlJREdHExAQUCnXPC82Gyt3nCS1WwSRlmP02PMjNazZ2Hv1Imz6dMIuwm9mvKZvKpn6pWzqG/fUL+6pX8qmvnHvovfL9OnYd+1iyPqvWdZ+IMdDarPyin5cv2ABYdOnV+lRkMp+ZhISEi76Naq7qvs0lSEmJqbUFCer1crBgwe5+eabz/l8DofjvPaLiYlxO1KRkJBA3759z7kdRQwGA4GBged9/PkICAio9GuWm81G/uAhLLx8KADXbFtJDWsOhIdj+v57TBf5DbFK940HqV/Kpr5xT/3invqlbOob9y5qv3z/Pfbadbhm20o+7nEnC668hf6/ryDwhhucq6dX4SAEKu+Z0fSrC+d1Sei9e/dm48aNpKamuratWLECq9VKbGzsOZ0rOzub+Ph42rRpc8b9du7cSVJSUon9YmNj2bNnT4lgaOvWrRw+fPic2yFnEBfH8hMmTgbXombGCa7ZthJQ1SsREZEKV1gV68YtiwjLSiU1KIJl7QZi/2G1EtKlQnldADJ06FCCg4MZMWIEa9euZdGiRUyaNInBgweXmII1duxYWrdu7fp6y5YtPProoyxcuJCNGzfy9ddfc9ddd3H8+HEee+wx135z585l/PjxfPPNN2zcuJEPPviABx54gKioKG699VbXfv3796dFixaMGjWKVatWsXz5ckaPHk2nTp3o1atX5XRGdWezkTfrLT7r5uz3fttXEZGdqqpXIiIiF8u4cfj37sHNmxcC8FWnwRQYjNhnzlRZXqkwXvcr5JCQEObNm0dcXBwjR47E39+fQYMGMXr06BL72e12CgoKXF9HRkZitVp54403SEtLIyAggA4dOjBhwgTatm3r2q9x48YsX76cb775hqysLMLDw4mNjeXJJ58skdthMpmYM2cOr7zyCs888wwGg4GrrrqKsWPHamiuosTFsbpuO04F1SQkO52bf1oI4WFeMQwsIiLilUwmWL6cAXUb8FnOrZwIieS7tv257rdlzlGQCRM83UKpBrzyU1zjxo2ZO3fuGfeZMmUKU6ZMcX3dqFGjsx4DcNVVV3HVVVeVqx21a9fmzTffLNe+co5sNvJn/of5N00GYNCvS/Gz5WEc+ayCDxERkYvJZCLgsYe58Zsv+V+v4SzqNIQBvy+HmTMxvviifg7LBfO6KVhyiYiLI77OFZwIiSQoJ4MhP38N4eGaeiUiIlIZxo1jYNImAnOzSAmL4vvLr4LUVOWCSIVQACJVj81G/sxZzO/urHx1/dZv8LflKvFcRESksphMBI14kCG/fAXAws43YEe5IFIxFIBI1RMXx8aazUkJiyIwL4sbfv5Kox8iIiKVbdw4Bu3/EX9rDkci6hPfqrdGQaRCKACRqsVmo2DGTD7pfgeAs/64NVujHyIiIpXNZCLkkfsZ9OsSABZ2vhEHBo2CyAVTACJVh80G/fvza0hDDtVqiDk/r7DylUY/REREPGLcuP9v787jYzrbx49/JstkIQlBEkIigggidtIgsVaJUqpU+VI8WmqpVmuptqhaWlTxo6ra0moVbbWx6xahD9EHpdYgikSWhiyyz2R+f8RMjUz2ZCaTXO/Xy6vNmfucuc81JydznXvjyWtHUeZkcbOeJz+36gX3kqBfP0lCRKlJAiIqj8WLyf31N756bBQAvS78imNmqrR+CCGEEKZiZUXtF8blTcMLHPLrS4qtgyxOKMpEEhBROahU5K5Zy9FmjxFZvzmWahXDT+ySRQeFEEIIU5s/n6dsErBWZXO5QQvOePoDSFcsUWqSgIjKYfFiuHeXX1sFA3mtH3Wt1bLooBBCCGFqVlY479tNn8ijAPzasieptg4yIF2UmiQgwvQetH6cbNyBP5p0QpGby9CT30nXKyGEEKKysLJiaEdXLHLVnPJqz8UGPiAD0kUpSQIiTO9B60dYyyAAAq8co4EiU7peCSGEEJWI21uv0y0qAoCwFj2kFUSUmiQgwrQetH6cbdiaY80DARgmrR9CCCFE5WNlxdN+tQD4vfljRNX1RFpBRGlIAiJM58G0u9y7y5EWPci1sKTD9T9ookqS1g8hhBCiEvJ6exYdb/1JroUl4S26EevkKtPyihKTBESYzoNpdy+6+fBrq54ADI/4Vlo/hBBCiMrKyoqnm9sB8EurXlirskmVaXlFCUkCIkzjQderWCdXfm/+GCpLa1rePk8rHzdp/RBCCCEqsVYLZuJ7PwaVpTU/th9Emo09INPyiuKTBESYxoOB53ZZaRz0fxyA4RcOyLS7QgghRGVnZcXwqU8CsN//CWpm3pcB6aJEJAERxqdt/XB0ZV+7gWRZ29Ik7hodnuopyYcQQghhBjq2bkBjiwyylLbs8+//oBVEBqSL4pEERBjfg9YPx4xkfmw/CICnLxxA8ZZ0vRJCCCHMgUKhYNgzAQD82OFJaqfdk1YQUWySgAjjeqj141Cbx0m3qUGDu9E8FhIgrR9CCCGEGenevhGuiixS7Rw53Lq3tIKIYpMERBjXg9YP5/uJfN/xKQCGXTiIpbR+CCGEEGbF0tKCoYM7APBdp6HUTf1HWkFEsUgCIoznodaP8BY9SKpRC+f7ifR8vJ20fgghhBBmqHfXxtRS5JDoUJcjPt2kFUQUiyQgwjgeWnSwXko8O7s8DcCgiz9h/dZ8E1dOCCGEEKVhY23Jk4+3BmBn1+HUS46XxQlFkSQBERVPpYI+fcj99TdiHV055dWRO7UbYJeVzhPBPtL6IYQQQpixAd28sUdNTG13fmrdG7fkWLKtlHmLE/bpI0mIyEcSEFHxFi8mN+wIsU6uuKbEsz3gGQCeSLpAjbfeMHHlhBBCCFEWNeyseSK4OQA/t+6NBlCqsvJWSA8Lk/EgIh9JQETFejDuI9tKiWtyLP9t2pWrbs2wUqt48sPZ0vohhBBCVAGDg5pibWXB5QYtONuoDRqQ8SCiQJKAiIr1YNYrpSoLBfBLq14ABNskUadOTdPWTQghhBDlorajLT07NAJgT7sQ4hxdcUuOk1mxhEGSgIiK89CsVwA36jbmjyZ50/U9NX2oKWsmhBBCiHI2JMgbgIimnVFZWqJBI60gwiBJQETFeGjWK9eUOGKd3NjX9gk0Cgs6+brg4V7b1DUUQgghRDlq5OpAl1ZuAPzw2AjinNxwTY6TWbFEPpKAiIqxeLFu1isFCnIsrPmlZU8AhvVqbuLKCSGEEKIiPBXcFIBffbpjm5NJnKOLritW7q+/SVcsAUgCIiqCtuvVg1mvYp1c+a1lEDlWSnw8atHSy9nUNRRCCCFEBWjp5YyPZ21ysGDvkCm4pcQ91BUL6YolAElAREV4MPDcNTmWOCdXnNKT2d/2CQCG9WqGQqEwcQWFEEIIUREUCoWuFWSfVyAZ9erLgHSRj1kmIFFRUUyYMIG2bdsSEBDA4sWLyczMLHK/MWPG4OPjk+/ftWvX9I79zjvvMGDAANq2bUvPnj2ZN28eCQkJesc6ceKEwWPNnDmz3M/XrDw08FyBghpZ6Rxu3Yc0mxq416tB51b1TV1DIYQQQlSgrq3rU79uDe5n5PDLxHmPtILIgHQBZrcIQ0pKCmPHjqVBgwasWbOGu3fvsnTpUpKSklixYkWR+7dv357Zs2frbWvYsKHu/48dO0ZERATPPPMMvr6+xMbGsm7dOkaMGEFoaCg1atTQ23fp0qU0adJE93Pt2tV8cLW29QOIdXKjbuo//NBpCABDgppiaSGtH0IIIURVZmmhYEiQNxu+Pctu++b0d65LgspS1wrioG0FWbjQ1FUVJmJ2Ccj27dtJSUlh9+7dODvnjSWwtLRk1qxZTJ48GW9v70L3d3R0pG3btgW+PmDAAJ577jm9bkI+Pj4MHjyYQ4cO8dRTT+mVb9asGX5+fqU/oarkodYPt5R4amSlc9QnkH9q1qFWTRt6dWxk6hoKIYQQwgh6dWzEtgOXiL+XwfEX3yBwyUzd4oQOmankrl2LxZtvyoLE1ZTZdcE6cuQIAQEBuuQD4PHHH0epVBIWFlbm4zs7O+cbo+Dj44OlpSXx8fFlPn6VlW/aXVdqZqbyXZenARjUvQlKa0sTV1IIIYQQxmCrtGJgoBcA39Vpi6a2s0zLK3TMLgG5du1avlYOpVKJh4eH3liOgkRERNC2bVv8/PwYPXo0J0+eLHKf06dPo1arDbauTJo0CV9fX3r06MHy5cuLNRalSnpk2t0aWemcbtyOv50bYau0ZMBjjU1dQyGEEEIY0cBAL5RWFlyNTub8lLm4JcfJtLwCMMMuWCkpKTg6Oubb7ujoSHJycqH7durUicGDB9O4cWPi4+PZvHkzzz//PF988QXt2rUzuE9OTg5LlizBy8uL4OBg3XYHBwcmTpxIp06dsLGx4fjx43z66adcv36djRs3lvr8NBoN6enppd6/JDIyMvT+W2oqFTZr1hDn5Kp7suGWHMf3fcYC0KuDOxaoSE83n6cc5RabKkbiUjCJjWESF8MkLgWT2BhmjnGxtoCg9g04HHGbXQ270LJHd9yOHNHvirVmDZmvvlqmrljGjo1Go5EZPcvI7BKQghTnYpg+fbrez8HBwYSEhLB+/Xo2bdpkcJ933nmHyMhIvvzyS6we+uVo2bIlLVu21P0cEBCAi4sLixYt4uzZs7Rp06ZU55GTk8PFixdLtW9p3bhxo0z719+4Ebd793AF4pzccEuO46pnS846eqJQQHOXbKOfU3kpa2yqKolLwSQ2hklcDJO4FExiY5i5xaWFq4rDwOnIuxx+4136nBlIAnb/DkhPSiJp1izuvPBCmd/LmLFRKpVGe6+qyOwSEEdHR1JSUvJtT01NLXIA+qPs7e0JCgri4MGDBl9ft24du3btYu3atcUaaP7EE0+waNEi/vrrr1InINbW1jRt2rRU+5ZURkYGN27coHHjxtjZ2ZXuICoVNrt26Q08Bw2hw1+GXOjaypWAjuY3SL9cYlMFSVwKJrExTOJimMSlYBIbw8w5Lieu5RJxIZ7z8Tb0njoVtyVL9FpB3HbupNaKFaVuBTF2bK5evVrh71HVmV0C4u3tnW+sR3Z2Njdv3mTYsGElPp5GozG4fdu2baxdu5ZFixbRu3fvUtW1NBQKBfb29kZ7PwA7O7vSv+eCBeQ+aP2IfdD6cbdBY44qXAANT/f2Mfr5lKcyxaYKk7gUTGJjmMTFMIlLwSQ2hpljXIb38SHiQjzHzt7h+dlzqb3hI+LU1nqtIPYrV5Z5Wl5jxUa6X5Wd2Q1C79GjB8ePH+fevXu6bYcPHyY7O5ugoKASHSs9PZ2wsLB8rRt79+5l8eLFTJ8+nREjRhT7eHv37gWoPtPyGlh0EDTsHzMblVqDb2NnmntU83VRhBBCiGquhaczLb2cUak1hP73byymT5PFCas5s2sBGTlyJF9++SVTpkxhypQpJCYmsmzZMgYNGqTXBWvevHns3r2bCxcuAPDHH3+wefNm+vbtS4MGDYiPj+ezzz4jISGBDz/8ULdfREQEs2fPpmPHjgQGBnLmzBnda87Oznh4eAAwa9YsPD09admypW4Q+ueff07v3r2rTwLyyKKDbslxZNZzZb+1B+TkMCSoZF3ihBBCCFE1DQ1uyoWoCA789wYj5s3BZs1a/VYQWZywWjG7BMTR0ZEtW7awePFipk2bhq2tLSEhIcyaNUuvXG5uLmq1WvdzvXr1yM7OZtWqVSQlJWFnZ0e7du1YuHCh3niNEydOkJOTQ0RERL7Wj6eeeoply5YBeQsQhoaG8umnn5KTk4O7uzsvvvgikyZNqsCzr0QMLDoIGn6b+Aap6Tm41bGnS+v6pq6lEEIIISqBTi3daFC3BjH/pPHTqRgGTZ+G28KFsjhhNWWWn7CXlxebN28utMyyZct0yQKAp6dnkfsATJs2jWnTphVZ7oUXXuCFcpixwSw9vOgg/7Z+5NZ25gcHX8hK48nu3lhaSB9JIYQQQoCFhYIne3jz0XdnCQ2/zoB5b6BYs5a4XOW/U/jfi8v7fnHokCQhVZzZjQERlYCBRQcBTk1+g5h/0qhha0Wfzh4mrqQQQgghKpPeHRtR086aO4lpnLzyT95YEFmcsFqSBESUjLbrlZMrrinxxDq54pCZikXPYHY36ARA/4DG2NnIkwshhBBC/MvWxorHu3oCsDvsGsyfj0XP4EcGpCMD0qsB+ZYoSuahgefaRQepXYurn+3k3JqjWFooCOnWxNS1FIBarSYnJ6dcj5mVlaX7r4WFPL94mMTGMImLYRKXglVkbKytrbG0tCzXY4qSCenWhN1h1zh/PZGrsfdpeugQuLjKgPRqRhIQUXwFDDy3mDaNH47eAKB7W3fq1jKvBZKqGo1GQ2xsLElJSeV+7NzcXKysrIiJiZEvTY+Q2BgmcTFM4lKwio5NrVq1cHNzk7UcTKRuLTu6+bsTdvo2Pxy5xqujOuR1xZIB6dWKfKqi+AxMu0vt2vwzbRbhy38FYHAPmXrX1LTJh4uLC/b29uX6R1atVpOVlYWNjY08RXyExMYwiYthEpeCVVRsNBoN6enpxMfHA1C/vszUaCqDg5oQdvo24aejGTewJXXmzweZlrdakQREFE8hrR97jt9EnauhtXcdmjaqZeqaVmtqtVqXfNSpU6dCjg9ga2srX5oeIbExTOJimMSlYBUZGzu7vBb6+Ph4XFxcJPYm0qxRbVp6OXMh6i57j0XxfwNaSitINSPtvqJoD0+7mxKnG3hO7dpkvD6XA8f/BuCpoKYmrqjQjvmwt7c3cU2EEKJy0t4fy3uMnCgZ7WLFB/57g8xsFcyfD7WdiXNy003Ly72kvO8fMiC9ypEERBStgGl3LaZN46dTMaRl5NCgbg06+rqauKJCS/o2CyGEYXJ/rBw6t6qPWx17UtNz+PWPW2BlJdPyViOSgIjCFTLtrvqN+fwYfg2AwUHeWMjCg0IIIYQoBksLBYMezJr5w5Hr5OZqZFreakQSEFE47cDz5FjinFx10+5y6BARlxOITUzHwd6aXh0bmbqmQgghhDAjfTp7YG9rRXTCff53KS5vrMehQ3ldsRxdda0gaAekiypDEhBRsIcGnv/b9Spv4DlWVvxw5DqQt/CgrVIGiAkhhBCi+OxtrenXJW9hwh+O5PWo0HXF0msFUUgrSBUjCYgomLb145GB57z5Jtejkzl/PRFLCwUDA71MXVMhhBBCmKFB3ZpgoYA/I/8hKiY5b6N2QLq0glRZkoAIw4po/dCO/Qhs04A6TrLwoKh67t+/z3vvvcf48ePp2rUrPj4+rF27tkL2T0tL491336Vbt274+fkxePBg9u7dW+aypZWbm0u7du1YtmxZuR73YWU9jwsXLjBlyhS6deuGv78//fv3Z926dWRkZJT6fYwRWyGEPhdnewLaNADgxwc9K6QVpOqTBEQYVkjrR1JqFmGnogEY1KOJiSsqRMVISkpix44dZGdn06dPnwrdf9q0aezevZupU6eyadMm/Pz8eOWVVwgNDS1T2dKKjIwkPT0dPz+/cjvmo8pyHlevXmXkyJFER0czb948PvroIwYOHMj69et55ZVXSv0+xoitECI/7ZS8v526zb2UzLyN0gpSpUnHfZFfIYsOYmXFwePXUKlzae5RixaezqaurRBkZ2ejVCrL9Zju7u6cPHkShULB3bt32blzZ4XsHxYWxrFjx1i5ciUhISEAdO3alZiYGN577z0GDBigWyytJGXL4uzZswAVloCU9TxCQ0PJyspi7dq1eHh4ABAQEEBCQgLffPMNycnJODk5VcrYCiHya+HpjI9nbS7/fY99v9/guf4t/m0FkcUJqyRpARH6Cll0kDffJEeVy77fowAY1N3bxJUV1dH48eMZNWoUv/32GyNGjKBNmzYsXLiw3N9HoVCUab2A4u5/+PBh7O3t6d+/v972oUOHEh8fz59//lmqssW1Y8cOBg0ahJ+fHyEhIYSHh3Pu3DmcnJx0X+7LW1nPw9raGoCaNWvqbXdwcMDCwkL3uqljK4QovsE98r5T7P9vFDkqdd5GWZywypIEROgrZNFBrKw4djaGuylZODvaEPigz6YQxnThwgVu3brF0qVLeeaZZ9i0aRNjxozRK6PRaFCpVMX6Z2qRkZF4e3tj9cjTPB8fH93rpSlbHO+++y6LFy+md+/ebNq0iVGjRjFnzhyOHDlC69atDe5THrEt63kMGTIER0dHFixYwK1bt7h//z6//vor33zzDc8995xupWtTxlYIUTIBfvWp62RL8v1sws/kdfOWxQmrLmm/Ev96eNHBB08a3JLjsOgZDG++CUDog8HnAx7zwtpK8tdqQ6WCJUtQhB/FukvnvOvBBN1RoqOjuXfvHp6ennz77bf5noBrRURE8H//93/FOubPP/9Mw4YNy7OaJZKUlGTw/Z2cnHSvl6ZsUQ4ePMjWrVv54IMPGDBgAJDX5Sg1NZVVq1YxePBgg/uVNLb169fPt72s59GwYUO2b9/O1KlT9cbXjBkzhjfeeKNU71OesRVClJyVpQUDAr3Yuu8ioeHX6dmhUV4r8vz5WBw5gtuvv0pXrCpEPjXxL+3AcyDOyU1v0UGsrLj0912u3EzCytKCx7s2NnFlhVEtWULuwkWcbtSGdr8sy7vhL1hg9GqcP38egFdffbXA5AOgVatW7Nq1q1jHdHFxKZe6lUVhXbUefa0kZQuzfv16/Pz8dMmHlrd3XjeIglpAyiu2ZTmP27dvM3nyZOrUqcOaNWtwdnbmzz//ZMOGDaSnp7NkyZJSvU95xVYIUTr9unjy9aHLXL2dzKUb9/D1cv53cUIXV+LU1rpWEAftgPQK6IIrKp4kICJPEQPPAUIfTI8X1N6dWg42JqysMLbco0c53agNC4a9zYJvF9Lu2O8mqcf58+dRKpUEBQUVWq5GjRr4+voW65iPdrkxtlq1ahl8up6cnDcfvvYJfEnLFiYhIYFLly4xd+7cfK/FxcUBBQ9AL2ls1Wp1vu1lPY+VK1dy//59du/eretu1alTJ2rXrs28efMYMmQInTt3NklshRCl51TThuD2DTkccZM9R6/nJSBQ9IB0YXakD43IU8i0uwCJyRkcOxsDwJMy+LzasejWjXa3zuYlH7fOQuBjJqnH+fPn8fHxwdbWttByERERtGrVqlj/bt++baTaG9a8eXOuXbuWb8zElStXAGjWrFmpyhYmNjYWMNxCERoaSr169XBzczO4b3nEtqzncfHiRby9vXXJh5Y2adKO1zBFbIUQZRPSLW96/2NnY0hMfmhdH5mWt0qRFhBRrNaPvceiUOdqaNWkDk3c5UlgtTNvHhZAu/CjqEbPwdLAk3NjuHDhAv369SuynDl1werTpw87duzg0KFDet2hvv/+e1xcXPD39y9V2cI4O+c9Vbxy5YrecQ4cOMDp06fp2bNngfuWR2zLeh4uLi5ERkaSlpZGjRo1dNvPnDkDgKura4nfp7xiK4QomybuTrRqUofz1xPZ//sNRj/xoMW1kFYQXn3VpHUWJScJSHWnUqEcNEg39iNWN/bj39aPrBw1B/77NwBPdpeFB6slKyt46y00ajU5mZlYmqDbUmxsLImJiQWOTXhYzZo1y2UNi7CwMDIyMkhLSwPyFsA7cOAAAEFBQdjZ2REREcG4ceOYPHky48ePL/H+QUFBBAYGsmDBAu7fv4+Hhwd79+4lPDyc999/X2/tiZKUhbwZnDp37swXX3yht71Bgwb4+fmxZcsWnJ2d8fHx4eTJk7pyhcW4pLE11AWrJOehje+UKVOYOnUqAGPHjuWll15i/PjxjB07ltq1a/Pnn3+yceNGmjZtSo8ePUr8PiWNrRCi4gzq3oTz1xM5cPwGz/RpjtL6we/f/PmwZi1xucp/J8u5F5f3Pea990xbaVEikoBUc/U3b8biSPgjrR/otX4cOXWb1PRsXGrb0aV1/hlthDCGv/76Cyj8y3F5W7hwIdHR0bqfDxw4oEsgtLNnaTQa1Go1ubm5pdofYO3atXzwwQesWbOGpKQkmjRpwqpVqxg4cGC+Yxa3rDbpqVevXr5jKBQKVq9ezYIFC/jggw+wsrKiQ4cOvPbaa7zxxhsVugJ6Sc9DG1+NRqPb1rt3bz7//HM2bdrEkiVLSE1Nxc3NjZEjRzJp0iS9RSkrIrZCiIrVtZUbdWvZ8U9SBuFnound6cGaRLpWkEXEPjQtr8ORcOpv3gyrV5u03qL4FJqH7+rCpM6dOwdU3OrDj0pPScG6USMSFPa4JscR9/C0uw9mvtJoNExf+Rs37qTwfEgrhvZsapS6mVp6ejoXL17E19c3Xz/zyiwzM5OoqCi8vLyKHCdRGmq1mszMTGxtbeWJ8CMqW2zCwsJ44YUX+OGHH3RrWZhCZYtLZSFxKVhFx6ai75MVxVz/LpXWrl8i2bL3Ak3cnVg9M+jfmegeLJic+2BaXu2snWoHB3Ju38Le0bHC62bs72tVkQxCr8asli/HMiUF1+RYXfLx8LS7AH9dS+TGnRRslJb061IxqyILIcrf8ePHGThwoEmTDyGEKK1+XTxRWllwPTqZizfu/vuCdlreRwakW6amYLV8uekqLEpEEpDqSqXCcsOGR1Y81x94DvDjg4UHe3VsRE17ZQEHE0JUNrNnz2blypWmroYQQpSKYw0lwR0aARAafl3/RW1XrJQ4NGhIs7EHFFitX5/XQiIqPUlAqqslS1Dcu1fgtLsAsYlpRJzPm65zUDcZfC6EEEII4wnp5gXA7+fu8E9Shv6L2ml5ndxwTYnntGdbSE6GhxYiFZWXJCDVVO7Ro4+0fpCv9WPf7zfI1UC75vVo5OpgqqoKIYQQohryauCEn3ddcnM17Ps9Sv9FbStIchxnPPxZMOxtTnu0JffoUdNUVpSIJCDVlEW3brilJuS1fmSl5g08f6j1IzNbxeETeVPvhsjUu0IIIYQwgUHd81pBDvz3b7JyHpnWe/58LHoG0+7mn7qFci26dTN+JUWJmWUCEhUVxYQJE2jbti0BAQEsXryYzMzMIvcbM2YMPj4++f5du3ZNr1xOTg4rV66kW7du+Pv7M2bMGC5dupTveAkJCbz88su0b9+ejh078vrrr5OUlFRep1mx5s1D9cY8arRojOqNN/QGngOEn47mfkYOrs72dGjhasKKCiGEEKK66tzSDZfadqSmZxN++rb+iw8GpKvemEdTNxtU8+bCvHmmqagoEbNbByQlJYWxY8fSoEED1qxZw927d1m6dClJSUmsWLGiyP3bt2/P7Nmz9bZp5+LXWrp0Kbt372bOnDm4u7vzySefMG7cOEJDQ3Vz6qtUKiZOnEhOTg7vvfceKpWK999/nylTprBt27Z/p4urrKysUM2dy9UhQ/D19UX5UPKh0WjYcyyvqXPAY42xtKjk5yKEEEKIKsnS0oKBgV58tucCoeFR9O7kof8dq5DvM6LyMrtPafv27aSkpLB7926cnZ0BsLS0ZNasWUyePBlvb+9C93d0dKRt27YFvh4XF8f27dt54403eOaZZwDw9/end+/ebNmyhVmzZgFw6NAhLl26xJ49e2jWrBkALi4uPPvss4SHh+tW4jVHl/++x/XoZJRWFvTp7Gnq6gghhBCiGuvbxZNtBy9zPSaZC1F3adWkjqmrJMrI7LpgHTlyhICAAF3yAfD444+jVCoJCwsr8/GPHj2KWq3WW/m2Zs2a9OrVS+/4YWFh+Pj46JIPyGtdcXd3L5d6mNKeo3mtH0HtG+JYQ6beFUIIIYTpONgr6dkhr7dKvil5hVkyuwTk2rVr+Vo5lEolHh4e+cZyGBIREUHbtm3x8/Nj9OjRnDx5Mt/x69atS61atfS2e3t7ExUVRW5uboH1AGjatGmx6lFZ3UvN5NjZaAAGBHqZuDZCCCGEEBDyYDmA//51h8TkjCJKi8rO7LpgpaSk4OjomG+7o6MjycnJhe7bqVMnBg8eTOPGjYmPj2fz5s08//zzfPHFF7Rr1053fAeH/FPOOjk5kZOTQ3p6OjVr1iywnKOjY5kSEI1GQ3p6eqn3L4mMjAy9/wLsCb+OSq2heSMnGjgrjVaXysZQbMxBVlYWubm5qNVq1Gp10TuUkEaj0f23Io5vziQ2hklcDJO4FKyiY6NWq8nNzSUjI0P3UNEcmOvfpfLi4mRFC89aXPo7idAjV3mm978PgY0dG41GU/nH+lZyZpeAFKQ4F8P06dP1fg4ODiYkJIT169ezadMm3XZDx9HeEB9WULmyXJQ5OTlcvHix1PuXxo0bNwBQ52rY/3vewoOtG1oavR6VkTY25sTKyoqsrKwKfY+KPn5BDh48yKZNm4iOjiYrK4uvv/6aX3/9lY8//phTp07pyu3YsQNbW1uefPJJo9exvGJz4sQJ1q9fT2RkJLa2tnTv3p0ZM2bodT8tyJ49ezh69CiXL1/m5s2buLm5sXfvXoNl//rrL9avX8/Zs2fRaDS0atWKKVOm5Bsrp9Fo2L59Ozt37iQ6OhonJyeCg4OZOnWqwYdCjzIUl7fffpuffvqJY8eOFbl/WRw8eJDPPvuMGzdu4OjoSN++fXnppZewt7cv1v7bt29nx44dREdHU69ePQYNGsT48eOxtrbWK3f37l0+/PBDwsPDyczMpFmzZkyZMoUuXbrkO2ZZPl9TuH37Nh988AEnT55ErVbTpk0bpk+fjq+vb7H2z8nJ4ZtvvuHHH3/k1q1bWFtb06RJE2bOnIm/v7+uXEJCAuvWrePo0aOkpaXh4eHBqFGjGDJkiN7x4uLi2Lp1K5cvX+bKlSvcv3+fBQsWFOt3PisrC5VKxfXr5tmVxxz/LpWX1g0tuPQ3HDx+A1/XLKws9b9vGTM2SqV0US8Ls0tAHB0dSUlJybc9NTW1yAHoj7K3tycoKIiDBw8WefyUlBSsra11f7AKq0dx/hgXxNramqZNm5Z6/5LIyMjgxo0bNG7cGDs7O06cjyM1IxqnGkqG9muHtZXZ9dArN4/GxlxkZWURExODjY0Ntra25X58jUZDVlYWNjY2Rn/6c/fuXd588026d+/O22+/jVKppHnz5ri6utKzZ0+98921axe1a9fWTSRhDOUZm5MnTzJt2jR69OjBjBkzSExMZNWqVUyePJmdO3cW+Ydv//79/PPPP7Rp0waNRoNKpTJ4PZw7d46JEyfi5+fHsmXLANi8eTMvvvgin3/+uV4Ssnz5cr744guef/55AgICuHbtGmvXruXixYt89dVX+b6MaxUWF0tLS4AKuVa1QkNDmTt3Lk8//TRz587lxo0brFq1ir///ptPPvmkyP0/+ugj1q5dy8SJEwkMDOTcuXO6GRgXLlyoK5ednc3kyZNJTU1l7ty51KlTh6+++opp06axefNmOnXqpCur/Xy7devG9OnTuXv3bok+X2O7e/cuEydOxNHRkXfffRelUsmmTZuYNGkSO3bswMur8O66arWamTNncurUKcaPH0+7du3IyMjg/PnzqNVq3eefmpqqm11yxowZ1K9fn/3797No0SIyMzMZN26c7phxcXEcOHCAFi1aEBQUxN69e7G2ti72tWRlZYWHhwc2NjaljouxmevfpfLUrFkuP/0ZTtL9bFI1zjzm6wYYPzZXr16t8Peo6swuAfH29s7XxSk7O5ubN28ybNiwEh/v0ZYNb29vEhMTSUpK0hsHcu3aNby8vLCwsNCVM9RCcPXqVXr27FniemgpFIpiP5UrL3Z2dtjb23P4ZAwA/QMa4+RY06h1qKy0sTEXFhYWWFhYYGlpqftyV5603SEUCkWFHL8wN2/eRKVS8eSTT9K1a1fd9po1a+Lu7q5XVqFQGL2O5RmbFStW0LhxY9auXYvVgyklPTw8ePbZZ/n+++8ZNWpUoft/+umnunvVCy+8QGRkpME6rV27FkdHRzZv3qz7ox0YGEifPn14//332b59O5D3Ze/LL7/kueee4/XXXwege/fu1K1bl1dffZUff/yxwGSvsLhU9OekVqtZsWIF3bp149133wXgsccew8HBgVmzZnH06FGCgoIK3P/evXts3LiRZ555RjcDYkBAALm5uaxevZpx48bpHhh99913REZGsn37dl2X3oCAAAYPHszKlSvZuXOn7rgrVqzA09OT9957j5o1a2JpaVmiz9fYPvvsM+7du8f27dt1v2udO3emT58+rFu3jtWrVxe6/xdffEF4eDhff/21XlLbq1cvvXI7duzg1q1b7Ny5E29vb2xtbQkODuaff/5h3bp1DB8+XPeAr0uXLhw/fhzIS6T37t2ru/cVxdLSEgsLC+zs7Co0+a0o5vZ3qbz1D/Bi++HL/PRHDH266C+UbKzYSPersjO7R9w9evTg+PHj3Lt3T7ft8OHDZGdnF/qHxJD09HTCwsLw8/PTbevWrRsWFhbs379fty0tLY1ffvlF7/hBQUFcuXJFLxk6c+YM0dHRJa5HZfB3bArnrv2DhYWC/gGNTV0dIfTMmTNH96Vs5syZ+Pj4MGbMGCDvS7SPj4+ubK9evYiMjCQiIkK32OijX3SKIysri2XLljF48GA6dOhA586dGTFiBD/99FP5nFQB4uLiOHfuHIMHD9YlH5A3y17jxo2L9f7a5KMop06donPnznpPDGvWrEmnTp04ffo08fHxQN69Ta1W55tePDg4GECvFbk0IiMjGTt2LG3btqVr164sWrSoXPpynzlzhoSEBIYOHaq3vX///tjb2xcZy/DwcLKysvLtP3ToUDQajd7+P/30E15eXrrkA/Kesj/55JOcPXuWuLg44N/P98knnyz151uQI0eOMHbsWDp06IC/vz9PPPEEGzduLPXxtH766Se6dOmil+jXrFmTfv368euvv6JSqQrdf+vWrXTs2LHQKfAh73qsW7curVq10tseHBxMeno64eHhum3FvcZF1dM/wBNLCwXnrycSFVP42F9ReZldC8jIkSP58ssvmTJlClOmTCExMZFly5YxaNAgvS5Y8+bNY/fu3Vy4cAGAP/74g82bN9O3b18aNGhAfHw8n332GQkJCXz44Ye6/VxdXRk5ciQrVqzAysqKBg0a8OmnnwIwduxYXbl+/frh4+PD9OnTeeWVV1Cr1bz33nt06NCB7t27Gyka5Wfvg4UHu7Z2o26t6tm0W5VpNBqysss+mFOdqyYzWw0WKiwt8o+LKg4bpWWJnx5NmTIFPz8/Fi1axCuvvEKXLl2oWdNwK926deuYPn06Dg4OvP3224B+X90xY8YQERHB5cuXC33P7OxskpOTGT9+PK6uruTk5PD7778zbdo0li5dqtcnXa1Wo1KpdP8MjRmDf1uoCnPlyhUAvaRKy8fHR2+sS1nl5OQY7O6j3XblyhVcXFzIycnR265lbW2NQqEoMpZF1WHSpEmMGDGCSZMmcfr0aTZs2EBMTAwfffSRrpxarS4wrg97OMaRkZFA/lhqxx9oXy+I9vXmzZvrbXdxcaF27dp6+0dGRtKhQ4d8x9C+d2RkJK6urrrP99FjasuW9vPduXMnb775Jp06dWLhwoXUqVOHqKgovTqWZFC3NjnKzMzk5s2b9OnTx2B9MzMzuXXrVoHdsO7cuUN0dDS9evVi1apV7Nq1i6SkJLy8vJg4cSJPPfWUrmxR1+Ply5f1psgX1VMdJzu6+tXn2J8x7D0WxdThbU1dJVEKZpeAODo6smXLFhYvXsy0adOwtbUlJCRE1zyupZ0JSKtevXpkZ2ezatUqkpKSsLOzo127dixcuJA2bdro7Ttnzhzs7e1ZvXo1qamp+Pv7s2XLFt0q6JB3c960aRPvvvsur732GgqFgl69ejFv3jyza5pLz8zh1z9uARAS2KSI0sLcaDQaZq87ysUbd01dFQB8GzuzfGq3Ev2eeHh46Lq6eHp6FvoktWXLltja2lKzZk2D5YrbTcPBwYGlS5fqflar1QQEBJCSksKWLVv0EpBx48YRERFR5DGfeuop3ViLgiQlJQF5M+89qlatWrrXy0PTpk05c+YMubm5ui/tKpWKP//8U68u2tifOnVKr/vbqVOn0Gg0ZapTTk4Ozz//PP/3f/8H5HUBs7Ky4oMPPuB///uf7kt9aWJcVCxv375d6LGSkpJQKpUGu3Q4OTnpnXdSUpLB99Fu05bV/vfRqd6120oTy7S0NJYtW0b79u3ZunWr7ncrICBAr9z333/P3Llzi3VMbVKZnJyMRqMxWN9Hz80QbcvP999/j5ubG2+++SYODg7s2LGDOXPmkJOTo+u+5+3tze+//05MTIzeYPz//e9/Rb6PqF4GBnpx7M8Yfjt1m3EhrcyvO48wvwQEwMvLi82bNxdaZtmyZXp/6D09PYvcR0upVDJr1qx8Sc2jXFxc9FpPzFXYmTtkZqvxcHOgtbesLiqqti1bthS77P79+9myZQuXL1/Wm5L60YGrCxcuJDU1lezsbJRKZYGtHLVr19b9/6NP9B9tHSkoQSvPBxyjR4/mjTfeYNGiRUyePJnc3FzWrVtHTEyMrk4ALVq0oFOnTmzevBkvLy8CAwO5evUqCxYs0PWnL4tBgwbp/RwSEsIHH3zAiRMndAnIwoULSUtLK/JYD8dYqyyxLEm8Cytb3OOU5vM9ffo09+/fZ9SoUYXu37NnT3bt2lXi4xelsPfUTnOblZXFxx9/rOvGFRgYyLBhw/h//+//6RKQESNG8PXXX/P6668zd+5c3N3dOXDgAPv27SvyfUT10rpJHTzcHLgZm8ovJ2/Sp2N9U1dJlJBZJiCi/ORqNBw8ntf6MTDQS27wVZBCoWD51G7l1wUrMwtbWxssLUo3cLg0XbBM4dChQ7z88sv079+fiRMnUrduXSwtLfn666/59ttv9cp6enqiUqnIzMzE1ta2wBaWh7+oP/pEX/vkXvuk2dDT3oKespfW008/zd27d9mwYQNff/01AO3atWP8+PFs2rQJFxcXXdkPP/yQOXPm8PLLLwN53ZjGjRvH77//TmpqaqnrYGVllS9p0LY2PxwDT0/PYnfB0no4lnXr1tUr9+hEI4bUqlWLrKwsMjIy8s2sk5ycTOvWrfXKGvrMtOtTaT+3ivh8797Na910c3MrtFytWrUMrl9VGCcnJxQKRbHOraD3BGjSpIneGBKFQkG3bt3YuHEjiYmJ1KlTB29vb9atW8dbb73F8OHDAahfvz5z5szhnXfewdXVtUR1F1WXQqFgYKAXG749y77fo+jVvvBrX1Q+koBUc1GxWdxJTMfe1oqeHRqZujqigigUCmxtyv7rrlYrIFeFrdLK6LNgGduPP/5Iw4YNWb16tV7CZKgFpTTdgx59oq/9Eq4dG3D58uV8E1pcuXLF4NiBspg0aRLjxo3jxo0b1KhRA3d3d9566y3s7e31vmDXqVOHTZs2kZiYSEJCAu7u7tjY2PDVV1/x+OOPl/r9VSoV9+7d00tCEhISAP1uSqWJsTZWV65c0ZveXLsGREhISKHHenj/R9equHfvHs2aNdMrqx3f8TDtNm1Z7TEjIyPzrQ9S2s9X210pNja20HKl6YJla2uLp6enwXO7fPkytra2NGpU8N8ODw+PAqdF1SaUD/9+BQUF8fPPP+tmbvP29tZNCvPwVMZCBLdvyOd7LhCdkMZf1+9ieCJwUVlJAlLNRUTeB6BXx0bYlcMXVCEqA6VSSWZmZpmOoVAodIOstRISEvj555/zlS1NF6wmTQyPt3J1daVNmzaEhoYyYcIEXaJ35swZoqKi9CbDKC/aNVUAYmJi2LdvH8OHDzc4RWmdOnWoUyevq+bWrVvJyMhg9OjRZXr/0NBQ3RgQyFtIEfKmetUqTRcsf39/6tWrx3fffceAAQN02w8ePEh6ejp9+/Yt9Fjdu3fHxsaG7777Ti8B+f7771EoFHoDs/v06cPChQv5888/dWVVKhU//vgj/v7+uqf3D3++zz77rG7/sny+7dq1w8HBge3btzNw4MACWxhL2wWrT58+bNmyhTt37lC/fl5Xl/v373P48GF69eqlN5vXo6ysrOjduzcHDx7k9u3bNGzYEMhLPsLDw/Hw8Mi3+KJCocDDwwNbW1vUajVbt27F19dXEhChx97Wmt6dGrHnaBQHT9wipL35rOkiJAGp1hKSMrgSnfclbcBjhS8kJYQ5ad68OXv37mXfvn00bNgQGxsb3WxEY8eO5eTJk7oZ8goSHBzMoUOHWLBgAY8//jixsbGsX78eFxeXfKvtNmnSBLVaXWQXrOKaNWsW48ePZ8aMGYwaNYrExERWrlxJ8+bN9dY7io6Opm/fvgwZMoQlS5botl+9elW3UFZCQgIZGRkcOHAAyBtQrm0NuHLlCocOHaJ169YolUouXbrExx9/jKenJzNmzNCr044dOwBo1KgRqampHDlyhF27dvHKK6/kmza1uDONQV5Xrs8++4z09HT8/Px0s2D16NGDjh076soVlLAVxtLSktdee43XX3+dt956i4EDB/L333/z/vvvExgYqDetcEREBOPGjWPKlClMnToVyGuBmTx5Mh9++CG1atXSLUS4du1ahg8frteq8vTTT/PVV18xY8YMXn31Vd1ChFFRUXz22Wd69dJ+vq+//jrPPfccSUlJBj9f+HetjF9++aXA86xRowazZ89m/vz5jBs3jmeeeYY6depw8+ZNLl26xFtvvQXkJWeGxsgUZcKECfzwww9MmjSJGTNmYG1tzaZNm8jKytLFSkub1B0+fFi3bcaMGRw5coSJEycybdo0atasyc6dO7l06VK+NUTeeecdOnbsiL29PXFxcWzbto3Y2Fi+/PLLfPXSXtO3buV1I/7rr790Ewb079+/xOcpzM+Ax7zYczSK/11OoJuPdMMyJ5KAVGOHI26j0YCftzONXEvWL1iIymzatGkkJCQwf/580tLScHd3132Be3SGvIIMGzaMxMREtm/fzrfffkujRo2YNGkSsbGxrFu3rkLr36VLFz7++GPWrFnDiy++iJ2dHcHBwbz++ut605Rqp1XVDvTV2r9/f746ahOKqVOnMm3aNCDvy//x48f54osvSEtLo0GDBowcOZJJkyblm/lJo9GwZcsWYmJiUCgUtGzZknXr1hmcnjUtLU1v1sDCWFtb89FHH7F48WI2bNiAra0tw4cP1y14WFaDBw/G0tKSjz/+mO+++45atWoxePBgZs6cme/8DE31O3nyZGrUqMG2bdvYvHkz9erVY9KkSbz44ot65ZRKJZ9//jnvv/8+ixcvJiMjA19fXzZt2qTXkgN5n+9HH33Ehx9+yEsvvVTg5wt561V5enoWeZ7Dhw/HxcWFTz75hPnz56PRaHB3d9ebra20nJ2d+eqrr1i+fDmzZ89GrVbTtm1bvvjiC73p7wGDv1seHh5s27aNlStX8uabb6JSqfD19WXDhg35Fu69c+cO7777Lvfu3aNWrVr06NGD9evX51tsFMiXJG/bto1t27YBlGlqaGE+Grk64N+sLn9G/sMfkWkEdCx6H1E5KDTFGdUnjOLcuXMAegsjVqRXV//GlVvJzBrlT1CHxkZ5T3ORnp7OxYsX8fX1NasVZzMzM4mKisLLy6tCVvgtz6f8VY3EJs/9+/fp0qUL8+bN47nnnpO4FKA4cbl69SoDBw5k48aNukUfq4OKvmYq+j5ZUcz171JF+++5Oyz5PIKGdZWsnBFklNgY+/taVSQtINXY2AE+RPwZSccWxXtSKYQQRfnjjz9wdXXVzWIkSu/EiRO0a9euWiUfQpRU19ZuTH6qFar0BFNXRZSAJCDVWNOGTuSk1jCLKVGFEOYhODhYvjCXk+eee47nnnvO1NUQolJTKBQEt2/AxYvJpq6KKAFZPFIIIYQQQghhNJKACCGEEEIIIYxGEhAhhBBCCCGE0UgCIkQVJJPbCSGEYXJ/FML0JAERogrRrkisUqlMXBMhhKictPfHwlZwF0JULElAhKhCLC0tsbS0JCUlxdRVEUKISiklJUV3rxRCmIak/0JUIQqFAhcXF+7cuYONjQ01apTvNMtqtZqsrCwA+eP9CImNYRIXwyQuBauo2Gg0GtLS0khJSaF+/foyBb0QJiQJiBBVjJOTExkZGfzzzz8kJJTvwky5ubmoVCqsrKywsJAG1IdJbAyTuBgmcSlYRcZGoVBQq1YtnJycyvW4QoiSkQREiCpGoVBQv359XFxcyMnJKddjZ2RkcP36dTw8PLCzsyvXY5s7iY1hEhfDJC4Fq8jYWFtbS4uTEJWAJCBCVFEV0cc5NzcXABsbG2xtbcv12OZOYmOYxMUwiUvBJDZCVH3S7iuEEEIIIYQwGklAhBBCCCGEEEYjCYgQQgghhBDCaCQBEUIIIYQQQhiNQqPRaExdCZHn1KlTaDQalEqlUd5Po9GQk5ODtbW1zIf+CImNYRKXgklsDJO4GCZxKZjExjCJS8GMHZvs7GwUCgXt27ev8PeqqmQWrErE2DcUhUJhtGTH3EhsDJO4FExiY5jExTCJS8EkNoZJXApm7NgoFApJAstIWkCEEEIIIYQQRiNjQIQQQgghhBBGIwmIEEIIIYQQwmgkARFCCCGEEEIYjSQgQgghhBBCCKORBEQIIYQQQghhNJKACCGEEEIIIYxGEhAhhBBCCCGE0UgCIoQQQgghhDAaSUCEEEIIIYQQRiMJiBBCCCGEEMJoJAERQgghhBBCGI0kIFXUsWPHePXVV+nTpw8+Pj4sWrSo2Pvm5OSwcuVKunXrhr+/P2PGjOHSpUv5yiUkJPDyyy/Tvn17OnbsyOuvv05SUlI5nkXFCQsLY8iQIfj5+dG3b1+2bdtW5D7fffcdPj4+Bv9NmDBBV+7EiRMGy8ycObMiT6lclCYugMHzDQwMzFeuul0zUVFRvPPOOwwYMIC2bdvSs2dP5s2bR0JCgl45c7hmoqKimDBhAm3btiUgIIDFixeTmZlZrH2///57+vfvj5+fHyEhIezfvz9fmeLedyqb0sTl/v37rF27luHDh9OxY0e6du3KhAkTOH/+fL6yxf3dqoxKe82MGTPG4Hlfu3ZNr1x1umZu375d4N+f1q1b65U112vm77//5q233mLw4MG0bNmSkJCQYu9ble8xVZWVqSsgKsaRI0e4ePEinTp1Ijk5uUT7Ll26lN27dzNnzhzc3d355JNPGDduHKGhodSrVw8AlUrFxIkTycnJ4b333kOlUvH+++8zZcoUtm3bhkKhqIjTKhenT59mypQpDB48mDlz5nDq1CkWL16MUqlk+PDhBe4XHBzMN998o7ftxo0bzJ49mx49euQrv3TpUpo0aaL7uXbt2uV3EhWgtHHRGjNmjN4fDGtra73Xq+M1c+zYMSIiInjmmWfw9fUlNjaWdevWMWLECEJDQ6lRo4Ze+cp6zaSkpDB27FgaNGjAmjVruHv3LkuXLiUpKYkVK1YUuu+BAweYM2cOkyZNIjAwkJ9++omZM2fi4OBAt27ddOWKc9+pbEobl5iYGL755huGDRvG9OnTUalUbN26lZEjR7J9+3ZatWqlV76o363KqCzXDED79u2ZPXu23raGDRvq/VydrhkXF5d8f380Gg3/+c9/6NKlS77y5njNREZGEhYWhr+/P7m5uWg0mmLtV5XvMVWaRlRJarVa9/89e/bULFy4sFj7xcbGanx9fTVffvmlbltqaqqmc+fOmvfff1+3be/evZrmzZtrrly5otv2v//9T9O8eXNNWFhYOZxBxZkwYYLm6aef1ts2f/58TWBgoF7cimPNmjUaX19fTXx8vG7b8ePHNc2bN9ecPXu2XOprLGWJS/PmzTWffPJJoWWq4zWTmJioyc3N1dt28eJFTfPmzTXfffedbltlv2Y2btyo8ff31yQmJuq2/fjjj5rmzZtrrl69Wui+/fv310yfPl1v2/jx4zXDhw/X/Vzc+05lU9q4pKWladLT0/W2ZWZmagIDAzVz5szR216c363KqCzXzOjRozWTJk0qtEx1u2YM0d439u3bp7fdXK+Zh++ls2fP1gwcOLBY+1Xle0xVJl2wqigLi9J9tEePHkWtVjNw4EDdtpo1a9KrVy/CwsJ028LCwvDx8aFZs2a6be3bt8fd3V2vXGWTnZ3N8ePH9c4PYNCgQSQkJHDhwoUSHW/Pnj107drV7J+elHdcDKmO14yzs3O+lh0fHx8sLS2Jj4+vkPpWhCNHjhAQEICzs7Nu2+OPP45SqSz0s7t16xbXr1/P15UiJCSEs2fPcvfuXaD4953KprRxsbe3x87OTm+bjY0N3t7eZnVdFKa0sSmu6nbNGLJnzx7dOVcFpfneUtXvMVWZJCBCz7Vr16hbty61atXS2+7t7U1UVBS5ubm6ct7e3vn2b9q0ab5+upXJzZs3ycnJ0evmAnn1BkpU93PnznHjxo0C+6lOmjQJX19fevTowfLly4vdX94UyiMuH3/8Ma1ataJjx468/PLLxMTE6L0u10ye06dPo1arDcaisl4zhj47pVKJh4dHoed//fp1gHyx8/b2RqPR6F4v7n2nsiltXAxJT0/n4sWL+WIFRf9uVUZljU1ERARt27bFz8+P0aNHc/LkyXzHr87XTE5ODocOHaJv377Y2Njke90cr5nSqOr3mKpMxoAIPSkpKTg4OOTb7uTkRE5ODunp6dSsWbPAco6OjpX6y6R2PIyjo6Pedu3PJRkvs2fPHmxsbOjXr5/edgcHByZOnEinTp2wsbHh+PHjfPrpp1y/fp2NGzeW8QwqRlnjMmTIEIKDg6lbty5Xrlxhw4YNjBo1ih9++AEnJyeg4GurOl0zOTk5LFmyBC8vL4KDg3XbK/s1k5KSku/8IS8GhZ1/QbHTXhPa14t736lsShsXQ1avXk1GRgajR4/W216c363KqCyx6dSpE4MHD6Zx48bEx8ezefNmnn/+eb744gvatWunO351vmaOHDlCUlKSwQdg5nrNlEZVv8dUZZKAmInU1NRiNc03atQIpVJZpvcyNBhYY2AwWEHljD2YuCSx0SqojsWte25uLvv27SM4ODjfTatly5a0bNlS93NAQAAuLi4sWrSIs2fP0qZNm2K9R1kZMy7Lly/X/X+nTp3o0KEDQ4cOZceOHfznP/8p9DjV5ZoBeOedd4iMjOTLL7/Eyurf229luWZKqrif3aNltPeTh7cX975jDkp6TYeGhrJlyxbeeustPD099V4r7u+WuShObKZPn673c3BwMCEhIaxfv55Nmzbptlf3a6Zu3boEBATke62qXTPFUd3uMVWBJCBm4vDhw8ydO7fIcrt378bX17fU7+Po6EhKSkq+7SkpKVhbW2Nvb19oudTUVINPdypSSWLz6FMRLe25FLfuJ06cID4+nkGDBhWr/BNPPMGiRYv466+/jPZl0hRx0WrRogVeXl5604pW92tm3bp17Nq1i7Vr1+Ln51dkeVNcMwUp7LMz1JVM6+HY1a1bV7f90dgV975T2ZQ2Lg87duwYc+fOZcKECTz33HNFljf0u1UZlUdstOzt7QkKCuLgwYNFHr86XDNpaWn89ttvPP3001haWhZZ3lyumdKo6veYqkwSEDMxdOhQhg4dWuHv4+3tTWJiIklJSXp9Ja9du4aXl5dukJi3tzcXL17Mt//Vq1fp2bNnhdfzYSWJTXZ2NtbW1ly/fl1v6tyrV68CFPsPQGhoKA4ODgQFBZW8wkZiirg87NEnS9X5mtm2bRtr165l0aJF9O7du3SVNiFvb+983eSys7O5efMmw4YNK3A/bb/s69ev68Xp2rVrKBQK3evFve9UNqWNi9bZs2eZOnUq/fv357XXXiv2+5rDU9uyxuZRhu4n1fGagbwHKBkZGcV+AAbmcc2URlW/x1RlEnGhp1u3blhYWOgt4pOWlsYvv/yi92U7KCiIK1eu6N1Iz5w5Q3R0dKX+Uq5UKunatWu+RYr27NlDvXr19LrBFCQ7O5vDhw/Tr1+/Ynd327t3L0CxnnybQnnE5WEXL17kxo0beudbXa+ZvXv3snjxYqZPn86IESOK/b6V6Zrp0aMHx48f5969e7pthw8fJjs7u9DPrlGjRjRp0oR9+/bpbd+zZw9t2rTRzQRU3PtOZVPauEDeF5///Oc/tG/fnqVLlxa7+42h363KqCyxeVR6ejphYWF651wdrxmtPXv24OHhgb+/f7HKm8s1UxpV/R5TlUkLSBUVHR3NuXPnAMjIyODmzZscOHAAgP79++vK9e3blwYNGrBlyxYAXF1dGTlyJCtWrMDKyooGDRrw6aefAjB27Fjdfv369cPHx4fp06fzyiuvoFaree+99+jQoQPdu3c31mmWyksvvcTo0aOZP38+gwYN4tSpU+zcuZNFixbpPQV5NDZaYWFhpKSkFPj0adasWXh6etKyZUvdgOLPP/+c3r17V+o/AKWNy+bNm7l16xadO3fG2dmZyMhIPvroI9zc3PQW6auO10xERASzZ8+mY8eOBAYGcubMGV1ZZ2dnPDw8gMp/zYwcOZIvv/ySKVOmMGXKFBITE1m2bBmDBg3Se+o4b948du/erTc18fTp05k5cyYeHh489thj/Pzzzxw7doxPPvlEV6a4953KprRxSUxMZMKECVhbWzNx4kS9rjFKpVKX1Bb3d6syKm1s/vjjDzZv3qz7XYqPj+ezzz4jISGBDz/8ULdfdbtmtO7evct///vfAsdymPM1k5GRoZsSNzo6mvv37+u+t2jPp7rdY6oySUCqqBMnTuj1cQ8PDyc8PByAy5cv67ar1ep808/NmTMHe3t7Vq9eTWpqKv7+/mzZskVvrQsrKys2bdrEu+++y2uvvYZCoaBXr17MmzevUq9oDdCuXTvWr1/PqlWr2L17N25ubsyfPz/fzdlQbADdqqmGVp8FaNasGaGhoXz66afk5OTg7u7Oiy++yKRJkyrkfMpLaePi5eXFoUOH2LdvH2lpadSuXZugoCBefvllvfER1fGaOXHiBDk5OURERORr/XjqqadYtmwZUPmvGUdHR7Zs2cLixYuZNm0atra2hISEMGvWLL1yubm5qNVqvW1PPPEEmZmZfPTRR2zevBlPT08++OADvRWKoXj3ncqmtHG5evUqd+7cAWDcuHF6Zd3d3fnll1+A4v9uVUaljU29evXIzs5m1apVJCUlYWdnR7t27Vi4cGG+sVDV6ZrR2r9/PyqVqsAHYOZ8zSQmJjJjxgy9bdqft27dSpcuXardPaYqU2iqasdAIYQQQgghRKUjY0CEEEIIIYQQRiMJiBBCCCGEEMJoJAERQgghhBBCGI0kIEIIIYQQQgijkQRECCGEEEIIYTSSgAghhBBCCCGMRhIQIYQQQgghhNFIAiKEEEIIIYQwGklAhBBCCCGEEEYjCYgQQohSGT9+PM8++yxHjx7l2Wefxd/fn169erFv3z4A9u3bx9ChQ/H392fAgAEcP37cxDUWQghRGSg0Go3G1JUQQghhfrp27YqtrS1169bl+eefx8HBgRUrVnD9+nVGjRrFxYsXGTNmDBYWFixZsoScnBzCw8NNXW0hhBAmZmXqCgghhDA/0dHR3Lt3Dz8/P7766iuUSiUASUlJvPbaa0RFRbF161YUCgUA169fZ+XKlSQnJ+Pk5GTKqgshhDAx6YIlhBCixM6fPw/AjBkzdMkHwP379wF49dVXdckHQHp6OtbW1tSoUcO4FRVCCFHpSAIihBCixM6fP49SqaRr1675tru4uNCiRQu97RcvXqRZs2ZYWeU1vC9cuJB58+YBkJuby+TJk1m8eLFxKi+EEMKkJAERQghRYufPn6dFixZYW1vrbf/rr79o3bq1wfKtWrXS/fzCCy+wf/9+YmJiWLFiBbm5ucydO7fC6y2EEML0ZAyIEEKIErtw4QKPP/643rasrCyuXr1Kv3799LbHx8eTkJCgl4C4ubkxZMgQJk+eDMBXX32FpaVlxVdcCCGEyUkLiBBCiBKJjY0lMTExX0vHpUuXUKlU+bZrx4s8ut3X15dLly6xYMECGRsihBDViCQgQgghSuSvv/4C8icU2u1+fn5628+fP4+1tTU+Pj66bWfPnmXdunX079+f77//voJrLIQQojKRdUCEEEIYVUxMDKNGjWL58uV4eXnRv39/QkNDcXd3N3XVhBBCGIG0gAghhDCa+/fv88ILL/DSSy/RpUsXXFxcePLJJ9mwYYOpqyaEEMJIpAVECCGEEEIIYTTSAiKEEEIIIYQwGklAhBBCCCGEEEYjCYgQQgghhBDCaCQBEUIIIYQQQhiNJCBCCCGEEEIIo5EERAghhBBCCGE0koAIIYQQQgghjEYSECGEEEIIIYTR/H/OW06Pl2v8AAAAAABJRU5ErkJggg==' width=800.0/>\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(figsize=(8, 5))\n",
    "plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=5,\n",
    "            label=r'$r=%6.3f, d=%6.3f$' % (r, d))\n",
    "plt.plot(arr_mx, func_P2(arr_mx, *popt), 'b-',\n",
    "         label='fit: a=%5.3f, b=%5.3f, c=%5.3f' % tuple(popt))\n",
    "plt.xlabel(\"$m_x$\")\n",
    "plt.ylabel(\"$j_{s}$\")\n",
    "\n",
    "plt.title(\"Зависимость $j_s$ от параметра $m_x$\")\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbb62207-4138-4b04-86e5-63dae8951dd3",
   "metadata": {},
   "source": [
    "__Аппроксимация многочленом  степени $n> 2$__\n",
    "\n",
    "Для решения задачи аппроксимации возможно применить различные подходы, например, реализованный в библиотеке Numpy [polyfit](https://numpy.org/doc/stable/reference/generated/numpy.polyfit.html#numpy.polyfit) или подход в библиотеке [Scipy: scipy.odr.polynomial](https://docs.scipy.org/doc/scipy/reference/generated/scipy.odr.polynomial.html#scipy.odr.polynomial), который и применим далее:\n",
    "```python\n",
    "from scipy import odr\n",
    "poly_model = odr.polynomial(order) \n",
    "```\n",
    "Factory function for a general polynomial model.\n",
    "\n",
    "Подробнее о методе _ODR_ (Orthogonal distance regression) Можно прочитать в [документации.](https://docs.scipy.org/doc/scipy/reference/odr.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1442b264-4365-4cf2-b72d-2f2c1e87d377",
   "metadata": {},
   "source": [
    "__Многочлен второй степени $P_2$__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "95d1de47-9344-42a9-bdbf-14f34c0440e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# значения параметров\n",
    "d = 0.8\n",
    "r = 1.1\n",
    "# массивы\n",
    "Npoint = 1000\n",
    "arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "arr_js = np.zeros(Npoint, dtype=np.float64)\n",
    "arr_err = np.zeros(Npoint, dtype=np.float64)\n",
    "# вычисление интегралов\n",
    "for ind in range(Npoint):\n",
    "    mx = arr_mx[ind]\n",
    "    arr_js[ind], arr_err[ind] = quad(funct_js, -np.pi/2, np.pi/2,\n",
    "                                     args=(mx, r, d))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4ff42ad3-5b5f-4a3b-abb4-57ea64317a0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import odr\n",
    "\n",
    "# Using the second order polynomial model\n",
    "poly_model = odr.polynomial(2)\n",
    "data = odr.Data(arr_mx, arr_js)\n",
    "odr_obj = odr.ODR(data, poly_model)\n",
    "\n",
    "# Running ODR fitting\n",
    "output = odr_obj.run()\n",
    "\n",
    "poly = np.poly1d(output.beta[::-1])\n",
    "poly_y = poly(arr_mx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d008a45a-4b43-4988-a136-a49c76e345f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "poly1d([-1.99368948e-01,  1.30845108e-06,  6.91704064e-01])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poly"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "434a1044-11c4-4b63-8dbb-80a2350d8aed",
   "metadata": {},
   "source": [
    "<img src=\"excl.png\" width=\"50\"/> \n",
    "\n",
    "В классе [numpy.poly1d:](https://numpy.org/doc/stable/reference/generated/numpy.poly1d.html)\n",
    "```python\n",
    "class numpy.poly1d(c_or_r, r=False, variable=None)[source]\n",
    "```\n",
    "A one-dimensional polynomial class.\n",
    "The polynomial’s coefficients, in decreasing powers, or if the value of the second parameter is True, the polynomial’s roots (values where the polynomial evaluates to 0). For example, ```poly1d([1, 2, 3])``` returns an object that represents $x^2+2x+3$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "146020d5-ab04-46dd-9a9f-395f6b0bfd2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3060be8f4ad944788576d704d404a51a",
       "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=800.0/>\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(figsize=(8, 5))\n",
    "plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=5, label=\"Input data\")\n",
    "plt.plot(arr_mx, poly_y, label=\"polynomial ODR\")\n",
    "\n",
    "plt.xlabel(\"$m$ \")\n",
    "plt.ylabel(\"$j_{s}$\")\n",
    "\n",
    "plt.title(\"Зависимость $j_s$  от параметра $m_x$\")\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22ecfd18-fe77-4bf9-84c5-744834c0ebf2",
   "metadata": {},
   "source": [
    "__Многочлен восьмой степени $P_8$__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e5c3f150-f044-4677-abc1-ed764bb7da65",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the 8th order polynomial model\n",
    "poly_model = odr.polynomial(8)\n",
    "data = odr.Data(arr_mx, arr_js)\n",
    "odr_obj = odr.ODR(data, poly_model)\n",
    "\n",
    "# Running ODR fitting\n",
    "output = odr_obj.run()\n",
    "\n",
    "poly = np.poly1d(output.beta[::-1])\n",
    "poly_y = poly(arr_mx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "cf460c8e-b944-44a9-8c90-67c27905aa8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "poly1d([ 9.89321855e-03, -2.21970296e-07, -4.03158271e-02,  4.08078140e-07,\n",
       "        1.00083413e-01, -2.39214205e-07, -2.61793914e-01,  3.80458890e-08,\n",
       "        6.97143401e-01])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "72059c24-75db-4738-b22f-a0142a0f47b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5877c1a3df474c1492dac1897d9a1332",
       "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=800.0/>\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(figsize=(8, 5))\n",
    "plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=5,  label=\"Input data\")\n",
    "plt.plot(arr_mx, poly_y, label=\"polynomial ODR\")\n",
    "plt.xlabel(\"$m$ \")\n",
    "plt.ylabel(\"$j_{s}$\")\n",
    "\n",
    "plt.title(\"Зависимость $j_s$  от параметра $m_x$\")\n",
    "plt.legend(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfc853b9-450c-4adb-a914-6d9201bc7955",
   "metadata": {},
   "source": [
    "<img src=\"output.png\" width=\"50\"/> __Вывод:__ Далее будем аппроксимировать интеграл $I_y$ многочленами 8-ой степени."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ffbf686-e220-4c42-a539-ee1d6752facd",
   "metadata": {},
   "source": [
    "__Аналогично для интеграла $I_x$__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "2e325e50-22b5-4d5c-bb8e-fcb622331487",
   "metadata": {},
   "outputs": [],
   "source": [
    "# значения параметров\n",
    "d = 0.8\n",
    "r = 1.1\n",
    "# массивы\n",
    "Npoint = 1000\n",
    "arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "arr_js = np.zeros(Npoint, dtype=np.float64)\n",
    "arr_err = np.zeros(Npoint, dtype=np.float64)\n",
    "# вычисление интегралов\n",
    "for ind in range(Npoint):\n",
    "    mx = arr_mx[ind]\n",
    "    arr_js[ind], arr_err[ind] = quad(funct_Ix, -np.pi/2, np.pi/2,\n",
    "                                     args=(mx, r, d))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a6a6b43b-82f4-43c6-8865-a5e975b81928",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the 9th order polynomial model\n",
    "poly_model_x = odr.polynomial(9)\n",
    "data = odr.Data(arr_mx, arr_js)\n",
    "odr_obj = odr.ODR(data, poly_model_x)\n",
    "\n",
    "# Running ODR fitting\n",
    "output = odr_obj.run()\n",
    "\n",
    "poly = np.poly1d(output.beta[::-1])\n",
    "poly_y = poly(arr_mx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b66cb6da-a595-407a-8e38-8b881f91b421",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 4.07298023e-02,  7.26717958e-07, -1.48969084e-01, -1.97285333e-07,\n",
       "        2.67304890e-01, -1.82176336e-06, -3.74406557e-01,  1.18561830e-06,\n",
       "        4.76585596e-01, -3.55711760e-08])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output.beta[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "971a84cb-7708-4d03-8ee9-030aec144a9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89ca4a507a0a4378b5ca15df88862553",
       "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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iSto/P1nSLTmtpkNtpKcHDwLY38kiats2lWzbCWLFlCWFgYTzzxRKZNEP4rrdPrzz//zOnTp2+pLLd6rMz069cPV1dXDh06RKNGjW7YNKJDhw4AbNiwwTZB3/VWrlxJYmIivr6+6QYDuJ3PmFu8vb0Bst3U5GYPUiNHjuTSpUusXr2aOXPm8Mcff7Bo0aIc/x2ul9M4FxS5cd19+eWXGZYlJibaEv927drl6vHg1q4F+Pe8/v7774mMjMzWMXJDfsQmzc0GZkhLULKqjb3R/nl5TYkUNUpAROzgs88+45lnnuGvv/7KsO706dOMHz+eXbt2Ubp0ae6//37buubNmwPw1Vdf2R4oAUJCQnjxxRczrTW5kTNnzti+/LPqILxkyRJKly7NsGHDsvWeDRo0oFu3biQkJDBs2LAM7c1PnTrFkiVLcuVYmfH09OSVV15hxIgRTJgw4YbbtmnThoYNG5KYmMiYMWNsTT4gZeSmhQsXAjBs2LB0ExHezmfMDVeuXGHVqlVA9tuepz0oZbV9jRo16NevH6+//jpffvkl7733XqazUOdETuNcUOTGdbd161aWLl1qG2bYZDIxbdo0wsLCqFixIr17987V48GtXQsADRs2pFevXkRFRTFkyBAOHz6cbn1ycjK7du1i7NixJCYmZqsM2ZEfsUlzsxqQrJpYQUqSdPLkSZycnDJNnPPymhIpatQJXcQOrFYrv/76K7/++iteXl74+vpiNBoJCwsjPDwcq9VK1apVWbBgQbqOu127dqVJkybs27ePAQMG4Ofnh4ODA0FBQZQpU4bnnnuOd999N8vjpo2mBCmjxISGhpKcnEzZsmUZMmRIpvvExcUxfvz4TIflzMqrr77K5cuX2bt3LwMHDsTX15dSpUpx8eJFLl++jK+vL0OHDs2VY2Xm3nvvzdZ2BoOBt956i8cee4zdu3fTuXNnateuTWxsrK0Tbr9+/Rg0aFCufcacGDVqlO3/IyMjOXjwIHFxcZQrV47HHnvspvufOXPG1ub8RglLtWrViIuL46GHHqJ169a3X/BUtxPnguB2rzuAF154gddee832C3hISAixsbG4uLjw5ptvpuubkRvHS5PdayHNq6++SnR0NNu3b+e+++6jUqVKlC1b1tZZ22QyASmzkeeW/IoN3Dgxv3r1KufPn8fb2zvTWosTJ05gNpsJCAjIMvHJq2tKpKhRDYiIHQwePJiZM2fSp08fypYtS2hoKEePHsVsNtOuXTtmzZrFDz/8kOFL0dHRkSVLljB48GBKly7N6dOniY6O5v7772f16tWUL1/+hsfds2eP7b/Tp09TpUoVBg8efMN9a9SokeXEZVnx8vJi2bJlTJ8+nWbNmhEdHU1QUBCurq706NGDadOm5dqxble1atX49ttvGTJkCJUqVSIoKIiIiAhatmzJG2+8YRuR679y+hlz4qeffrL9t3fvXsqVK8fgwYP55ptvMp1X47/SHrIqVKhAqVKlMt1m06ZNzJ8/n0aNGvHjjz/meifZnMa5ILjd6w5Sanfmzp1LhQoVOHHiBAaDgTvvvJP//e9/6Sa+y63j5VTJkiVZvHgxc+fOpX379sTHx3P48GEiIyOpU6cOw4YNY9WqVdkaeS278is2Z86cITY2Fl9f30xHtLtR7cf167NK6vP6mhIpSgzWgjoNrYiI5Ik9e/bwxBNP8MwzzzBo0CDuuusunnzySV544YX8Llqhl9Y5OS0JlH8V5djomhK5NaoBEREpRk6ePMlzzz1H3759ef755yldujQPP/wwS5cuveGwuSKSOV1TIrdOCYiISDFx+fJlhg0bRsOGDXnllVdsy5966imsVisff/xxPpZOpPDRNSWSM2qCJSIikkuKcjOj26XYiEga1YCIiIiIiIjdqAZERERERETsRjUgIiIiIiJiN5qIsADZu3cvVqv1lmd2FRERERH7SEpKwmAw0LRp0/wuSqGlGpACxGq1Ys8WcVarlcTERLses7BQbDKnuGRNscmc4pI5xSVrik3mFJes2Ts29n5eK4pUA1KApNV8NGzY0C7Hi4uL48iRI9SqVYsSJUrY5ZiFhWKTOcUla4pN5hSXzCkuWVNsMqe4ZM3esTlw4ECeH6OoUw2IiIiIiIjYjRIQERERERGxGyUgIiIiIiJiN0pARERERETEbpSAiIiIiIiI3WgUrEIsKSmJ5OTkHO+fkJBg+9doVC56PcUmcwUhLk5OTjg4OOTLsUVEROT2KQEphKKjo7l8+bLtYTCnLBYLjo6OnD9/Xg/Z/6HYZK4gxMVgMODl5UWFChUwGAz5UgYRERHJOSUghUx0dDTnzp3D3d2dMmXK4OTklOOHsOTkZBISEnBxcdEvyv+h2GQuv+NitVq5du0a4eHhuLm54e3tbfcyiIiIyO1RAlLIXL58GXd3dypXrnzbv/6mNd9ydXXVQ/Z/KDaZKwhxcXNzIyEhgbCwMLy8vFQLIiIiUsiobUkhkpSUREJCgh66pNjz9PQkOTn5tvpAiYiISP5QAlKIpD1sOTk55XNJRPKXo2NK5a3ZbM7nkoiIiMitUgJSCKn2Q4o7XQMiIiKFlxIQERERERGxGyUgUmCsXr2aOnXqcODAgfwuis1HH33Ezz//fFvvcfbsWerUqcPq1atved8TJ06wYMECzp49e1tlEBERESkoNAqWyA18/PHH9OzZk65du+bL8U+cOMHChQtp1aoVlStXzpcyiIiI5CqzGV55BcuCBRAdDVYrGI1gsQBgBZKcXDA5OBPv7Ea8sxsmJ1dMLiWId3Qh3skVk7MbJmc3EhydMTs40fL8fhwf6AWzZoGjHm8LOv2FREREROT2XZ9YXL1qW5zs4Ei0izuRJUtxxd2HyJKliHH1IKZRP6JdPYh1dSfGzSNlWep/ZsdbG3Bnd3gLFrw+GtzcYPr03P5kksuUgEiBNmnSJH766SfWrFlDYGAgf/31F56envTq1YsxY8bg7OwMpDRzuuuuuxg3bhxms5mVK1cSERFB7dq1GT9+PG3btk33nrt372bLli3pjrVgwQIWLlzIsWPHAGjWrBkA3377Ld9++y0ArVq1YtmyZVmW99KlS7z22mts27YNo9FIhw4deOKJJzJsd+DAAT755BP++ecfLl++TJkyZWjSpAljx47F19cXSGmSNnnyZAAee+wx276zZ8+mf//+bN++neXLl3Po0CEiIyOpUKECbdu25cUXX8THx+dWQy0iInJzJhP06IFl+3ZITsZqNHLV1YNLXuW55FmOMM/yhLV4iCvuPlwp6UOkeymiSnhjMeZs7ijnpARckxJwTYrHLTEe1yQTzuYkSibE4pqUgIMlmTjnEuzwb8veqo1p+vvv6l9QCCgBkQIvKSmJ5557jvvvv58hQ4bw559/8v777+Pu7s6IESPSbfvFF19QqVIlpkyZgsViYfHixQwbNoxly5bRtGnTWzruZ599xrPPPkvr1q0ZPnw4AO7u7llubzKZePLJJwkLC2Ps2LH4+fnx66+/Mnr06Azbnjt3jurVq9O7d2+8vLwIDw/nq6++4v777+eHH37Ax8eHzp07M2bMGN5++22mT59O/fr1AahatSoAp0+fpmnTpgwcOBAPDw/OnTvHp59+ysMPP8zatWs1XLOIiOTMf2oyrMBl9zKc8/HlbOnKnC1Vl7B7OqUmHOVIdHK56VsaLcl4xMfgc+0K3tei8I6LwsMUg4cpFo/4GNxNMXiYYvCMj8HdFEuJxDjcEuNxsFpu+t5Wg4F9B5rQ9PQ/GIfMyIUASF5TAiIFXlJSEiNHjqRXr14AtG3bloMHD7Ju3boMCUhycjKffvopLi4pN8P27dtz1113MX/+fD799NNbOm6jRo0wGAz4+PjQpEmTm27/7bffEhwczPvvv89dd91lO35CQgL/+9//0m3bs2dPevbsma7cnTt3pl27dqxbt47HHnsMHx8fqlWrBkCtWrUylOGhhx6y/b/VaqVp06a0atWKLl26sG3bNlsZREREsmQyQc+eWHbuxJJk5qJnOULK+nHWpwpn7xjCOZ/KnCtVCZOzW5ZvYbBaKB0TgXdcFFUizlA2JpwyMRGUuhaJT+wVSl27gnfc1QzJRDIGHLCmvLiuD4jt9X+Tj0y3sWIwGGgUGYx54gScp0y53YiIHSgBkRRmM7z2Gpbff8fYvj1MmVJgOnEZDAbuvPPOdMvq1KnDzp07M2zbvXt3W/IBKTUWXbp0Yd26dSQnJ+PgkLMq4OzYtWsXJUuWzPDg36dPnwwJyLVr13j//ffZuHEj586dSzejd3BwcLaOFxERwbx589i6dSthYWFYrrspBwcHKwEREZH0rms+lWBw4FRZP0LK+BFSti4h9/YktKxflomGQ7KZClcvUjHqIlUvn6Ji1AXKXw2jXHQYZWIu42RJmRj2okc5KsSEpd/5v8mEgwMYDDh4eGIc8XxKn43beOaIi4vjyJEj1KtXD+cC8uwiN6a/kqR47TUsr8xkb5VGNN08M6X9ZAHpxOXm5pYuqQBwdnYmISEhw7ZlypTJdFlSUhJxcXF4eHjkWTmjoqKyPP5/jR07lp07dzJ8+HAaNmxIyZIlMRgMPP3005l+rv+yWCwMGTKEsLAwhg8fjr+/P25ublitVh544IFsvYeIiBRhac2oFi7EEh3LWR9fjpevxbGKDTj+8H2cLl01034ZTuZEKkZeoNalE1SOPEvlK+fwvXKWClcv4WhJ+bEs1qkE7klxKTtcXythMFAhPhJjp06wYQO4utrr00ohowREALD8/jt7qzTi5QEzePmbVwptJ67Lly9nuszJyYkSJUoAKclLYmJihu0iIyNv69je3t7s37//pmWKiYnh119/ZcSIETz99NO25YmJiVy9btSQGzl+/DhHjx5lzpw53Hfffbblp06dymHpRUSkULuudiPOwZnDvgEcqVSX43eNJqhCbeJdSmTYxetaFFUjTlP70gn8wkOpHnYS38jzOFgtmddkADg64u5oxdiuM6xfryRDckQJiABgbN+epptnpiQfZ/ZjHFIwaj9u1caNG5kwYYKtxiQ2NpZffvmFFi1a2JpfVa5cmYiICNvoU5Dy8P/7779neD9nZ2dMJlO2jt26dWvWr1/P5s2b0zV/WrduXbrtDAYDVqvVNoJXmlWrVqVripV2fCBDGQwGQ7r1aVasWJGtsoqISCF3XcIR6+jKocr1OeRbn4MP3kNIueoZajdcE+OpHh5KvXOH8b94HP+LQZSOvQJArHNJ3BOv/buxajIkjykBkRRTpmCElJqPIdNT+oAUQg4ODjz55JM8+eSTWCwWFi1aRGxsLCNHjrRt06tXL+bPn8/o0aN56qmnSEhIYNmyZRke/gH8/f1tQ/aWLVuWkiVLUqNGjUyPfe+99/LZZ58xceJERo8eTbVq1di6dWuGxMbd3Z2WLVuyZMkSSpUqha+vL7t37+brr7/G09Mz3ba1a9cG4H//+x8lS5bExcWFypUrU6NGDapWrcpbb72F1WrFy8uLX375he3bt99uCEVEpCAym6n40Ue4bNxIfHgEh8rVZk+1phx86F5Cy/phNaRvt1Ah6gL1zx6izoXj1LlwjCoRZ3CwWjI2nwLcLYlKNsSulIBICkdHmD69UDa7ut4jjzxCQkICgYGBtnlAPvroI5o3b27bpkqVKrz33nu88847jBo1irJly/Lkk09y5coVFi5cmO79Jk+eTGBgIGPGjCE+Pv6G84C4ubnx+eef8+qrrzJ37lwMBgPt27fn7bffZtCgQem2feutt3j11Vd58803MZvNNGvWjE8//ZRnnnkm3XZVqlRhypQpfP755zz22GMkJyfb5gH58MMPefXVV5k+fTqOjo60bduWzz77jM6dO+dOMEVEJP+YzTBrFpbPP8d6/jxhHuXZW60pe5o/yaHKASQ5pq8Brxh5nkZnDlD/7CEanD1oq91INhj/HX3KaMTdmqRkQ/KdwWq1WvO7EJLiwIEDADRs2DDT9SaTiZCQEKpXr45rLtw0kpOTMZlMuLq65unoUPaQNhHhhAkTGDp06G2/X1GKTW4qKHHJ7WshN1w/CktafyNRXLKiuGSt2McmtWlV/I5d7KvamN01WrLXrykRHukHNCkdc5lmoXtofOofGpw9RKm4qPS1G6kjTZFLI00VZPY+Z272vCY3VzTPRBEREZHC4LrRqqITrfxVvTk7a97B3mefTzfBn5M5kQZnD9I0dC/NQvdS+cpZrl2fcKhzuBQiSkBERERE7Om65lXhUfHsrN6Snd3Gctg3IF3n8bLRYbQK3k2Lk39R/9xhXMyJJBqdcLYkgcGg5lRSaCkBkSKhcuXKHDt2LL+LISIikrm0mo4FC4hMMrDdvx2/tX6Go7710m1W9fIp7gjaQesTu6geHkJSWsIBYDTi5OmOceSIIt2kSoo+nbkiIiIieeG6pCMmwcKOWq35resYDlZpYKvpMFgtBJw7TJugXbQO3kX56LDr+nIYcPZyxzhiBHHjxnEkKKj49o2RIkUJiIiIiEhuSk08Et5+hz99G7Gl8/Ps9WuK2cHJton/hWN0OPo77Y7/Tulrkf+OVmU0Zt6XIy4ufz6LSB5QAiIiIiJyu66r7Qhx9mFz/Tv59fEPiHH7d34nv/AQOhz9jQ7Hfqd8dNi//TmMRhy8vIv8aFUiaXSGi4iIiOSUyQQ9exL19z9sq9WOzX2mc7J8TdvqUrFX6HL4F7oc/gXnpEQqxISlrDAabc2rlHRIcaOzXURERORWpNZ2JC9YwNGSFfmxcS/+GDICs2NKEyvH5CRaBe/mrkNbaBq6F6xWHLCC0UGjVomgBEREREQke1JrO67t/putte5g/T0vE1q2um11jUvB3HVoCx2PbiPOyS2ltsNggFKl1LxK5Dq6CkRERERuJHV28lOHQljfqAe/DHmaOJeSADgnJdDx6DZ6/bOBWmHBJGPAASueiXGq7RDJghIQKdImTZrE7t272bJlS34X5badPXuWu+66i9mzZ9O/f/883ffChQssWrSIbdu2cenSJVxdXalbty4DBgyga9eumb53GkdHR9zd3alcuTLNmzdn4MCB1K5dO90+u3bt4rHHHrO9NhqNeHl50aRJE55//nkaNmx4S59PRCTXpTazMi98jz2lavBds3vY/3hj2+pKkefotW8Ddx7eAlZwT7yW0pnczw/j4MEwdapqO0SyoCtDpJAoV64cK1eupGrVqnl6nL///ptnn32WEiVKMHToUOrUqUNMTAzr169n4sSJdO/enbfffhsHB4d0+w0ePJg+ffpgsViIiYnh8OHDfPPNNyxfvpwxY8bw1FNPZTjWmDFjaN26NWazmcOHD/Pee+8xePBg1qxZg5+fX55+ThGRTKUmHqZ35vFr9dZ8128mZ0tXAcBgsdDq5G7u3reeRqf3YwX17RDJASUgIoWEs7MzTZo0ydNjREdHM3LkSDw8PPjf//5HmTJlbOu6du2Kv78/b7/9NkuWLOHZZ59Nt2/FihXTla9Tp048+eSTjBgxgjfffJPatWvTqVOndPtUq1bNtk+LFi3w9PRk4sSJfP/994waNSrPPqeISAapzayi/vqHHxv14MdHF3C1pDcAronx9Ni/kT5711EiIc5W24FqO0RyxJjfBRBJs2DBAurUqcPhw4cZMWIEzZo1o3nz5owbN44rV66k29ZisbBo0SJ69uxJgwYNaNu2LRMmTODixYs3PMbjjz9Oz549sVqt6ZZbrVa6devG008/DcC5c+do1qwZn3zyCZ9++il33nknTZs25cEHH2Tfvn0Z3nfz5s08+OCDNG7cmKZNm/Lkk0+yd+/eTD/f0aNHGTVqFM2bN6dVq1bMnj0bs9nMyZMnGTp0KE2bNuXOO+9k0aJF6fY/e/YsderUYfXq1bZlp06dYvLkyXTv3p3GjRvToUMHnn32WY4dO3bTeGdm1apVREREMHbs2HTJR5qhQ4fi5+fHJ598QlJS0k3fz9XVlVdffRUnJyeWLFly0+0bNGgAwOXLl2+98CIiOWEyQadOXCpflQ8c6zD0qY/56o6HuVrSmzLR4Ty59VOWfDyUB3aspFxMOO7JJoydOmG8dg1jcDC8/LKSD5FbpCumiLBarSQkJt/SPsmWZEyJyWA042C03nyHbHBxdsBgMNzWe4wYMYKePXsyaNAgTpw4wbx58wgODuZ///sfTk4pQxy+/PLLrFy5kkcffZTOnTtz7tw55s2bx+7du1m9ejU+Pj6Zvvdjjz3G8OHD2bFjB3fccYdt+bZt2zh9+jRTp05Nt/1XX31FjRo1mDJlCgDz5s3j6aefZvPmzXh4eACwdu1axo0bR/v27XnrrbdITExk8eLFDB48mM8++4wWLVqke88XX3yRe+65h0GDBrF9+3YWL16M2Wzmjz/+4OGHH2bo0KGsXbuWuXPnUq1aNbp3755lrMLCwvD29mbs2LH4+Phw9epVvv32Wx544AG+/fZbatSocUux/+OPP3BwcKBLly6ZrjcYDHTq1ImlS5dy6NChbNXIlC9fnvr167N3717MZjOON/iiPnv2LADVq1fPchsRkVyROqLV2QMn+KbFffzy5CiSHVLuTzUvnuDev7/jjqA/MFitKTOUu7phnDRNI1mJ5AJdQUWA1Wpl4sLfORJ65eYb57F6fj68PqL9bSUh3bp1Y8KECQC0b9+e0qVLM27cONavX88999xDcHAwK1eu5OGHH2batGm2/QICAhg4cCBLly5l9OjRmb53ly5dqFKlCsuXL0+XgCxfvpyqVavSsWPHdNuXLFmSjz76yNbfoVy5cgwcOJBt27bRu3dvLBYLb7zxBv7+/ixatAijMaVSsVOnTnTr1o25c+eyYsWKdO/54IMP8uSTTwJwxx13sH37dpYvX87ChQvp1q0bAK1ateLXX39l7dq1N0xAWrZsScuWLW2vk5OT6dSpE3369GHlypVMnjz5xsH+j/Pnz+Pj40OJEiWy3MbX19e2bXabhFWqVIl9+/Zx9epVSpcubVtusVgwm822PiBz5syhVq1aDBgw4JbKLSKSbalNrUIPh7Kq5QB+f2wUFmPKPb7R6f0M3LWKslGXqJg2hK63htAVyW26kqTA6du3b7rXvXr1YtKkSezatYt77rmHXbt2AXDfffel265Ro0bUrFmTHTt2ZJmAGI1GHn30Ud544w3Onz9PpUqVOH36NL/99hsTJ07MkDh17NgxXWfrunXrAilNtABCQkIICwvj8ccftyUfkJK4dO/enZUrVxIfH4+bm5ttXefOndMdo2bNmhw9ejRd8uPo6Ei1atVsx8mK2Wxm8eLFfP/995w+fTpds6jg4OAb7ptTac3XbiXJ/G+TtzT//TuVLVuWFStW4OnpmfMCiohkJrXGI/jIGVa0HsjOx8bYVrU4+ScDd31N5ctncE+KA4NRncpF8pASkCLAYDDw+oj2OWuCZUrA1dUFB6PDzXfIhtxoglW2bNl0rx0dHfH29iYqKgrA9m+5cuUy7FuuXDnOnz9/w/cfMGAA8+bNY8WKFYwZM4YvvvgCV1fXTH919/b2Tvfa2dkZgISEBAAiIyMzLXNaWSwWC9HR0ekSEC8vr3TbOTk54ebmhouLS4blsbGxN/wsc+bM4YsvvmDYsGG0bNkSLy8vDAYDU6dOtZXxVlSqVIkdO3YQFxeXZS1IWnwrVqyY7fc9f/48zs7OGT77uHHjaNOmDSaTid9//52PP/6Y559/nlWrVtliLSJyW1JrPE4fPMmXbQex/dGUHz4MVgttg3Zw/66vKR91KSXxcNBoViL2oASkiDAYDLi63NqfMznZABYzrs6OGYZUzU/h4eGUL1/e9tpsNhMVFWVLBtL+DQsLo0KFCun2DQsLo1SpUjd8fw8PD+677z5WrVrFkCFDWL16NX369MnRr+5pxwoPD8+wLiwsDKPRmKe/5n///ffce++9jBkzJt3yyMjIHB33jjvu4Pfff+eXX36hd+/eGdZbrVa2bt2Kl5cX9evXz9Z7Xrp0iUOHDtGyZcsM/T+qVKlim/OjZcuWuLq68u6777Js2TKGDh16y+UXEbFJHU73wvufsKLl/fz62Au2plbtj/7GgztX4hMbmTKilaMTxmnq3yFiLxoFSwqctWvXpnu9fv16zGYzrVq1AqBNmzZAysP39fbv309wcLBt/Y0MHjyYyMhIRo0aRXR0NI8++miOylq9enXKly/PunXr0jUziouLY+PGjTRp0iRd7UduMxgMto75aX799VcuXbqUo/cbOHAgpUuX5q233iIiIiLD+iVLlhAaGsrQoUMzHDczJpOJl156CbPZnOk8IP/11FNPUa1aNT7++OOb1v6IiGTKbIZp0wivUJX3doTz3OD5bKl/JxajA61O7OLdz1/guU0fUPXK2X9HtIqJhpkzlXyI2ImuNClwNm3ahIODA+3atSMoKIh58+ZRt25devXqBUCNGjV48MEHWb58OUajkY4dO9pGwapYsSJPPPHETY9RvXp1OnTowLZt22jevLmtb8etMhqNjB8/nnHjxvHMM8/w4IMPkpiYyJIlS4iOjmbs2LE5et/s6ty5s220qzp16nDo0CGWLFmSoWYouzw9PVmwYAHPPvss/fv3Z+jQodStW5fY2Fh+/PFHW6f4IUOGZNj3woUL7Nu3zzYR4ZEjR/jmm284f/48kyZNon379jc9vpOTE6NHj+bFF1/k888/Z/jw4Tn6HCJSDKXWeMTMf4/VDXvz/SPvkuiY0rS1SeheHvnjSypdOa8aD5ECQFedFDgLFixgwYIFfPXVVxgMBu68806mTJmSrk/Ayy+/TJUqVfj666/58ssvcXd3p0OHDowdO/amTbDS3H333Wzbti3HtR9p+vbti5ubGx9//DGjR4/GwcGBxo0b8/nnn9OsWbPbeu+beemll3B0dOTjjz8mLi6OgIAAFixYwLx583L8ns2bN+f7779n0aJFfP7551y8eBFXV1fq1q3L66+/TteuXdN1uE+zbNkyli1bhoODA+7u7lSuXJkuXbrwwAMPUKtWrWwfv1evXnz66ad89tlnDB482DbcsYhIplITj8S33+Gn2h1Z8fC7RJdI6W8WcPYwj25fTrWwUHUuFylADNashqcRuztw4ACArU38f5lMJkJCQqhevTquuXDjTE5OxmQy4erqWiD6gCxYsICFCxeyY8eOLOfxyE0jR45k3759bNmyJUNzooIWm4KioMQlt6+F3BAXF8eRI0eoV6/eDYcxLm4Ul8wpLlm7pdiYTFjr1uUPpwp83v4xzvukDBPue+Usj29bStXwUynD6To4YOzQAdavL7SJh86ZrNk7Njd7XpObUw2IFCuJiYkcOnSI/fv3s2nTJiZNmpStvgwiIlKApA6pe/T4BT7t8AyHKwcA4HUtiod2rKDbwU0YAAeLBWO1anD0aKFNPESKIiUgUqyEhYUxaNAg3N3defDBBxk8eHB+F0lERLIrtblVxPwP+bzNQ2x5KGVIXeekBO79+zvaHf0NvytnNIGgSAFX7K/IkJAQAgMD+fvvv3Fzc6N3796MGzfuhs06YmNj+fTTT9m2bRshISE4OjpSv359xowZk+2hSSWjkSNHMnLkyDw9RuXKlTl27FieHkNERPKAyYS5XgBrfRry1eD5xLukNLW589AWHtn+BaXiolTjIVJIFOsEJDo6mscff5xKlSoxf/58rly5wuzZs4mKimLu3LlZ7nf+/HlWrlzJgAEDGDVqFGazmc8//5xBgwaxYsUKJSEiIiK5JbW51Z5T0SzqNIazpasAUPvicYZtWYRv2shWbm4Yx41TjYdIIVCsr9AVK1YQHR3NmjVrbJ2eHRwcGDduHM899xw1a9bMdL/KlSuzadOmdPM73HHHHdx1110sX76c2bNn26X8IiIiRVbqfB4X3lvCkg6Ps6t/yhxPXnFRPPbbMloF7cIzMVZD6ooUQsX6St22bRtt27ZNN+JSjx49mDJlClu3bs0yAclshAUXFxdq1qxJWFhYnpVXRESkyDObqfjRRzh+vZqva3bkq0ffJdHJBaMlmd57f2DQzpW4JZnU3EqkECvWCUhwcDADBgxIt8zZ2ZmqVasSHBx8S++VNgRcv379crOImdLIyVLc6RoQKaJMJlwaNiQqyY3X+kzjVFk/ABqcOcAzmz/CJzZSza1EioBifdVGR0fj6emZYbmnpydXr169pfd69913iY+Pv+1J7axWK3FxcZmuS05Oxmq1EhMTk25Svts5Vtq/ycnJt/1+RYlik7mCEpfY2FgsFgtJSUlYLJZ8K8f14uPj0/0rKRSXzCkumTCZMNdtwPKG97ChcQ+sBiMe8dEM2fopLU/sxiPxGjg6Yp40CfPkySmJR2Jiyn/FgM6ZrNk7NlarFYPBYJdjFVXFOgHJyq2eWGvXrmXp0qVMnz6datWq3daxk5KSOHLkyA23uXDhAnFxcZQsWTJXJoNLSEi47fcoqhSbzOVXXKxWKwkJCVy+fJmkpCSOHz+eL+W4kdDQ0PwuQoGkuGROcQHMZiosWsSJ7cdZct+rRLqnNIu+8+Bmntz2GSUT43CwWEisWJFDq1alNLcKCsrnQucfnTNZs2dscuOH4OKsWCcgnp6eREdHZ1geExOTZf+P/9q+fTuTJ09m6NChPPLII7ddJicnJ2rVqpXleqvVSmxsLJGRkVy7du22jpX2K7aDg4My+f9QbDJXUOLi7e1N6dKlC9TfJj4+ntDQUPz8/NINUFHcKS6ZU1wAsxnH2bOJXLyMDzoM4e+7+wJQ6co5hv/8AXUuHMc5ORFrqVKYn3sOy8SJ1CvGza10zmTN3rE5ceJEnh+jqCu+VzJQs2bNDH09EhMTOX36dIa+IZnZv38/I0aMoGfPnowfPz5XymQwGDLt5H69kiVLUq5cOZKTkzGbzTk+Vnx8PCdPnqRq1aq6mf2HYpO5ghAXJyenXKn5yytubm43vYaLI8Ulc8U2LiYT1kaN+MmjNp88+CbxLiVwTE5i4K6v6bFvA6VMV8HR0Ta6lYOjI/q9OUWxPWeywV6xKUg/fhVWxToB6dixIx988AGRkZGUKlUKgE2bNpGYmEinTp1uuG9wcDDDhg2jWbNmzJ492+4no8FgwNHREcfb+DUore28i4vLDSdeLI4Um8wpLiJyW8xmmDWLS+8vYWHHYezzawJAnfNHGblxIaWuReGecI1kDw+SQkMpcd0olSJSdBTrBGTQoEEsX76c4cOHM3z4cCIiIpgzZw59+/ZN1wRrypQprFmzhsOHDwMQERHB0KFDcXJy4qmnnuLQoUO2bZ2dnQkICLD7ZxERESnQTCasdeuywbMOn6bWejibE3hk+5e0CtpJpehL4OCApUN79s+eTT39yCFSZBXrBMTT05OlS5cSGBjIyJEjcXV1pU+fPowbNy7ddhaLJd2IPydOnODChQsAPPHEE+m29fX1ZcuWLXledhERkULDZCKsVgPmt3mSf6o1AaDuuSOM3LiAilcvpZvTw2SxwE0GYxGRwq1YJyAA1atXZ8mSJTfcZs6cOcyZM8f2unXr1hw7diyviyYiIlK4mUxYe/Zk4xVnFt8XiMnZDeekBB79fTldDv+CZ0Jsxjk9shiKXkSKjmKfgIiIiEguM5vhlVeIevc9Ft75DLuatwEg4OxhRm5cQJnYKzibEzF26gQ//6zJBEWKGV3xIiIiknvMZujalb9ORTP/4beIdPfBIdnMo9uX0/XAzym1Ho5OGKdN1UzmIsWUrnoRERG5fakjXMW/9yFLG/Xjh/69Aahy+TSj179D+ehw3BOuYfTzS+njoU7mIsWWEhARERG5Pam1HkFHzvB2n2mcLV0FgD571jJg1zf4xEep1kNEbHQHEBERkZwzm7F07crqa6VY/tBIkh0cKRV7hVE/zafxmQM4WJJtI1yp1kNEAIz5XQAREREphMxmmDGDyCo1eMWnI0s7PkGygyNtg3Yw//MXaHDuSMrwup06wYkTSj5ExEY1ICIiInJrUptc/RMcwVv3vEKkuw/O5gSe+mUJnQ//iktyIpQqhXHUJJg6VU2uRCQd3RFEREQk+0wmkuvWY2XF1qy4/wWsRiOVI84w/oe5VIq6iHOyhtcVkRvTnUFERESyx2QiokY93mo3hANVGwFw18GfeXrLIoyguT1EJFt0dxAREZEbSx1i96+vNvBuv1e4WsIL18R4ntv8IXcc34GzmlyJyC3QHUJERESyZjJhqVuPryq1YWWfSVgNRqqHhTDuhzcpFxOBc3KSaj1E5JboTiEiIiKZM5mIqVaLue2GsKd6cwB6/LOBQX+s0NweIpJjuluIiIhIeqlNroI++R9z+k4nzKs8zuYEntv0Aa1O/qUZzUXktigBERERkX+lDrG78bIDH/afSZKjMxWiLjJx7etUjjyf2tG8o5pciUiO6c4hIiIiKUwmEgMa8FHNHmzs0R2AlsF/MmzLx5SPCVeTKxHJFbp7iIiIFHepTa4uvb+EOd1f5ESF2hisFh764yt67duAZ0KsmlyJSK5RAiIiIlKcpTa5OhgUxpwBr3K1pDce8dGM+fFtGpw7grM5QaNciUiu0p1ERESkuEpNPjZEOPHhwFkkOzhSPSyEyd/PplTcVU0sKCJ5QncTERGR4shsxty1O4uNtfmhex8A7ji+naFbllAm7gq4uWGcrP4eIpL7dEcREREpTlL7e0R9tIQ3OzzD/qqNAHh4+5fc+/d3uKjJlYjkMd1ZREREiovUJlchB0N4rd80LnpXwDUxntHr36XZqX3q7yEidqG7i4iISHGQmnzsOBPH2w+9jsnZjfJRF3npu9eoePWSkg8RsRvdYURERIo6sxlr166sifHk034vYDUYaXh6PxPWvYmrOVGdzUXEroz5XQARERHJQyYTyf51+MChLp90HorVYKTHPxuY8t1sPE0xOHuUwDhjupIPEbEb3WlERESKKpOJuKrVmdPhafb6NcNgtfDk1s/ouf8ndTYXkXyjO46IiEhRZDIRVqs+M3tO4lRZP1ySTIz58Z3UzuZqciUi+UdNsERERIoak4mgBm0Z13sqp8r6USr2CmPXvUWb4F04OxnV5EpE8pXuPCIiIkVF6hwf21f9wtt3TybRyYVq4aGM+fEd/CJOY/T2hgsXwNU1v0sqIsWYEhAREZGiIHWY3W9jvPi052isBiPNQv7muU0fUi72MkZvLyUfIlIgKAEREREp7MxmLF27soQafN+5HwC99v3IQ3+swMsUo+RDRAoUJSAiIiKFmdlMUrcevFOyOb/V7QjA49s+o9uBn/FIuIbRrxocOaLkQ0QKDHVCFxERKaxMJq7Va8iMMp35rW5HHJLNjF7/Dn32rccjIRZjp44QFKTkQ0QKFNWAiIiIFEYmExE16vFy1xcILVsd18R4Jn8/h4DzR3HWHB8iUoDpriQiIlLYmEycqduMGb2nEO5ZDu9rkcxYPZPKkec1x4eIFHhqgiUiIlJYmM0wYwaH6rVmQmryUSnyHOPXvkmN8BDN8SEihYLuTiIiIoVB6jC7O87EMfeel0h0dMH/wjHG/PgOFa9e0hwfIlJoKAEREREp6FKTj81hBubfMwmL0YGWwX/y7M8fUubaFQ2zKyKFihIQERGRgiw1+fj+qjuLeg0DoMuhLTy59bOUOT40zK6IFDJKQERERAoqsxlr1658lVCer+58GIA+e9Yy+PcvcDWb1NlcRAoldUIXEREpiEwmLLX9WWSoxVd3pCQfD/3xJY/9vlzJh4gUarpriYiIFDRmM8kB9Zlfpy9b6t8JwFO/LKLHgZ81x4eIFHq6c4mIiBQkZjOJ3XrwRsMH2FWrDUZLMqN+WkC7oB2a40NEigQ1wRIRESkozGbiuvfilTKd2VWrDU7mRJ75+SO6HPlVc3yISJGhO5iIiEhBYDIR26gZ01s8SVBFf1wT4xnz49u0PvkXuLpivHJFI12JSJGgBERERCS/mUxc9avNtG5jCClXA4/4aGasnkmFq2GAFeOECUo+RKTIUAIiIiKSn0wmImvUZWqPCZwuUxWva1HM+no6Fa9e+rfPx7Rp+V1KEZFcoz4gIiIi+cFsxvHVVwmrXJNJqcmHT2wEY358m2oRp9XnQ0SKLN3RRERE8kHFJUuIWPkd0+6fySXvCpSNDmPyd3OoGR6C0dsbLlxQsysRKZKUgIiIiNibyUTydz8x7cHZRHiUpkLUBSZ9P4fql09j9PZS8iEiRZqaYImIiNiTycTlpu146d6XifAoje+Vs7y05rWU5MOvmpIPESnylICIiIjYi8lEaEBLpvSaRKS7D9Uun+Llb2ZS9coZjJ06QlCQkg8RKfKUgIiIiOQ1sxlmzOBE7aZM6TmRqyW9qXEpmFEb5lMuJhyjn586m4tIsaE7nYiISF4LDOTEB8uZNvAVYl098L9wjHHr3qJ8THhKn48jR5R8iEixobudiIhIXjKZOLFkJdMGziTW1Z06548ybt1blIu9DF6e6vMhIsVOsW+CFRISwtChQ2nSpAlt27YlMDAQk8l00/1+/PFHRo4cSYcOHahTpw5LliyxQ2lFRKRQMZk4Wb810/tOyZB8JFaqiOnkSSUfIlLsFOsEJDo6mscff5xr164xf/58Jk6cyNq1a5k6depN992wYQNnzpyhS5cudiipiIgUKql9PoJrNWZqj/HEuHnif+EYk7+fQ7nYcCwd2nNo9WolHyJSLBXrJlgrVqwgOjqaNWvW4OPjA4CDgwPjxo3jueeeo2bNmlnu++6772I0puRvK1eutEt5RUSkEDCboWtXgg+dYtrAWcS4pfT5GL7pA0rFXcXo54dp3bqUEa9ERIqhYl0Dsm3bNtq2bWtLPgB69OiBs7MzW7duveG+acmHiIhIOoGBBB86zdTU5KP2heOMXzeX6pdPqcO5iAjFPAEJDg7OUMvh7OxM1apVCQ4OzqdSiYhIoWUycXLxipTRrlKTjwnr3qRczGVNMigikqpY/wQTHR2Np6dnhuWenp5cvXo1H0oEVquVuLg4uxwrPj4+3b/yL8Umc4pL1hSbzBWruJhMXGzekWl9pxDj5knti8d56bvZlIqLxNKhQ0qzK4sF4uKKV1xukWKTOcUla/aOjdVqxWAw2OVYRVWxTkCykp8nVlJSEkeOHLHrMUNDQ+16vMJEscmc4pI1xSZzRT4uZjMeTz7PKz0nEF3CKyX5WJOSfMQ2b07Qm29m2uejyMflNig2mVNcsmbP2Dg7O9vtWEVRsU5APD09iY6OzrA8Jibmhh3Q85KTkxO1atWyy7Hi4+MJDQ3Fz88PNzc3uxyzsFBsMqe4ZE2xyVyxiIvJxOWOPZnScSTRJbyodTEotcN5FNZq1XDcsoV6/+nzUSzikkOKTeYUl6zZOzYnTpzI82MUdcU6AalZs2aGvh6JiYmcPn2aAQMG5EuZDAYDJUqUsOsx3dzc7H7MwkKxyZzikjXFJnNFNi4mExebtGF6z4lcLelN9bCTTFj3JuWjU2c4P3qUEjfo81Fk45ILFJvMKS5Zs1ds1Pzq9hXrTugdO3Zk586dREZG2pZt2rSJxMREOnXqlI8lExGRAs9kIqxWfV7qPp4IjzJUvXyKiWvfSEk+1OFcRCRLxToBGTRoEB4eHgwfPpzffvuNNWvWMGvWLPr27ZuuCdaUKVMICAhIt++JEyfYsGEDGzZsAOD48eNs2LDhpsP3iohIEWA2E9G0NVO7jyPMqxyVIs8xYuN7VLx6KSX5CApS8iEikoVi3QTL09OTpUuXEhgYyMiRI3F1daVPnz6MGzcu3XYWi4Xk5OR0y9avX8/ChQttr9esWcOaNWvw9fVly5Ytdim/iIjkA5OJqCYtmdrmGS6UqkS5q5eY9P3rVIs4o3k+RESyodjfIatXr86SJUtuuM2cOXOYM2dOumUjR45k5MiReVk0EREpaEwmYqrVYlqPcZwtXYXSMZeZ/N2cf5MPNbsSEbmpYt0ES0REJNvMZq41bMr0ri8SWrY63tcimfzdHGpcDlWfDxGRW1Dsa0BERERuymwmvnsvXmn+OCcq1MYjPppRPy2gdljwv30+1OxKRCRbVAMiIiJyIyYTCXUCmFW6I0d861HSFMuk71+neehe9fkQEckBJSAiIiJZMZlI8q3Ca40f4kDVRrglxDFh3Zs0OHcYXF3U7EpEJAf0k42IiEhmzGaSA+rzRrun2FO9Gc5JCUxbE0jViLMAGCdMUPIhIpIDSkBERET+y2zG0rUr8/37sLN2GxzNSTz38wfUP3cY3NwwzpgOU6fmdylFRAolJSAiIiLXM5uxdu3KYkMtttS/E6MlmZEbF9L56DaM3t5qdiUicpvUB0RERCSN2Qzdu/NVQgXWNusLwNNbFtH56Db1+RARySVKQERERCAl+ejale+i3PnqjocAGLZlEe2P/wFY1edDRCSXqAmWiIhIavKxKdyBxT2HAvDQH1/S/eDPOJsTMXbqBNOm5XMhRUSKBtWAiIiIBAay/VwCC7qPAOCuAz/z4M7/4YwlpcP5zz9rrg8RkVyiu6mIiBRfZjPMmsWeZeuYe89krEYjdx38mSd++xwDYJwyGV5+Ob9LKSJSpKgGREREiq/AQI4sWsns3uMxOzjRNmgHw35ZgqcpWs2uRETyiBIQEREpnkwmTi7+ipfvm47J2Y0mofsYuXEhbkmmlORDza5ERPKEEhARESl+TCbO+zfm5d6TiHMtSZ3zRxmy9RNKJsRh7NJZyYeISB7S3VVERIoXs5mIpm2Y1n0cke4++IWHMGntG/hcu5JS87Fxo5IPEZE8pBoQEREpPsxmYnr0ZlqroYR5laNi5HmGb/oAn2uRGP38VPMhImIHSkBERKR4MJkw1Q3glXJ3cqZMVUrHXGbi2jeoczEIo7cXHDmi5ENExA6UgIiISNFnNmMOqM+chg9yrFJd3E0xTFj3JtUvnwJXF7hwQbOci4jYiRIQEREp2sxmLF27Mt+/L3/XaIFzUgJTvw3EN/ICAMYJE5R8iIjYkeqaRUSk6DKboWtXPrX68Uv9LhgtyTy95WPqXTgGbm4ps5xPnZrfpRQRKVaUgIiISNFkNkP37nwTW4o1ne4DYNiWxXQ7tAVcXTFeuaKaDxGRfKAmWCIiUvSk1nz8fBE+6/QEAI9vW0qH49sBq5pdiYjkIyUgIiJS9AQGsvt0LAt6jACg31/f0Xvfj3iYYlLm+pg2LZ8LKCJSfCkBERGRosVk4vDSb3m9zwQsRgdaB+3kiW2f4YIlpc+H5voQEclXSkBERKRoMJthxgxCazRg1t3jSXRyoXnI3zy3+SOMWDFOmQwvv6zkQ0QknykBERGRoiEwkEtvv8/LfSYT6+pBnfNHeXH9PErFRarZlYhIAaIERERECj+Tiah57zP9/leI8ChD5YgzPL1lEZ6mGIx+fmp2JSJSgOhuLCIihZvZjKlBYwJ7juW8jy+lYy4zft1c/CJOY/SrBkeOKPkQESlAVAMiIiKFl9mMuWt35jR6kGOV6uJuiuGl717DL+IUxk4dIShIw+2KiBQwSkBERKRwMpuxdu3KfNeG/F29Oc5JCQzf9D41w0LU7EpEpABTAiIiIoVP6iznn5ur8Ev9OzFakhn10wLaBe0EVxc1uxIRKcCUgIiISOGSOsv52itufN36fgBGbHyPJqf3o1nORUQKPiUgIiJSuAQGsv1cAovufAqAR7Z/QYfj2zXLuYhIIaEERERECg+TiUOfr+Gtu8dgNRjpeGQrA3etwlmznIuIFBq6S4uISOFgNnOmVWcCe40jydGZlsG7Gfrrpxjg31nORUSkwFMNiIiIFHwmE1caNuflVkOJdfXA/8IxXvhpAd7xUWp2JSJSyCgBERGRgs1kIq5qdV5u8QRhXuWoFHmOZzZ/jIcpVsPtiogUQrpji4hIwWU2kxTQgNc6PktIuRp4XYti/Lq51AgP1SznIiKFlO7aIiJSMJnNWLp2ZV7de/inWhNcE+N5ftP7/yYfQUFKPkRECiE1wRIRkYIpMJClydXYWq+TbaLB1if/xOjtpZoPEZFCTAmIiIgULGYzzJjB2rV7WN2qPwBP/bKYdkE7UmY5v3BBEw2KiBRi+vlIREQKjtRZzrefS2BR3wkAPPL7cjoe245mORcRKRpUAyIiIgVHYCAHg8JtEw32+GcD/fas1SznIiJFiBIQEREpGEwmTn28nMB7p5Dk6EyrE7vo9/f3uJgTMXbprOF2RUSKCN3JRUQk/5nNRDRtzSu9J3LN1Z06548yauPCf2s+Nm5U8iEiUkSoBkRERPKXyURcvQa83PJJwj1TJhqcsG7uv8mHaj5ERIoUJSAiIpJ/UicafLXxw4SWrY73tUiGb/qAMrERmuVcRKSI0l1dRETyx3UTDe6v1hjXxHjGrXuLhucOaZZzEZEiTHd2ERHJH4GBLLWkTDTokGzm6S2L/k0+NMu5iEiRpSZYIiJiX6kTDX6/dg+rW6ZNNLiEuw7/kjLRoGo+RESKNN3hRUTEflInGvz9fCKL+4wH4NHfl9PhuCYaFBEpLlQDIiIi9hMYyIET4bzdazRWg5Ge/6znHk00KCJSrBT7BCQkJIShQ4fSpEkT2rZtS2BgICaTKVv7fvvtt/Ts2ZOGDRvSp08f1q9fn8elFREpxEwmQhd9wav9NNGgiEhxVqzv9NHR0Tz++ONUqlSJ+fPnc+XKFWbPnk1UVBRz58694b4bNmxg0qRJPP3007Rr146ff/6Z0aNH4+HhQfv27e30CURECgmzmYjWHZh59wRNNCgiUswViLv9q6++ypQpUzAYDHY97ooVK4iOjmbNmjX4+PgA4ODgwLhx43juueeoWbNmlvvOmzePnj17MnbsWADatGlDSEgI8+fPVwIiInI9sxnzPf15pUXqRINXNNGgiEhxViCaYJ07d47nnnuO+Ph427ILFy4wffr0PD3utm3baNu2rS35AOjRowfOzs5s3bo1y/3OnDnDyZMn6dOnT7rlffr0Yf/+/Vy5ciXPyiwiUqiYzVQfOYo3ynQgpFx1vK5F8fym9zXRoIhIMVYgEpD33nuPGjVq8PDDD/PPP/8wY8YM+vTpg2MefykFBwdnqOVwdnamatWqBAcHZ7nfyZMnAahRo0a65TVr1sRqtdrWi4gUa2YzTn368GnptvxTrQmuifGM/2EuDc4d1nC7IiLFWIG48xsMBgYPHswff/zBoEGD6NmzJxs2bKBs2bJ5etzo6Gg8PT0zLPf09OTq1atZ7pe27r/7enl5pVufE1arlbi4uBzvfyvSapyur3mSFIpN5hSXrCk2/2E249ynD19aqvJrQBeMlmQmrHsTv8unU1aPGYPZYgE73e8KGp0vWVNsMqe4ZM3esbFarXbvNlDUFIgE5KWXXmLDhg3ce++9PPzww7z33nucOnUqzxOQrGT3xPrvNlarNdPltyIpKYkjR47keP+cCA0NtevxChPFJnOKS9YUmxQVP/qIvVdL8nXXgUDKXB/NQ/dgdXDk4rCnuHDPPSk1IMWczpesKTaZU1yyZs/YODs72+1YRVGBSEBcXFz48ccfKV++PAB169blhRdeYOTIkfTv3z/Pjuvp6Ul0dHSG5TExMTfsgH59TUeZMmVsy9PeK7NalexycnKiVq1aOd7/VsTHxxMaGoqfnx9ubm52OWZhodhkTnHJmmKTymzG8fXX+fvXg3zUO2WiwYf++IruBzcDkDxxAt4vvYR3PhaxIND5kjXFJnOKS9bsHZsTJ07k+TGKOrslIN999x0NGjSgRo0aGWoI/tvZvFGjRnzxxRc8++yzeZqA1KxZM0Nfj8TERE6fPs2AAQOy3C+t78fJkyfTJSrBwcEYDIYMfUNuhcFgoESJEjnePyfc3NzsfszCQrHJnOKStWIfm5df5sin3zD3/plYjUa6HtjEfX+twcWcgLFTJ5xfeQVn9fuwKfbnyw0oNplTXLJmr9io+dXts9u3wMSJEzEYDLi6ulK3bl3q169PgwYNCAgIoFatWhiN6fvDV6pUia+++ipPy9SxY0c++OADIiMjKVWqFACbNm0iMTGRTp06ZblflSpVqFGjBj/++CPdunWzLV+3bh2NGjVKN6qWiEixYTJx9qPPmXXfKyQ6udA85G+Gbv0UF3Milg4dMGrEKxERwY4JyEcffcThw4c5fPgwhw4dYu/evUBKFuni4kLdunUJCAigfv361K9fn7p161KyZMk8LdOgQYNYvnw5w4cPZ/jw4URERDBnzhz69u2brmZjypQprFmzhsOHD9uWjRo1itGjR1O1alXuuOMONm/ezPbt21m8eHGelllEpEAym4lq0pJX7p5AjJsnNS+e4LFtn1MiMZ7YFs1xXLcuz0c2FBGRwsFu3wadOnVKV6sQFRXF4cOHOXjwoC0x+eqrr2wdwO3REdvT05OlS5cSGBjIyJEjcXV1pU+fPowbNy7ddhaLheTk5HTLevXqhclk4sMPP2TJkiVUq1aNd955R5MQikjxYzZj6t6Tmc0f56J3RcpHXWTS2jcoFxOGpUMHgt58k3pKPkREJFW+fSN4e3tzxx13cMcdd9iWxcbGcvDgQbuOAlW9enWWLFlyw23mzJnDnDlzMiy/7777uO+++/KqaCIiBZ/ZTHLXbrxeqh1BFWrjER/N85vep1xMOEY/P0zr1kFQUH6XUkRECpAC9ZOUu7s7bdq0oU2bNvldFBERuRmzGWv37rzvFMBfNVribE5g7A9v0/jMgX8nGrRY8ruUIiJSwBSImdBFRKSQMZuha1dWxpVhY6PuGC3JjP3hbWqFnQSsGCdMAFfX/C6liIgUQAWqBkRERAqJwEA2hTvwRc9HABj2y2KandqHszkRY6dOMG1aPhdQREQKKtWAiIjIrTGZ+OurDbzXbTgAPfet5+5/1uOMBeOM6aDhdkVE5Ab0DSEiItlnNnOibTde7/4iyQ6OdDryKw//sQIA45TJ8PLL+Vs+EREp8FQDIiIi2WMycalxa2a2GoLJ2Y1Gp/7hmc0f42W6qmZXIiKSbUpARETk5sxmYho1Z0arIUS6++AXHsKQrZ9SMjEeo5+fml2JiEi26dtCRERuzGwmoVsPZjUbzDmfypSJDmfsD29T9cpZjH7VUobbVfIhIiLZpG8MERHJWupEg295tuaIbz1Kmq7x/Kb3/00+goKUfIiIyC1REywREclc6kSDiw212FG7LY7mJEavf4dmp/b9O9Ggkg8REblFSkBERCSj1IkGV0d7sa5ZHwBe3PAudS8cRxMNiojI7dBPVyIiklFgIL9etPBZ7ycAeHLrp7Q++ZcmGhQRkdumGhAREUnPZOKf5WuZ13MUAHce3Ey/v7/TRIMiIpIrlICIiMi/TCZCAlryWs+xmB2cuOP4dp7Y9jkGrptoUMmHiIjcBn2LiIhICrOZsGZ38HK30cS5lCTg7CGe3/QB7gmxanYlIiK5RjUgIiICJhPR9RszvfVQrriXptrlUzz1yxLcE65pokEREclV+jYRESnuzGZMDRoxs+VT/040uO4tql05g9HbS8PtiohIrlINiIhIcZY60eAbDR7gWKU6uJtiGL/uzZTkw68aXLig4XZFRCRX6SctEZFizDorkIXO9fmzZkuczQk8t+lD6l4M0iznIiKSZ1QDIiJSHJnNMGMGyzcH83PDbhgtyTy/8T3aB/2hWc5FRCRP6dtFRKS4SZ3l/IdIN/7X9VkAnt38Ec1D96FZzkVEJK+pBkREpLgJDGT7uUQ+uutpAB764yu6HNmKhylGw+2KiEieUwIiIlKcmEwcWPYdb909GqvBSPf9P9HpyFaczYkYu3TWcLsiIpLn9C0jIlJcmM2cat2FV3uOI8nRmdYndjFk62e4JcWn1Hxs3KjkQ0RE8pxqQEREigOzmfBe9zKj9VNcc3Wn3rnDjPxpwb/Jh2o+RETETpSAiIgUdSYTMQGNme7bkwiPMlS5fJphWxbjoVnORUQkH+gbR0SkKDObSajfiFkth3C2dBVKx1xm/A9zqRZxRsPtiohIvtC3johIUZU6y/mbDe7niG89SppieXn1K5S6dhVAw+2KiEi+UAIiIlJEpc1yvqtWa5zMiTy36QOqRpwBNzeMM6bD1Kn5XUQRESmGlICIiBQ1ZjPMmsVnv57m5xb3ps5y/j4dgv4AV1eMV66o5kNERPKNEhARkaIkdZbz1bHerO70JADDf/6AFqF70CznIiJSECgBEREpSgID2RTuwKc9U5KPx7ctpdPR31ImGtQs5yIiUgBoGF4RkaLCZGLH/zazsPvzANz717fcEbRDs5yLiEiBogRERKSwM5thxgz217+DN7uNwmJ04M6Dm3n4jxVUuHoRY6eOmuVcREQKDCUgIiKFXWAgJz5Yzqu9xpHk6EyrE7t4+pfFuJgTNMu5iIgUOEpAREQKM5OJsx99zowBM4hzKUn9swcZ/Pty3JJMmuVcREQKJH0riYgUViYTETXqMaP3ZKJLeFE97CQvrp9HuZjLGP2qaZZzEREpkFQDIiJSGJnNxDZqxoxuownzKk/FyPNM+W4O5WLCU/p8BAVpuF0RESmQlICIiBQ2ZjOmbj15pdljnCpTjVKxVxix8b2U5EPNrkREpIDTN5SISGFiNmPu3pM5pe7gqG89SppimbD2DQIuHMPo7aVmVyIiUuCpBkREpLAwm0nu2o13XBvxd/XmOCclMO6Htwi4cAxcXeDCBTW7EhGRAk8JiIhIYWA2Y+3alQ+c6rGtXiccks1MXPcGtS8FA2CcMEHJh4iIFAqqpxcRKQSsswL5xFqdnxr1wGhJZsivn9Ai5G9wdMI4YzpMnZrfRRQREckWJSAiIgWZ2QyzZrFy0zHWtH0IgOc3vU/r4D8BME6ZDC+/nI8FFBERuTVKQERECiqzGbp25btoD77o8hQAQ39ZQsdjv+OcNsv5tGn5XEgREZFboz4gIiIFVWAgGy87sTg1+Xjojy/peWAjzubElORDw+2KiEghpARERKQgMpnY9s02FnYbDkC/v9bQ6ci2lOSjS2clHyIiUmjp20tEpKAxmfirZQ/evmsUVqOR7vs38sgfX+GS1uxq40YlHyIiUmipBkREpKAwm2HGDPbXv4PZdz5PsoMjHY5uY8jWT/5NPlTzISIihZwSEBGRgiIwkKMfr2DW3RNIdHShZfBuHvpjBW5JCRj9/JR8iIhIkaBvMhGRgsBkImTxl7zcfwYmZzcand7P8E0f4BMXhdHbC44cUfIhIiJFgmpARETym8nE2TpNmd5nCtdc3alz/igvbJiXknz4VYMLFzTLuYiIFBlKQERE8pPZzPkWHXip53iiSpaielgIk9a+QZnYCIydOkJQkJIPEREpUpSAiIjkF5OJS41b81LbZ7jiXppql08xYuNCfK5Fqs+HiIgUWcU+Adm6dSv33nsvDRs2pFu3bnzxxRfZ2u+9997jySefpHnz5tSpU4cDBw7kcUlFpEgxmQivVZ8pbZ/hsmdZKkecYeL3r1Mr7KT6fIiISJFWrBOQvXv3Mnz4cAICAli0aBH33XcfgYGBrFq16qb7rly5kqSkJNq1a2eHkopIkWIyEVGjHlN6jCfMqzwVI88z6fvX8Y26oD4fIiJS5BXrn9fee+89AgICeO211wBo06YNFy5cYN68eQwYMACjMev87Ndff8VoNLJr1y5++uknexVZRAo7s5nIJi2Z2n0cF70rUj7qIqN+WkCVyHMpyUdQkGo+RESkSCu2NSCJiYns3LmT3r17p1vet29fwsPDOXz48A33v1FyIiKSKZOJq/WbMLX105wtXZky0eFM/n4OAeePqtmViIgUG8X2Kfr06dMkJSVRo0aNdMtr1aoFQHBwcH4US0SKKpOJmGq1mNbqKU6XqYpPbASTv59D9cunUpIPNbsSEZFiotj+1Hb16lUAPD090y1Pe5223t6sVitxcXF2OVZ8fHy6f+Vfik3mFJes3TA2ZjNJzVszo+toQspVx/taJJO/m0OtsJNYq1Ulbs8esFjATte+PemcyZzikjXFJnOKS9bsHRur1YrBYLDLsYqqIpWAxMTEEBYWdtPtqlSpYvv/rE6g/DqxkpKSOHLkiF2PGRoaatfjFSaKTeYUl6xliI3ZTOVRo3mzxZMEV6iFZ9xVXtgwH/9LJ0isVJFDK1dCSEi+lNWedM5kTnHJmmKTOcUla/aMjbOzs92OVRQVqQRk06ZNTJ48+abbrVmzBi8vLyBjTUd0dDSQsWbEXpycnGzNwPJafHw8oaGh+Pn54ebmZpdjFhaKTeYUl6xlGhuzGfM9/ZlZox/HKtXB3RTDpO9fp/75I+DlieXAAeoV8WZXOmcyp7hkTbHJnOKSNXvH5sSJE3l+jKKuSCUg/fv3p3///tnaNjExEScnJ06ePEnHjh1ty9NOqpo1a+ZJGW/GYDBQokQJux7Tzc3N7scsLBSbzCkuWbPFxmTiWvPWzGzxBMcq1U1JPr5LTT5cXTBevEiJIp58XE/nTOYUl6wpNplTXLJmr9io+dXtK7ad0J2dnWnTpg3r169Pt3zdunWULVuWgICAfCqZiBR6JhOx1WoyreUQjlWqi0d8NLNWTccv4jRgxThhgjqci4hIsVWkakBu1fPPP8+jjz7K1KlT6du3L3v27GHVqlXMnDkz3TC73bp1o1KlSixdutS2bPfu3Vy5csVWY7Jz507OnTuHr68vDRs2tPtnEZECwmwmtkUbpncdTVCF2njERzPz6xlUjjyPszkRY6dOMG1afpdSREQk3xTrBKRp06a8//77vP3226xZs4YKFSowdepUBg4cmG675ORkLBZLumULFixg9+7dttdz584F4L777mPOnDl5X3gRKXjMZhL7DeCVlkM4kZp8vLB+HjXCQ8DNDeNL02HqVM31ISIixVqx/xbs1KkTnTp1uuE2W7ZsybBs2bJleVUkESmMTCaqDnqUl9s9R3D5mnjGXb1ukkFvzfMhIiKSqtj2ARERyTUmE0l1GxKYmnx4xUUx5bvZBJw/Cq4uSj5ERESuU+xrQEREbovJRLRfLab1GEdIuRp4XYsi8OtplLqWMsS3OpyLiIikpwRERCSnzGauNm7BtG7jbDOcv7B+HlUjzqT0+ZiR2udDREREbJSAiIjkhNnMlZ79mNrmGc6UqYr3tUimfDebOheD1OdDRETkBtQHRETkVplMhDVqyaSqfThTpiqlYy7z0prXqHMxCLw8lXyIiIjcgBIQEZFbYTJx3r8xk9oN50KpSpSPusjUb1/F/9IJrM7OmE6eVPIhIiJyA2qCJSKSXSYTp+o1Z1qvSUS6+1DpyjlmfT0dF3MSAJcefwxvJR8iIiI3pBoQEZGbMZthxgyCajdlcmryUS08lNHr36FMbAQehiTMUyZzYejQ/C6piIhIgacaEBGRGzGboWtXDh+/yMz7pnPNtSS1Lx5n3Lq3qBAdZutwbrZY4MiR/C6tiIhIgacERETkRgID+Sc4gln3v0KCkysBZw8z+sd3KBd7GaO3178dzuPi8rukIiIihYKaYImIZMVk4s8VP/FK/+kkOLnS+NQ+xv7wVkry4VdNo12JiIjkgBIQEZH/Su3z8WvL3rzacxxJjs60DN7NhHVzKXMtAmOnjhAUpORDREQkB9QES0Tkeql9PtZGlWBRtxFYDUY6HN3G8J8/pERiHMZOneDnn8FRt08REZGc0DeoiEgasxlr1658mViRFXcNAqD33h/os2cdJRLjMfr5KfkQERG5TfoWFREBMJuxdO3KRw7+/Ni2NwCD/viKPnt/wCPhWkqfjyNHlHyIiIjcJn2TioiYzSR16867JZuzrW5HDFYLw7YsotuhLTibE9TsSkREJBfp21REijeTCVODxsxu9CB7qjfHIdnMixvepU3wn0o+RERE8oC+UUWk+DKZiKlWi1fuHMmxSnVxSTIxae3rNDh7WMmHiIhIHtG3qogUTyYTYbUa8HLPiZwpUxV3UwzTvg2kRngozuZEJR8iIiJ5RPOAiEjxkjrHx4laTRjX+yXOlKlK6ZjLjF33FnUvHMPZyYhxxnQlHyIiInlE364iUnykzvHxd+hV5tz3MiZnN6pdPsXYdW9R7coZjN7emt1cREQkjykBEZHiITX5+DncyMJ7p5Ls4EjD0/sZ+dNCyseEY/T2UvIhIiJiB0pARKToS51gcKWpHF/0fASAjke2MuTXTykVf/XfOT6UfIiIiOQ5JSAiUrSZTCQH1Of9mj3Z2Lw7AAN2f80DO7/G1WxSZ3MRERE70zeuiBRdJhPxVfx4vf0w/q7RAqMlmWG/LKarJhgUERHJN/rWFZGiyWQiomY9ZvaYwMnyNXFOSmDcj2/R9NQ/GmZXREQkH2kYXhEpekwmTjRow5g+0zhZviZecVG8uP5dWgfv1jC7IiIi+UzfviJSdJjNMGsW21f9wjt3TybByZUql08z5sd3qHE5VMPsioiIFABKQESkaEgd6eqbaz583nM0VoORJqF7eX7T+5SLuaxhdkVERAoIJSAiUviZzSR16877Lg35uXlXAHrt+5GH/liBlylGyYeIiEgBoj4gIlJ4mc0wYwZXff2YXvZOfm7QFaMlmae2LOLR7V+mJB9+1ZR8iIiIFCCqARGRwil1ZvPQA8G81u8lLpSqhFtCHON+fItGZw5qmF0REZECSt/KIlL4pCYfO87G8/bDb2JydqPc1TBe+u5VKkVdVPIhIiJSgOmbWUQKF7MZS9eurEgoz1f9HgagwZkDTFj3Jm5JCZrjQ0REpIDTt7OIFB5mM3Hde/GOZxt21m4LQO+963j09y8okRQPpUphHDUJpk5V8iEiIlJA6RtaRAo+sxleeYVzHy/jtZ5jOF2mGo7mJJ7b/CEdj/2uJlciIiKFiL6pRaRgS+3vsSckijfvDyTW1YNSsVeYvHYO1cNPKfkQEREpZPRtLSIFV2p/j6/jyvBF/1FYjA74XzjGpO/n4JEQp/4eIiIihZC+sUWkYDKZiG3UjLcD+vNn85YAdD34M/f++S2lr0WCmxvGl6arv4eIiEgho29tESlYUvt7nFiykjm9xnLJuwJO5kSe3vIxdx7+BUdLMsZq1eDoUU0uKCIiUggpARGRgiO1v8dPEU58NPBVkhydKR91kYnr3qDKlXM4WixqciUiIlLI6RtcRAoGk4mE+o34oFYPNnfvCkDL4N08tP0ral4OUZMrERGRIkLf4iKSv9KG2P3gM17vNZaQctUxWpJ5ZPuXdN+/Ec+EWIze3nDhgppciYiIFAFKQEQk/6Q2ufrlkpUPBr1BvEsJvOKiGPfDW9Q/dxgHiwVjtarq7yEiIlKEGPO7ACJSDJnNMGMGcRV9edelIW/fPYZ4lxIEnD3E5DWzaXTmAA4uzhhnTIcTJ5R8iIiIFCGqARER+0qt9Thx+DRz+0znnE9ljJZkHtz5P+7e9yOeJjW5EhERKcqUgIiI/ZjNWLt2Zd3Vknz60OskOTpTOuYyY9a/Q73zR3HQELsiIiJFnppgiUjeS21yddXXj1e97uDjO58mydGZlsF/8u6y0fhfPJHS36NTJzW5EhERKeJUAyIieSu1ydWekEjm93uFCI8yOJqTeOK3z+i+fxMuyYlQqhTGUZM0xK6IiEgxoG96Eck7JhMJAQ35rFon1t3fF4BKkecYv24ulSPP45ycqIkFRUREihl944tI7kud2+P4kv/xTvcXOFu6CgC99q3niW2fYQSczUo+REREiiN964tI7jKZSA6oz6pyzVnxwGskOzhSKvYKIzcupOGZgziryZWIiEixpm9+EckdqbUeZz/4jHe7jeRYpToA3HF8O8/9/CGu5kSck5NU6yEiIlLM6QlARG6f2Yyla1fWXXXn84fnkuDkSomEazyz5WOaB/+FR+I1cHTCOG0qTJ+u5ENERKQYK/ZPAVu3buWdd94hODiYChUq8MQTT/DII4/ccJ+QkBCWL1/Ojh07OH/+PKVKlaJt27aMHj2asmXL2qnkIgVAaq3H6cVfsLDTMI40DwCg4en9PPz7lwRcPAoODhg7d4b16zW8roiIiBTvBGTv3r0MHz6cfv36MWnSJPbs2UNgYCDOzs4MHDgwy/22b9/O7t27eeCBB6hXrx4XL15k4cKFPPjgg6xdu5aSJUva8VOI5BOTieR6Aawu24SvHkiZVNA1MZ4ntn1Gu2N/4JmgGc1FREQko2KdgLz33nsEBATw2muvAdCmTRsuXLjAvHnzGDBgAEZj5vM03n333TzyyCMYDAbbsjp16tCvXz82btzIfffdZ5fyi+QLkwnnnj05eews87s+T3CFWgA0Dd3D85vex+daZMqkgtWqakZzERERyaDYzoSemJjIzp076d27d7rlffv2JTw8nMOHD2e5r4+PT7rkA1ISEAcHB8LCwvKkvCIFgslEvd59WGn2ZcxDbxJcoRYlTbG8sGEez/z8EWVjLuPg4oxxxnTNaC4iIiKZKrY1IKdPnyYpKYkaNWqkW16rVsqvucHBwTRo0CDb77d3716Sk5OpWbNmrpZTpEBI7esR/Pl3vH/vLNu8Hq1P7OTZzR/hFR+dWutRTbUeIiIickPFNgG5evUqAJ6enumWp71OW58dSUlJvPbaa1SvXp3OnTvfVrmsVitxcXG39R7ZFR8fn+5f+Zdik8psxvH114lb8jmfNr6PLffPAsArLophWxbRJHRfyghXrm6YX3wB8+TJYLGAnc7hgkTnTOYUl8wpLllTbDKnuGTN3rGxWq0ZWsLIrSlSCUhMTEy2mkBVqVLF9v9ZnUC3cmLNmjWLoKAgli9fjuNtDi+alJTEkSNHbus9blVoaKhdj1eYFOvYmEzUG/gAv5QOYGn/14hx88RgtdBj/0/0372a8jHhWB0cuTh0KBeGDUsZWjcoKL9Lne+K9TlzA4pL5hSXrCk2mVNcsmbP2Dg7O9vtWEVRkUpANm3axOTJk2+63Zo1a/Dy8gIy1nRER0cDGWtGsrJw4UK+/vprFixYQMOGDW+xxBk5OTnZmoHltfj4eEJDQ/Hz88PNzc0uxywsinVszGYcZ8/m3CcreaXzCA5XThlat3pYCM9t/gDfK+dxT7gGXl4knDyJt6sr3vlb4gKhWJ8zN6C4ZE5xyZpikznFJWv2js2JEyfy/BhFXZFKQPr370///v2ztW1iYiJOTk6cPHmSjh072pannVTZ6cvxxRdfsGDBAmbOnMldd92Vs0L/h8FgoESJErnyXtnl5uZm92MWFsUqNqn9PGLmv8eXTe5l3UNvkuzgiGtiPA//8RV99q4DgwEHiwVr1So4HDtGCfX1yKBYnTO3QHHJnOKSNcUmc4pL1uwVGzW/un1FKgG5Fc7OzrRp04b169fzxBNP2JavW7eOsmXLEhAQcMP9f/jhBwIDAxk1ahQPPvhgHpdWJI+ZTCTXrccmj1osf/hdrpZIqSFsfWInw7YsTulkbrVg9S7Fxfvvx3vuXCUfIiIikiPFNgEBeP7553n00UeZOnUqffv2Zc+ePaxatYqZM2emmwOkW7duVKpUiaVLlwKwe/duJk6cSIsWLWjXrh379u2zbevj40PVqlXt/VFEcia11uPQ0m9Z1HEkweVTav4qR5xh6K9L8L8QhHviNXB0wjhtGnHjxnEhKAjv2+zrJCIiIsVXsX6KaNq0Ke+//z5vv/02a9asoUKFCkydOjXDLOjJyclYLBbb6127dpGUlMTu3bsz1H7cd999zJkzxy7lF8mx1MQj/IMlfNZqENsGvgpAiYRrDNqxghYn/sI3+gI4OGDs3BnWr08ZWrcYjm4lIiIiuatYJyAAnTp1olOnTjfcZsuWLelejxw5kpEjR+ZlsUTyjslEXIPGfFO+Od89/A4JTq4YrBa6HvyZR3//Ao+EWM3pISIiInmm2CcgIsVCao1H4nsf8FO11qzsNoWrJbwBqHfuME/9soQKURf/bW710hSYPj1laF0RERGRXKSnC5GizmTCWrcu250rsezemZwv5QtApchzPPbbMvwunaRiTFjG5lYiIiIieUAJiEhRZTJBz54cCL7M0vbPcaxSXQA8467y0I4VdD+wEQOouZWIiIjYlRIQkaLGZIIePTh6/CJf3PEQ+5o3BcAlyUS/v7/jvj+/xWJwwNGSDG5uGMeNU3MrERERsRs9cYgUFan9PE4sWcmXrR7gz4dbAuCQbKbroc0M2rECr7irOFgt4OqGcdo0JR4iIiJid3ryECnsUms8Qo6c5qs2D7LjoTcBMFgsdDn8Cw/s+h8e8bEpHcxV4yEiIiL5TE8gIoVVWo3H4hV83fxe/nj0RawGIwarhQ5Hf2PQjpV4xV1NN5GgEg8RERHJb3oSESlsUms8DgWHs6rlAP5+eK5t1R3Ht/PQjhX4REfgnhQHBiPGTp1gwwZ1MBcREZECQQmISGFhMmHt0YM9p6L5utX9HGzRAEhpatXh+O8M2P0NrgnxVNCQuiIiIlKAKQERKchSm1klvfc+f5QLYE3zfpxoURtI6Vx+16Et9P9rNR7XolXjISIiIoWCEhCRgig18Yie/z6banfghwFzCPcsB6QMp9t9/0bu/fs7zAYH1XiIiIhIoaIERKQgSe3fcX5/EOua3M2mx97D5OwGpEwgePc/67l73484mM2q8RAREZFCSQmISH4zm2HWLJI//5z9Vi9+bNST3U+8gMXoAEDVy6fo9/f3dDi6jSSjU0ri4eCgxENEREQKJSUgIvkltbbj6u69bAnozIbO4znv42tb3Szkb/r9/T2NT/+DxWDEwWrBxckR4yQNpysiIiKFl55gROzputqOoARn1jfswe9PP0+iowsAronxdDn8C3fv+xHnpMSU/h0GAw7e3hhHPK/EQ0RERAo9PcmI2ENqbUfUn/vYVqcDm9uN5GT5mrbV1cNC6PnPejoe3YYFo/p3iIiISJGlBEQkr1w3hO6eUjXZHNCFP58eidnBCQDH5CTaH9tOr3/WU+fCMZKMTjhbklJmLdeIViIiIlJEKQERyW2ptR2hh0LYXP9Ofn3gLaJKlrKtrnEpmLsObaHj0W0Yk5NTajsw4OzljnHECDWzEhERkSJNTzkityu1psOyYAEXDW78Xrsdv9e5j5AW1W2beMRH0/nwr9x1aAvVL4eSqNoOERERKaaUgIjkRFrSsXAhl5Od2F67Lb/1fomgCv62TRySzbQI+Zs7D22hWcjfJDo4p/btUG2HiIiIFF968hHJLpMJevbEsnMnl1y92F2jFX90n8DhygG2TQwWC/XPHaLTka20PbETD1MsyalD6Do7O2kIXRERESn29BQkciNmM0ybRvKCBQS7lGFXrVbsfmAOoWWrp9ss4Oxh2h/7jXZBf+AVd5VrTiVstR0O3l6q7RARERFJpachkeulNq1ynT+fgLgEDvnWY3fNVux+4C0iPMrYNkup6ThMq+Bd3HF8B2VjL5OMAQesYDDg7u6CccRYJR0iIiIi/6EnI5HUUauSt2/ntLcve/2asrfraA5XDrBNEAjgkmSiaeheWp/YRYuQv/E0xdiaV+HoiEPVqhgHD4apU5V0iIiIiGRBT0lS/FzXlyPSqSQHfAPYV60J+4Y8lq6WA8AnNoLmIX/T+sRuGp3ZT5LRCffEaykrHR1x8PDUDOUiIiIit0BPTFK0XTdaFdExhLv7cKhSPQ5VbsDBhx7gvI9vus2dzIk0PHOAJqf20TR0L1WunMUAtuZVLsZkzU4uIiIichuUgEjRktqcyrJ9O8kWK2fKVOV4hdocaTWYQ5Xrc8m7QrrNDVYLVSLO0Cx0L01D9xJw7jDOyUn/9ucAcHXFoVIlNa8SERERyQV6kpLC67pkw5qczGXPsgSVr8XxCv4cH9Cd4HI1MTm7pdvFaEnGLzyURmf2U//sYQLOHcY94RqxaaNWAbi6YqxQkYvduuI9dy4lPD3z4cOJiIiIFE1KQKRwSEs2fv+dZCuc8/HlZLkahJapTki/LoSW9SOqZKkMu7klxlH74gn8Lxyn/rlD1D13hBJJJmKdS/7bl8NoxN2alK5pVVxcHBeOHMFbtR0iIiIiuUpPV1JwXNc5nKQkzBi46FWBcz6+nCvlyxmfxpx6qB+nS1chydE5w+5GSzJVIs5Q9/xR/C8ex//CcXwjz+Ngtfw7WhWkJByWRPXlEBEREckHSkDEvq6rycBiIcnoyGWPMoR5l+eSR1nOl/LjXI87OOtTmUte5Ul2yPwUdU2Mp0rEGWpdOkH18FD8wkPwu3wKF3Ni+uZUDg5g0GhVIiIiIgWFnsTk9v1npCmwgsWC2ehAVAlvIt19iCzhTWTJUoR7lCHMqxnh9/fkklc5rrj7YDUYs3xrlyQTFaIuUinyPH6XT1Ht8in8wkMpf/USRqzpkw2jMdPmVCIiIiJScCgBKa7MZhxnzaLRgoU4xF3DYrWmPMBbLP9uc91rCwbiXEoQU8KTWOeSxLq6E+PqTqybJ7HOJYh19SCm9WNcKVmKyJKliCrpTbSb5w2TizTO5gTKRodTOuYKVa6cwffKWXwjz1H5yjlKx0ZgAKzAteuTDQBHR9wdrRjbdYb165VsiIiIiBQCSkCKq9deI+TTr9nWYiAmJzdMTi4kOLkS7+RKgpMLJidXEpxcMdn+3yVbycR/GS3JeMdFUepaFB7xMZSOvYxv5DnKXQ2jXHQY5aPD8Iq7iiF1+3Sdw69jMBpxd3fBOGKsmlGJiIiIFGJ6iiumLL//zpLOQzniW++W9nNNjMfdFEuJxHg84qNxN8VSMjEOr7iruJtiKHUtilLXrqT+G4lnfDTGtPk0yKImA1JqW0Cdw0VERESKOCUgxZSxfXuGfPAJu2q2wsWciEuSCdekBFyTTLgmmdK9dklKwC0pnpKmazhZzFm+Z7qRptId7N+mXKrJEBERESne9PRXXE2ZQo34eGqm9gHhJn1AslxmNKbsazDg4OWFccQIJRYiIiIikiU9JRZXjo6Yp03jyP33U69ePUqUKJHfJRIRERGRYuDWexWLiIiIiIjkkBIQERERERGxGyUgIiIiIiJiN0pARERERETEbpSAiIiIiIiI3SgBERERERERu1ECIiIiIiIidqMERERERERE7EYJiIiIiIiI2I0SEBERERERsRslICIiIiIiYjdKQERERERExG6UgIiIiIiIiN0YrFarNb8LISn27NmD1WrF2dnZLsezWq0kJSXh5OSEwWCwyzELC8Umc4pL1hSbzCkumVNcsqbYZE5xyZq9Y5OYmIjBYKBZs2Z5fqyiyjG/CyD/svcNxWAw2C3ZKWwUm8wpLllTbDKnuGROccmaYpM5xSVr9o6NwWBQEnibVAMiIiIiIiJ2oz4gIiIiIiJiN0pARERERETEbpSAiIiIiIiI3SgBERERERERu1ECIiIiIiIidqMERERERERE7EYJiIiIiIiI2I0SEBERERERsRslICIiIiIiYjdKQERERERExG6UgIiIiIiIiN0oASmitm/fztixY+natSt16tRh5syZ2d43KSmJt956i/bt29O4cWMGDx7M0aNHM2wXHh7Oiy++SLNmzWjRogUTJkwgKioqFz9F3tm6dSv33nsvDRs2pFu3bnzxxRc33Wf16tXUqVMn0/+GDh1q227Xrl2ZbjN69Oi8/Ei5IidxATL9vO3atcuwXXE7Z0JCQpg1axZ33303TZo0oUuXLkyZMoXw8PB02xWGcyYkJIShQ4fSpEkT2rZtS2BgICaTKVv7fvvtt/Ts2ZOGDRvSp08f1q9fn2Gb7N53CpqcxCU2NpYFCxYwcOBAWrRoQZs2bRg6dCiHDh3KsG12r62CKKfnzODBgzP93MHBwem2K07nzNmzZ7P8/mnQoEG6bQvrOXPq1CmmT59Ov379CAgIoE+fPtnetyjfY4oqx/wugOSNbdu2ceTIEVq2bMnVq1dvad/Zs2ezZs0aJk2ahK+vL4sXL+aJJ55g7dq1lC1bFgCz2cxTTz1FUlISb7zxBmazmTfffJPhw4fzxRdfYDAY8uJj5Yq9e/cyfPhw+vXrx6RJk9izZw+BgYE4OzszcODALPfr3LkzK1euTLcsNDSUiRMn0rFjxwzbz549mxo1athelypVKvc+RB7IaVzSDB48ON0XhpOTU7r1xfGc2b59O7t37+aBBx6gXr16XLx4kYULF/Lggw+ydu1aSpYsmW77gnrOREdH8/jjj1OpUiXmz5/PlStXmD17NlFRUcydO/eG+27YsIFJkybx9NNP065dO37++WdGjx6Nh4cH7du3t22XnftOQZPTuJw/f56VK1cyYMAARo0ahdls5vPPP2fQoEGsWLGC+vXrp9v+ZtdWQXQ75wxAs2bNmDhxYrpllStXTve6OJ0z5cqVy/D9Y7VaGTZsGK1bt86wfWE8Z4KCgti6dSuNGzfGYrFgtVqztV9RvscUaVYpkpKTk23/36VLF+srr7ySrf0uXrxorVevnnX58uW2ZTExMdZWrVpZ33zzTduyH374werv7289fvy4bdnff/9t9ff3t27dujUXPkHeGTp0qPX+++9Pt2zq1KnWdu3apYtbdsyfP99ar149a1hYmG3Zzp07rf7+/tb9+/fnSnnt5Xbi4u/vb128ePENtymO50xERITVYrGkW3bkyBGrv7+/dfXq1bZlBf2c+eijj6yNGze2RkRE2JZ9//33Vn9/f+uJEyduuG/Pnj2to0aNSrdsyJAh1oEDB9peZ/e+U9DkNC7Xrl2zxsXFpVtmMpms7dq1s06aNCnd8uxcWwXR7Zwzjz76qPXpp5++4TbF7ZzJTNp948cff0y3vLCeM9ffSydOnGjt3bt3tvYryveYokxNsIooozFnf9rff/+d5ORkevfubVvm7u7OnXfeydatW23Ltm7dSp06dahdu7ZtWbNmzfD19U23XUGTmJjIzp07030+gL59+xIeHs7hw4dv6f3WrVtHmzZtCv2vJ7kdl8wUx3PGx8cnQ81OnTp1cHBwICwsLE/Kmxe2bdtG27Zt8fHxsS3r0aMHzs7ON/zbnTlzhpMnT2ZoStGnTx/279/PlStXgOzfdwqanMalRIkSuLm5pVvm4uJCzZo1C9V5cSM5jU12FbdzJjPr1q2zfeaiICfPLUX9HlOUKQGRdIKDgylTpgze3t7pltesWZOQkBAsFottu5o1a2bYv1atWhna6RYkp0+fJikpKV0zF0gpN3BLZT9w4AChoaFZtlN9+umnqVevHh07duT111/Pdnv5/JAbcfn444+pX78+LVq04MUXX+T8+fPp1uucSbF3716Sk5MzjUVBPWcy+9s5OztTtWrVG37+kydPAmSIXc2aNbFarbb12b3vFDQ5jUtm4uLiOHLkSIZYwc2vrYLodmOze/dumjRpQsOGDXn00Uf5888/M7x/cT5nkpKS2LhxI926dcPFxSXD+sJ4zuREUb/HFGXqAyLpREdH4+HhkWG5l5cXSUlJxMXF4e7unuV2np6eBfphMq0/jKenZ7rlaa9vpb/MunXrcHFxoXv37umWe3h48NRTT9GyZUtcXFzYuXMnn3zyCSdPnuSjjz66zU+QN243Lvfeey+dO3emTJkyHD9+nA8++ICHH36Y7777Di8vLyDrc6s4nTNJSUm89tprVK9enc6dO9uWF/RzJjo6OsPnh5QY3OjzZxW7tHMibX127zsFTU7jkpl3332X+Ph4Hn300XTLs3NtFUS3E5uWLVvSr18//Pz8CAsLY8mSJTz55JMsW7aMpk2b2t6/OJ8z27ZtIyoqKtMfwArrOZMTRf0eU5QpASkkYmJislU1X6VKFZydnW/rWJl1BrZm0hksq+3s3Zn4VmKTJqsyZrfsFouFH3/8kc6dO2e4aQUEBBAQEGB73bZtW8qVK8fMmTPZv38/jRo1ytYxbpc94/L666/b/r9ly5Y0b96c/v3787///Y9hw4bd8H2KyzkDMGvWLIKCgli+fDmOjv/efgvKOXOrsvu3++82afeT65dn975TGNzqOb127VqWLl3K9OnTqVatWrp12b22CovsxGbUqFHpXnfu3Jk+ffrw/vvvs2jRItvy4n7OlClThrZt22ZYV9TOmewobveYokAJSCGxadMmJk+efNPt1qxZQ7169XJ8HE9PT6KjozMsj46OxsnJiRIlStxwu5iYmEx/3clLtxKb//4qkibts2S37Lt27SIsLIy+fftma/tevXoxc+ZMDh48aLeHyfyIS5q6detSvXr1dMOKFvdzZuHChXz99dcsWLCAhg0b3nT7/DhnsnKjv11mTcnSXB+7MmXK2Jb/N3bZve8UNDmNy/W2b9/O5MmTGTp0KI888shNt8/s2iqIciM2aUqUKEGnTp346aefbvr+xeGcuXbtGr/++iv3338/Dg4ON92+sJwzOVHU7zFFmRKQQqJ///70798/z49Ts2ZNIiIiiIqKStdWMjg4mOrVq9s6idWsWZMjR45k2P/EiRN06dIlz8t5vVuJTWJiIk5OTpw8eTLd0LknTpwAyPYXwNq1a/Hw8KBTp063XmA7yY+4XO+/vywV53Pmiy++YMGCBcycOZO77rorZ4XORzVr1szQTC4xMZHTp08zYMCALPdLa5d98uTJdHEKDg7GYDDY1mf3vlPQ5DQuafbv38+IESPo2bMn48ePz/ZxC8Ovtrcbm//K7H5SHM8ZSPkBJT4+Pts/gEHhOGdyoqjfY4oyRVzSad++PUajMd0kPteuXWPLli3pHrY7derE8ePH091I9+3bx7lz5wr0Q7mzszNt2rTJMEnRunXrKFu2bLpmMFlJTExk06ZNdO/ePdvN3X744QeAbP3ynR9yIy7XO3LkCKGhoek+b3E9Z3744QcCAwMZNWoUDz74YLaPW5DOmY4dO7Jz504iIyNtyzZt2kRiYuIN/3ZVqlShRo0a/Pjjj+mWr1u3jkaNGtlGAsrufaegyWlcIOXBZ9iwYTRr1ozZs2dnu/lNZtdWQXQ7sfmvuLg4tm7dmu4zF8dzJs26deuoWrUqjRs3ztb2heWcyYmifo8pylQDUkSdO3eOAwcOABAfH8/p06fZsGEDAD179rRt161bNypVqsTSpUsBKF++PIMGDWLu3Lk4OjpSqVIlPvnkEwAef/xx237du3enTp06jBo1ijFjxpCcnMwbb7xB8+bN6dChg70+Zo48//zzPProo0ydOpW+ffuyZ88eVq1axcyZM9P9CvLf2KTZunUr0dHRWf76NG7cOKpVq0ZAQICtQ/Fnn33GXXfdVaC/AHIalyVLlnDmzBlatWqFj48PQUFBfPjhh1SoUCHdJH3F8ZzZvXs3EydOpEWLFrRr1459+/bZtvXx8aFq1apAwT9nBg0axPLlyxk+fDjDhw8nIiKCOXPm0Ldv33S/Ok6ZMoU1a9akG5p41KhRjB49mqpVq3LHHXewefNmtm/fzuLFi23bZPe+U9DkNC4REREMHToUJycnnnrqqXRNY5ydnW1JbXavrYIop7H566+/WLJkie1aCgsL49NPPyU8PJx58+bZ9itu50yaK1eusGPHjiz7chTmcyY+Pt42JO65c+eIjY21PbekfZ7ido8pypSAFFG7du1K18b9t99+47fffgPg2LFjtuXJyckZhp+bNGkSJUqU4N133yUmJobGjRuzdOnSdHNdODo6smjRIl599VXGjx+PwWDgzjvvZMqUKQV6RmuApk2b8v777/P222+zZs0aKlSowNSpUzPcnDOLDWCbNTWz2WcBateuzdq1a/nkk09ISkrC19eXZ599lqeffjpPPk9uyWlcqlevzsaNG/nxxx+5du0apUqVolOnTrz44ovp+kcUx3Nm165dJCUlsXv37gy1H/fddx9z5swBCv454+npydKlSwkMDGTkyJG4urrSp08fxo0bl247i8VCcnJyumW9evXCZDLx4YcfsmTJEqpVq8Y777yTboZiyN59p6DJaVxOnDjBhQsXAHjiiSfSbevr68uWLVuA7F9bBVFOY1O2bFkSExN5++23iYqKws3NjaZNm/LKK69k6AtVnM6ZNOvXr8dsNmf5A1hhPmciIiJ44YUX0i1Le/3555/TunXrYnePKcoM1qLaMFBERERERAoc9QERERERERG7UQIiIiIi8v/27tgl1TCO4vjReiWIcBEJmhwio8Qx54aSBok2hYZaRBoaoiGnhBAE3YT2BteGwP6AHJzDVx3CpiSKqECCKPQOlwSvd/FCz2vc72fz4HDWw88HARjDAAEAAABgDAMEAAAAgDEMEAAAAADGMEAAAAAAGMMAAQAAAGAMAwQAAACAMQwQAAAAAMYwQAAA/2R3d1fxeFyVSkXxeFzhcFirq6sql8uSpHK5rK2tLYXDYW1sbKharTrcGAAwDly9Xq/ndAkAwM8TiUQ0NTUln8+nnZ0dzczMKJ/Pq9VqKZFIqNFoaHt7W263W9lsVh8fH7q6unK6NgDAYZNOFwAA/Dx3d3d6fn5WKBRSqVSSx+ORJL28vOjw8FC3t7c6OzuTy+WSJLVaLRUKBb2+vsrr9TpZHQDgMH6CBQAYmW3bkqT9/f3++JCkTqcjSTo4OOiPD0l6e3uTZVmanp42WxQAMHYYIACAkdm2LY/Ho0gkMpT7/X4Fg8GBvNFoaH5+XpOTvw/vmUxG6XRaktTtdpVKpXRycmKmPADAUQwQAMDIbNtWMBiUZVkDea1W0/Ly8l+/v7S01P+cTCZ1eXmpdrutfD6vbrero6Ojb+8NAHAeb0AAACOr1+taX18fyN7f33Vzc6O1tbWB/OHhQY+PjwMDZHZ2Vpubm0qlUpKkUqmkiYmJ7y8OAHAcFxAAwEju7+/19PQ0dOloNpv6/Pwcyr/ei/yZLy4uqtls6vj4mLchAPAfYYAAAEZSq9UkDQ+KrzwUCg3ktm3LsiwtLCz0s+vraxWLRUWjUZ2fn39zYwDAOOF/QAAARrXbbSUSCeVyOQUCAUWjUV1cXGhubs7pagAAA7iAAACM6XQ6SiaT2tvb08rKivx+v2KxmE5PT52uBgAwhAsIAAAAAGO4gAAAAAAwhgECAAAAwBgGCAAAAABjGCAAAAAAjGGAAAAAADCGAQIAAADAGAYIAAAAAGMYIAAAAACM+QVGLgj5CMi/9QAAAABJRU5ErkJggg==' width=800.0/>\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(figsize=(8, 5))\n",
    "plt.scatter(arr_mx, arr_js, edgecolor=\"red\", s=5, label=\"Input data\")\n",
    "plt.plot(arr_mx, poly_y, label=\"polynomial ODR\")\n",
    "plt.xlabel(\"$m_x$\")\n",
    "plt.ylabel(\"$I_x$\")\n",
    "\n",
    "plt.title(\"Зависимость $I_x$  от параметра $m_x$\")\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d788b596-9b3b-4461-8953-0463b1de8e5b",
   "metadata": {},
   "source": [
    "<img src=\"output.png\" width=\"50\"/> __Вывод:__ Далее будем аппроксимировать интеграл $I_x$ многочленом 9-ой степени."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4326fab6-c632-4c8c-9a63-c8d8a4ff17e5",
   "metadata": {},
   "source": [
    "<img src=\"smile_think.png\" width=\"50\"/> __Как отпределить точность аппроксимации?__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86beb9c1-6687-42cc-bd6f-20897bbe9ba6",
   "metadata": {},
   "source": [
    "## 2. Численное решение задачи Коши: библиотека SciPy\n",
    "\n",
    "__Задача Коши:__ \n",
    "Рассмотрим решение начальной задачи (_Intial value problem_) для системы обыкновенных дифференциальных уравнений первого порядка, разрешенных относительно производной:\n",
    "\n",
    "$\n",
    "\\begin{eqnarray}\n",
    "\\begin{cases}\n",
    "    \\displaystyle \\frac{dy(t)}{dt} = f(t,y(t)),\\\\\n",
    "    \\displaystyle y|_{t=t_0} = y_0,\n",
    "\\end{cases}\n",
    "\\tag{1}\n",
    "\\end{eqnarray}\n",
    "$\n",
    "\n",
    "где $y=(y_1,...,y_n)^T$ - вектор-функция."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ef2df1d-8229-432f-8aa3-4599ce09dcd0",
   "metadata": {},
   "source": [
    "#### Пример 1: Численно решить задачу Коши:\n",
    "\n",
    "$\n",
    "\\begin{eqnarray}\n",
    "\\begin{cases}\n",
    "    \\displaystyle \\frac{dy}{dt} = y\\cos(t),\\\\\n",
    "    \\displaystyle y(0)=y_0.\n",
    "\\end{cases}\n",
    "\\tag{2}\n",
    "\\end{eqnarray}\n",
    "$\n",
    "\n",
    "__Для сравнения приведем аналитическое решение задачи (2):__\n",
    "\n",
    "$$\n",
    "y_{exact} = y_0 e^{\\sin(t)}.\n",
    "$$\n",
    "\n",
    "Воспользуемся библиотекой SciPy, содержащей [функцию для решения начальной задачи](https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.solve_ivp.html):\n",
    "```python\n",
    "scipy.integrate.solve_ivp(fun, t_span, y0, method='RK45', t_eval=None, dense_output=False, events=None, vectorized=False, args=None, **options)[source]\n",
    "Solve an initial value problem for a system of ODEs.\n",
    "```\n",
    "Для этого необходимо задать правые части уравнений (2)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d8b9dcf3-f3b5-4ab0-a7f1-6485dfb1e50a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.integrate import solve_ivp\n",
    "from functools import partial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e3aee6f0-8773-4778-a433-85b49834e6c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def F_right(t, y):\n",
    "    ''' Определяет правую часть ДУ,\n",
    "        примера 1'''\n",
    "    return y*np.cos(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b7be74b8-0de1-45fd-b845-ce974da5f410",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Параметры численного счета\n",
    "t0 = 0\n",
    "tf = 10\n",
    "nt = 1000\n",
    "# Массив точек (сетка) в которых будет находится решение\n",
    "t_e = np.linspace(t0, tf, nt)\n",
    "# Начальное условие\n",
    "y0 = np.array([3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "8ba91026-0db5-437c-a285-799195cf3ed3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def y_exact(y0, t):\n",
    "    ''' Определяет точное решение ДУ,\n",
    "        примера 1'''\n",
    "    return y0*np.exp(np.sin(t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "976c4655-4f58-4290-8d7a-efbb7008829a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Численное решение\n",
    "sol_1 = solve_ivp(F_right, [t0, tf], y0, t_eval=t_e,\n",
    "                  method='RK45', rtol=1e-8, atol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "6c7559a5-4e08-4f34-98d9-06781fedb76e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f77fcbbd024042c9a7091780c5a4f8ea",
       "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=800.0/>\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(figsize=(8, 6))\n",
    "plt.plot(sol_1.t, sol_1.y[0], label='Численное решение задачи (2) $y(t)$',\n",
    "         linewidth=3.0)\n",
    "plt.plot(t_e, y_exact(y0, t_e), label='Аналитическое решение $y_{exact}(t)$',\n",
    "         linestyle='--', linewidth=3.0)\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$y(t)$', size=12)\n",
    "plt.legend(loc='upper center', fontsize=11)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "ef7b5d1d-8ed7-4439-94b6-64d7bbcaa4c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e8898f6ed971458d88d8dce9ef1b3153",
       "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=800.0/>\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(figsize=(8, 6))\n",
    "plt.plot(t_e, np.abs(y_exact(y0, t_e)-sol_1.y[0]),\n",
    "         label='Ошибка $|y_{exact}(t) - y(t)|$', linestyle='--', linewidth=3.0)\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$error(t)$', size=12)\n",
    "plt.legend(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aac182f-cc9a-44e1-8aff-e4ebc51aa4f6",
   "metadata": {},
   "source": [
    "#### Пример 2: Численно решить задачу Коши:\n",
    "\n",
    "$\n",
    "\\begin{eqnarray}\n",
    "\\begin{cases}\n",
    "    \\displaystyle \\frac{dy}{dt} = y\\cos(\\omega t),\\\\\n",
    "    \\displaystyle y(0)=y_0.\n",
    "\\end{cases}\n",
    "\\tag{3}\n",
    "\\end{eqnarray}\n",
    "$\n",
    "\n",
    "__Для сравнения приведем аналитическое решение задачи (3):__\n",
    "\n",
    "$$\n",
    "y_{exact} = y_0 e^{\\frac{1}{\\omega}sin(\\omega t)}.\n",
    "$$\n",
    "\n",
    "__Отметим, что в модель входит параметр $\\omega$. Для корректной передачи параметра в функцию SciPy воспользуемся методом:__\n",
    "```python\n",
    "from functools import partial\n",
    "```\n",
    "[Модуль _functools_](https://docs.python.org/3/library/functools.html) предназначен для функций высшего порядка: функций, которые воздействуют на другие функции или возвращают их.\n",
    "Для решения задачи:\n",
    "* Зададим  правые части уравнений (3);\n",
    "* \"Обернем\" вызов решателя с помощью функции _partial_,  для частичного применения функции, которое «замораживает» некоторую часть аргументов функции и/или ключевых слов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1015952b-9dad-46f5-84d6-867d1c67177f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def F_right2(t, y, omega):\n",
    "    ''' Определяет правую часть ДУ примера 2\n",
    "    omega - параметр'''\n",
    "    return y*np.cos(omega*t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b5f4ef94-1c03-466f-9a3d-2ec7864c8dd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Параметр модели\n",
    "omega = 5.  # np.pi/2\n",
    "# Параметры численного счета\n",
    "t0 = 0\n",
    "tf = 10\n",
    "nt = 1000\n",
    "# Массив точек (сетка) в которых будет находится решение\n",
    "t_e = np.linspace(t0, tf, nt)\n",
    "# Начальное условие\n",
    "y0 = np.array([3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "fb148a3a-7086-43e1-ae9f-da0b3bbbf86d",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = partial(F_right2, omega=omega)\n",
    "t_e = np.linspace(t0, tf, nt)\n",
    "sol_2 = solve_ivp(f, [t0, tf], y0, t_eval=t_e, method='RK45',\n",
    "                  rtol=1e-8, atol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "57a2f98d-bacc-4a67-8f6a-7e69eac9b675",
   "metadata": {},
   "outputs": [],
   "source": [
    "def y_exact2(y0, t, omega):\n",
    "    ''' Определяет точное решение ДУ,\n",
    "        примера 2'''\n",
    "    if np.abs(omega) < np.finfo(type(omega)).eps:\n",
    "        sol_ext = y0*np.exp(t)\n",
    "    else:\n",
    "        sol_ext = y0*np.exp(np.sin(omega*t)/omega)\n",
    "    return sol_ext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ce1c77eb-4761-4ed4-ae2e-92ec127975c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a722e7701644357a21d211930cd476d",
       "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=800.0/>\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(figsize=(8, 6))\n",
    "plt.plot(sol_2.t, sol_2.y[0], label='Численное решение задачи (3) $y(t)$',\n",
    "         linewidth=3.0)\n",
    "plt.plot(t_e, y_exact2(y0, t_e, omega),\n",
    "         label='Аналитическое решение $y_{exact}(t) $',\n",
    "         linestyle='--', linewidth=3.0)\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$y(t)$', size=12)\n",
    "plt.legend(loc='upper center', fontsize=11)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "3aad6c38-0541-4dd9-b0fb-c239bd89ce79",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6ea841b0123343759225188ffdf17810",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=2.5000000000000004, description='omega', max=5.0, min=0.1), Output()),…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Задача на самостоятельное решение\n",
    "@interact\n",
    "def show_sol(omega=(0.1, 5.0, 0.1)):\n",
    "    # Параметры численного счета\n",
    "    t0 = 0\n",
    "    tf = 10\n",
    "    nt = 1000\n",
    "    # Массив точек (сетка) в которых будет находится решение\n",
    "    # Начальное условие\n",
    "    y0 = np.array([3])\n",
    "\n",
    "    f = partial(F_right2, omega=omega)\n",
    "    t_e = np.linspace(t0, tf, nt)\n",
    "    sol_2 = solve_ivp(f, [t0, tf], y0, t_eval=t_e, method='RK45',\n",
    "                      rtol=1e-9, atol=1e-8)\n",
    "\n",
    "    fig = plt.figure(figsize=(8, 6))\n",
    "    plt.plot(t_e, sol_2.y[0],\n",
    "             label='Численное решение задачи (3) $y(t)$',\n",
    "             linewidth=3.0)\n",
    "    plt.plot(t_e, y_exact2(y0, t_e, omega),\n",
    "             label='Аналитическое решение $y_{exact}(t) $',\n",
    "             linestyle='--', linewidth=3.0)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('$y(t)$')\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f82f8cf1-8d9f-4be5-a32a-0b9b3fa311ab",
   "metadata": {},
   "source": [
    "## Математическое моделирование джозефсоновского перехода сверхпроводник/ферромагнетик/сверхпроводник на поверхности трехмерного топологического изолятора"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaafefba-7843-43dd-9fa1-c6253c60e909",
   "metadata": {},
   "source": [
    "Аномальный эффект Джозефсона, который заключается в возникновении фазового сдвига в токфазовом соотношении гибридных джозефсоновских структур, состоящих из сверхпроводников и магнетиков приводит к возникновении конечного сверхпроводящего тока при нулевой джозефсоновской разности фаз. Данный фазовый сдвиг пропорционален намагниченности  ферромагнетика и отражает совместное проявление сверхпроводимости и магнетизма.\n",
    "\n",
    "Одной из возможных подобных гибридных структур является джозефсоновский переход сверхпроводник/ферромагнетик/сверхпроводник на поверхности трехмерного топологического изолятора, содержащего дираковские квазичастицы, в котором сильная зависимость энергии Джозефсона от ориентации намагниченности открывает новые возможности для контроля намагниченности джозефсоновским током или джозефсоновской фазой. Помимо наличия сдвига фазы, также в этой структуре джозефсоновский критический ток сильно зависит от ориентации намагниченности, а именно от составляющей намагниченности в плоскости вдоль направлении тока. Такая зависимость критического тока может привести к четырехкратному вырожденному состоянию ферромагнетика, которая резко контрастирует с обычным двукратным вырожденным состояниям. Активный интерес к исследованию таких структур вызван возможностью их практического приложения. Возникающая связь между магнитным и сверхпроводниковыми степенями свободы дает возможность взаимного контроля, т.е. управления магнитными свойствами посредством сверхпроводящего тока или наоборот."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c10870fd-9fce-4509-967e-b9546d654987",
   "metadata": {},
   "source": [
    "## Теоретическая модель"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1898907d-e3a5-4e0f-9ee8-bd60df12388a",
   "metadata": {},
   "source": [
    "Рассмотрим S/F/S структуру, где два обычных s-волновых сверхпроводника и ферромагнетик, нанесенные на поверхность 3D TI, образуют джозефсоновский переход. Схематический вид такого перехода представлен на Рис.1.\n",
    "\n",
    "<img src=\"scheme.png\" width=\"400\"/>\n",
    "\n",
    "Рис.1. Схема S/F/S джозефсоновского перехода на поверхности 3D топологического изолятора. Легкая ось ферромагнетика направлена вдоль оси $y$.\n",
    "\n",
    "Ток-фазовое соотношение этого перехода задается выражением\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "j_{s}=j_{c}\\sin(\\varphi-\\varphi_{0}),\n",
    "\\tag{1}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $j_c$ - критический ток, $\\varphi$ - джозефсоновская разность фаз, $\\varphi_{0}=r m_{y}$ - аномальный сдвиг фазы, $m_{y}=M_{y}/M_{s}$ - $y$ компонента намагниченности ($M_{y}$) нормированная на намагниченность насыщения $M_s$, $r = 2 d h_{\\text{exc}} / \\upsilon_F$ - безразмерный параметр, определяющий величину спин-орбитального взаимодействия, $d$ - толщина ферромагнитного барьера, $h_{\\text{exc}}$ - обменное поле, $\\upsilon_F$ -скорость Ферми."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8561f965-d755-45af-90a6-9026fbc18604",
   "metadata": {},
   "source": [
    "Отличительной чертой рассматриваемого джозефсоновского перехода является то, что критический ток сильно зависит от ориентации намагниченности, а именно, от $x$ компоненты намагниченности в плоскости вдоль направления тока и задается выражением\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "    j_c = j_b \\int \\limits_{-\\pi/2}^{\\pi/2}\\cos\\varphi\\exp\\left(-\\frac{\\tilde{d}}{\\cos\\phi}\\right)\\cos(r m_x\\tan\\varphi)d\\varphi,\n",
    "\\tag{2}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $\\varphi$ - угол между направлением квазичастичного тока и осью $x$, $m_{x}=M_{x}/M_{s}$ - $x$ компонента намагниченности нормированная на $M_s$, $j_b = \\frac{e\\upsilon_F N_F\\triangle^{2}}{\\pi^{2}T}$, $\\triangle$ - сверхпроводящий параметр порядка, $T$ - температура, $N_F$ - концентрация частиц вблизи уровня Ферми, $\\upsilon_F$ - скорость Ферми, $\\tilde{d}$ - безразмерная длина контакта.\n",
    "\n",
    "Динамика вектора намагниченности $\\mathbf{M}$ ферромагнитного слоя описывается в рамках уравнения Ландау - Лифшица - Гильберта (ЛЛГ):\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "\\frac{d \\mathbf{M}}{d t} = -\\gamma \\mathbf{M} \\times \\mathbf{H}_{\\text{eff}} + \\frac{\\alpha}{M_s} \\mathbf{M}\\times \\frac{d \\mathbf{M}}{d t},\n",
    "\\tag{3}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $\\gamma$ - гиромагнитное отношение, $\\alpha$ - гильбертовское затухание и $\\mathbf{H}_{\\text{eff}}$ - эффективное поле. Эффективное поле определяется варьированием полной энергии системы по вектору намагниченности\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "\\mathbf{H}_{\\text{eff}}=-\\frac{1}{V_{F}}\\frac{\\delta E_{t}}{\\delta \\mathbf{M}},\n",
    "\\tag{4}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $V_F$ - объем ферромагнитного слоя. Полная энергия системы состоит из энергии магнитной анизотропии\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "E_{M}=-KV_{F}\\bigg(\\frac{M_{y}}{M_{s}}\\bigg)^{2},\n",
    "\\tag{5}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $K$ - константа анизотропии, и джозефсоновской энергии\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "E_{J}=\\frac{\\Phi_{0} j_{c}S}{2\\pi}[1-\\cos(\\varphi-rm_{y})],\n",
    "\\tag{6}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $\\Phi_{0}$ - квант магнитного потока, $S$ - площадь перехода."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bdbbca3-250f-4ead-9d24-fc24c0f39152",
   "metadata": {},
   "source": [
    "Таким образом, компоненты эффективного поля в нормированных единицах могут быть записаны в виде:\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "h_{x}=\\frac{H_{\\text{eff,x}}}{H_F} &=& \\frac{GrI_{x}}{j_{c0}} \\left[1 - \\cos\\left(\\varphi - rm_y\\right)\\right]\\nonumber,\\\\ \n",
    "h_{y}=\\frac{H_{\\text{eff,y}}}{H_F} &=& \\frac{GrI_{y}}{j_{c0}} \\sin(\\varphi - rm_y) + m_y\\nonumber,\\\\    \n",
    "h_{z}=\\frac{H_{\\text{eff,z}}}{H_F} &=& 0\\nonumber,\\\\\n",
    "\\tag{7}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "где $G = \\Phi_0 j_b S/ 2 \\pi K V_F$ - отношение амплитуды джозефсоновской энергии к магнитной, $H_F = \\omega_F/\\gamma = K/M_s$, $\\omega_F$ - собственная частота ферромагнитного резонанса, а $I_{x}$ и $I_{y}$ интегральные выражения определяемые как:\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "I_{x} &=& \\int\\limits_{-\\pi/2}^{\\pi/2}\\sin\\phi\\exp\\bigg(-\\frac{\\tilde{d}}{\\cos\\varphi}\\bigg)\\sin(r m_{x}\\tan\\phi)d\\varphi\\nonumber,\\\\\n",
    "I_{y} &=& \\int\\limits_{-\\pi/2}^{\\pi/2}\\cos\\phi\\exp\\bigg(-\\frac{\\tilde{d}}{\\cos\\varphi}\\bigg)\\cos(r m_{x}\\tan\\phi)d\\varphi\\nonumber.\\\\\n",
    "\\tag{8}\n",
    "\\end{eqnarray}\n",
    "$$\n",
    "\n",
    "Здесь $j_{c0}$ определяет выражение для критического тока при $m_x = 0$ и записывается как\n",
    "\n",
    "$$\n",
    "\\begin{equation}\n",
    "j_{c0}=\\int\\limits_{-\\pi/2}^{\\pi/2}\\cos\\phi\\exp(-\\frac{\\tilde{d}}{\\cos\\phi})d\\phi\n",
    "\\tag{9}\n",
    "\\end{equation}\n",
    "$$\n",
    "\n",
    "Таким образом, в нормированных величинах, получим систему уравнений:\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "\\frac{dm_{x}}{dt} &=& -\\frac{\\omega_{F}}{1+\\alpha^2}\\bigg((m_{y} h_{z}-m_{z} h_{y})\n",
    " + \\alpha [m_{x} (m_{x} h_{x}+m_{y} h_{y}+m_{z} h_{z})-h_{x} m^{2}]\\bigg),\\nonumber\\\\\n",
    "\\frac{dm_{y}}{dt} &=& -\\frac{\\omega_{F}}{1+\\alpha^2}\\bigg((m_{z} h_{x}-m_{x} h_{z})\n",
    " +\\alpha [m_{y} (m_{x} h_{x}+m_{y} h_{y}+m_{z} h_{z})-h_{y} m^{2}]\\bigg),\\nonumber\\\\\n",
    "\\frac{dm_{z}}{dt} &=& -\\frac{\\omega_{F}}{1+\\alpha^2}\\bigg((m_{x} h_{y} - m_{y} h_{x}) +\\alpha [m_{z} (m_{x} h_{x}+m_{y} h_{y}+m_{z} h_{z})-h_{z} m^{2}]\\bigg).\\nonumber\\\\\n",
    "\\tag{10}\n",
    "\\end{eqnarray}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9e9285c-5f1d-40a5-a002-2fb92d27cadc",
   "metadata": {},
   "source": [
    "При заданном значении напряжении можно считать разоность фаз $\\varphi$ линейной функцией от времени, т.е. $\\varphi=Vt$. Тогда выражения для компонент эффективного поля записываются в виде\n",
    "\n",
    "$$\n",
    "\\begin{eqnarray}\n",
    "h_{x} &=& \\frac{GrI_{x}}{j_{c0}} \\left[1 - \\cos\\left(Vt - rm_y\\right)\\right], \\\\\n",
    "h_{y} &=& \\frac{GrI_{y}}{j_{c0}} \\sin(Vt - rm_y) + m_y, \\\\\n",
    "h_{z} &=& 0.\\\\\n",
    "\\tag{11}\n",
    "\\end{eqnarray}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d90adefc-79b2-4842-9313-e996a54ddc58",
   "metadata": {},
   "source": [
    "### Постановка задачи\n",
    "\n",
    "Легкая ось намагниченности в ферромагнитном слое направлена вдоль оси $y$, т.е. направления $m_y=\\pm1$ являются стабильными. В работе\\cite{nashaat19prb} было показано, что в SFS джозефсоновском переходе на поверхности топологического изолятора при определенных значениях параметров модели реализуются четырехкратно вырожденные стабильные состояния намагниченности.\n",
    "\n",
    "Наша задача заключается, в том чтобы на основе математического моделирования продемонстрировать реализацию этих вырожденных состояний.\n",
    "\n",
    "### Апроксимация интегралов\n",
    "\n",
    "Отметим, что при численном решении системы дифференциальных уравнений приходится на каждом шаге по времени вычислить интегралы. Это сильно замедляет процесс решения уравнений. Эту проблему можно решить следующим образом:\n",
    "\n",
    "1. Вычислить интегралы численно в интервале $m_x \\in [-1,1]$ с определенным шагом\n",
    "2. Интерполировать полученный результат полиномом определенной степени\n",
    "3. Затем вставить полученную приближенную формулу в уравнении и решать систему уравнений"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "ff4a295e-a0a6-45ac-86a5-2efd3dedc9e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1410054d-0e30-4fdc-96a2-31b07ea29283",
   "metadata": {},
   "source": [
    "__Задаем значения параметров модели для вычисления интегралов__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e949734e-8f27-428b-afe4-56ceec078edb",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = 0.3\n",
    "r = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc9247f0-8615-4702-9836-2af4be62af1e",
   "metadata": {},
   "source": [
    "__Определяем подынтегральные функции__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "1eed0d3f-0283-4a0e-a2f9-26f147c29e15",
   "metadata": {},
   "outputs": [],
   "source": [
    "def funct_Ix(phi, mx, r, d):\n",
    "    '''Defines the integrand in the definition of current Ix,\n",
    "        mx, r, d - parameters'''\n",
    "    return (np.sin(phi) * np.exp(-d / np.cos(phi)) * np.sin(r*mx*np.tan(phi)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "55342025-3dfa-4935-b04e-206d0941f1c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def funct_Iy(phi, mx, r, d):\n",
    "    '''Defines the integrand in the definition of current Iy,\n",
    "        mx, r, d - parameters'''\n",
    "    return (np.cos(phi) * np.exp(-d / np.cos(phi)) * np.cos(r*mx*np.tan(phi)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abfc94d5-bb54-4f80-bbf0-f6ca8a7070d9",
   "metadata": {},
   "source": [
    "__Создаем массивы для $m_x$ и соответствующих значений интегралов__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c49d4e0a-213e-477b-b136-5e8da12a630f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# массивы\n",
    "Npoint = 1000\n",
    "arr_mx = np.linspace(-1, 1, Npoint, endpoint=True)\n",
    "arr_Ix = np.zeros(Npoint, dtype=np.float64)\n",
    "arr_Iy = np.zeros(Npoint, dtype=np.float64)\n",
    "arr_errx = np.zeros(Npoint, dtype=np.float64)\n",
    "arr_erry = np.zeros(Npoint, dtype=np.float64)\n",
    "# вычисление интегралов\n",
    "for ind in range(Npoint):\n",
    "    mx = arr_mx[ind]\n",
    "    arr_Ix[ind], arr_errx[ind] = quad(funct_Ix, -np.pi/2, np.pi/2,\n",
    "                                      args=(mx, r, d))\n",
    "    arr_Iy[ind], arr_erry[ind] = quad(funct_Iy, -np.pi/2, np.pi/2,\n",
    "                                      args=(mx, r, d))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd7c22cc-a096-443e-a28c-ba09f5dd82db",
   "metadata": {},
   "source": [
    "__Аппроксимация интегралов $I_{x}$ и $I_{y}$ многочленом девятой $P_{9}$ и восьмой $P_{8}$ степени соответственно__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "96ce8eb9-ee11-42ee-b472-5dfa991db905",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using 9th order polynomial model\n",
    "poly_model = odr.polynomial(9)\n",
    "data = odr.Data(arr_mx, arr_Ix)\n",
    "odr_obj = odr.ODR(data, poly_model)\n",
    "\n",
    "# Running ODR fitting\n",
    "output = odr_obj.run()\n",
    "\n",
    "Ixfit = np.poly1d(output.beta[::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "47d75270-9400-4c06-a65a-29a40666abd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# using 8th order polynomial model\n",
    "poly_model = odr.polynomial(8)\n",
    "data = odr.Data(arr_mx, arr_Iy)\n",
    "odr_obj = odr.ODR(data, poly_model)\n",
    "\n",
    "# Running ODR fitting\n",
    "output = odr_obj.run()\n",
    "\n",
    "Iyfit = np.poly1d(output.beta[::-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6e66773-431f-4d62-975d-46223fafaa64",
   "metadata": {},
   "source": [
    "__Определение функции для $j_{c0}$__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "677c05b9-23f4-40d6-98e4-c603cffc2e52",
   "metadata": {},
   "outputs": [],
   "source": [
    "def jc0(d):\n",
    "    '''Определяет функцию для критического тока при отсутсвии F слоя\n",
    "    d - параметр модели'''\n",
    "    result = quad(lambda phi: np.cos(phi)*np.exp(-d/np.cos(phi)),\n",
    "                  -np.pi/2, np.pi/2)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8b496cf-a429-4e89-ba65-7e128da8e63e",
   "metadata": {},
   "source": [
    "__Вычиcление $j_{c0}$__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "a6920c06-fc83-4cf4-8e7a-37ab8e7c7ee0",
   "metadata": {},
   "outputs": [],
   "source": [
    "Jc0 = jc0(d)\n",
    "J0 = Jc0[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92cafa5d-11f2-438a-84fd-c4098a073893",
   "metadata": {},
   "source": [
    "__Определяем правые части системы уравнений__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "916343bd-73e9-4b5f-8307-44ec6fb0a832",
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_sfs(t, S, G, r, alpha, wF, d, V, J0):\n",
    "    '''Определяет правые части ДУ\n",
    "    G, r, alpha, wF - параметры модели\n",
    "    S=[mx, my, mz, ph] - искомая вектор-функция'''\n",
    "    mx = S[0]\n",
    "    my = S[1]\n",
    "    mz = S[2]\n",
    "\n",
    "    Jx = Ixfit(mx)\n",
    "    Jy = Iyfit(mx)\n",
    "\n",
    "    Hx = (G*r*Jx/J0)*(1-np.cos(V*t-r*my))\n",
    "    Hy = (G*r*Jy/J0)*np.sin(V*t-r*my)+my\n",
    "    Hz = 0\n",
    "\n",
    "    H = [Hx, Hy, Hz]\n",
    "    M = [mx, my, mz]\n",
    "\n",
    "    m2 = np.dot(M, M)\n",
    "    HdM = np.dot(H, M)\n",
    "\n",
    "    ksi = -wF/(1+alpha*alpha*m2)\n",
    "\n",
    "    dmx = ksi * ((my*Hz-mz*Hy) + alpha * (mx*HdM-Hx*m2))\n",
    "    dmy = ksi * ((mz*Hx-mx*Hz) + alpha * (my*HdM-Hy*m2))\n",
    "    dmz = ksi * ((mx*Hy-my*Hx) + alpha * (mz*HdM-Hz*m2))\n",
    "\n",
    "    dS = [dmx, dmy, dmz]\n",
    "    return dS"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06b800a6-be3b-4b95-ae01-46a5e0db91dc",
   "metadata": {},
   "source": [
    "__Проверяем на работоспособность__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "b0c84c96-3ac0-4bb5-a352-f5d0fa428bc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.4518297113798763e-10, -0.0, 1.4518297113798764e-08]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = np.array([0, 1, 0])\n",
    "dS = my_sfs(0, s, 4.12, 0.5, 0.01, 1, 0.3, 5, J0)\n",
    "dS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "37623958-dc15-4c3e-9073-44ab934eb388",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = 4.5\n",
    "r = 0.5\n",
    "d = 0.3\n",
    "wF = 1\n",
    "alpha = 0.01\n",
    "V = 5\n",
    "\n",
    "t0 = 0\n",
    "tf = 1500\n",
    "nt = 15000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34c97fb1-9b59-4a56-b101-ebe2510e80e3",
   "metadata": {},
   "source": [
    "__Задаем начальные условия__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "df3b9cd3-5b05-453e-a990-6a5cc71dd633",
   "metadata": {},
   "outputs": [],
   "source": [
    "mx0 = -0.5\n",
    "mz0 = 0\n",
    "my0 = np.sqrt(1-mx0*mx0-mz0*mz0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16ce7007-5778-4765-8aa6-81ffad748741",
   "metadata": {},
   "source": [
    "__Численное решение системы уравнений__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "79293147-2067-4da6-b238-62f2bc021913",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = partial(my_sfs, G=G, r=r, alpha=alpha, wF=wF, d=d, V=V, J0=J0)\n",
    "t_e = np.linspace(t0, tf, nt)\n",
    "s0 = np.array([mx0, my0, mz0])\n",
    "sol_1 = solve_ivp(f, [t0, tf], s0, t_eval=t_e, method='BDF',\n",
    "                  rtol=1e-8, atol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "63a5160e-ae44-48d5-af6c-bad2f5951134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vv5CWllbqe9wqZ/VNgYLX/c1Gmov71Kuk88ePH09iYiJr1qxhzpw5/PHHHyxatKjcP7tEzSRBtBAV7Ntvv2XMmDEcOnSoyL74+HgmTZrE/v37qV27NsOHD7ftK0i3+OGHH2wjJAAXLlzgjTfeKPXoYYFLly7ZfskVNzFs8eLF1K5dm5deeqlU17zzzju59957ycvL46WXXiqSn3nx4kUWL15cIfdyRKPRMGPGDF577TUmT55c4rE9evQgLCwMvV7Pm2++afuIGaxVJz777DMAXnrpJbvFVm7lGStCamoqK1euBEqfq1lcEB0QEMCJEyf47LPPuHTpUpnbUt4+dBUV8Z6KiopiyZIlthJ+Op2OadOmkZSURL169XjggQcq9H4FyvJaDwsL4/777yc9PZ0XXniBv/76y26/yWRi//79/Otf/0Kv15e6DTfjrL4pcLOR6OLSNcAa7J8/fx53d3eHfwA2b96chx56iA8//JDvv/+ezz//vELnG4iaQXKihahgFouFHTt2sGPHDvz9/WnQoAFKpZKkpCSSk5OxWCw0btyYBQsW2E3YGjhwIB07duTYsWM89thjNG3aFDc3N86dO0edOnUYO3Ys//73v4u9b0GVB7DOcI+Li8NkMhEUFMQLL7zg8JycnBwmTZrksCxWcd5//31SUlI4evQojz/+OA0aNCAgIICEhARSUlJo0KCBw3zb8tzLkYcffrhUxykUCj7++GP+8Y9/cODAAfr27UurVq3IysqyTb566KGHbDmPFfGM5TFhwgTbf6elpXHy5EnbEuOlHTEuLoh+5ZVXMBqNLF++nAULFnDHHXcwfvx4+vXrV6rr3kofuoJbfU8BvP7663zwwQe2UcgLFy6QlZWFh4cHH330kV2eckXcr7DSvtbB+prVarXs2bOHRx55hPr16xMUFGSbfKfT6QDrqoEVxZl9A9df946C6IyMDK5cuUKtWrUcjh7HxMRgNBpp165dsQF8kyZNyMnJ4amnnirV0vTi9iMj0UJUsJEjRzJz5kyGDh1KUFAQcXFxnD59GqPRSM+ePZk1axYbNmwo8oNfpVKxePFiRo4cSe3atYmPj0er1TJ8+HDWrFlDcHBwifc9cuSI7Ss+Pp5GjRoxcuTIEs9t3ry5w8UbSuLv78/SpUt599136dy5M1qtlnPnzuHp6cngwYOZNm1ahd3rVjVp0oSffvqJF154gfr163Pu3DmuXbtGt27dmDt3rq1SyI3K+4zlsWnTJtvX0aNHqVu3LiNHjmT16tUOazPfSKfTER8fj5eXF02aNLHb5+XlxaRJk9i9ezc//vgjarWa8ePHlyrlqEB5+9AV3Op7Cqyj7PPmzbMtI61QKOjfvz8//vij3cIeFXW/8vLx8eHrr79m3rx59OrVi9zcXP766y/S0tIIDQ3lpZdeYuXKlaWq9lJazuybS5cukZWVRYMGDRxW0ilpFLrw/uJGsbds2cL8+fNp3749v/76q60CihCFKSyuusyUEEKImzp+/DiPP/44nTp1Yvny5SUe+8MPPzBz5kwOHjx4y58I1HQFo/qFq6cIq5reN0eOHOG5555jzJgxjBgxggEDBvD888/z+uuvO7tpwsVIOocQQlRjBw8eBChSJ/fdd98FoHv37tSpU4ezZ8/y2Wef8eijj0oALUQxzp8/z9ixYxk2bJhtWfunn36aJUuWMHLkyBJrpovbjwTRQghRTaWnp/Pjjz8C0KdPH7t9zZs3Z+PGjfz222/o9XoaNWrEa6+9Zpc7L4S4LiUlhZdeeomwsDBmzJhh2/7iiy/yww8/8NVXX5V5kShRs0k6hxBCVDOnTp3i3Xff5cKFC2RnZ3PXXXfxv//9z2Vzk6ujmp6ycCukb4SwkpFoIYSoZv7880/OnDlD/fr1efrpp3nllVckgBZCiComI9FCCCGEEEKUkZS4E0IIIYQQoowknaMKHT16FIvFUq6VmYQQQgghROUzGAwoFAo6depU4nEyEl2FLBYLVZk9Y7FY0Ov1VXrP6kD6pXjSN45JvxRP+sYx6ZfiSd84Jv3imDP6pbTxmoxEV6GCEeiwsLAquV9OTg7R0dG0bNkSb2/vKrlndSD9UjzpG8ekX4onfeOY9EvxpG8ck35xzBn9cuLEiVIdJyPRQgghhBBClJEE0UIIIYQQQpSRBNFCCCGEEEKUkQTRQgghhBBClJEE0UIIIYQQQpSRS1bnuHDhApGRkRw+fBgvLy8eeOABJk6ciKenZ7Hn/P333wwYMMDhPnd3d06ePGn73mAwMH/+fH766ScyMzNp374977zzDm3atLE7Lzk5mffff5+dO3eiVCrp378/U6dOpVatWhXynEIIIYQQonpyuSBaq9UyatQo6tevz/z580lNTWX27Nmkp6czb968Ys+rW7cuK1assNtmsVh46aWX6N69u9322bNns3btWt566y0aNGjA119/zXPPPce6desICgoCwGg08uKLL2IwGJg7dy5Go5GPPvqIcePGsWzZMhQKRcU/vBBCCCGEqBZcLohevnw5Wq2WtWvXEhgYCICbmxsTJ05k7NixtGjRwuF5arWajh072m3bv38/mZmZDB061LYtMTGR5cuX88477/DEE08A0KFDBwYMGMCSJUuYOHEiAJs3b+b06dOsX7+eVq1aAdZA/amnnmLXrl307t27oh9dCCGEEEJUEy6XE71z507Cw8NtATTA4MGDUavVREVFlela69evx9fXl/79+9u27d69G5PJxAMPPGDbVnBM4etHRUURGhpqC6ABOnfuTIMGDcrcDiGEEEIIUbO43Eh0bGwsjz32mN02tVpN48aNiY2NLfV1DAYDmzdv5t5778XDw8Pu+nXq1CmS19yiRQvWrVuH2WxGqVQSGxvrcNS7ZcuWZWrHjSwWCzk5OeU+vyxyc3Pt/hVW0i/Fk75xTPqleNI3jkm/FE/6xjHpF8ec0S8Wi6VUabsuF0RrtVo0Gk2R7RqNhoyMjFJfZ+fOnaSnp9ulchRc38/Pr8jx/v7+GAwGcnJy8PX1LfY4jUZzS0G0wWAgOjq63OeXR1xcXJXer7qQfime9I1j0i/Fk75xTPqleNI3jkm/OFbV/aJWq296jMsF0cUp7V8FBdatW0edOnUIDw8vss/RdSwWS6mPu5VJhe7u7rRs2bLc55dFbm4ucXFxNG3aFC8vryq5Z3Ug/VI86RvHpF+KJ33jmPRL8aRvHJN+ccwZ/RITE1Oq41wuiNZoNGi12iLbMzMzi51UeKPs7Gx27NjB8OHDcXNzK9X1tVot7u7ueHt737QdjkbKS0uhUNjuUVW8vLyq/J7VgfRL8aRvHJN+KZ70jWPSL8WTvnFM+sWxquyX0g6WutzEwhYtWhRJl9Dr9cTHx5c6iN6yZQu5ubkMGzbM4fWvXbtGenq63fbY2FiaNWuGUqksth1g/euktO0QQohqS6eDvn0xe3pidnPDrFBc/yr0vaePD526dsXTz8/xMUolZnc19O1rvaYQQtQQLhdE9+7dm3379pGWlmbbtmXLFvR6PX369CnVNdavX0/jxo3p0KFDkX29evVCqVSyceNG27bs7Gx+//13u+v36dOHs2fP2gXSx44d4/Lly6VuhxBCuDSjEaZNw1yrVtEA2MsLc1QU5OWB2Wx/3o3fO9pW8L3FQpZSjTkqynrNwvdxd8fs7Q39+kmALYSodlwuiB4xYgR+fn6MGzeOXbt2sXbtWmbNmsWwYcPsRoCnTp1Ku3btipyfmprK3r177UrYFRYcHMyIESOYN28eK1euZM+ePUyYMAGAUaNG2Y4bNGgQoaGhTJgwgW3btrF582YmTpxIly5duOeeeyr4qYUQopI5Cpjd3TFHRsKNk7bNZkBBpqcGo1Jl+7rxe0fbbvw+y8MXX312sW3KMiow79hhDbDd3KxfMnIthKgGXDInesmSJURGRjJ+/Hg8PT0ZOnSobRGUAmazGZPJVOT8jRs3YjQaHaZyFHjrrbfw9vbm3//+N5mZmXTo0IElS5bYVisEUKlULFq0iPfff59JkyahUChsy37LaoVCCJdnNMKMGZgXLCgaJBc+THn910Cu2hsvvbUEp87dEz+d/byQG793tO3G733zssn01NiuW/g+OndPfPOyrh+cP3qd5eaJb1QUeHmBSgXu7ii7d4eNG8HT8yYPLoQQVUNhcVSWQlSKEydOABAWFlYl98vJySE6Opq2bdvKJIVCpF+KJ33jWLXpF50OBg/GvGcPFBlkUGBUXp9onav2xsOYh9qYV+zlstQ+jkeRlcqi6Rs3bnN0TBHWNt0YvNsF1kCWuze+hvwg3NMT6tdHOXIkRERYg2wXVG1eM04gfeOY9ItjzuiX0sZrLpfOIYQQogwKTwD09sa8c6ctgC6cVpHgH4zKbLR9+em0tgDaxA2frimVoFTia9aj7NMHZW4uSovl+pfJZPtvXXY2Rw8dQpeZ6fiY3FyUffqAh4f1uoUpsLWloF2+edl2aSFZHr7XA+j85zWdv4B5xgzMHp6S9iGEcBoJooUQoropnN9ceAKgBVsAqld52AXNIRkJJPjVtb+OQgGenrg1b4byvfdQGgzXA2CTCaVBDzt23FoKhacn7NiBUqezC76VFgvKnByUvXtDQSlSpRKw2AXWhYNqvcq6+qwb1g9QE3xqX5+wKHnUQogqJkG0EEJUB4UDZ7W60IRARaFRW58SR5lDctPsR5bNZut/x8bC9OlVnxrh6QlRUSiNxuvBe26ufWBdaLRabcwrNLIeQkhmku1SWQr3/IDaG3NgILz7rrXPhBCikkgQLYQQrqwgePbzux44WyhU/cKn0KhtFlnuhXIGbxxlroiR5cp2Y2B9w2j19ZH1RPsKIPkpHxYsZGXlYZ41C7OnpHsIISqPBNFCCOGKdDro0wezh4c1eNbpHOY3++ZlkaX2sZ6jUOCrsqDs29c6ouvMUeaKUjioNhhQRkSAv79thPrGlI/sQgF1lpundXTaxwdzixbWfpDRaSFEBZEgWgghXIXRCO+9h7lZM2vgt3MnmC0YlSq7HOcb85ttEwBzclDm5MD27RU22mw2W8jRGUhJz+VSYiZnLqZyMjaFEzEp/Hk2meMx14i5ouN4zDVOnb/GuUtpXEzQcjUlm/TMPEymm1XoKAOVCmbNQpmejlKvvx5QF8qjLgio7epTm82YLsRZJyP6aSTVQwhRIarp0IQQQtQwOh20aYP54sX8DQqMShUpfnUIyUgAszXoM6HADQsh2desVS9++63cAbPeYCIxNYerKdlcScnmWkYuado80jJ1pGp1pGXmkZ1rKOXVUord4+vljsZHjcZHjb+vB0EBXtQN8KZugDdBAV4EB3rj7+tRtsYXBNSzZhUp7VcwOp3pqbGV8XOzWIN5k14PsyJR/u9/cPq0a6e2CCFcmgTRQgjhTAUB4K5dYLHYFiYpqJdcMOockpkECgVutQJQvvaqdTS1lCkaBqOJS4lZXLiSwYUrWuKuZnAlJZuU9FxKu1KAUqnA20OFl6cKtcrNWgVPocBisaDX56FWe2A0WdAbTOiNZvQGEzq9tdReVq6BrFwDV1KKWbkQ0PioaRTsR+MQPxrn/9uiQS18vNxv3riClA+w68+ChV+MShVmpZs1mDabrP158SJ4e0M5+lMIIUCCaCGEcA6dDu67zxo85y+zrVd52AK/gkmCvoYcQrJSSj3qbLFYuHotm9NxqUTHpXE6LpVLiZmYzI6jZS8PFfXq+FCvtg9BAV4E+HkSqPEgQONJoMYTP291fuCsdLhaa0kLIZhMZrJyDWiz9bavtEwdSak5JKflkpSWQ1JaLqlaHdpsPafOW1NCCmsQ5EOrRgG0alyL1o0DaNGgFu6qEjIRCwLqgv7dsweV0Qhmo/3IvrWzMGVkyMi0EKJcJIgWQoiqVLAc95w5+Xm51rSNwiv16ZXuqM0GfC0GlH37lrjctcVi4XJyFsfOJvPnuWROx6WRnlV0FUIfL3ea1/enWX0NTetpaBTsR706Pmh81A6D44rg5qbE39fjpqkaujwjfydncSkxk0uJmcQnZHLhqpak1BwuJ2dzOTmbHUf+BsBD7UbbpoG0b1mHsBZ1aNmoFio3B0F1QX3qgv6eNw+VTmer6uFwZNrXF+U998jy4kKIUpEgWgghqoLRCLNmYZ4/H9LTKajvrLCY8c3LslXZ8NVno1aC8p1pxaYYZOUaOHo6iaNnkzh6NpmU9Fy7/So3Ja0a1aJt00DaNA2gRcNaBNXyqrRg+VZ5eqho2bAWLRvWstuekZXHuUvp+V9pnLmYhjZbz7GzyRw7m2w9V+1Gh1ZBdGsXTNe2wdT297K/eEHu9Hvv2QXTjkams9w88d2xA/w0KN9+S1I8hBAlkp8OQghR2W6YNFgw8uyn02IBW9qGr0lXbNrGtYxc9p9KYO+Jq5yISbFLz1C5KbmjeSAdW9flzua1adHQH3eVW1U+YaXw9/Wga1trcAzWSiGXEjM5EZvC8ZgUTsZeIzNHz/5TCew/ZQ2Emzfwp1u7YO4Oq0+z+prrfzgUE0wXjEzbfRJgUaCeNQs++wzlhAkQESHBtBCiCPmpIIQQleWG1I3C1SIKjzz7WgwopxUdeU7V6th59DK7j13mTHya3aUbBfvSpU0wnVrXpV3zQDzVNf/HuVKpoEk9DU3qaRjaqzlms4ULVzI4FJ3Iwb8SOXspjfOXMzh/OYMVW87SIMiHXh0acE/HBjQO8bMG1MUE07552ehVHqiNeahNegBMGVqYMRPlt99KvrQQooia/1NXCCGqWqE8XOtqefaTBgFMSjd89TkomzSxC9BydAb2nbzK9sN/c/xcMoXnA7ZpEkCPO+vRI6weDYJ8q/ihXI9SqaBFw1q0aFiLJ+8NJT0zj8OnE9l/KoHD0YlcTs5mxdazrNh6lkbBvvTt3IgB3RpZUz5uDKbnzEFtzLMvi2c2Wf/QuXhRUjyEEEXITwIhhKhIdqkbDiYNuqlRm/S4+WtsqQIWNzf+On+NTfvi2HP8KnqDyXa5Nk0C6Nu5IeHt6xOokZHQktTy82BAt8YM6NaYHJ2BA38lsvvYZQ6fTuJSYhZLN0az7LdoOoXW5d67mnDXHcG4FwTT77wDbdrgd0PKjaR4CCGKIz8BhBCiItyQulF40prdpEGFxZa6kaU38/vei/y29yKXEjNtl2oQ5Eu/Lg3p07khIbV9nPhQ1Ze3pzt9Ozekb+eGZOca2HviClsPXuLU+WscPp3E4dNJ+Hm7M6BbYx7o2czazzExKPMnf6rS0yXFQwhRIgmihRDiVul00LYt5rg4ClI31MY8u4VSfE06W7m6i2l6fl59gqgjf6M3WlfS81C70btjAwb3aELrxgEuW0mjOvLxcmfgXU0YeFcTriRnsfVgPNsOXiJVq2NtVCw/74yla9tghvZqTqfp061/5JSU4uHhi+/FeJT16sHVqxJIC3GbkiBaCCHKy2702VQkBcCkdCMkMxllkyZYoqM5cjGTtUuOcDS/PBtA03oa7gtvSt/ODUu3Op+4JfWDfPnHkHY8c19bDp9OZMPuCxw5k8TBv6yTExsE+fJg7+YMeHc6HiWkeCT41SUkPUlqSwtxG5MgWgghysNohIEDMUdFAQoS/IOLpG64KZWYp07l9weeZ82CvbaUDaUCwsPq82Dv5rRtGiijzk7gplRwV7sQ7moXwt9JmWzYc4FtBy9xOTmLL1cf54dNZ3iwd3PuPxGN77w5dikeCf4h12tLq7zw3RElo9JC3IZKWDtVCCFEEUYjTJuG2c8Pc1QURqWKLA8fW+oGgK9Jh6lffzZvO8UYz3v4dOVxLiVm4uWh4qHeLVj49kDeGtWNds1qSwDtAhrW9WPMI+359t1BvPTwnQQFeJGelcf/fo3mhdm/8223J8g4fwllRASo3Gy1pbM8fPP/aPLGnJ6O2U9jrd5hNDr7kYQQVUBGooUQorSMRhgyxDb6XJD77JuXRZaHLyGZyRhrB7Fl1W5W7Yoj5ee/AKjl68EjfVswuEdTSdlwYd6e7jx4TwuG3N2MnUcvs3r7OeITMlm9PYZ1u87zQK8RPJYwCf+uHVDFxeGbl20LpAH0KFHPikS5cyf88ouTn0YIUdkkiBZCiNLQ6fAIC8McH19kuWiT0g1Pg45NfZ9ieZ+RpK6LBiBQ48Fj/VoxqEeT22IxlJpC5aakf9dG9O3ckEPRify49Sxn4tP4aUcMv+29wIOfrefhvSvx/vB9uwoe7sY8aypPVBSewSHUe+Zp+OQTZz+OEKKSyE91IYQoidGI6v336TjvYxT6PPvKG5pggrWJ7Gvbi+/uG8sViydk5lHH35Ph/Vtxb/cmqN2r//LbtyulUsFdd4TQrV0wh08nsXRjtHU1xN9jWO/ZjUd+OcaD/xiAR0oimZ4aFBbz9VFpo5mQxd9gPnsWfv9dakoLUQPJu1oIIYqTP3lQdUP6BlhHn5M1QXz86NucDWwKFvD3VfPkwFDuC2+Cu0qC55pCoVDQtW0wXdrUZd/Jq3z322niEzL5bmsMG8b9l5E7vqXvrlW4WSzX60ob8//g2rULBg6ErVslkBaihpF3tBBCOFJo5cEbRxkv1GnK0l7Pcrh5VwA81W480rclD/dpgben5DzXVAqFgvCw+tx1Rz12H7vMd79Fk3Ath/ldn2b9XQ/z/E8f0z72sMP0DjQalBMnyrLhQtQg8k4WQojCjEaYNQvz3Lmg06FXeeCn02IBknzqsKHLA6zrNAyTmwo3pYL7wpvy5L2tCfCT0ma3Czelgj6dG3J3+3qs332BFVvOcF7nzbSHptH9yglG/fYlGl2WfXqHwXx90qGMSgtRI8i7WAghCtxQ+7lgRNGMgm13DmTZ3U+R5hsIQLd2wYx+8E4aBPk6t83CadxV1k8g+ndtxPLNZ/h1bxz764dx+LkFPHToJ57ct7JoekdUFEpJ7xCiRpB3sBBCgF0AXTh9I7Zuc/4zYAxn64UCUL+ODy89HEbXtsFObrBwFf6+Hox5tD1Dejbjm3WnOBSdyOq7hrOzTW9e+n0RneKPX0/v8PDFN2onylatIDpaFmcRohqTIFoIIQoF0AXpG7kqDxb2e4nfOtyHWemGh8XIY/e2Zvi97WTSoHCoUbAf773Yg30nr7JwzXGSqcsHD7/DXTH7efqP5QRlJttqivvGXZRVDoWo5iSIFkLc3nQ6aNsWc1yc7aP3I0068sXAcST7W1cgDL+jLuGt3OjepYUE0OKmetxZj9YNfVm0+iB7T2dxoGV3jjXpyFN7lzPg5Db8dVprIJ2eIYG0ENWYSy77feHCBUaPHk3Hjh0JDw8nMjISnU5XqnPT09OZPn06vXr1IiwsjMGDB7N8+XLb/jVr1hAaGurwa/To0bbj9u/f7/CYf/7znxX+vEIIJyi8fHfcRfQqD3LdPfjk/jeY8dh0kv3rEpSn5b3nu/HGiA5ovCV4FqXnqXZjYEd/5r7agzubB6J392BJ71HMenQa0fXayHLhQtQALjcSrdVqGTVqFPXr12f+/PmkpqYye/Zs0tPTmTdvXonnZmdnM3LkSDw8PJg6dSq1a9fm4sWLGAwG2zF9+/ZlxYoVdufFxcUxZcoUevfuXeSas2fPpnnz5rbvAwICbvEJhRBOd8MEwgT/YM6GtOSr/i+T6aVBaTYxNPlPnl34Nl4+nuTk5Di7xaKaaljXlw/G9WLbwXi+/vkk50JaEfHELB4+uJan9i3HAmS7eeA7KxLl0qWSJy1ENeJyQfTy5cvRarWsXbuWwEDrLHg3NzcmTpzI2LFjadGiRbHnLly4EJ1Ox8qVK/HM/yHUvXt3u2MCAwNt1y2wa9cu3NzcGDJkSJFrtmrVirCwsFt9LCGEqygUQBuVKpJ967C017PsCe0FQNOUi4xvrKP1R9OkeoKoEAqFgoF3NaFTaF2++PEoB04ns6rH4xxs0Y0x277ijit/SZ60ENWQy6Vz7Ny5k/DwcLtAd/DgwajVaqKioko8d/Xq1QwfPtwWQJfW+vXr6dGjB0FBQeVqsxCimtDpoFUr2wTCY0068PaID9gT2gul2cRTR9fyf1+8SOtZkyWAFhWutr8XES+G86/Hw/DTZXExqCnTHp/Jd3c/jZc+hywPH8zpGVCvnvW1KoRwaS73WyI2NpbHHnvMbptaraZx48bExsYWe96lS5dISUlBo9EwZswY9uzZg4+PD0OGDGHKlCnFBtYnTpwgLi6OMWPGONz/8ssvk56eTlBQEA888ACvv/56mYP0wiwWS5V9NJybm2v3r7CSfileje4bnQ7P5s0hQ0u6dy2W9nyGrWH3AtDw2iXeOLacRr//gl4B+hveozW6X26R9I1jJfXLXe1DaD1lAP99byn7AluzsscTHG/cgX/9+jFZHj6EpCdCQCDGN/+JccqUGvcHnbxmHJN+ccwZ/WKxWFAoFDc9zuXemVqtFo1GU2S7RqMhIyOj2PNSUlIAmDt3Lvfddx+LFi0iJiaGTz75BIPBQGRkpMPz1q9fj4eHB4MGDbLb7ufnx4svvki3bt3w8PBg3759fPPNN5w/f56FCxeW+/kMBgPR0dHlPr884uLiqvR+1YX0S/FqXN/odLS//37IzOKPlj34tvcoEmuFoLCYGXZkPY/knOLiwk+JvnChxMvUuH6pQNI3jpXUL4Nf7Ue9cxn89kcyZ+qHMuEfnzJ265eEaBPRG82oP5iNbtMmzn3+eY0LpEFeM8WRfnGsqvtFrVbf9Jhq86682V8FZrMZgBYtWjB79mwAwsPDMRqNzJ07l9dff71IuobZbObXX3+lb9+++PrarzrWrl072rVrZ/s+PDycunXrMnPmTI4fP0779u3L9Rzu7u60bNmyXOeWVW5uLnFxcTRt2hQvL68quWd1IP1SvBrXN0Yjqg8/RPXJJ5h1en7o8SQruw/H5KaibkYSr2//D21G3Idxyv/RtoQgpcb1SwWSvnGstP3Srh30757O5+9+z+ngVvzfkDc53LwrY7ZZB2t8Dx+mw6RJ6NevrzGBtLxmHJN+ccwZ/RITE1Oq41zuHanRaNBqtUW2Z2ZmljipsFatWgD06NHDbnuPHj0wm83ExsYWCaL3799PUlISw4YNK1Xb7r//fmbOnMnJkyfLHUQrFAq8vb3LdW55eXl5Vfk9qwPpl+LViL4xGmHIEMxRUaR5BzBv+DucbGydJNzr9C5eO/g9PvHnwdOTm483WNWIfqkk0jeOlaZfmjb3Zs7Ccfw4/E2WtxnEzja9ia7fhkkb5tEs+SLqXbvwfvDBGrdUuLxmHJN+cawq+6U0qRzgghMLW7RoUST3Wa/XEx8fX2IQ3ahRI9zd3Ytst1gsACiVRR913bp1+Pn50adPn1tstRDC5URGYo7ayR+t7mbCP/7NycZhqA15vLb5Myb/sdgWQAvhCtx8vHlq3Wd8ePZHQtITSNbU5e0nPuC3sEFoPTXWcoyzZjm7mUKIQlwuiO7duzf79u0jLS3Ntm3Lli3o9foSg121Wk3Pnj3Zu3ev3fa9e/eiUqmKpFDo9Xq2bNnCoEGDSpX3ArBhwwYAKXknhKvT6TB89BHf3jOSD4dNRuvtT8Nrl/h42UQGZ8WgkBJiwhWpVLT5+Tv+fWE1d5/dg8lNxeJ+o/l4yD+tlTs+mA3Tp8uiLEK4CJcLokeMGIGfnx/jxo1j165drF27llmzZjFs2DC7keipU6fa5SwDvPrqq5w5c4bJkyeze/duvv32WxYsWMAzzzxTpDZ0VFQUWq222FSOiRMnsmDBArZt28bu3buZN28eH374IQMGDJAgWghXptOR0aw1M+6fzE/dHgXg3uOb+WTZv2ga1hzOnZMAWrgulQqfzb/yVuYBXv79K9xMRo417cS/nvmY00EtMM+YCQMHSiAthAtwueQqjUbDkiVLiIyMZPz48Xh6ejJ06FAmTpxod5zZbMZkMtlta9++PQsXLuTjjz/mlVdeoVatWjz77LO8/vrrRe6zbt06goKCiizGUqBVq1asW7eOb775BoPBQIMGDXjllVd4+eWXK+5hhRAVx2iEWbM4/e1qPhz6LimaIDwMOl7ZtpD+f21H2adPjcspFTWUSoVi61aGDRxI6+Vv8+HQSSTUCuGdx2fxQtR/eSDqV5QDB8rrWQgnc8l3X7NmzVi8eHGJx8yZM4c5c+YU2d6zZ0969ux503vMnz+/xP1jxowptna0EMLFGI1YBg5kY6oHix6ejlHlTv20y7y4fTFd4o6ibNpUAg5RvahUsHUroYMG8e/v3uTf973OwRbd+GrAy5yv25xXtv0HDwmkhXAql0vnEEKIMjEa0d87mH97tOfLe8dhVLnTPWYfM1ZNtwbQtfwhOloCDVH9qFSweTOaHl145+f3eXrP9ygsZraGDeTtJz8g5dAJaNVKVjcUwkkkiBZCVGupM+fwVr37+P3OASjNJv6xawnjN31G3cwUlE2bgEwiFNVZ/oi0W58+PLn/RyZu+ATvvGzO1WvNP5/9hNM6NbRtKznSQjiBBNFCiOrJaCQmYg5vJtTjXL3W+OoyeW/NDIYd/RW/vCyUfXrLJEJRM+QH0so+feh1djcfL5tEvbQrpPvU4u0n32ezT3OZbCiEE0gQLYSofoxG9gwfyxRtc6751aHhtUvM+34S7a6cQW3Mk0mEouYpCKTffZf6ulQ++e5Nusfsw+jmzoLBE1hEc0wD75VAWogqJEG0EKJasRgM/DDyHea0GIre3YM7Lp1k7g9TqJ2VhtqolwBa1FwqFcyYgTItDW+Vgjd//TdP/fEDAL90eYgP/O8mt80dkiMtRBWRIFoIUW3oDSY+iljG9/XvBuChQz8zc9W7ZHpprAF0v74SQIuaz9MT5eTJeBrzeODYRl7b9BnuRj0HWt7FWz3GcK1TDxmRFqIKSBAthKgWtBk5RExdzi5jAG4mI+M3LeCFnf/F7OZOSEaCNQd682YJoMXtISICZZ/e+Om03HtqG//89f/wz0nnfHAL/nXPeM4Pe0oCaSEqmQTRQgiXl5CoZfLUFUSbffHRZTNj9XQGntqGXuUhOdDi9lQoRxpPD3rG7GXuD1NoeO0S1/zqMKXlYxx47CUJpIWoRBJECyFc2tkLKUx6fz2XPQOpnZnCxPUfEfb3yfwAWnKgxW2sUI40Xl4EZqfz4fK3aH/xT3RqL95vPoxNI96QQFqISiJBtBDCZR04lcDUz3aS7u5D0+QLfPT9JDrFHyPBP0RyoIUokJ8jrTbqUZuMvPfTTAac3IpZ6cZnTe7lh39EYDEYnN1KIWocCaKFEC7pt71xvP/f/eThRoeLx5i9/G1qZ6dhUHlIDrQQN8rPkVYb88hV+/D4vpU8se9HAL6vF86Xo2dj0ksgLURFkiBaCOFSLBYLK7ec5vNVf2K2wMATW3j3p1l4G3SSAy1EcQotyOKn01JPm8gzf3zPy9sWorCY2RjUgQ9f+RR9bp6zWypEjSFBtBDCZVgsFr5d/xf/++0MAI/vW8nw/atQmU0SQAtxM4UnG6rc0as8eODPjUxa/xEqk4G9Aa14992VZOXKiLQQFUGCaCGESzCZLSz48RhrdsQA8PSe73n48M/U0yZez4Fu2lQCaCFKUjDZ8J2pqI169CoP7j63lwm/zcc7L5tTZj/efnc16enZzm6pENWeBNFCCKczGE3MXXqQLQfiUZrNjN+0gCf3/4hPXhZZHr6EZCSibNoEoqMlgBaiNArlSCf6h9DnzC4+WPEO/tnpxJm9eOudH0lJyXR2K4Wo1iSIFkI4VW6ekZlf7+eP41dRmYxMXv8Rd146CYBB5YFvXpZ1EuG5c+Dp6eTWClFNFMqRDslIRK/yoFlKHLNXTKV25jUuewYyZc5GEq7JiLQQ5SVBtBDCabJzDby78A+OnUvG05jHu2tmEnbpBCGSwiHErSsIpPv1taV21E+/wrSfZhKSfpUkiwdvfbaLS4kyIi1EeUgQLYRwiqwcPdMW/sHpi2n46rOZ9eM0WiSdx7dwCkctf0nhEOJWqFSwebMttSPbw5dmKRd589f/o1FKPNe0ebz9+W7OX85wdkuFqHYkiBZCVDlttp6IhX9w7lI6fsZcIpdHoMnV2nKgffOyrTnQV69KCocQt6pQaodvXjYJmmBCE84yfc1MWiTGkpGtZ+qXuzlzMdXZLRWiWpEgWghRpTKy8oj4zx5i/87A35BD5PdvEZSZTEhGAon+IdcDaMmBFqLiFATSTZsQok0EoHZWCm/9Moc2l6PJzjVaPxmKk0BaiNKSIFoIUWXSM/N458s9XLiipZbCQOSyKdRPT7CrwoGnh6RwCFEZVCrre8vLi0xPDdkevtTNTGbc1i8Jiz9Bbp6Jd7/ay2kZkRaiVCSIFkJUiVStjqlf7uZiQiaBCj3v/28iIdok1MY8FIBFoQQsKCdPlhFoISqLpyfKyZPx02XaUjuaXIvPr4pzgtw8I+8t3CupHUKUggTRQohKl6bVMfWLPVxKzKKOQs/7i9+gYfJF1EbrEsR6lQd+Oq11NcJp05zcWiFquIgIlO9OA08PW2qHRqfljY2fcsffJ8nJM/LuV3s5G5/m5IYK4dokiBZCVKqMrDwiFv7B5eQs6vh7EvndJPx0WSRoggHyl/PWy3LeQlSVglUN09LAywu9ygMLYFK6Me2nSNpd/oscnZF3F/4hgbQQJZAgWghRabJy9Ly7cC/xCZkEajz44Md3qJd4ET+dluDCtaD79ZUAWoiqlp/aoTbqSfQPIUSbiJdBx5sb/o92f/9Fdn4gfe6SBNJCOCJBtBCiUuToDLy3aC/nr2RQy1dN5B8LCT51xDYCbVB5EJKRYF2NcPNmCaCFcIb85cELVjW0AF6GXKb9NIu2V0+TrTMybeFeLlyROtJC3EiCaCFEhdPlGZnx9T7Oxqfj5+3OrIPf0GDzz2R5+MhqhEK4khtWNcz28MU3Lwuttz/vrppB22vn81cW3cvfSbKyoRCFSRAthKhQeQYTs77Zz18XUvHxVDHz0Lc03rgavUotpeyEcEWFVjUsqNgRkpGAymImYvk0muckkp6Vx7T//EFSao6zWyuEy5AgWghRYQxGEx98e4DjMSl4ebgxXXmK5r+tIsE/+IZSdkgpOyFciYPFWNyNeWR5+jF9yWQa6lJJydAR8Z8/SNXqnNxYIVyDBNFCiAphMlv45PsjHDmdhNrdjXdHdqb1x9PRq9QEZyTYcqH9jLko33tXStkJ4WpuWIwlMX9E2sugY8b/JlM3L4Or17J5d+EfaLP1zm6tEE7nkkH0hQsXGD16NB07diQ8PJzIyEh0utL95Zuens706dPp1asXYWFhDB48mOXLl9sdExoaWuSrZ8+eRa6VnJzMG2+8QefOnenatSuTJ08mPT29Ih5RiBrFYrGwcM1xdv95BZWbgnf+0YU7h/SE3FzbCLSPPhcA5dS3Yfp0SeMQwhUVWoylYERabczDw6hn5ndTCFTouZiQyfRFe8nRGZzcWCGcy+V+i2m1WkaNGkX9+vWZP38+qampzJ49m/T0dObNm1fiudnZ2YwcORIPDw+mTp1K7dq1uXjxIgZD0Tf6yJEjGTp0qO17d3d3u/1Go5EXX3wRg8HA3LlzMRqNfPTRR4wbN45ly5ahUCgq5oGFqAGWbTrNxr1xKBTw5uPt6fzA3ZjjLlpzK7WJspiKENVJRARKiwXzB7PRo8TdmIfCYqZeRiIzvp/K1NGfcu5SOjMX72fGy+F4uLs5u8VCOIXLBdHLly9Hq9Wydu1aAgMDAXBzc2PixImMHTuWFi1aFHvuwoUL0el0rFy5Es/8XMvu3bs7PLZevXp07Nix2Gtt3ryZ06dPs379elq1agVA3bp1eeqpp9i1axe9e/cu5xMKUbP8siuWFVvOAvDKQ3dyzxP9MMddtKvEEZKRKJU4hKguChZjUShQz5hJVn7FjgT/EBpfjWXm+tlMvf8tTp2/xkdLD/H2qG64ubnkB9tCVCqXe9Xv3LmT8PBwWwANMHjwYNRqNVFRUSWeu3r1aoYPH24LoG9FVFQUoaGhtgAaoHPnzjRo0OCm7RDidrHj8CUWrT0JwDP3tmbItNHWEWj/YLtKHMqmTaQShxDVTX4N6cIVO/QqNc2P7ebd49/jrlKy/1QCX645jsVicXZrhahyLvcbLTY2lscee8xum1qtpnHjxsTGxhZ73qVLl0hJSUGj0TBmzBj27NmDj48PQ4YMYcqUKUUC66+++opPPvkELy8vevXqxeTJk6lfv75dOxyNerds2bLEdtyMxWIhJ6dqSgTl5uba/SuspF+KV5a+OXo2hX8vPwbAfT0a8cjO7zBH7bSOQGck2EagLU0ak/Pnn2A2QxW99iuavGaKJ33jWI3pl19+waN9e0IuXgSsFTsS/ENot+EH/unmyUctH2TTvotovN0Y3q/4T4oLqzF9U8GkXxxzRr9YLJZSpe26XBCt1WrRaDRFtms0GjIyil8xKSUlBYC5c+dy3333sWjRImJiYvjkk08wGAxERkbajn344Yfp27cvderU4ezZs3z55Zc8/fTT/Pzzz/j7+9va4efn57AdtxJEGwwGoqOjy31+ecTFxVXp/aoL6Zfi3axvLiXnseT3FExmC2FNvLirXg5uIz8uUgvaolZzbNkyOHeuahpeyeQ1UzzpG8dqRL8sW0aHAQPIVniQrfbKH5H2oOcv/yV5qIr/th7Cyt/Pk5uVSteWvqW+bI3om0og/eJYVfeLWq2+6TEuF0QX52Z/FZjNZgBatGjB7NmzAQgPD8doNDJ37lxef/11goKCAPjwww9t53Xr1o0uXbrw6KOP8uOPP/LSSy/Z9jm6X2n/OimOu7s7LVu2LPf5ZZGbm0tcXBxNmzbFy8urSu5ZHUi/FK80fXP1WjYfrz2I0WShY6vaTHryTnw6dUSRl0fBjxxrLWgLpon/om2nTlXW/soir5niSd84VtP6xfyvf+H3wWz8dFrAWrEj01PDw+u/InNSB1aZGrDhYDptWjahW9u6JV6rpvVNRZF+ccwZ/RITE1Oq41wuiNZoNGi12iLbMzMzS5xUWKtWLQB69Ohht71Hjx6YzWZiY2NtQfSN2rRpQ7NmzTh16lSp2uFopLy0FAoF3t7e5T6/PLy8vKr8ntWB9EvxiuubjKw8Plz6J5k5Blo29Oedf3TFc+gQzBfjHVbiUM+YgboG5UHLa6Z40jeO1Zh+mTEDVCq7ih3ZHt746TJ59usIMj7fwpZDfzP/xxPMeuVu2jWrfdNL1pi+qWDSL45VZb+UdrDU5SYWtmjRoki6hF6vJz4+vsQgulGjRkXK1AG2yQ5KZcmPeuOkCEftAOtfJyW1Q4iaSqc3Mmvxfq5ey6ZuoDfvPtcVzyH3Yd6+w64Sh9qol0ocQtQ0BRU73pmK2qi3LcSiV6lRpKXx6sKJdGtbF73RzKzF+4lPKDoIJURN43JBdO/evdm3bx9paWm2bVu2bEGv19OnT59iz1Or1fTs2ZO9e/fabd+7dy8qlarEFIro6Gji4uIICwuzbevTpw9nz561C6SPHTvG5cuXS2yHEDWRyWzh42WHOROfhq+XO9Nf7EHAp/MwR+2UShxC3E7yK3YUXho8wT8ERVQUk394j9DGtcjKNTBj8X7SMmV5cFGzuVwQPWLECPz8/Bg3bhy7du1i7dq1zJo1i2HDhtmNAE+dOpV27drZnfvqq69y5swZJk+ezO7du/n2229ZsGABzzzzjK1k3uLFi5k+fTq//vor+/btY+nSpbz44ouEhITw+OOP2641aNAgQkNDmTBhAtu2bWPz5s1MnDiRLl26cM8991RNZwjhAiwWC1//fIJ9JxNQuSmJeKE7jfzdMc+da1vSO9E/BN+8bAioZZ1EWAFlJoUQLkilsn7KFBBotzS4XqVG/ftWpv0ym3q1vUlKzeH9bw6QZzA5u8VCVBqXC6I1Gg1LlizB29ub8ePHM2fOHIYOHWpXXQOsEwlNJvs3Z/v27Vm4cCExMTG88sorfP311zz77LNMmjTJdkyzZs2Ijo5m+vTpjB49moULF9KnTx+WL19ul+usUqlYtGgRLVu2ZNKkSbz99tt06tSJzz//XFYrFLeVn3eeZ/3uCwC8+VRn7mjsD23b2i/pnZcDWFCOHy8j0ELUdCoVygnjiywNnunph9/vm3gv9yC+Xu6ciU/j/74/gtksNaRFzeSSv+2aNWvG4sWLSzxmzpw5zJkzp8j2nj170rNnz2LP69+/P/379y9VO+rWrcunn35aqmOFqIn2HL/CN+usi6k8P/QO7gkLhkGDZElvIW53DpYGL5hoWO/zebyzL5ppX+9nz/Er/O/Xv3hu6B3ObrEQFc7lRqKFEK7h3KU0Pvn+CBYLPNCzGY/0agIDB8pEQiFEiRMNSUvjzpefZMLw9gCs3h7Dpn1xzm2vEJVAgmghRBGpWh2R3xxAbzDRtW0wLz0chuL992UioRDC3g0TDQvqR5ujoui34b88NSgUgC9WH+fomSRntlSICidBtBDCjt5o5qNlx0jV6mgU7MekZ7vgps+TiYRCiKIKTTTUqzywANlq64IY5g9m89Qfy+nbqQFms4U5/zvIRSl9J2oQCaKFEDZms4W1e9M4fyUTjY+ad0d3x1ulkImEQoji5U80VBv1JPqH2EalM1VeWGbOZMLZ9dzRvDY5OiMzF+9Hm613coOFqBgSRAshbFZtj+WvS7m4uSmY+txdhPh72E0kBGQioRCiqIK0jozE6yPSHtbV5dw+m8/UZzsTkl/67v+WH8ckFTtEDSBBtBACgB1H/mb1Dmspu5cfbGctZScTCYUQpZGf1qHs19fhREPNQ0OI+EdXvDzc+CsujY2H053dYiFumQTRQghOX0xl/oqjAPRs60vfzvUhMlImEgohSk+lgs2bi51o2GTRv5n4TFcUCjh0LpvNBy45ucFC3BoJooW4zV3LyOWD/x7AYDTTtU0QAzr6g9GIef4CmUgohCgbRxMNPbwBBeYFC7grtA4jBrYE4NsNZzgRk+LU5gpxKySIFuI2ZjCamP3tQdIy82haT8P44XeiNJlQDx0KaakykVAIUXY3TDQMzkggy8MH0tKhVSse6hbCnU28MJktzF5ykIRr2c5usRDlIkG0ELcpi8XCl6uPcyY+DV8vd955/i48PVTUW7wY5a7dMpFQCFF+hSYaZnv44puXRYJ/MOa4i3h26cJDXTQ0r+9HZo6eyG/2k6MzOLvFQpSZBNFC3KY27o1jy4F4lAqYNLIrIf4eqN5/n+Bv/mtN4yg0kZCAAJlIKIQovUITDX3zskkoNNFQcfEi7V5/jYlP3kmAnwcXEzL5vx+OYJaKHaKakSBaiNvQqfPX+OqnEwD8Y0g7OofWhchIVB/MRmEyShqHEOLWFUw0bNqkyERD38OHCf7yU6Y+fxcqNyX7Tiaw6vdzTm6wEGUjQbQQt5mU9FzmLDmIyWzhno4NeLRfS9tEwkxPvxvSODIljUMIUX4qlbWaj5dXkYmGqi++oE0DDa882h6A736L5ogsDS6qEQmihbiN6A0mPvj2AOlZ1omEE57oiEKhgMhISEvFT6e1S+NQ9usraRxCiFvj6Yly8uRCEw0TSfAPhvQMGDSIwV0bMLhHEywWmPfdIRJTc5zdYiFKRYJoIW4TBRMJz11Kx8/7+kRCdDrMc+faRqANKg9CMhJQ9ukNmzdLAC2EuHWFJhomaura8qPN23fAwIGMGdaWVo1qkZlj4INvD5BnMDm7xULclATRQtwmNu+/yNaD1omEk0d2JaS2DxiN0LYt5ObaTySsVUtGoIUQFafQREP7/Gg/zFFRuM/+gLdH3YXGR835yxl8ufpPLBaZaChcmwTRQtwGYv5OZ2H+RMKRQ9rRsXVdawA9aBDmuIskaIJRoLBNJDSOGycBtBCiYuVPNLQEBDhciCXIz53JI7uiVMC2g5f4bW+ckxssRMkkiBaihsvK0TNnyUEMRjPd7wjh0b7WiYQMHIh5+w6yPHwI0VpzFP10mejr18c4ZYqzmy2EqIlUKkxjx1rzowuVvSMtDQYOpEOzAEY90A6Ar9ae4HRcqpMbLETxJIgWogYzmy383w9HSUzNITjQmzdGdEKptE4kNEftJME/GJ+8LLI8fAnJSMTSpDGnfvxRRqGFEJXGOGUKWV06Fyl7Z46KglmzeKRvS3q2r4/RZF3RMD0zz8ktFsIxCaKFqMHW7IjhwF8JuKuUvDWqG77eals5O71KTXBGAon+IfjmZUNALfKOHwdPT2c3WwhRk6lUnPv882LTOhQmExOe7EijYF9StTo+/v4wJlmIRbggCaKFqKFOxKSw9Ne/ABjzSBgtG9aypXGQlioLqgghnKdwWod/CMEZCWR5+EBaOrRqhTcmpvyjGx5qN46dTWbltrPObrEQRUgQLUQNlKrVMfe7Q5gt0L9rIwZ1b2LdUZDGYbegilYWVBFCVDnjlCm2snfZHr745mWR4B+MOe4itG1LkzrejM1fiOWHTac5HpPs5BYLYU+CaCFqGJPJzNylh0jPtC6oMvax9tYFVQqncRQuZxcQIOXshBBVr1DZO9+8bBI0wYRkJFrL3sXFwaxZDOjWmIHdGmO2wEffHSZNq3N2q4WwkSBaiBpm6cZoTp2/hpeHirdGdcNTbV1QhVatJI1DCOFa8sveKZs2IUSbiAULCosZUGCeOxd0OsY8GkaTED/SM/OYt0zyo4XrkCBaiBrk8OlEVm+PAeD1JzvRIMjXtqBKQT1oKEjjyJQ0DiGE86lUEB0NXl52aR3o8qBtWzyVMOUf3fBUu3E8JoXlm884u8VCABJEC1FjpGp1/N8PRwAY2rMZPTvUt+6IjLQG0P7BBGuTbGkcyn59JY1DCOEaPD1RTp5sTevwDyE4I/F6fvSgQTSq7cW44R0AWLH1DEfPJDm5wUJIEC1EjWAyW/h42WEysvQ0q6/h+WF3WHfk50FnefgQkpFAor8151DZtAls3iwBtBDCdUREWNM6MhJJ1NS9nh+9fQfMmkW/LtZJ0hYLfPz9Ya5l5Dq7xeI2J0G0EDXA6t/PcTwmBU+1G5NHdkXt7mZXzq7wgip4elg/OpUAWgjhSvLTOormR2PLj375kTCa1tOQkaWX/GjhdBJEC1HN/XXhGss2nQbglUfb07CunzWAHjTIVs5OgQKLQglYUE6eLAuqCCFck6cnnDsHAYEO86M9FJb8CdNunIy9xiqpHy2cyCWD6AsXLjB69Gg6duxIeHg4kZGR6HSlK2uTnp7O9OnT6dWrF2FhYQwePJjly5fbXXvWrFkMGTKEjh070q9fP6ZOnUpysn39yf379xMaGlrk65///GeFPqsQtyIzR89H3x3GbLbQt0tD+ndtZN0RGYl5+45C5eyC8dNlWsvZyURCIYQrU6lQThhfbNm7BkG+vJJfP/r7zWc4HZfq3PaK25bLfZ6r1WoZNWoU9evXZ/78+aSmpjJ79mzS09OZN29eiedmZ2czcuRIPDw8mDp1KrVr1+bixYsYDAbbMXv27OHAgQM88cQTtG3bloSEBD777DOefPJJ1q1bh4+Pj901Z8+eTfPmzW3fBwQEVOwDC1FOFouF+SuOkpKeS706Pox91L4edIJ/MCEZCUBBOTuknJ0QonqIiEC5ZAkhcXG2ZcH9dJmYFyxAOW0a/bs24siZJHYevcxHyw4z/82++Hi5O7vV4jbjcr9Nly9fjlarZe3atQQGBgLg5ubGxIkTGTt2LC1atCj23IULF6LT6Vi5ciWe+R9Xd+/e3e6YIUOG8Mwzz1iDjXyhoaE89NBDbN68mUceecTu+FatWhEWFlZRjydEhfl1zwX2nUxA5aZg8siueHu62+VBB4N1FEebiJ8xF+V770JEhLObLYQQN1dQ9i4wkER3DSEZCehVHqjT0mDgQBRbtzLusQ6cvphGUmoOX6z+k4nPdLH73S5EZXO5dI6dO3cSHh5uC6ABBg8ejFqtJioqqsRzV69ezfDhw20BtCOBgYFF3mShoaG4ubmRlCQlc0T1cOFKBovXnQLg+aF30LJhLeuOQst6K1Dgo7fOXldOfRumT5dRaCFE9ZFf9i5EmwiAuzGPBP8QzFE7YdAgfNwVTHq2C0qlgp1HL/P7oUtObrC43bhcEB0bG1tktFmtVtO4cWNiY2OLPe/SpUukpKSg0WgYM2YMd955J927d2fGjBk3zac+evQoJpPJ4Sj3yy+/TNu2benduzcffvhhqXOzhagsOr2Rj747hMFoplu7YIbdk59uVGRZb8mDFkJUcxEREBBIpqeGxML50fll79o0CeTpwaEA/GfNca4kZzm3veK24nLDUlqtFo1GU2S7RqMhIyOj2PNSUlIAmDt3Lvfddx+LFi0iJiaGTz75BIPBQGRkpMPzDAYDH3zwAc2aNaNv37627X5+frz44ot069YNDw8P9u3bxzfffMP58+dZuHBhuZ/PYrGQk5NT7vPLIjc31+5fYVXd++Wb9ae5lJhFLV81Lz/YxvocRiPqYcNQpqWizj+uYFlv49ixGPV60Otveu3q3jeVRfqleNI3jkm/FK+sfaMa+wp+H8zGT6e1z4+ePx/dv/7FAz0acuR0In9dSOPD/x1g1kt3oVK53BjhTclrxjFn9IvFYilVapDLBdHFudkDmc3WWpItWrRg9uzZAISHh2M0Gpk7dy6vv/46QUFBRc6bNWsW586d47vvvkNV6KPudu3a0a5dO9v34eHh1K1bl5kzZ3L8+HHat29frucwGAxER0eX69zyiouLq9L7VRfVsV/OXcll0/5rAAztquFyfCyXjUZavfoqnoeP2HKgC5b1zurShXMPPmjNLSyD6tg3VUH6pXjSN45JvxSv1H3z4IPUS04m+Jv/kuhT+3p+dHo6xv79Off55wzu4MGFy0rOX8nkix/3c2+nWpXZ9EolrxnHqrpf1Gr1TY9xuSBao9Gg1WqLbM/MzCxxUmGtWrUA6NGjh932Hj16YDabiY2NLRJEf/bZZ6xatYoFCxaUavLg/fffz8yZMzl58mS5g2h3d3datmxZrnPLKjc3l7i4OJo2bYqXl1eV3LM6qK79os3W83+/7AXg/h6NGDagDQCq999HdfiIdVnvjEQS/EMIyUjE3PseVOvW0bYMedDVtW8qm/RL8aRvHJN+KV65+ubf/8YUFETIBx8AoDbmkempwe/wYcJ++QXjO+/g5pXEvB/+ZE90Fn27t6Z9i9qV+BQVT14zjjmjX2JiYkp1nMsF0S1atCiS+6zX64mPj+exxx4r9rxGjRrh7l60vI3FYl3NSKm0/2hn2bJlLFiwgJkzZzJgwIAKaHnpKBQKvL29q+x+AF5eXlV+z+qgOvWLxWLhk+UnyMjS0yjYj9EPd8Ajf1VC85f/seZBZySQmB9AE1AL1bZtdp+ulEV16puqJP1SPOkbx6Rfilfmvpkxw/rzLjMbd2OeLa1D9eWXqGfMoE/XppyKy2Dj3ji+XPMXn03qh5/3zUcTXY28Zhyryn4pbZUXl0sa6t27N/v27SMtLc22bcuWLej1evr06VPseWq1mp49e7J371677Xv37kWlUtmN/m7YsIHIyEgmTJjAk08+Weq2bdiwAUBK3okqt3n/Rfafspazm/hMF2sADRAZCWmpqI15KLieBy31oIUQNU7+Iixqo55E/5D8T96CIS0dBg0Co5EXHryDBkG+pGp1/Gf1cWe3WNRwLhdEjxgxAj8/P8aNG8euXbtYu3Yts2bNYtiwYXbpHFOnTrXLWQZ49dVXOXPmDJMnT2b37t18++23LFiwgGeeecZWMu/AgQNMmTKFrl270rNnT44dO2b7io+Pt11r4sSJLFiwgG3btrF7927mzZvHhx9+yIABAySIFlXqSnIWi34+CcDI+9vRvIG/dYdOh3nuXBI0wQD5edBalH36SDUOIUTNFBGBsk9vQjISSdTUzc+PVlurdQwciKcS3ny6s7Xs3bHLRB3529ktFjWYyw1VaTQalixZQmRkJOPHj8fT05OhQ4cyceJEu+PMZjMmk8luW/v27Vm4cCEff/wxr7zyCrVq1eLZZ5/l9ddftx2zf/9+DAYDBw4cKDIK/cgjjzBnzhzAusjKunXr+OabbzAYDDRo0IBXXnmFl19+uZKeXIiijCYzH39/mDy9ifYt6/Bwn/w/JI1GaNsWcnMJzs215UETEABbt8ootBCiZlKpYOtWlIMGEbJ9O1AoPzoqCuWsWbSeMYMRA1vz/eYzfLnmOHc0r02dWpJjLCqeS/6mbdasGYsXLy7xmDlz5tgC3sJ69uxJz549iz1v/PjxjB8//qZtGDNmDGPGjLl5Y4WoRMu3nOFsfDo+Xu68McI6uoLRCIMGYY67mF+NI0nSOIQQtw+VCjZvhrrBRfKjC5YFf3xgaw5GJ3LuUjqfrjjKjJfCrT8/hahALpfOIYSwOh2XysqtZwF49bEOBAXkj6RERmLevoMsDx9CCi2qomzaVNI4hBC3h8L50YUWYSEtDWbNQuWm5M2nO6N2d+PY2WQ27Lng7BaLGkiCaCFckE5v5P9+OILZAn07N+SeTg2sO/JXJUzwD8YnL4ssD19CMhJRNm1irQUto9BCiNtFQX60NhELFrI9vAEF5gULwGikYV0/XhhqnTv17fpTXErMdG57RY0jQbQQLuh/v0ZzJSWb2v6ejHk0vya50QgDB0Jaqq2cnW9eNgTUgnPnwNPTqW0WQogqlZ8fTUBgfrWOBLI8fKzVOlq1Ap2OIT2b0al1EHqjmU9+OILRZHZ2q0UNIkG0EC7mREwK63adB2D8Ex3x9cqvfx4ZiTlqJwmaYBQoJA9aCCHy0zpCMhLJ9vDFNy+LBP9gzHEXoW1bFCYTr4/ohK+XOzGX0lmx5ayzWyxqEAmihXAhOToD/15xFIDBPZrQpY21fF1BGodepSa4UB40AQGSBy2EuL1FRKDs1xffvGzrZOv8/GhzXBzMmkVtfy/GPdYBgB+3neVsfFqJlxOitCSIFsKFfLPuFEmpOdQN9OaFYXdYN+ZX45BFVYQQwoH8ah3Kpk2KzY++p1MDendqgNls4d/Lj6A3mG56WSFuRoJoIVzEkdNJbNp3EYDXn+yIt6e7LQ/avH3HDYuqZMqiKkIIUUClsk6u9vLKr9ZhXYSFtDTrXBKjkTGPtKeWnweXErP4ftNpZ7dY1AASRAvhArJyDcz/0ZrGMbRXM9q3DLLuKMiD9g8mWJtEgn8IaqMeZb++sqiKEEIU5umJcvJkQrSJwPVFWMxRUTBrFhofNa8Ot6Z1/LQjRtI6xC2TIFoIF7Bo7QmuZeioX8eHUQ/kL2dfOA86I4FE/+D8VQlrWRcakABaCCHsRURAQCB6lQcWKJLW0ePOevTt3BCzBUnrELdMgmghnGz/yav8fugSSgW8MaIznur84DgyUvKghRCiLAovwuIfQnCGdSI2aenWuSVGIy89HGZL6/hh8xlnt1hUYxJEC+FE2mw9n636E4CH+7SkbbNA646CRVXs8qC1kgcthBA3U7AIS0YiiZq616t1bN9RJK1jzfZzktYhyk2CaCGc6OufT5CemUejYF+eua/N9R35o9DWcnbWPGgCAiQPWgghbiZ/ERZlv743VOvALq2jTydJ6xC3RoJoIZzkUHQi2w//jUIBE57shNrdzVqN4733ML//gSyqIoQQ5ZVf9o6AwGKrdbz8iKR1iFsjQbQQTpCjM/D5ymMAPHhPC9o0yU/jiIzEPHMWGA2yqIoQQtyKgtUMS6jWUbAIi6R1iPKQIFoIJ/h2/V+kZOgIqe3Ns/fnp3Hk50FnevrdMAqNjEILIUR53KRaR3iYpHWI8pMgWogqdiI2hY174wAY/0THItU4/HRau1FoZb++MgothBDlUYpqHYXTOn7cdtbZLRbViATRQlQhnd7Igh+PATC4R5Pri6rcUI3DoPIgJCMBZZ/eUhNaCCFuRSmqdbzyaHsAVm07R9xVrXPbK6oNCaKFqELfbzrD1ZRsavt78vzQO6wb85f2lmocQghRCRxU61BYzACY584FnY67w+rR484QTGYLn/14DJPZ4tw2i2pBgmghqsjZ+DR+jooBYNzwDvh4uVsD6EGDrEt7SzUOIYSoHIWqdWR7+OKbl2VN69DlQdu2KEwmXnm0Pd6eKs7Ep7Fh93lnt1hUAxJEC1EFDEYzC348htkCfTo15K52IdYdkZGYt++wLu0t1TiEEKLy5OdH++Zlk6AJvp7WERcHs2ZR29+L5/I/IVy6MZrE1Bzntle4PAmihagCq7adJe6qFo2PmpcevtO6sSAP2j/4hqW9pRqHEEJUiogIlE2b3LAIy/VqHYO7N+GO5rXR6U18sepPLBZJ6xDFkyBaiEp2KTHTNuN7zCNh+Pt6WHcUrEqYkWCbUOhnzEX53rsyCi2EEJVBpYLoaPDyclitQ2k28drjHXBXKTlyJokdR/52douFC5MgWohKZDZb+HzVnxhNFrq2Deaejg2sOwpV41CgwEefC4By6tswfbqMQgshRGXx9EQ5eXKx1Toa1vVjxL2hACxae5KMrDzntle4LAmihahEWw7Ec+r8NTzUbox9tD0KhcJBNQ7JgxZCiCoVEVFitY5H+7WkaT0NmTl6vv75pHPbKlyWBNFCVJK0TB3/XX8KgGfva0PdQG+pxiGEEK7gJtU6VBYz45/oiFIBO478zaHoRGe3WLggCaKFqCSLfz5Fdq6B5g38GdaruXWjVOMQQgjXcJNqHa0bBzDsnhYAfLH6T3LzjM5tr3A5EkQLUQmOnE4i6ujfKBXw2uMdcHNTSjUOIYRwNTep1vHsfW2oG+BFclouyzefcXZrhYuRIFqICqbTG/li9Z8ADO3VnFaNAqw7pBqHEEK4lsLVOgqNRpOWBrNm4emhYkz+kuBrd8bKkuDCjgTRQlSwFVvOkpiaQx1/T565r411o1TjEEII11RQraOY0ei72oUQHlYPs9nCF6v+xCxLgot8EkQLUYHirmr5aYd1ae8xj7bH29PduqNgFFryoIUQwvVEREBAoMPa0RiNvPxwGF4ebkTHpbLlwEVnt1a4CJcMoi9cuMDo0aPp2LEj4eHhREZGotPpSnVueno606dPp1evXoSFhTF48GCWL19ud4zBYODjjz+mV69edOjQgZEjR3L69Oki10pOTuaNN96gc+fOdO3alcmTJ5Oenl4RjyhqILPZwmcrj2EyWwgPq0ePO+tZd+h0mOfOlWocQgjhqvInGV6vHZ2AXqW21o4eOJA6vu48PbgtAN+u/4v0TKkdLVwwiNZqtYwaNYrs7Gzmz5/PlClTWLduHRERETc9Nzs7m5EjR3Ly5EmmTp3K119/zejRozGZTHbHzZ49m2XLljFhwgS++OILVCoVzz33HMnJybZjjEYjL774ImfPnmXu3LlERkZy+PBhxo0bJ8uACod+2xfHmYtpeHmoGPNImHWj0Qht20JuroxCCyGEKytUOxpAbcyzVuuIioJZsxjWqxnN6/uTlWuwlS8VtzeXGwZbvnw5Wq2WtWvXEhgYCICbmxsTJ05k7NixtGjRothzFy5ciE6nY+XKlXh6egLQvXt3u2MSExNZvnw577zzDk888QQAHTp0YMCAASxZsoSJEycCsHnzZk6fPs369etp1aoVAHXr1uWpp55i165d9O7du8KfXVRfaZk6/rfhLwBG3t+W2v5e12tCx120lk/SJskotBBCuKqC2tF1g9FnZuNuzCPbwxs/XSbmBQtwmzaNccPbM2nBLn4/dIkB3RrRvmWQs1stnMjlRqJ37txJeHi4LYAGGDx4MGq1mqioqBLPXb16NcOHD7cF0I7s3r0bk8nEAw88YNvm6+tL//797a4fFRVFaGioLYAG6Ny5Mw0aNLhpO8Tt59v1f5GtM9KioT9DejazbsyvCZ3l4UNIoVFoZdOmMgothBCuKD+tQ23UO6zWEdokkPvCmwLwxarjGIymkq8najSXGwqLjY3lscces9umVqtp3LgxsbGxxZ536dIlUlJS0Gg0jBkzhj179uDj48OQIUOYMmWKLbCOjY2lTp061KpVy+78Fi1asG7dOsxmM0qlktjYWIej3i1btiyxHTdjsVjIyckp9/llkZuba/evsKrofjl9MY3fD11CoYDnh4SSp8sFoxGP+fNJ9A8mOCOBLA9fQjISsTRpTM7hw6DXW79cjLxmHJN+KZ70jWPSL8Vz+b55803Uv/9OyK5dWOD6aPT8+ej+9S8e79uUP45f4XJyFss3R/NY3+YVcluX7xcncUa/WCwWFArFTY9zuSBaq9Wi0WiKbNdoNGRkZBR7XkpKCgBz587lvvvuY9GiRcTExPDJJ59gMBiIjIy0Xd/Pz6/I+f7+/hgMBnJycvD19S32OI1Gc0tBtMFgIDo6utznl0dcXFyV3q+6qIh+MZktLPwtCYBOzX0wZl0hOvoK9RYuJCQtjWAg0T+EkIxETH5+HF+xAi5cuOX7VjZ5zTgm/VI86RvHpF+K59J989FHtB80iGSFt61aR0h6IsYBA4j/7DMGtvdl9R+prN4eS7B3NrX9Ki6ccul+caKq7he1Wn3TY1wuiC7Ozf4qMJvNgHVEefbs2QCEh4djNBqZO3cur7/+OkFB1twlR9dxNFmwuONK89dJcdzd3WnZsmW5zy+L3Nxc4uLiaNq0KV5eXlVyz+qgIvtlwx8XSUo34OvlzrgnuuLnrbaOQq9aVSQP2jL+NdqGhVXMQ1QSec04Jv1SPOkbx6Rfildd+sby2muEfDCbBE1dW1qH36HDhP3yC22mTuVs4hFOxKayM9rA2/+485ZiA6g+/VLVnNEvMTExpTrO5YJojUaDVlt0RaDMzMwSJxUWpGf06NHDbnuPHj0wm83ExsYSFBRU7PW1Wi3u7u54e3vftB2ORspLS6FQ2O5RVby8vKr8ntXBrfbLtYxcVv5+HoDnhrYjuE4t62TCIUMw549CJ+SPQhMQgHrGDNTVZDKhvGYck34pnvSNY9IvxXP5vpkxA/buJWT7diyAwmIdrFN98gnqadN47fFOvPrRdv6Mucbx81rCw+pVyG1dvl+cpCr7pbR/ELncxMIWLVoUSZfQ6/XEx8eXGEQ3atQId3f3ItsLRpiVSqXt+teuXStS7zk2NpZmzZrZHecobSMmJqbEdojbxzfrTpGbZyS0cQD33tXkejWOqJ1SE1oIIaq7gmodAYFke/jim5dlXYRFlwdt21I/wJNH+lrjga9/PoFOb3Ryg0VVc7kgunfv3uzbt4+0tDTbti1btqDX6+nTp0+x56nVanr27MnevXvttu/duxeVSmVLoejVqxdKpZKNGzfajsnOzub333+3u36fPn04e/asXSB97NgxLl++XGI7xO3hz3PJ7Dx6GaUCXnmsPUqlwlaNQ69SS01oIYSoCfKrdfjmZVtT9PLTOsxxcTBrFk8MaE2dWl4kpeWy+vfSpQCImqPCgujIyEhOnbIWHzeZTOzcuZPLly+X+TojRozAz8+PcePGsWvXLtauXcusWbMYNmyY3Qjw1KlTadeund25r776KmfOnGHy5Mns3r2bb7/9lgULFvDMM8/YSuYFBwczYsQI5s2bx8qVK9mzZw8TJkwAYNSoUbZrDRo0iNDQUCZMmMC2bdvYvHkzEydOpEuXLtxzzz1lfi5RcxiMZv6z5jgA99/djJYNa4HRiHn+AhL8g1Eb81BA/ig0MgothBDVWUQEyqZNCNEmYsFCtoc3oMC8YAGebvDig3cCsHr7Oa6mZDu3raJKVVgQvW7dOpo2bQrAJ598wvTp03nyySfZsWNHma6j0WhYsmQJ3t7ejB8/njlz5jB06FBbdY0CZrO5yEqE7du3Z+HChcTExPDKK6/w9ddf8+yzzzJp0iS749566y2eeuop/v3vfzN27Fj0ej1LliyxTTwEUKlULFq0iJYtWzJp0iTefvttOnXqxOeff37LkwdE9fbzzlj+TsrC31fNs/dbl4ElMhLSUgnOSCBBEwyAnzEX5Xvvyii0EEJUZyoVREeDl5fD2tF3t69Hx1ZBGIxmFv18wtmtFVWoQofHfHx8MJvN/Pzzz6xcuZL09HTeeust+vbtW6brNGvWjMWLF5d4zJw5c5gzZ06R7T179qRnz54lnqtWq5k4caJtdcLi1K1bl08//fTmDRa3jaS0HJZvOQPA80PvwNfL/foodEE1Dr21lqVy6tswfboTWyuEEKJCeHqinDyZkBkz7GtHL1iActo0Xn4kjPHztnPwr0QO/JXAXe1CnN1iUQUqbCS6Xbt2/Prrr6xfv54mTZpQr1492rZty6VLlyrqFkI43eJfTpKnN9GuWSD9uzaybiwYhZY8aCGEqLkiIiAgkET/EFvtaNLSYdAgGtX24qHe1pTTRWtPoDfISoa3gwoLoqdNm8bXX3/N+++/z9ixYwH4+++/pUyLqDGOnU3ij+NXUSoVjH2sgzWtp9AotFTjEEKIGix/kmFIRiKJhWpHm7fvgFmzePLe1gRqPEm4lsNPO2SS4e2gwoLo5s2bs2bNGvbv30+vXr0AiI6O5v7776+oWwjhNEaTma/WngTggZ7NaFpPYy1pN3CgjEILIcTtIiICZb++tkmGBbWjzXPn4o2J0Q/eAcCP286RlJrjxIaKqlCmIPqbb74hKyur1Mffe++9vPPOO2VulBCu5tc/LnApMRM/bzVPDwqVmtBCCHE7uknt6HvuDObOFrXRG0x8/ctJZ7dWVLIyBdH/93//x/nz1hXaHn74YSIiIlixYgWnTp3CaJQi46JmysjK4/tN1smEI4e0xddbLTWhhRDidlVC7WhFZCSvPGJdO2DviascOZ3k7NaKSlSm4bJ9+/bZyrs1aNCA3bt3s2rVKhQKBe7u7oSGhhIWFsadd97JnXfeSatWraQcnKj2vvvtNNm5BprX92dQ9yZ2NaFDMhIAqQkthBC3lYgIlEuWEBIXV6RaR5Np0xjWqzk/74zlq7XHWTCxP+4ql1vbTlSAMv229/Hxsf33559/DkBqaionTpzgxIkTnDx5ki1btvD999+jUCjw8/Nj8ODBTJkyBV9f34ptuRBVIPbvdDbtiwPg5UfCcFMqYGZ+NQ7IL2uXeL0mdESEU9srhBCiChTUjg4MJFHtb6vWEZKWCIMG8dTPG4g6+jeXk7NZv/s8j/Rt6ewWi0pwy0NmgYGB9OnTx24p7MTERE6dOsUff/zBTz/9hMViKbJYihCuzmKx8NXaE1gs0LtjA+5oXltqQgshhLCy1Y6eSUKhah1+23fgM28O/xjyAvN/PMbyLWfo16URtfw8nN1iUcEq5fOF4OBg+vfvT0REBO+99x6///57ZdxGiEq169hl/rqQitrdjeeGWmdcS01oIYQQNjdU67AuCQ7mBQsY0Kk+LRr6k6Mz8t1v0c5tp6gUlZ6k06FDBxo3blzZtxGiQunyjPx33SkAHh/QiqAAL6kJLYQQwl6hah03LgmufD+Slx4KA2DL/otcuJLh5MaKilbpQXSTJk1Yvnx5Zd9GiAq1avs5UjJ01A30tuay5Ze0k1FoIYQQdgoWYbEbjVZgXrCAOxr706tDfcwWWLT2JBaLxdmtFRVIposKcYOEa9ms2W5dbeqFYXfgobDAwIGYt++4YRRaqnEIIYTg+pLgGmvVJr1KDWlpMHAgz98filql5ERsCntPXHV2S0UFkiBaiBt8s+4UBqOZ9i3rcHdYPWtN6KidJPgHE6xNso1CK/v1lVFoIYQQdqPRAO7GPBL8QzBH7aTukw/zSJ/mgPX3i95gcmZLRQWSIFqIQo7HJLP3xFWUSgUvPxyGwmTCPH+BdVGVjAQS/a05bwTUsubBySi0EEIIsI1GZ3pq7PKjzdt3MHzfKmr7e5KYmsPPO2Od3VJRQSSIFiKfyWxh8c/WyYT3hzelST2NrRqH2piHAmQyoRBCCMfyR6P9dJlFqnWoP/uUUfeFAvDj1rOkanXObKmoIBJEC5Fv+6F4zl/JwMdTxVODQu2qcQDoVR746bQo+/SRNA4hhBBFRUSgfHcaqNyLVOvos/6/hDYOQKc38b9f/3J2S0UFkCBaCCA3z8jSjdY6nk/eG4q/p9sN1ThCUBv11mocW7fKKLQQQoiiVCqYMQPlO1OLVOvgswW8NKwtANsOXuLcpTTntlXcMgmihQDWbI8hVZtHSG1vhvZqZp1MKNU4hBBClIddtY7ro9GhSz6jb5eGgJS8qwkkiBa3vZT0XNbssJa0e27oHbhjsaZxSDUOIYQQ5VFC7ejnBofioXYjOi6V3ceuOLul4hZIEC1ue0s3RqM3mGjXLNBW0o60VKnGIYQQovyKGY2uPf8jHuvXCoBvf/0Lg1FK3lVXEkSL21rMpXR+P3QJgNEP3mkraSdLewshhLglJYxGP9KrCYEaT5JSc1i/+4KzWyrKSYJocduyWCwsXncSgL6dG9K6vh8MHChLewshhKgYBaPR/iEEZySQ5eEDael43tGWkQNbArBi61m02XonN1SUhwTR4rZ1KDqZk7HXUKuUjBzS9vrKhDIKLYQQoiIUjEZnJJLt4YtvXhYJ/sGY4y7S79l7aVrPj+xcAyu2nnF2S0U5SBAtbktGk4XvNp0F4OG+Lanrp76+MqGMQgshhKgoEREo+/XFNy+bhEL50Yq4C7yQdgSAX/dcIOFajnPbKcpMgmhxWzp0LouE1Fxq+XnwWO9mtprQsjKhEEKICqVSwebNKJs2KZIf3eHLD+jcOgijycL3W845u6WijCSIFredrBwDO05qAXj2vrZ4fzTHVhMaClYmzJSVCYUQQlQMlQqio8HLq0i1jhcuRaFUwP5TScQn5zm7paIMJIgWt53VO86j01toHOzLwM71b6gJbV2ZUNmvr6xMKIQQouJ4eqKcPLnIaHSjLz5iYNdGAGw+kiELsFQjEkSL20rCtWw2HbCWtHv2vta4ffC+1IQWQghRNeyqdVjn35CWzjPfvIuHu5K/r+nZdyrJ2a0UpSRBtLitLN0YjclkoXmIBx2a+ktNaCGEEFWnULWORE1dW1pHrS2/8rAlHoAfNp+TBViqCQmixW0j5lI6O49eBuDejv6oPvxQakILIYSoWvnVOuzTOuDRb2bi66kkMS2XDXvinNpEUTouGURfuHCB0aNH07FjR8LDw4mMjESn0930vJEjRxIaGlrkKzY21nbMmjVrHB4TGhrK6NGjbcft37/f4TH//Oc/K+WZReWyWCx8u+EUAL3ah1BPo8Ttyy9lFFoIIUTVyq/WceOS4J4pSTySfgyAFVvOkJUjC7C4OpeLFrRaLaNGjaJ+/frMnz+f1NRUZs+eTXp6OvPmzbvp+Z07d2bKlCl22xo2bGj77759+7JixQq7/XFxcUyZMoXevXsXud7s2bNp3ry57fuAgICyPpJwAUfPJPPnuRRUbkqe7NeUwMeGokhLIxhI8A/Jz4WWUWghhBBVoCCtY8YMLEC2hzd+ukwe/O5jdkxdxaWkbFZsPcvoB+90dktFCVwuiF6+fDlarZa1a9cSGBgIgJubGxMnTmTs2LG0aNGixPM1Gg0dO3Ysdn9gYKDtugV27dqFm5sbQ4YMKXJ8q1atCAsLK/uDCJdhNl8fhX6gZzPqL5yP6tBha9F7bVL+KDQyCi2EEKLqRETA/AUkmtxto9F+2gxGpR0hklDW777AsF7NqRvo7eyWimK4XDrHzp07CQ8Ptwt0Bw8ejFqtJioqqlLuuX79enr06EFQUFClXF84144jf3PhihYfTxVP3NMY1Sf/V6iknTUXWtmvr4xCCyGEqDoFo9H5udEKixlQ0PXT92jfPBCjycyyTaed3UpRApcbdouNjeWxxx6z26ZWq2ncuLFdbnNxDhw4QMeOHTGZTHTo0IHXX3+dbt26FXv8iRMniIuLY8yYMQ73v/zyy6SnpxMUFMQDDzzA66+/jqenZ9keqhCLxUJOTtUs7Zmbm2v37+1IbzCx9Ne/AHiwZ2N8OrcHXS7BulwSC9I4avmTs3Yt6PXWr9uYvGYck34pnvSNY9IvxZO+KeTNN/GYP5/sHAO+eVm29MJnv36Hyf3/xfbDl7i/R0MaB/s6u6VO44zXi8ViQaFQ3PQ4lwuitVotGo2myHaNRkNGRkaJ53br1o2HHnqIpk2bkpSUxOLFi3n++edZunQpnTp1cnjO+vXr8fDwYNCgQXbb/fz8ePHFF+nWrRseHh7s27ePb775hvPnz7Nw4cJyP5/BYCA6Orrc55dHXFxcld7PlfwRnUlKhg4/LzfuXvs5iovxN6RxWEh4/HGunpPlVgu7nV8zJZF+KZ70jWPSL8WTvrGqN3w4IYu+JqFQ7ejQY7vpFjaEg0FtWfTTUZ7uU8fZzXS6qn69qNXqmx7jckF0cUrzV8GECRPsvu/bty9Dhw7liy++YNGiRUWON5vN/Prrr/Tt2xdfX/u/8tq1a0e7du1s34eHh1O3bl1mzpzJ8ePHad++fbmew93dnZYtW5br3LLKzc0lLi6Opk2b4uXlVSX3dCVZuQb2/LQbgGfubUWjR34ky8OHEG2i7a99S5Mm1Jo3j1qSCw3Ia6Y40i/Fk75xTPqleNI3N5g3D8vmzYRcjCehUO3o59Z/xuHnP+PsZR0K7xDaNLk9Cxs44/USExNTquNcLnLQaDRotdoi2zMzM286qfBG3t7e9OnTh02bNjncv3//fpKSkhg2bFiprnf//fczc+ZMTp48We4gWqFQ4O1dtZMEvLy8qvyeruDH30+RnWukcYgf9/3+A4q0NHyALA9faxqHpwdup0/jfQvpOTXV7fqauRnpl+JJ3zgm/VI86ZtCTp/G1KYNIRcv2qp1NEy7wr1notgU2pflW8/z4Wu9SpViUFNV5eultP3schMLW7RoUST3Wa/XEx8fX+YgGihxDfp169bh5+dHnz59ynxd4dqS03L5Zdd5AEbdF4piwfWVCS0KJWDB+OabIAG0EEIIZ/P0JO/4cUwajV3t6Cd3LEGNmei4VA6cSnB2K8UNXC6I7t27N/v27SMtLc22bcuWLej1+jIHuzk5OURFRTksUafX69myZQuDBg0qVd4LwIYNGwCk5F01sGxTNAajmTuaBdLt9ZFFViY0+Wkw3lBPXAghhHAalYrkJ5+0W8mwdnY6w45vBOB/G6MxmYsfGBRVz+XSOUaMGMF3333HuHHjGDduHNeuXWPOnDkMGzbMbiR66tSprF27lr/+slZeOHToEIsXL+bee++lfv36JCUl8d///pfk5GQ+/fTTIveJiopCq9UWm8oxceJEmjRpQrt27WwTC7/99lsGDBggQbSLi0/Q8vuhSwA8n7gXy/YdRWpCJ494UvKghRBCuJSro0cTvGoViSa1bTT60V3fs6n9YOITMtl+6BID72rs7GaKfC4XRWg0GpYsWUJkZCTjx4/H09OToUOHMnHiRLvjzGYzJpPJ9n1QUBB6vZ5PPvmE9PR0vLy86NSpEzNmzHCYv7xu3TqCgoLo3r27w3a0atWKdevW8c0332AwGGjQoAGvvPIKL7/8csU+sKhw3/12GosFwu8IptXEF6w1ofNnPIdkJGLufQ9XR4+mlrMbKoQQQhSmUmEaO5aQDz6w5UaHZCTy2MHVLOn2JMs2naZ3pwao3d2c3VKBCwbRAM2aNWPx4sUlHjNnzhzmzJlj+75JkyY3Paew+fPnl7h/zJgxxdaOFq7rbHwae09cRaGAZy/ssKZxwPWa0AG10K9bB1LSTgghhAsyTpmC6sv/kGhW2waAHti7hg0dhpCSDhv2XOCRvlVT5UuUzOVyooW4FUt/tdbg7tepAQ0//8g2mbCgJrQs7S2EEMKlFaxkmJFIYn7JO73Kg6e2LwFg5bazZOcanNxIARJEixrkz3PJHDuXjMpNwVNnNheZTEhAgCztLYQQwvVFRKDs19dukmG/v7bTMP0ymTkGVm+XT1NdgQTRokawWCws3WgdhR58V2PqfvaxjEILIYSonlQq2LwZAgJtJe9yPHwYGfU/AH7eeZ5Urc7JjRQSRIsa4cCpBM5cTEPtruTJryJkFFoIIUT1VpDWUWg0unvsAUKTYtAbTKzcetbZLbztSRAtqj2z+foo9IPx+/Df8usNo9DIKLQQQojqJyKi0Gh0AgaVmmejrLnRv+2LIyk1x8kNvL1JEC2qvZ3HLnMxIRMfjDyyZr61pJ02yTYKrezXV0ahhRBCVD+FRqMB3I151NUmExZ/AqPJwvLNp53cwNubBNGiWjOazHz/m/WHyCOHf0ZtMhCckUBifk1oAmpZ88pkFFoIIUR1lD8anel5fUnwRw/+BMC2g/FcSc5ycgNvXxJEi2pty4F4rl7LppbCwNA/VqI25qEAmUwohBCiZsgfjfbTZdryo+unX6Hr+UOYUfD9b9HObuFtS4JoUW3lGUws33wGgOF7V5Lh5Q+AXuWBn06Lsk8fSeMQQghR/UVEoHx3GqjcbaPRDx/6GchPabyqdXIDb08SRItqa8PuC6RqdQTptdy3f01+NY4Q1Ea9tRrH1q0yCi2EEKL6U6lgxgyU70y1jUYHZSZz99k/sKDgu41/ObuFtyUJokW1lKMzsOp3a3mfEduXcM2ntlTjEEIIUbPZVetI5KHDv6A0m9h3KpFzl9Kc3brbjgTRolr6eed5MnMMNEy/QtvL0VKNQwghRM13Q+3oWjnp9D69E4DvfpXc6KomQbSodrJy9PwcFQPAiN3LqJ9+RapxCCGEuD3cMBr94JH1uJmMHDmbzKnz15zdutuKBNGi2lm7M5ZsnZEmaX/TIiFWlvYWQghx+7hhNNonL5uBJ7cBsPTXv7BYLE5u4O1DgmhRrWiz9fyy8zwAT+36jnraBFnaWwghxO2lYDTaP4TgjET6/bUdd6OeUxdSORqd4OzW3TYkiBbVytqoGHLzjDS7dpEmSXEyCi2EEOL2UzAanZFIoqYuba+eYcCp3wFY+t/tMhpdRSSIFtVGRlYe63bJKLQQQghBRATKfn1taR0DTm7DU59LjNmHfccvO7t1twUJokW1sWZ7DDq9iRYpcTROiZdRaCGEELcvlco6kT5/kmHrxBjuPbEFgOXf7ZLR6CogQbSoFtIydazfYx2FfnrXUkK0iTIKLYQQ4vZ2wyTDvtFReOXlcN7szb4/ZTS6skkQLaqF1b/HoDeYaX31DA2u/S0LqwghhBBgV/KuZdJ5BuWPRv+wbBdms4xGVyYJooXLu5aRy8Y/LgBw/5+/ESILqwghhBBWN4xG98kfjb5g9mbf8b+d3boaTYJo4fJW/X4OvdFM28t/0fev7bKwihBCCFFYoZJ3zZMv0O+v7QD88NUmzHqDkxtXc0kQLVxaSnouv+2NA+C+Y7+hlMmEQgghhL0bSt49vfcHvPJyiPMKYu8TY8FodHYLayQJooVL+3HLaYwmC3deOknvMztlMqEQQgjhSKGSd366LIYdXQfAD5owzDNnObdtNZQE0cJlJSVr2ZKfCz34TxmFFkIIIYpVqOSdXuXBg4d/wVOfy8WgpuxZt1dGoyuBBNHCZf348UqMSjfuuHSS3md3X59M2LSpjEILIYQQN8pP61Ab9WR7+PLQ4V8AWNF+qIxGVwIJooVLSkjSsjWvFgDP7vmOLA9fQjISUTZtAtHRMgothBBCOBIRgbJPb0K0iQw78gteeTlcrNOEPetlNLqiSRAtXNKqT1ZiUqroGHeUwOx0fPOyrdU4zp0DT09nN08IIYRwTSoVbN0KAYHW0egj1tHo5WEyGl3RJIgWLicpOZNtuloAjNj3o+RBCyGEEGVRqHb00CPr8MrLIV5GoyucBNHC5az+eAVGNxVh8ccJyE6TahxCCCFEWeXXjs729OOhwz8DsDxsGOZBgySQriAuGURfuHCB0aNH07FjR8LDw4mMjESn0930vJEjRxIaGlrkKzY21u44R8f07NmzyPWSk5N544036Ny5M127dmXy5Mmkp6dX1GMKB65dy2KzjEILIYQQt6ZQ7ejuMfvx0WUTX6cxuy/rYZakdVQEl4tKtFoto0aNon79+syfP5/U1FRmz55Neno68+bNu+n5nTt3ZsqUKXbbGjZsWOS4kSNHMnToUNv37u7udvuNRiMvvvgiBoOBuXPnYjQa+eijjxg3bhzLli1DoVCU8wlFSVZ/9ANGt7q0+/sUdTJTZBRaCCGEKK+ICJQ7d9J8+3YePPIzP9z9NMt7PMndC6ajmjZNBqdukcv13vLly9Fqtaxdu5bAwEAA3NzcmDhxImPHjqVFixYlnq/RaOjYseNN71OvXr0Sj9u8eTOnT59m/fr1tGrVCoC6devy1FNPsWvXLnr37l3qZxKlk5aWxabcWqCCJ2UUWgghhLg1BbWj6wbT/dx+fun8EJfqNGZ/7db0nDULZsxwdgurNZdL59i5cyfh4eG2ABpg8ODBqNVqoqKiqqwdUVFRhIaG2gJosI5yN2jQoErbcdswGlkzfi56lZrQK6cJzkiUUWghhBDiVuWndTS7dpEhxzYA8GP3xzEtWCC50bfI5Yb3YmNjeeyxx+y2qdVqGjduXCS32ZEDBw7QsWNHTCYTHTp04PXXX6dbt25Fjvvqq6/45JNP8PLyolevXkyePJn69evbtcPRqHfLli1L1Y7iWCwWcnJyyn1+WeTm5tr968qyIz9kY+AdADy5byW+edY+Mo4di1GvB72+wu5VnfqlqknfOCb9UjzpG8ekX4onfeNYpfbLm2/iMX8+Pc7tY13nYZwPbsHhWs3p+N57GN95p+LvV4Gc8XqxWCylStt1uSBaq9Wi0WiKbNdoNGRkZJR4brdu3XjooYdo2rQpSUlJLF68mOeff56lS5fSqVMn23EPP/wwffv2pU6dOpw9e5Yvv/ySp59+mp9//hl/f39bO/z8/By241aCaIPBQHR0dLnPL4+4uLgqvV+ZGY0c33+ZvI6daZlwjvppl/HTZZLVtQvnHnzQurhKJXD5fnEi6RvHpF+KJ33jmPRL8aRvHKusfqk3fDgtFy3ivj9/Y223R1jR4wk6Lnif6AcfrBYpk1X9elGr1Tc9xvV7LV9p/iqYMGGC3fd9+/Zl6NChfPHFFyxatMi2/cMPP7T9d7du3ejSpQuPPvooP/74Iy+99JJtn6P7lfavk+K4u7vTsmXLcp9fFrm5ucTFxdG0aVO8vLyq5J7lkRv5IXPaDQRg0Ikt1MtIhFr+qLZto20lvLGrS784g/SNY9IvxZO+cUz6pXjSN45Ver/Mm4dl1Sp6nv2DXzsN4Wy9UE4GNKPD5Mno161z2UDaGa+XmJiYUh3ncj2m0WjQarVFtmdmZt50UuGNvL296dOnD5s2bSrxuDZt2tCsWTNOnTpVqnY4GikvLYVCgbe3d7nPLw8vL68qv2epGY2s3n8ZXcfONEu6QPi5fYAF5YQJeN9CP5eGS/eLk0nfOCb9UjzpG8ekX4onfeNYpfbLhAm0njGTXqd38/udA/ghfAQdV0zF++OPXX6SYVW+Xko7WOpyEwtbtGhRJF1Cr9cTHx9f5iAarCPH5TnOUTvA+tdJedohHMuaNZv1bfsDMOjEZjQymVAIIYSoHBERKPv15Zk/vkdlNHC6QVtONWiLWSYZlovLBdG9e/dm3759pKWl2bZt2bIFvV5Pnz59ynStnJwcoqKiCAsLK/G46Oho4uLi7I7r06cPZ8+etQukjx07xuXLl8vcDlEMo5FfdsaS4+FD45R4ep75AylpJ4QQQlSS/JJ3ddwt3H3uDwB+CH8K0tJkAZZycLlIZcSIEXz33XeMGzeOcePGce3aNebMmcOwYcPsRoCnTp3K2rVr+euvvwA4dOgQixcv5t5776V+/fokJSXx3//+l+TkZD799FPbeYsXL+bSpUvcddddBAYGcu7cOf7zn/8QEhLC448/bjtu0KBBhIaGMmHCBN58801MJhNz586lS5cu3HPPPVXXITWV0UjOfUNZ1+5ZwDoK7a/Tyii0EEIIUZnyS949+39fsju0Fycah3E2pDWtFyxAKQuwlInL9ZRGo2HJkiVERkYyfvx4PD09GTp0KBMnTrQ7zmw2YzKZbN8HBQWh1+v55JNPSE9Px8vLi06dOjFjxgzat29vO65Zs2Zs3ryZX3/9lezsbAICAujTpw9vvPGGXa6zSqVi0aJFvP/++0yaNAmFQkH//v2ZOnWqrFZYESIjWa/1JcvTjwapf9P79C4AGYUWQgghKltEBMHzF9A9Zj97W9/N9+EjmP7TTOtotIvnRrsSl4xWmjVrxuLFi0s8Zs6cOcyZM8f2fZMmTW56DkD//v3p379/qdpRt25du1FsUUGMRrK/+Io1j38EwKDjm/HP1aLs11dGoYUQQojKlj8aPfLTRexv2Z2jzTpzPqgZzWU0ukxcLida3AYiI9ncqCvZnr4EaZMYdnQDBNSyLk0qb1whhBCi8kVE0ECho8uFwwAs7fUspKXDoEEyybCUJIgWVctoJO+zL1nT7VEAHjy8HjeLSdI4hBBCiKpUMBq9exkAR5t24nS9UMzbd8gkw1KSIFpUrchIttdrT7pPALWy07n/+EaZTCiEEEI4Q0QEzdo3J/zcXiwKJau7PQIgJe9KSYJoUXWMRgwLPmNld2sVlCHHfsXdZJBRaCGEEMIZ8kvePR5tXZTuUPOunAtuKSXvSkmCaFE1dDpo1Yo/6rQhyT8YH10WDx5ZJ6PQQgghhDOpVLR65iG6nj+IWenGuk4PAArMc+daf3eLYkkQLSqf0Qht22KKu8jy8BEA3Hd8E14GnYxCCyGEEM4WEcHjf20GYE9oT6LrhYIuD9q2lbSOEkgQLSpfZCTmuItsvXMAf9duhIdexyOH1kpJOyGEEMIVqFS0e2oId146idHNnT9a302mpx/muDhJ6yiBBNGichmNmOcvINPDh613DADg/uO/4R9SW0raCSGEEK4iIoLh8bsB2Bx2L4maIEAhkwxLIEG0qFyRkZCWysU6jTndoC0qo4EHT26C6GgJoIUQQghXoVLRefsamiXHoVN7cbB5VxL8g6V2dAkkiBaVJ38UOkETzOq7hgMw4NQ2gl57CTw9ndw4IYQQQhSm8PLi8UYWANZ1Hkat7HRrWofUjnZIgmhRefJHobM8fTjSrDNKs4lHz/4uedBCCCGEi7r7vVepl5dOtqcvm8LuJdvDG5Da0Y5IEC0qR6FR6DXdHgOg15nd1H9+hKRxCCGEEC7KTe3Oo0/dA8BP3R6hduY1Mj39pHa0AxJEi4pnNFrzp9JSMbq58UfrcAAeO7NVRqGFEEIIFzegexMCFQbSfAOJanNP/mi0TDK8kQTRouJFRmLevoMETTA/dXsUi0JJt9gDNH/2ERmFFkIIIVycu8qNh+4PA2Blj8epm5Eko9EOSBAtKlZBGod/MEqzid/b9QPgCeMFGYUWQgghqon7ejbHByMJteqxv2U3GY12QILo/2/vvsObKt/Hj7/TkQ66GB1QaCkFKmApZVdGyxQZgiCCjC8IiIIMUZQhKiAIKqBSfqBWVBAU0Y+iZeMqQ6EoIKtAGRUodli66E6a3x8lsWnT0qQrpffruri0J885ec6dk5M7T54hKtbdwYTuqXF8+dCT5FtY4v9PFA/s2Cyt0EIIIUQNYW9rzaDeDwCwLehJ3FLjZcq7IiSJFhWn0GDCdFsnDvt1B2Ckj5Uk0EIIIUQNM6Rnc5TkE+PalIN+PfBIjZcp7wqRJFpUHG0rdFo8X3UdSa61Db7/xtBu8ezqrpkQQgghjOTiaEP/h3wA+PnB3mjQyJR3hUgSLSpGoVboXCsbfm0VAsAIz3wU1tbVWzchhBBCmGRYr5ZYWCj4y7sdx5p11rVGyyBDSaJFRSg0pZ17WjzfdhzGHTtHPNISeOj156q7dkIIIYQwkXs9e4IDPQH4tXVIodZoGWQoSbQov0JT2uUrLPmpTR8AhjXIxtJGWc2VE0IIIUR5jOjVAoCjLbryV5O20hp9lyTRonwKTWnnnpbA7oABJDq74ajKos+rU6u7dkIIIYQoJ++GTnRu7YFGYcGhB3pIa/RdkkSL8ik0pV2cszu/3J0XesiAttja21Rz5YQQQghREUb0bg4UdOm45N5CWqORJFqUR6HBhAoU/N3AmyseBdPhDOzhW921E0IIIUQFae1Tnwe866KytCayeWdpjUaSaFEehaa0i3N2Z2/AwwD0f8gHZwdphRZCCCHuJ8N7FbRG7233CH/X98a9li/AIkm0ME2RVuh/Hepzsml7LNAwNKRFdddOCCGEEBWsc5uGNGpQhzs2Dpzxaku8k1utXoBFkmhhmiKt0Pvb9gegW9tGeNSvU82VE0IIIURFs7RQMCy4oLvmDw+NxDU9sVYvwCJJtDBekVboLGs7Dt1d4nt475bVXDkhhBBCVJbenbxwdlCSYOPEkcD+xDu519pBhpJEC+MUWVglztmdn9r0It/CkoDm9WnexKW6ayiEEEKISmJjbcmgbs0A2NH7/3BPi6+1gwwliRbGKbSwigIFGhQc8O8HSCu0EEIIURsMfKgpSmtLruTbc6b1Q7W2Ndosk+hr164xefJk2rVrR1BQEMuWLSM7O/ue+40fPx4/P79i/65cuaJ37DfeeIOBAwfSrl07evXqxcKFC0lMTNQ71rFjxwwea86cORV+vjVGkYVV4pzdOeTXnWylHT4NnQhs6VrdNRRCCCFEJXN2sKFvpyYAfDfoWTxqaWu0VXVXoKi0tDQmTJhAo0aNWLt2Lbdv32bFihWkpKSwatWqe+7fvn175s2bp7etcePGuv8/cuQIkZGRPPHEE7Rq1Yq4uDjWrVvHqFGjCA8Pp04d/UFxK1asoFmzZrq/69atW84zrMG0gwmBeGcP6mYks7PDYACG926BQqGo3voJIYQQokoMC27O3t9jOKF2IqaZP7ZJibop7zyS4wu6fu7fD1Zml2pWGLM7s23btpGWlsaOHTuoV68eAJaWlsydO5dp06bh61v6Ih5OTk60a9euxMcHDhzI2LFj9RI+Pz8/hg4dyv79+3nsscf0yrdo0QJ/f3/TT+h+UWgwoUdaAnVyMvmlVTCpds641rWje0Cj6q6hEEIIIapIwwZ1CPJvxJHTt/j+8eeZ/fYU4gpNeef4y69YvPEGLFlS3VWtNGbXnePgwYMEBQXpEmiAhx9+GKVSSURERLmPX69evWItpn5+flhaWpKQkFDu49+3ikxpZ5+TwfedhwMwrKcvVpZmdykJIYQQohJpF185qGlAcv9BRbp13P9T3pldS/SVK1cYMWKE3jalUomXl5de3+aSREZG0q5dO9RqNQEBAcyePZtOnTqVus/JkydRq9UGW7mnTp1KSkoKrq6uDBo0iNmzZ2Nra2vcSRWi0WjIzMw0eX9jZGVl6f3XZCoVNmvXFgwcuNsK/UezDtxy9qCOrRXd/V2r7JwqQoXF5T4ksTFM4lIyiY1hEpeSSWwMq4lxadzAhlZNXYiKSeF/U5cw+fgR4tXK/1qjk5PJff11VK+8YvJzVEdcNBpNmbqoml0SnZaWhpOTU7HtTk5OpKamlrpvp06dGDp0KE2bNiUhIYGNGzfy1FNP8fnnnxMYGGhwn7y8PN588018fHwICQnRbXd0dGTKlCl06tQJGxsbjh49yieffMLVq1f58MMPTT6/vLw8oqKiTN7fFDExMabvrFLRYsYMbJOTcQfinD3wSI1nx91W6MBmdly7Gl0h9axq5YrLfU5iY5jEpWQSG8MkLiWT2BhW0+LSzsuSqBjYf/wmfR4fjU/YBjRAho09jtnpKELXEfXoo+XuG13VcVEqlfcsY3ZJdEnK8q1g1qxZen+HhIQwePBg1q9fT1hYmMF93njjDaKjo9myZQtWhV7g1q1b07p1a93fQUFBuLm5sXTpUk6fPk3btm1NOg9ra2uaN29u0r7GysrKIiYmhqZNm2JnZ2fSMayWL8fqjz/1+kJHu/tyvuEDWFooGDuoHfWcTG+Zrw4VEZf7lcTGMIlLySQ2hklcSiaxMaymxsXPT0PE+d+59W8GfwyfTtNvtum3Rqen4f/DDya3RldHXC5fvlymcmaXRDs5OZGWllZse3p6+j0HFRZlb29PcHAw+/btM/j4unXr+OabbwgNDS3T4MFHHnmEpUuXcvbsWZOTaIVCgb29vUn7msrOzs6051SpyN/wQcGUdtoRt6nxfDS64I3QI9CTxh717nEQ82VyXGoBiY1hEpeSSWwMk7iUTGJjWE2My4jeLQjdfoq9kbGMmDkLj6VL9FqjrTZsQLlkSblao6syLmWdbczsRoP5+voW6/ucm5vL9evXjU6ioaAF25CtW7cSGhrK66+/Tp8+fUyq631PO5gwNY74uwl0YuNmHG7wAFAwoFAIIYQQtVuvDo2p62jDv6nZHBw0EerWI97ZQ9cAR3JKwZR399kgQ7NLonv27MnRo0dJTk7WbTtw4AC5ubkEBwcbdazMzEwiIiKKtTLv2rWLZcuWMWvWLEaNGlXm4+3atQugdkx5V2hKOwUK6uRkAhp2j32Z/HwNbZs3wLexS3XXUgghhBDVzNrKksHdC9bU+P5wDIqZM/FIjSe+0JR3+b/8et+tZGh23TlGjx7Nli1bmD59OtOnTycpKYmVK1cyZMgQvZbohQsXsmPHDs6fPw/AH3/8wcaNG+nXrx+NGjUiISGBTz/9lMTERN5//33dfpGRkcybN4+OHTvSrVs3Tp06pXusXr16eHl5ATB37ly8vb1p3bq1bmDhZ599Rp8+fWpHEl1oYRXtYMJM14bss/SEPBVDg6UVWgghhBAFBgQ15asfL3E1NpWzU6fhf+ggHr/8otetIz80FItXX71vFmAxu7NwcnJi06ZNLFu2jJkzZ2Jra8vgwYOZO3euXrn8/HzUarXub1dXV3Jzc1mzZg0pKSnY2dkRGBjIkiVL9PovHzt2jLy8PCIjI4u1Qj/22GOsXLkSKFhkJTw8nE8++YS8vDw8PT159tlnmTp1aiWevZkwsLAKaPh58kIyslV4ujrQ8QH36q6lEEIIIcyEUx0lfTo2Yc/vMXx/JAb//fvBzZ14tbXelHfcRwuwmF0SDeDj48PGjRtLLbNy5Updwgvg7e19z30AZs6cycyZM+9Z7plnnuGZZ565d2XvNypVQb+lIq3Q6nr1+L5OS8jNYmiwLxYWssS3EEIIIf7zaM9m7Pk9hsjzcdxKyabRrJl4LFly37ZGm12faFHNli0j/5dfi/SFhshnF5GQnIWjvZJeHRpXcyWFEEIIYW4auznSsZU7Gg2EH7wKixYVDDJ0cte1RqNtjb4P1PyvAaLiaLtxFJnSzqJXCN+7d4C/kxn4UFNslXLZVDeNRoNarUZVwSOdc3JydP+1sJDv2FoSl5JJbAyTuJSsMmNjbW2NpaVlhR5TGGdYT1/+iIrnwPHrjB3wAA73cWt0za69qDgqFfTtq+vGEX+3Gwd1XbgQ9hVR63/DytKCQd18qrumtZpGoyElJYXExES9MQEVJT8/HysrK27duiUf/IVIXEomsTFM4lKyyo6Ni4sLHh4eZZ7rV1Ssti0a0LShEzH/pLHv6N+MWLQI1obe7RsdR66VDcrk5IKc48cfa3QiXXNrLirWsmXkRxwsNpjQYuZMdhyJASC4vSd1a9jqhPebuLg4UlJScHJywsnJCSsrqwr9oFCr1eTk5GBjYyOtOYVIXEomsTFM4lKyyoqNRqMhMzOThIQEABo2bFhhxxZlp1AoGNqzGe9/dYqdh68yNNgXq7ut0QDWqpyC8VYRB7Ho3x/276+xiXTNrLWoWHe7ceRaKXFPi9cNJqRuXeKfe5Hf3/4FgGHBVbNcuTBMrVaTmpqKq6srDRo0qLTnALC1tZUP/kIkLiWT2BgmcSlZZcZGuyx0QkICbm5uEvtq0jOwMZt2RfFvaja/nb5Fz7ut0elZKjKUdv/N1vHLr1jU4Nk65DcmoZsTWqnKQQF6rdDhv18nXwPtWrrStKFTdde0VsvLy0Oj0VCnTp3qrooQQpgt7dLQeXl51VyT2ktpbcnAu90/d0RcQWNpicWsmThmp+ORFo8GDRk2Ba9TfmhojV3JUJLo2q7QnNAAuVY2OGanYREcTMbc+ew/9jcAw2RxFbMh/fyEEKJkco80D48ENcXayoLoGylExdyGRYuweO1VsLK+b2brkCS6Nis8J/TdbhxKVS7UrQs//sj+P2PJylHRxN2R9n5u1V1bIYQQQtQQLo42hLQvmBL3+4NXCvo9L1mCxSsLi7RGK2psa7Qk0bVZCXNCW8yciVphQfjhq0BBK7R8sxdCCCGEMYb2LPgV++iZf4hLyijYeB/NHS1JdG1VeE7otATinN1xzE7HolcIvPoqR8/FkZichVMdJcHtZXEVIYQQQhjHu6ETgS1dydega5jDygqLWTPvi9ZoSaJrq7uDCd1T44i/u6gKdV10U82EHyq42AcENcXGWkY3CyGEEMJ4Q++OqTpw7DqZ2XcHe2pbo509dIu7kZxS0MW0BiXSkkTXRoUGE/7XjaNgNg6srLhyM4VzV5OwtFAw8KGm1V1bISrFnTt3ePvtt5k0aRJdu3bFz8+P0NDQStk/IyOD5cuX0717d/z9/Rk6dCi7du0qd1lT5efnExgYyMqVKyv0uIWV9zzOnz/P9OnT6d69OwEBAQwYMIB169aRlZVl8vNURWyFEPra+7nRxN2BrBwV+49dL9iobY1OjSfeyU3XrSP/l19rVLcOSaJrI20rdFq8rhsHdevCq68C8MPdVuhuAY2o72xXnTUVotKkpKSwfft2cnNz6du3b6XuP3PmTHbs2MGMGTMICwvD39+fF154gfDw8HKVNVV0dDSZmZn4+/tX2DGLKs95XL58mdGjRxMbG8vChQv54IMPGDRoEOvXr+eFF14w+XmqIrZCCH0KhYJHexS0RocfvopanV/wwKJFWPQKqdFT3sliK7VNoVbooisTYmVFcno2B0/GAvBoj2bVW1ch7srNzUWpVFboMT09PTl+/DgKhYLbt2/z9ddfV8r+ERERHDlyhNWrVzN48GAAunbtyq1bt3j77bcZOHCgbkEIY8qWx+nTpwEqLYku73mEh4eTk5NDaGgoXl5eAAQFBZGYmMhXX31Famoqzs7OZhlbIURxvTo2YfPuKBJuZ3L0bBzdAhoVzNaxfz+4ud9dEvzuAizaQYY1YAEWaYmuTYpNaVe8FXrv73+jUufj51UXP+961VxhURtNmjSJMWPG8OuvvzJq1Cjatm3Lkkq4mSoUinLNOlPW/Q8cOIC9vT0DBgzQ2z58+HASEhL466+/TCpbVtu3b2fIkCH4+/szePBgDh06xJkzZ3B2dtYlqBWtvOdhbW0NgIODg952R0dHLCwsdI9Xd2yFEGVjY23JI3e7h+oGGEKNH2QoSXRtUsqUdlhZkafKZ89v1wAYIq3QopqcP3+eGzdusGLFCp544gnCwsIYP368XhmNRoNKpSrTv+oWHR2Nr68vVlb6P/z5+fnpHjelbFksX76cZcuW0adPH8LCwhgzZgzz58/n4MGDPPjggwb3qYjYlvc8hg0bhpOTE4sXL+bGjRvcuXOHX375ha+++oqxY8fqVqSrztgKIYwz8KGmWFooOHc1iauxqf89UIOnvJPuHLVF4Snt7o6E9UiN101pB3Dkr1iS03Oo52TDQ20bVWt1RRVTqeDNN1EcOox1l84F10Q1/LQdGxtLcnIy3t7e/O9//yvWEqkVGRnJ//3f/5XpmD/99BONG1ffNI0pKSkGn9/Z2Vn3uCll72Xfvn1s3ryZd999l4EDBwIF3RfS09NZs2YNQ4cONbifsbFt2LBhse3lPY/GjRuzbds2ZsyYodfffPz48bzyyismPU9FxlYIYbz6znY81LYRh07FsvPwVWaNCix4QNsavWQJGiDDxh7H7HTyQ0OxuJufmCtJomsL7WBCIN7Zo9iUdhqNRjegcOBDPlhbyY8Utcqbb5K/ZCknm7Ql8OeVBX3VFi+u8mqcO3cOgBdffLHEBBqgTZs2fPPNN2U6pptb9a+2WVq3j6KPGVO2NOvXr8ff31+XQGv5+hYM8CmpJbqiYlue87h58ybTpk2jfv36rF27lnr16vHXX3+xYcMGMjMzefPNN016noqKrRDCNEO6N+PQqVh+PXGTCYNa4+xgU/DAokWwNtRw3+h586q30qWQJLo2uMdgQoCLfycTfSMFaysLBgQ1rdbqiqqXf/gwJ5u0ZfGI11n8vyUEHvmtWupx7tw5lEolwcHBpZarU6cOrVq1KtMxi/58X9VcXFwMtnKmphb8nKltCTW2bGkSExO5cOECCxYsKPZYfHw8UPKgQmNjq1ari20v73msXr2aO3fusGPHDl3XjU6dOlG3bl0WLlzIsGHD6Ny5c7XEVghhugea1qV5Y2cu30xl/7G/GdmnZcEDpbRG8+KL1Vrn0khzYy1g9dZbpQ4mhP+mtQsObPzfN0NRa1h0707gjdMFCfSN09DtoWqpx7lz5/Dz88PW1rbUcpGRkbRp06ZM/27evFlFtTesZcuWXLlypVgf4kuXLgHQokULk8qWJi4uDjDcUhweHo6rqyseHh4G962I2Jb3PKKiovD19dUl0FraxF/bf7k6YiuEMJ1CodCNudp95Boq7XR3UOICLMohQ8x2kKG0RN/vVCosN2wotRX635Qsjpy+BcCjPWVAYa20cCEWQOChw6jGzcfSQAtmVTh//jz9+/e/Z7ma1J2jb9++bN++nf379+t1rfjuu+9wc3MjICDApLKlqVevYGadS5cu6R1n7969nDx5kl69epW4b0XEtrzn4ebmRnR0NBkZGdSpU0e3/dSpUwC4u7sb/TwVFVshRPn0aOfJp+Hn+Tc1m6Nn/6F7gGfBA7rW6KXEFVqAxfHgIRpu3AjvvVet9TZEkuj7mUpFixkzUCQn4w7E6fpC67dC7/7tGvn5Gh70rY9PI/lJs1aysoLXXkOjVpOXnY1lNXSBiIuLIykpqcS+uoU5ODhUyBzHERERZGVlkZGRARQs8rF3714AgoODsbOzIzIykokTJ/L0008za9Yso/cPDg6mW7duLF68mDt37uDl5cWuXbs4dOgQ77zzjt7cxMaUhYKZJTp37sznn3+ut71Ro0b4+/uzadMm6tWrh5+fH8ePH9eVKy3GxsbWUHcOY85DG9/p06czY8YMACZMmMBzzz3HpEmTmDBhAnXr1uWvv/7iww8/pHnz5vTs2dPo5zE2tkKIymFtZcnDQd58deAS4Yeu/pdEQ8ECLAcP4vHLL3rdOly3fUXeqlXVVueSSBJ9H7N66y1s//izSCs0eq3QOXlq9v7+NyCLq4jqdfbsWaD0BK+iLVmyhNjYWN3fe/fu1SXB2lk9NBoNarWa/Px8k/YHCA0N5d1332Xt2rWkpKTQrFkz1qxZw6BBg4ods6xltYm7q6trsWMoFAree+89Fi9ezLvvvouVlRUdOnTgpZde4pVXXqnUlQqNPQ9tfDUajW5bnz59+OyzzwgLC+PNN98kPT0dDw8PRo8ezdSpU/UW3qmM2AohKtcjQU355qdozl+7zeWbKTRv7FLwQEkLsKSnoXnrLVi+vFrrXZRCU/jOJSrVmTNngMpbJUyPSoXazY34fBvcU+OJLzyl3d0ZOQD2H/ub0O2ncKtrx0cL+2Fpcf+PUM/MzCQqKopWrVoV63NpzrKzs7l27Ro+Pj737DNsKrVaTXZ2Nra2ttIyV4g5xiUiIoJnnnmG77//XjfXcXUwx9iYA4lLySo7NlVxr6wMNfWzyVTvbPmDgydj6dOpCc+Pbq//4OLF5N8dZKibUczFGYvERF3+UpnKmq/JwML71bJlBd04UuN0CXThKe2goAUo/O6AwkHdmtWKBFqI+8XRo0cZNGhQtSbQQghhKu0Aw4gTsaSk5+g/aGgBlpQUs1uARZLo+1T+li1FVibUH0wIcObKv8T8k4aN0pL+XSpn+V8hROWYN28eq1evru5qCCGESfy86tKiiQsqdT77jsXoP1h4OXAFXHb3RaNQkL9lS7XUtSSSRN+vNJpSp7QDdK3QvTs2wcFeaegoQgghhBAVTn+6uxj96e5A1xp9yqsdi0e8zimvdmBmiyJJEn2fshg3DoXibiu0gmKt0Am3M4k8VzCX7JDuMqBQCCGEEFWre0AjXBxtuJ2Wze9n/tF/8G5rdOD1vwrWMLj+FxbjxlVPRUsgs3Pcr159FVV+Phz4EVW/viiLtELv+T2GfA0EtGhAE3fHaqqkEEIIIWoraytLHglqypf7LxJ+6Co92nnqF1i0CJVaTfMDP6IavxDlokXVU9ESmGVL9LVr15g8eTLt2rUjKCiIZcuWkZ2dfc/9xo8fj5+fX7F/V65c0SuXl5fH6tWr6d69OwEBAYwfP54LFy4UO15iYiLPP/887du3p2PHjrz88ssGl401S1ZWqBYs4PL/W4dqwQK9VujcPDX7jhZMazeom7RCCyGEEKJ6DAhqipWlgqiY21y+kaL/YCm5jDkwr9oAaWlpTJgwgUaNGrF27Vpu377NihUrSElJYVUZJtpu37498+bN09umnatVa8WKFezYsYP58+fj6enJxx9/zMSJE3XL4QKoVCqmTJlCXl4eb7/9NiqVinfeeYfp06ezdetWFGbWL8cYh/+KJT0zF9e6dnRu7V7d1RFCCCFELVXPyZbuAZ78euIm4YevMufJ9vfeyUyYXRK9bds20tLS2LFjh27pWktLS+bOncu0adPw9fUtdX8nJyfatWtX4uPx8fFs27aNV155hSeeeAKAgIAA+vTpw6ZNm5g7dy4A+/fv58KFC+zcuZMWLVoABUvRPvnkkxw6dEi3YlZNtPPwNaBgsnNLS7P8MUIIIYQQtcSQHs349cRNDp6MZeLg1tR1rBnze5tdBnXw4EGCgoJ0CTTAww8/jFKpJCIiotzHP3z4MGq1Wm+FKgcHB3r37q13/IiICPz8/HQJNBS0cnt6elZIParLpevJRN9IwcrSgv5dvKu7OkIIIYSo5Vp61cXPqy4qdT77j/1d3dUpM7NLoq9cuVKstVmpVOLl5VWsb7MhkZGRtGvXDn9/f8aNG8fx48eLHb9Bgwa4uLjobff19eXatWu6pX0N1QOgefPmZaqHudp1pKAVumegJ84ONtVcGyGEEEIIGNjNB4C9v8WgLjrdnZkyu+4caWlpODk5Fdvu5OREampqqft26tSJoUOH0rRpUxISEti4cSNPPfUUn3/+OYGBgbrjOzoWn43C2dmZvLw8MjMzcXBwKLGck5NTuZJojUZDZmamyfsbIysrS++/aRm5HDx5E4A+HRpWWT3MTdG41BQ5OTnk5+ejVqtRq9WV8hwajUb338p6jppI4lIyiY1hEpeSVXZs1Go1+fn5ZGVl6RrGaoKa+tlUUdq3cMHR3pp/U7M5dPI6nVu7AdUTF41GU6axb2aXRJekLCc0a9Ysvb9DQkIYPHgw69evJywsTLfd0HG0b+rCSipXnkGFeXl5REVFmby/KWJiYgA4dC4NlVpDo3rW5KXfIirqVpXWw9xo41KTWFlZkZOTc++C5VQVz2HIvn37CAsLIzY2lpycHL788kt++eUXPvroI06cOKErt337dmxtbXn00UertH4VGZdjx46xfv16oqOjsbW1pUePHsyePVuvK1tJdu7cyeHDh7l48SLXr1/Hw8ODXbt2GSx79uxZ1q9fz+nTp9FoNLRp04bp06cXGzui0WjYtm0bX3/9NbGxsTg7OxMSEsKMGTMMNmwUZSg2r7/+Oj/++CNHjhy55/7lsW/fPj799FNiYmJwcnKiX79+PPfcc9jb25dp/23btrF9+3ZiY2NxdXVlyJAhTJo0CWtra71yt2/f5v333+fQoUNkZ2fTokULpk+fTpcuXYodszyvb3W4efMm7777LsePH0etVtO2bVtmzZpFq1atyrR/Xl4eX331FT/88AM3btzA2tqaZs2aMWfOHAICAnTlEhMTWbduHYcPHyYjIwMvLy/GjBnDsGHD9I4XHx/P5s2buXjxIpcuXeLOnTssXry4TO/5nJwcVCoVV69eNSoG5qImfjZVlICmthw+n8e3P1/AUZGk91hVx0WpvPcidGaXRDs5OZGWllZse3p6+j0HFRZlb29PcHAw+/btu+fx09LSsLa21t10S6tHWT5QSmJtbU3z5s1N3t8YWVlZxMTE0LRpU5RKG9btKvggGxbSklatGlVJHcxR4bjY2dlVd3XKLCcnh1u3bmFjY4OtbeUMutBoNOTk5GBjY1PlM9Dcvn2bV199lR49evD666+jVCpp2bIl7u7u9OrVS++cv/nmG+rWrasbHFzZKjoux48fZ+bMmfTs2ZPZs2eTlJTEmjVrmDZtGl9//fU9b9579uzh33//pW3btmg0GlQqlcFr4syZM0yZMgV/f39WrlwJwMaNG3n22Wf57LPP9BLpt956i88//5ynnnqKoKAgrly5QmhoKFFRUXzxxRfFEkqt0mJjaWkJUGnXK0B4eDgLFizg8ccfZ8GCBcTExLBmzRr+/vtvPv7443vu/8EHHxAaGsqUKVPo1q0bZ86c0c0MtWTJEl253Nxcpk2bRnp6OgsWLKB+/fp88cUXzJw5k40bN9KpUyddWe3r2717d2bNmsXt27eNen2r2u3bt5kyZQpOTk4sX74cpVJJWFgYU6dOZfv27fj4+JS6v1qtZs6cOZw4cYJJkyYRGBhIVlYW586dQ61W617/9PR03axXs2fPpmHDhuzZs4elS5eSnZ3NxIkTdceMj49n7969PPDAAwQHB7Nr1y6sra3LfC1ZWVnh5eWFjU3N6bZYUz+bKlKDhlkciTrMtfgcHOs3obGbQ7XE5fLly2UqZ3ZJtK+vb7HuErm5uVy/fp0RI0YYfbyiLcy+vr4kJSWRkpKi1y/6ypUr+Pj4YGFhoStnqMX48uXL9OrVy+h6aCkUijK3jlQUOzs7/rqSyr+p2TjaK+nT2QeltWWV1sEc2dnZVflrUR4WFhZYWFhgaWmpS04qmvanVYVCUWnPUZLr16+jUql49NFH6dq1q267g4MDnp76E/ArFIoqrWNFx2XVqlU0bdqU0NBQrO7Oe+rl5cWTTz7Jd999x5gxY0rd/5NPPtHdq5555hmio6MN1is0NBQnJyc2btyo+/Dp1q0bffv25Z133mHbtm1AQcKyZcsWxo4dy8svvwxAjx49aNCgAS+++CI//PBDiV9YSotNZb9OarWaVatW0b17d5YvXw7AQw89hKOjI3PnzuXw4cMEBweXuH9ycjIffvghTzzxhG5mpqCgIPLz83nvvfeYOHGirtHj22+/JTo6mm3btum6BwYFBTF06FBWr17N119/rTvuqlWr8Pb25u2338bBwQFLS0ujXt+q9umnn5KcnMy2bdt077XOnTvTt29f1q1bx3vvvVfq/p9//jmHDh3iyy+/1Pti1rt3b71y27dv58aNG3z99df4+vpia2tLSEgI//77L+vWrWPkyJG6RqouXbpw9OhRoODL4K5du3T3v3uxtLTEwsICOzu7Sv0CV1lq2mdTRfK2t6dzaw+OnYvjlxNxPDO8re6xqoxLWRtLzG5gYc+ePTl69CjJycm6bQcOHCA3N7fUm6EhmZmZRERE4O/vr9vWvXt3LCws2LNnj25bRkYGP//8s97xg4ODuXTpkl5Cf+rUKWJjY42uhznYfXdA4cNdvSWBFmZn/vz5usRizpw5+Pn5MX78eKAgEfTz89OV7d27N9HR0URGRuoWVCr6YV0WOTk5rFy5kqFDh9KhQwc6d+7MqFGj+PHHHyvmpEoQHx/PmTNnGDp0qC6BhoLZf5o2bVqm59cm0Pdy4sQJOnfurNd64+DgQKdOnTh58iQJCQlAwb1NrVYXm7ozJCQEQO/XPFNER0czYcIE2rVrR9euXVm6dGmF9G88deoUiYmJDB8+XG/7gAEDsLe3v2csDx06RE5OTrH9hw8fjkaj0dv/xx9/xMfHR5dAQ0Fr56OPPsrp06eJj48H/nt9H330UZNf35IcPHiQCRMm0KFDBwICAnjkkUf48MMPTT6e1o8//kiXLl30vqw6ODjQv39/fvnlF1QqVan7b968mY4dO5Y6vSwUXI8NGjSgTZs2ettDQkLIzMzk0KFDum1lvcbF/WfQ3QGGP/1xg8zsvGquTenMriV69OjRbNmyhenTpzN9+nSSkpJYuXIlQ4YM0evOsXDhQnbs2MH58+cB+OOPP9i4cSP9+vWjUaNGJCQk8Omnn5KYmMj777+v28/d3Z3Ro0ezatUqrKysaNSoEZ988gkAEyZM0JXr378/fn5+zJo1ixdeeAG1Ws3bb79Nhw4d6NGjRxVFo2LEJmZwKjoRC0XB3NDi/qPRaMjJLf8AHXW+muxcNViosLQoPk7gXmyUliZ1d5g+fTr+/v4sXbqUF154gS5duuDg4GCw7Lp165g1axaOjo68/vrrgH7ftfHjxxMZGcnFixdLfc7c3FxSU1OZNGkS7u7u5OXl8dtvvzFz5kxWrFih10dTrVajUqlQqVQGx09oaX8tKM2lS5cA9L4YaPn5+en1/S6vvLw8g10HtNsuXbqEm5sbeXl5etu1rK2tUSgU94zlveowdepURo0axdSpUzl58iQbNmzg1q1bfPDBB7pyarW61NhqFY5xdHQ0UDyW2v642sdLon28ZcuWetvd3NyoW7eu3v7R0dF06NCh2DG0zx0dHY27u7vu9S16TG1ZU1/fr7/+mldffZVOnTqxZMkS6tevz7Vr1/TqaMxAPW2Cn52dzfXr1+nbt6/B+mZnZ3Pjxo0Su3T8888/xMbG0rt3b9asWcM333xDSkoKPj4+TJkyhccee0xX9l7X48WLF/WmnxW1U0ALVzxd6xCbmMGvJ24S0s58F4UzuyTaycmJTZs2sWzZMmbOnImtrS2DBw/W/dSmpZ2lQMvV1ZXc3FzWrFlDSkoKdnZ2BAYGsmTJEtq2bau37/z587G3t+e9994jPT2dgIAANm3apFutEApuMGFhYSxfvpyXXnoJhUJB7969WbhwYY1brXB/5A0AOrX2wK1e7fyJ6H6m0WiYt+4wUTG3q7sqtGpaj7dmdDf6PeLl5aX72dzb27vUFq3WrVtja2uLg4ODwXJl/cnX0dGRFStW6P5Wq9UEBQWRlpbGpk2b9JLoSZMmFZsu05DHHntM1/e4JCkpKUDBjEBFubi46B6vCM2bN+fUqVPk5+frEk+VSsVff/2lVxdt7E+cOKHXlebEiRNoNJpy1SkvL4+nnnqK//u//wMKupNYWVnx7rvv8ueff+oS04kTJxIZGXnP4xWO8b1iefPmzVKPlZKSglKpNPgTsbOzs955p6SkGHwe7TZtWe1/i06jqt1mSiwzMjJYuXIl7du3Z/Pmzbr3V1BQkF657777jgULFpTpmNovRqmpqWg0GoP1LXpuhmhb4L/77js8PDx49dVXcXR0ZPv27cyfP5+8vDxdVyBfX19+++03bt26pTfA8s8//7zn84jaw8JCwcCHfAj7/iy7jlwjOMCtuqtUIrNLogF8fHzYuHFjqWVWrlyp92Hl7e19z320lEolc+fOLZaYF+Xm5qbXil0T5eTlE3Gy4CY3uHvpg0OEuB9s2rSpzGX37NnDpk2buHjxot6Uj0UHIy1evJjk5GSUSmWpLc1169bV/X/RltWirdQlfdGoyC/p48aN45VXXmHp0qVMmzaN/Px81q1bx61bt3R1AnjggQfo1KkTGzduxMfHh27dunH58mUWL16s619aHkOGDNH7e/Dgwbz77rscO3ZMl0QvWbKEjIyMex6rcIy1yhNLY+JdWtmyHseU1/fkyZPcuXOHMWPGlLp/r169+Oabb4w+/r2U9pzaKeRycnL46KOPdF1CunXrxogRI/h//+//6ZLoUaNG8eWXX/Lyyy+zYMECPD092bt3L7t3777n84japXcnLzbvieJ6XDpRMcmY65Vhlkm0qDh/XcskK0eNp6sDAS1c772DqHEUCgVvzehecd05snOwtbXB0sL4vvOmdueoDvv37+f5559nwIABTJkyhQYNGmBpacmXX37J//73P72yXl5euLq6YmtrW2ord+Fks2jLqrYFVdviZ6jVraTWTlM9/vjj3L59mw0bNvDll18CEBgYyKRJkwgLC8PN7b8Wnvfff5/58+fz/PPPAwVdIiZOnMhvv/1Genq6yXWwsrIqlvhqf/UrHANvb+8yd+fQKhzLBg0a6JUrOnjcEBcXF3JycsjKyio26j81NZUHH3xQr6yh10y7foH2dauM1/f27YJfmTw8PEot5+LiYnB9g9I4OzujUCjKdG4lPSdAs2bN9PpUKxQKunfvzocffkhSUhL169fH19eXdevW8dprrzFy5EgAGjZsyPz583njjTdwdzffn+1F1XKwsyakfWP2Hf2bfcduMiDA8OxA1U2S6PuYRqPhePQdoKCjfk1JboTxFAoFtjblfzur1QrIV2GrtKry2Tmq2g8//EDjxo1577339N4bhlqyTenOUbRlVZtIavvKXrx4sdgg5UuXLhnsS1seU6dOZeLEicTExFCnTh08PT157bXXsLe310sS69evT1hYGElJSSQmJuLp6YmNjQ1ffPEFDz/8sMnPr1KpSE5O1kukExMTAf0uD6Z059DG6tKlS3pTh2rnCB48eHCpxyq8f9G5jJOTk2nRooVeWW1/58K027RltceMjo4uNn+0qa+vtutDXFxcqeVM6c5ha2uLt7e3wXO7ePEitra2NGnSpMTjeHl5lTjtmPZLUeH3V3BwMD/99JNuRhlfX1/dQP/C0wQKMaibD/uO/k1kVAIPtSj9C2R1kST6PnbuWjKJqSpslJb07ljyTVCImkapVJKdnV2uYygUCt3AOa3ExER++umnYmVN6c7RrFkzg2Xc3d1p27Yt4eHhTJ48Wfdl5dSpU1y7dk1vgHNF0c65DXDr1i12797NyJEjDU7/Vb9+ferXrw8UzLqQlZXFuHHjyvX84eHhuj7RULBYDBRMo6ZlSneOgIAAXF1d+fbbbxk4cKBu+759+8jMzKRfv36lHqtHjx7Y2Njw7bff6iXR3333HQqFQm+wXd++fVmyZAl//fWXrqxKpeKHH34gICBA14pa+PV98skndfuX5/UNDAzE0dGRbdu2MWjQoBIbREztztG3b182bdrEP//8Q8OGDQG4c+cOBw4coHfv3nqzjBRlZWVFnz592LdvHzdv3qRx48ZAQQJ96NAhvLy8ii0wo1Ao8PLywtbWFrVazebNm2nVqpUk0UKPTyNn2jSrz7mrSfx5+Q5dio/rrXaSRN/H9h0rGFDYs11D6tiZ508hQpiiZcuW7Nq1i927d9O4cWNsbGx0syRMmDCB48eP62buKUlISAj79+9n8eLFPPzww8TFxbF+/Xrc3NyKrYzl4+NDw4YN79mdo6zmzp3LpEmTmD17NmPGjCEpKYnVq1fTsmVLvfnwY2Nj6devH8OGDePNN9/Ubb98+bJuMYDExESysrLYu3cvUDBIUNsqe+nSJfbv38+DDz6IUqnkwoULfPTRR3h7ezN79my9Om3fvh2AJk2akJ6ezsGDB/nmm2944YUXik1JVtYZUKCgW8inn35KZmYm/v7+utk5evbsSceOHXXlSvrSURpLS0teeuklXn75ZV577TUGDRrE33//zTvvvEO3bt30puyLjIxk4sSJTJ8+nRkzZgAFLeHTpk3j/fffx8XFRbfYSmhoKCNHjtRr3X788cf54osvmD17Ni+++KJusZVr167x6aef6tVL+/q+/PLLjB07lpSUFIOvL/w3l/LPP/9c4nnWqVOHefPmsWjRIiZOnMgTTzxB/fr1uX79OhcuXOC1114DCr5gGOozfi+TJ0/m+++/Z+rUqcyePRtra2vCwsLIycnRxUpL+8XkwIEDum2zZ8/m4MGDTJkyhZkzZ+Lg4MDXX3/NhQsXis0x/cYbb9CxY0fs7e2Jj49n69atxMXFsWXLlmL10l7TN24UfJadPXtWNwh0wIABRp+nqHkGPeRzN4nOQKUyvyXcJYm+T6Wk5/DHhYKfTB/uLK3Q4v4yc+ZMEhMTWbRoERkZGXh6euqSkKIz95RkxIgRJCUlsW3bNv73v//RpEkTpk6dSlxcHOvWravU+nfp0oWPPvqItWvX8uyzz2JnZ0dISAgvv/yy3hRg2inLtIO3tPbs2VOsjtqkeMaMGcycORMoSGCPHj3K559/TkZGBo0aNWL06NFMnTq12IwUGo2GTZs2cevWLRQKBa1bt2bdunUGpz7LyMjQm82oNNbW1nzwwQcsW7aMDRs2YGtry8iRI3WLupTX0KFDsbS05KOPPuLbb7/FxcWFoUOHMmfOnGLnZ2gavWnTplGnTh22bt3Kxo0bcXV1ZerUqTz77LN65ZRKJZ999hnvvPMOy5YtIysri1atWhEWFqbXog4Fr+8HH3zA+++/z3PPPVfi6wsF6xl4e3vf8zxHjhyJm5sbH3/8MYsWLUKj0eDp6VlsuWxT1KtXjy+++IK33nqLefPmoVaradeuHZ9//nmxlYINvbe8vLzYunUrq1ev5tVXX0WlUtGqVSs2bNhQbHGyf/75h+XLl5OcnIyLiws9e/Zk/fr1xRZUAop90du6dStbt24FKNe0i6Lm6OrfEBcHJSl3cjlx6V9COhqe+rS6KDRlGckhKsSZM2cA9BZ/qSypd3J4duVPeLta8drT3Wvt6keGZGZmEhUVRatWrWpUXLKzs7l27Ro+Pj6VtgqXWq0mOzu7wlpc7xcSl//cuXOHLl26sHDhQsaOHSuxKUFZ4nL58mUGDRrEhx9+qFvYpjao7GumKu6VlaGmfjZVtu9+ucgnOy/wysT2dPWvmkbBsuZr0hJ9n3J2sCFsfjAXLhRfulwIIUz1xx9/4O7urptdQZju2LFjBAYG1qoEWghjPdylCY0d0mnjW7+6q1KMJNH3MQsLhczIIYSoUCEhIZL0VZCxY8cyduzY6q6GEGbPwsI8cxlZnF4IIYQQQggjSRIthBBCCCGEkSSJFkIIIYQQwkiSRAtRw8iEOkIIUTK5R4qqIkm0EDWEdnW9sqzqJoQQtVVmZiZQcM8UojLJ7BxC1BCWlpY4OzuTmJhITk4OTk5OWFlZVegMLGq1mpycHN3ziQISl5JJbAyTuJSssmKj0WjIzMwkISEBFxcXibuodJJEC1GDeHh4YGdnR0JCAmlpaRV+/Pz8fFQqFVZWVlhYyA9VWhKXkklsDJO4lKyyY+Pi4oKHh0eFH1eIoiSJFqIGUSgUuLi44OzsjFqtRqVSVejxs7KyuHr1Kl5eXtjZ2VXosWsyiUvJJDaGSVxKVpmxsba2lhZoUWUkiRaiBlIoFFhZWWFlVbFv4fz8fABsbGxq1HK5lU3iUjKJjWESl5JJbMT9Qn5jEkIIIYQQwkiSRAshhBBCCGEkSaKFEEIIIYQwkiTRQgghhBBCGEmSaCGEEEIIIYyk0Mj6mFXmxIkTaDQalEpllTyfRqMhLy9Pt9KdKCBxKZnExjCJS8kkNoZJXEomsTFM4mJYdcQlNzcXhUJB+/btSy0nU9xVoap+UygUiipL2GsSiUvJJDaGSVxKJrExTOJSMomNYRIXw6ojLgqFokw5m7RECyGEEEIIYSTpEy2EEEIIIYSRJIkWQgghhBDCSJJECyGEEEIIYSRJooUQQgghhDCSJNFCCCGEEEIYSZJoIYQQQgghjCRJtBBCCCGEEEaSJFoIIYQQQggjSRIthBBCCCGEkSSJFkIIIYQQwkiSRAshhBBCCGEkSaKFEEIIIYQwkiTRNdSRI0d48cUX6du3L35+fixdurTM++bl5bF69Wq6d+9OQEAA48eP58KFC8XKJSYm8vzzz9O+fXs6duzIyy+/TEpKSgWeReWIiIhg2LBh+Pv7069fP7Zu3XrPfb799lv8/PwM/ps8ebKu3LFjxwyWmTNnTmWeUoUxJTaAwXPu1q1bsXK16Zq5du0ab7zxBgMHDqRdu3b06tWLhQsXkpiYqFeuplwz165dY/LkybRr146goCCWLVtGdnZ2mfb97rvvGDBgAP7+/gwePJg9e/YUK1PW+465MSUud+7cITQ0lJEjR9KxY0e6du3K5MmTOXfuXLGyZX1vmRtTr5fx48cbPOcrV67olaup1wuYFpubN2+W+Bn04IMP6pWtqdfM33//zWuvvcbQoUNp3bo1gwcPLvO+5nqPsarUo4tKc/DgQaKioujUqROpqalG7btixQp27NjB/Pnz8fT05OOPP2bixImEh4fj6uoKgEqlYsqUKeTl5fH222+jUql45513mD59Olu3bkWhUFTGaZXbyZMnmT59OkOHDmX+/PmcOHGCZcuWoVQqGTlyZIn7hYSE8NVXX+lti4mJYd68efTs2bNY+RUrVtCsWTPd33Xr1q24k6gkpsZGa/z48Xo3PWtra73Ha9s1c+TIESIjI3niiSdo1aoVcXFxrFu3jlGjRhEeHk6dOnX0ypvzNZOWlsaECRNo1KgRa9eu5fbt26xYsYKUlBRWrVpV6r579+5l/vz5TJ06lW7duvHjjz8yZ84cHB0d6d69u65cWe475sbUuNy6dYuvvvqKESNGMGvWLFQqFZs3b2b06NFs27aNNm3a6JW/13vL3JTnegFo37498+bN09vWuHFjvb9r4vUCpsfGzc2t2GeQRqPh6aefpkuXLsXK17RrBiA6OpqIiAgCAgLIz89Ho9GUaT+zvsdoRI2kVqt1/9+rVy/NkiVLyrRfXFycplWrVpotW7botqWnp2s6d+6seeedd3Tbdu3apWnZsqXm0qVLum1//vmnpmXLlpqIiIgKOIPKMXnyZM3jjz+ut23RokWabt266cWsLNauXatp1aqVJiEhQbft6NGjmpYtW2pOnz5dIfWtSuWJTcuWLTUff/xxqWVq2zWTlJSkyc/P19sWFRWladmypebbb7/VbasJ18yHH36oCQgI0CQlJem2/fDDD5qWLVtqLl++XOq+AwYM0MyaNUtv26RJkzQjR47U/V3W+465MTUuGRkZmszMTL1t2dnZmm7dumnmz5+vt70s7y1zU57rZdy4cZqpU6eWWqamXi8aTfliU5T23rF792697TXxmtFo9POWefPmaQYNGlSm/cz5HiPdOWooCwvTXrrDhw+jVqsZNGiQbpuDgwO9e/cmIiJCty0iIgI/Pz9atGih29a+fXs8PT31ypmT3Nxcjh49qnduAEOGDCExMZHz588bdbydO3fStWtXs271KKuKjo0hte2aqVevXrHWdT8/PywtLUlISKiU+laWgwcPEhQURL169XTbHn74YZRKZamv3Y0bN7h69Wqxn2UHDx7M6dOnuX37NlD2+465MTUu9vb22NnZ6W2zsbHB19e3xl0bhpgal7KqqdcLVGxsdu7cqTvv+4EpeYu532Mkia5lrly5QoMGDXBxcdHb7uvry7Vr18jPz9eV8/X1LbZ/8+bNi/VdMxfXr18nLy9P7ydzKKgzYFS9z5w5Q0xMTIl9tqZOnUqrVq3o2bMnb731Vpn7jlaXiojNRx99RJs2bejYsSPPP/88t27d0nu8tl8zUNA1RK1WG4yDOV8zhl47pVKJl5dXqTG4evUqQLH4+fr6otFodI+X9b5jbkyNiyGZmZlERUUVixXc+71lbsobl8jISNq1a4e/vz/jxo3j+PHjxY5fE68XqLhrJi8vj/3799OvXz9sbGyKPV7TrhlTmfs9RvpE1zJpaWk4OjoW2+7s7ExeXh6ZmZk4ODiUWM7JyclsEyJt33AnJye97dq/jek7vnPnTmxsbOjfv7/edkdHR6ZMmUKnTp2wsbHh6NGjfPLJJ1y9epUPP/ywnGdQecobm2HDhhESEkKDBg24dOkSGzZsYMyYMXz//fc4OzsDJV9bteWaycvL480338THx4eQkBDd9ppwzaSlpRWLARTEobQYlBQ/7TWhfbys9x1zY2pcDHnvvffIyspi3LhxetvL8t4yN+WJS6dOnRg6dChNmzYlISGBjRs38tRTT/H5558TGBioO35NvF6g4q6ZgwcPkpKSYrAhpyZeM6Yy93uMJNFmIj09vUw/8zVp0gSlUlmu5zI0wEtjoIN/SeWqcoCYMXHRKql+Za13fn4+u3fvJiQkpNibrnXr1rRu3Vr3d1BQEG5ubixdupTTp0/Ttm3bMj1HRajK2Lz11lu6/+/UqRMdOnRg+PDhbN++naeffrrU49SGawbgjTfeIDo6mi1btmBl9d+t1ZyuGWOV9bUrWkZ7Pym8vaz3nZrA2Gs6PDycTZs28dprr+Ht7a33WFnfWzVBWeIya9Ysvb9DQkIYPHgw69evJywsTLf9frpewLRrpkGDBgQFBRV77H66ZsrKXO8xkkSbiQMHDrBgwYJ7ltuxYwetWrUy+XmcnJxIS0srtj0tLQ1ra2vs7e1LLZeenm7wW3ZlMSYuRb+ZamnPo6z1PnbsGAkJCQwZMqRM5R955BGWLl3K2bNnqzQhqo7YaD3wwAP4+PjoTdlVm6+ZdevW8c033xAaGoq/v/89y1fXNVOS0l47Q11TtArHr0GDBrrtReNX1vuOuTE1LoUdOXKEBQsWMHnyZMaOHXvP8obeW+amIuKiZW9vT3BwMPv27bvn8c39eoGKiU1GRga//vorjz/+OJaWlvcsXxOuGVOZ+z1GkmgzMXz4cIYPH17pz+Pr60tSUhIpKSl6fYeuXLmCj4+PruO/r68vUVFRxfa/fPkyvXr1qvR6ahkTl9zcXKytrbl69aretHSXL18GKPMNLDw8HEdHR4KDg42vcBWqjtgUVvQbfm29ZrZu3UpoaChLly6lT58+plW6mvn6+hbrcpObm8v169cZMWJEiftp+ylevXpVL1ZXrlxBoVDoHi/rfcfcmBoXrdOnTzNjxgwGDBjASy+9VObnNfcW1/LGpShD95KaeL1AxcTmwIEDZGVllbkhB8z/mjGVud9jzPdKFJWie/fuWFhY6E1UnpGRwc8//6yXNAYHB3Pp0iW9m8GpU6eIjY012+RSqVTStWvXYpOw79y5E1dXV72f1EuSm5vLgQMH6N+/f5m7zezatQugTC2Q1aUiYlNYVFQUMTExeudcG6+ZXbt2sWzZMmbNmsWoUaPK/Lzmds307NmTo0ePkpycrNt24MABcnNzS33tmjRpQrNmzdi9e7fe9p07d9K2bVvdDAVlve+YG1PjAgUf3k8//TTt27dnxYoVZf4p39B7y9yUJy5FZWZmEhERoXe+NfV6gYqJzc6dO/Hy8iIgIKBM5WvCNWMqc7/HSEt0DRUbG8uZM2cAyMrK4vr16+zduxeAAQMG6Mr169ePRo0asWnTJgDc3d0ZPXo0q1atwsrKikaNGvHJJ58AMGHCBN1+/fv3x8/Pj1mzZvHCCy+gVqt5++236dChAz169Kiq0zTac889x7hx41i0aBFDhgzhxIkTfP311yxdulTvm2jRuGhFRESQlpZWYgvA3Llz8fb2pnXr1rpBYp999hl9+vQx+xuYqbHZuHEjN27coHPnztSrV4/o6Gg++OADPDw89BYjqW3XTGRkJPPmzaNjx45069aNU6dO6crWq1cPLy8voGZcM6NHj2bLli1Mnz6d6dOnk5SUxMqVKxkyZIhe68/ChQvZsWOH3tR/s2bNYs6cOXh5efHQQw/x008/ceTIET7++GNdmbLed8yNqXFJSkpi8uTJWFtbM2XKFL2f2ZVKpe7LWVnfW+bG1Lj88ccfbNy4UfdeSkhI4NNPPyUxMZH3339ft19NvV6gfO8lgNu3b/P777+X2Le5pl4zUJCraKebi42N5c6dO7q8RXs+Ne0eI0l0DXXs2DG9fp+HDh3i0KFDAFy8eFG3Xa1WF5vaZf78+djb2/Pee++Rnp5OQEAAmzZt0psP2crKirCwMJYvX85LL72EQqGgd+/eLFy40GxXngMIDAxk/fr1rFmzhh07duDh4cGiRYuK3VwMxQXQrWxkaIUogBYtWhAeHs4nn3xCXl4enp6ePPvss0ydOrVSzqcimRobHx8f9u/fz+7du8nIyKBu3boEBwfz/PPP6/UZrm3XzLFjx8jLyyMyMrJYK/Rjjz3GypUrgZpxzTg5ObFp0yaWLVvGzJkzsbW1ZfDgwcydO1evXH5+Pmq1Wm/bI488QnZ2Nh988AEbN27E29ubd999V28lMSjbfcfcmBqXy5cv888//wAwceJEvbKenp78/PPPQNnfW+bG1Li4urqSm5vLmjVrSElJwc7OjsDAQJYsWVJsbEBNvF6gfO8lgD179qBSqUpsyKmp1wwUfLmcPXu23jbt35s3b6ZLly417h6j0NyvHWmEEEIIIYSoJNInWgghhBBCCCNJEi2EEEIIIYSRJIkWQgghhBDCSJJECyGEEEIIYSRJooUQQgghhDCSJNFCCCGEEEIYSZJoIYQQQgghjCRJtBBCCCGEEEaSJFoIIYQQQggjSRIthBDCoEmTJvHkk09y+PBhnnzySQICAujduze7d+8GYPfu3QwfPpyAgAAGDhzI0aNHq7nGQghRdWTZbyGEEAZ17doVW1tbGjRowFNPPYWjoyOrVq3i6tWrjBkzhqioKMaPH4+FhQVvvvkmeXl5HDp0qLqrLYQQVcKquisghBDC/MTGxpKcnIy/vz9ffPEFSqUSgJSUFF566SWuXbvG5s2bUSgUAFy9epXVq1eTmpqKs7NzdVZdCCGqhHTnEEIIUcy5c+cAmD17ti6BBrhz5w4AL774oi6BBsjMzMTa2po6depUbUWFEKKaSBIthBCimHPnzqFUKunatWux7W5ubjzwwAN626OiomjRogVWVgU/cC5ZsoSFCxcCkJ+fz7Rp01i2bFnVVF4IIaqAJNFCCCGKOXfuHA888ADW1tZ628+ePcuDDz5osHybNm10fz/zzDPs2bOHW7dusWrVKvLz81mwYEGl11sIIaqK9IkWQghRzPnz53n44Yf1tuXk5HD58mX69++vtz0hIYHExES9JNrDw4Nhw4Yxbdo0AL744gssLS0rv+JCCFFFpCVaCCGEnri4OJKSkoq1OF+4cAGVSlVsu7b/dNHtrVq14sKFCyxevFj6Sgsh7juSRAshhNBz9uxZoHhSrN3u7++vt/3cuXNYW1vj5+en23b69GnWrVvHgAED+O677yq5xkIIUfVknmghhBAV6tatW4wZM4a33noLHx8fBgwYQHh4OJ6entVdNSGEqDDSEi2EEKLC3Llzh2eeeYbnnnuOLl264ObmxqOPPsqGDRuqu2pCCFGhpCVaCCGEEEIII0lLtBBCCCGEEEaSJFoIIYQQQggjSRIthBBCCCGEkSSJFkIIIYQQwkiSRAshhBBCCGEkSaKFEEIIIYQwkiTRQgghhBBCGEmSaCGEEEIIIYwkSbQQQgghhBBGkiRaCCGEEEIII0kSLYQQQgghhJH+P7Q2/A+TONl9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZLuo3WDc6f9KkScTHx7N27VoWLFjA33//zbJly0r9dU1UDxIcC3EDX375JU8++SQHDhwo8FxMTAwvv/wye/fupVatWowcOdL2XG7Zw7fffmvLWgCcPXuWF154ocTZvvPnz9u+QRW1aGr58uXUqlWLxx9/vFjXbN26NQMHDiQrK4vHH3+8QI3juXPnWL58ebncqzBeXl7MmTOHZ599lqlTp97w2FtuuYU2bdpgNBp56aWXbL/OBWunhQ8//BCAxx9/PN8mIGV5jeUhMTGRNWvWAMWvdywqOPb19eXo0aN8+OGHnD9/vlzHWdr5dRTl8X7bvn07K1assLWqMxgMzJw5k4SEBIKCgrjjjjvK9X65SvI+AGjTpg1Dhw4lOTmZRx99lP/++y/f82azmb179zJ58mSMRmOxx3Ej9pqbXDfLHBdVNgHWIP7MmTM4OzsX+oNdkyZNGDFiBG+//TbffPMNH330UaXV+gvHJTXHQtyAoihs27aNbdu24e3tTb169VCr1SQkJHD58mUURaFhw4YsWbIk32KmAQMG0L59ew4dOsS9995LcHAwTk5OnD59mtq1azNx4kTef//9Iu+b2/UArKu6o6OjMZvN+Pv78+ijjxZ6TkZGBi+//HKh7Z2K8uabb3LlyhUOHjzIqFGjqFevHr6+vsTFxXHlyhXq1atXaD1rae5VmLvuuqtYx6lUKt59910efPBB9u3bR58+fWjWrBlpaWm2RUkjRoyw1Q2Wx2ssjeeee87276SkJI4dO2bbqrq4Gd6iguOnnnoKk8nE6tWrWbJkCa1atWLSpEn07du3zOMuy/w6grK+3wCef/553nrrLVvW8OzZs6SlpeHi4sI777yTrw64PO6XV3HfB7nefPNN9Ho9u3bt4u6776Zu3br4+/vbFq4ZDAbAulNdebDn3MC190RhwXFKSgqxsbH4+PgUmu2NjIzEZDLRsmXLIgPzRo0akZGRwX333VesLc5F9SeZYyFuYPz48bzxxhsMGzYMf39/oqOjOXHiBCaTiR49ejB37lx++eWXAl+0NRoNy5cvZ/z48dSqVYuYmBj0ej0jR45k7dq1BAQE3PC+//77r+1PTEwMDRo0YPz48Tc8t0mTJkVuHFAUb29vVq5cyaxZs+jYsSN6vZ7Tp0+j0+kYPHgwM2fOLLd7lVWjRo346aefePTRR6lbty6nT5/m6tWrdOnShYULF9o6Z1yvtK+xNH7//Xfbn4MHD1KnTh3Gjx/Pjz/+WGj/4OsZDAZiYmJwdXWlUaNG+Z5zdXXl5ZdfZufOnXz//fdotVomTZpUrNKf4ijt/DqCsr7fwJoVX7RokW07YpVKRb9+/fj+++/zbThRXvcrC3d3dz7//HMWLVpEz549yczM5L///iMpKYmwsDAef/xx1qxZU6zuKMVhz7k5f/48aWlp1KtXr9CuMzfKGud9vqis85YtW1i8eDFt27bl119/tXUDETWbSnHU7Y6EEKKGOXLkCKNGjaJDhw6sXr36hsd+++23vPHGG+zfv7/MGfyaLDdDn7fTiLCq7nPz77//8vDDD/Pkk08yduxY+vfvzyOPPMLzzz9v76EJO5OyCiGEcBD79+8HKNDLddasWQB069aN2rVrc+rUKT788EPuueceCYyFKIUzZ84wceJEhg8fbtse/f7772fFihWMHz/+hj2/RfUnwbEQQjiA5ORkvv/+ewB69+6d77kmTZqwadMmfvvtN4xGIw0aNODZZ5/NV5suhCieK1eu8Pjjj9OmTRvmzJlje/yxxx7j22+/5bPPPivxxkaiepGyCiGEsKPjx48za9Yszp49S3p6Ol27duWrr75y2Pre6qa6lw6UhcyNqKkkcyyEEHZ0+PBhTp48Sd26dbn//vt56qmnJDAWQgg7ksyxEEIIIYQQOaSVmxBCCCGEEDmkrKIcHDx4EEVRSrXzjxBCCCGEqHjZ2dmoVCo6dOhww+Mkc1wOFEWhMqtTFEXBaDRW6j2rCpmbwsm8FE7mpWgyN4WTeSmazE3hZF6KVtlzU9x4TTLH5SA3Y9ymTZtKuV9GRgYRERE0bdoUNze3SrlnVSFzUziZl8LJvBRN5qZwMi9Fk7kpnMxL0Sp7bo4ePVqs4yRzLIQQQgghRA4JjoUQQgghhMghwbEQQgghhBA5JDgWQgghhBAihwTHQgghhBBC5HDIbhVnz55l3rx5/PPPP7i6unLHHXcwZcoUdDpdkedcuHCB/v37F/qcs7Mzx44ds32cnZ3N4sWL+emnn0hNTaVt27a89tprNG/evNxfixBCCCGEqDocLjjW6/U89NBD1K1bl8WLF5OYmMj8+fNJTk5m0aJFRZ5Xp04dvvvuu3yPKYrC448/Trdu3fI9Pn/+fNatW8e0adOoV68en3/+OQ8//DAbNmzA39+/Ql6XEEIIUdHMZjPZ2dl2uXdWVpbtb7VafjGdS+alaOU1NxqNBicnJ1QqVbmMy+GC49WrV6PX61m3bh1+fn4AODk5MWXKFCZOnEhISEih52m1Wtq3b5/vsb1795KamsqwYcNsj8XHx7N69Wpee+01Ro8eDUC7du3o378/K1asYMqUKRXzwoQQQogKoigKcXFxJCcn220MFosFjUZDbGysBIF5yLwUrTznxsnJiTp16uDt7V3mINnhguPw8HC6d+9uC4wBBg8ezPTp09m+fXuRwXFhNm7ciIeHB/369bM9tnPnTsxmM3fccYftsdxjtm/fLsGxEEKIKic3MK5Tpw5ubm7llkErCbPZTFZWFi4uLjg5OVX6/R2VzEvRymNuFEXBZDKh1+u5dOkSmZmZBAUFlWlcDhccR0VFce+99+Z7TKvV0rBhQ6Kioop9nezsbDZv3szAgQNxcXHJd/3atWvj4+OT7/iQkBA2bNiAxWKRn+yEEEJUGWaz2RYY16pVy67jANDpdBIE5iHzUrTynBtPT09cXFy4cuUKderUKdP1HC441uv1eHl5FXjcy8uLlJSUYl8nPDyc5OTkfCUVudf39PQscLy3tzfZ2dlkZGTg4eFR4nErikJGRkaJzyuNzMzMfH+La2RuCifzUjiZl6LJ3BTOEeclKysLi8WCi4uLLdiwB0VRbH/bcxyORualaOU9NzqdDrPZjF6vz5cYzXu/4vxWxeGC46IU9wXl2rBhA7Vr16Z79+4FnivsOrn/QaWVnZ1NREREma5RUtHR0ZV6v6pE5qZwMi+Fk3kpmsxN4RxtXjQaDUaj0S7lFNfLXWQl8pN5KVp5zY3RaMRkMnHmzJkij9FqtTe9jsMFx15eXuj1+gKPp6amFrveOD09nW3btjFy5MgCafWirq/X63F2dsbNza1U43Z2dqZp06alOrekMjMziY6OJjg4GFdX10q5Z1Uhc1M4mZfCybwUTeamcI44L1lZWcTGxuLi4nLDlqcVTVEUW/2oIwTpjkLmpWgVMTcajYaGDRsWmjmOjIws3jXKZSTlKCQkpEBtsdFoJCYmpkAtclG2bNlCZmYmw4cPL/T6V69eJTk5OV/dcVRUFI0bNy51vbFKpSp1YF1arq6ulX7PqkLmpnAyL4WTeSmazE3hHGle1Go1arUaJycnu9a05v5aXKVSlds41q5dy6uvvsoPP/xAmzZtyuWaZfXpp5/StGlTBgwYUKzjC5uX3L0Z5s+fzz333FOi+0dGRrJp0ybuvvtu6tevX7LBO5jy/pxxcnJCrVbj6upa6A+KxQ3AHW7lWa9evdizZw9JSUm2x7Zs2YLRaKR3797FusbGjRtp2LAh7dq1K/Bcz549UavVbNq0yfZYeno6f/31V7GvL4QQVY7BAH36YNHpsDg5YVGprv25/mOVCp2nJx06d0bn7l7kMRYnJyxqtfVvPz+YNQtMJnu/UiEq1NKlS/njjz/sdv/IyEg+/PBDLl68aLcxVHcOFxyPHTsWT09Pnn76aXbs2MG6deuYO3cuw4cPz1dWMX36dFq2bFng/MTERHbv3p2vVVteAQEBjB07lkWLFrFmzRp27drFc889B8BDDz1UMS9KCCEqi8EAvXvnD2adnLC4umLZvh2yssBiyX/O9R8X9lhRxygKWCwYU9KwzJ2Lxdn52n2dnbG4uUHfvtZxCSFEFeBwwbGXlxcrVqzAzc2NSZMmsWDBAoYNG8a8efPyHWexWApd2bhp0yZMJlOhJRW5pk2bxn333cf777/PxIkTMRqNrFixQnbHE0JULSYTzJyJxcfHmsFVqbC4uWEJD88fzFosgIpUnRcmtcb25/qPC3vsZscYNda6Pq2lkF3ZTCbSTCos27ZZg3O12vp3SAjMni1ZZlEq06ZNo0OHDpw7d47HH3+cDh060Lt3bxYsWIDRaLQdd+HCBcLCwli2bBmffPIJffr0oU2bNtxzzz3s3r27wDXz7omQa8mSJYSFhdk+DgsLIyMjg59++omwsDDCwsIYP378DcebkJDAK6+8QufOnenUqRMvvPACV65cKXDc0aNHefHFF+nXrx9t27alX79+vPTSS/kyxGvXruX5558H4MEHH7SNYe3atQDs2rWLiRMn0qtXL9q0acPAgQOZNWsWiYmJxZhZkcvhao4BGjduzPLly294zIIFC1iwYEGBx8eNG8e4ceNueK5Wq2XKlCmy4YcQomoxmWDOHCxLloBeb83aXk8Bk9r6pT1T64ar0dpi0uCsw9OQfzHy9R8X9thNj7GYSNV52e6T974GZx0eWWl5xqaAwYD5zFmYM8f6R6eDunVRjx8PM2aAxiG/LQkHk52dzcSJExk5ciSPPvoo+/fv5+OPP8bDw4Nnn30237GrVq2ibt26TJ8+HYvFwueff87jjz/OypUr6dChQ4nu+9133/HQQw/RrVs3nn76aYAbtn81GAw8+uijJCQk8OKLL9KkSRO2bdvGiy++WODYixcv0rhxY+644w68vb25fPky3377LSNHjuSXX37Bz8+PPn368NJLL/Hee+8xa9YsWrVqBUDDhg0BiImJoUOHDowaNQpPT08uXrzIF198wf3338+GDRtwdnYu0eutqeSrkBBCODKDAYYMwbJnDxiNBQLi6wPhvAFp3iDWIyuNNK07Hsb0gvdQqwuWTVz/2A2OKSqg9shKzzc+F1MWWlMWTuR5DXmD5TfeAB8f1M8+a61flkBZFCE7O5tJkyYxdOhQALp3786xY8fYuHFjgeDYbDbzxRdf2LoX9OzZk/79+7N48WK++OKLEt23ffv2qNVq/Pz8aN++/U2P/+mnnzhz5gz/93//x+DBg3FycqJnz55kZWXx/fff5zt2yJAhDBkyJN+4+/TpQ48ePdi4cSMPPvggfn5+NGrUCICmTZsWGMN9991n+7eiKHTo0IGuXbvSt29fwsPD6d+/f4leb03lcGUVQghR4+Utl8hbK6wo+UobjBoXNBYTGosJT4MejcVkDYKdr+uioFaDWo2HxYi6d2/UmZmoFeXaH7M5/8eKgiE1lYMHDmBITy/yGLXZjDo7G/WsWRAcDNf3D1WRb3xaU1aB8QPXgmVFuVa77OKCxa+WLPKzJ5MJ3ngDy6BB1h9cHOj/QaVSFSiDCAsLIzY2tsCxgwYNytfWy8PDg759+7J///4K35Rj7969uLu7F1jwf/0GZWBtDvDOO+8wcOBAWrZsScuWLenQoQMZGRnF3iH46tWrzJo1i969e9OyZUtatWpF3759AUq0y3BNJz+WCyGEozAYYPBgLDt35snSqkjVeeJqzMCidkJrsjbLz5utNaO6FmBqNHhoFNQ9+sCmTdayhYqk0cCcOajnzCnW69FYTPnGn5tZzn1tttpliwVzcjLMnQvvLEL98hTJJle2t97CMucNDjZoS4c/37Bm02bNsveoAGsrvev72Gq12kI3k6hdu3ahj+XuilvYrrnlJTk5udAtvQsb0+TJk9mzZw9PP/00bdq0wd3dHZVKxRNPPFGsTTIsFouthOPpp58mNDQUV1dXFEVh9OjRsglJCUjmWAgh7ClvizXbYrprGeI0F3dbVjg3MDaTp1enTodTk8aoX3/dmsXNzkadkQFbt1Z8YHwzOh1s334t65ydjXrGDPD2hpx+o7mZZa0py7bQz5ZRViwoQJpZZc0ma7XSMq4SWXbu5GCDtsy+93UONmhr/SGnCips8duVK1fybfyl1WrzLebLlbetbGn4+Phw9erVm44pNTWVbdu28dhjj/HEE0/QvXt32rZtS1hYGCkpKcW616lTpzhx4gRTp05l/PjxdOvWjbZt2+bb00EUjwTHQghhD7kt19zc8pRNWDOpcd4BtqAxt1bYRqPBydcX9cyZ1mAzMxN1VJS1+4OjZ1U1Gpg7F3VyMmqLJX+wDPl+CMgtvUh38cAjO2exX96yC1dpEVfR1D170uH8EWb/OIcO54+g7tnT3kMqlc2bN+fLmqalpbF161Y6d+5s23iifv36XL16NV/QajQa2VnIDwRarRZDMT/vunXrRnp6Otu3b8/3+MaNG/N9rFKpUBSlwNbGa9asKVD6kXvM9WPI3eDi+musXr26WGMV1zj4V1IhhKhGTCaYOxfLV19BTEy+Fmt5F9MFpsQR51mHwNQEAFutML/9Zv9scHnKDZbnzs0/N+fPozGbckovVJjUmgJlF2kqZzy2bQM3d9S9bqt+c+MIpk9HDXTYuRP1o7Ng+nR7j6hUnJyceOSRR3jkkUewWCwsW7aMtLQ0Jk2aZDtm6NChLF68mBdffJHHHnuMrKwsVq5cWWhNcmhoKPv27eOvv/7C398fd3d3mjRpUui977rrLr788ktmzpzJ1atXady4Mdu3by8QdHt4eNClSxeWL1+Or68v9erVY9++ffzwww94eXnlO7ZZs2YAfP/997i7u+Pi4kL9+vVp0qQJDRs25N1330VRFLy9vdm6dSu7du0q6xTWOBIcCyFERcttwbZoUZ5MpzXoy9tiLXcxnUd2BoFpV8ocECuKQlJqFpeTMkjUZ5GUaiAp5299upFMg4mMrGwyDCYys0xkGc1YFAVFUbBYFExmC2p1LFpnJ7QatfVvZzUuWg1eblo83bR4eWjxctfi7a6lto8rdXzd8Pd1xU1XwpZReWuXc+frww8hJcVap5ynZVzejhxpzq54bN8O7u4QHCwt4cqTRgOzZlX5XzGPGzeOrKws5s2bx9WrV2nWrBlLly6lU6dOtmMaNGjARx99xP/93//x3HPP4e/vzyOPPEJiYiIffvhhvuu99tprzJkzh5deeonMzEy6du3KypUrC723q6srX3zxBfPmzeO9995DpVLRs2dP3nvvPcaOHZvv2HfffZc333yTd955B5PJRMeOHfniiy948skn8x3XoEEDpk+fzldffcWDDz6I2Wy2bUP96aef8uabbzJr1iw0Gg3du3fnyy+/pE+fPuUzmTWESlEKa5QpSuLo0aMAlbbve0ZGBhEREbRo0cJWLyWsZG4KJ/NSuAqfl9xs6OLFkJwMUHiAl9tiTaUCnQ51t24lWkxnzDYTE5fK2dgULl5OI/ZKOpeupHPpajpZxopdjV8UD1dn6vi5Ub+OBw0DPGmQ8yeotjsapxKEW7mL+nbsyNPGToVJ7VSgj7JZ7YSTxYK6UUM4caJCMsmO+F4yGAycPXuWxo0bo7Nj9txsNmMwGNDpdLZyBXu6cOEC/fv3Z+rUqUyYMMFu43C0eXEk5T03N3svFDdekx+thRCivBWSKc4tDSgsS+yRnVnsLLEx20zkhWRORCcRdTGZs7F6Ll5Ow2IpPM+hVoGftyt+Xi74eurw89Lh66XDy12Lu06Dm84ZVxcNrjoNLs5OOKlVqNUqDAYDUVGRNG3aFCeNlmyThaxsM8ZsM4YsM6kZRvTpRtvfyalZXE7KJCEpg7TMbOufiymcuZh/MZHGSU1wkCfNGvgS2tCHZg18qR/giZNaVej4bYv6ritJsdZjp5Oq87rWP9litv6gce6cZJKFEKUmXy2EEKI8GQzQvDmWc+cA8gVv5LQxM6qd0Vqy8VCyUffpc8MscVpmNkcjr/Df2auciE4k8kIKJrOlwHGebloa1/WiYYAnQf7u1K3tQVBtd+r4uuGsKfkvxjMyVFx11+Dv41riDGmGIZvLSZnEJ2ZwPj6VmPhUzuf8MRjNRF5IIfJCCptydvDVaZ1oHuxHm5DatG1am6YNfApml/OWXeTJJudtCZcvk2yxYI4+B3PeQP3llxWWSRZCVD8SHAshRHnI3cluxw6wWApkigHMKjVOigWtVoP65WmF9u01mS2cikni0KnLHDyZwKmYJK5PCvt4uNA82JdmDXxpUs+bxnW98PPS2Var25ubzplGQc40CvKia6tA2+MWi0JCUgaRF5I5FZPM6fNJRJ5PxmA0c+jUZQ6dugxYg+UWwX50CKtD5xYB1K/jkf+15WaTc+d81y40pptkkj29UL9a+JyL6ql+/fqcPHnS3sMQVZB8hRBCiLLILaFYsCCn964Ko8Ylf6bYSYvWbMTJxxv1c88V+DV/hiGbf08msOdoHAci4kg35O/hW8/fgzZNa9Mi2I8WwX4E1nJzmEC4JNRqFYG13Ams5U7PdvUAMFsUzsencizqCkejrnA08iqpGUYOnrrMwVOX+d+G4wTVcqdzywC6tAigdUjta5lwnQ62bbOWXOT8HxSVSTYqKrRz58KHHxb6fyCEELnkK4MQQpRGgcV21pZsKsViC8hsmWJnJ9TTZ+bLWqZlGPn76CV2H73E4dOXyTZdK5XwdHOmXTN/OoTVoX2oP3V8HWPhV0VwUqsIDvIiOMiLYT2bYLEoxMSncuT0ZQ5ExHM06iqXrqazYccZNuw4g7tOwy1tgritfT3aNfO3ll/ktoR77bUCmeTcH1S0ZusGD+YUvZRaCCFuSIJjIYQoqevqivO2ZFO41n3CSeeCesq1bY+N2WYOHIll278X2P9ffL7a4aDa7nRvHcQtrYMIbeRb9AK1ak6dJ1i+s1cImVkmDp26zP7/4tgfEU9yahZ/7j/Pn/vP4+nmTPc2dendsR6tm9RGXUgmOXfnPSm1EEIUl3w1EEKI4rquhCJv0JW7k52HMd26acdMa6ZYcXLiVEwSm/fGsOvwxXwlE8FBXvRsX5dbWgfRMMCzSpZKVDRXFw3d2wTRvU0QZotCxNmr7Dh0kb+PXCI5LYvNe8+xee85AvzcGNC1If06N7Bm2nMzyc2b43ndDzEeWWkoQLpai8fcubBoUb4fYoQQNZt8FRBCiJsp0JrNWlecb7Gd2gkPYwbqRo3gxAnSFSe27T3Pb7ujib507bha3jr6dKxP7471aVzX2w4vpupyUqtoHVKb1iG1eeKuNhw7Yw2Udxy6SHxiBqt+O8E3v5+gfTN/Bt3SiFtaB6GJjESdU/6iSU62LdrLV/6SZYS581B/9ZWUWgghJDgWQogbMplgwAAs27eTd1c720Kv3MV23l6on3uOs48+x4afIwg/dNG2AYezRk3PdnUZ0LWh9df/NbRkojw5Oalp18yfds38eWxEa3YfvcQf+2I4EnnFtpivlreOod2DGTxlOj4zZ163aO/awkkni5k4rwACz50DPz/UU6fKgj0hajB55wshRFHy1Bab1BqueNYmMCUuXwmFVqXAjJn8O+Yp1u08y+EPdthObxDgwZBbgunbuQGeblo7vpDqTafV0LdTA/p2akDc1XT+2BfD73vPcTXFwNe/nWD1llP0bF+XO594iWa5i/Z27EBrysr3/wo5WWRZsCdEjSbBsRBCXO+6nsW5GcbAlDjiPOsQmJqAh9mAqW9//pr9CT/vjuHCF/sB64KyHm3rckePxrRs7Cd1xJUssJY7DwxtwZiBoew6HMvGnWc5GZPEtn8usO2fC7RtWptRn31PuwaeqFq0QHPuHIEp8fmyyLJgT4iaTd7tQgiRl8EAQUFYctqz2XoWY60rDkxNwNikKb99toGfdkaT+PN/ALjpNAzq1ojhtzWp1q3XqgpnjRN9OjWgT6cGnIpJYsPOM+w4eJEjkVc4EnmFpvW9Gbl2B7es/QzVu4vQGgwFS2ZQo507D3V4OPzxhwTI1cS0adPYt28ff/31l72HUmYXLlygf//+zJ8/n3vuuadCz7106RLLli0jPDyc+Ph4dDodzZs3Z9SoUQwfPjxfIiD32rk0Gg0eHh7Ur1+fTp06MWrUKJo1a5bv+nv37uXBBx+0faxWq/H29qZ9+/Y888wztGnTpkSvryzknS6EEHBdJwpzgUVbRo0LZpWa30dO5KfmA0j+1brzVm0fV+7qHcLArg1x0znb8xWIIoQ29GXy/Z0YP6QF68Kj+H3POSIvpLBg1b/U8+/NfTse47YpD6HZvj1fb2RnU5Y1i7x9O3h5WTtaTJli75cjhE2dOnX47rvvaNiwYYXe559//uGpp57Czc2NCRMmEBYWRmpqKps2beLll19m69atvPvuu6jV+bd9Hz9+PMOGDcNisZCamsp///3Hjz/+yNdff81LL73EI488UuBeL730Et26dcNkMvHff//x0UcfMX78eNatW0dwcHCFvs5cEhwLIYTBAK1aYYmOBlSkubjn61mssZjY2PVu1t0yklQ0kGYkwM+NUf1D6de5wbUd24RDq+PnxhN3tWHMgFA27DzDxp1nuXg5nUXfHmLNHbMY1/0gXRdNs/VGzvfDUbYF7dx5aLdtg3fese8LESKHVqulffv2FXoPvV7PpEmT8PT05Pvvv6d27dq25wYMGEBYWBjvvvsuLVq04Iknnsh3blBQUL7x9e7dm0ceeYRnn32Wd955h5CQELp27ZrvnEaNGtnO6dy5M15eXrzyyiusX7+e5557rsJeZ17yFV0IUbMZDOiaNMESbV10l+bibltwZ1Y7saNlb556/mtW3jKWVDQE1XbnhbEd+HRafwbf0kgC4yrI28OFB4a04H8zBvLAkOa46zSci0vlLWNTpizYzL9dh+Bh0NuyyABaUxZGjRb1jh00e+aZnK3CRUVbsmQJYWFh/Pfffzz77LN07NiRTp06MWXKFBITE/Mda7FYWLZsGUOGDKF169Z0796dqVOnEhcXd8N7PPTQQwwZMgRFUfI9rigKAwcOtAV8Fy5cICwsjOXLl/PFF1/Qr18/OnTowJgxYzh06FCB6/7555+MGTOGjh070rNnTyZMmMDBgwcLfX0nTpzgueeeo1OnTnTt2pX58+djMpk4c+YMEyZMoEOHDvTr149ly5blOz93TGvXrrU9du7cOV599VUGDRpEu3btuO2223jqqac4efLkTee7MGvWrOHq1atMnjw5X2Cc6/HHH6dJkyYsX76c7Ozsm15Pp9Px5ptv4uzszBdffHHT41u3bg3AlStXSj74UpKv6kKImslkQjN3Lh1694YUPXHeAWgsJjyy0kh18eBwo3ZMeuQjPu33BEmKM4G13Hjp/o58MrUf/bs0tG5bLKo0N50zYwaG8flrAxk9IBSd1onIWD1zej7Fa1NWcrpBi5yg2Bog28os/vkHXUCgdaGeAwfJiqJgyDJV3h+jCYPRbP37uueuDzxL6tlnn6Vhw4YsXryYSZMm8eeffzJhwoR8wdjs2bNZtGgRPXr04JNPPuH5559nx44djB07tkAgndeDDz7I2bNn2b17d77Hw8PDiYmJYdy4cfkeX7VqFbt27WL69Om88847ZGRk8MQTT5Cammo7ZsOGDTz99NN4eHjwzjvvMGvWLPR6PePHj+fAgQMFxvDCCy/QvHlzlixZwqhRo/jyyy+ZP38+zzzzDH369OGjjz6iW7duLFq0iM2bN99wrhISEvDx8WHy5Ml8/vnnvP766zg5OTF69GjOnDlzw3ML8/fff+Pk5ETfvn0LfV6lUtGvXz+Sk5M5fvx4sa4ZEBBAq1atOHjwIKabvIcuXLgAQOPGjUs28DKQsgohRM2T07tYk9O7OM3F3daJ4qpXbb7o/TCnA0MB8PbQMnZgGINvCZYscTXl4aZl/NAW3HlbE3746zS/7jrLcZMnU0a9Rb9z+xj3+1JcTC75yyxMFoderKcoCq98uJOI6KKDwsrUItiPt5/tWeruLQMHDmTq1KkA9OzZk1q1ajFlyhQ2bdrEnXfeSVRUFN999x33338/M2fOtJ3XsmVLRo0axYoVK3jxxRcLvXbfvn1p0KABX3/9Nbfeeqvt8a+//pqGDRvSq1evfMe7u7uzdOlSnJycAGvd76hRowgPD+eOO+7AYrGwcOFCQkNDWbZsmfWHFIOB/v37M2TIEBYtWsTq1avzXXPMmDG2+ttbb72VXbt28fXXX/Phhx8ycOBAALp27cq2bdvYsGEDgwYNKnKuunTpQpcuXWwfm81mevfuzbBhw/juu+949dVXbzrfecXGxuLn54ebW9ELjevXr287trhlHnXr1uXQoUPo9Xo8PDxsj1ssFkwmk63meMGCBTRt2pR77723ROMuC/lKL4SoWQwGaNYMy/bt+coozvk15OvbxjN9zFucDrRmEccODOOzVwcwrGcTCYxrAG8PFybc2ZpPpw2gTyfrN/u/GnVl4mOfsqHD7ThZzAXKLCzbt8OAAQ6dQa4Ohg8fnu/joUOHotFo2Lt3L4Dt77vvvjvfcW3btiUkJKRAVjgvtVrNAw88wLZt24iNjQUgJiaGHTt2cP/99xcI6Pv06WMLjAGaN28OwMWLFwE4e/YsCQkJjBgxIt8CNXd3dwYNGsThw4fJzMwscM28QkJCUKlU+QJzjUZDo0aNbPcpislk4tNPP+X222+ndevWtGzZktatWxMdHU1UVNQNzy2t3N8MlOSHn6J+m/Diiy/SqlUr2rVrx3333UdaWhpLly7Fy8urXMZaHI71o64QQlSU67pR5HYk0JqyWHXr/fzc6U6ynHWoVDD4lmDuHxSGr5dsAFET+fu6Mvn+Tgzv2YTl64/x39lEvus+ls1tB/HI9i+5JXIvLkV1s3CQnsgqlYq3n+1p26WxMpgtZgyGLHQ6F5zUTvmec9E6lannt7+/f76PNRoNPj4+JCcnA9j+rlOnToFz69SpYwt6i3LvvffywQcfsHr1al566SVWrVqFTqcrNFvp4+OT72Ot1rrBT1aWteVjUlJSoWPOHYvFYkGv1+Pq6mp73Ns7/1byzs7OuLq64uLiUuDxtLS0G76WBQsWsGrVKh5//HG6dOmCt7c3KpWKGTNm2MZYEnXr1mX37t1kZGQUmT3ODdiDgoKKfd3Y2Fi0Wm2BoHfKlCnccsstGAwGdu7cyWeffcYzzzzDmjVrbHNd0ez/DhZCiIp23RbQcd4BBKbEsb9xZz7vO4E4H+sX9JaNfHjinnaE1Pex63CFYwht6MuCZ3ry99FLfLnxOHHAe7e/RNtzh3lg1yrqJcUW6GbhSGUWKpUKnUvljcNsVoHFhE6ryZdZLQ+XL18mICDA9rHJZCI5OdkWqOb+nZCQQGBgYL5zExIS8PX1veH1PT09ufvuu1mzZg2PPvooa9euZdiwYaXKVube6/LlywWeS0hIQK1WV2gWdP369dx111289NJL+R5PSkoq1X1vvfVWdu7cydatW7njjjsKPK8oCn/99Rc+Pj60atWqWNeMj4/n+PHjdO7cGc1175UGDRrYehp36dIFnU7H+++/z8qVK5kwYUKJx18a8ntCIUT1VkgZhbPZyKx7ZjPv7hnE+QThh5HJY9uzYFIvCYxFPiqVdcfDj6f244GhzXHWqDnSqB3TR7/Jz53uJNXFWispZRYVa8OGDfk+3rRpEyaTydYG7JZbbgGsgWFeR44cISoqyvb8jYwfP56kpCSee+459Ho9DzzwQKnG2rhxYwICAti4cWO+0oGMjAw2b95M+/bt82WNy5tKpcLZOX/P9W3bthEfH1+q640aNYpatWrx7rvvcvXq1QLPL1u2zNZV4/r7FsZgMPDaa69hMpmKFew+9thjNGrUiM8+++ymWfPyYv8fbYUQoqLYdrtLwahxQWMyEt78Nlbc9iAGrSsas4luLTx5fHRfavlWXj2bqHqcNU6MGRBG1+a1WLL6AKcvwfe3jCa8eS8e3f4F3aL22jpbaLdvRz1ggMNkkKuDLVu24OTkRI8ePTh9+jQffPABzZs3Z+jQoQA0adKEMWPG8PXXX6NWq+nVqxcXL17kgw8+ICgoiIcffvim92jcuDG33XYb4eHhdOrUyVZLXFJqtZqXX36ZKVOm8OSTTzJq1CjS09P5+uuv0ev1TJ48uVTXLa4+ffrw008/0aRJE8LCwjh+/DjLly8vkFEvLi8vL5YsWcJTTz3FPffcw4QJE2jevDlpaWn8+uuvbNiwgdtvv53HHnuswLmXLl3i0KFDtk1AIiIi+PHHH4mNjWXatGn06NEDg8Fww/s7Ozvz4osv8sILL/DVV1/x9NNPl+p1lIS8a4UQ1VOewDjOOwCjxpkPBz7DybrWb3jNr57lsVfvJS0tAddK/NWzqNoC/Ny4v09tUpVafLXpFHEE8taIV+kVEc4TWz/Dw5BGmosHHtvDUTdrBhERoJPa9bJasmQJS5Ys4dtvv7W1Dps+fXq+GtTZs2fToEEDfvjhB7755hs8PDy47bbbmDx58k3LKnLdfvvthIeHlzprnGv48OG4urry2WefMXnyZNRqNe3ateOrr76iY8eOZbr2zbz22mtoNBo+++wzMjIyaNmyJUuWLOGDDz4o9TU7derE+vXrWbZsGV999RVxcXG27aPfeeedAttH51q5ciUrV67EycnJtn103759GT16NE2bNsVsLl5N/NChQ/niiy/48ssvGT9+PJ6enqV+LcWhUsrafFBw9OhRgErb9zsjI4OIiAhatGhxw9YqNZHMTeFq1LyYTDB3LpaFC8GQRbKrF7+2H8oPXUdidtLgaszgIc+rDJ39JAZTds2ZlxKqUZ8zJZB3XlA7882mCDbsiMKiUuOdnsyj2/9HnxPh1gA5Kx21jzdculShAbLBYODs2bM0btwYnR0DcbPZjMFgQKfTlVvN8ZIlS/jwww/ZvXs3fn5+5XLNG5k0aRKHDh3ir7/+KlaJQHFUxLxUF+U9Nzd7LxQ3XpN0iRCi+rhu4d1/QWF81v8JztZpAkDXmINM/PAFagf45Bx/892chCiKm86Zx+5uS8+2QXzw7gYuuNfi/25/iT1Nu/P0Hx9b2wQmp6AOCqrwAFmUntFo5Pjx4xw5coQtW7Ywbdq0cguMRdUkwbEQonrIExinuHrza7uh/ND1XkwaZzwz9Uzcs5Keu35GVYELYUTN1DzEnw/eHce3c75kbVYddod253j9ljz9x8c0TogmMDke/PxQT50KM2ZIHbKDSUhIYOzYsXh4eDBmzBjGjx9v7yEJO5N3qBCi6ssTGJ+r1ZBPBjxFRL2WAHSJ2sekExvwPbRPMneiwmhdXXhowZPcGhnPB2+u4ZxfAxbc+SoDjm7hsW3Lccq2oJ3zBupt22ShXglMmjSJSZMmVeg96tevz8mTJyv0HqJqkVZuQoiqLScwNm/fzi/tbufl+xcSUa8lrsYMJv2+mJnJu/A99q8ExqJSNGsawP8teZR7j/yCSrHwR5uBvPjAe0TXbiit3oSoIiQ4FkJUXTk9jPV7DjD/zml81v8Jspx1tLpwnMUrnmdQbTMqydKJSubs4cbDGxbz5o6Pqa2/zCXfurwydgHrOt1JprNOAmQhHJwEx0KIqimnVdt/WTpeGP9/7G16CxpzNg/uWMm872cQ2LGl/Ppa2I9OR5vdm1hyZg09T+zAonZiVY9xzLlnFhd96lZIgCzNp0RNV17vAQmOhRBVj8GAJagu3zfrz6tj3uSyVx0Ck+OYu+Z17t2/Fk3vXhIYC/vTaPD4/Remph/ghU3v42rMIKJeS165bwE7Q3tg2R4OzZpZf9Arg9zOChkZGeUxaiGqrPT09EJ3CCwp+c4hhKg6cnoYJy5Zynv9n+dwo/YAdIncx0u//R9uTqB+fZZ0BBCOQ6NB9ccf9B8wgBYrX2TB8Fc4W6cJ7wx7mRP/rOeR8BU4l7HVm5OTEz4+PiQkJADg5uZW6IYMFc1sNpOVlWUbk7CSeSlaecyNoiiYTCb0ej16vR4fH58yz7N89xBCVA05C+/+OxXH26PeItGjFi7ZBh4K/4rbD2/CqRI2WxCiVDQa+OMP6g4YwDvfTuWLXo/wS4c72NDpTk4HNmPqxnfwL2OAnLs1cG6AbA8WiwWTyYRGo0Gtll9M55J5KVp5zo2TkxNBQUF4e3uXeVwSHAshHJ/JhDJgABuT3Vg++k3MThrqXz3Pc78vISzudKXsQiZEmeQEyC5z5/LEwoW0vPgfSwY9y4l6LXj+wfeZ8ssi2pehF7JKpSIoKIg6deqQnW2fzW0yMzM5c+YMDRs2xFX6idvIvBStvOZGo9Hg5ORUbr8xkeBYCOHYTCYMA4fwkWsHtnXqA8CtJ3fx6PYv8E+7ijq4EURESGAsHJ9GA3PmoH71VXoFBdH46ym8NeJVLtSqz5x7Xmfcrm+4d84bOJWhF7KTk5PdfnVvsVgAcHFxses21o5G5qVojjo3kt8XQjgug4HY9t15ucEwtrXsg9pi5tFt/+OF3xfjn3YFde9ecPq0BMaiatHp4NIlGpDOe6sm0/f4VixqJ1beNp5Ft08mc9duafUmhB1JcCyEcEwmEwd7j+Cl3i8Q7d8Y7/Rk5v4wi6FHfsfFlIW6d2/pSCGqrpwA2bV+EM///gETti3HyWxiZ/OevHzfQuL+/Q/mzrX3KIWokSQ4FkI4HCU7m433TWb2rU+SrvMgLPYE/7fqJULjItGajBIYi+pBp4PTp3Hq3Zs7/93AzHXz8MpI4Zx/MJPHLeLwip9h9mzJIAtRySQ4FkI4FFOWkY8nLGBpw35Y1E70Pf4Xk35bQq20RLTOamurNgmMRXWRs1BP3bs3Hc4dYtqGt2kSH4XezZtZd8/il5/2SomFEJVMgmMhhMPQp2Qwa9Jn/ObfFpVi4aHwL5mw7X80SI4FnQ51YqI1kyaBsahO8gTIrS5G8MaPs+l1IhyL2olPBzzFZ4RgHjBQAmQhKokEx0IIh3D+YhJTXlvDUc8G6IyZTP95PvccWAcqNaBYW1zJwjtRXeUGyH374GlI49nNH/HAzq8B2NDpTt7y7k7mG2/ad4xC1BASHAsh7O7oqXheXriZSy4++KcksPDbV+h6Zj9GjQueBr21xnjmTHsPU4iKpdHA5s2oe/fCxZTFiH83MGXjOzibjOxr2o1p0d5cjU+29yiFqPYkOBZC2FX4gRhmfbKTdI2OkPgo3v1mCo2uxmDUuMjiO1Hz5Cmx0Jqy6HDuMPPWzMQzU88Z/8ZMnrWWMzPflhILISqQBMdCCLtQFIUf/zjJO98exKTW0C1yD2999yqZztZdkrRYZPGdqJnyBMgeWen4ZKTw7qop1L96nqsetXgluRH/3DNBAmQhKogEx0KISme2KHzywyG+3HQCgDsO/sIrGxaiMxlxN2YCoJ7+qiy+EzVXboAc3IjAlHh8M1J4e/U02p47jEHrytwmd/LXrI/sPUohqiUJjoUQlcpgNDH/i71s2hODSrHwcPgKnti6DCfFIjXGQuSl0UBEBOrgRmhNWWjNJmb+NJdbT+3C7KTh/7KCWbslwt6jFKLakeBYCFFp0jKzmbX0b/b+F4+zycgTfy3j7gM/AUiNsRCFydkoJLcG2eis4+WNixhwdAsAX/x2iuXTlmExZtt5oEJUHxIcCyEqRVKqgekf7yQiOgl3Qzozf5rH0MObiPMKAKTGWIgiXVeDnOAdwKQtH/Hw9i8AWJddh/dmfk22yWLngQpRPUhwLISocPGJGbzy4U7OxurxyUhm9to5tDt/BBVIjbEQxXFdDbJR48Jd//zMU1s+wclsYrvJj7nL/sZglEV6QpSVBMdCiAoVE6fnlSU7uHQlnTr6BBasnkZo3CkAqTEWoiSuq0FOd/Fg6NHfmfzre+iMmRyMvMrspX+TYZASCyHKQoJjIUSFORWTxLSPdnFVb6DBlRgWrH4VlUUBcmuMs6TGWIiSyFOD7JGVTpqLBz1O/81zvy/B3ZDO8egkXvtkF6kZRnuPVIgqS4JjIUSFOBp5hRmfWr9JN4uPZPrPC3DJziJQH0+cd6B18V1wsATGQpRUnhILj6x04rwC6HH6b2b9NBfPTD2RF1KY/tFOklIN9h6pEFWSBMdCiHJ36FQCsz/fQ2aWmXYJJ3nj+xnUTYnFPSuNNBcPAlPiUQc3gogICYyFKI3cEgsfbwL18QCEXTrBS7/+H75piUTHpfLqhzu5nJRp54EKUfVIcCyEKFf/nkhg7vK9GLPNdE4+w4xvZ6J39QYgW+OCR1Ya6t694PRp66+IhRClo9PBpUvg6kqqzot4rwA6njvInB9n469P4OKVdKZ9ZK33F0IUnwTHQohycyAinrn/24vRZKFb7FGmrZiKUaOVUgohKopOh3rqVDwNqbYMcqOrMbzxw2zqJl0kISmTaR/u4OLlNDsPVIiqQ4JjIUS52HvsEm9+sReT2UL3i4d5+fs3UFRO+Uop0LlIKYUQ5W3GDNSzZoLGGaPGBYC6ybFMX7eARlfOkZiaxfSPdxErAbIQxSLBsRCizHYfjWX+iv2YzAo9Ek8xZc1crnrWQmvKQgUoKuuXGvXUqVJKIUR502hgzhzUr01HazJi1LigAM5mI3PXzKTRlRgS9QZe/XinBMhCFIMEx0KIMtl1OJYFXx3AbFHopUlk8opXMTjrCEyJs+1+56nKtu5+J72Mhag4M2ag7t0LrSmLeO9AAvXxeGfqmbrhbRpeiSFRn8X0T3YRe0UCZCFuRIJjIUSp7Tl2iYVfH8BiUeirucoL/zcRs5PmWimFPsFaE5mYKLvfCVHR8mwznbuLngL4ZKQwd80sGiSe52qKgdc+3iWL9IS4AQmOhRCl8s+JeN7+yhoY99EkMumdJ3DKzrqulEKRUgohKlNugNy3D1qTkXQXDzyy0jBodcz7fiYN9HFcSTEw/ZNdxF2VAFmIwkhwLIQoscOnL/PWF/swmS30aB3Acx9OIsPF3VZGYd0WOlW2hRbCHjQa2LwZde9etk1CAlPicDNmMvebadTPvMqV5Eymf7KL+MQMe49WCIcjwbEQokT+O3vV1q6ta4s6TJk7DqeMdDwNegLytmzr20datglhL3l20ctt8eZsyiLLWcfcr16mniGRy0mZzPz0bxL1spOeEHlJcCyEKLZTMUnMXraHLKOZDs1q88qqGajPnrVljLM1LgSmxFk3+di8WQJjIewpZxe9vJuEBKbE4ZGVztyvXiYgK4VLV9OZufRv9OlGe49WCIchwbEQoljOXExh1me7ycwy0SakNtMv/YFm21bSXNxlkw8hHFUhm4RoTVloTdm88fVU/FRGYuJSmb1sNxmGbDsPVgjH4JDB8dmzZ5kwYQLt27ene/fuzJs3D4OheL/2SU5OZvbs2fTs2ZM2bdowePBgVq9ene+YsLCwAn969OhRES9FiGrh4uU0Zn32N+mZ2bRo5MvMuD/QvvUmRo1WNvkQwtFdt0mIAqgUC4EpCcz55lU83Zw5fT6ZN5bvJSvbbO/RCmF3DvcdTK/X89BDD1G3bl0WL15MYmIi8+fPJzk5mUWLFt3w3PT0dMaPH4+LiwvTp0+nVq1anDt3juzsgj8Njx8/nmHDhtk+dnZ2LvfXIkR1cDUlk5lL/yYlzUhIfW9ev7oNl7lzAAVtzjHSmUIIB5a7SYhKhXbOG6TldLCI8w6k4aUzvLFxPtOHTuP4massWLGf6Q93xVnjkLkzISqFwwXHq1evRq/Xs27dOvz8/ABwcnJiypQpTJw4kZCQkCLPXbp0KQaDgTVr1qDL+QbdrVu3Qo8NCgqiffv25T5+IaqT1AwjM5fu5nJSJvX83Zk9vgOuDW8nVedJutaVQH28dKYQoqqYMQP1tm14bA+3dbAwalxocmgnr9f7hlmtx3IgIp53v/mHlx/ojJNaZe8RC2EXDvejYXh4ON27d7cFxgCDBw9Gq9Wyffv2G577448/MnLkSFtgLIQoPUOWiTmf7+F8fCq1vHW8MaErPl3aQ2amdKYQoioqooNFnHcgLX75lukRa9E4qdh1OJZPfjyMoih2HrAQ9uFwwXFUVFSB7LBWq6Vhw4ZERUUVed758+e5cuUKXl5ePPnkk7Ru3Zpu3boxZ86cQuuVP/vsM1q1akXnzp154YUXiI2NLffXIkRVlW2yMH/Ffk6eS8LD1Zk5j3alzqg7sUSfk84UQlRlRXSwMGq0dFi/gimn1qNWwe97zrF680l7j1YIu3C472Z6vR4vL68Cj3t5eZGSklLkeVeuXAFg4cKFDBkyhGXLlhEZGcl7771HdnY28+bNsx1711130adPH2rXrs2pU6f45JNPuP/++/n555/x9vYu1bgVRSEjo3KaqWdmZub7W1wjc1O4ksyLxaLw4Q/H+PdkAi7Oal65vw31xt2FJXxHvs4UgSnxKI0akbF+PRiN1j9VjHy+FE3mpnDVZV40L76I51vz8TToAWsHi1SdF91/Xs5jU1vzmakx32w+ibtOzYAu9Yt1zeoyN+VN5qVolT03iqKgUt28XMjhguOi3OwFWSwWAEJCQpg/fz4A3bt3x2QysXDhQp5//nn8/f0BePvtt23ndenShU6dOnHPPffw/fff8/jjj5dqfNnZ2URERJTq3NKKjo6u1PtVJTI3hbvZvCiKwqZ/Uth3Kg21Ckbe4k2TB+9G/c+/BTpTKFoth1atgtOnK2fwFUg+X4omc1O4Kj8vd95J0OXLBPzvC7JVTjibslApFkDF7e9P48SS9YSfzOTzDRGkJifQvL5rsS9d5eemgsi8FK0y50ar1d70GIcLjr28vNDr9QUeT01NveFiPB8fHwBuueWWfI/fcsstWCwWoqKibMHx9Zo3b07jxo05fvx4qcft7OxM06ZNS31+SWRmZhIdHU1wcDCursX/glUTyNwUrrjz8nP4WfaduohKBc+ObE3vDf9D88+/xHlbf/UKuZ0pwDxlMi06dKiU8VcU+XwpmsxN4arVvLz/PmZ/f7Rvzc/XwSIwJZ4X33oCp7nfs/XQJX78O4kZDzeheSOfG16uWs1NOZJ5KVplz01kZGSxjnO44DgkJKRAbbHRaCQmJoZ77723yPMaNGhQaDu23AUFavWNy6vLuvBApVLh5uZWpmuUlKura6Xfs6qQuSncjeZl+78X+GaL9QvHY3e2ZmD7elj6/R9GjZaAlDjr6nZ9PJ6mTNSvz0I7YwbaalJnLJ8vRZO5KVy1mZc5c2DXLmsHC+9AAlLirIHyuRief/0+0qatZP/Jy7yz6hALJ91GgwDPm16y2sxNOZN5KVplzU1xSirAARfk9erViz179pCUlGR7bMuWLRiNRnr37l3keVqtlh49erB79+58j+/evRuNRnPDrG5ERATR0dG0adOm7C9AiCroaNQV3l99EIARvUK489ZG0KIFZGaiNWWhAtyN1pow9fRXYfZsWYAnRHWQt4NFSjzptgxyAKqzZ5m68GHCGvqQlpnNrM92czVF6mZF9edwwfHYsWPx9PTk6aefZseOHaxbt465c+cyfPjwfGUV06dPp2XLlvnOfeaZZzh58iRTp05l586dfPnllyxZsoRx48bZWsMtX76c2bNn8+uvv7Jnzx5WrlzJY489RmBgIKNGjarU1yqEI4iJ0/PmF/swmS3c2jaIR4eGwYAB+TpTWHsZ66WXsRDVUU4HC3VwIzyy0vP0QNaijTrNzPXzqefvzpXkTGYv2yPbTItqz+FSP15eXqxYsYJ58+YxadIkdDodw4YNY8qUKfmOs1gsmM35t7ls27YtS5cu5d133+Wpp57Cx8eHBx54gOeff952TOPGjdm8eTO//vor6enp+Pr60rt3b1544YVCu2QIUZ0l6g3M+XyPdVvoYD9eGt0O9ZDBWLaHF+hMoQ4Oll7GQlRXOh2cPo26WTMCcxZH5Xaw8Pzrd+bcehtTPDsRfUnP2ysPMOvRbjg5OVx+TYhy4ZDf5Ro3bszy5ctveMyCBQtYsGBBgcd79OhBjx49ijyvX79+9OvXr8xjFKKqy8wy8cbyPSQkZVK3tjuvPdIVl7fnY9m6rUBnCnQu1t6oEhgLUX3l9kD288OYbcHZlEW6ixuehlT8P3qXmf+c4tWle/j3RAJL1x1l4j1ti13DKURVIj/2CVEDmc0WFq48QNSFFLw9tMx+vDveGgXLwoXEeQfY6oxzO1Oop061ZpaEENWbTod66lS0JmO+DUJISiL0kZFMGdselQo2/R3Nz+Fn7D1aISqEBMdC1ECf/3yMAxHxaJ2dmPloN4J8XGwL8HI7UwC2zhRSZyxEDTJjBurevQpsMW3ZHk73lx7kkdtbAPC/DcfYc+ySPUcqRIWQ4FiIGuaXXWfZuOssAFPGdSSsnle+BXgqVNKZQoiaLKeDBb5+BbaYtmzdxl1vPMHQWxqiKLBo1T9Enk+294iFKFcSHAtRgxyJuspn644C8ODtLejeog4MGnTdArwAPA2p1gV4kjEWombSaFA/NwlPQ6otg2xdoOeJsn07Tx5dR8ewOmQZzTlrFzLsPGAhyo8Ex0LUEFf02by/+ggWi0K/zg0Y2a8ZzJsnC/CEEIWbMQP1rJmgccaocUEB0l3cABWqD5fwyv3tCQ7yIik1i7nL92LIMtl7xEKUCwmOhagB0jKy+WbbVdINJloE+/HsqHaosrJkAZ4QomgaDcyZg/q16YUu0HMbNpSZD3XGx9OF6Et6PvzxOJYy7jYrhCOQ4FiIas5ktvDe6sMkppnw99Ex/eGuOKPIAjwhRPHcYIFenTEjeG18JzROavZHJLD9qN7OgxWi7CQ4FqIaUxSFT9ce4fjZJLQaFVPHtcfH08VaTiEL8IQQxVHoAr14UnWeWLZuo/lXH/LsqHYAbD+Wyu5j8XYesBBlI8GxENXYxp1n+X3POVQquLeHHw1ru8Lrr2N58y1ZgCeEKL7rFugpKKgUCwCWhQvp36YOd9zaEIBP1h7jzMUUe45WiDKR4FiIaupo5BU+X38MgHGDmhFWzxXN229jeWMumLJlAZ4QomTyLNBLd/HAIyuNOO8AMGRBixaM69+YkCAXsrItzPtiL8mpWfYesRClIsGxENVQQlIGC77aj8Wi0KdjfYb1aAQGA5r3/o9UnaetnEIW4Akhii3PAj2PrHTi8vY/jo7G9c47GdnNm6BablxOymT+in1kmyz2HrUQJSbBsRDVTFa2mbe+3Ic+3UiTet48M6odKrOZVqNHgyETT4OegLzlFH37SDmFEKL4ZsxAHdyowAI99Y6dtH3pOV4e2xo3nYb/ziby6dojKNLBQlQxEhwLUY0oisJHaw4RdSEFL3ctrz3cFZ1Wg+btt9HGXrJ1pcjWuBCYEoe6dy/YvFnKKYQQxafRWMuwXF0LLNDzOPAPjZZ/yMsPdEalgs17z/HbnnP2HrEQJSLBsRDVyIYdZ9j6zwXUahWvPNiZOn5utnKKawvwAtGajNYFeH/8IYGxEKLkdDrUU6cWukBP8957dG7szYO3twTgs5+OcOJcoj1HK0SJSHAsRDVxJPIyyzccB+DR4a1o29QfTCZrP2NDpizAE0KUr5ss0Lv3tmC6twnCZFZYsGI/SakGe49YiGKR4FiIaiAhMYO3vzpgXYDXqT533tbEGhgPGpSvn7F1AZ4iC/CEEGVX6AK9nP7H0dGo5s3jhbEdqF/Hg6spBt5Z+Q9msyzQE45PgmMhqjhjtpn5K6wL8ELqe/PsqPaozGYYMADL1m3Sz1gIUbHyLNC7Vl6hwrJwIW6Ymf5wV1xdnDgadYUvf/nP3qMV4qYkOBaiivv852NEXkjB003L9Ie64uLsZN0Bb3s4cd4B+coplEYNpZxCCFG+chfo6VwLLa9oUMuV58d2BGDd9ih2HLpo5wELcWMSHAtRhW395zybdkejUsGUcZ2sC/BMJiyLl2DUaAlIiSPeOxCPrHTMnp5kHTki5RRCiPKn02F66UVreYV3IAEp1t9WWaLPwaBB9GhZh3v7NgVg8XcHORent/OAhSiaBMdCVFHnLun56IfDAIwdGEbH5nWsT8ybB0mJaE1ZqAD3rAxA4fLYMZIxFkJUGNMrr2CsG0RgSjzxXnWu1R9v3QZz5zJ+aAvaNq2NwWhm/pf7SM/MtveQhSiUBMdCVEEZhmzmr9hPltFM+1B/xgwMsy7Ae/11LG++ZetnbNS44GnQY7ntNi5NmGDnUQshqjWNhuPff4/SqGGB9m6WhQtxyjYydXxnavu4cvFyOku+PyQbhAiHJMGxEFWMoigs+f4QFy+nUdtbx5RxnXBSq6x1xm/MBVN2zg541n7G+Ppi3LhRssZCiIqn01nLt3z9Cq0/9tY5Me3BzmicVOw6Esuvu87ae8RCFCDBsRBVzMadZ9l5OBYntYpXHuyCt4eLrc44Vedpa9tmLacA9aRJEhgLISqPRoP6uUmFtndj7lzCGvnx8LBWAHy+/jiR55PtOlwhrifBsRBVyIlzifxvwzHAutFH82A/aznFgAGQlIinQZ+TNc5p29a3j7RtE0JUvuvau6VrXQGwvDUfZs/mzu4NuaV1ICazhQVf7SdN6o+FA5HgWIgqIiUti7e/OoDJrNCjXV2G39bE+kRu27acOuNsjQuBKXGoe/eCzZslayyEqHy57d1cXYn3DiRQHw9AqsYVy5w3UM2bx/NjOlDHz434xAwWf3dQ6o+Fw5DgWIgqQFEU3l99kCvJmdTzd+e50e1RqVT527ZdV2fMH39IYCyEsB+dDvXUqQSmxGPUuKAA6S5uAFiWLMFDq+aV8db6491HL7Fh5xn7jleIHBIcC1EF/Bx+hgMR8Wg1al55sAtuOud85RTXt22TOmMhhEOYMQN13z5oTUbivQIITInDqNFCUhIMGEBoXU8eGW6tP/5iw3FOxSTZd7xCIMGxEA7v9PkkVvxyHIDHRrSmcV1va2A8aFC+corctm3q3r2lzlgI4Rg0Gti8GXXvXrbSCq0pi1SdF5bt22HuXIb3bEL3NkGYzApvf7WftAyjnQctajoJjoVwYBmGbN5Z+Q8ms8KtbYMY0j3Y+sS8eVi2bpNyCiGE49NorF+XfP2uK69QYVmyBJXZzHNjOhDg50ZCUibvr5b6Y2FfEhwL4aAUReGjHw5z6Wo6dXxdmTQqf51xnHfAdeUU0rZNCOGgctq7XSuvsLZ3IykJ5s7Fw9WZaQ92QeOkZu/xOH6R/sfCjiQ4FsJB/bk/hvCDF1GrVbz8QGc83LT56owDUuJsJRWepkzUr8+ScgohhOOaMcNWXlFYe7emQR48MrwlAP/bcJyzsSn2HK2owSQ4FsIBnY9P5dOfjgLwwJDm1n7GkK9tmwoV7sZMANTTX4XZsyVrLIRwXHnKKwpr75Zbf9y5RQDZJgvvfP0PWdlmOw9a1EQSHAvhYLKyzSxceYAso5n2zfy5t28z6xMF2rZZN/rA11cyxkKIqiGnvKKo9m4qs5nnx3TAx9OF8/GpLF9/zL7jFTWSBMdCOJj/rT9G9CU9Ph4uvHR/R9Rqla07hbRtE0JUeQXau+WvP/bxdOHF+zoCsOnvaPYcu2Tf8YoaR4JjIRzI7qOX+PXvaABevK8jvl46W52xZeu269q2pUrbNiFE1XNdezcFBZViAVRYFi4Eg4GOYXW4q3cIAIu/O8jVlEz7jlnUKBIcC+EgEvUGlnx/CIC7+zSlY/M61idy64y9AwjQJ9jatqn79pG2bUKIqilP/XG6iwceWWnEeQeAIQtatACTiQdvb0lIfW9SM7J575t/MVukvZuoHBIcC+EAFEXhg9UHSc0w0qSuN+OHNrc+kbfOOCWOeG/rryDx9YHNmyUwFkJUXTn1xx5Z6cR5BxKQYl1LYYk+B4MG4YyFlx/ojE7rxJHIK6zdetreIxY1hATHQjiAX3ad5d+TCWg1aiaP64izxsn6xLx5UmcshKi+ZsxAHdyIwJR44r3q2OqPLVu3wdy51PP34Mm72wCw6rcTsr20qBQSHAthZzFxer7YYN0e+pHhrWgY6GWtM379dSxvviXbQwshqi+NBiIirAFyvvpjbPXH/bs0pGe7upgtCou+/ofMLJOdBy2qOwmOhbCjbJOFd1f9i9FkoWPzOtzRo7H1iXnzsLwxF0zZsj20EKJ60+ng9Oki649VZjPPjGqPv68rl66mS3s3UeEkOBbCjlb9FsGZ2BQ83bQ8P6ZDvu2hU3We1zb7kO2hhRDVWd764zzt3SzR0bbtpV8Y2wGA3/ecY/9/cfYdr6jWJDgWwk6ORl5h7bZIACaNboefl876RE6dsadBn2+zD3XfPlJOIYSovnLrj3O3l3ZxA1RYliwBk4m2Tf0Z0Sunvdv3h0hJy7LveEW1JcGxEHaQlpnNe9/+i6LAwK4N6d6mrvUJgwHLwoW2OuNsjQuBKXGoe/eS7hRCiOotp/4YV1fivQMJSIkjzcUdkpKhWTMwGHjw9hY0CPAkOTWLj388jKJIezdR/iQ4FsIOPv3xCFeSMwmq5c7jd1lXYmMyWft7ZmZKnbEQombS6VBPnUpgSny++mNL9Dlo0QKtSmHy/R1xUqv4+8gltv5zwd4jFtWQBMdCVLIdhy6y/eAF1GoVL43riKtLTtA7bx6W6HPX1RlL2zYhRA2Ts710UfXHIfV9uH+wtRf80p+OkJCUYdfhiupHgmMhKlFSqoFPfjwCwKj+zWjeyM/6RM4ivDQXdwLz1hkHB0udsRCiZsndXvoG9cf39m1K80a+ZBhMfLD6IBbZPU+UIwmOhagkiqLw0ZrDtl3wxgwIsz5hMsGgQZCUiHtWGmkuHtZd8HQu1vo7yRoLIWqavPXHebLHJCXB3Lk4Oal58f6Ott3z1u84Y+8Ri2pEgmMhKsnWfy6w93gcGicVL9zXAWeN2hoYDxiAZes2WzmForK+LdVTp1r7fwohRE2UW3+cb3MQlW1zkLq1PXj0ztYAfPXrf5yL09t3vKLakOBYiEpwNSWTz36yllOMHRRG47re1ifmzcOyPZw47wAC9AnStk0IIfKaMaPIzUEwmRhySyM6twgg22Th/779F5PZYu8Ri2pAgmMhKpiiKCz+/hDpBhPNGvgwsm8z6xM5dcZGjZaAlDjiva2/OsTXR9q2CSEE5N8cxDuQgJT4a90rBg1CZTYzaXR7PFydibqQwtqtkfYesagGJDgWooJt3hvDvycScNaoefG+jjg55bztcjb70JqyUIF0pxBCiMLkbg6SEk+8V51r3Su2boO5c/Hz0vHE3daWmN9uPsG5S1JeIcpGgmMhKlB8YgbL1x8F4IEh1ub1gC1rnLvZh1HjgqdBj7p3bymnEEKIvHIW5xXsXoGte0WfjvXp2jIQk1nh/dX/YpbyClEGEhwLUUEsFoXF3x0kM8tMi2A/RvS2bnuKwWDd7SkpUTb7EEKI4tDp4PRp8PXL6V4Rh1GjtXavGDAAldnMM6Pa4e7qTOSFFNZuk/IKUXoSHAtRQX79+yxHIq+gdXbihbEdcFKrbLvgFdzsAymnEEKIG8mpPw7UxwOgNWWRqvPCsn37tfKKnB1Hv/n9pJRXiFKT4FiIChB3NZ0vf/kPgEeGtaSuv4f1idxd8KQ7hRBClFxO9wqjxgUFCmwO0rdTfbq0DMBktvD+dwelvEKUigTHQpSz3M0+soxmWjWpxe23NrY+kXcXvDzdKdTBjaQ7hRBCFEdO9lhrMhKfp3sFScm27hXPjMwprzifLOUVolQkOBainP2xL4ZDpy+j1ah5bnR71GqV9Ymc7hSyC54QQpTBjBmoe/cqsntFLW9XnrjLujnIN7+flM1BRIlJcCxEObqaksny9ccAGDekxbVyCoMBy8KF1+2Cp8gueEIIUVIaDfzxB+q+fa7bPQ/b7nl9OzWgcwtrecUHq6W8QpSMBMdClBNFUfjkxyOkG0w0beDDiF5NrE/kLMIjMzOnO4W1zhhfX6kzFkKI0tBorOVoReyepzKbeXZUO9x1Gk6fT2bd9ih7j1hUIRIcC1FOdh6OZe/xOJzUKp4f08G62YfJBIMGFdKdQjb7EEKIMsm7e55XwLXyiuhoW3nFYyNyyytOEHslzb7jFVWGBMdClIOUtCyW/nQEgFH9QwkO8rI+MW8elq3brIvw8mSN1cHBkjUWQoiyyt09L9/mINe6V/Tv0pB2zWpjNFn4aM1hFEWx94hFFSDBsRDl4PP1x0hJM9Iw0JPRA0KtD+bugucdkG8Rnjq4kSzCE0KI8pCzex6urjmbg1izxyQlwdy5qFQqnhnZHq2zE0cir/DHvhh7j1hUARIcC1FGByLi2fbPBdQqeH5MB5w1OW+rnO4UASlxxHsH4pGVDr4+1l2eZBGeEEKUD50O9dSpRWaPg2q7M25wcwCWbzhOkt5g3/EKhyfBsRBlkGHI5qM1hwC4s1cIoQ19rU9c151C6oyFEKIC5WwOYu19HEeai7u193GzZmAwMKJXE0Lqe5Oemc3SdUftPVrh4CQ4FqIMvvzlP66kGAis5ca4IdbMhHSnEEKISpa7tXRKfL7uFZboc9CiBU6KhUmjrH3ndx2OZc+xS/YesXBgEhwLUUonohP5bXc0AM+Oao9Oq5HuFEIIYS8zZqDu26fI7hUh9X24u3cIgLXtZma2XYcrHJcEx0KUgsls4cM1h1AU6N+lAe2a+VufkO4UQghhHzm9j2/UveK+wc0JquVOot7Ail//s/eIhYOS4FiIUvhpWyTn4lLxctfy6HBrH03pTiGEEHZ2k+4VLs5OPDu6HQCb/o7m+Jmrdh6wcEQSHAtRQnFX01m9+SQAE+5shZe71vqEdKcQQgj7u0n3irZN/RnYtSEAS74/hDHbbN/xCocjwbEQJaAoCh//cBijyULbprXp26mB9QnpTiGEEI7jJt0rHh3eCl9PFy5eTuPHrZH2Hq1wMBIcC1EC4QcvcvDUZZw1ap4Z2Q6VSiXdKYQQwtHcpHuFh1bN4yPaALDmz1PEXpatpcU1EhwLUUypGUY+//kYAGMGhFLX30O6UwghhKO6SfeKnu3r0iHUn2yThU9+PCJbSwsbCY6FKKYVv/xHcloWDQI8uKdvM+uD0p1CCCEc0026V6jMZp66ty3OGjWHTl8m/OBFe49YOAiHDI7Pnj3LhAkTaN++Pd27d2fevHkYDMXb7jE5OZnZs2fTs2dP2rRpw+DBg1m9enW+Y7Kzs3n33Xfp2bMn7dq1Y/z48Zw4caIiXoqoJo6fucrve84B8MzI9tYtoqU7hRBCOLabdK+oW9uD0QNCAfh8/THSpPexwAGDY71ez0MPPUR6ejqLFy/mlVdeYcOGDcyYMeOm56anpzN+/HiOHTvG9OnT+fzzz5kwYQJmc/6VqPPnz2fVqlU899xzfPzxx2g0Gh5++GEuX75cUS9LVGHZJgsf/XAIgEHdGtGqSS3rE9KdQgghHN9Nulfc27cp9fw9SE7NYqX0PhaAw6W2Vq9ejV6vZ926dfj5+QHg5OTElClTmDhxIiEhIUWeu3TpUgwGA2vWrEGXE5x069Yt3zHx8fGsXr2a1157jdGjRwPQrl07+vfvz4oVK5gyZUoFvTJRVf20LZLz8Wn4eLjwyLCW1gfzdKcI1CdInbEQQjiyGTNg8RLiLdqc7hUeeOR0r3COiODpkW157ZO/2bQ7mv5dGhLa0NfeIxZ25HCZ4/DwcLp3724LjAEGDx6MVqtl+/btNzz3xx9/ZOTIkbbAuDA7d+7EbDZzxx132B7z8PCgX79+N72+qHniEzP47o9TgLWnsYebVrpTCCFEVXOT7hVtg33p26k+igIf/XAYs9li7xELO3K44DgqKqpAdlir1dKwYUOioqKKPO/8+fNcuXIFLy8vnnzySVq3bk23bt2YM2dOvnrlqKgoateujY+PT77zQ0JCOHv2LBaLvCHENZ//fBRjtpk2IbXp3bG+9cF586Q7hRBCVDU36V7x6PDWuLs6c+ZiCr/sOmvv0Qo7crjv5Hq9Hi8vrwKPe3l5kZKSUuR5V65cAWDhwoUMGTKEZcuWERkZyXvvvUd2djbz5s2zXd/T07PA+d7e3mRnZ5ORkYGHh0eJx60oChkZGSU+rzQyMzPz/S2uKc+5OXjqMnuOxeGkVvHQ0GbWa5pMuCxeTLqtO0UggSnxKI0akTF5MlTS50BJyedM4WReiiZzUziZl6JViblZtw6Xtm0JPHcOBUh3ccPTkIpl8WK0kydz/8CmLFsfwcpNEXQM9cXPq+zrR6rEvNhJZc+NoijW/QluwuGC46Lc7AXlZnxDQkKYP38+AN27d8dkMrFw4UKef/55/P39AQq9Tln7G2ZnZxMREVGma5RUdHR0pd6vKinr3GSbFJb+GgdAtzB30hLPE5Fgotmzz6JLSsIdbN0pFK2WQ6tWWRfiOTj5nCmczEvRZG4KJ/NSNIefm1WraNe/PwkuPrbssWdyMslTphD0xBPUr6XlwlUji1cfYMxttcrttg4/L3ZUmXOj1WpveozDBcdeXl7o9foCj6empt5wMV5umcQtt9yS7/FbbrkFi8VCVFQU/v7+RV5fr9fj7OyMm5tbqcbt7OxM06ZNS3VuSWVmZhIdHU1wcDCurq6Vcs+qorzmZs1fUSSlmfHzcuGJe7vg6qJB8+abaA78Y1uEp6isVUnmKZNp0aFDeb2ECiGfM4WTeSmazE3hZF6KVpXmxjJ5MoFvvZUvexy4Zg0+ixYxybcBr366l4jzmRid69CuadkC5Ko0L5WtsucmMrJ4W4U7XHAcEhJSoLbYaDQSExPDvffeW+R5DRo0wNnZucDjuRlhtVptu/7Vq1dJTk7OV3ccFRVF48aNbceVlEqlKnVgXVqurq6Vfs+qoixzc+lKOj/viAbgsRFtqOXrZe1p/MmnxHkHEJBiXYQXmBKPum8ftHPmoK0itcbyOVM4mZeiydwUTualaFVibubMwfLJp8SbnfNlj93efZeWc+YwrGdj1oefYcWvJ1kypZ+1t30ZVYl5sZPKmpvilFSAAy7I69WrF3v27CEpKcn22JYtWzAajfTu3bvI87RaLT169GD37t35Ht+9ezcajcaW1e3ZsydqtZpNmzbZjklPT+evv/664fVFzaAoCp+tO0q2yUL7Zv70bFfX+kS+nsbWwBhfH9i8WRbhCSFEVZPbvaKI3sf3D2qOj6cLFy+nsz686GYAonoqt+B43rx5HD9+HACz2Ux4eDgXL5Z8K8axY8fi6enJ008/zY4dO1i3bh1z585l+PDh+coqpk+fTsuWLfOd+8wzz3Dy5EmmTp3Kzp07+fLLL1myZAnjxo2ztYYLCAhg7NixLFq0iDVr1rBr1y6ee+45AB566KHSvnxRTew9HseBiHg0TiqevKeN9afMPD2NpTuFEEJUEzNmgK8f8d6BOb2P3SGn97G7ymzra796y0muJMtiupqk3ILjDRs2EBwcDMB7773H7NmzGTNmDNu2bSvRdby8vFixYgVubm5MmjSJBQsWMGzYMFu3iVwWi6XAzndt27Zl6dKlREZG8tRTT/H555/zwAMP8PLLL+c7btq0adx33328//77TJw4EaPRyIoVK2wL9kTNZDCaWLbuKAB392lK/Tqe0tNYCCGqq5v0Pu7TNogWwX4YjGa+2HDc3qMVlahc017u7u5YLBZ+/vln1qxZQ3JyMtOmTaNPnz4luk7jxo1Zvnz5DY9ZsGABCxYsKPB4jx496NGjxw3P1Wq1TJkyRXbDE/ms+fM0CUmZ+Pu6Mrp/qDUwHjTI1tNYdsITQohqZsYM1OHheGzdlq/3sWd0NOo35/Hk4y/y0vvbCT90kcHdG9G2qSTRaoJyyxy3bNmSX3/9lY0bN9KoUSOCgoJo0aIF58+fL69bCFFhLl5OY+1W6yrWx0e0RueisW72sXUbabaextassTo4WLLGQghRHWg0sHkz6uBGhdYfhwR6MKR7MABLfzqKSXbOqxHKLTieOXMmn3/+OW+++SYTJ04E4MKFC7IyUzg8RVFYuvYIJrOFTs3rcEvrIGt3isVLiPMOwD0rzdbTWB3cCCIiJGsshBDVhUZj/bru6kp8nuwxSUkwdy4PDG2Bp5uWmLhUNu6UnfNqgnILjps0acLatWvZu3cvPXv2BCAiIoKhQ4eW1y2EqBD7jsdx8NRlNE5qnrg7ZxFevu4UgXhkpVu7U5w+Dbqy75gkhBDCgeh0qKdOLTR77KlV89Ad1sV53/x+giS9wb5jFRWuRMHx//73P9LS0op9/MCBA3nttddKPCghKku2yczy9daFFnf1DqFubY9rWWPpTiGEEDVHvu4V1lI6kpJh0CAGdqxLswY+ZGaZ+GKjLM6r7koUHP/f//0fZ86cAeCuu+5ixowZfPfddxw/fhyTyVQhAxSiIq3bHsWlq+n4ebkwqn8z64O5WWPpTiGEEDVHnu4V8V51bOUVlq3bUL85j6fuaYtKBVv/ucDxM1ftPVpRgUqUBtuzZ49td5F69eqxc+dOfvjhB1QqFc7OzoSFhdGmTRtat25N69atadasWbF3IxGisl1NyeT7P04B8NAdrXDTOefraSzdKYQQoobJ6V4RuHUrCqBSrAvwLAsXEvrqqwzs2ojNe8+x9Kcj/N+LfXBSS4xTHZXou727u7vt3x999BEAiYmJHD16lKNHj3Ls2DG2bNnCN998g0qlwtPTk8GDB/PKK6/g4eFRviMXooxW/PIfBqOZsEa+9OlYP39P48xM4rwDc3bCk6yxEELUCDndK6gTQHqGMaf3cc73ghYtePDQcf4+EsvZWD2/74nm9lsb23vEogKUORXm5+dH79698229HB8fz/Hjx/n777/56aefUBSlwCYeQtjTiXOJbP3nAgBP3NUGtcUsPY2FEELYyis85rxRoPex93tvM27IQyz96ShfbzpBr/b18HDT2nvEopyVW7eKvAICAujXrx8zZszg9ddf56+//qqI2whRKhaLwmc/WXfCG9ClIaENfaWnsRBCiGtmzCiy9/HQLvVpEOBJaoaRb7ectPdIRQWokOA4r3bt2tGwYcOKvo0QxfbXgRhOn0/G1UXDg7e3kJ7GQggh8rtB72Ont97ksRGtAfhl51nOx6faebCivFV4cNyoUSNWr15d0bcRolgyDNms+DUCgLEDw/D10klPYyGEEAXdoPdxxxA/urQMwGxR+N8Gae1W3VR4cCyEI1m95RTJqVnU83dn+G1NpKexEEKIot2g9/GE25ujcVJxICKef07E23ukohxJcCxqjIuX09iwIwqAx0a0wVmjlp7GQgghinaD3sf1Pv0/hvVsAsDnPx/DZLbYebCivEhwLGoM6xcvhc4tAujcIkCyxkIIIW5uxgzUfftcV14BliVLGNM3BC93LRcS0vj177P2HacoNxIcixrhnxPxHIiIR+Oksi6kMBigWTPJGgshhLix3N7Hvn45i/PiMGq0kJSEx/ChPDAoFIBvfz+JPt1o58GK8iDBsaj2zGaLbcHEHT2aUM9XBy1a2HoaX8saI1ljIYQQBeWWV+ittcVaUxapOi8s27czaPNXBAd5kZaZzTe/n7DzQEV5kOBYVHub98UQE5eKp5szYweGWnsaR58jzjuAAH3CtZ7GfftI1lgIIUThchbnGTUuKGDrXqH6cAmPDWsBwKbd0ZyL09t1mKLsJDgW1VqGIZtvfrP+JD92UBgeWjWWxUusm32kxBHvHXCtp/HmzZI1FkIIUbic7LHWZCzQvaLd0/dzS6sALBaF5T8fQ1EUe49WlIEEx6Ja++Gv0ySnWVu33X5rY1t3irybfaBzkc0+hBBC3NyMGah79yq0e8WjZ/9E46Tm4KnL7I+Q1m5VmQTHotpKSMxg3XZr67ZHhrVCo1jydadQVGpAQT11qmz2IYQQ4uY0Gvjjj0K7VwR89C4jegYD8L/1x6W1WxUmwbGotlb8+h/ZJgttm9ama1htGDRIulMIIYQomwLdK65tLT36wFq8PbRcvJzG73vO2XukopQkOBbV0unzKYQfvIhKBY8Ob4XqzTexbN0m3SmEEEKUXZ7uFXm3ltZ9+AH39W8GwLebT5BhyLbvOEWpSHAsqh1FUfjqt5MA9OvcgJBAD2s5hXSnEEIIUV5yt5a+Lns8+I+V1PN3JyXNyA9/nbb3KEUpSHAsqp3/zmdyKiYFF60T44e2uLZFdJ7uFPj6SHcKIYQQpVdE9lj94RIeHtocgJ+3R3ElxWDfcYoSk+BYVCvZJgtbDqYAcG+fptRyUWFZuFC2iBZCCFH+crPH3oEEpMSR5uIOScl0u+s2WgX7YjRZ+O6PSHuPUpSQBMeiWvltTwzJ6WZ8PV24+7ZgaNECMjNlEZ4QQojyl5s9Tokn3cUDj6w04rwDUKLP8egXMwDYcfgSlxJlW+mqRIJjUW2kpGXx47azAIwd0BTdwgWFbBEtWWMhhBDlaMYM1H374JGVTlye+uOmB3fQW5OIosDmgymyMUgVIsGxqDZWbzlJZpaJQF9nerXxv7YTXp6ssTo4WLLGQgghyk9Oazd1cKMC9cfjvn0LjZOKs/FZHDp9xd4jFcUkwbGoFi5dSee33dEADGrrge7OO2UnPCGEEJVDo7F+f3F1zde9IuB8JHcQC8DXv53GLBuDVAkSHItqYeWmCExmhXZNa9Fj49eow3dctxMeshOeEEKIiqPToZ46tUD2ePSKubhqVVy4nM6WfTH2HqUoBgmORZV3+nwSOw5ZN/y4v38T/L/7TnoaCyGEqHyF9D72SIjlTv0xAFb9LhuDVAUSHIsqTVEUvtz4HwB9Otan6YqPcNLrpaexEEKIyldE7+N7Vi0i0M+V5NQsftoWZe9RipuQ4FhUaf+eTOBI5BU0TmrGDWiG0yefSHcKIYQQ9pOv97F1QbguJZkH930HwNptkSTqZWMQRybBsaiyzJZrWeNhPRsT8PF7qJKSpKexEEII+8nT+zjeq46tvOLW9V/QXJ2GMdvM6s0n7T1KcQMSHIsqa/u/54m+pMddp2FU7yZYFi+RrLEQQgj7y+l9nLe8QgU8uHExAL/vPUfs5TS7DlEUTYJjUSUZs818/dsJAEb2bYrX3cMgKVGyxkIIIewvp/fx9YvzWp3YR2enFCwWhZWbIuw9SlEECY5FlfTLrrNcTsqklpeO4W8+jWXrtuuyxkjWWAghhP1ctzhPpVgAFeNXzUOlgp2HY4k8n2zvUYpCSHAsqpy0DCPf/3EKgHHGkzhv21qgdZul122SNRZCCGFfM2ag+PqS7uKBR1Yacd4BBMdG0id6PwArfvnPzgMUhZHgWFQ5P/x1mrTMbBoGeNDn0zcwarT5WreZPT0xbtggWWMhhBD2pdFgnjgRj6x04vJ0r7hvyzI0FhOHTl/m0KkEe49SXEeCY1GlXE7KZP2OMwA8pD+MU+JVtKYsVGBbhHd57BgJjIUQQjgE0yuvYKwblK97hZvRwNBDmwBr9thiUew8SpGXBMeiSvnm9xNkmyy0auxHp4/fJM4rAACjxgVPgx7LbbdxacIEO49SCCGEyKHRcPz771EaNczXvWLU3h9wNWYSeSGFXUdi7T1KkYcEx6LKOB+fyl8HrPvSPxy/G5WtO0UgWpMRfH0xbtwoWWMhhBCORacj68iRfN0r1IrCXQd+AmDlpghMZoudBylySXAsqoxVv53AokC3lgGEfvS29DQWQghRdRSytfSIfzbgnZnCpSvpbNl7zt4jFDkkOBZVQuT5ZHYdiUWlgvE/vis9jYUQQlQ9uVtL52SPTU7OjNlt3Vb6280nMWSZ7DxAARIciypi5W/WZum9nRJpsOlH6WkshBCi6ikkezzoyBYC9QkkpWbx844oe49QIMGxqAKORV3h3xMJOKlVjF39doGexuq+fSRrLIQQomrIzR7ntHa76lmL+3d+DcDavyLRpxvtPEAhwbFwaIqi8NWv1qzxIKcEgmJO5utpjK+PdYtOyRoLIYSoCnKzx3lau7WPPkzjhDNkZJn48a/T9h5hjSfBsXBo/5xIICI6Ea1Gzaiv58siPCGEEFXfjBmo+/axlVdkurjywK5vANi46wyJeoN9x1fDSXAsHJbForAyJ2t8h+oStS6ekUV4Qgghqj6NxvpbzzyL80IvnSIs9gTGbAtr/jhl7xHWaBIcC4e160gsZ2JTcHXRcM+KeZI1FkIIUX1ctzgvw8XNlj3+bU80CYkZdh5gzSXBsXBIZrOFVTkdKu6O3oFX3HnJGgshhKhermvt1vhyNG1jjmAyK6zectLeo6uxJDgWDunPA+e5eDkdr+wMhv+wWFq3CSGEqH6uyx6rFAvjcrLHfx44T+zlNDsPsGaS4Fg4HGO2mW83W39iHrnrO/Ru3tK6TQghRPWUkz1Od/HAIysNn4xkOp85gMWi8E3Ob1BF5ZLgWDic33ZHcyU5k1rpifQ//qe0bhNCCFF95WSPPbLSicvpfTz4yO8AhB+8yLkLSXYeYM0jwbFwKJlZJr7/07pKd+zf3+KRlYYKZBGeEEKI6mvGDNTBjWy9j7ueOUDXyH0oKhWrFq+39+hqHAmOhUPZuPMMKWlGAvXxtIo5BoBR44KnQY+6d28ppxBCCFH9aDQQEWENkHPqj28/9Ctqi5ndZh9OR1+x9whrFAmOhcPIMGTz07ZIAMbu+pa6KZeI8w5EazJau1P88YdkjYUQQlRPOh2cPm3rXtEh5jC3nt4NwNcf/2rnwdUsEhwLh7Fh5xlSM7Kpl3iB0NiT0p1CCCFEzXJd94ohh3/DyWziX7M3x08n2Ht0NYYEx8IhpGdeyxoPOfwbdVPipDuFEEKImidP7+M2F47T60Q4ACs/24yiKHYeXM0gwbFwCOvDo0jPNNHgSgy3H/pVulMIIYSoma7LHg8+shlnk5HjFk8ORcTZe3Q1ggTHwu7SMoys2x4FWLPGGkWR7hRCCCFqrtzssXcgzS+d5LYTOwBYtfhnlOxsOw+u+pPgWNjduvAoMrJMNLpyjqGHN8kW0UIIIWq23OxxTmu3h3auRJudxUn3IP6dvdjeo6v2JDgWdqVPN7I+/AwAQw5twgnpaSyEEEIwYwbqvn0I1MfjnZFsqz3+JkYl2eMKJsGxsKt12yPJzDLROOEMg4/8LlljIYQQAqzJoc2bbYvzxu9ahTY7i1N1QvhHsscVSoJjYTcpaVls2GHNGg+VrLEQQgiRX57Fed4ZyfTOzR6fl+xxRZLgWNjN2r9OYTCaCYmLZOCxLZI1FkIIIa6Xp7XbAznZ49P+kj2uSBIcC7tISjXwy/bTAAw9vAm1bPghhBBCFHR99jhiOwDfnFdL9riCSHAs7GLtn6fIwonghLP0P/6XbPghhBBCFCVf9vgbXLKzOO3fRLLHFUSCY1HpEvUGft1h7Wv80I4VJMiGH0IIIUTR8maPM69lj1edd5LscQWQ4FhUuh82R2BETUh8JB3OHZZFeEIIIcTN5NkY5P5dq3DJNhDp35gDve4Cg8Heo6tWJDgWlepqYhq/7bRmjR8M/4p4WYQnhBBC3FyejUGcLWZuP7QJgG+a9EVp0QJMJjsPsPqQ4FhUHpOJtc8vItvJmZC4SNqdPypZYyGEEKK4cjYG8chKp8fJndbscWAz9qlqw9y59h5dteGQwfHZs2eZMGEC7du3p3v37sybNw9DMX5lMH78eMLCwgr8iYqKyndcYcf06NGjol6OyJH0xgJ+820JwPhdX9uyxurgYMkaCyGEEDeTszGIOrgRzRKiuP3QrwB8230s5iVLJHtcThwuVafX63nooYeoW7cuixcvJjExkfnz55OcnMyiRYtuen7Hjh155ZVX8j1Wv379AseNHz+eYcOG2T52dnYu++BF0UwmftpzAWObNoReOknTuEg8s9JRBzeCiAjJGgshhBDFodFYv2/6+dHj5C42tRtKVGBTDviE0G3uXJgzx94jrPIcLiJZvXo1er2edevW4efnB4CTkxNTpkxh4sSJhISE3PB8Ly8v2rdvf9P7BAUFFes4UT5S3pjPprA+AAw6ugXPrHRrd4rTpyUwFkIIIUpCp0M9dSrN5szh9kO/srbrvXzbfSydl7yJ08yZ8n21jByurCI8PJzu3bvbAmOAwYMHo9Vq2b59ux1HJkrNZGLd3zEYtK6ExEfRLXIfUmcshBBClEFO94oep/5GZ8wkKrAp//g0gUGDpLyijBwuOI6KiiqQHdZqtTRs2LBA7XBh9u3bR/v27WnTpg0PPPAA+/fvL/S4zz77jFatWtG5c2deeOEFYmNjy2X8oqC0ufP5pXk/AAYd3YyXdKcQQgghyiane0XThDPcdmIHAN92vw/z1m2yOK+MHC5tp9fr8fLyKvC4l5cXKSkpNzy3S5cujBgxguDgYBISEli+fDmPPPIIK1eupEOHDrbj7rrrLvr06UPt2rU5deoUn3zyCffffz8///wz3t7epRq3oihkZGSU6tySyszMzPe3QzOZWLfjDJkd2tLocjTdT+0BFEwTJ2IyGsFoLNfbVam5qUQyL4WTeSmazE3hZF6KJnNTuAqdl5deQrt1K+P+/obtLXsTGdiUIw3a0G7xYgyTJzv8b2cr+3NGURRUKtVNj1MpiqJUwniKrVWrVjz//PM88cQT+R4fO3Ys/v7+LFmypNjXysjIYNiwYYSEhLBs2bIijztx4gT33HMPL774Io8//niJx3z06FGM5RzkVRc+S5fzmnMP0nUePPHnZ9xxeBNmT0+ObJGd8IQQQogyM5loO2gQS7o/zNZW/Whx8T8WfDeduMcf59KTT9p7dA5Hq9XSpk2bGx7jcNGJl5cXer2+wOOpqak3XYx3PTc3N3r37s3vv/9+w+OaN29O48aNOX78eImun5ezszNNmzYt9fklkZmZSXR0NMHBwbi6ulbKPUvFZGL9qTTSO3lQ/+p5ep7cBSgok56lxU0+MUurysxNJZN5KZzMS9Fkbgon81I0mZvCVca8KM8+y7jFn7Gj+W1E1GvJf3Vb0nLNGnwWLXLoRFRlf85ERkYW6ziHm7GQkJACtcVGo5GYmBjuvffeEl+vuInxsibQVSoVbm5uZbpGSbm6ulb6PYvNZCLjzrtZ3/IBAAYf2Yy3QQ++vmjnzEFbwW9Wh54bO5J5KZzMS9Fkbgon81I0mZvCVei8zJmD/yef0v3Ubna06MW33ccw98fXcXv33SrR2q2yPmeKU1IBDrggr1evXuzZs4ekpCTbY1u2bMFoNNK7d+8SXSsjI4Pt27ffNH0eERFBdHT0TY8TJTBvHr+muJPq6kXdpFh6nwgHkA4VQgghRHnLWZz3wN+rUFvMHGnUjtMBzbDIxiCl4nDB8dixY/H09OTpp59mx44drFu3jrlz5zJ8+PB8ZRXTp0+nZcuWto8PHDjAxIkTWbt2LXv27GH9+vWMGzeOy5cv88wzz9iOW758ObNnz+bXX39lz549rFy5kscee4zAwEBGjRpVqa+12jKZyPxoKWu73A3AwKNb8M7Uo+7bRzpUCCGEEBVhxgwC1dl0jdoHwMqe4yApWVq7lYLDpfC8vLxYsWIF8+bNY9KkSeh0OoYNG8aUKVPyHWexWDCbzbaP/f39MRqNvPfeeyQnJ+Pq6kqHDh2YM2cObdu2tR3XuHFjNm/ezK+//kp6ejq+vr707t2bF154odAuGaIU5s3jt4ZdSHX1orb+Mnf+u8G64cdmWYQnhBBCVIic7PH4xcvZ27Qbhxu153i9lrTaug217JxXIg4ZqTRu3Jjly5ff8JgFCxawYMEC28eNGjW66TkA/fr1o1+/fmUeoyiCyUTmR5/yw8iFAIz4ZwMai0nKKYQQQoiKNmMGDcPD6XFyFzub38aPXe6m1cX/sCxZglp2zis2hyurEFXcvHn8Ub8TejdvfNMSGXp4k2z4IYQQQlQGjQY2b2bUiS0A/Nu4IycDQyEpSTYGKQEJjkX5MZnI+vBj1nQdCcCd/2zA2ZItWWMhhBCismg0NBl/N90i96Ko1KztchegksV5JSDBsSgfJhMMGsT2wLYkefjhnZ7MsEO/SNZYCCGEqGwzZjDqP+seD/tCuhJVp4lkj0tAgmNRPubNI3tbON93s3b8uP3wJrRmyRoLIYQQlU6jIWzccDqe/QeL2om1ne9CssfFJ8GxKDuTCcviJfzWdjDxPoG4ZaVz5z/rpXWbEEIIYS8zZjA6J3u8p9ktRNduJNnjYpLgWJTdvHkoSYn80bo/AMP/3Yibh05atwkhhBD2otHQauxQ2sQcweTkzE+dRiDZ4+KR4FiUTU7W+M+W/TgTEIJLdhbDDm6UcgohhBDC3mbMYPR/vwHwd9itnApoKhuDFIMEx6Js5s2DpET+am3tHT34yO94uWqknEIIIYSwN42GdiMHEnrpJEaNC3ubdiNV54ll6zYpr7gBCY5F6eVkjXc2u5Xj9VvjZDYx4p+fJWsshBBCOAjVzBmMzDwFwK/thnLFww9AyituQIJjUToGAzRrBkmJbG3VF4B+/22ltrNFssZCCCGEo9Bo6PbdJ9RPjiVD587B4A4YNVrr4rwBAyRALoQEx6LkTCZo0QJL9Dn2B3fiQJMuqCwW7tn/k2SNhRBCCAej1jozMjAbgPUdh4NiIVXnhWX7dimvKIQEx6Lk5s3DEn2OOO8AtrfsA0CPU7uo3yFMssZCCCGEA+o18ylqp10lycOPv1r2Jd3FDeleUTgJjkXJ5NQZp7m4o6hgZ2gPAEZd3COt24QQQggH5azTcnetTADWdBtFbf1l4rwDpHtFISQ4FiWT053CPSuN77uNRlGr6XTuX5rs+UMCYyGEEMKBDZoxAU9TJle8/NnUbgiBKfHSvaIQEhyL4svJGsd5BZDo7kd489sAGNXcHXQ6Ow9OCCGEEDeic9MxfGg7AP5sPQALSk55hXSvyEuCY1F8OVnjAH083956HyYnZ1rGnaTV7JfsPTIhhBBCFMOwXiHotE6crdOYv1r2s2WPZWvpayQ4FsWTJ2ucqvO6ljUOdpJyCiGEEKKK8HTTMqR7MABbW/VDsWWPZXFeLgmOxc2ZTNZi/Zys8Xe3jCLLWUfjq+foNPs5e49OCCGEECUwolcIGicVxxq05u+m3SV7fB0JjsXNzZuHZes24rwCyNLo2NaiDwCj6ppROTvbd2xCCCGEKJHaPq707dQAgG0t+0j2+DoSHIsbyy2n8A4gQJ/AT53vIs3Vk6CsZG6d/ay9RyeEEEKIUrinb1NUKtjXtBsHG7aX7HEeEhyLG8tdhJcSR6xPEH/lbBV915ieOGklayyEEEJURfXreNK9TRAA21v2luxxHhIci6LlWYSnQsXx+q1I8A7AW5VN/1uC7T06IYQQQpTByH7NAAhv3ov/6rUkICVeNgZBgmNxI3lat13yDuC3dkMAuGNAK1ycnew8OCGEEEKURbMGvrRv5o9F7cSu0B7Ee9WRjUGQ4FgU5bqscXTtYKICQnDBzB23hdh7dEIIIYQoB7nZ4y3tBvH/7d17XJRl3j/wzwwzw0EOQqAEiiIKnnAAjwQJeD7go2kHa/XRonztWlJttqK5/R6N9VDWdnqsNrHFbF+1u0+RIJaaG4oFaOqaiimnUBRhURzk4AzM/ftjDjLMDAwozAzzeb9e+9q45r6H6/5yze2Xi+v+Xm7KhlbLKxx3YxAmx2SsTem2Sq/++EY+EwAw/YEQePaRWbmDREREdC+MGeaLIYFeUIql2DdpIa559nf4h/OYHJOxVqXbRBDhP+734dTgSIghYH78UGv3joiIiO4RkUiEhdp/2/eOTYR3ww2HfziPyTEZalO6rdKrP/aPmQEAiJUHwv++PlbuIBEREd1LsfIA+Hm74qYgxfdj5zr87DGTYzLUqnTbNa/+EKvVOBIWCwB4SLsuiYiIiHoPJycx5k/WPE/0dexj6KeocujZYybHdEebh/D63G7AnqhEqMVOkA/zxdABfa3dQyIiIuoG0ycEoY+rFBWCCwrkU3DNy99hS7sxOaY7WpVuq/TqD0DAAe2SioUJnDUmIiLqrdxcpJgdPRgAkDHjSfjfvOawpd2YHJOGiVnjfWNmoknqguAAT0SG+lm7h0RERNSN5j04BBInMQpb3HFh7mL4K645ZGk3JsdksnSbs6oJWWPnAQAWxg+FSCSycieJiIioO/l4uiBh7AAAwJcLkwFvH4d8OI/JMRmVbutzuwH/GhmPm65e8PN2RWxEoLV7SERERD1gQZzmwby8c9dQ+dzqNrPHjvFwHpNjR2eidJvb7XpkPPg4AGDB5BBInDhMiIiIHEGQvyfGjegPQQAywmc55Owxsx5H16Z0m//NayiQJ+CKizfcXaWYPnGQtXtIREREPWhhgmZTkO+OX0bdcy863Owxk2NHZuIhPEBAxrTlAIA5McFwdZZYtYtERETUs0YPuQ9DB/aFslmNvdELNbPHDlTajcmxI2tTus2jqQ7nQ8fhvNodEicxEmOCrd1DIiIi6mGtt5TO+uFXKFclO1RpNybHjsrMrPGeBc8CAOKjBsDb08W6fSQiIiKreCD8fvT3cUNdgxKHpi2BOCHeYUq7MTl2VCZmja8NHIofW7wBAPO1T6sSERGR42m9pXTGkVK0fPOtwzycx+TYEZmZNc564mWoBSAi1A+D7/e0di+JiIjIiqZPCIK7qxRXa+qRd74a4uRVDvFwHpNjR2Niww+PpjrU9wvAAVEAAOChuKFW7iQRERFZm4uzBHO0zx999X0RsH69Q8weMzl2NCY2/ACAg0+tQ6OyBQP7eyAyjFtFExEREZAYEwyJkxi//HoD5ysUDjF7zOTYkZjY8MOjqQ5CQgL2uGpmixfEhXCraCIiIgIAeHu6YHKkZqfcr3OKHWL2mMmxIzGx4Qe8++KHNz7Bf242wctdhvioAdbuJREREdkQ3ZbSP/x8FVV1yl4/e8zk2FGYeQhP9NwqfHWkFAAw94FgyKRO1u0nERER2ZTgAC+MGeoLtVpAVm7pndnjXroxCJNjR2GidBu8vVH438/i4qVaSCVizH6Am34QERGRMV2J1/15ZWhsgWb2uJduDMLk2BGYmTUWr1qFjNwyAEDC2IHo6+Fs1W4SERGRbRo3vD8C/fqgvqkZBwvKgfXre+3GIEyOezszpdvg7Y2rK3+PvDNXAQD/NXmIlTtKREREtkosFmHeg5rZ48wjJWgROwH79/fKh/OYHPdmzc3AtGkmS7eJV61C5o/lEAQgang/DPLnph9ERERk3tRxA/Wbghw7VwlIJAYP54kENQAR1K+/DjQ1Wbu7XcbkuDdLTYU657BR6TZxQjxuvZSCA/m/AgAe4lbRRERE1AEXZwlmThoEAPj6cLGmUftwXr2zO9xv39I8nNd0Gxgxwm6XVzA57q2064yVEplR6Tbs349vj19Gk7IFg+/3hHwYN/0gIiKijiXGDoGTWIQzxTUoulyrnz12v12PylbVK9Rlv9pt9Qomx72VtjqFrPk2RIDBQ3jNIjEyc0sAAPMnc9MPIiIisoxvX1fEyrWbgrSaPRYPHtRrqlcwOe6NWlWnAAClxBkeTQqI4+KAP/4Ruf++gpqbTejr4Yy4qEArd5aIiIjsyfw4zUP8R05WoOZmIyCRAIWFmgS5F1SvYHLcGxnUNPaHrFkJeHsDBw9CcHLS/6Y3NyYYUgk3/SAiIiLLDRvojZHBPmhRC9h7VLORGFxcgIsXe0X1CibHvU07NY0hkeCXX2+gSLfpR/Rga/eWiIiI7ND8yZqH+b/5sQxNSu3McJvqFfa6tTST496knZrG+OMfAQB7jmjWGsdFDoCXOzf9ICIios6bOPp+9PdxQ12DCv/66fKdF3RbS9vx7DGT494kNdVsTWNIJPhPbSOOnr4CgJt+EBERUdc5iUWY96Aml9hzuBhqtaB5oRfMHjM57i10yylM1DTWzRpn/1AKtVrA6JD7EBzgZdXuEhERkX2bPiEIbi4SXK66hRO/VN15wc5nj5kc9xa6h/BM1DSGRILbqhZ886Nm0495sZw1JiIiorvj5iLFjImaTUH26Mq6AXY/e8zkuDfo4CE8AMg5cRl1DUr083bFxNH3W7e/RERE1CvMjQmGSAScvFCNS9fq7rygmz1utTEIbtTaxcYgTI57A4PSbcYP4QmCgEztg3hzYzQ72xARERHdLf/7+mDCSH8AuFPWDbgze2yHG4MwObZ3FswanymuQdlVBZxlTpgxMci6/SUiIqJeRfdg3nfHylHfqLrzwvr1ECfE293GIEyO7ZkFpdsAYM8RzTqgKWMHwt1NZq3eEhERUS80Zqgvgvw90KRswcFj5XdekEg0zz7Z2cN5TI7tmGTr1nZLtwFAZU098s9WArjzmx0RERHRvSISiZCofdg/K7cELbqyboBdPpzH5NheNTfD6YMP2i3dBmjW/wgCEBnqh4H9PazWXSIiIuq9EqIGoI+rFJU1Dfjp/DXDF82UdpNs3WqdznaAybGduj8tDaIbN8yWbgOAxtvNOJCvKd/2X9ptHomIiIjuNRdnib6sW5a2CICemdljyfbtNjl7zOTYHjU3w++LL9p9CA8ADh2/hPqmZgT49kFUWD/r9ZeIiIh6vbkxwRCbKusGmC7tVnsTw557zuYSZCbHdkiydSucFIp2H8JTq++Ub0uMHQIxy7cRERFRN+rv44YJozRl3bJyzcwetynt5n78J5tbXsHk2N7o1hp3MGt86kI1Kqpvwc1FgqnjB1qvv0REROQwdA//Hzp+Cbdal3UDzJZ2s7XlFUyO7c2mTZq1xu3MGgN3yrdNmxAENxepNXpKREREDiY8xBeDdGXdCsoNX2xd2s3LH/0VVTg5KAK4eRPYtMkq/TWFybGdUefmtlu6DQAuV9Xhp/NVEImAxBiWbyMiIqKe0bqs296jbcq6AQbLK04FyfE/i/4fTgZFQJ2ba4Xemsbk2M6IY2PhX1etmTW+bVy6DbizfeP4Ef6437dPz3eSiIiIHFZ81AC4myvrBuiXV0SW/xv/838bEHnpNMSxsT3eT3OYHNubdevQ/Mo69Bk+GM2vvGJQug0AGppU+O7YJQBAYmywtXpJREREDqp1WbfMtmXdAP3yiuZX1mGovzOa160F1q3r4V6aZ5PJcWlpKZKSkhAREYHo6Gikpqaiqampw/OWLl2KsLAwo/8VFxcbHKdSqfDmm28iNjYWcrkcS5cuxfnz57vrcu4tiQTNa9ei6H/fR/PatQaJMQB8f+IyGm83I9DPHRGhflbqJBERETmyOdqybqcuVKO8UmF8QAf5jDXZTk+0FAoFli1bhoCAALz77ru4fv06Nm/ejNraWmzbtq3D86OiorBmzRqDtgEDBhh8vXnzZmRkZCAlJQWBgYHYsWMHli9fjszMTPj52W9CKQgCsnI1SyrmxgRDJGL5NiIiIup5/X3cMHH0/fjx56vIOlqKlYvk1u6SxWwuOf7888+hUCiQkZEBHx8fAICTkxNWr16N3/3udwgJaX+nN09PT0RERJh9/dq1a/j888/xyiuv4NFHHwUAyOVyTJ06Fenp6Vi9evU9u5aedqa4Bpeu1cFF5oQp41i+jYiIiKwnMTYYP/58FYeOX8J/zxkJd1f7qJ5lc8sqDh8+jOjoaH1iDAAzZ86ETCZDTk7OXb9/bm4uWlpaMHfuXH2bu7s7pkyZck/e35qyjmrW9SSMG4g+djIAiYiIqHfSlXW7rWzBwYJfrd0di9lcclxcXGw0OyyTyRAUFGS0dtiUgoICREREIDw8HEuWLMGxY8eM3t/X1xd9+/Y1aA8JCUFpaSnUavVdX4M1/Ke2EXlnKgFollQQERERWVPrsm7ZR8ugblvWzUbZ3LIKhUIBT09Po3ZPT0/cvHmz3XPHjx+P+fPnY/DgwaiqqkJaWhqefPJJfPrpp4iMjNS/v4eHh9G5Xl5eUKlUaGhogLu7e6f7LQgCGhoaOn1eVzQ2Nhr8PwBkHi6CWi1gZLA3/DwlPdYXW2MqNsS4mMO4mMfYmMa4mMfYmObocZkw4j584iLB1Zp65P18CRHDfPWv9XRsBEGw6Hksm0uOzbHkgpKTkw2+jo+PR2JiIrZv346PP/5Y327qfQTh7n6bUalUKCwsvKv36KyysjIAQHOLgG/zrwIARgWKerwftkgXGzLEuJjGuJjH2JjGuJjH2JjmyHEJH+SC/F9u4f8OFsK52dfo9Z6MjUwm6/AYm0uOPT09oVAYl/yoq6vr8GG8ttzc3BAXF4dvv/22w/dXKBSQSqVwc3PrfKcBSKVSDB06tEvndlZjYyPKysowePBguLq6IvffV1HfVAEfT2csmBYJiZPNrZbpMW1jQxqMi2mMi3mMjWmMi3mMjWmMC+DlV4/8X37AxatNuM9/MPp5a+LQ07EpKiqy6DibS45DQkKM1hYrlUqUl5dj0aJFnX6/tjPCISEhqKmpQW1trcG64+LiYgQHB0Ms7lpiKRKJupxYd5Wrqyvc3Nxw8PgVAMDsB4Lh6dH5JSG9kS42ZIhxMY1xMY+xMY1xMY+xMc2R4zI0yA0RoX44daEa35+sxPLEUQav91RsLC1xa3NTjJMnT0ZeXh5u3Lihbztw4ACUSiXi4uI69V4NDQ3IyclBeHi4vi02NhZisRj79u3Tt9XX1+PQoUOdfn9bUHy5FoVl1yFxEmGmdjcaIiIiIluiKxawP78cSlWLlXvTPpubOV68eDF2796NlStXYuXKlaipqcGWLVswb948g2UV69atQ0ZGBs6dOwcAOH78ONLS0jB9+nQEBASgqqoKn3zyCaqrq/HOO+/oz+vfvz8WL16Mbdu2QSKRICAgADt37gQALFu2rGcv9h7Ye1Sz6ccDYwLg7eli5d4QERERGRs/0h9+3q6ovtGII6cqMHV8kLW7ZJbNJceenp5IT09HamoqVq1aBRcXFyQmJhptzqFWq9HScuc3Dz8/PyiVSrz11luora2Fq6srIiMjsWHDBowZM8bg3JSUFLi5ueHtt99GXV0d5HI50tPT7W53vFsNKuScuAwASIwZYuXeEBEREZnmJBZhdvRg7MouxN6jpUyOOys4OBhpaWntHrNlyxZs2bJF//WgQYM6PEdHJpNh9erVdr0bHgD862QFlM1qDAnwwvDB3tbuDhEREZFZMyYOwt++/QUXL9XiQvkNDPB1tnaXTLK5NcdkGbUg4EC+ZtZ4bmywxYvMiYiIiKzBy90ZsREBAO4sC7VFTI7tVNGVJly70Qh3VykmRwZauztEREREHdI9mHfkVAUU9Uor98Y0Jsd2quBCPQBg2oQguMhscnUMERERkYGwIG+EDPCCqlmNf/1UYe3umMTk2A5V1jSg6GoTRCJgzgPB1u4OERERkUVEIhEStbPHB45dhlp9dzsUdwcmx3Zof8ElAEDEMF/c79vHyr0hIiIistyDkQPg4SZFdW0TLl5psnZ3jDA5tkP5Z6sAADMnDrByT4iIiIg6x1nqhGkTNBuXnbvUaOXeGONiVTs0ZWwgfq24BvlQX2t3hYiIiKjTFiUMxZVqBYLvs73d8pgc26FFCUNQWHgbYjHLtxEREZH98XJ3xu8Xy1FYWGjtrhjhsgoiIiIiIi0mx0REREREWkyOiYiIiIi0mBwTEREREWkxOSYiIiIi0mJyTERERESkxeSYiIiIiEiLyTERERERkRaTYyIiIiIiLSbHRERERERaTI6JiIiIiLSYHBMRERERaTE5JiIiIiLSYnJMRERERKQlEgRBsHYn7N2JEycgCAJkMlmPfD9BEKBSqSCVSiESiXrke9oLxsY0xsU0xsU8xsY0xsU8xsY0xsW8no6NUqmESCRCVFRUu8dJur0nDqCnB7tIJOqxRNzeMDamMS6mMS7mMTamMS7mMTamMS7m9XRsRCKRRTkbZ46JiIiIiLS45piIiIiISIvJMRERERGRFpNjIiIiIiItJsdERERERFpMjomIiIiItJgcExERERFpMTkmIiIiItJickxEREREpMXkmIiIiIhIi8kxEREREZEWk2MiIiIiIi0mx0REREREWkyObczRo0fx0ksvYdq0aQgLC8PGjRstPlelUuHNN99EbGws5HI5li5divPnzxsdV11djRdeeAFRUVEYN24c/vCHP6C2tvYeXkX3ycnJwYIFCxAeHo7p06fjs88+6/CcL7/8EmFhYSb/l5SUpD8uPz/f5DEvvvhid17SPdGVuAAweb0xMTFGxznamCktLcVrr72GOXPmICIiAgkJCVi3bh2qq6sNjrOHMVNaWoqkpCREREQgOjoaqampaGpqsujcr776CrNmzUJ4eDgSExOxb98+o2Msve/Ymq7E5datW3jvvffwyCOPYNy4cZg0aRKSkpJw9uxZo2Mt/WzZoq6OmaVLl5q87uLiYoPjHGnMXL582ey/P6NHjzY41l7HzK+//opXX30V8+fPx8iRI5GYmGjxubZ6j5F067tTpx0+fBiFhYUYP348bt682alzN2/ejIyMDKSkpCAwMBA7duzA8uXLkZmZCT8/PwBAc3Mznn76aahUKrz++utobm7GG2+8gZUrV+Kzzz6DSCTqjsu6J06ePImVK1di/vz5SElJwYkTJ5CamgqZTIZHHnnE7Hnx8fH44osvDNrKysqwZs0aTJ482ej4zZs3Y8iQIfqvvb29791FdIOuxkVn6dKlBjczqVRq8LojjpmjR4+ioKAAjz76KEaMGIHKykq8//77eOyxx5CZmYk+ffoYHG+rY0ahUGDZsmUICAjAu+++i+vXr2Pz5s2ora3Ftm3b2j33m2++QUpKClasWIGYmBgcPHgQL774Ijw8PBAbG6s/zpL7jq3palyuXLmCL774AosWLUJycjKam5uxa9cuLF68GJ9//jlGjRplcHxHny1bdDdjBgCioqKwZs0ag7YBAwYYfO1IY6Zfv35G//4IgoBnnnkGEydONDreHsfMxYsXkZOTA7lcDrVaDUEQLDrPpu8xAtmUlpYW/X8nJCQIGzZssOi8yspKYcSIEcLu3bv1bXV1dcKECROEN954Q9+2d+9eITQ0VLhw4YK+7aeffhJCQ0OFnJyce3AF3ScpKUl4+OGHDdrWr18vxMTEGMTNEu+++64wYsQIoaqqSt+Wl5cnhIaGCqdPn74n/e0pdxOX0NBQYceOHe0e44hjpqamRlCr1QZthYWFQmhoqPDll1/q22x9zHz00UeCXC4Xampq9G179uwRQkNDhaKionbPnTVrlpCcnGzQ9tRTTwmPPPKI/mtL7zu2pqtxqa+vFxoaGgzampqahJiYGCElJcWg3ZLPli26mzGzZMkSYcWKFe0e42hjxhTdfSM7O9ug3V7HTOt76Zo1a4S5c+dadJ4t32O4rMLGiMVd+5Hk5uaipaUFc+fO1be5u7tjypQpyMnJ0bfl5OQgLCwMw4YN07dFRUUhMDDQ4Dhbo1QqkZeXZ3B9ADBv3jxUV1fj3LlznXq/rKwsTJo0yWZnKSx1r+NiiiOOGR8fH6MZ8bCwMDg5OaGqqqpb+tsdDh8+jOjoaPj4+OjbZs6cCZlM1u7P7tKlSygpKTH682hiYiJOnz6N69evA7D8vmNruhoXNzc3uLq6GrQ5OzsjJCTErsZFe7oaG0s52pgxJSsrS3/NvUFX8hZbv8cwOe4liouL4evri759+xq0h4SEoLS0FGq1Wn9cSEiI0flDhw41WhdmS8rLy6FSqQz+dA1o+g2gU33/+eefUVZWZnZd1IoVKzBixAhMnjwZW7dutXh9pjXci7j85S9/wahRozBu3Di88MILuHLlisHrHDMaJ0+eREtLi8lY2OqYMfWzk8lkCAoKavf6S0pKAMAodiEhIRAEQf+6pfcdW9PVuJjS0NCAwsJCo1gBHX+2bNHdxqagoAAREREIDw/HkiVLcOzYMaP3d+Qxo1KpsH//fkyfPh3Ozs5Gr9vjmOkKW7/HcM1xL6FQKODh4WHU7uXlBZVKhYaGBri7u5s9ztPT06YTHd36a09PT4N23dedWZ+dlZUFZ2dnzJgxw6Ddw8MDTz/9NMaPHw9nZ2fk5eVh586dKCkpwUcffXSXV9A97jYuCxYsQHx8PHx9fXHhwgV88MEHeOKJJ/D111/Dy8sLgPmx5UhjRqVSYdOmTQgODkZ8fLy+3dbHjEKhMLp+QBOD9q7fXOx0Y0L3uqX3HVvT1biY8vbbb6OxsRFLliwxaLfks2WL7iY248ePx/z58zF48GBUVVUhLS0NTz75JD799FNERkbq39+Rx8zhw4dRW1trcnLGXsdMV9j6PYbJcTerq6uz6M9tAwcOhEwmu6vvZerBKMHEwnhzx/X0g1WdiY2OuT5a2ne1Wo3s7GzEx8cbfaBGjhyJkSNH6r+Ojo5Gv379sHHjRpw+fRpjxoyx6HvcrZ6My9atW/X/PX78eIwdOxYLFy7E3//+dzzzzDPtvo+jjBkAeO2113Dx4kXs3r0bEsmd26atjJnOsvRn1/YY3f2kdbul9x170NkxnZmZifT0dLz66qsYNGiQwWuWfrbshSWxSU5ONvg6Pj4eiYmJ2L59Oz7++GN9u6OPGV9fX0RHRxu91tvGjCVs9R7D5LibHThwAGvXru3wuIyMDIwYMaLL38fT0xMKhcKoXaFQQCqVws3Nrd3j6urqTP5W3J06E5u2v03q6K7F0r7n5+ejqqoK8+bNs+j42bNnY+PGjThz5kyPJTrWiIvO8OHDERwcbFCaytHHzPvvv49//vOfeO+99xAeHt7h8dYYM+a097MztTxEp3XsfH199e1tY2fpfcfWdDUurR09ehRr165FUlISfvOb33R4vKnPli26F7HRcXNzQ1xcHL799tsO398Rxkx9fT2+//57PPzww3BycurweHsZM11h6/cYJsfdbOHChVi4cGG3f5+QkBDU1NSgtrbWYG1OcXExgoOD9QvmQ0JCUFhYaHR+UVEREhISur2frXUmNkqlElKpFCUlJQbl14qKigDA4ptTZmYmPDw8EBcX1/kO9xBrxKW1tr+RO/KY+eyzz/Dee+9h48aNmDp1atc6bUUhISFGS1+USiXKy8uxaNEis+fp1gGWlJQYxKm4uBgikUj/uqX3HVvT1bjonD59Gs899xxmzZqFl19+2eLvaw+zo3cbm7ZM3U8cccwAml/uGxsbLZ6cAexjzHSFrd9jbHMUUqfFxsZCLBYbFNCur6/HoUOHDBLBuLg4XLhwweBDfurUKVRUVNh0wiiTyTBp0iSjAuFZWVnw8/Mz+NO2OUqlEgcOHMCMGTMsXsKyd+9eALBoxtAa7kVcWissLERZWZnB9TrqmNm7dy9SU1ORnJyMxx57zOLva0tjZvLkycjLy8ONGzf0bQcOHIBSqWz3Zzdw4EAMGTIE2dnZBu1ZWVkYM2aM/ol9S+87tqarcQE0/yg/88wziIqKwubNmy3+k7qpz5YtupvYtNXQ0ICcnByDa3bEMaOTlZWFoKAgyOVyi463lzHTFbZ+j+HMsY2pqKjAzz//DABobGxEeXk5vvnmGwDArFmz9MdNnz4dAQEBSE9PBwD0798fixcvxrZt2yCRSBAQEICdO3cCAJYtW6Y/b8aMGQgLC0NycjJ+//vfo6WlBa+//jrGjh2LBx98sKcus0ueffZZLFmyBOvXr8e8efNw4sQJ/OMf/8DGjRsNfntsGxudnJwcKBQKs7+1r169GoMGDcLIkSP1D1f99a9/xdSpU2365tTVuKSlpeHSpUuYMGECfHx8cPHiRXz44Yfw9/c32CDDEcdMQUEB1qxZg3HjxiEmJganTp3SH+vj44OgoCAAtj9mFi9ejN27d2PlypVYuXIlampqsGXLFsybN89gtmbdunXIyMgwKG+XnJyMF198EUFBQXjggQfw3Xff4ejRo9ixY4f+GEvvO7amq3GpqalBUlISpFIpnn76aYM/d8tkMv0vXJZ+tmxRV2Nz/PhxpKWl6T9LVVVV+OSTT1BdXY133nlHf56jjRmd69ev48cffzS7dtiex0xjY6O+rFpFRQVu3bqlz1t012Nv9xgmxzYmPz/fYE3lkSNHcOTIEQDAL7/8om9vaWkxKmGSkpICNzc3vP3226irq4NcLkd6erpBLV+JRIKPP/4Yf/rTn/Dyyy9DJBJhypQpWLdunU3vdAYAkZGR2L59O9566y1kZGTA398f69evN7pxmIoNAP1uOqZ2JQKAYcOGITMzEzt37oRKpUJgYCB++9vfYsWKFd1yPfdKV+MSHByM/fv3Izs7G/X19fD29kZcXBxeeOEFg/W4jjhm8vPzoVKpUFBQYDRr/NBDD2HLli0AbH/MeHp6Ij09HampqVi1ahVcXFyQmJiI1atXGxynVqvR0tJi0DZ79mw0NTXhww8/RFpaGgYNGoQ///nPBjtXAZbdd2xNV+NSVFSEq1evAgCWL19ucGxgYCAOHToEwPLPli3qamz8/PygVCrx1ltvoba2Fq6uroiMjMSGDRuM1t470pjR2bdvH5qbm81OztjzmKmpqcHzzz9v0Kb7eteuXZg4caLd3WNEQm9d0EJERERE1Elcc0xEREREpMXkmIiIiIhIi8kxEREREZEWk2MiIiIiIi0mx0REREREWkyOiYiIiIi0mBwTEREREWkxOSYiIiIi0mJyTERERESkxeSYiIiIiEiLyTERkYN76qmn8PjjjyM3NxePP/445HI5pkyZguzsbABAdnY2Fi5cCLlcjjlz5iAvL8/KPSYi6j4iQRAEa3eCiIisZ9KkSXBxcYGvry+efPJJeHh4YNu2bSgpKcETTzyBwsJCLF26FGKxGJs2bYJKpcKRI0es3W0iom4hsXYHiIjIeioqKnDjxg2Eh4fjb3/7G2QyGQCgtrYWL7/8MkpLS7Fr1y6IRCIAQElJCd58803cvHkTXl5e1uw6EVG34LIKIiIHdvbsWQDA888/r0+MAeDWrVsAgJdeekmfGANAQ0MDpFIp+vTp07MdJSLqIUyOiYgc2NmzZyGTyTBp0iSj9n79+mH48OEG7YWFhRg2bBgkEv7hkYh6JybHREQO7OzZsxg+fDikUqlB+5kzZzB69GiTx48aNaqnukdE1OOYHBMRObBz584ZJcG3b99GUVGRUXtVVRWqq6uZHBNRr8bkmIjIQVVWVqKmpsYoCT5//jyam5uN2nXrk03NKBMR9RZMjomIHNSZM2cAGCe7uvbw8HCD9rNnz0IqlSIsLKxnOkhEZAWsc0xEREREpMWZYyIiIiIiLSbHRERERERaTI6JiIiIiLSYHBMRERERaTE5JiIiIiLSYnJMRERERKTF5JiIiIiISIvJMRERERGRFpNjIiIiIiItJsdERERERFpMjomIiIiItJgcExERERFp/X/GKXWQGVuFBwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dO3cSGhqa6uO8i6yKTYKE18TbKs0pfSL2pu2HDRvGkydP2LZtGzNmzOCvv/5i+fLl6f69JnIGSaKFyACrV69m4MCBnDt3Ltljd+/eZfTo0Zw+fZoCBQrQpUuXxMcS2i1+//33xCoIwO3bt/n666/TXD28d+9e4h+ylG7+WrlyJQUKFKB///6p2mflypVp2bIlUVFR9O/fP1kP5p07d1i5cmWGHMsQOzs7Jk+ezNChQxkzZswb161Xrx5VqlQhOjqakSNHJn6MDHEjSyxatAiA/v37J5ls5V2uMSM8f/6czZs3A6nvx0wpic6XLx+XLl1i0aJF3Lt3L0PPM73xNRYZ8Xrz8/NjzZo1iUP4abVaJkyYQHBwME5OTrRr1y5Dj5cgLa8DgCpVqtCmTRvCwsL44osvuHr1apLHY2NjOX36NKNGjSI6OjrV5/EmWRWbBG+rRKfUrgFxyf6tW7cwMzMz+AawdOnSfPjhh8ycOZPffvuNxYsXZ9q9CMJ4SU+0EBlAr9dz5MgRjhw5Qt68eSlatCgqlYrg4GCePn2KXq+nRIkSLFy4MMlNWS1atMDNzY0LFy7QuXNnnJ2dMTU15ebNmxQsWJDBgwfz448/pnjchFEeIO4u9qCgIGJjY3FwcOCLL74wuE1ERASjR482OOxVSqZNm0ZISAjnz5+na9euFC1alHz58vH48WNCQkIoWrSowX7b9BzLkI4dO6ZqPRMTE+bOncunn37KmTNnaNKkCWXLluXly5eJN1d9+OGHiX2NGXGN6TF8+PDEf4eGhnL58uXEKcZTWzFOKYkeNGgQiqKwYcMGFi5cSKVKlRg2bBhNmzZ95/N+l/gag3d9vQF89dVXfP/994lVyNu3b/Py5UssLCyYPXt2kj7ljDje61L7Okgwbdo0NBoNJ06coFOnThQpUgQHB4fEG/C0Wi0QN3NgRsjK2MD/vyYMJdEvXrzg4cOH2NvbG6weBwQEoCgKFStWTDGBL1myJBEREXz88cepmppe5HxSiRYiA/Tu3ZspU6bQvn17HBwcCAoK4tq1ayiKQoMGDZg6dSp79uxJ9stdrVazcuVKevfuTYECBbh79y4ajYYuXbqwbds2ChUq9Mbj/vPPP4lfd+/epXjx4vTu3fuN25YuXTrFCRpSkjdvXtauXcvEiROpUaMGGo2GmzdvYmlpSatWrZgwYUKGHetdlSxZku3bt/PFF19QpEgRbt68ybNnz6hduzazZs1KHCnkv9J7jenx559/Jn6dP38eR0dHevfuzdatWw2Ov/xfWq2Wu3fvYmVlRcmSJZM8ZmVlxejRozl+/DibNm3C3NycYcOGparlKDXSG19j8K6vN4irss+ZMydxGmkTExOaNWvGpk2bkkzskVHHexd58uRhxYoVzJkzh4YNGxIZGcnVq1cJDQ3F1dWV/v37s3nz5lSNBpMaWRmbe/fu8fLlS4oWLWpwlJ03VaFffzylKvb+/ftZsGABVatWZe/evYmjn4jczURvrNNKCSGEMOjixYt07dqV6tWrs2HDhjeu+/vvvzNlyhTOnj37zp8I5GYJFf/XR1YRcXJ6bP755x8+++wzBg4cSI8ePWjevDmff/45X331VVafmshi0s4hhBDZzNmzZwGSjYU7ceJEAOrWrUvBggW5ceMGixYt4qOPPpIEWoh0uHXrFoMHD6ZDhw6J09p/8sknrFmzht69e79xzHSR80kSLYQQ2UhYWBibNm0CwMPDI8ljpUuXZt++ffzxxx9ER0dTvHhxhg4dmqR3XgiROiEhIfTv358qVaowefLkxOX9+vXj999/5+eff07zBFIiZ5F2DiGEyAauXLnCxIkTuX37Nq9evaJOnTr8+uuvRtt/nNPk9JaFdyGxEbmVVKKFECIb+Pfff7l+/TpFihThk08+YdCgQZJACyFEFpJKtBBCCCGEEGkkQ9wJIYQQQgiRRtLOkYnOnz+PXq9P10xMQgghhBDi/YuJicHExITq1au/cT2pRGcivV5PZnbP6PV6oqOjM/WY2YHEJWUSG8MkLimT2BgmcUmZxMYwiYthWRGX1OZrUonORAkV6CpVqmTK8SIiIvD396dMmTJYW1tnyjGzA4lLyiQ2hklcUiaxMUzikjKJjWESF8OyIi6XLl1K1XpSiRZCCCGEECKNJIkWQgghhBAijSSJFkIIIYQQIo0kiRZCCCGEECKNJIkWQgghhBAijYxydI7bt2/j4+PD33//jZWVFe3atcPLywtLS8sUt7l//z7Nmzc3+JiZmRmXL19O/DkmJoYFCxawfft2wsPDqVq1Kt9++y3ly5dPst3Tp0+ZNm0aR48eRaVS0axZM8aPH4+9vX2GXKcQQgghhMiejC6J1mg09OnThyJFirBgwQKeP3/O9OnTCQsLY86cOSlu5+joyMaNG5Ms0+v19O/fn7p16yZZPn36dHbs2ME333xD0aJFWbFiBZ999hm7du3CwcEBAEVR6NevHzExMcyaNQtFUZg9ezZDhgxh/fr1mJiYZPzFCyGEEJkgNjaWmJiYLDl2VFRU4neVSj4QTyBxMSwj42JmZoapqWlGnBZghEn0hg0b0Gg07Nixg/z58wNgamqKl5cXgwcPxsXFxeB25ubmuLm5JVl2+vRpwsPDad++feKyJ0+esGHDBr799lu6desGQLVq1WjevDlr1qzBy8sLAF9fX65du8bu3bspW7YsEJeof/zxxxw7dozGjRtn9KULIYQQ75Ver+fx48eEhYVl2TnodDrUajUPHz6UZPE1EhfDMjou9vb2FC5cOEOKoUaXRB89ehR3d/fEBBqgVatWjB8/Hj8/vxSTaEN2796NjY0NzZo1S1x2/PhxYmNjadeuXeKyhHX8/PwSk2g/Pz9cXV0TE2iAGjVqULRoUfz8/CSJFkIIke0kJNCOjo5YW1tnyaeqsbGxREVFYWFhkaFVwexO4mJYRsVFr9cTERFBcHAwAE5OTu98bkaXRAcGBtK5c+cky8zNzSlRogSBgYGp3k9MTAy+vr60bNkSCwuLJPsvWLBgsr5mFxcXdu3ahU6nQ6VSERgYaDBhL1OmTJrOQwghhDAGsbGxiQl0gQIFsvQ8ACwtLSVZfI3ExbCMjIuVlRUAwcHBODo6vvP+jC6J1mg02NnZJVtuZ2fHixcvUr2fo0ePEhYWlqSVI2H/tra2ydbPmzcvMTExREREYGNjk+J6dnZ275REJ7wTygyRkZFJvos4EpeUSWwMk7ikTGJjmDHGJSoqCp1Oh4WFRWJikhX0en3i96w8D2MjcTEso+NiYWGBTqdDo9EkKbL+95ip+ZTG6JLolKT2ghLs2rWLggUL4u7unuwxQ/tJ+E9KzXrv8vFXTEwM/v7+6d4+PYKCgjL1eNmFxCVlEhvDJC4pk9gYZmxxUavVREdHG8XN8Qk3jImkJC6GZVRcoqOjURSFW7duvXE9c3Pzt+7L6JJoOzs7NBpNsuXh4eGp7od+9eoVR44coUuXLslK9SntX6PRYGZmhrW19VvPw1ClPLXMzMwoU6ZMurdPi8jISIKCgnB2dk78CENIXN5EYmOYxCVlEhvDjDEuUVFRPHz4EAsLizcOGfu+6fX6xB5XY0jmjYXExbD3ERe1Wk2JEiVSrEQHBASkbj8ZcjYZyMXFJVm7RHR0NHfv3k3WK52S/fv3ExkZSYcOHQzu/9mzZ4SFhSXpiw4MDKRUqVKJd366uLgYrBgHBATQtGnTNFxRUiYmJomJemaxsrLK9GNmBxKXlElsDJO4pExiY5gxxUWlUqFSqTA1Nc3SntuEj+RNTEwy7Dy2bdvGuHHj2LJlC1WqVMmQfb6rn376iTJlytCiRYtUrW8oLglzYEyfPp2PPvooTccPCAhg3759dOrUiWLFiqXt5I1IRj9fTE1NUalUWFlZpfhmMrXJutGNodK4cWNOnTpFaGho4rL9+/cTHR2Nh4dHqvaxe/duSpQoQbVq1ZI91rBhQ1QqFfv27Utc9urVKw4dOpRk/x4eHty4cSNJQn/hwgUePHiQ6vMQQohsR6sFDw90pqboTEzivkxNiVKbEWKTn6CCJbhexJUrRcpzqVglbpSvh8lHfQl0rcONQmUIKlCcR3kLobG2JTZhexMTdCoVOisrdC4uMGkSKEpWX6kQ79WyZcs4cOBAlh0/ICCARYsW8eDBgyw7h5zO6CrRPXr0YN26dQwZMoQhQ4bw7NkzZsyYQYcOHZK0c4wfP54dO3Zw9erVJNs/f/6ckydP0r9/f4P7L1SoED169GDOnDmo1WqKFCnCqlWrAOjTp0/iep6enri6ujJ8+HBGjhxJbGwss2bNombNmjRq1Og9XLkQQmQiRYHJk9EtXAgvXqCxtOVOwZI8si9MsF0xglsNJ9jOkae2DoRb2RJllvaP/9VKDPkiQrGPCMP+VRiFwx5TOOwRxX7ZQZF5Syj46jkq9KAyRdWgPvzxB2Rhm4EQQqSF0SXRdnZ2rFmzBh8fH4YNG4alpSXt27dPHL85gU6nM3iX5r59+1AUxWArR4JvvvkGa2trfvzxR8LDw6lWrRpr1qxJnK0Q4vplli9fzrRp0xg9ejQmJiaJ035Lr5IQIltRFJg6Fd2vv8LDh4SprfAvUoEbTuUIajacIAdnntu8fcgzE50Om6iXWMREodYpqHQ6VHo9Kl0sMWozotXmRKktiFabE21mgaI246mdI0/tHA3uzzI6ktLBtykRcofyj65TpmhZioY+RGUC5M2LauhQmDgR1Eb3p0pkA9988w1//vknO3bswMfHh3PnzmFnZ0ebNm0YOXJk4o1jCS0TXl5eKIrCxo0befbsGWXLlmX06NFJBij45ptvOHPmDIcOHUpyrIULF7Jo0SKuX78OgKurKwDbt29n+/btANSpU4e1a9emeL7BwcFMmzaNEydOoFKpaNSoEZ999lmy9S5dusSqVav4999/CQkJoWDBgri5uTFq1CiKFi0K/H97C8Cnn36auG1CW8iJEydYt24dV65cITQ0lMKFC+Pu7s7XX3+dZJ4O8WZG+ZupVKlSrFy58o3rzJgxgxkzZiRb3rNnT3r27PnGbc3NzfHy8kqWmP+Xo6Mj8+fPf/sJCyGEsXmt0vxMUXHeuTpXynXAv2kFHuUrYnATxxdPcAp7RJHQhzhqgin0IpiC4U/JG6nBRvsS66iIuMpxKkSbmhFmbU9YHnvCrO15ZpOfh/mK8sjeiQf5ihBs54jW3IqrxSpytVhF/nBrA4BdxAsq3b9C5fuXqbpkNcWnTcPEwgJV3bqwb59UqkWaxMTEMHjwYLp06cIXX3zB2bNnWbJkCTY2NgwdOjTJuuvXr6dIkSKMHz8enU7HihUr6N+/P2vXrqV69eppOu7GjRvp06cPdevWZciQIUDcxG4p0Wq1fPHFFwQHBzNixAhKly7NkSNHGDFiRLJ1Hzx4QKlSpWjXrh158+bl6dOn/P7773Tp0oU9e/aQP39+mjRpwsiRI5k3bx4TJ06kUqVKAJQoUQKAu3fvUr16dbp27YqtrS0PHjzgl19+4ZNPPmHXrl2YmZml6XpzK6NMooUQQqSDVgutWhHz10muO5bh71I1+LvDd9x2LJ1kNRO9DqfQR1S5f5nSTwJxDrlDiZA7WMdo0QOvzKyxiXltPHuVCnS6lH82sMxcH4tj+FMcw58aPNVYExUP8hUhsFAZ/ItU4G7BEtxyLIXGOi8ny9XnZLn6AOR7+ZzqQedpcPMvqtrYYW5mCkWKoOrdG7y9pUot3igmJoZhw4bRpk3cmzR3d3cuX77M7t27kyXRsbGx/PLLL4kjNjRs2JDmzZuzYMECfvnllzQd183NDZVKRf78+XFzc3vr+tu3b+fWrVv88MMPtGrVClNTUxo2bEhUVBSbNm1Ksm7r1q1p3bp1kvNu0qQJDRo0YPfu3Xz66afkz5+fkiVLAnGTxP33HD7++OPEf+v1eqpXr06dOnVo2rQpR48epXnz5mm63txKfvsIIUR2ptVC69Yop07j71Ca4+Ua8FffzwnLky9xFRO9jjJPAqh25yIVH1zF9dF1bKJe8djWkcLhwUl2Z6JSYWNjgWroqFS1UkRERODv70+FChXePArF6z3YGg2meh0lwh5S4vl9mvofiVtFZcrNQmX4t0Q1Lpaoxk2nMoTa5OdQ5eYcqtwcy+hI3O5coP71E9SbNh2LqT6oGjWUXuqspijw/ffojh9H1bAhjB9vNG9uEloxX+fq6sqpU6eSrevp6ZlkyDMbGxuaNm3K7t27iY2Nfa8jmpw+fZo8efIkG7igffv2yZLoV69esWTJEnx9fXnw4EGS1tbUTgb37Nkz5s+fj5+fH8HBweheewMcGBgoSXQqGcezXAghROq9lpDeVdtxoFILjn/am2e2BRNXyaN9Sc2gf6h5+2+qB50nb6SGaJUZ5rqYuBVMTCgcGYrKwyNzklC1GqZORTV1atLl8W8CdKdOoY6JocKj61R4dJ0epzcRY6rmUrEqnC5TlzMutXluU4BTZd05VdYdq6gI3ILO0+bin1S2zhM3bJXcnJg1vv8e3eQpnC9eleoHp8QN+zVxYlafFRA3xOB/xwI2Nzc3OHFHwYIFDS5LmM3Y0CzGGSUsLMzgVOyGzmnUqFGcOnWKIUOGUKVKFfLkyYOJiQkDBgxI1YQkOp0usXVkyJAhlCtXDisrK/R6Pd26dZPJXtJAkmghhMgu4ts1Xp0+x4ky7vi2Gcf1IuUTH7aOekW9gNM0vH6canf/Ra2LJRYTTNGDiQnmeW2M72Y9S0s4cuT/x1tNeIOwaBFmmnBq3L1AjTvnGXTwJ245xlXaj5VvxFM7R066NuCkawMKhIfQ9Mph2p3bS37rPKgaN5JkOhPpjh/nfPGqTOr8HZO2Tqb68ePGN35uKoSEhBhc9vpEbObm5kRHRydb7/VhedPD3t6eixcvvvWcwsPDOXLkCEOHDmXAgAGJy6Ojo3nx4kWqjnXjxg2uXbvGjBkz6NSpU+LyO3fupPPscy8j+S0qhBAiRfHJ84OLN9lVvT0H+w9Gax43C55KF0vtW2dpfuUQNYL+IUpl/v/9zJaWmGa3/uH/Vqzjr1134gQuwbdwCb5F7+PruFakAocrNuGvcu48sy3Ilnpd2V67E253LtDp3A4qW1tjYp8P1dAvjetNQw6katiQ6genxCXQ9y6i+sI4qtBp5evry5gxYxIr1y9fvuTw4cPUqlUrsZWjWLFiPHv2LHFUDIhLYI8fP55sf+bm5mi12lQdu27duuzbtw8/Pz9atWqVuHz37t1J1jMxMUGv1yebknrz5s3JRixLWOe/55Awwth/97Fhw4ZUnav4f/JbRQghjFF8RTZ20SKu2hTlfzU6cObzr9GbxNX4nEIf0vLyfppdOYyZEoNN9CswMcHMXI+qQZOcM5KFpSX4+cVVNuNjwsKFVHzkT8WHVxlw+GdOlG3AvmqtuVa0An+XrsXfpWtRKvgWHc/toJHPNExnz0E12kuS6fdl/HhUEFeB/mJiXE90NmRqasrnn3/O559/jk6nY/ny5bx8+ZJhw4YlrtOmTRsWLFjAiBEj6NevH1FRUaxdu9bgkLvlypVLHA7PwcGBPHnyULp06WTrAXTs2JHVq1czYcIEnj17RqlSpfDz80uWnNvY2FC7dm1WrlxJvnz5KFq0KGfOnGHLli3Y2dklWbds2bIAbNq0iTx58mBhYUGxYsUoXbo0JUqUYO7cuej1evLmzcvhw4c5ceLEu4Yw18mOn7gIIUTOptWiL1OGk7/9yei24xnfbRqny9RDb6Ki5q1zTN7yHd9tmUTns9vJFxGGjS4alYcHqogIVBERcPhwzkig/yuhSh0Whio6GpW3N2Y2eWhyzY+ZG8cx/9ev8bz4JxbRWm47luaHtiMZ9MVStlVqReT0mejs7OISaZktMWOp1TBxIipf32z9RqVnz57Ur18fHx8fRo0aRWxsLMuWLaNmzZqJ6xQvXpzFixcTHh7O8OHDmTVrFq1bt6Zjx47J9vftt99SsmRJRo4cSZcuXfjuu+9SPLaVlRW//PILdevWZd68eQwfPpwnT54wb968ZOvOnTuXunXrMnv2bIYOHcrly5f55ZdfkvVsFy9enPHjx3Pt2jU+/fRTunTpwuHDhzEzM+Onn37C2dmZiRMnMmrUKJ49e8bq1avTHbvcykSv16du0E/xzi5dugRAlSpVMuV4qb5rPpeRuKRMYmNYpsTltcrz6YKubKzbjVuF4mZpNVOiaXblEB3O7yZf+PO4dg0TlVH0/hrFcyah5eP4cdDpCLe0YY9bO/a4tUNjHVedyxsRRqez22n77z4s1KbvvTJtFHH5D61Wy+3btylVqhSWWficiY2NRavVYmlp+V5HvEithMlWxowZQ9++fbPsPIwtLsYio+OSmtdBavO17Pl2UQghchKtFn358pw2deS39t9x27EUEDejX7sLe/jg752oFSUueTY1zbwRNbKLhJaP+DcitnPm0OPURjqd287BSs3ZXqsjwXkLsdrjc/5X80M6n91G62nTMVu0CNXw4dmnX1wIYVSknUMIIbKKosCECVwrU51xdfszreO33HYshWV0JF1Ob2b5igH0PPEb9pEabEz1qCZMQKXVwpEjkkAbktDuER6OytsbCxtr2l78g59WDWaI7xIKap4SapOfFU37MeTzJRx0qo4yeSqUKRNXzRZCiDSQt95CCJHZ4iumD35ey7paXTjefQYA5koU7f/ZTadz21Hp9HE3C1pZofKSm+LS5PURPrRaVOXL0+qyL838D7HLrQM7a3YgOK8jC1oPZ3f1dgw4vJwKtnaoxn0jcc6FihUrxvXr17P6NEQ2JJVoIYTITFotWteKrDl8m6E95nC8fCNM9DqaXT7IklVf0uvEeuy0L7FR6eIqzxoNTJkiiV16WVpCQEDcTYhmaj76ezvLVg2i1/F1WEZHcquQC9/0mMH3bUbxaP4yuflQCJFqkkQLIURm0GrRN2nCiarNGNxsDFvqdkVRm+EWdJ4f146g75FVOLwMiZt5b8IEVOGSPGeY19s8Jk7Ewsaarme2sGzVYJpeOYyJTsfpsvX48rNFbKjWgajvZ0iLhxDirSSJFkKI9ym+7/l+sbJ8V8CDGR3GEmLngOOLYMbvmMag/UtxDrmDTawWVZMmkjy/T2o1TJ6M6ulTVN7e2Ee/5Os/5/PjupFUvneJGLU5v9f/hKGfLuDfWFt0NjbQtKkk00IIgySJFkKI90FR4LvviHYszEbfawzr+QPnnWugjo2h26mNLFozlFpB/+AU/hRVyZKoXr7MueM7G5vXK9MeHjg/v4vP5gl8ve9HbCM1PM7nhHc3H+Z4fkXo6X/Q2UqLhxAiOSl1CCFERlMUaNGCgKt3Wdh2fOJ4zzVu/02/wyvIG6HBQomWmwazmqUlHDkSN+JJ+fI09T9C7VvnWNOoN/urtORYhcZccHbjC79faDrVB9OjR+HAAfm/EkIAUokWQoiMpdUSU86VtTFF8PpkNrcKuWAbqWHE3nmM3DOPomGP4mYYlJsGjcdrNx/amCh8eWApMzeMo+TTIMKt7Jjf+itmdBhD6Jnz6BwdYdIkqUoLISSJFkKIDBHf+xxQqgojGn3FpnrdiTVV437zJAvXDKfRjRPYRkfEtW5I37Px+c8Y065PA5m3fhTdTm3GNFbhVFl3hvVZwImC5dFNniI3HgohJIkWQoh3ptWiK1uObfsuMbr7dO4ULEneiDDG7JrFyL0/kC8iDNO8dqi+mwgBAdL3bMxeS6bNixej51/rmbR1MsVD7vLC2p5ZHcYyq50Xmsch4OQkibQQuZgk0UII8S60Wp6VrsDEmn34xeNzFFMz6gacZuGa4dS+/TfmsTGoPDxQBQfHtQFI9Tl7SGjx8PCg6v1L/LB+JB+d2YaJTscJ1wYM/3Q+V60KocufX9o7cqhvvvmGZs2aZfVpZIj79+/j6urKtm3b3vu2jx49YsqUKbRo0YIqVapQu3Ztevfuzc6dO9Hr9Qb3nfBVqVIl6tatS+fOnfn++++5efNmsv2fPn06yTYVKlSgXr16DBo0iEuXLqX5+t6F/DYXQoj0iJ918K9NB1nUcSrhVraYx0TR78hK6l8/gW30K1CboZrgLTcOZldqNRw4gGrqVMwWLKDP8V+pF3CKWe1HE2LnwLju3/Pxyd/pMnkq6tWr4do1+ZRBGCVHR0c2btxIiRIl3utx/v77bwYNGoS1tTV9+/bF1dWV8PBw9u3bx+jRozl8+DBz585FpUpaw+3duzft27dHp9MRHh7O1atX2bp1K+vWrePrr7+mZ8+eyY41cuRI6tati6IoXL16lcWLF9O7d2927NiBs7Pze73OBPJbXQgh0kqrJaZSZVaWbMae9mMBcHkSyKd+a3C7fxFMTVE1aQL79klSld0ljC09YQJMnozrjBks+PVrFrcczAnXhqxv0IsLJdzw2juPgk5O8OiR/J8Lo2Nubo6bm9t7PYZGo2HYsGHY2tqyadMmChYsmPhYixYtcHV1Ze7cuVSoUIEBAwYk2dbJySnJ+Xl4ePD5558zdOhQ5s6di7OzM82bN0+yTcmSJRO3qVWrFnZ2dowdO5adO3cyfPjw93adr5N2DiGESK34mwcfFynF2LoD2VO9HQCdzm5n4rYpuN2/hMreXsZ8zole65W2LeLA6D1z+NJ3MRYxWq4Ur8xXvX/gH7sSMqZ0Flm4cCGurq5cvXqVoUOHUqNGDWrWrImXlxfPnz9Psq5Op2P58uW0bt2aypUr4+7uzpgxY3j8+PEbj9GnTx9at26drCVBr9fTsmXLxMQwoUVh5cqV/PLLLzRr1ozq1avTvXt3Lly4kGy/Bw8epHv37tSoUYOGDRvSt29fzp8/b/D6rl27xvDhw6lZsyZ16tRh+vTpKIrCrVu36Nu3L9WrV6dZs2YsX748yfaGWjLu3LnDuHHj8PT0pFq1ajRq1IhBgwZx/fr1t8bbkM2bN/Ps2TNGjRqVJIFO0L9/f0qXLs3KlSuJiYl56/4sLS2ZNm0aarWaNWvWvHX9ypUrAxASEpL2k08nSaKFECI1FAXz9u05t24PI3vM5qZTOWy04UzYPpUuZ7ZiH6lBZZ9XKpE5naUl3LyJqYcHnpf3M2+dFyVC7qCxzsvkj77jt9pdiJ3qg0XVqtnmpkO9Xo82Ssm8r2gFbXRs3Pf/PPbfBDWthg4dSokSJViwYAHDhg3j4MGD9O3bN0nSNmnSJObMmUODBg1YunQpX331FceOHaNHjx7JEu7Xffrpp9y+fZuTJ08mWX706FHu3r2brOVg/fr1nDhxgvHjxzN79mwiIiIYMGAA4eHhievs2rWLIUOGYGNjw+zZs5k4cSIajYbevXtz7ty5ZOfw9ddfU758eRYuXEjXrl1ZvXo106dP58svv6RJkyYsXryYunXrMmfOHHx9fd8Yq+DgYOzt7Rk1ahQrVqzgu+++w9TUlG7dunHr1q03bmvIX3/9hampKU2bNjX4uImJCc2aNSMsLIwrV66kap+FChWiUqVKXLx4EeUtb0zv378PQKlSpdJ24u9A2jmEEOJtFAWXL4fyu0VZNnfqit5ERZnHN/n88CoqP/KPb9/wkPaN3CKhV3ryZIrNmMHc9aNZ1HIIfhWbsNG9O4GOpRm17weqtmlDTFAQWFtn9RmnSK/XM3bRcfyDUk4eM1MF5/zMHNoQExOTdG3fsmVLxowZA0DDhg0pUKAAXl5e7Nu3jw8++IDAwEA2btzIJ598woQJExK3q1ixIl27dmXNmjWMGDHC4L6bNm1K8eLFWbduHfXr109cvm7dOkqUKEHjxo2TrJ8nTx6WLVuGqakpENeX3LVrV44ePUq7du3Q6XTMmjWLcuXKsXz58rg3M1otzZs3p3Xr1syZM4cNGzYk2Wf37t35/PPPAahfvz4nTpxg3bp1LFq0iJYtWwJQp04djhw5wq5du/D09EwxVrVr16Z27dqJP8fGxuLh4UH79u3ZuHEj48aNe2u8X/fw4UPy58+P9Rue78WKFUtcN7XtJUWKFOHff//lxYsXODo6Ji7X6XQoipLYEz1jxgzKlClD586d03Te70Iq0UII8SZaLTE16/JjiTZsqtcdvYmKNhf24b19GpUfXZP2jdzqtfYOS1trRv7xI1/uX4I6NoZzLrUZ2XMuD8zssSxdOttUpHOCDh06JPm5TZs2qNVqTp8+DZD4vVOnTknWq1q1Ki4uLsmqzK9TqVT06tWLI0eO8PDhQwDu3r3LsWPH+OSTT5Il/k2aNElMoAHKly8PwIMHDwC4ffs2wcHBfPjhh0lutMuTJw+enp78+++/REZGJtvn61xcXDAxMUmSwKvVakqWLJl4nJQoisJPP/1E27ZtqVy5MhUrVqRy5coEBQURGBj4xm3TK+GThrS8SUrp04kRI0ZQqVIlqlWrxscff8zLly9ZtmwZdnZ2GXKuqSGVaCGESIlWywNXN6Y2G8aD/MUwj4niy/2LaXTjBKa6WFQlS8qIDLmdpSU8eoSqdWs8jx3A+WkQMzqM4VE+J7x6zmbEvh9wz58f1Zgx4O1tdKO0mJiYMHNoQ6KiYzPtmLG6WLTaKCwtLTBVmSZ5zMLcNN1VaAAHB4ckP6vVauzt7QkLCwNI/P56RTOBo6NjYnKcks6dOzN//nw2bNjAyJEjWb9+PZaWlgarn/b29kl+Njc3ByAqKgqA0NBQg+eccC46nQ6NRoOVlVXi8rx58yZZz8zMDCsrKywsLJItf/ny5RuvZcaMGaxfv57+/ftTu3Zt8ubNi4mJCd7e3onnmBZFihTh5MmTREREpFiNTkjsnZycUr3fhw8fYm5unuzavby8qFevHlqtluPHj/Pzzz/z5Zdfsnnz5sRYv29SiRZCiP+Kv4HwXKWGjGo/kQf5i1FQ85QZG8dRP+A0pjodKg8PmThFxLG0hCNHUL16RXltMD+sG0X5B/5EmVky44NxbKrajlgjnuXQxMQESwt15n2Zq7E0N437/p/H3iWBBnj69GmSnxVFISwsLDGhTfgeHBycbNvg4GDy5cv3xv3b2trSqVMnNm/eTFhYGNu2baN9+/bpqn4mHOu/55xwLiqV6r1WVXfu3EnHjh0ZOXIkjRo1omrVqlSpUiUxuU+r+vXrExsby+HDhw0+rtfrOXToEPb29lSqVClV+3zy5AlXr17Fzc0N9X/egBYvXjxxHOoRI0YwfPhwrl27xtq1a9N1/ukhSbQQQrxOq0Vftizb915k6gfjeWWZh/IP/Bm7ayYuwbcwN1PFzTx44IDRVRVFFouvSuezMOH7Td60ubAPgPUNejG73Si09x/JLIfv2a5du5L8vG/fPhRFoU6dOgDUq1cPiEsgX3fx4kUCAwMTH3+T3r17ExoayvDhw9FoNPTq1Std51qqVCkKFSrE7t27k7QsRERE4Ovri5ubW5IqdEYzMTHBzMwsybIjR47w5MmTdO2va9euFChQgLlz5/Ls2bNkjy9fvjxxFJH/HtcQrVbLt99+i6Io9OnT563r9+vXj5IlS/Lzzz+/tQqfUeQvgBBCJNBqUYoUY3GtHhyoEneTTotL++l1fD35Il9A3ryoHj+W6rNIWUJ7R/nyDDq0jGLP77GySV9OuDbkkb0T322fgr0Rt3dkd/v378fU1JQGDRpw8+ZN5s+fT/ny5WnTpg0ApUuXpnv37qxbtw6VSkXjxo158OAB8+fPx8nJic8+++ytxyhVqhSNGjXi6NGj1KxZM7HXOa1UKhWjR4/Gy8uLgQMH0rVrV169esW6devQaDSMGjUqXftNrSZNmrB9+3ZKly6Nq6srV65cYeXKlRQuXDhd+7Ozs2PhwoUMGjSIjz76iL59+1K+fHlevnzJ3r172bVrF23btqVfv37Jtn306BEXLlxInGzF39+frVu38vDhQ8aMGYO7u/tbj29mZsaIESP4+uuv+fXXXxkyZEi6riMt5NUrhBAAWi0RJUoxvelQLjhXR6WL5Qu/VTS56odt1CtibW2IuXULa0mgxdtYWhJ18SJKs2a0/3svxZ4/YGaHMdwq5ILXJ7P5ZucsykyegurIEflEI4MtXLiQhQsX8vvvvycOqTZ+/PgkPbKTJk2iePHibNmyhd9++w0bGxsaNWrEqFGj3trOkaBt27YcPXo03VXoBB06dMDKyoqff/6ZUaNGoVKpqFatGr/++is1atR4p32/zbfffotarebnn38mIiKCihUrsnDhQubPn5/ufdasWZOdO3eyfPlyfv31Vx4/foylpSXly5dn9uzZdOjQwWDLztq1a1m7di2mpqbY2NhQrFgxmjZtSrdu3ShVqhTaVH5606ZNG3755RdWr15N7969sbW1Tfe1pIaJ/l0HZRSpljCne5UqVTLleBEREfj7+1OhQoU3DjmT20hcUpYrY6MoMHUqTxcvZ0rbMQQ5lMIiRku/Q8vxvHIQTE3R1a/Pv9OnU6F69dwTl1TKlc+ZVIiIiMD/0iWq7NiBes4c7tsWwqfjtzzKV4Q82leM3jOb6ncuxPXWZ1IirdVquX37NqVKlcIyC98MxsbGotVqsbS0TDJ6xbtYuHAhixYt4uTJk+TPnz9D9vkmw4YN48KFCxw6dChVrQmp8T7ikhNkdFxS8zpIbb5mlD3Rt2/fpm/fvri5ueHu7o6Pj0+q34WEhYUxadIkGjZsSJUqVWjVqlWScRa3bduGq6urwa++ffsmrnf69GmD66Q0fqQQIhtSFGjRgltL1jD6o6kEOZTC/lUo3tun4XnlUOLwddF//CEtHCLt1GqUCRNQhYdTIq8Zs38fg+vDa7yyzIPPh99ypIIHOj8/aNFCZjjMBqKjozl//jxr1qxh//79qe7tFTmX0X2GpNFo6NOnD0WKFGHBggU8f/6c6dOnExYWxpw5c9647atXr+jduzcWFhaMHz+eAgUKcOfOnSQzFTVp0oSNGzcm2S4oKIixY8cmGygdYPr06ZQuXTrx59R+1COEMHLxCfT5W6FM7z6dSAtrij27h9eeuZQKuZN09sGIiKw+W5Gdxc9ymLdFC6ZumcjctqM4XaYuP7b+ilDrfHTy24GqRQtp7TBywcHB9OjRAxsbG7p3707v3r2z+pREFjO6V+uGDRvQaDTs2LEj8SMZU1NTvLy8GDx4MC4uLiluu2zZMrRaLZs3b04s0detWzfJOvnz50/2Uc+xY8cwNTWlbdu2yfZZtmzZTGu/EEJkkvgE+sjjWH78aCKxpmoq3b/MV38soJDmKSrnkuDvL9VnkXHiZzm0atGCsbtmsqzZAP6s1prVHp/x1M6BfodXoi5bVp536TRs2DCGDRv2Xo9RrFgxrl+//l6PIbIXo2vnOHr0KO7u7kkS3VatWmFubo6fn98bt926dStdunRJc6/X7t27qVevnsEBz4UQOUx8Ar0n1JJ5bUcSa6qm0bWjfPu/6RTSBKPyaAw3b0oiIzJefCJt1rgRgw/+RLeTmwDYU70ds9uPIuruAxkCT4hsxOiS6MDAwGTVZnNzc0qUKPHGaSjv3btHSEgIdnZ2DBw4kMqVK1O3bl0mT578xn7qS5cuERQURPv27Q0+PmDAACpUqEDjxo2ZOXNmqnuzhRBGSFHQe3qyKaIgP7UYHD+F916G+i4hT9SrTL3JS+RS8Ym0qYcHPU/+xlf75mMaq/BXuQZM/mgCkS8joUIF6ZEWIhswur8UGo3G4Aw9dnZ2vHjxIsXtQkJCAJg1axatW7dm+fLlBAQEMG/ePGJiYvDx8TG43e7du7GwsMDT0zPJcltbW/r160ft2rWxsLDg1KlTrFq1ilu3brFs2bJ0X59erycik/orIyMjk3wXcSQuKcvRsVEUzNq3Zy2l2d6oEwDdTm2iy5mtWChR6Bo1QrtzJ0RHx329JkfH5R1JbAx7a1x27kQ9cybN5s3D/n8v+P6Db7hUoiqTO03Ae4cPls2aEb17d4a+oYuKikKn06EoCrGxmTfN938lDAqm1+uz9DyMjcTFsIyOi6Io6HQ6IiMj0el0KR4zNbNnGl0SnZK3XVBCIFxcXJg+fToA7u7uKIrCrFmz+Oqrr5K1a+h0Ovbu3UuTJk2wsbFJ8ljFihWpWLFi4s/u7u44OjoyZcoULl68SNWqVdN1HTExMfj7+6dr2/QKCgrK1ONlFxKXlOW42CgKLl8OZXn+uomTqHxxZBVtLv6JuRLNy5o1uTl7dlwbxxvkuLhkIImNYW+My0cfQdu2VGvThslbJzG1ozdXilfGu6sPU7ZOwrxCBa5s2pShrUUqlQqNRvPO02tnhKioqKw+BaMkcTEso+Ki0WiIjo7m1q1bb1zv9bHFU2J0SbSdnR0ajSbZ8vDw8DfeVGhvbw+QbMrOevXqodPpCAwMTJZEnz59muDgYDp06JCqc2vTpg1Tpkzh8uXL6U6izczMKFOmTLq2TavIyEiCgoJwdnZ+r1OHZjcSl5TlyNgoCqoOH/Bj4aaccG2AShdLr+Pr+PCfnaA2Qxk/DvXYsVR4Q8UvR8Ylg0hsDEtLXGKCgqhUtBjf7JrJ7PZeBBYuw7ju05i65Tuqt2uH9tatDEukQ0JCCAsLw8zMDCsrqyxJpvV6PdHR0ZibmxtFMm8sJC6GZVRc9Ho9kZGRhIWFUaBAAQoWLJjiugEBAanap9El0S4uLsl6n6Ojo7l79y6dO3dOcbvixYsbHK8x4WMAlSp5+/euXbuwtbXFw8PjHc869UxMTDJ9QgIrKyuZBMEAiUvKckxstFpi3Gowq3IXTpV1R63E4LV3LpXvXwVANX4c5pMn8/Z6Q5wcE5f3QGJjWKriYm0NY8fgNnkK32/0ZkLXydwtWJJvuk9n6uYJFHJx+f/hFt9R8eLFefz4cWILZFZIaClRq9UG/zbnVhIXwzI6Lvny5aNw4cJvTMhTm6wbXRLduHFjli5dSmhoaOKYzPv37yc6OvqNya65uTkNGjTg5MmTSZafPHkStVqdrPobHR3N/v378fT0TFXJHmDPnj1A5s04KIR4B1otMUWLM73RAM661MFMiWbczhlUuX8FcyUq7ibCCROy+iyFiOPtjUqvp+SsWczYMB7vrlN4lM+JcT2+5/uN3hR2csqQRNrExAQnJyccHR2TzKGQmSIjI7l16xYlSpSQTy9eI3ExLCPjYmZmlqGzQRpdEt2jRw/WrVvHkCFDGDJkCM+ePWPGjBl06NAhSTvH+PHj2bFjB1evXk1c9uWXX/LJJ58wZswYPvjgAwICAli4cCE9e/ZMNja0n58fGo0mxVYOLy8vSpYsScWKFRNvLFy9ejXNmzeXJFoIY6coRFeqwveNB/F36VqYK1GM/990Kj3wx1yJllE4hPFRq2HyZFTjxlHMyYmZv3/Dt918eGJfmHHdpzF947cUrlAhrm8/A563pqamWTa1dMI9TBYWFlk6/bixkbgYZsxxMbrPC+zs7FizZg3W1tYMGzaMGTNm0L59+2Sja+h0umR3aVatWpVly5YREBDAoEGDWLFiBb169WL06NHJjrNr1y4cHBySTcaSoGzZsvz55594eXkxaNAg9u/fz6BBg/jxxx8z7FqFEO+BohDVshXTqn0Sl0DHRDHEdwnV71zA3EyF6ruJkkAL42VpCY8eUUit8P0mbxxfBBNi58D4bj48fhYBZcvKONJCGAmj/CtSqlQpVq5c+cZ1ZsyYwYwZM5Itb9CgAQ0aNHjrMRYsWPDGxwcOHMjAgQPfuh8hhBFRFLQtWzMtf2MuOLthEaNl1J651L11DpW9fYb1lQrxXsUn0o5OTkzfOJ7x8RXp8d18+H5TxrV2CCHejdFVooUQIl20WmJcyzMtf0MuOLthGR3J6F2zqXvrHFhaSNIhspeERLqgDd9v8qZQ2GOe5nWMq0jHmsvMhkIYAUmihRDZn6KgVKzEjMrdueBcHcvoSL7bNoXyj28CelRjxkgCLbIfS0u4eTNZIj2u+zSexJrJzIZCZDFJooUQ2ZuiENuiJXMqfsSZMnUwV6L49n/fUyb4FrbacBmFQ2RvajX4++P4nx7pb7tO5VnwC+mRFiILSRIthMi+FAVdixYssKzKCdeGqGNjGHhgGVXvXZKbCEXOkdDaoVaYvnE8BTVPeWJfmAldJvPi8TNp7RAii0gSLYTInhQFvacnS9UVOFSpGSpdLEP/XEyLq4fB0hLV8+cwaZIk0CJneK1H2mfzROxfhXKvYAm8u07lZUS0tHYIkQUkiRZCZD+Kgr5FC1boSvFHtdaY6HV8/cd8agX9g/RAixwrvke6aD4Lpm6eSB7tS4IcnJnSyZvI+w+hRQtJpIXIRJJECyGyF0WBFi1YH+3EzpofADDUdzHuAaelB1rkfPE90s66cKZumYh11Cv8i1bE58NviTr+l/RIC5GJJIkWQmQvPj7sfGHDRvceAPT463daXDmIOTrpgRa5Q3xrh0v4I7z2zMMiRsvFktWY9sE4Yu7ck9YOITKJJNFCiOxBUeC77ziy6QgrmvYF4JMTv9H+wj4AVOPHSQ+0yD0sLVGNGUPNoH8Y/7/pqGNjOF+qBktaDCY2KEhaO4TIBJJECyGMX3wLxz+r/8d8z6HoTVS0vbCHjn//D1utRlo4RO7k7Y1q4gTcgq/jtWcuJnodB6q0YH2Dnuj8/CSRFuI9kyRaCGH8fHy4fu0h3384DsXUjIbXjtHn6FoslOi4BFpaOERupFbD5MmoQkNxf/Av/Q6vBGBz3a7sqPlhXCI9dWoWn6QQOZck0UII46bVcvfntUz+aAJRZpZUu3OBHic3YqlEoWraRBJoIeJbO9pf2EuX01sAWN24DyfL1EP3/fS4NiepSAuR4SSJFkIYL0XhWfV6TG77DeFWdpR5fJNRe3+geOh9VB6NwddXEmghIK61w6MxvU6so9G1o+hNVMxtO5IzJdzQTZ4iFWkh3gNJooUQxklReOXZlu9qf05wXkeKPH/AN7tmkjfyhbRwCPFfajUcOICphwcj9s2nduBZYtTm/NDma4IKlkA3a5YMfSdEBpMkWghhfBQFxbM10/M34I6DM/lePufL/UtwCH+GytlZEmghDIlPpM2aNGb0njm4PrxOhEUeJnaeTLCZnQx9J0QGkyRaCGFc4mcjXGRWkX9LumEZHcmoPfOo/OAqWFqAv78k0EKkRK0GX1+sGtRj4vapFHn+gBd57JnSyZvwh8EyYocQGUiSaCGE8Ygfym6j1pGDlZuj0sUyes8cnJ/dBZDpvIVIjfiKtJ1TQaZs+Y58L59zr2AJvv9gHNHHTsishkJkEEmihRDGw8eHQ8EmrG/QE4Aef22g1u2/sVUi42YjlLGghUid+OnBHWJfMXLvD1jEaLlcogo/tP6K2KA70tohRAaQJFoIkfXiZyO8uHoHCzyHAtDp7HbaXvwTkNkIhUiX+KHvqt6/nDgZy/HyjdhSpws6mdVQiHcmSbQQIuv5+HBn0S983240saZq6t84QY+TG2U2QiHeVfyshnUeXqLvkbjJWNY17MnBis1lMhYh3pEk0UKIrKXVErpgKZM/msgrSxtcH15jyP6lcZOpyFB2Qryb12Y17HDtEG0u7AVgaYuBXHdylaHvhHgHkkQLIbKOohBTsTIzWn7NUzsHCoc9ov/hFdhGvZLZCIXISPGtHf0Pr6TG7X+IUZszteO3PLawl/5oIdJJkmghRNaIH8puSdk2XC1WEeuoV4zdNZuyTwJkNkIh3gdvb8waN2TM7tmUCLlDuJUdUzt+y8uHwTJihxDpIEm0ECJr+PiwIzwvByq3QKWLpe/hlZR+elsmUxHifYkf+i5P0UJM2joZ+1eh3C9QnOkdxhJz555UpIVII0mihRCZT1E4u/UIvzT+DIBPTvxGi6uHZTIVId63hKHvHOz49n/TUSsxXCxZjV88PosbsUNuNBQi1SSJFkJkLq2WezUaMsdjAHqVihaX9tPq0n5AL5OpCJEZLC3h5k3KW0Yz3HchALtqdOBIeQ+50VCINJAkWgiReRQFTbWaTKn9GREWeah4/wpf+P2CnTZchrITIjPFV6Q97pylw987AVjoOZQb9iWkrUOIVJIkWgiRORQFpYUnM6p+zGN7JxxfPOELv1/IEx0pI3EIkRXiR+z4wm81Ve/8i6I2Y9qH43gaEi43GgqRCpJECyEyh48PP5uW41KJKlhGRzLo4DLKPglE5VxSRuIQIqt4e6N2LsG4nTMo9uweYXnyMbnTBCLvP5KKtBBvIUm0EOL9ip/S+8/tp9jn1gYTvY4v9y+hZtB5uZFQiKwW39ZhU7QQE3ZMI4/2JXccnFnoOZRYmRpciDeSJFoI8X75+HDt5w381KQfAJ/89TvV7/yL3EgohJGIv9GwSD5Lxu2cgUoXy7HyjdhSp4tMDS7EG0gSLYR4fxSF5z+vZvoHY1HUZtQNOMUHf+/CVm4kFMK4xFekqzwL5NNjawH4rf7HXC5WGd3ChVKNFsIASaKFEO9H/I2Esxv257lNAYo9u8fHf23AUomSGwmFMEbxNxp2/Pt/1Ak4g05lysz2o3kWo5IbDYUwwCiT6Nu3b9O3b1/c3Nxwd3fHx8cHbSpfvGFhYUyaNImGDRtSpUoVWrVqxYYNG5Ks4+rqmuyrQYMGyfb19OlTvv76a2rUqEGtWrUYM2YMYWFhGXGJQuR8Pj6sohSXi1fGKioCr73zKBUSJFN6C2HMvL0x9WiM1965lAi5g8Y6L1M7fkvUvQdyo6EQ/2F0f8U0Gg19+vShSJEiLFiwgOfPnzN9+nTCwsKYM2fOG7d99eoVvXv3xsLCgvHjx1OgQAHu3LlDTExMsnV79+5N+/btE382MzNL8riiKPTr14+YmBhmzZqFoijMnj2bIUOGsH79ekxMTDLmgoXIaRQFpk7l0Nbj7Go1HIDPjq2h1NMgyJdPKtBCGLP4qcGtPD359n/TGdFrLrcdS7Os2QCG7l+MqkULeQ0LEc/oXgUbNmxAo9GwY8cO8ufPD4CpqSleXl4MHjwYFxeXFLddtmwZWq2WzZs3Yxl/s1LdunUNruvk5ISbm1uK+/L19eXatWvs3r2bsmXLAuDo6MjHH3/MsWPHaNy4cTqvUIgczseHgKVrWdxjBgBdT22iwY2TgB7VsGHyx1cIY6dWg68vRcqWZfSeOUzpNIH9VVpSMuQOHfx2o5o6FSZPzuqzFCLLGV07x9GjR3F3d09MoAFatWqFubk5fn5+b9x269atdOnSJTGBfhd+fn64uromJtAANWrUoGjRom89DyFyLUUhbNkqvv9wPNFmFtS4/Tedz26TGwmFyG7ibzSs8eQa3U9uAmB1oz7cLFRWbjQUIp7RJdGBgYHJqs3m5uaUKFGCwMDAFLe7d+8eISEh2NnZMXDgQCpXrkzdunWZPHmywX7qn3/+mUqVKlGrVi2+/vprHj58+NbzAChTpswbz0OIXEtR0LVowQ/un/HUzoFCYY/pdXw9VjFyI6EQ2VL8jYbdT22iWtAFFLUZ0z8YywttrIwfLQRG2M6h0Wiws7NLttzOzo4XL16kuF1ISAgAs2bNonXr1ixfvpyAgADmzZtHTEwMPj4+iet27NiRJk2aULBgQW7cuMHSpUv55JNP+N///kfevHkTz8PW1tbgebxLEq3X64mIiEj39mkRGRmZ5LuII3FJ2bvERj1tGtu0jvxTqibmShSj98zF5ektdI0aod2xA6Kj476yIXnOpExiY1iOicvIkZgfOsTY3bPw+mQ2D/MXZfoH45i2yRuT5s2J3rUrzW+Oc0xsMpjExbCsiIter0/VvW9Gl0Sn5G0XpNPpAHBxcWH69OkAuLu7oygKs2bN4quvvsLBwQGAmTNnJm5Xu3ZtatasyUcffcSmTZvo379/4mOGjpfawKYkJiYGf3//dG+fHkFBQZl6vOxC4pKyNMdGq8Vkwx/89oE3AD3+2kDZJwHE2tpxcfZsuHkz408yC8hzJmUSG8NyRFxmz6aqpydf/bmQCV0m41+0Ahvce9Dz6G8ozZpxc/HidH3KlCNi8x5IXAzL7LiYm5u/dR2jS6Lt7OzQaDTJloeHh7/xpkJ7e3sA6tWrl2R5vXr10Ol0BAYGJibR/1W+fHlKlSrFlStXUnUehirlqWVmZkaZMmXSvX1aREZGEhQUhLOzM1ZWVplyzOxA4pKydMVGUXhVpyEjWo5Cr1LR/PIBPC8fBPTohw2lQpUq7/WcM4M8Z1ImsTEsp8VFP3Qo5b+fzpADS/mxzddsrtuZUsG3qP/3Sars3Iny7bep3ldOi01GkbgYlhVxCQgISNV6RpdEu7i4JGuXiI6O5u7du3Tu3DnF7YoXL55smDqIqxwDqFRvbv9OWO/18zBUMQ4ICKBp06Zv3NebmJiYYG1tne7t08PKyirTj5kdSFxSlurYKAqx7TswpVoPXuSxp+TTID4/uibxRkLzyZMxz0F90PKcSZnExrAcE5fJk0Gtpun307lUvDIHK7dgScvBuD6+QYGlSzGPfzwtckxsMpjExbDMjEtqOw6M7sbCxo0bc+rUKUJDQxOX7d+/n+joaDw8PFLcztzcnAYNGnDy5Mkky0+ePIlarX5j9dff35+goCCqvFYx8/Dw4MaNG0kS+gsXLvDgwYM3nocQuYaiQIsWrI0pypVilbCMjqTvkVXYal+icnaWGwmFyEnUapg8GdW34xl4aDnFQ+4SbmXHrHZeKC80cqOhyJWMLonu0aMHtra2DBkyhGPHjrFjxw6mTp1Khw4dkrRzjB8/nooVKybZ9ssvv+T69euMGTOG48ePs3r1ahYuXEjPnj0Th8xbuXIlkyZNYu/evZw6dYq1a9fSr18/ChcuTNeuXRP35enpiaurK8OHD+fgwYP4+vri5eVFzZo1adSoUeYEQwhj5uPD6bsRbK0T9wlR/8MrqHbvEirnkuDvLwm0EDmRtzdWDerx7c7vsYqK4FrRCixrNgCd31Hw9JREWuQqRpdE29nZsWbNGqytrRk2bBgzZsygffv2SUbXgLgbCWNjY5Msq1q1KsuWLSMgIIBBgwaxYsUKevXqxejRoxPXKVWqFP7+/kyaNIm+ffuybNkyPDw82LBhQ5JeZ7VazfLlyylTpgyjR49m3LhxVK9encWLF8tshUIoCo9X/sYPbb4CoMmVw7S4cgjy2cfdRJgBY7ULIYxQ/IyGTibR9D+8AgDfqq04Ur4xusNHYOrUrD0/ITKRUZaKSpUqxcqVK9+4zowZM5gxY0ay5Q0aNKBBgwYpbtesWTOaNWuWqvNwdHRk/vz5qVpXiFxDUYhp6cmsRv15ZWlD2cc36HNsLTIjoRC5hFqNavgwmk+ewm3HUuyq0YFlzQZQ4aE/hWbNQjVunLyRFrmC0VWihRBGTFHA05NVuHDTqRw22nC+3reA/BHPZUZCIXITb29UEyfQ56/fcHkSQIRlHqZ9OJ6YmFioUEHaOkSuIEm0ECL1fHz4624Eu2u0B6DP0V8pFvoA8uWTGwmFyE3ibzS0GDeGb3bOwlr7ijsOzqzw6IsuKEjaOkSuIEm0ECJ1FIUnK9czv/VwADqe24F7wGkAaeMQIrfy9qZwAWtG/PEjAH+4teZcqVroFi6UarTI8SSJFkK8naIQ26Il8+p/QYRFHpyDb9Pr+DpslUhU302UNg4hciu1Gvz9qfPoMs0uHwTgx9bDeRaNDHsncjxJooUQb+fjw+/RTlwtVhGrqAiG+S7GTKegGj8OJk2SKrQQuZmlJaoxYxhycCmlgm8RbmXHzA5jiTl6XIa9EzmaJNFCiDdTFC5u/JNNdePGUf/kr98pExwY1wctFWghBIC3N2Z2dgw+8BMWMVquFynP7/V7yLB3IkeTJFoIkTKtFk2lasxr1A+9SkWzywdp6u+HDGcnhEgiftg718c3GXjwZwC21v4IfydXdLNmgVabxScoRMaTJFoIYZiioK9QgR8rdOSZbUGKPr/PZ8fWYKsNl+HshBDJxQ971+zGMerfOIFOZcqsDqN5qVfLsHciR5IkWghhmI8Pu+wrcdalDmolhs/9VpM3MhxV0yYynJ0QIrn4Ye9Mvx3PMN/FOLwI5rlNAX5sPZxYGfZO5ECSRAshktNqCVi5kV88PgOg89mt1L79NyrnkuDrKwm0ECJl3t7YFHFk7O5ZmMYqnHWpw59VPNF9Pz3uRmSpSIscQpJoIURSioKudj1mtxiGYmpGjdt/8/HJjWBpAf7+kkALId4sfti7spoHdDq3A4CVTfty1bEMuslTUM+cmbXnJ0QGkSRaCJGE08qV/FK6JQ/zF6VAeAj9D63EBD2qMWPA0jKrT08IkR3ED3vX88RvuAWdJ1ptwSLPL4k2NUO9ZIlUo0WOIEm0EOL/KQq3Tt3Et6onJnodfY79SpEXj1A5O8uNhEKItPH2Rt3UgxH75mMbqeFB/mKs9PgCwsJwWrkyq89OiHcmSbQQIo5Wy6s6DVnS8AsA2p7fi8e1Y9LGIYRIH7UafH3JX6caX/2xAIibFvxCCTcKrflVhr0T2Z4k0UKIxOHsFlXsRLiVHaWCb9HlzDYAaeMQQqSfWg0HDlA77BYtLh0A4Ic2XxOussCiRg1p6xDZmiTRQgjw8WF33or8U6oG5koUnx5bS/6I0Ljh7KSNQwjxLuInYhlweDmFwh4TlseeH9p8DXfuyrTgIluTJFqI3E5RCFqzNXE4u05nt1PjzgUZzk4IkXG8vbEq5sSY3bNR6WL5p1QN9lZrI9OCi2xNkmghcjNFIaalJ/MafkGM2pyqdy7KcHZCiIwXP+xdOetYep74DYBfG/XmUd7CMi24yLYkiRYit1IU8PRknVKc246lsY3U0P/wckzQo4wcKX3QQoiMZWkJN2/SMfAw5R/4ozW3YlZ7L2KjYmRacJEtSRItRG7l48O/N5+yvXZHAHqe+I0Sz+8Ta2uHMnZs1p6bECJnUqth0CBG7f0By+hIbhVyYX2DT9DJtOAiG5IkWojcSFHQ/LSCuW1HojdR0eLSfhre+AuApz26SxuHEOK9UcaOxd5WzeADSwHYXqsj1wuXQ7dwoVSjRbYiSbQQuZGPD8tqdCPUJj8OL4Lpd2QltkokyvhxPOrbN6vPTgiRk6nVXNm0iSZBZ6kdcAadypS5bUeiDY+QarTIViSJFiK30Wrx23qUoxU8UOli+fLAUqxitKjGj0P59lupQgsh3j9LS5SRI/j6z/kUCA/hiX1h1jT+FN3302HSJKlIi2xBkmghchNF4Xn1uixr9DkAbS7so/qdC5Avn4wHLYTIVMrYsdhYW9D7+DoA9rq146RzLXSTp0hFWmQLkkQLkYvop/qwyLUD4VZ2lH4SSNczWwE9qmHDpAIthMhc8ZOwNPX3o9XFPwFY1qw/r8ytpT9aZAuSRAuRWygK+/84z1mX2qiVGHqdWE++iDBUzs5ShRZCZA1vb1RNm/DFkV9weBFMqE1+lrYYBKGhUo0WRk+SaCFyA62W4Kp1WFG7BwBdzmyhZtB5mVRFCJG11Grw9cW6QV1G7ZuHiV7HsfKNOO1SVyZhEUZPkmghcjpFQVehIvMrdSLSwhrXh9do++8fAKjGjJFJVYQQWUuthgMHqBAZTLvzewBY6PklL0wsZBIWYdQkiRYip/PxYY99BS6WqIp5TBQ9T/xG3kgNqqZNpI1DCGEc4vuj+xxbS5HQB4Rb2fFj66+IDboDnp6SSAujJEm0EDmZonB/9UZWN+oDwEdnt1Pt3iVUziXB11faOIQQxsPbG8viRfDaMw+VLpZ/StXAt4onusNHpD9aGCVJooXIwWKn+vCj+2dEm1lQ6d5lup/aJH3QQgjjpFaDvz9lrWPpfmojAKsbf8qzPPlktA5hlCSJFiInUhT47ju2/3GZ60XKYxUVQf/DK1Ghkz5oIYTxsrSEmzfpcuMwJZ8GEWGRhwWthqEPDYUWLSSRFkbFKJPo27dv07dvX9zc3HB3d8fHxwdtKu/QDQsLY9KkSTRs2JAqVarQqlUrNmzYkGTfU6dOpW3btri5udG0aVPGjx/P06dPk+zn9OnTuLq6JvsaMWJEhl6rEO+Fjw+3F69hfb240Ti6nt5MqZAgmVRFCGH81GrMhw1h9J45mCnRXHCuzs4aH6Dz85O2DmFUjO7zXI1GQ58+fShSpAgLFizg+fPnTJ8+nbCwMObMmfPGbV+9ekXv3r2xsLBg/PjxFChQgDt37hATE5O4zokTJzhz5gzdunWjQoUKPH78mEWLFtG9e3d27dpFnjx5kuxz+vTplC5dOvHnfPnyZewFC5HRFIXohUuY2+5bFLUZtQPP0vLyQQCZVEUIkT14e1N8wUI+PrmBXxt9yvr6n+B+8xSOCxeimjBBfo8Jo2B0z8INGzag0WjYsWMH+fPnB8DU1BQvLy8GDx6Mi4tLitsuW7YMrVbL5s2bsYz/uLpu3bpJ1mnbti09e/bExMQkcZmrqysffvghvr6+dOrUKcn6ZcuWpUqVKhl1eUK8fz4+bC3blDsOzthGauh6ejN22nAZjUMIkX3Ej9bRafJUTpStT2DhMsxvPQyfzRPiqtGTJ2f1GQphfO0cR48exd3dPTGBBmjVqhXm5ub4+fm9cdutW7fSpUuXxATakPz58ydJoCEuiTY1NSU4OPjdTl6IrKYo3P51GxvrdQPgc7/VuD6+gcqjsYzGIYTIXry9UXs0YtTeeZgrUVwuXoUDlVvITYbCaBhdEh0YGJis2mxubk6JEiUIDAxMcbt79+4REhKCnZ0dAwcOpHLlytStW5fJkye/tZ/6/PnzxMbGGqxyDxgwgAoVKtC4cWNmzpyZ6t5sIbJC7FQfFrh/Sqypmqp3/qXZ1cNxfdAHDkgCLYTIXuInYSlqoqXD37sBWNGkLyExpjJ2tDAKRvdXVaPRYGdnl2y5nZ0dL168SHG7kJAQAGbNmkXr1q1Zvnw5AQEBzJs3j5iYGHx8fAxuFxMTw/fff0+pUqVo0qRJ4nJbW1v69etH7dq1sbCw4NSpU6xatYpbt26xbNmydF+fXq8nIiIi3dunRWRkZJLvIk6OjIuioJ45k50HrhPQsDd5tC/pf3glJuhRBg9GiY6G6Oi37iZHxiYDSFxSJrExTOKSsrTGRj14ED2nz+SfUtW57ViaRS2H8N32qeibNSN69+4cUyCQ54xhWREXvV6frGvBkGzzzHvbBel0OgBcXFyYPn06AO7u7iiKwqxZs/jqq69wcHBItt3UqVO5efMm69atQ/3aC7FixYpUrFgx8Wd3d3ccHR2ZMmUKFy9epGrVqum6jpiYGPz9/dO1bXoFBQVl6vGyi5wUF6dly1C27OO33vMA6HJmKyWe3yPW1o5LH3wQNy50GuSk2GQkiUvKJDaGSVxSlurYfPABZX19Gbl3HiN6/cD5UjX4o2or2hz7gzAvLx4NHPhezzOzyXPGsMyOi7m5+VvXMbok2s7ODo1Gk2x5eHj4G28qtLe3B6BevXpJlterVw+dTkdgYGCyJHrRokVs2bKFhQsXpurmwTZt2jBlyhQuX76c7iTazMyMMmXKpGvbtIqMjCQoKAhnZ2esrKwy5ZjZQY6Li6Kg3rqVb9qMI0ZtTvWgf2gRPxqHfthQKqThxtgcF5sMInFJmcTGMIlLytIVm4MHKe7sTLczW/it/sf82qg3dQPPUHjzZuznzMkR1Wh5zhiWFXEJCAhI1XpG96xzcXFJ1vscHR3N3bt36dy5c4rbFS9eHDMzs2TL9Xo9ACpV0vbv9evXs3DhQqZMmULz5s0z4MxTx8TEBGtr60w7HoCVlVWmHzM7yDFxmTSJHSUbcLNwWayiIuh26v9H4zCfPBnzdPxxyTGxyWASl5RJbAyTuKQszbEZPpwuU3w4XrY+dx1KsqjlECbs8MF67twcNVqHPGcMy8y4pKaVA4zwxsLGjRtz6tQpQkNDE5ft37+f6OhoPDw8UtzO3NycBg0acPLkySTLT548iVqtTlL93bNnDz4+PgwfPpzu3bun+tz27NkDIEPeCeOhKDz4ZSO/NuoNQO8T66n40F9G4xBC5Dze3pg1bsioffNQx8bwd+laHHNtJKN1iCxjdEl0jx49sLW1ZciQIRw7dowdO3YwdepUOnTokKSdY/z48Ul6lgG+/PJLrl+/zpgxYzh+/DirV69m4cKF9OzZM3HIvDNnzjB27Fhq1apFgwYNuHDhQuLX3bt3E/fl5eXFwoULOXjwIMePH2fOnDnMnDmT5s2bSxItjIZuqg+L6vYiRm2O68NrtL2wV0bjEELkTPGjdTjHhtPmwj4Afmo+kDCtXkbrEFnC6P7K2tnZsWbNGnx8fBg2bBiWlpa0b98eLy+vJOvpdDpiY2OTLKtatSrLli1j7ty5DBo0CHt7e3r16sVXX32VuM7p06eJiYnhzJkzyarQnTp1YsaMGUDcJCu7du1i1apVxMTEULRoUQYNGsSAAQPe05ULkUZaLXv3nudy4y+wiNEy8NByTNDLrIRCiJwrfhKWPlO/57xzde4XKM5PLQbyza5ZqFq0kAKCyFRG+UwrVaoUK1eufOM6M2bMSEx4X9egQQMaNGiQ4nbDhg1j2LBhbz2HgQMHMjCH3fErchBF4UnNBqxpNhqAjud24BJ8K64KLbMSCiFyMm9vLI4eZeS+H/D6ZDYny7pzsGJTmvsdQiWzGYpMZHTtHEKIt1AU9J6eLCr/AVpzKyrev0q78/tAqtBCiNxArQZfX1xiwuh47n8A/OLxGRpLO+mPFplKkmghshsfH3yfmnLB2Q1zJYoeJzeQV6tB5ewsVWghRO4Q39bxycnfKfL8AeFWdvzcrD+EhsLUqVl9diKXkCRaiOxEUQhZ/iurPD4HoMvprVS7dwmVc8m4CVWkCi2EyC28vbFoWJ+v//gRE72OY+UbcaGEm1SjRaaRJFqI7MTHh+U1uhBhkYcST+/Q5cxWyGcPN2+CpWVWn50QQmSe+NE6XKOe0fTqEQAWen6JNjxSRusQmUKSaCGyC0Xh5I5j/FWuASpdLAMPLcdUHyt90EKI3Cu+raP/oeXkD39GiJ0Daxp/iu7wEWnrEO+dJNFCZAeKQoRnW5bV+QSAlpf2U/nBFRmNQwghvL2xaViPofsXA7CvamsCHEujmzULtNosPjmRk0kSLYSxUxTw9GS1SWme2RakcNgjup/ajIzGIYQQJI7WUfNFEO43/kKvUvFjm69QohWoUEHaOsR7I0m0EMbOx4cr1x+zz60NAB//tYECr55LFVoIIRLEt3UMOvgzebQvuVegBJvqdkUXFCRtHeK9kSRaCGOmKEQtWsr8VsMBaH75ADWDzgNIFVoIIV7n7U3+Qvb0O7wCgG21O/HI3klG6xDvjSTRQhgzHx+2lGvGo3xO2EZq+PzoamyVSFTfTZQqtBBCvE6tBn9/mgadpsL9q8SozVngOQy9jB0t3hNJooUwVopC0JqtbK7TBYA+x9Ziq32Javw4mDRJqtBCCPFflpaYjhnD13/OxzwmiqvFKnKwUgupRov3QpJoIYyUbqoPi+v2JNZUTZW7F2lx+YD0QQshxNt4e1NYFcMH/+wCYGWTzwmNQsaOFhlOkmghjJGisHf/Za4VrYBldCT9jqzCREbjEEKIt0uYEvyv3ynx9A4RFnlY0mKQjB0tMpwk0UIYG0UhpE1Hfq3RGYCO5/6Hc8gdqUILIURqeXtj1qQxI/74EZUuljNl6nK6dG0ZO1pkKEmihTAmioLe05MleaoRaWGN68PrtP13HzImtBBCpEH82NGllRe0O78XgCUtBxOhU8nY0SLDSBIthDHx8eH4/WjOutRBHRtDj5MbyBupkSq0EEKkVXxbR+8T63B88YSwPPn4pfFnMna0yDCSRAthLBSF8KUr+Kn5AAA+OruNsk8CARkTWggh0sXbG6tiTnwZPyX4/iotuFmorIzWITKEJNFCGAsfH9ZXaovGOi+OL57Q9fQWGRNaCCHeRfzY0W5Pb1In4DR6ExXzWw0jNkwjo3WIdyZJtBDGQFG4/tsu9sZP7f2F32rMY2NkTGghhHhXlpaoxozhywNLsY56xb2CJdhW+yMZrUO8M0mihTACsVN9WFKnJ3oTFXUCTuMecEr6oIUQIqN4e5O/bnU+O7oGgM11OhNiU0DaOsQ7kSRaiKymKOw6eI1bhVzIo31Jn2NrkdE4hBAiA8WP1tHy/t+4PAkgytySpS0GgUwJLt6BJNFCZCVFIaTdR6yv3hGAjud2UCz0gVShhRAio6nVqIcPZfifCzGNVThXuhZnSteWarRIN0mihcgqigItWvCzRUW05la4PrxGq4v7ARmNQwgh3gtvb5xjw2lx+QAAy5oNIPJlJLRoIYm0SDNJooXIKj4+nL4bwcmy7qh0sXQ7tZm8Wg2qpk2kCi2EEO9D/NjRff1W4fjiCSF2Dqxs0hed31EZrUOkmSTRQmQFRSFiyTKWNe8PQIvLB6kV9A/kswdfX6lCCyHE++LtjYWtDZ8eWwvAwUrNuFy0oozWIdJMkmghsoKPDxvLe/LUzhEHTTDdTm1CbiYUQohMEF+NbnTjBPVvnECnMmVF077EmqikP1qkiSTRQmQ2ReHW2m3sqPkhAF/4/YLDyxBUHh7SxiGEEJnB2xvVxAn0O7YGy+hIbjuWZmeNDjJah0gTSaKFyEyKgs7TkyV1eqJTmeIWdJ76N+PHhD5wQKrQQgiRGdRqmDwZh68H0/v4OgA21uvG8zz5pRotUk2SaCEyk48PviFmXC9SHsvoSD73Ww3IaBxCCJElvL1pc/cUJZ8GEWlhzbJmA6QaLVJNkmghMoui8Pzn1fzSuA8AHf7ZhfOzuzIahxBCZBW1GrNhQ/nqzwWodLGcKluPf0pWl2q0SBVJooXILD4+/FKtExEWeSgecpePT26U0TiEECKreXvjEhNGk6tHAFjWfCAxmnCpRou3kiRaiMygKFzYtJ8jFZtgotfR78gqTPWx0sYhhBBZLX60jn5HVpLv5XMe2xdme61OUo0Wb5VhSbSPjw9XrlwBIDY2lqNHj/LgwYOM2r0Q2VrM1Gksq/MxAI39j+J291+Z2lsIIYyFtzd58ljy0dntAGyq25UnseYyAYt4owxLonft2oWzszMA8+bNY9KkSXTv3p0jR46keV+3b9+mb9++uLm54e7ujo+PD1qtNlXbhoWFMWnSJBo2bEiVKlVo1aoVGzZsSLJOTEwMc+fOpWHDhlSrVo3evXtz7dq1ZPt6+vQpX3/9NTVq1KBWrVqMGTOGsLCwNF+PyOW0Wv63/wr3CxQnb8QLPjm5ARkTWgghjEh8NbrD+d24PrxGjNqcZc36x03AIlOCixRkaDtHnjx50Ol0/O9//2P9+vUsX76cH374IU370Gg09OnTh1evXrFgwQLGjh3Lrl278Pb2fuu2r169onfv3ly+fJnx48ezYsUK+vbtS2xsbJL1pk+fzvr16xk+fDhLlixBrVbz2Wef8fTp08R1FEWhX79+3Lhxg1mzZuHj48Pff//NkCFD0Ov1abomkYspCiE16rGx5kcAdDy3g8IvnkgVWgghjI23N6ZNmzDMdxGmsQp/l66Fn2sjdH5+0h8tDMqwMljFihXZu3cviqJQsmRJnJyccHJy4t69e2naz4YNG9BoNOzYsYP8+fMDYGpqipeXF4MHD8bFxSXFbZctW4ZWq2Xz5s1YWloCULdu3STrPHnyhA0bNvDtt9/SrVs3AKpVq0bz5s1Zs2YNXl5eAPj6+nLt2jV2795N2bJlAXB0dOTjjz/m2LFjNG7cOE3XJXIhRQFPT1aU9kRrbkWFB/40v3wIqUILIYQRUqvB15fijoVof343/6vVkTWNP6Ve4GksFi5ENWGC/N4WSWRYJXrChAmsWLGCadOmMXjwYADu37+PtbV1mvZz9OhR3N3dExNogFatWmFubo6fn98bt926dStdunRJTKANOX78OLGxsbRr1y5xmY2NDc2aNUuyfz8/P1xdXRMTaIAaNWpQtGjRt56HEAD4+PD3rVBOuDZApYul85kt5NVqUDk7SxVaCCGMUXxbxyd/bSDfy+c8sy3I+vqfyNjRwqAMS6JLly7Ntm3bOH36NA0bNgTA39+fNm3apGk/gYGByarN5ubmlChRgsDAwBS3u3fvHiEhIdjZ2TFw4EAqV65M3bp1mTx5cpJ+6sDAQAoWLIi9vX2S7V1cXLh9+zY6nS7F8wAoU6bMG89DCAAUhahFS1nafBAAnpf2U/v2P6icS4K/v1QzhBDCWHl7Y92gLgMP/QzAnupteWhfREbrEMmk6S/5qlWr6NatGzY2Nqlav2XLlrRs2TJNJ6TRaLCzs0u23M7OjhcvXqS4XUhICACzZs2idevWLF++nICAAObNm0dMTAw+Pj6J+7e1tU22fd68eYmJiSEiIgIbG5sU17Ozs3unJFqv1xMREZHu7dMiMjIyyXcRJzPiop42jR0ujXliXxi7iBd8emwt2Ocl4t9/QaeDTHoOpJU8ZwyTuKRMYmOYxCVl2SI2O3dS19mZSvcuc6V4ZRZ6fsn3m7xRmjcneteu91IIyRZxyQJZERe9Xo+Jiclb10vTs+CHH36gVq1aVK1alY4dO1K5cmWqVKlC5cqVcXV1Rf0eq2tvu6CECrKLiwvTp08HwN3dHUVRmDVrFl999RUODg4ABvdj6GbBlNZLTWBTEhMTg7+/f7q3T4+goKBMPV528d7ioigUXv07G7vMBKDnid/IE/2Kx3368+jmzfdzzAwmzxnDJC4pk9gYJnFJmbHHxqlLF4ZtXszQTxdwtVglDlVsRvOjhwjz8uLRwIHv7bjGHpesktlxMTc3f+s6acp6T506lZhAFi1alOPHj7NlyxZMTEwwMzPD1dU1MamuXLkyZcuWTXPCaWdnh0ajSbY8PDz8jTcVJrRn1KtXL8nyevXqodPpCAwMxMHBIcX9azQazMzMEnu433QehirlqWVmZkaZMmXSvX1aREZGEhQUhLOzM1ZWVplyzOzgfcdFPW0as2p1J0ZtTrlHN2h1yRfs7bGfMwd7I2/jkOeMYRKXlElsDJO4pCzbxGbOHMyvX6fz2a1sdO/Br416Uf/mXxTevBn7OXMyvBqdbeKSybIiLgEBAalaL03PgDx58iT+e/HixQA8f/6cS5cucenSJS5fvsz+/fv57bffMDExwdbWllatWjF27NhUt4C4uLgka5eIjo7m7t27dO7cOcXtihcvjpmZWbLlCRVmlUqVuP9nz54RFhaWpC86MDCQUqVKJVnPUMU4ICCApk2bpupaDDExMUnzzZbvysrKKtOPmR28l7goCmd2neB0yxGodLF8ceQXTNCjGj4c63d485XZ5DljmMQlZRIbwyQuKcsWsTl4kM5OxThYqTkhdg6sbdiLAYeXYz13Lkye/F4OmS3ikgUyMy6pLQC/842F+fPnx8PDg6FDh/LTTz9x7Ngx/Pz8WLx4MR988AF79+5lxowZqd5f48aNOXXqFKGhoYnL9u/fT3R0NB4eHiluZ25uToMGDTh58mSS5SdPnkStVidWfxs2bIhKpWLfvn2J67x69YpDhw4l2b+Hhwc3btxIktBfuHCBBw8evPE8RC6mKES3asPy2j0AaH7lEBUeXZMxoYUQIrtSq7H6chCDD/4EwL5qrblboITcZCiADJ5sJUGhQoVo1qwZ3t7efPfddxw6dCjV2/bo0QNbW1uGDBnCsWPH2LFjB1OnTqVDhw5J2jnGjx9PxYoVk2z75Zdfcv36dcaMGcPx48dZvXo1CxcupGfPnolD5hUqVIgePXowZ84cNm/ezIkTJxg+fDgAffr0SdyXp6cnrq6uDB8+nIMHD+Lr64uXlxc1a9akUaNG7xIekVP5+LAlogCP7Z3I//IZ3U5tBpAxoYUQIjvz9qZW2G2qBV1ApzJlcYvB6GXIO8F7SqJfV61aNUqUKJHq9e3s7FizZg3W1tYMGzaMGTNm0L59+8TRNRLodLpkMxFWrVqVZcuWERAQwKBBg1ixYgW9evVi9OjRSdb75ptv+Pjjj/nxxx8ZPHgw0dHRrFmzJvHGQwC1Ws3y5cspU6YMo0ePZty4cVSvXp3Fixe/042FIodSFB6u2sCWOnEtRx+d2YZj+FNUTZtIFVoIIbKz+LGjh+5fjHlMFNeKVsCvvIdUowUmepnDOtNcunQJgCpVqmTK8SIiIvD396dChQrSX/Wa9xKXSZOYckHhrEttyj/wZ8bG8Zjks0cVHJytqtDynDFM4pIyiY1hEpeUZcvYKAo6x0KsqvwB/6vdkbwRYSxdNQTbb7wyrDc6W8YlE2RFXFKbr733SrQQOZ6icHL7Mc661EYdG8MXfqvjbiaUNg4hhMgZ4qvRvf9aR5HnD3hhbc/v7j2kGp3LSRItxDvSTp3GivibCVtcPojr4xtyM6EQQuQ03t6Y2dnR9fQWAPZUb8ddlS14ekoinUtJEi3Eu1AUthy7Q3BeRwpqntLl9BaQKrQQQuQ88dXoZv5HcAs6j05lytLmg4g9fERuMsylJIkWIr0UhcdtP2JblTYAfHR2Ow4vn0kVWgghcipvb1RNmzDkwFLMlSiuFqvIX2Xro5s1C7TarD47kckkiRYiPRQFPD1ZaVmJGLU5Ve9epNH140gVWgghcjC1Gnx9KWSq0P6fPQAsb9oXrQJUqCBtHbmMJNFCpIePD/8EhnKqbD1Uulg6nd2OnTZcqtBCCJHTxbd19Di1kQLhIYTa5Oe3+h+jCwqSto5cRpJoIdJKUYhatISlLQYC0O7CXso+iZvZUqrQQgiRC3h7Y1XMif6HVwCwx60tj/MWltE6chlJooVIKx8f9jjX57G9E7aRGnqc3ICtEonqu4lShRZCiNxArQZ/f+o9+JcKD/xR1GYsaTEYQsNktI5cRJJoIdJCUXi2fA2/u8cNadfj5CZsol6hGj8OJk2SKrQQQuQWlpaYjhnDl/uXoNLF8m/JahwvWx+djNaRa0gSLURa+Pjwa5UP0Jpb4fw0iLYX9koftBBC5Fbe3pSsVoYP/tkFwK+NehOjUktbRy4hSbQQqaUoXP19L4cqNQPgM7/VqNBJH7QQQuRW8aN1dL/mi13EC57YF2ZLnc4QGirV6FxAkmghUkNR0Hl68nOt7gDUv3GC6nf/lSq0EELkdmo1NoP787nfLwBsr92RZzYFpBqdC0gSLURq+Pjg+1RNYOEyWEe9oueJ3wEZjUMIIQTg7U2Tx5co/SSQKDNLVjTpK9XoXECSaCHeRlHQ/LSSNY0+BaDd+b0UC32AqmkTqUILIYQAtRr18KEM3b8YE72Ov8rV50rRilKNzuEkiRbibXx8+L1CK15a2eIU+pAepzZCPnvw9ZUqtBBCiDje3rjEhNHw+nEAlrQYTGyYRoa8y8EkiRbiTRSF279uY69bWwD6HFuLWqdIG4cQQoik4mcyHHBoBdbaV9wvUJz/1fhAhrzLwSSJFuIN9FN9+LlWN3QqU6rf/gf3gFNyM6EQQgjDvL2xd69JrxPrANhcrwsaS1tp68ihJIkWIiWKwrFdp7hcvArmShSfHl8H6KUKLYQQwrD4Ie9a3ztLsWf3iLDIwy8en8lNhjmUJNFCGKIoaFu35ZeaXQDwvOhL6ae3pQothBDizdRqzIZ9yZADSwE4XLEJgY4uUo3OgSSJFsIQHx82RzoQYueA44tgPjq7A5Ah7YQQQqSCtzeVIh5TO+AMehMVy5r1Ry/V6BxHkmgh/ktReLhqA9tqdQKg09ltFHj1XIa0E0IIkTrxNxkOPPQz5jFRXC9SnhPlGkg1OoeRJFqI//LxYVX1TihqMyo88KfNxT9lSDshhBBp4+2Ng5mOVhf/BGCVx+dEhb+SanQOIkm0EK9TFM5vPsDpMvVQ6WL57OgaTORmQiGEEGkVX43ufWIdDppgntkWZHutTlKNzkEkiRbiNbFTfVhZqxsAHv5+lH90XW4mFEIIkT7e3ljY2tDx3P8A2FKnM09jTGUClhxCkmghEigKf/he4k7BkthGhtP91GZkSDshhBDpFl+NbndhL2Ue3SRGbc6qJl/IBCw5hCTRQsR7OXU666t3BKDd+T04vXgsVWghhBDvxtsb06ZNGHJwKSZ6HX+Vq49/kfLS1pEDSBItBICi8Nvpx4Rb2VEi5C5t/v0DqUILIYR4Z/ETsLjEhNHg+gkAljUbgC40TKrR2Zwk0UIoCvc6dGdv+WYAdDq7HfvIF1KFFkIIkTHi2zr6H1mBddQrbjuW4nDFplKNzuYkiRbCx4eVVpWINVVTO/AMtW//DcjEKkIIITKQtzf2Fqa0ubAPgDWNPyXilVaq0dmYJNEid1MUzm49wt+laqKOjaHDP7ux1YbLxCpCCCEyVnw1+uOTGygS+oAX1vZsrtNVqtHZmCTRIldTpvqwqmYXAJpePUK1e5dkYhUhhBDvh7c3Znnt6HR2BwA7a3bgkc5ShrzLpiSJFrmXorDnoD/3CxQnb8QLup7egtxMKIQQ4r2Jr0a3vHyAiveuoJiasbxpX3SHj6CeOTOrz06kkVEm0bdv36Zv3764ubnh7u6Oj48PWq32rdv17t0bV1fXZF+BgYGJ62zbts3gOq6urvTt2zdxvdOnTxtcZ8SIEe/lmkUmUxS0Hbvye7UPAOjwzy4KaYLlZkIhhBDvV/yQd4MPLkWli+Xv0rW4UKIq6nnzIBW5jjAeRldu02g09OnThyJFirBgwQKeP3/O9OnTCQsLY86cOW/dvkaNGowdOzbJsmLFiiX+u0mTJmzcuDHJ40FBQYwdO5bGjRsn29/06dMpXbp04s/58uVL6yUJY6MolB06lHV2NXllaUOp4Nt4XtqPVKGFEEK8d/FD3pVwLETLSwf4s1orljUfwKLVw6nUrRs6f/+sPkORSkaXLWzYsAGNRsOOHTvInz8/AKampnh5eTF48GBcXFzeuL2dnR1ubm4pPp4/f/7E/SY4duwYpqamtG3bNtn6ZcuWpUqVKmm/EGG01DNn8jjoKX/0agXAR2e3kTdSI1VoIYQQmSO+rePTGXM57tqAh/mK8r+aH/DRue0oM2fCtGlZfYYiFYyunePo0aO4u7snSXRbtWqFubk5fn5+7+WYu3fvpl69ejg4OLyX/Qsjoiioli5lafNB6FUq3G/8RfU7/wIypJ0QQohM5O2NnVNBeh9fB8CWOp0Jt7RFvWSJ3GSYTRhdEh0YGJis2mxubk6JEiWS9Dan5MyZM7i5uVGlShV69erF2bNn37j+pUuXCAoKon379gYfHzBgABUqVKBx48bMnDkzVb3Zwoj5+HA2f1muFa2AWonh86OrsVUiUX03UarQQgghMo9aDf7+eAYco+jz+7yytOHXhr0hLEzGjs4mjK7sptFosLOzS7bczs6OFy9evHHb2rVr8+GHH+Ls7ExwcDArV67k888/Z+3atVSvXt3gNrt378bCwgJPT88ky21tbenXrx+1a9fGwsKCU6dOsWrVKm7dusWyZcvSfX16vZ6IiIh0b58WkZGRSb7neoqCatESlneM+5is7b/7KKQJRhk/HmXMGIiOjvvKxeQ5Y5jEJWUSG8MkLimT2CSl/vorBq1dxoSuUzlQuTkdzu+mxIIFaEeNkk9HyZrni16vx8TE5K3rZZv/ndRc0PDhw5P83KRJE9q3b8+SJUtYvnx5svV1Oh179+6lSZMm2NjYJHmsYsWKVKxYMfFnd3d3HB0dmTJlChcvXqRq1arpuo6YmBj8M/mmgaCgoEw9nrFyWraMv0o15GleR/K+CuOTv34n1taOSx98AHIjRxLynDFM4pIyiY1hEpeUSWziffABVRctwi3oPBecq7O0+UCmb/JGad6cm4sWSSIdL7OfL+bm5m9dx+j+Z+zs7NBoNMmWh4eHv/Wmwv+ytrbGw8ODP//80+Djp0+fJjg4mA4dOqRqf23atGHKlClcvnw53Um0mZkZZcqUSde2aRUZGUlQUBDOzs5YWVllyjGNlqIQuduXjZ1nAND91CasYiJRRo+ggtw4mkieM4ZJXFImsTFM4pIyiU1y+qFDGbT4Z4Z+toCrxSpxvFwDGp47QZWdO1G+/TarTy9LZcXzJSAgIFXrGV0S7eLikqz3OTo6mrt379K5c+c070+v16f42K5du7C1tcXDwyPN+00vExMTrK2tM+14AFZWVpl+TKMzaRLLK7dHa26F89Mg2vz7B9jbYz55MubyLj8Zec4YJnFJmcTGMIlLyiQ2r5k8mULHj9P+/G521OrEugY9qRdwCvXSpZhPnizVaDL3+ZKaVg4wwhsLGzduzKlTpwgNDU1ctn//fqKjo9Oc7EZERODn52dwiLro6Gj279+Pp6dnqkr2AHv27AGQIe+yG0UhYN3/OFi5OQCfHvsVFTqUIUPkF5MQQoisp1YTvWsXna/+iU1kOI/yObGzRgcIDZWbDI2Y0SXRPXr0wNbWliFDhnDs2DF27NjB1KlT6dChQ5J2jvHjxyfpWT537hyDBw9m27ZtnDp1ip07d9KzZ0+ePn3Kl19+mew4fn5+aDSaFFs5vLy8WLhwIQcPHuT48ePMmTOHmTNn0rx5c0misxNFQe/pycoaXdCbqKgdeIaaQeeJtbVD+c+kPEIIIUSWUauJ6NSBnn/9BsQNeffSwgbdwoUy5J2RMroynJ2dHWvWrMHHx4dhw4ZhaWlJ+/bt8fLySrKeTqcjNjY28WcHBweio6OZN28eYWFhWFlZUb16dSZPnmywf3nXrl04ODhQt25dg+dRtmxZdu3axapVq4iJiaFo0aIMGjSIAQMGZOwFi/fLx4eTdyO4XL0y5koUPU/8DsDTHt2xlyq0EEIII/Kob188t7ZjZ2gHHuUrwvoGnzDw0M9x1ejJk7P69MR/GGUWUapUKVauXPnGdWbMmMGMGTMSfy5ZsuRbt3ndggUL3vj4wIEDGThwYKr3J4yQohC1aAkr44e0a375IKVCgtA1bsSjvn2xz9qzE0IIIZJSq2HQQAb8tpzJH33Hn1U8+eCfXTgtXIhqwgRpQTQyRtfOIUSG8fFhb8l6BOd1xC7iBX2OrYV89kTv2iW/iIQQQhglZexYary4Q8X7V4g1VfNTswEQGgaentLWYWQkiRY5k6IQtmwVG9x7ANDt9GasYiJlam8hhBDGTa1GNXwYgw8uQ6WL5YJzdU6Xro3u8BG5ydDISBItciYfHzaW9yTCIg/Fnt2n7YV9kC+fTO0thBDC+Hl741zVhVYXfQFY27AXsSYqucnQyEgSLXIeReHu6s3sdWsLQK8T6zHVx0oVWgghRPagVoOvLx9f/QPL6EjuFSzBH1VbyZB3RkaSaJGzKAp4erLarSM6lSlV7l7EPeCUVKGFEEJkL2o1+QZ+RvdTGwHYWK8bkWZWUo02IpJEi5zFx4fzAc8461IH01iF3sfXAUgVWgghRPbj7U2H239RUPOUF3ns2VCvu1SjjYgk0SLnUBRiFi7i52b9AWh87Siuj2+iatpEqtBCCCGyH7Uai6GD6eu3CoA91dvy1KagVKONhCTRIufw8eGwkxv3CxTHOuoVX/ithnz24OsrVWghhBDZk7c37iHXKfP4JjFq87hCkQx5ZxQkiRY5g6LwasnPrGn0KQAdz/0PO61G2jiEEEJkb2o1psOHMejgMgDOlKnLhRLVZMg7IyBJtMgZfHzYVrYpGuu8OGiC+ejcdrmZUAghRM7g7Y1rxeI0vXIIgF8b9kIP0taRxSSJFtmfovBk5Tq21+oIwCcnfscsNkaq0EIIIXKG+CHvel/ejXlMFIGFy3CgUnO5yTCLSRItsrf4Ie3WVe5AjNqcso9u0NT/iFShhRBC5CxqNQ79etP57DYAfq/fg2hTc6lGZyFJokX25uPD9av3OVKxCQCfHl+HCTKknRBCiBzI25uOgX7YvwrlmW1BNtfpItXoLCRJtMi+FIXYBQv5qfkAAOrdPEnVe5dkSDshhBA5k1qN9ZCB9Dm6BoCdNTsQZm0v1egsIkm0yL58fPiroCsBhctipkTT//BKGdJOCCFEzubtTZPHlyj5NAituRWrG30q1egsIkm0yJ4UhahFS1nl8QUA7c/voeDLEGnjEEIIkbOp1aiHD2XgoZ8BOFKhCXcKlJRqdBaQJFpkTz4+7HZ2J8TOgbyvwuhxcqPcTCiEECJ38PamUsRjqt/+B71KJROwZBFJokX2oyiELlvNBvceAHQ/tQlLRStVaCGEELmDWo1q+DAGHF6BShfL5eKV+atMPZmAJZNJEi2yHx8fNlT0RGtuRfGQu7T59w+pQgshhMhdvL0pVt2Vdhf2ArC+QU9iTVTS1pGJJIkW2Yui8H/t3XtclGX+//EXMKCgjEpqhqYSKqIheEzWA6hpppilmVr6NdPczZKtXUvXZtuvOqWV9du0rW0V87hpR8tTaQdBLTxmplEqSpZlEIqggMzA/P4Q59vEoANymIH38/HokXPNdd9z3x+vuf3w4bqvO235O3zYaTAA43eswpsiVaFFRKR2KX4Ayz3fbsH/Yi4/XteCzZGDdZNhFVISLZ6j+MEqy6LupMjbh6i0A9xyfI+q0CIiUjsZDDT84wOMTl4LwFu3jCLfUFfV6CqiJFo8h9nM/tQz7LupGz6FVsbtXA3owSoiIlKLmUwM/f4Lrsv5lax6DXnzllGqRlcRJdHiGaxWLIteZnG/yQDEfJtE21+O6cEqIiJSuxkM1H34Ie5PWgbAhi5DORvQSNXoKqAkWjyD2Uxis078eN2N+F/MZWLiMj1YRUREBMBkok/6N4SkH+eib10SYidqybsqoCRaPELeG2tZ0Xs8AMP3fYAxP1vTOERERAAMBnzipzHl0yUA7GzXi49uHkjRtkR45plqPriaS0m0uD+rlQ9u6MbZ+kEEnc9k5J53dTOhiIjIb5lM3Bx2PdFHv6DI24etnQZy2tiUoqSk6j6yGktJtLi9rDnzeefmIQCM/uJN/AotqkKLiIj8VvGSd/cf/wSfQitHm7XldINmeKemakpHJVESLe7NauW/ezPIqxNAo/NniD6afGkutKrQIiIijgwGmt3QkJiURAASYh/A8v0PWqmjkiiJFvdltfLjsHv4KCwGgDv2fYDxYvalqRyqQouIiJTg3acPE5OWEZB/gZONW7ItPEYrdVQSJdHivsxmlvm1p8jbh+6puxl4+FO8bOA9blx1H5mIiIh7mjULo78vt3+1GYCVvcdxMeeCqtGVQEm0uCerla/XfsSuNrfgXVTI0C83EZifo3WhRURErsRgwDt+GmOS19L03C+crR/E+12HqxpdCZREi1sqmmvm9S4jAOj93Q46n/xK60KLiIi4wmTCzxjIHfs+AODtHiM5e9GmanQFUxIt7sdqJWnDLo42a0fdgjxGJ78F2LQih4iIiCuKq9FxBzbS9ucjXPStyxt/GKtqdAVzyyT6xIkTTJo0iaioKKKjozGbzeTn5191u/HjxxMWFlbiv9TUVId+zvr06tWrxP4yMjJ49NFH6dKlC926deOJJ54gKyurok5TSmGZ+zQrO98FwKCvt9Di7CmtCy0iIlIWJhNejYK4c9/7AGy5eSAnvQP1FMMK5HZlvezsbCZMmEBwcDALFy7kzJkzzJs3j6ysLBYsWHDV7bt06cKMGTMc2lq0aFGi3/jx44mLi7O/9vX1dXjfarUyefJkLBYLzz33HFarleeff56pU6eyevVqvLy8ynmGckVWK+s//Y70HlEEnc9k+L71qAotIiJSRsXV6N6z5/Dxif18GdKFJbEPMOed2XjPnQuzZ1f3EXo8t8tK1qxZQ3Z2NuvWrSMoKAgAHx8fpk+fzkMPPURoaOgVtzcajURFRV31c2644YYr9tuyZQvffvstGzZsoG3btgA0bdqUsWPHsn37dvr27evyOYnrcubO481OQwGI27+BxuczVYUWEREpD5MJ76Qkpny2mEdaLuKrVlEcaNmJqEWL8P7731WcukZuN50jKSmJ6OhoewINcNttt+Hn50diYmKVHUdiYiJhYWH2BBouVbmbN29epcdRq1itrEn+mQt169MqI41bD3+KqtAiIiLlVPwUw2Cviw4PYCnMOqebDCuA2yXRqampJarNfn5+tGzZssTcZmd2795NVFQUERERjBs3jj179jjt95///IeOHTvSrVs3Hn30UX766aerHgdAmzZtXDoOKSOrlZ/jRrEpvD8Ad+57nwZ52apCi4iIXIviaR3/9wCWViSGx+omwwrgduW97OxsjEZjiXaj0ci5c+euuG337t0ZPnw4rVu3Jj09nYSEBCZOnMjKlSvp3Lmzvd+dd95JbGwsjRs35siRI7z66qvce++9vP/++zRo0MB+HIGBgU6P41qSaJvNRm5ubrm3L4u8vDyH/7szw9NPs9zQBquPL1FpX9L9+D4ArA89hLWgAAoKKuyzPCkuVU2xcU5xKZ1i45ziUjrFxrlKjctf/kLgwoXc/tVm3rnlblb0HkevpTvw+cc/sD75ZMV/XgWqjvFis9lcuvfN7ZLo0rhyQvHx8Q6vY2NjiYuL45VXXmHx4sX29meffdb+5+7du9O1a1dGjBjBm2++yYMPPmh/z9nnuRrY0lgsFlJSUsq9fXmkpaVV6eeVmdVKnbWb2Tn8H3jZihi2fwOB+Tmc79aVo3fcAZUUL7ePSzVSbJxTXEqn2DinuJROsXGusuJyw913M2bpMra370N6g+t5v+twRi56mZQ77vCIKZNVPV78/Pyu2sftomY0GsnOzi7RnpOTc9WbCn8vICCAmJgYPvrooyv2a9++PSEhIRw+fNil43BWKXeVr68vbdq0Kff2ZZGXl0daWhqtW7fG39+/Sj6zPHzMT/P3bqMAiD76Bd3S9kPDBhg++YTwSvhie0pcqoNi45ziUjrFxjnFpXSKjXOVHpcFC/B9+23u2L+eJf0m83b3kQz6eiuRTzxBwfr1bptIV8d4OXbsmEv93C5ioaGhJaZLFBQUcPLkSUaOHFnm/dlstnL1Cw0NdVoxPnbsGP369SvzcVzm5eVFQEBAubcvD39//yr/TJdZrezcvJuU/o/gZ7nImC/eBGx4x8cTcA0/rLjCreNSzRQb5xSX0ik2zikupVNsnKvUuMTHEzd7Dh93HEBa0xBW9hrHtK3/IuCFF9x+ybuqHC+uzjhwuxsL+/btS3JyMmfPnrW3bd26lYKCAmJiYsq0r9zcXBITE4mIiLhiv5SUFNLS0hz6xcTEcOTIEYeE/sCBA5w6darMxyGls8x9muWdLz3e+9ZDH9Mq86RuJhQREakMJhM+/WJ5cNsSAD7t2I8fGwXrJsNycrskesyYMQQGBjJ16lS2b9/OunXrmDt3LsOGDXOYzjFr1iw6dOhgf713714eeugh3n33XZKTk/nggw+47777yMjI4OGHH7b3S0hI4H//93/ZtGkTycnJrFy5ksmTJ9OsWTNGjRpl7zdo0CDCwsKIj4/nk08+YcuWLUyfPp2uXbvSp0+fqglGTWe1svnjw/zcKJgGF7K4a+/7aEk7ERGRSlK85N3NF36m0/dfUeTtw7K+98PZs1ryrhzcLlMxGo0sX74cs9nMtGnTqFu3LnFxcUyfPt2hX1FREYWFhfbXTZo0oaCggBdffJGsrCz8/f3p3Lkzs2fPplOnTvZ+ISEhbNmyhU2bNnHhwgUaNWpETEwMjz76qMNcZ4PBwOLFi3n66ad5/PHH8fLyon///syaNUtPK6wIVisXBsexJvI+AIYe2EjTnAxVoUVERCpT8ZJ3Dy5azJ//5yX2hHYn5Yb2hOsBLGXmlpEKCQkhISHhin3mz5/P/Pnz7a9btWp11W0A+vfvT//+/V06jqZNm/LSSy+51FfKyGzmzYvXk+NvpEXmj9x2cCuAqtAiIiKVzWSi5cJF/OHI5+xo34eE2Ad4/o0nLlWj3XxutDtxu+kcUgtYrfySsJoPugwD4I5979Mw7xze/WJVhRYREalsxdXoBxKXUseSz9Eb2pHcpqfmRpeRkmipemYzq26Ow2rwpd1P3zHo0MfQqCFs2aIqtIiISFUwmbjOz4tbD30CwOt978d6LgcGDVIi7SIl0VK1rFaOrn6fbR1iARi/czVeuplQRESkahVXo8ftWEVgXja/NGzG+s5xFH22TTcZukhJtFQp21wzy6IuLWnX49guOv3wtW4mFBERqQ4mE/V79+Tez98A4J0eI8j1ratpHS5SEi1Vx2pl77vbONiyEwarhXs/X4OWtBMREakmxUveDfphL03P/UKOv5G1PUdryTsXKYmWqmG1UjjoNpZ3vguAfinbCPk1TVVoERGR6mQw4DdtKg8kvg7ApqjbyawXpGq0C5RES9Uwm/nsF/i+SWvq5Z9n5O53AS1pJyIiUu1MJnpmHuGmX1Ip8K3Dyt7jVY12gZJoqXxWK/n/epUVvccBcNvBLdxw7rSWtBMREXEHBgM+8dOY8tliALaFx3Ay6EZVo69CSbRUPrOZDa3/wNn6QTQ6f4YxyWu1pJ2IiIg7MZkIz0snKu1LbN7eLI2ZqGr0VSiJlspltZL97wTeumUUAKN2vU0d60VN4xAREXEnlx8H/tlivIsK+TKkC4da3Kxq9BUoiZbKZTbzdrsB5NapR/CZUww++JFuJhQREXFHJhMtyKfPdzsAWNxvMrazWXoASymUREvlKX689/rOcQCM/WINPrZCVaFFRETckf1x4K9Tx5JPWpPWfNxxgB7AUgol0VJ5zGb+23HIpcd7/3zk0k+2qkKLiIi4L5OJoFs6M2LPpVW01kSPxuJt0LQOJ5RES+WwWjm+8j0+K3689307/6vHe4uIiLi74gewDE/djjH3HL8am/B+1zt0k6ETSqKl4lmtMGgQKyKHY/PypuvxfUSd/EpVaBEREU9gMFBv6hTG7VwNwLvd7+KCXz1Vo39HSbRUPLOZA8d+ZV9IV3wKrYz9/A1AD1YRERHxGCYTt57aT7Osn7lQtz5vROtx4L+nJFoqltWKdeHLLImdBECf73bQNj1VD1YRERHxJAYDvtMe5oFtSwH4MHIwv9ZvrGr0byiJloplNrOzSXu+b9KaOgX5TExcpgeriIiIeCKTiR5nU2lz+igWgx8JsRNBS97ZKYmWCnVx9Rss63s/AHEHNtIwL0vTOERERDzR5ceBf3rpceBftI3mw4hBFG1LhGeeqeaDq35KoqXiWK181LQTvxqbYMw9x6hdb+tmQhEREU9mMhEe3pxe3+3E5uXNxxG3ctrYlKKkpOo+smqnJFoqTO7cZ1jbaRgAI/e8i78lX1VoERERT1a85N3/pH2GT6GVo83a8ouxKd6pqbV+SoeSaKkYVivv7DhJdkADAvOyiUlJujQXWlVoERERz2Yw0OyGhvT99lL1eWnMRKxpJ2v9Sh1KouXaWa2cGXIn73ccCMDtBzbTMC/r0lQOVaFFREQ8nnefPkxMWob/xVzSmoawvX3vWr9Sh5JouXZmM/8taslF37qE/fQdw77ciJcNvMeNq+4jExERkYowaxYN6hoYdHALACt6j8eSnVOrq9FKouXaWK2cXPYWWyNuBWDY/vUY83O0LrSIiEhNYjDgHT+N+774L0HnM/nV2IRNkUNrdTVaSbRcG7OZlZ2GUeTtQ6fvv6LPkZ1aF1pERKQmMpmoE1ifuP0bAFjbcxTncwtqbTVaSbSUn9XK4TWbSG4bjXdRIfd9/gZg04ocIiIiNVFxNfrOfe/T8tfvuVC3Pu90H1lrq9FKoqXcbHPNLI+6C4Doo1/Q/ufvtC60iIhITWYy4dOwIcOKq9Hru8SRYfGplU8xVBIt5WO1kvz+dlKad8DPcpHRyW+hKrSIiEgNV1yNHnjoY9r+fASLwY+VfcZT9Nm2WjetQ0m0lEvhXDMriqvQ/Q9/SqvMk6pCi4iI1AYmEz79Ynlw2xIAksL6cPK6G2vdtA4l0VJ2VitbP/qKH6+7kcC8bEbsXYeq0CIiIrVE8VMMw/J/pcuJfdi8vVkaMxHOnq1V1Wgl0VI2Viv5g4fw38g7ABj81Ydcn52uKrSIiEhtUjytY/JnCXgXFfJl684cbt6xVlWj3TKJPnHiBJMmTSIqKoro6GjMZjP5+flX3W78+PGEhYWV+C81NdVh33PnzmXIkCFERUXRr18/Zs2aRUZGhsO+du3a5XRfjz32WIWfr0cxm1mX05Cz9YNoeu4Xhhz4EEBVaBERkdrGZKK5Vz69v9sBXHocuK0WVaPdLuvJzs5mwoQJBAcHs3DhQs6cOcO8efPIyspiwYIFV92+S5cuzJgxw6GtRYsW9j/v3LmT3bt3c8899xAeHs7p06d5+eWXGT16NOvXr6devXoO286bN4+bbrrJ/rpRo0bXeIYezGrl7GvLeOfu+QAM27+BoNyzerCKiIhIbVRcjX7g+ZfY1eYWjjVrQ3KbaKIXLcL773+v8cU1tzu7NWvWkJ2dzbp16wgKCgLAx8eH6dOn89BDDxEaGnrF7Y1GI1FRUaW+P2TIEO677z68vLzsbWFhYQwfPpwtW7Zw1113OfRv27YtERER5T+hmsRs5s32t5Lv58+Nv54k7suNerCKiIhIbWYy0WjhIm499AkbOw/l9b4T6L7sEfwGDarx+YHbTedISkoiOjrankAD3Hbbbfj5+ZGYmHjN+w8KCnJIoOFSEu3j40N6evo177/Gslr5aekaNkfeDsC9n7+BN0WaxiEiIlKbFVejx+1cTWBeNr80bMaGqKG1Ysk7t0uiU1NTS1Sb/fz8aNmypcPc5tLs3r2bqKgoIiIiGDduHHv27LnqNl9++SWFhYVOq9xTpkwhPDycvn378uyzz7o0N7tGMptZHTGUQh8D4ae+4Q/HknUzoYiIiIDJRP1etzDmi7UAvNNjBPmGOjX+JkO3KyFmZ2djNBpLtBuNRs6dO3fFbbt3787w4cNp3bo16enpJCQkMHHiRFauXEnnzp2dbmOxWHjmmWcICQkhNjbW3h4YGMjkyZPp3r07derUITk5maVLl3L8+HFee+21cp+fzWYjNze33NuXRV5ensP/y81q5YfV75N0x/8CcN/OS4/3tj70ENaCAigouLb9V7EKi0sNpNg4p7iUTrFxTnEpnWLjnMfHZd06Bt0UynvZd/KrsQlv3jKK/9m5koJ//APrk0+We7fVERebzVZi1oIzbpdEl8aVE4qPj3d4HRsbS1xcHK+88gqLFy92us3cuXM5evQoq1atwvCbaQkdOnSgQ4cO9tfR0dE0bdqUOXPmcPDgQTp16lSu87BYLKSkpJRr2/JKS0sr/8ZWK20eeYQVkZfmivc4touIHw9RGGjk6zvugCo+l4p0TXGp4RQb5xSX0ik2zikupVNsnPPkuNww4i4mJC3nhaHT2dB5KMP3f0D9RS+Tcscd1zz1s6rj4ufnd9U+bpdEG41GsrOzS7Tn5ORc9abC3wsICCAmJoaPPvrI6fsvv/wyb7/9NosWLXLp5sHbb7+dOXPmcOjQoXIn0b6+vrRp06Zc25ZVXl4eaWlptG7dGn9//3Ltw/D00xzMKORg30gMVgtji39VY5v2COEeesNlRcSlplJsnFNcSqfYOKe4lE6xca5GxGXBAnq1DuGtjO852aQVq3rdx8Mfv0LEBx+UuxpdHXE5duyYS/3cLokODQ0tMfe5oKCAkydPMnLkyDLvz2azOW1fvXo1ixYtYs6cOQwYMKBcx1oeXl5eBAQEVNnnAfj7+5fvM61WrK++RkLxNI6YbxO5KeME3v1i8Zs9Gz8Pv6Gw3HGpBRQb5xSX0ik2zikupVNsnPP4uMRP48GlS/j7qLl80rE/I/a8xw2vvorf7NnXVI2uyri4MpUD3PDGwr59+5KcnMzZs2ftbVu3bqWgoICYmJgy7Ss3N5fExMQSVeaNGzdiNpuJj49n9OjRLu9v48aNALVnyTuzmcRmEfx43Y34X8zl/qQVWtJORERESmcy0en8KTr8eJhCHwMJsQ/A2SwYNKjG3WTodpnQmDFjWLVqFVOnTmXq1KlkZmYyf/58hg0b5jCdY9asWaxbt45vvvkGgL1795KQkMDAgQMJDg4mPT2d119/nYyMDF566SX7drt372bGjBl069aNXr16ceDAAft7QUFBtGzZEoDp06fTqlUrOnToYL+xcNmyZQwYMKB2JNFWK/n/epUVd80DLj1YxZifjfcTTymBFhEREeeKl7yb8q8lPDb+BfaEduerGzsR+dk2vOfOhdmzq/sIK4zbZUNGo5Hly5djNpuZNm0adevWJS4ujunTpzv0KyoqorCw0P66SZMmFBQU8OKLL5KVlYW/vz+dO3dm9uzZDvOXd+3ahcViYffu3SWq0HfddRfz5196Gl/btm1Zv349S5cuxWKx0Lx5c/70pz8xZcqUSjx7N2I2s6lVNGcCr6PhhbPcvecdLWknIiIiV2cyEZqURExKEts6xLK611g6rTlIUQ17kqFbnkVISAgJCQlX7DN//nx7wgvQqlWrq24DMG3aNKZNm3bVfn/84x/54x//ePWDraGy177D2v5/A2DUrneoY72I97QZNWbgi4iISCUxGGDLFu69qQM7wnrxXXB73u4xklF73oFnnoGnnqruI6wQbjcnWtyA1co7N/6B3Lr1CD57itu/2qwqtIiIiLjOYOCGB+5lyIFNAHx88638ZGxGUVJSNR9YxVESLY6sVjKGjmB9+K0AjP18LT42Pd5bREREyshkYvTPu6iXf4HTDZtxJDgM79TUGnODoZJocWQ2s4rWWAx+NMlOJ+r7A3BTiKrQIiIiUjYGA/VbBjPo4KXndazsdR8XfzgFc+dW84FVDCXR8n+sVo6vfJfPOvYD4I59H2C8mIP3hAmqQouIiEiZeffpw9jkNVyX8yu/GpuwKfJ2ihYtqhHVaCXR8n/MZlZ0Go7Ny5suJ/Zzx5cboWFDmDWruo9MREREPNGsWdQJrM+QLy/NjX6z5z2czy2oEdVoJdFyidXKV29uYd9N3fAuKmTs52sAm+ZCi4iISPkVrxt91751tMj8gfN16/Net7tqRDVaSbQAYJtrZnnUXQD0+W4H7X45qhU5RERE5NqZTPg0bMgd+9cD8H7XO8i0eHv8UwyVRAtYrexY/wVHb2hH3YI87kl+C1WhRUREpEIUV6MHfb2V0NPHsBj8WNF7PEWfbfPoaR1KogXrXDMro+4E4NZDn9Di7ClVoUVERKTimEz49Ivlwc8WA5DYvi8ng1p49LQOJdG1ndXK5q2H+blRMA0uZDF83weoCi0iIiIVqvgphuH5GUSlfYnN25tlfe+Hs2c9thqtJLo2s1rJHTyUtZFxAAz5ajNNczJUhRYREZGKVzyt48HPluBdVMi+m7qSEhzusdVoJdG1mdnMu7nXcS6gIcFnf+K2g1sAVIUWERGRymEy0YI8en23E4CE2AeweWg1Wkl0bWW1krl4Oeu6DQcgbv8GGuVm4d0vVlVoERERqRzF1eiJSa/jZ7nI0WZt2RV6i0dWo5VE11ZmM2vCb+Oib11C0o8z5KvN0KghbNmiKrSIiIhUHpOJ6/y8GHD4EwBej7mfwqxsj1vyTkl0bWS1cnLZW2yJGATAvZ+/gZduJhQREZGqUFyNHr9jNfXyz3O64Q1sjBrqcUveKYmujcxmVnUaRpG3DxEnD9Lj+F7dTCgiIiJVx2QisFcPxn6xBoC3e4wg31DHo6Z1KImubaxWvnljE1+0jca7qJB7P38DLWknIiIiVap4ybvBJ3dzXc6vnKvXkLd7jPSoJe+URNcmViu2QYPsj/fueSyZDj99qyq0iIiIVD2DgTqPPMSE7SsAWN8ljuy6Ro+pRiuJrk3MZnZ9f55vWnTAz3qR0V+8CWhJOxEREakmJhN9fjnMjb+eJN/Pn1W97vOYarSS6NrCasWy6F8sjZkIQL/Dn9E686SWtBMREZHqYzBgiH+EydsSAPj45gH8YrzeI6rRSqJrC7OZT4Oj+LlRMPXyz/M/O1ZqSTsRERGpfiYTUTk/EP7jNxT6GFjWd4JHVKOVRNcGVit5/3rt0q9IgOH7PqD+xQuaxiEiIiLV7/LjwLctAeDzdn/geJOb3L4arSS6FjA8/zzrQ3qRVa8R1+VkMmLve7qZUERERNyHyUSoJYsex3YDsGjQw5CVheH556v5wEqnJLoWOJ+8n7duuRuAUbvewrfQqiq0iIiIuI/iavTkbQl4FxVy/PpQPg/tic/q1W5bjVYSXdNZrbzt3458P39uzDzJbQe34N26larQIiIi4l5MJm7o2oGhBzYBsCZ6NLYT33NDQkI1H5hzSqJrMquVBtNNbL6pFwCx3ySS3qApRaGhqkKLiIiIeyl+AMs9327B/2Iu3zdpzfb2vWmyZq1bVqOVRNdghmef5b3ACKw+vkR+/xWh6cdplp2Od9++1X1oIiIiIiUZDBjr+THo6y0ArOw9nqLcXAzPPlvNB1aSkuiaymol7c1NJIXHABD35QY6f38A79gYmDWrmg9ORERExDnvceO49/M3aHT+DBnGJnzY6XYMr7zidtVoJdE1ldnMisg7Aeieupsex/dqXWgRERFxfyYTdQPrMeTL4rnRPe/hQm6B260brSS6hvrp3U181SoKQ6GFsZ+vAWxakUNERETcX/FKHSP3vkvzMz9y3j+QL9pGU7RqVXUfmQMl0TXUdblZDD6wmXE7VhGacULrQouIiIjnMJnwadiQocXVaJ+iQvDyquaDcqSyZA1V576xPDR3Ljl1AsELVaFFRETEcxRXo4fOmUtw1s90PvkV3k+5VzFQWVVN9fe/Yy0qgq0fYx14K36qQouIiIgnMZmwFhbSZuvHWMfPws9kqu4jcuCWSfSJEycwm83s27cPf39/hg4dyvTp06lbt+4Vtxs/fjy7d+8u0b5p0yZCQ0Ptry0WCwsXLuS9994jJyeHTp068eSTT9K+fXuH7TIyMnj66adJSkrC29ub/v37M2vWLBo2bFgh51mpDAasf/sbx+68k/DwcPxUhRYRERFP4ua5jHsdDZCdnc2ECRMIDg5m4cKFnDlzhnnz5pGVlcWCBQuuun2XLl2YMWOGQ1uLFi0cXs+bN49169Yxc+ZMmjdvzpIlS7j//vtZv349TZo0AcBqtTJ58mQsFgvPPfccVquV559/nqlTp7J69Wq83GxejoiIiIhUHbdLotesWUN2djbr1q0jKCgIAB8fH6ZPn85DDz3kUFF2xmg0EhUVVer7v/zyC2vWrOHJJ5/knnvuASAyMpIBAwawfPlypk+fDsCWLVv49ttv2bBhA23btgWgadOmjB07lu3bt9NXDywRERERqbXcbnWOpKQkoqOj7Qk0wG233Yafnx+JiYnXvP8dO3ZQWFjI0KFD7W3169enf//+DvtPTEwkLCzMnkDDpSp38+bNK+Q4RERERMRzuV0SnZqaWqLa7OfnR8uWLUlNTb3q9rt37yYqKoqIiAjGjRvHnj17Suy/cePGJeY1h4aGcuLECYqKiko9DoA2bdq4dBwiIiIiUnO53XSO7OxsjEZjiXaj0ci5c+euuG337t0ZPnw4rVu3Jj09nYSEBCZOnMjKlSvp3Lmzff+BgYEltm3QoAEWi4Xc3Fzq169faj+j0XhNSbTNZiM3N7fc25dFXl6ew//lEsWldIqNc4pL6RQb5xSX0ik2zikuzlVHXGw2m0v3vrldEl0aV04oPj7e4XVsbCxxcXG88sorLF682N7ubD82m61EW2n9ruWmQovFQkpKSrm3L4+0tLQq/TxPobiUTrFxTnEpnWLjnOJSOsXGOcXFuaqOi5+f31X7uF0SbTQayc7OLtGek5Nz1ZsKfy8gIICYmBg++uijq+4/OzsbX19fAgICrnoczirlrvL19aVNmzbl3r4s8vLySEtLo3Xr1vj7+1fJZ3oCxaV0io1zikvpFBvnFJfSKTbOKS7OVUdcjh075lI/t0uiQ0NDS0yXKCgo4OTJk4wcObLM+/t9hTk0NJTMzEyysrIc5kWnpqYSEhKCt7e3vZ+zivGxY8fo169fmY/jMi8vL3uiXlX8/f2r/DM9geJSOsXGOcWldIqNc4pL6RQb5xQX56oyLq7OOHC7Gwv79u1LcnIyZ8+etbdt3bqVgoICYmJiyrSv3NxcEhMTiYiIsLf17t0bb29vNm/ebG+7cOECn376qcP+Y2JiOHLkiENCf+DAAU6dOlXm4xARERGRmsXtKtFjxoxh1apVTJ06lalTp5KZmcn8+fMZNmyYw3SOWbNmsW7dOr755hsA9u7dS0JCAgMHDiQ4OJj09HRef/11MjIyeOmll+zbXX/99YwZM4YFCxZgMBgIDg5m6dKlAEyYMMHeb9CgQYSFhREfH89f/vIXCgsLee655+jatSt9+vSpomiIiIiIiDtyuyTaaDSyfPlyzGYz06ZNo27dusTFxdkfgnJZUVERhYWF9tdNmjShoKCAF198kaysLPz9/encuTOzZ8+mU6dODtvOnDmTgIAA/vnPf5KTk0NkZCTLly+3P60QwGAwsHjxYp5++mkef/xxvLy87I/91tMKRURERGo3t0uiAUJCQkhISLhin/nz5zN//nz761atWl11m8v8/PyYPn16icT895o2bepQxRYRERERAfCyOVvbTSrF/v37sdlsLi2bUhFsNhsWiwVfX19Vz39DcSmdYuOc4lI6xcY5xaV0io1ziotz1RGXgoICvLy86NKlyxX7uWUluqaq6i+Fl5dXlSXsnkRxKZ1i45ziUjrFxjnFpXSKjXOKi3PVERcvLy+XcjZVokVEREREysjtlrgTEREREXF3SqJFRERERMpISbSIiIiISBkpiRYRERERKSMl0SIiIiIiZaQkWkRERESkjJREi4iIiIiUkZJoEREREZEyUhItIiIiIlJGSqJFRERERMpISbSIiIiISBkpiRYRERERKSMl0R5q586d/PWvf+XWW28lLCyMOXPmuLytxWLhhRdeoHfv3kRGRjJ+/Hi+/fbbEv0yMjJ49NFH6dKlC926deOJJ54gKyurAs+iciQmJnLnnXcSERHBwIEDWb169VW3effddwkLC3P636RJk+z9du3a5bTPY489VpmnVGHKExvA6Tn36tWrRL/aNGZOnDjB3LlzGTJkCFFRUfTr149Zs2aRkZHh0M9TxsyJEyeYNGkSUVFRREdHYzabyc/Pd2nb9957j8GDBxMREUFcXBybN28u0cfV6467KU9czp8/z6JFixg1ahTdunWjZ8+eTJo0icOHD5fo6+p3y92Ud7yMHz/e6TmnpqY69PPU8QLli82PP/5Y6r9BN998s0NfTx0z33//PU899RTDhw+nQ4cOxMXFubytu15jDJW6d6k0SUlJpKSk0L17d86dO1embefNm8e6deuYOXMmzZs3Z8mSJdx///2sX7+eJk2aAGC1Wpk8eTIWi4XnnnsOq9XK888/z9SpU1m9ejVeXl6VcVrX7Msvv2Tq1KkMHz6cmTNnsn//fsxmM35+fowaNarU7WJjY1m7dq1DW1paGjNmzKBv374l+s+bN4+bbrrJ/rpRo0YVdxKVpLyxuWz8+PEOFz1fX1+H92vbmNm5cye7d+/mnnvuITw8nNOnT/Pyyy8zevRo1q9fT7169Rz6u/OYyc7OZsKECQQHB7Nw4ULOnDnDvHnzyMrKYsGCBVfc9sMPP2TmzJlMmTKFXr168fHHH/PYY48RGBhI79697f1cue64m/LG5aeffmLt2rWMHDmS+Ph4rFYrK1asYMyYMaxZs4aOHTs69L/ad8vdXMt4AejSpQszZsxwaGvRooXDa08cL1D+2DRt2rTEv0E2m40HH3yQW265pUR/TxszAEePHiUxMZHIyEiKioqw2WwubefW1xibeKTCwkL7n/v162ebPXu2S9udPn3aFh4eblu1apW9LScnx9ajRw/b888/b2/buHGjrV27drYjR47Y2/bt22dr166dLTExsQLOoHJMmjTJdvfddzu0mUwmW69evRxi5oqFCxfawsPDbenp6fa25ORkW7t27WwHDx6skOOtStcSm3bt2tmWLFlyxT61bcxkZmbaioqKHNpSUlJs7dq1s7377rv2Nk8YM6+99potMjLSlpmZaW/74IMPbO3atbMdO3bsitsOHjzYFh8f79D2wAMP2EaNGmV/7ep1x92UNy4XLlyw5ebmOrTl5+fbevXqZZs5c6ZDuyvfLXdzLeNl3LhxtilTplyxj6eOF5vt2mLze5evHZs2bXJo98QxY7M55i0zZsywDR061KXt3Pkao+kcHsrbu3x/dTt27KCwsJChQ4fa2+rXr0///v1JTEy0tyUmJhIWFkbbtm3tbV26dKF58+YO/dxJQUEBycnJDucGMGzYMDIyMvjmm2/KtL8NGzbQs2dPt656uKqiY+NMbRszQUFBJarrYWFh+Pj4kJ6eXinHW1mSkpKIjo4mKCjI3nbbbbfh5+d3xb+7H374gePHj5f4tWxcXBwHDx7kzJkzgOvXHXdT3rgEBATg7+/v0FanTh1CQ0M9bmw4U964uMpTxwtUbGw2bNhgP++aoDx5i7tfY5RE1zKpqak0btyYhg0bOrSHhoZy4sQJioqK7P1CQ0NLbN+mTZsSc9fcxcmTJ7FYLA6/ModLxwyU6bi//vpr0tLSSp2zNWXKFMLDw+nbty/PPvusy3NHq0tFxOY///kPHTt2pFu3bjz66KP89NNPDu/X9jEDl6aGFBYWOo2DO48ZZ393fn5+tGzZ8ooxOH78OECJ+IWGhmKz2ezvu3rdcTfljYszubm5pKSklIgVXP275W6uNS67d+8mKiqKiIgIxo0bx549e0rs3xPHC1TcmLFYLGzZsoWBAwdSp06dEu972pgpL3e/xmhOdC2TnZ1NYGBgifYGDRpgsVjIzc2lfv36pfYzGo1umxBdnhtuNBod2i+/Lsvc8Q0bNlCnTh0GDRrk0B4YGMjkyZPp3r07derUITk5maVLl3L8+HFee+21azyDynOtsbnzzjuJjY2lcePGHDlyhFdffZV7772X999/nwYNGgClj63aMmYsFgvPPPMMISEhxMbG2ts9YcxkZ2eXiAFcisOVYlBa/C6Picvvu3rdcTfljYsz//znP8nLy2PcuHEO7a58t9zNtcSle/fuDB8+nNatW5Oenk5CQgITJ05k5cqVdO7c2b5/TxwvUHFjJikpiaysLKeFHE8cM+Xl7tcYJdFuIicnx6Vf89144434+fld02c5u8HL5mSCf2n9qvIGsbLE5bLSjs/V4y4qKmLTpk3ExsaW+NJ16NCBDh062F9HR0fTtGlT5syZw8GDB+nUqZNLn1ERqjI2zz77rP3P3bt3p2vXrowYMYI333yTBx988Ir7qQ1jBmDu3LkcPXqUVatWYTD836XVncZMWbn6d/f7PpevJ79td/W64wnKOqbXr1/P8uXLeeqpp2jVqpXDe65+tzyBK3GJj493eB0bG0tcXByvvPIKixcvtrfXpPEC5RszjRs3Jjo6usR7NWnMuMpdrzFKot3E1q1b+dvf/nbVfuvWrSM8PLzcn2M0GsnOzi7Rnp2dja+vLwEBAVfsl5OT4/Sn7MpSlrj8/ifTyy6fh6vHvWvXLtLT0xk2bJhL/W+//XbmzJnDoUOHqjQhqo7YXNa+fXtCQkIcluyqzWPm5Zdf5u2332bRokVERERctX91jZnSXOnvztnUlMt+G7/GjRvb238fP1evO+6mvHH5rZ07d/K3v/2NSZMmcd999121v7PvlrupiLhcFhAQQExMDB999NFV9+/u4wUqJjYXLlxg27Zt3H333fj4+Fy1vyeMmfJy92uMkmg3MWLECEaMGFHpnxMaGkpmZiZZWVkOc4dSU1MJCQmxT/wPDQ0lJSWlxPbHjh2jX79+lX6cl5UlLgUFBfj6+nL8+HGHZemOHTsG4PIFbP369QQGBhITE1P2A65C1RGb3/r9T/i1dcysXr2aRYsWMWfOHAYMGFC+g65moaGhJabcFBQUcPLkSUaOHFnqdpfnKR4/ftwhVqmpqXh5ednfd/W6427KG5fLDh48yCOPPMLgwYN5/PHHXf5cd6+4Xmtcfs/ZtcQTxwtUTGy2bt1KXl6ey4UccP8xU17ufo1x35EolaJ37954e3s7LFR+4cIFPv30U4ekMSYmhiNHjjhcDA4cOMCpU6fcNrn08/OjZ8+eJRZh37BhA02aNHH4lXppCgoK2Lp1K4MGDXJ52szGjRsBXKpAVpeKiM1vpaSkkJaW5nDOtXHMbNy4EbPZTHx8PKNHj3b5c91tzPTt25fk5GTOnj1rb9u6dSsFBQVX/Lu78cYbuemmm9i0aZND+4YNG+jUqZN9hQJXrzvuprxxgUv/eD/44IN06dKFefPmufyrfGffLXdzLXH5vdzcXBITEx3O11PHC1RMbDZs2EDLli2JjIx0qb8njJnycvdrjCrRHurUqVN8/fXXAOTl5XHy5Ek+/PBDAAYPHmzvN3DgQIKDg1m+fDkA119/PWPGjGHBggUYDAaCg4NZunQpABMmTLBvN2jQIMLCwoiPj+cvf/kLhYWFPPfcc3Tt2pU+ffpU1WmW2cMPP8y4ceMwmUwMGzaM/fv389ZbbzFnzhyHn0R/H5fLEhMTyc7OLrUCMH36dFq1akWHDh3sN4ktW7aMAQMGuP0FrLyxSUhI4IcffqBHjx4EBQVx9OhR/v3vf9OsWTOHh5HUtjGze/duZsyYQbdu3ejVqxcHDhyw9w0KCqJly5aAZ4yZMWPGsGrVKqZOncrUqVPJzMxk/vz5DBs2zKH6M2vWLNatW+ew9F98fDyPPfYYLVu25A9/+AOffPIJO3fuZMmSJfY+rl533E1545KZmcmkSZPw9fVl8uTJDr9m9/Pzs/9w5up3y92UNy579+4lISHB/l1KT0/n9ddfJyMjg5deesm+naeOF7i27xLAmTNn+OKLL0qd2+ypYwYu5SqXl5s7deoU58+ft+ctl8/H064xSqI91K5duxzmfW7fvp3t27cD8N1339nbCwsLSyztMnPmTAICAvjnP/9JTk4OkZGRLF++3GE9ZIPBwOLFi3n66ad5/PHH8fLyon///syaNcttnzwH0LlzZ1555RVefPFF1q1bR7NmzTCZTCUuLs7iAtifbOTsCVEAbdu2Zf369SxduhSLxULz5s3505/+xJQpUyrlfCpSeWMTEhLCli1b2LRpExcuXKBRo0bExMTw6KOPOswZrm1jZteuXVgsFnbv3l2iCn3XXXcxf/58wDPGjNFoZPny5ZjNZqZNm0bdunWJi4tj+vTpDv2KioooLCx0aLv99tvJz8/n3//+NwkJCbRq1Yr/9//+n8OTxMC16467KW9cjh07xs8//wzA/fff79C3efPmfPrpp4Dr3y13U964NGnShIKCAl588UWysrLw9/enc+fOzJ49u8S9AZ44XuDavksAmzdvxmq1llrI8dQxA5d+uPzzn//s0Hb59YoVK7jllls87hrjZaupE2lERERERCqJ5kSLiIiIiJSRkmgRERERkTJSEi0iIiIiUkZKokVEREREykhJtIiIiIhIGSmJFhEREREpIyXRIiIiIiJlpCRaRERERKSMlESLiIiIiJSRkmgRERERkTJSEi0iIi554IEHGDt2LDt27GDs2LFERkbSv39/Nm3aBMCmTZsYMWIEkZGRDBkyhOTk5Go+YhGRyuNls9ls1X0QIiLi/nr27EndunVp3LgxEydOJDAwkAULFnD8+HHuvfdeUlJSGD9+PN7e3jzzzDNYLBa2b99e3YctIlIpDNV9ACIi4v5OnTrF2bNniYiI4L///S9+fn4AZGVl8fjjj3PixAlWrFiBl5cXAMePH+eFF17g3LlzNGjQoDoPXUSkUmg6h4iIXNXhw4cB+POf/2xPoAHOnz8PwF//+ld7Ag2Qm5uLr68v9erVq9oDFRGpIkqiRUTkqg4fPoyfnx89e/Ys0d60aVPat2/v0J6SkkLbtm0xGPQLTxGpmZREi4jIVR0+fJj27dvj6+vr0H7o0CFuvvlmp/07duxYVYcnIlLllESLiMhVffPNNyWS5YsXL3Ls2LES7enp6WRkZCiJFpEaTUm0iIhc0enTp8nMzCyRLH/77bdYrdYS7ZfnTzurUIuI1BRKokVE5IoOHToElEyKL7dHREQ4tB8+fBhfX1/CwsKq5gBFRKqB1okWERERESkjVaJFRERERMpISbSIiIiISBkpiRYRERERKSMl0SIiIiIiZaQkWkRERESkjJREi4iIiIiUkZJoEREREZEyUhItIiIiIlJGSqJFRERERMpISbSIiIiISBkpiRYRERERKSMl0SIiIiIiZfT/AUDyvqHhEfuOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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U4IEHHrA/1rx5cwC++uore+IDEBISwvPPP++wF/pGTp8+bX+TSu9Gq4ULF1KiRAmGDRuWoX02aNCALl26EBcXx7Bhw9LUQ548eZKFCxdmy7Ec8fX15ZVXXmHEiBFMmDDhhuu2atWKhg0bEh8fz5gxY+xf9ULSSA3z5s0DYNiwYakmHMnKc8wOV65cYfny5UDGayNT3tDTW7969er07t2bN954gy+//JL333/f4axomZHZOOcX2XHdbd26lUWLFtmHv7NYLLz44ouEhYVRrlw57rnnnmw9HtzatQDQsGFDevToQUREBEOGDOHgwYOpHk9MTGTnzp2MHTuW+Pj4DLUhI/IiNilu1qOcXmkFJCXzx48fx83NzeEHvJy8psR56WY+kQyw2Wz88ssv/PLLL/j5+VGhQgXMZjNhYWFcvHgRm81G5cqVmTt3bqoboDp37kyTJk3Yu3cv999/P1WrVsXFxYWjR49SsmRJnnnmGd577710j5syegIk3RV+4sQJEhMTKVWqFEOGDHG4TUxMDOPHj3c4XFR6XnvtNS5dusSePXvo168fFSpUoFixYpw/f55Lly5RoUIFhg4dmi3HcqRPnz4ZWs9kMvH222/z2GOPsWvXLjp27EitWrWIjo6238zUu3dvBgwYkG3PMTNGjRpl/394eDj79++3T5f92GOP3XT706dP22sib5RYV6lShZiYGB566KEMTQmdUVmJc36Q1esO4LnnnuP111+39yiGhIQQHR2Nh4cHb731Vqra4ew4XoqMXgspXnvtNaKioti+fTv33Xcf5cuXp1SpUvab3iwWC5A0O152yavYwI0/QEZGRnLu3Dn8/f0d9gIfO3YMwzCoV69eugl6Tl1T4rzUoyySAQMHDuTVV1+lZ8+elCpVihMnTnDo0CEMw6BNmzZMnz6dtWvXpnnxdnV1ZeHChQwcOJASJUpw6tQpoqKieOCBB1ixYgVlypS54XF3795t/zl16hSVKlVi4MCBN9y2evXq6U5QkB4/Pz+WLFnCtGnTaNasGVFRURw9ehRPT0+6devGiy++mG3HyqoqVaqwcuVKhgwZQvny5Tl69CiXL1+mRYsWvPnmm/YROP4rs88xM3788Uf7z549eyhdujQDBw7ku+++czgu8X+lJANly5alWLFiDtfZtGkTc+bMoVGjRqxbty7bbzbKbJzzg6xed5DUWz5r1iz7tMgmk4k777yTb775JtUEF9l1vMwqWrQoCxYsYNasWbRt25bY2FgOHjxIeHg4tWvXZtiwYSxfvjxDI61kVF7F5vTp00RHR1OhQgWHI9jcqDf5+sfT+/CZ09eUOCeTLb9OqyQiIg7t3r2bxx9/nKeeeooBAwZw1113MXjwYJ577rm8bprTS7nJK+XDivyrIMdG15SkRz3KIiJO5Pjx4zzzzDP06tWLZ599lhIlSvDwww+zaNGiGw7nJiKO6ZqSG1GiLCLiJC5dusSwYcNo2LAhr7zyin35E088gc1m45NPPsnD1ok4H11TcjMqvRAREUlWkMsLskqxkcJIPcoiIiIiIg6oR1lERERExAH1KIuIiIiIOKAJR7LZnj17sNlstzzbkIiIiIjkjoSEBEwmE02bNr3heupRzmY2m43crGax2WzEx8fn6jGdgeKSPsXGMcUlfYqNY4qLY4pL+hQbx/IiLhnN19SjnM1SepIbNmyYK8eLiYkhKCiImjVrUqRIkVw5pjNQXNKn2DimuKRPsXFMcXFMcUmfYuNYXsTln3/+ydB66lEWEREREXFAibKIiIiIiANKlEVEREREHFCiLCIiIiLigBJlEREREREHNOpFHkpMTCQhISFL+4iLi7P/azbrc08KxSV9eR0bV1dXXFxcMJlMuX5sERGRW6FEOQ/YbDbOnz9PRERElvdltVpxdXXl3LlzSgivo7ikLz/ExsXFhdKlS+Pn56eEWURE8i0lynkgJUkuXbo0RYoUyVKikJiYSFxcHB4eHri4uGRjK52b4pK+vIyNzWbDMAyioqIIDQ0lNjaWcuXK5WobREREMkqJci5LTEy0J8klSpTIlv0BeHp6KiG8juKSvvwQGx8fHzw8PLh06RKlS5fW30hERPIlfSedy1JqkjUjjxR2RYsWxWazZblOX0REJKcoUc4jqsuUwk7XgIiI5HdKlEVEREREHFCiLCIiIiLigBJlyTYrVqygdu3a/PPPP3ndFLuPP/6Yn376KUv7OHPmDLVr12bFihW3vO2xY8eYO3cuZ86cyVIbREREnIphwIsvYvX3x2o2YzWZsLq4JP2b8pP8u6e3N01atcK9WzewWPK65alo1Asp0D755BO6d+9O586d8+T4x44dY968ebRs2ZKKFSvmSRtERESyxDDglVewzpsHUVcBG1itSQ+ZXYj29CaqiB/R7kW56uXDVU8foj29iXX3IrZxXyzunsS6eRLr7oXFwb8Jrm64GgavffsiNe++G7Zsydvnex0lyiIiIiKFVUoSPHcuREWBzYbV7EKkpw/hRYtxxbs4V7yLE16kGFea9ye8aHGuFC1GZBE/rnr6EOuRPaN4xbt6sK9iA6rv256vyh2UKEuOmjRpEj/++COrVq0iMDCQv/76C19fX3r06MGYMWNwd3cHksob7rrrLsaNG4dhGCxbtozLly9Tq1Ytxo8fT+vWrVPtc9euXWz5zyfOuXPnMm/ePA4fPgxAs2bNAFi5ciUrV64EoGXLlixZsiTd9l64cIHXX3+dbdu2YTabadeuHY8//nia9f755x8+/fRT/ve//3Hp0iVKlixJkyZNGDt2LBUqVACSSlEmT54MwGOPPWbfdsaMGfTt25ft27ezdOlSDhw4QHh4OGXLlqV169Y8//zzFC9e/FZDLSIi4pjFAt27Y92xAxISsFmtRBbx44JvaS74lSXMtxRhLR7mgm9pwvxKE+ZTGsPVLcO7N9msFI27hndsNEXjruEbG4V33DW8LdF4JcTiGW/BMyEWr/hYPBMseMVbrltuwT0xgeOlqtHq+C7MHTvmXBwyQYmy5LiEhASeeeYZHnjgAYYMGcKff/7JBx98gLe3NyNGjEi17hdffEH58uWZMmUKVquVBQsWMGzYMJYsWULTpk1v6biff/45Tz/9NLfffjvDhw8HwNvbO931LRYLgwcPJiwsjLFjx1K1alV++eUXRo8enWbds2fPUq1aNe655x78/Py4ePEiX331FQ888ABr166lePHidOzYkTFjxvDOO+8wbdo06tevD0DlypUBOHXqFE2bNqVfv374+Phw9uxZPvvsMx5++GFWr16Nm1vGX6RERET+WyKRYHbhvG9pzhSvwNliFTnT8SnOFK/I2eIViPEoesNdmWxWfGOiKH7tCv7XIigRfZni165QPDqcYtfC8Y+JwCf2Kj6WqxSNu4aLzepwP4mYcMGW9IvZbC/ZSPW7yUSpmCtY27TBvG5ddkUjWyhRLigMA157Detvv2Fu2xamTAHX/PHnTUhIYOTIkfTo0QOA1q1bs3//ftasWZMmUU5MTOSzzz7Dw8MDgLZt23LXXXcxZ84cPvvss1s6bqNGjTCZTBQvXpwmTZrcdP2VK1cSHBzMBx98wF133WU/flxcHN98802qdbt370737t1Ttbtjx460adOGNWvW8Nhjj1G8eHGqVKkCQM2aNdO04aGHHrL/32az0bRpU1q2bEmnTp3Ytm2bvQ0iIiJpWCzQrRvW337DZrVyybskIWWqcaJkVY63fZKTJatw3r8sVrPjmU9NNivFo69QOuoiZSLPUybyAqWjwigTGUbpqDBKXr2UJvlNNJnTTYjTJMEuLmAy4eLji3nEszBtWrp5SUxMDEFBQdStWxdXT89MhSOn5I9MSrLMNGMG1umB7KnUiKabX02q75k2La+bBSRNLHHnnXemWla7dm127NiRZt2uXbvak2RI6gHu1KkTa9asITExMUenOt65cydFixZNk6D27NkzTaJ87do1PvjgAzZu3MjZs2ft00IDBAcHZ+h4ly9fZvbs2WzdupWwsDCs173ABAcHK1EWEZEk19UR2yIjCfUvx5FyAQSXrkFI386cKFWVq16+Djf1iouhXEQolS+fouKVs1QIP0vFK2coFxGKW6JhXy9Nz68tc0lvQVM4nmVhsP139lRqxMv3v8TL371C099+yzfF8F5eXqmSXwB3d3fi4uLSrFuyZEmHyxISEoiJicHHxyfH2hkREZHu8f9r7Nix7Nixg+HDh9OwYUOKFi2KyWTiySefdPi8/stqtTJkyBDCwsIYPnw4AQEBeHl5YbPZePDBBzO0DxERKaCu6y2+6l6Eo2VrcaRsAEfuHMWRsrUcJsUuiQYVws9SPew41cNCqHLpBJUun6b4tXBMQLR7Ubzjr6U9ViFOgjNCkSgo2txB0y2BSUny6X2Yh+SP3uRbdenSJYfL3NzcKFIk6c5ad3d34uPj06wXHh6epWP7+/uzb9++m7bp6tWr/PLLL4wYMYInn3zSvjw+Pp7IyMgMHevIkSMcOnSImTNnct9999mXnzx5MpOtFxERp3VdYnypSDH2V6zPgYoNOPDYg5wtnnZoUTcjniqXTlI79LA9Ma505bS9hzhNiYTJhLc1HnOHDrBhA+Sz8ob8TIlyAWGbPBkXszmpJ3nItKQaZSe0ceNGJkyYYO+Bjo6O5ueff+a2226zl11UrFiRy5cv20ebgKQk9bfffkuzP3d3dywZHLz89ttvZ/369WzevDlV2cOaNWtSrWcymbDZbPYRO1IsX748VQlGyvGBNG0wmUypHk/x9ddfZ6itIiLixCwW6NED6/btXCxSjP2VGrC/YiP2P/4Q5/3LpVm9bEQotUMPExB6lNqhh6l68QSuVoNrbkXwToj5d0X1Dmc7Ra+gcHWFadPyTblFZrm4uDB48GAGDx6M1Wpl/vz5REdHM3LkSPs6PXr0YM6cOYwePZonnniCuLg4lixZkiZJBQgICLAPJVeqVCmKFi1K9erVHR67T58+fP7550ycOJHRo0dTpUoVtm7dmiYB9/b2pkWLFixcuJBixYpRoUIFdu3axbfffouvb+qvw2rVqgXAN998Q9GiRfHw8KBixYpUr16dypUr8/bbb2Oz2fDz8+Pnn39m+/btWQ2hiIjkN8k1xp5z51InNp79Feuzu0oT9jzWn3PFKqRa1WS1UvXSCRqd+of6Z/ZT99whfC1XgbR1xN7eHphHjFVCnIMUVclXHnnkEeLi4ggMDLSPo/zxxx/TvHlz+zqVKlXi/fff591332XUqFGUKlWKwYMHc+XKFebNm5dqf5MnTyYwMJAxY8YQGxt7w3GUvby8WLx4Ma+99hqzZs3CZDLRtm1b3nnnHQYMGJBq3bfffpvXXnuNt956C8MwaNasGZ999hlPPfVUqvUqVarElClTWLx4MY899hiJiYn2cZQ/+ugjXnvtNaZNm4arqyutW7fm888/p2M+G0NSREQyIXns4sQdOzjpU5bdVZuyp/MYDlaol2qMYrM1kWoXQ2h06h8anNlP3bNBFImPSd1bbDKBhwcu5ctjHjgQpk5VYpxLTDabzZbXjShI/vnnHwAaNmzo8HGLxUJISAjVqlXDMxtqhBITE7FYLHh6euboiBA5LWXCkQkTJjB06NAs76+gxCUn5JfYZPe1kFXXD0+UUg8vSRQbxxQXxwp1XJJrjeN//4P95euys+bt7KxxO5d9Ut8UXjLqIs1D/qbpyT00OvUPReNjiL4+MTabwc8P84gRhaK3OC/OmZvlaykKduRFREREclJychy962/2VGrEzpq389eTT3LN898JrtwT4mh4Zj9NT+yh6YndVAg/l7rH2NUVb1cb5jYdYf163WyXjyhRFhEREcmo62a/i7EY7Kx+G78FtGPvkyNTlVT4xkTSMngXrY7tpNHpfXgY8f+ORmE2KzF2EkqUJV+oWLEihw8fzutmiIiIOJbccxz7x07+qtqcX9s9xV/VmpPg+u/oRWUiznPH0T+4PXgnAaFHiHXz+nfsYldXzD4+nO/bF/933qGIr+MJQiR/UaIsIiIi4khKzfEfO9hTsRG/1mnLzqeeweLuZV+l/JWzdDi0lTuO/kHFy6eJua6k4r9jF8fExBAaFIR/Aa85Lkj0lxIRERFJYRgwfTrWxYs5cQ021+vE1qFDiCzib1+ldOQF2h3+lXaHfqPqpRPX1RubNGRbAaO/oIiIiEhy73HUrt1sq92OzXc8y7GytewP+8VE0O7Qr7Q//CsBoUewqt64UFCiLCIiIoVT8o15xrz32edXhU3172LnkyPsdccuiQYtj//JXfs30+TkHuJcPJJ6jk0mXPwLz/BthZn+siIiIlK4XNd7vLleJzbcF5hqhryqF0PovH8z7Q9tw8Uw7GUVbn4qqyhs9FcWERGRgu+6Yd2CPUqwrnEPtg17lng3DwC84mLoFPQznfdvpnrYcRLMbrhbE8DVDXPHjiqrKKSUKIuIiEjBlZwgx73zHr9WuY31PSZzpFxt+8NVL4Zw9971tDu0DStme2mFu5+3SitEibKIiIgUQMnlFZF/7mVDw66sfXQO4d7FgaTa4zZHtnP3/9ZT59yhf2/M8/TCPOlFJcdip7NA8rVJkyaxa9cutmzZktdNybIzZ85w1113MWPGDPr27Zuj24aGhjJ//ny2bdvGhQsX8PT0pE6dOvTr14+7777b4b5TuLq64u3tTcWKFWnevDn9+vWjVq1aqbbZuXMnjz32mP13s9mMn58fTZo04dlnn6Vhw4a39PxERLJNcoJ8dt9RfmjWk81PDCfOLalkosTVS/T43wY6/7MJNyNBN+bJTelsEMklpUuXZtmyZVSuXDlHj/P333/z9NNPU6RIEYYOHUrt2rW5evUq69evZ/z48WzZsoXp06en2W7gwIH07NkTq9XK1atXOXjwIN999x1Lly5lzJgxPPHEE2m2GTNmDLfffjuGYXDw4EHef/99Bg4cyKpVq6hatWqOPk8REbvr6o+DipRlVfPe7Bz8PDaTGYBqYcfp8/f3tDm8HbPNqt5jyTCdGSK5xN3dnSZNmuToMaKiohg5ciQ+Pj588803lCxZ0v5Y586dqV27Nm+//TY1a9bkmWeeSbVtuXLlUrWvQ4cODB48mBEjRvDWW29Rq1YtOnTokGqbKlWq2Le57bbb8PX1ZeLEifzwww+MGjUqx56niIidxYKtTh322PxY3mUs+yv9+41W8+N/0efv7ykVcYFyV8PAZAL/YphHPKsEWTLEnNcNkH/ZbDYsccat/cQbWOITk/691W3T+bHZbJlq/9y5c6lduzYHDx5kxIgRNGvWjObNmzNu3DiuXLmSal2r1cr8+fPp3r07DRo0oHXr1kyYMIHz58/f8BiDBg2ie/fuadpos9no0qULTz75JABnz56lWbNmfPrpp3z22WfceeedNG3alP79+7N37940+928eTP9+/encePGNG3alMGDB7Nnzx6Hz+/QoUOMGjWK5s2b07JlS2bMmIFhGBw/fpyhQ4fStGlT7rzzTubPn59q+zNnzlC7dm1WrFhhX3by5EkmT55M165dady4Me3atePpp5/m8OHDN423I8uXL+fy5cuMHTs2VZKcYtiwYVSvXp3FixeTkJBw0/15enry2muv4ebmxsKFC2+6foMGDQC4dOnSrTdeRCSjDANefJHEYsXY0aA94+4YzksPvMr+Sg1xSTTo/M8m5n4+gjFr36HR6X8oF30Jc4cOmGNiMF+5DK++qiRZMkRnST5hs9mYOO83gk5cufnKOaxu1eK8MaItJpMpU9uPGDGC7t27M2DAAI4dO8bs2bMJDg7mm2++wc3NDYCXX36ZZcuW8eijj9KxY0fOnj3L7Nmz2bVrFytWrKB48eIO9/3YY48xfPhw/vjjD+644w778m3btnHq1CmmTp2aav2vvvqK6tWrM2XKFABmz57Nk08+yebNm/Hx8QFg9erVjBs3jrZt2/L2228THx/PggULGDhwIJ9//jm33XZbqn0+//zz3HvvvQwYMIDt27ezYMECDMPg999/5+GHH2bo0KGsXr2aWbNmUaVKFbp27ZpurMLCwvD392fs2LEUL16cyMhIVq5cyYMPPsjKlSupXr36LcX+999/x8XFhU6dOjl83GQy0alTJxYuXMjBgwdp1qzZTfdZpkwZ6tevz549ezAMA9cbvLmcOXMGgGrVqt1Su0VEMsxiIbFOXX53L8/yni8RUjrp9cbdiKPrvo30+WsVXnGxSfXHLi6YO3SADRs0tJtkihJlyXZdunRhwoQJALRt25YSJUowbtw41q9fz7333ktwcDDLli3j4Ycf5sUXX7RvV69ePfr168eiRYsYPXq0w3136tSJSpUqsXTp0lSJ8tKlS6lcuTLt27dPtX7RokX5+OOPcXFxAZLqhPv168e2bdu45557sFqtvPnmmwQEBDB//nzM5qQvWTp06ECXLl2YNWsWX3/9dap99u/fn8GDBwNwxx13sH37dpYuXcq8efPo0qULAC1btuSXX35h9erVN0yUW7RoQYsWLey/JyYm0qFDB3r27MmyZcuYPHnyjYP9H+fOnaN48eIUKVIk3XUqVKhgXzcjiTJA+fLl2bt3L5GRkZQoUcK+3Gq1YhiGvUZ55syZ1KxZk/vvv/+W2i0ickPXzaC3o1QdvuwwhtMlk+738IyP5e696+i9+wd8Yq+q/liylc6efMJkMvHGiLbExSfe0naJ1kQsljg8PT1wMbtkS1s83F0y3ZsM0KtXr1S/9+jRg0mTJrFz507uvfdedu7cCcB9992Xar1GjRpRo0YN/vjjj3QTZbPZzKOPPsqbb77JuXPnKF++PKdOneLXX39l4sSJadrdvn17e5IMUKdOHSCpNAMgJCSEsLAwBg0aZE+SISnB7tq1K8uWLSM2NhYvLy/7Yx07dkx1jBo1anDo0KFUSbqrqytVqlSxHyc9hmGwYMECfvjhB06dOpWqHCI4OPiG22bVrfyN0yvH+e/fqVSpUnz99df4+vpmqW0iInbJNch/mkvyxT1TOV6mBgBFLdHcu3s1d+9di9lqwzv+Gnh5YR43TgmyZBudRfmIyWTC0+PW/iSJiSawGni6u6ZKCPNSqVKlUv3u6uqKv78/ERERAPZ/S5cunWbb0qVLc+7cuRvu//7772f27Nl8/fXXjBkzhi+++AJPT0+HvZj+/v6pfnd3dwcgLi4OgPDwcIdtTmmL1WolKioqVaLs5+eXaj03Nze8vLzw8PBIszw6OvqGz2XmzJl88cUXDBs2jBYtWuDn54fJZGLq1Kn2Nt6K8uXL88cffxATE5Nur3JK8l6uXLkM7/fcuXO4u7unee7jxo2jVatWWCwWfvvtNz755BOeffZZli9fbo+1iMgtMwyYPh3r4sXss/qy9I5nOFw+qaPDMz6WPn9/z71//4BnguXfHuQX1YMs2U9nk2S7ixcvUqZMGfvvhmEQERFhT1pT/g0LC6Ns2bKptg0LC6NYsWI33L+Pjw/33Xcfy5cvZ8iQIaxYsYKePXtmqhcz5VgXL15M81hYWBhmszlHe0d/+OEH+vTpw5gxY1ItDw8Pz9Rx77jjDn777Td+/vln7rnnnjSP22w2fv75Z/z8/KhXr16G9nnhwgUOHDhAixYt0tQnV6pUyT5mcosWLfD09OS9995jyZIlDB069JbbLyKCxQJ16nAozp0lbYewr3IjANwT4ui5dy19/lyJi9VK0fgY9SBLjtOoF5LtVq9ener39evXYxgGLVu2BKBVq1ZAUpJ4vX379hEcHGx//EYGDhxIeHg4o0aNIioqikcffTRTba1WrRplypRhzZo1qcoLYmJi2LhxI02aNEnVm5zdTCaT/QbHFL/88gsXLlzI1P769etHiRIlePvtt7l8+XKax+fPn8/x48cZNGhQmuM6YrFYeOGFFzAMw+E4yv/1xBNPUKVKFT755JOb9qaLiKSSPJLFuQo1eKP+A4x/+C32VW6Ea2IC9+xZw8efPs2jvy3Fz3IVb7MV84svYo6K0ggWkqN0Zkm227RpEy4uLrRp04ajR48ye/Zs6tSpQ48ePQCoXr06/fv3Z+nSpZjNZtq3b28f9aJcuXI8/vjjNz1GtWrVaNeuHdu2baN58+b22uNbZTabGT9+POPGjeOpp56if//+xMfHs3DhQqKiohg7dmym9ptRHTt2tI9uUbt2bQ4cOMDChQvT9LRnlK+vL3PnzuXpp5+mb9++DB06lDp16hAdHc26detYvXo1PXr0SDWrXorQ0FD27t1rn3AkKCiI7777jnPnzjFp0iTatm170+O7ubkxevRonn/+eRYvXszw4cMz9TxEpBBJvlEvcu6HfNPkXtYNnI3h4obJZqXTgZ956I+vKRIXk1SD7OqGefIL6kGWXKOzTLLd3LlzmTt3Ll999RUmk4k777yTKVOmpKpZffnll6lUqRLffvstX375Jd7e3rRr146xY8fetPQixd133822bdsy3ZucolevXnh5efHJJ58wevRoXFxcaNy4MYsXL87wqBCZ9cILL+Dq6sonn3xCTEwM9erVY+7cucyePTvT+2zevDk//PAD8+fPZ/HixZw/f94+hfVbb73F3Xff7bD+ecmSJSxZsgQXFxf7FNadOnXiwQcfpGbNmhk+fo8ePfjss8/4/PPPGThwoH0YPhGRNCwWEurVZ3XxhnzzyGyueXoD0OTEXh7f9jkVrpzF3ZqQlCB37Ajr12uYN8lVJltmZ5cQh/755x8Ae93mf1ksFkJCQqhWrRqe2XCxJyYmYrFY8PT0zPOb+ebOncu8efP4448/0h0HOTuNHDmSvXv3smXLljRlBPkpLvlNfolNdl8LWRUTE0NQUBB169a94fB6hZFi45ji4liG4mKxYOvend/PxfNZu0Fc8E/6Fq3KxRM8vu1zAkKPXteDPKnA9CDrnHEsL+Jys3wthfOfdVKoxMfHc+DAAfbt28emTZuYNGlShmptRUQkH0guszjxyVLmtxvMvuaNASgefZlHtn9JvdP7KR91IWmiEPUgSz5QIBLlkJAQAgMD+fvvv/Hy8uKee+5h3LhxN+ylio6O5rPPPmPbtm2EhITg6upK/fr1GTNmDPXr18/F1sutCAsLY8CAAXh7e9O/f38GDhyY100SEZGMsFi41qAJX1Rsw9qH38ZqdsHNiOe+v1Zx/67vcLMauFitmKtUgUOHlCBLvuD0iXJUVBSDBg2ifPnyzJkzhytXrjBjxgwiIiKYNWtWutudO3eOZcuWcf/99zNq1CgMw2Dx4sUMGDCAr7/+WslyJowcOZKRI0fm6DEqVqzI4cOHc/QYIiKSjSwWrN2789NlNxZ3nkxkUX8Abj+2g8FbP8MnNhpPI05DvUm+5PRn4tdff01UVBSrVq2y18W6uLgwbtw4nnnmGWrUqOFwu4oVK7Jp06ZUQ3/dcccd3HXXXSxdupQZM2bkSvtFREQKpOTh3o4tXMYHHYdxtHkAABWunGHYzwuodX0dsiYLkXzK6c/Ibdu20bp161Q3j3Xr1o0pU6awdevWdBNlR8XiHh4e1KhRg7CwsBxrbwrdQymFna4BkQLKMCj38cfYVv7Agnp3s7r/TKxmFzzjY3noj6+5Z89azNhUZiFOwekT5eDg4DRTF7u7u1O5cmWCg4NvaV8pd1327t07S22y2WzExMQ4fMwwDKxWK/Hx8dkyxW9KsmGz2UhMTMzy/goKxSV9+SU2cXFx9mvBarXmWTtSxMbGpvpX/qXYOKa4OGCx4N6kCafcyvJxn0Au+ZYCoO2hXxmy9VM8EuJxsxrg6YXx/HMYkyeD1QrpvGcWNDpnHMuLuNhsNkwm003Xc/pEOSoqyuFUv76+vkRGRt7Svt577z1iY2OzPC5vQkICQUFB6T5uMpkIDw9PMx1wVjgaF1cUlxvJy9jYbDauXLlCXFwcR48ezbN2OHLixIm8bkK+pdg4priQ1Is8fz6u3/7A/PZD2FGrNQClIy/w9OaPqX3uMN7x17C5uHJ+6FBChw1LKrPIZ9d/btE541huxyUjHZZOnyinJ6OfFFKsXr2aRYsWMW3aNKpUqZKlY7u5ud1wgoarV69y+fJlrl27RpEiRW6pnf9ls9nsvdNZ2U9Bo7ikL69jk5CQQGRkJBaLhYoVK+Lt7Z3rbXAkNjaWEydOULVq1RydttwZKTaOKS7JDAOXnr3YEO3D0oFzsLh7YbYm0uevVQzYsQxXayIuViu2ypWJ27MHf09P/PO6zXlE54xjeRGXY8eOZWg9p0+UfX19iYqKSrP86tWr6dYn/9f27duZPHkyQ4cO5ZFHHslym0wm0w0HzPby8sJqtXLlyhUuX76cpWNZrVYMw8DV1RWz2ZylfRUkikv68kNsPDw8qFixosNvg/Kal5eXJgJIh2LjWKGNS/KYyKcWfMmcjk9yuHwdAGqfO8Twnz6kfHgo7onxUKwY5lGjYOpUiuhmPaAQnzM3kZtxyWhHkdOfsTVq1EhTixwfH8+pU6fS1C47sm/fPkaMGEH37t0ZP358TjUzFZPJRLly5ShdujQJCQlZ2ldsbCzHjx+ncuXK+nR6HcUlfXkdGxcXF00SI+LsLBYS69RlZakmfPngTBJc3fGKi2HQr4tpc+g3fOOjwdVVo1mI03P6M7d9+/Z8+OGHhIeHU6xYMQA2bdpEfHw8HTp0uOG2wcHBDBs2jGbNmjFjxoxc/xraxcUly1MIp9wE5eHhkS+mAc4vFJf0KTYikmmGAdOnc3L+UuZ0fIYj5WoD0PTEbp7d+AHFY8JxsVqJL1cO6/79FLluRCoRZ+T0ifKAAQNYunQpw4cPZ/jw4Vy+fJmZM2fSq1evVKUXU6ZMYdWqVRw8eBCAy5cvM3ToUNzc3HjiiSc4cOCAfV13d3fq1auX689FREQk37JYSKxbjxWlmvBVv6Re5CJx1xj6y6fUP72fUtGXwMsLY/RoDtx7L3X1QVwKAKdPlH19fVm0aBGBgYGMHDkST09Pevbsybhx41KtZ7VaUw2FdezYMUJDQwF4/PHHU61boUIFtmzZkuNtFxERyfeSa5FPfLKUOXcN52i5pIlDmh//i+E/fUixmIhUYyIbVivcYOQnEWfi9IkyQLVq1Vi4cOEN15k5cyYzZ860/3777bdrKmQREZEbsViw1q3H6mL1WDTgTRJc3SlqucbQXxbQ8tgufOKvpZ16upCMiSyFQ4FIlEVERCQbJfciX5z7MXPuGs7eqk0BaB7yN89ueh8fyzXcjXjMHTrATz/pZj0psHRmi4iIyL8MAzp35rdz8Xzw8Dtc9fLBPSGOIVs/o+2hX5N6kV3dML84VSNaSIGns1tERETsI1pEf/gJ85v2Y0uvuwCocSGYx7YuosmZfeDigrljR1i/HnSznhQCSpRFREQKu+Re5ANHL/Bur5e54F8WszWRvn+uoNfuNfjHRmH294fQUCXIUqgoURYRESnMkicPWV62BV8++Bw2s5nSkRcYvf49ap8/gos10T6ihZJkKWyUKIuIiBRGyaUWl+d+zDt3DmdflcYAdDz4M09t+QRXqzVp2DfdsCeFmM56ERGRwia51GJ3SATvPPgGkUX98Uiw8PTmj2l7eDvuifFQrBjmUZNg6lQlyVJo6cwXEREpTJJn2Fta4Q6+u/85bCYzVS+GMH7NLEpfvYR7YoJ6kUWS6QoQEREpLCwWLtasz1tthxFUoR4A3f+3nv6/L6N4bETS5CGTNeybSApdBSIiIgVdcj3yn19v5N17X+Gqlw9F4q7x7KYPaHn8L9yNOPUiizigq0FERKQgs1iw1qnLV+VbseyeCdhMZmqeP8r4tbMofi1CM+yJ3ICuCBERkYLKYuFqlZrMajOE3dWaA9Bj7zr6/76MYpZIzbAnchO6KkRERAqa5FKLo59+w8xe0wjzK4N7QhzP/PQhLY//hXfcNcxVq0JQkMZGFrkBJcoiIiIFSfLQbxsvufBR31dJcHWnbMR5Jv0wkwoRocmlFu1VaiGSAbpCRERECgqLhfh6Dfi4Rjc2dusKQIvgPxm25RPKXL2oUguRW6SrRERExNkll1pcfH8+M7qO5mi5AEw2Kw9v/5Lu//sR37holVqIZIISZREREWeWXGoRdPgcM+5/jXDv4vjERjF23TvUPxukod9EskBXjIiIiLNKTpJ/umjm/f6vY7i4UeXSSaZ8/7qGfhPJBrpqREREnJFhkNi5C5/ZqvN9994A3H5sB8M2z6fUtcuaZU8kG+jKERERcTaGQXS3e3ijRAf2Vm0KwIM7lnH/rpV4Ghb1IotkE3NeN0BEREQyyDDgxRc5Wbk2Y6r0YW/VpngkWJiw+k367VqhJFkkm+kqEhERcQbJ9ch/nYjkrb7TifEoSqmoMKZ8P4OK4ed0055IDtCVJCIikt8lJ8lrwz355L5RWM0u1DtzgImr36RIgkU37YnkEJVeiIiI5GcWC4m1Alhoq8ZHnZ/Banah48GfGb7xA/xjI3F3M2N+aZqSZJEcoCtKREQkv7JYsFSqwqw7hrCzZisAHt7+Jff/+R2u1kTMVarAoUOaREQkhyhRFhERyY8sFq5Ur8OrXScQXLYmrkYCz/04h1bBu3C1WlVqIZILVHohIiKS31gshNRrwdh7phJctiY+sVGMXv8u7Q//qlILkVykK0xERCS/MAyYPp2/vvqRN++eQqxHEcpfOcvYde9QM+w4Zn9/CA1VqYVILlGiLCIikh8kj2zx42U3PrhnAlazCw1O/8PIH+dRNioMs7+fkmSRXKZEWUREJK8ZBrbOnfnaUoYvuz4MQKcDW3h82yL8Y6OUJIvkESXKIiIieckwSOzchQ9d6/Jjm+4APLBzOX3++h6fuGuYq1aBoCAlySJ5QDfziYiI5BWLBUuderzu15ofG3fHZLPy5OaP6b/zW3ziojF3aA9HjypJFskj6lEWERHJCxYLUVVr8mqnkRwuXwc3I56x696h+Yk9mo5aJJ/Q1SciIpLbLBYu1GrISz0mc7Z4RYpaopm66jVqhh3XdNQi+YhKL0RERHKLYcBLL3GsZhPG3z2Fs8UrUjLqIuPWzKLeuSCNkSySz+gqFBERyQ3Jw7/9c+wigX2mEeNRlCqXTjJ2zdtUuXJaYySL5ENKlEVERHJacpK861Q0M+9/mQRXd+qf2c9z6+dQ5upFDf8mkk8pURYREclJyUnyL+etvHfvZBJdXLkt+E+e3fQBxWMiNPybSD6mRFlERCSnJCfJa8O9+PjuJ7GZzHQI+oWnN39CkfgY3bQnks/pyhQREckJhoGta1e+iS3F0s6PAnD33rUM2rYET8OiJFnECejqFBERyW7JU1J/aqvGqrZ9AHhwxzIe2LUCD42RLOI0dIWKiIhkp+Qpqee5N+Cnhl0AGPLLQnrs26gxkkWcjMZRFhERyS6GQUKXbrzp04KfGnbBbE3ksa2L6L17Ne5YNUayiJPRlSoiIpIdLBbi6jdiRuMB/F2tOa5GAuPWzaLBmSAAzFMmw8sv520bReSWKFEWERHJKosFS6UqTO/wLPuqNMY9IY4Xvn+NeucO455Sk/zii3ndShG5RUqURUREssJiIaZOfV658zkOVqyPZ3ws01ZOp9aFYNUkizg51SiLiIhklmGQcHsbXuw8moMV61PUco3n1s+m/tmDuLuZVZMs4uR05YqIiGSGYVD2uXG8dPswgsvUwCc2iok/vEnDswcw+/trSmqRAkA9yiIiIrfKYiG2RRtmBDxAcJka+MVEMGXV68lJsp+SZJECQomyiIjIrbBYuFyjLlNbP83JUlUpFn2FF1a9Tr3Qw+DpoSRZpABR6YWIiEhGWSyE1WzAC90nct6/HCWjLhL47Yt4W2IAME+YoCRZpABRoiwiIpIRhsGF5m2Y0n0CYX5lKBNxnlEb5lAu4jx4eSXduDd1al63UkSykRJlERGRm7FYCGt2B1PueJowvzKUDz/LpO/foMqV0+Dnh/n8efUkixRAqlEWERG5keRyi8nXJcmTv59JlSunSfTxxnL8uJJkkQKqQCTKISEhDB06lCZNmtC6dWsCAwOxWCw33W7dunWMHDmSdu3aUbt2bRYuXJgLrRUREadhsRBWsz5Tuo0nzK8M5cLPMfn7mVS+cgZblcrsW79eSbJIAeb0iXJUVBSDBg3i2rVrzJkzh4kTJ7J69WqmZqBObMOGDZw+fZpOnTrlQktFRMRpGAa89BIXKtVkSrcJXPAvS9mIUJ7bMIfKV85grlqFuH37lCSLFHBOX6P89ddfExUVxapVqyhevDgALi4ujBs3jmeeeYYaNWqku+17772H2Zz0WWHZsmW50l4REXECgYFcePdDXug33Z4kT1k1gypXTieNkxwUBFZrXrdSRHKY0/cob9u2jdatW9uTZIBu3brh7u7O1q1bb7htSpIsIiJiZ7Fw4f0FTHkw0HGSrHGSRQoNp+9RDg4O5v7770+1zN3dncqVKxMcHJwnbbLZbMTExOTKsWJjY1P9K0kUl/QpNo4pLukrVLGxWLja8Dam3vuifQi4Kd8nJcm2KpWJ2b07qSc5JqZwxeUWKC7pU2wcy4u42Gw2TCbTTddz+kQ5KioKX1/fNMt9fX2JjIzMgxZBQkICQUFBuXrMEydO5OrxnIXikj7FxjHFJX0FPjYWC+UfeIRpd0/ivH9Zykac56UVr1I+4hzRzZtz9P33ISQkzWYFPi6ZpLikT7FxLLfj4u7uftN1nD5RTk9GPynkBDc3N2rWrJkrx4qNjeXEiRNUrVoVLy+vXDmmM1Bc0qfYOKa4pK9QxMYwuNayLS/0SJpxr0zEeZ7bMJvyEaHYqlTBdcsW6rqmfsssFHHJBMUlfYqNY3kRl2PHjmVoPadPlH19fYmKikqz/OrVqze8kS8nmUwmihQpkqvH9PLyyvVjOgPFJX2KjWOKS/oKbGwsFiJatmFaq6cJLVae0pEXmPL9DKpePpVUk3zoEEVuUJNcYOOSRYpL+hQbx3IzLhntTHX6u9lq1KiRphY5Pj6eU6dO5VmiLCIiTsJi4WqVmrzYcihnSlSkxNVLTP5+5r9Jsm7cEynUnD5Rbt++PTt27CA8PNy+bNOmTcTHx9OhQ4c8bJmIiORrhsG1hk2Z1vl5TpSqRrHoK0z+fibVL53AXLWKkmQRcf5EecCAAfj4+DB8+HB+/fVXVq1axfTp0+nVq1eqHuUpU6ZQr169VNseO3aMDRs2sGHDBgCOHDnChg0bbjqsnIiIODnDILZrD15uPohjZWvhGxPJqB/nUissOClJPnpUSbKIFIwa5UWLFhEYGMjIkSPx9PSkZ8+ejBs3LtV6VquVxMTEVMvWr1/PvHnz7L+vWrWKVatWUaFCBbZs2ZIr7RcRkVxmsRBXvxHTmw3kUIW6FLVEM3H1GzQ4G/TvZCKuTv/2KCLZoEC8ElSrVo2FCxfecJ2ZM2cyc+bMVMtGjhzJyJEjc7JpIiKSn1gsJFSoxGsdh/NP5UZ4xcUwcfWbNDgbBJ4eKrcQkVQKRKIsIiJyU4aBUa8+b7Qdxp6qzfBIsDBt5XQqXTkLgHnCBCXJIpKKEmURESn4DIPEzl2YVa8vO2vejpsRzzObPqTeuSDw8sL80jSYOjWvWyki+YwSZRERKdgMA2vnzsz2bMz22m1xTUzg+Q2zaXvkd8z+/iq3EJF0Of2oFyIiIukyDGxdu/KBaz1+rn8nZmsiI358n7ZHfldNsojclHqURUSkYDIMbJ0785m1Kj+26IbJZmX0+vdoevJ/gE01ySJyU0qURUSk4DEM6NyZ5TElWdnuPgCe3fQBrYJ34W7EY+7QAV58MY8bKSL5nUovRESk4AkMZG24F0vaDQTggR3L6bL/J9yxJt2499NPGitZRG5KrxIiIlJwGAZMn87P3/7Kx92Sxsl/cMc33Lt7DQDmKZPh5ZfzsIEi4kyUKIuISMGQXG6x89Q13us9GZvJzD171vLAru/wMOJUbiEit0ylFyIiUjAEBrIv+DJv9JqA1exCx4O/8NivS/BIqUlWuYWI3CIlyiIi4vwsFg5/9i2BfaaQ4OpOi+BdPLjjGzyNOMydOipJFpFMUaIsIiLOyzDgpZc4Ub0Br9wzkVj3IjQ4/Q/Pb5hDhYhzmDu0h40blSSLSKYoURYREecVGEjoex/xcs/JXPXypdb5I0xYMwvvuGiVW4hIlilRFhER52SxcHnux0ztN53LPiWpdOkUT//0MX6xUZirVlWSLCJZplcQERFxPoZBdKNmvHTPJML8ylA68gIT1rxF5StnMFetAkFBSpJFJMvUoywiIs7FMLB07c7LzQdxslRVikVf4cVVr1H5yumkmuSjRzU1tYhkCyXKIiLiPAwDo3NXZvjfweHydfC2XGXkxnlUvnxa5RYiku30aiIiIs7BMLB27cp7RZqwu1pzPBIsjFvzNk1P/Q88PVRuISLZTj3KIiKS/xkGts6dWWitxta6HXBJNJi4+k1qhh0HbJgnTFC5hYhkO330FhGR/C15aupvY4rzQ7t7ARi5cR4NzxzAPWXWPU1NLSI5QD3KIiKSvwUGsvGSK4vbDQLggZ3L6RT0C+5YMb80TXXJIpJjlCiLiEj+lDzr3o4vf+T9LsMBuO/PlfT5ezUA5imT4eWXlSSLSI5RoiwiIvlTYCAHFiznrR6jsZpduPPAFh7642t8LFEqtxCRXKFEWURE8h+LhZAFX/Jqn6nEu3pw2/E/GfbzAjxSapJVbiEiuUCJsoiI5C8WC2E1G/DyPZOI8SxKnbNBDNq2mCLxsZg7dVSSLCK5Rq80IiKSfxgGkY1vY1qX0VzxLkHlSyeZsOYtSly7ktSTvHGjkmQRyTXqURYRkfzBMIjt2oNXbnucs8UrUjLqIsM3fUiJa+GadU9E8oRecUREJO8ZBgnduvN6sbYcLVsLn9goJq5+k4ALxzD7+2nWPRHJE+pRFhGRvGUYWDt35j3Pxuyt2jRpauq1bxNw4VjS1NShoZp1T0TyhBJlERHJO8lTUy8w1WRbnfa4JBpM+mEmNcJCADQ1tYjkKX2PJSIieScwkO+uFWd1+14ADNq2iGYn94KrW9Kse1On5m37RKRQU4+yiIjkvuRZ97Z8u41F7ZOmph7yy0LuDNoKaNY9EckflCiLiEjuCwxk9+ffM7dz0tTUvf/6nh77NmrWPRHJV5Qoi4hI7rJYOLZwGTPunYTh4kbbQ7/y8O9f4a5Z90Qkn1GiLCIiuSd51r1X756Axd2LBqf/YcAfy/A04jTrnojkO3o1EhGR3GEYXG3UnJc6jybcuzhVLp1k3Np3KBYTrln3RCRfUo+yiIjkPIuFuNr1mN5sIGdKVKTE1Us8s+lDisVEaNY9Ecm3lCiLiEjOMgwS69ZjVv37CapQl6KWaCaseYu6oYc1656I5GtKlEVEJOckTyjySfUu7KjVClcjgdHr36NO6BHMVato1j0RydeUKIuISM4JDOTbmBKsa3I3JpuVwds+p0XI30lJ8tGjSpJFJF9ToiwiIjnDYmHzqt9Z3O4xAB797Qt67l0Hnh4qtxARp6BEWUREslfyrHu7G7ZnbsenAOjz1yq6/bMJsGGeMEE9ySLiFJQoi4hI9goM5NiHS5nRfQyJLq60O7SNh37/WrPuiYjT0fdeIiKSfSwWQj/8lJf7Tsfi7kXDU/vo/8c3SROKaBg4EXEyerUSEZHsYRhENW7OK3dPJLKoP1UunmDUj3MpffVS0s17qksWESej0gsREck6wyCuSzemNx3I2eIVKRl1kck/zKT01YuYO7TXCBci4pSUKIuISNYYBoldu/GWb0sOJU8o8uymDygXeUHlFiLi1JQoi4hI5iVPKPKxqRY7ayZPKLLuXZqd3Kth4ETE6SlRFhGRzDEM6NyZ5TElWN+kByablTHr36XO+aMAGgZORJyePuaLiEjmBAbyU5iZJT2SJhR5cMc3tDn6O7i6YX5pGkydmscNFBHJGvUoi4jIrUmeUOTvJWuY1/VZAPr8tZJee9YBYJ4yGV5+WSUXIuL0lCiLiMitSZ5QZObd40h0caX9oW089PsyTSgiIgWOEmUREck4i4XQDz/j5b7TsLh70ejUPp7e/HHShCIdOmiECxEpUJQoi4hIxtgnFJlAZFF/ql4MYcgvn1I0LgZzp45KkkWkwCkQiXJISAhDhw6lSZMmtG7dmsDAQCwWS4a2XblyJd27d6dhw4b07NmT9evX53BrRUSckGFg69Un1YQik354g2qXTiRNKLJxo5JkESlwnP5VLSoqikGDBlG+fHnmzJnDlStXmDFjBhEREcyaNeuG227YsIFJkybx5JNP0qZNG3766SdGjx6Nj48Pbdu2zaVnICKSzxkGNZ4dwXvl79KEIiJSqGTbK9trr73GlClTMJlM2bXLDPn666+Jiopi1apVFC9eHAAXFxfGjRvHM888Q40aNdLddvbs2XTv3p2xY8cC0KpVK0JCQpgzZ44SZRERAMPArVcvFvs2ZUet1ppQREQKlWwrvTh79izPPPMMsbGx9mWhoaFMmzYtuw7h0LZt22jdurU9SQbo1q0b7u7ubN26Nd3tTp8+zfHjx+nZs2eq5T179mTfvn1cuXIlx9osIuIUkicU+T6mBGub3gPA6A3vJU8oYtOEIiJS4GVbN8D777/PW2+9xcMPP8zLL7/MihUrWLNmDb17986uQzgUHBzM/fffn2qZu7s7lStXJjg4ON3tjh8/DkD16tVTLa9RowY2m43jx4+nSr5vhc1mIyYmJlPb3qqUDybXf0ARxeVGFBvHFJe0XF97je0XbCy6exAAQ35ZSMvjf+FuxGNt1w7L2LGQS691+ZHOGccUl/QpNo7lRVxsNluGqiCyLVE2mUwMHDiQ33//nQEDBtC9e3c2bNhAqVKlsusQDkVFReHr65tmua+vL5GRkelul/LYf7f18/NL9XhmJCQkEBQUlOntM+PEiRO5ejxnobikT7FxTHFJZrFg/noDs3tNAeCuf36i9+7V2FxcOT/sCUKHDoWjR/O4kfmDzhnHFJf0KTaO5XZc3N3db7pOtiXKL7zwAhs2bKBPnz48/PDDvP/++5w8eTLHE+X0ZPSTwn/XsdlsDpffCjc3N2rWrJnp7W9FbGwsJ06coGrVqnh5eeXKMZ2B4pI+xcYxxeU6hkFo225M6TGWRBdX2hzezqBflwCQOHEC/i+8gH/etjBf0DnjmOKSPsXGsbyIy7FjxzK0XrYlyh4eHqxbt44yZcoAUKdOHZ577jlGjhxJ3759s+swafj6+hIVFZVm+dWrV294I9/1PcclS5a0L0/Zl6Ne6owymUwUKVIk09tnhpeXV64f0xkoLulTbBwr9HGxWLjYqgPT244gxqMo9c4cYPhPH+IdF421XTvcX3kFd928l0qhP2fSobikT7FxLDfjktEO0Vu6me/7778nODjY3ut6vWnTptmTZIBGjRrxxRdf8Pnnn9/KIW5ZjRo10tQix8fHc+rUqRsmyim1ySm1yimCg4MxmUxpapdFRAo8i4XoKjV4ucUQLvuUpOLl0zzx80K8464RX7488WvWaIQLESlUbukVb+LEiZhMJjw9PalTpw7169enQYMG1KtXj5o1a2I2p867y5cvz1dffZWtDf6v9u3b8+GHHxIeHk6xYsUA2LRpE/Hx8XTo0CHd7SpVqkT16tVZt24dXbp0sS9fs2YNjRo1yvSNfCIiTskwSKjfgNc6PMOpkpUpFn2FcWtnUe3SKWxVKnPgiy+oqyRZRAqZW3rV+/jjjzl48CAHDx7kwIED7NmzB0jqvvbw8KBOnTrUq1eP+vXrU79+ferUqUPRokVzpOEpBgwYwNKlSxk+fDjDhw/n8uXLzJw5k169eqXqUZ4yZQqrVq3i4MGD9mWjRo1i9OjRVK5cmTvuuIPNmzezfft2FixYkKNtFhHJVwwDa+fOvFunD/srNcQrLoZnN31AtUunMFetQsz//qcb90SkULqlRLlDhw6pemkjIiI4ePAg+/fvtyfQX331lf1GutwY+cHX15dFixYRGBjIyJEj8fT0pGfPnowbNy7VelarlcTExFTLevTogcVi4aOPPmLhwoVUqVKFd999V5ONiEjhEhjI59aq/FqnHS6JBs9tmEOLkL8x+/slTShiteZ1C0VE8kSWvkfz9/fnjjvu4I477rAvi46OZv/+/bk6PFq1atVYuHDhDdeZOXMmM2fOTLP8vvvu47777suppomI5F+GAdOn88OaPazsOBSAYVvm0zp4Z9Kse6GhSROKFOKxkkWkcMv2gjNvb29atWpFq1atsnvXIiKSnQID2f7lJhb0Gg/Ao78tpe3RP9CseyIiSXRnhohIYWSxcGDxKt7u9QI2k5nu/1vPvbtX42HEY+7QAV58Ma9bKCKS525peDgRESkADIPTLTrwWvexJLi60yJ4F/f+nZwkd+oIP/2kYeBERFCPsohI4WIYhHe/l5dvH8pVL18CQg/z3I9z8bFcTepJ3rhRSbKISDL1KIuIFBYWCzF1G/BK2c6E+ZWhXPg5ntwyHx9LNOaqVdWTLCLyH0qURUQKA8PAqFefmY36E1ymBn4xEYxfM4taF4KTRrgIClKSLCLyH0qURUQKOsPA1rkzc2vdw56qzfBIsPDiykBKX70EoBEuRETSoURZRKSgCwzki/jybGlwF2ZrIk9sWUCtC8fwMSVgfmmaRrgQEUmHvmcTESmokicU2fD9Lpbd9TQAg7d+RtcDm8HTE/OVK+pJFhG5ASXKIiIFkWFA587sOhXNh72nAPDgjmV0CtqGJhQREckYJcoiIgVRYCCHD53jzQcDsZpduHP/Zh7YtUITioiI3ALVKIuIFDQWC2c/+pzp971AnJsHTU7s4YFd32lCERGRW6RXShGRgsQwCG/SgpfvmURkEX+qXwhmzPr38IuN1IQiIiK3SD3KIiIFhWEQ07UHrzR/nPP+5SgTcZ5Jq9/4N0lWT7KIyC1RoiwiUhAYBgndujOjWBuCy9bENyaSZzd9QJmoi5p1T0Qkk5Qoi4g4O8PA2rkzsz0asbdqUzwSLIxb+zaNT/+jWfdERLJAibKIiDNLHgbuc2tVttbtgEuiwaTVb1D94glAs+6JiGSFuhhERJxZYCArr/qxsuN9AAz8dQnNTuwBV7ekWfemTs3jBoqIOC/1KIuIOCPDgJde4pdvfuHTjkMAeOzXRXQ++DMA5imT4eWXVXIhIpIFSpRFRJxRYCB7PlvF7K4jAOi5ezU996zDxxKlCUVERLKJEmUREWdjsXDs0294vfdkDBc32hz+jYG/ffHvrHsa4UJEJFsoURYRcSYWC+cDGvHK3ROwuHvR8NQ+Hvr9azyNOM26JyKSzfRqKiLiLAyDiCYtmNZ5NBFFi1EtLISx696hWEyEZt0TEckB6lEWEXEGhkFs1x682nwQocXKUzoyjGd++pBiMZGaUEREJIfoVVVEJL8zDIyu3Znp34ajZWvhExvF+DVvEXDhGGZ/P00oIiKSQ9SjLCKSnxkGts6dmePegN3Vmtln3Qu4cCxp1r3QUE0oIiKSQ5Qoi4jkVymz7iVW5uf6nTBbE5mw5i1qhIUAmnVPRCSn6bs6EZH8KjCQFdH+rOhwPwCP/rqU20L+1qx7IiK5RD3KIiL5TfKse5tW/M5nHQYDSbPudT2wGdCseyIiuUWJsohIfhMYyB9LNzDvrqcB6PPXSs26JyKSB5Qoi4jkJxYL+5as5q2e47CaXbhz/2Ye/v1rzbonIpIHlCiLiOQXFgvB9W/ntR5jSXB1p+WxnTyw67ukJLlTRyXJIiK5TK+4IiL5gWFw7rZ2vNRlDDEeRal/Zj+jfpyLT1y0Zt0TEckj6lEWEclrFguXGzbnxVbDiCzqT7Ww4wzbsgCfuGuadU9EJA8pURYRyUsWC9FVavBSy6GE+ZWhXPg5xq+ZRbVLJzXrnohIHlOiLCKSVwwDS4NGvNJpJCdLVqFY9BUmrH6LChGhmKtW0ax7IiJ5TN0UIiJ5wTAwOndlZqMBHKpQl6KWaEZunEf1SyeSkuSjR9WTLCKSx/QqLCKS2wwDa+fOvFekKX9Xa457Qhzj1r5Ns5N7VW4hIpKPqPRCRCQ3GQa2rl2Zb6rF1rodcUk0eO7HOTQ7uRc8PVRuISKSjyhRFhHJLYYBnTvzhaUsa5r1BGDUj3NofOofwIZ5wgQlySIi+Yi+2xMRyQ3JSfKKaH+WdegPwJNbPuGOYztxT5l1T1NTi4jkK+pRFhHJDYGBrL/iwWcdBgPQ+89V3LN3He5YMb80TWMli4jkQ3pVFhHJSYYB06fzy7fb+LDbKAD67vqO+/76HgDzlMnw8st52EAREUmPEmURkZySXG7xx+kY3r13EjaTmR571zNgxzd4GHEqtxARyedUeiEiklMCA9lzPJy3eo7Hanah48GfeXzbIjxSapJVbiEikq8pURYRyQkWC0GLVvBa7ykkuLrT6ugfPLhjOZ5GHOZOHZUki4g4Ab1Ki4hkN4uFkPoteeXuicS5e9LkxF5GbZxH0bhrST3JGzcqSRYRcQLqURYRyU6GwZkWHXixy1iueXpT52wQY9e982+SrJ5kERGnoURZRCS7WCyENWrJ1NZPElnUn+oXgnlqyyf4Wq5irlpVSbKIiJNRoiwikh0sFq5Ur8PUVsO47FOSipdPM37NLKpfPIHZ3w+CgpQki4g4GSXKIiJZZRhENGnBC13HEVqsPKUjLzBx9ZuUjzyPuWoVCA3V1NQiIk5I3RsiIllhGER268nUlk9wpkQlSly9xHMb5lD5ypmkJPnoUfUki4g4KfUoi4hklsVCdL1GvFi+GydLVaVY9BWmfD+DBmcPqtxCRKQAUKIsIpIZFgvXKldnWoshhJSujt+1CKZ8P4OaYcfB00PlFiIiBUCBSJS3bt1Knz59aNiwIV26dOGLL77I0Hbvv/8+gwcPpnnz5tSuXZt//vknh1sqIgWCYRDTsAkv3zmKo2Vr4RMbxfRvp1Eu8gIA5gkTlCSLiBQATp8o79mzh+HDh1OvXj3mz5/PfffdR2BgIMuXL7/ptsuWLSMhIYE2bdrkQktFpEAwDCxdu/Nqs8c4VKEu3parPLd+NlUun8LHlID5pWnw4ot53UoREckGTl889/7771OvXj1ef/11AFq1akVoaCizZ8/m/vvvx2xO/7PAL7/8gtlsZufOnfz444+51WQRcVYWC3H1GzG96aMcqFifInHXmPjDmzQ6sx+zv7/KLUREChin7lGOj49nx44d3HPPPamW9+rVi4sXL3Lw4MEbbn+jJFpEJBWLhYQKlXi98UPsq9IYz/hYJqx+i0Zn9qsmWUSkgHLqHuVTp06RkJBA9erVUy2vWbMmAMHBwTRo0CDX22Wz2YiJicmVY8XGxqb6V5IoLulTbBy7YVwMA3PjprzZ7kl2V2uGR4KFaSunU/nymaSHx4zBsFohl6773KZzxjHFxTHFJX2KjWN5ERebzYbJZLrpek6dKEdGRgLg6+ubannK7ymP57aEhASCgoJy9ZgnTpzI1eM5C8UlfYqNY2niYhhUGzGSjxr2488aLXE34nhm04fUP3sQq4cH54c9Qei99yYNBVfA6ZxxTHFxTHFJn2LjWG7Hxd3d/abr5LtE+erVq4SFhd10vUqVKtn/n94ngox8UsgJbm5u9l7tnBYbG8uJEyeoWrUqXl5euXJMZ6C4pE+xccxhXAwDU697eafcneyo1RpXI4HR697jjmM7wM+P+OPH8ff0xD9PW57zdM44prg4prikT7FxLC/icuzYsQytl+8S5U2bNjF58uSbrrdq1Sr8/PyAtD3HUVFRQNqe5txiMpkoUqRIrh7Ty8sr14/pDBSX9Ck2jtnjYrGQ0KQZbzR8kJ01b8fNiGf0+uQk2dMD8/nzFClkNck6ZxxTXBxTXNKn2DiWm3HJaGdqvkuU+/btS9++fTO0bnx8PG5ubhw/fpz27dvbl6d8SqhRo0aOtFFECjjDIKF+A2Y06s+fNVriZsQz5fvXqXXhOGDTOMkiIoWEUw/74O7uTqtWrVi/fn2q5WvWrKFUqVLUq1cvj1omIk7LMEjo0o0ZDQfYa5Jf+P51GpwNwsdyFXOHDhonWUSkkHDqRBng2WefZf/+/UydOpWdO3fy4Ycfsnz5cp577rlUw7916dKFQYMGpdp2165dbNiwgT///BOAHTt2sGHDBs3QJ1JYGQb06s1r/nfwZ40WuBtxDN/4AU1P7sXdzZw0mchPP4FrvvsyTkREcoDTv9o3bdqUDz74gHfeeYdVq1ZRtmxZpk6dSr9+/VKtl5iYiNVqTbVs7ty57Nq1y/77rFmzALjvvvuYOXNmzjdeRPIPi4VaDzzIGy0Gsbtac9wT4hi39m1uP/4neHpivnJF5RYiIoWM0yfKAB06dKBDhw43XGfLli1pli1ZsiSnmiQizsRiwVSrNm91fJa9VZvikWDhxZWBVL10CtUki4gUXgUiURYRyTTDIK5+I17vOIK9VZvYJxMJOH8MdyNeNckiIoWY09coi4hkmmFg6dqdV5s+yt6qTfCMj2XEj/NocOaAapJFREQ9yiJSSBkG17rezSul7yKoQj0842MZv2YWt53YjdnfH0JDVW4hIlLIqUdZRAofi4Wo+o15oVw3girUo6glmkk/zOS2E7vB00NJsoiIAOpRFpHCxmIhvHodXuwyhpMlq+AbE8kr371MqauXARvGmDG4K0kWERGUKItIYWKxcLFmfaZ2m8C54hUoFn2F6d9Oo0zURdyNeKKbN8d14kTc87qdIiKSLyhRFpHCwTAIva0tU7tPIsyvNKUjwxi1YTaVrpwBLy+MCZM5eu+91NWNeyIikkzvCCJS8FksnG7ZkalthnPFuwTlw88y8Yc3qXr5lP3GPcNqhaCgvG6piIjkI7qZT0QKNouF4/VvZ3Jyklzl0kleWPV6cpLspxv3REQkXUqURaTgslg41KgtU7pPILKIH9UvBDN51Qwqhp/DXLWKkmQREbkhJcoiUvAYBrz0En816sjU7uO55ulNnbNBjNw4j3JRF5KS5KNHlSSLiMgNqUZZRAoWw4DOnfnlvJX37h5PoosrzUL+5tmNH1Dy2pWkcougIM22JyIiN6V3ChEpOJKT5NWRRZl/9xPYTGbaH9rG0J8X4h8bpZpkERG5JUqURaRgMAxsnTvzZXw5vr5zAAB371nLQ79/jW9cdFK5RVCQkmQREckwJcoi4vwMA2vnznzkUpv1re8G4KHfv+K+v1bhYcRh7tABfvpJ5RYiInJL9K4hIs7NYiGhXgPerdubX+u0x2Sz8uSW+XQ+sAV3JckiIpIFeucQEedlsRBbqSoz2j/FnqrNcEk0eH7De7QK/lNJsoiIZJnePUTEOVkshFevwyvdJhBcpgYeCRYmrX6DBmcO4m7EK0kWEZEs0zjKIuJcksdIPlWtHuPunkJwmRr4xkQyet27NDuxB3c3M+aXpilJFhGRLNO7iIg4j+Th3w4cvcBr973KVS8fykaEMn7NLGqGHcfs76/h30REJNsoURYR55CcJP92Lp53HniVBFd3aoUeYcy6dykfeV5jJIuISLZToiwi+V9ykvx9lDcLew7FZjLTIngXT//0cdJsexojWUREcoASZRHJ35LHSP7MVo1VnfoA0P1/63l822K8EmJ1056IiOQYvbOISP5lsRBfvyHv1unNb3XaATDw18X02rNWE4mIiEiO07uLiORPFgvh1WrzWsdnOVy+Nq6JCYzcOI87ju7QGMkiIpIr9A4jIvmPxcLJurfx6j1TCfMrTVFLNJNWv0Gd0CMaI1lERHKNxlEWkfwjeYzkXY07Mf6eFwjzK0258HNM/OENGp3+R2Mki4hIrtI7jYjkD8kjW/wQ6c3Cu8djNbvQ4PR+Rvw4j3JRFzRGsoiI5DolyiKS9wyDxM5d+MQlgHV33gNA5/0/MfDXJfjHRmmMZBERyRMqvRCRvJNcanG1fGVeKdGedU3uwWSzMmjb5zy+9fOkJLlqFSXJIiKSJ9SjLCJ5I7nU4tS+Y7zWeyrnilfAI8HCmHXv0uzkXo1sISIieU7vPiKS+5KT5J2nrvH2w28R61GEklEXmfLDDCpdOaskWURE8gW9A4lI7jIMbJ07syy2FF/2eQ6byUy9MweYuPpNiiRYNPybiIjkG3oXEpHcYxjEdu3Bez4t+b15GwB67F3PwF8XUzQhFooVwzxqEkydqiRZRETynN6JRCTnGQa88gqhHy/ite5jOVmqKq6JCTy15RM6Bm1TqYWIiORLekcSkZyVXI+853g4bz3wOle9fPC/Fs6k1W9QIyxESbKIiORbelcSkZxjGFg7d+ab2FJ8df8orGYXap0/wqQf3sDXEq16ZBERydf0ziQiOcNiIbpRM96u35e/mrcA4K79P3HfnyspGX0ZvLwwvzBN9cgiIpJv6d1JRLJXcj3ykYXf8MbdYwnzK4ObEc9TWz7hzoM/42JNxFylChw6pElEREQkX1OiLCLZJ3notx+vuPNJv0ASXN0pG3GeiavfoGL4OVysVpVaiIiI09A7lYhkD8PA0qU7H3o2ZkuXOwFoEbyLh7Z/RfVLISq1EBERp6N3KxHJmuRSi1MLvuStLiM5UaoaZmsij2z/gq77NuEbF43Z3x9CQ1VqISIiTkWJsohkXnKpxaZLLnzS73Xi3DzxuxbBuHWzqH82SPXIIiLi1Mx53QARcUKGAS+9RHT5Sswq2py53UYR5+ZJo5P/472lo6kTevTfeuRjx5Qki4iIU1KPsojcmuQJRA4fOsusXi9x3r9ccqnFl9xxeDvFr4WrHllERAoEvYOJSMZZLFjr1GVVycYsHjCSRBdXSkeGMWbd2wRcOKZSCxERKVCUKIvIzRkGTJ/OlbkfM6fjk/xdrTkArY/8zohN7+OeaGjoNxERKXD0biYiN2axQJ06/O5alvf7v0lUET/cjTiG/ryQTgd/wSMxHooVwzxqkkotRESkQNE7moikz2IhpnI1Pmn6AJsbdAag6sUQxqx7l3KRF3BPTFAvsoiIFFh6ZxORtJLHRv5n8fe8d+8rhPmVwWSzct+fK7n3rx8oZolMumFv8lSYNk1JsoiIFEh6dxOR1CwWEuo3YGmFNqy8/xVsJjOlIy/w/IbZ1LoQjLsRr15kEREpFPQuJyJJknuRj8//ine7juBEqWoAdN7/E/23f03pa5fA1Q3zi+pFFhGRwkHvdCKFXfKIFnHz3ufb2l34dsBMDBc3/GIieHbTB9Q/cxDvuGuahlpERAodJcoihdl1k4fM7TmNkyWrAHD7sR08sGM5AWHB4OKCuWMHWL9eSbKIiBQqBSJR3rp1K++++y7BwcGULVuWxx9/nEceeeSG24SEhLB06VL++OMPzp07R7FixWjdujWjR4+mVKlSudRykTxksRDXoDFfVGzDqoeew2Y24xcTwZNb5tP45P/wUS+yiIgUck6fKO/Zs4fhw4fTu3dvJk2axO7duwkMDMTd3Z1+/fqlu9327dvZtWsXDz74IHXr1uX8+fPMmzeP/v37s3r1aooWLZqLz0IkF1ks1HrqKY5fiGVul9GcK1YBgPZBWxn28wKKxsckTR5SpbJm2BMRkULN6RPl999/n3r16vH6668D0KpVK0JDQ5k9ezb3338/ZrPZ4XZ33303jzzyCCaTyb6sdu3a9O7dm40bN3LfffflSvtFck3yzXrWd2bz5e0DWNe+BzaTmWLRV3jmpw9pevJ/uNsnDxmlyUNERKTQc+p3wfj4eHbs2MG4ceNSLe/VqxfffPMNBw8epEGDBg63LV68eJpltWvXxsXFhbCwsBxpr0ieMQxsnTvz27kE5j86m3DvpPO/8z+bGLztc9wTDU0eIiIi8h9O/W546tQpEhISqF69eqrlNWvWBCA4ODjdRNmRPXv2kJiYSI0aNbLULpvNRkxMTJb2kVGxsbGp/pUkiksyw8D1jTe4uGQ5n9w2gN3NmwNQLvwcT2/+iJrng/GOvwaeXhjjJmJMngzx8Uk/hYzOmfQpNo4pLo4pLulTbBzLi7jYbLZUVQXpcepEOTIyEgBfX99Uy1N+T3k8IxISEnj99depVq0aHTt2zFK7EhISCAoKytI+btWJEydy9XjOolDHxWIhoP9D/FDhdpbfF0i8qweuRgIP/Pkd3fZuoHhsBDYXV84PHUrosGFJvchHj+Z1q/NcoT5nbkKxcUxxcUxxSZ9i41hux8Xd3f2m6+S7RPnq1asZKn2oVKmS/f/pfSLIyCeFFNOnT+fo0aMsXboU1yx+7ezm5mbv1c5psbGxnDhxgqpVq+Ll5ZUrx3QGhTouhoHrjBkc/Ho9EzpP4EyJpGul0cn/8fTmjykbdQEXayLWSpWI37sXf09P/PO2xflCoT5nbkKxcUxxcUxxSZ9i41hexOXYsWMZWi/fJcqbNm1i8uTJN11v1apV+Pn5AWl7jqOiooC0Pc3pmTdvHt9++y1z586lYcOGt9jitEwmE0WKFMnyfm6Fl5dXrh/TGRSquCTfrHf+o8/5rNVD/N73FQD8rkUwdOuntD+0jQRXD1ysVqKbN8d1yxaKZPAaKUwK1TlzixQbxxQXxxSX9Ck2juVmXDLamZrvEuW+ffvSt2/fDK0bHx+Pm5sbx48fp3379vblKZ8SMlJr/MUXXzB37lxeffVV7rrrrsw1WiSvWSxY6jdkedkWrHr4beJdPTBZrfTYt55Htn+Ju5GACXD3KYLxzFiO3nsvdXXDnoiIyA059Tulu7s7rVq1Yv369Tz++OP25WvWrKFUqVLUq1fvhtuvXbuWwMBARo0aRf/+/XO4tSI5wDCwvfwKW1f8yud3TeKyT0kAGp7axxO/LKRk1KWkm/Vc3TC/+CJMm4YRHw+5XEMvIiLijJw6UQZ49tlnefTRR5k6dSq9evVi9+7dLF++nFdffTXVGMpdunShfPnyLFq0CIBdu3YxceJEbrvtNtq0acPevXvt6xYvXpzKlSvn9lMRyTiLBbp148iRcyxsP5iDPUYDUDoyjMHbPqPa+WDKXQ1Lnn66Y+rppwvhiBYiIiKZ4fSJctOmTfnggw945513WLVqFWXLlmXq1KlpZuVLTEzEarXaf9+5cycJCQns2rUrTW/yfffdx8yZM3Ol/SK3JLkOOfSDT1l6e3+2PTwGAPeEOB7Y9R19/l6FqzUxeWa9KppZT0REJAucPlEG6NChAx06dLjhOlu2bEn1+8iRIxk5cmRONksk+yQnyBFzP+Lbxr1Y++hsDFc3ADoE/cLAX5fiFR+LhxGfVGbxwhSYNk0Th4iIiGSB3kVF8juLhbh6DVldoiHfPjKba55FgaTh3h7/dRFFY6MpFX3JcZmFiIiIZJoSZZH8KLkHOf79D9lSsRnL7prIJd9SAFS9GMKgbYuode4IPgkxYDInTT29YYMSZBERkWykRFkkv7FYSKxTl5+LVGXZfYGc9y8HQImrl3h0+xfUOXOQ8lEX1IMsIiKSw5Qoi+QHhgHTp2MsXsJ2z4p81WkcZ4tXBMA3JpIHdn1H930bdKOeiIhILlKiLJLXLBasderyh1tZvmr3HCdLVQXAJzaKPn+t4u6967CaXJJu1PPywjxunG7UExERyQV6pxXJC8k9yAlLlvKrV2W+7TCG0yWTxu4uEneN3n9/z727V+OREIeLzQqeXvYJQ5Qgi4iI5A6944rkpuSb9CzvzmZL9das6DSBC/5lgaQE+Z49a+nz9/dggyLxsUlDvU1+QQmyiIhIHtA7r0huSE6Qr703lx9rd2TVI7MJ9y4OJNUg9/77B3r8bz1uRgLu1oSkBFk36omIiOQpJcoiOSl5qumwvUGsbdyDHx97n2ue3kDSKBZ9/1xJl/2bSDC7UTQ+JnmyEJVYiIiI5Ad6JxbJbsn1x9bFizka584PTXuyffAoEl2SLrfy4We5f9cKOgRtxYYJd2sCHq429SCLiIjkM0qURbJLcnlFwttvs6tCY35o+SQHK9azP9zg9D/0/vsHbjv+FzaT6d+b9MZPUg+yiIhIPqR3ZpGsslige3eu7N7Pxrqd2PjIbC76lgbAJdGg3eFf6f33DxSxXKPs1TAwmcDfH/OIZ5Ugi4iI5GN6hxbJjOTe48S5czngU5H1jbqzY8gIDBc3IGkM5G77fuTuvevwiI/DW1NNi4iIOB0lyiK3Irn3OOqvvfxSqy0bek+3j38MUPvcIbr/bwNtjv6OyWrTCBYiIiJOTImyyM2k1B7Pm8f//KvxU/272DX0WRJc3QHwSLDQMWgr3f+3geoXQ0g0mVV/LCIiUgDo3VvEkeTk2Dp3LmdcvNlSrxM/P/g2V7xL2FepejGErv9souPBX7Bhwjv+GpjNuFStinngQJg6VQmyiIiIE9O7uEiK64Z1i7wUye/Vb+fnHpM5XL6OfRVvy1U6BG2l8/7NVLsYghUTLtjA7KL6YxERkQJGibJI8qQgUbt2s6PG7fza7HH2VW6I1ewCgNmaSPOQ3dx5cAstjv9JnIuHeo9FREQKAb2zS+GUnBxH7/qbXVWb81vtdux5aqR91AqAmueP0u7wb7Q/tI14s1vS0G6Am8mk3mMREZFCQImyFA4pNcfz5hFuuLCrenN2Vm/PvidH2G/KA6hy8QRtD/9GuyO/US7iPIkqrRARESm0lChLwWUYuE6fTuKHH3LGxYedNVqys8dkjpSrnWq1cuGhtD+0lbaHf6PylTPEm92ShnUzm3Hx08QgIiIihZXe+aXguG6kCq5ZSKzUgM+qNGF339c5V6xCqlVrXDhG66M7uD14JxUvnybGrUjypCAm3P28MY8YoeRYRESkkFMWIM4tudY48bffOFG8MnuqNmVPl7EcLF8Xw/XfemPXxAQandpHy+BdtAzeRYlr4USnJMeY8Pb2wDxirJJjERERsVNGIM4lJTHevp2zvmU5UKk++ys0Z9+wwUQULZZq1RJXL3NbyF80PbGHxif3UiTB8u9kIGYz3q42zG06asY8ERERcUiJsuRf15VSWKOucqpEJQ5UrM+BCrdz4Im0ibF7QhyNTu+j6Ym9ND2xh/IR57jgU9o+WkVSzbGfyipEREQkQ5QpSP5wfX1xZCSRXr4cLVuLw+UCOHLX8xwtW4trnt6pNnE34qhxPpjGp/dR/8x+6p47xOUixf9NjE0mysaGa7QKERERyRQlypL7/pMUR3sUJaRUNUJKVeNIm6EcKRvABf+yaTbzSLBQK/QojU/9jwZnDlDrwlHcEo3rao2xJ8YxK1YQFBJC3bp1KVKkSG4/QxERESkAlChLzrluSmjOnSMxweCCXxlCSlXlRKlqhHQcQUipqlzyLeVw8wpXzlI79DABoUeodf4oVS+dwNWamCoxxtXVca1xTEzuPEcREREpsJQoS9b8p3cYIMbdi7MlKnHWvxxnilXgbIN+nG1fkXP+5VJN7nG9UpFhVL8YQs3zRwk4f4SaF4LxjrsG8O+kH5B+YiwiIiKSzZQoy40ljzJh/e03sFoBSHBz51LR4lzwLU1Yys8dgwnzLc15v7KEexdPd3fuRhzlwkOpdf4o1S6eoNrFEKpePEHR+KQe4FRJsckEHh64lC+PeeBAmDpVN+CJiIhIrlHWUZhc3/sbFQU2G5jN/ybALq5EeBcn3MuP8KLFuFK0GBFFixFetD5XerUloqg/l71LEF60GDaT+YaH8r8WTvnwc1S6fJoK4WepEH6OilfOUCrqIi42K+evH40ClBSLiIhIvqNMxJlZLLh160a9nX8R5+LGVQ8vLC7uWNw8iHPzxOJeBIvrv79fcy9CtKcP0bcPTPrXs2jSvx5FuerpQ7ybR4YP7ZFgoVTURfxjIqh0+Qylo8LsPxWunLX3EAP/TgmdQqNRiIiIiBNQouzEwu99gLF1HuNiy3HZtk/XxAT8r0VQLCYC35go/GIiKBMVRrFr4fhfC6f4tXBKR4XhGxuFKXmbNL3DkNRTbbNpSmgRERFxWspanFj8ocNcCyhq/93VSMDTsOBuxOMZb8EzIenHIyEOt0QD77hofGMj8YmNxttyFe+4a3hbruJjicY7+adIfIw9AQawAdeuH2UCkpLgFOodFhERkQJKibITK1OzEos+epwEFzc8EyxJUzNnQKob5q6rUXb0u8lsxtvbA/OIseoRFhERkUJFWY8zW7cO1y5dcPv9D0w2602TXt0wJyIiIpJxypKcmacn8T/+SFBQkGagExEREclmNx7jS0RERESkkFKiLCIiIiLigBJlEREREREHlCiLiIiIiDigRFlERERExAElyiIiIiIiDihRFhERERFxQImyiIiIiIgDSpRFRERERBxQoiwiIiIi4oASZRERERERB5Qoi4iIiIg4oERZRERERMQBk81ms+V1IwqS3bt3Y7PZcHd3z5Xj2Ww2EhIScHNzw2Qy5coxnYHikj7FxjHFJX2KjWOKi2OKS/oUG8fyIi7x8fGYTCaaNWt2w/Vcc6U1hUhun/gmkynXknJnorikT7FxTHFJn2LjmOLimOKSPsXGsbyIi8lkylDOph5lEREREREHVKMsIiIiIuKAEmUREREREQeUKIuIiIiIOKBEWURERETEASXKIiIiIiIOKFEWEREREXFAibKIiIiIiANKlEVEREREHFCiLCIiIiLigBJlEREREREHlCiLiIiIiDigRFlERERExAElyvnY9u3bGTt2LJ07d6Z27dq8+uqrGd42ISGBt99+m7Zt29K4cWMGDhzIoUOH0qx38eJFnn/+eZo1a8Ztt93GhAkTiIiIyMZnkTO2bt1Knz59aNiwIV26dOGLL7646TYrVqygdu3aDn+GDh1qX2/nzp0O1xk9enROPqVsk5nYAA6fc5s2bdKsV5jOmZCQEKZPn87dd99NkyZN6NSpE1OmTOHixYup1nOWcyYkJIShQ4fSpEkTWrduTWBgIBaLJUPbrly5ku7du9OwYUN69uzJ+vXr06yT0ded/CYzcYmOjmbu3Ln069eP2267jVatWjF06FAOHDiQZt2MXlv5TWbPl4EDBzp8zsHBwanWc9bzBTIXmzNnzqT7HtSgQYNU6zrrOXPy5EmmTZtG7969qVevHj179szwtvn1NcY1R/cuWbJt2zaCgoJo0aIFkZGRt7TtjBkzWLVqFZMmTaJChQosWLCAxx9/nNWrV1OqVCkADMPgiSeeICEhgTfffBPDMHjrrbcYPnw4X3zxBSaTKSeeVpbt2bOH4cOH07t3byZNmsTu3bsJDAzE3d2dfv36pbtdx44dWbZsWaplJ06cYOLEibRv3z7N+jNmzKB69er234sVK5Z9TyKHZDY2KQYOHJjqhc3NzS3V44XtnNm+fTu7du3iwQcfpG7dupw/f5558+bRv39/Vq9eTdGiRVOtn5/PmaioKAYNGkT58uWZM2cOV65cYcaMGURERDBr1qwbbrthwwYmTZrEk08+SZs2bfjpp58YPXo0Pj4+tG3b1r5eRl538pvMxuXcuXMsW7aM+++/n1GjRmEYBosXL2bAgAF8/fXX1K9fP9X6N7u28pusnC8AzZo1Y+LEiamWVaxYMdXvzni+QOZjU7p06TTvQTabjWHDhnH77benWd/ZzhmAo0ePsnXrVho3bozVasVms2Vou3z9GmOTfCsxMdH+/06dOtleeeWVDG13/vx5W926dW1Lly61L7t69aqtZcuWtrfeesu+bO3atbaAgADbkSNH7Mv+/vtvW0BAgG3r1q3Z8AxyxtChQ20PPPBAqmVTp061tWnTJlXMMmLOnDm2unXr2sLCwuzLduzYYQsICLDt27cvW9qbm7ISm4CAANuCBQtuuE5hO2cuX75ss1qtqZYFBQXZAgICbCtWrLAvc4Zz5uOPP7Y1btzYdvnyZfuyH374wRYQEGA7duzYDbft3r27bdSoUamWDRkyxNavXz/77xl93clvMhuXa9eu2WJiYlIts1gstjZt2tgmTZqUanlGrq38Jivny6OPPmp78sknb7iOs54vNlvWYvNfKa8d69atS7XcGc8Zmy113jJx4kTbPffck6Ht8vNrjEov8jGzOXN/nt9++43ExETuuece+zJvb2/uvPNOtm7dal+2detWateuTa1atezLmjVrRoUKFVKtl5/Ex8ezY8eOVM8NoFevXly8eJGDBw/e0v7WrFlDq1at8nXvRUZld2wcKWznTPHixdP0kteuXRsXFxfCwsJypL05Zdu2bbRu3ZrixYvbl3Xr1g13d/cb/u1Onz7N8ePH03yF2rNnT/bt28eVK1eAjL/u5DeZjUuRIkXw8vJKtczDw4MaNWo43bnhSGbjklHOer5A9sZmzZo19uddEGQmb8nvrzFKlAug4OBgSpYsib+/f6rlNWrUICQkBKvVal+vRo0aabavWbNmmlqy/OLUqVMkJCSk+nobktoM3FK7//nnH06cOJFuDdWTTz5J3bp1ad++PW+88UaGaznzSnbE5pNPPqF+/frcdtttPP/885w7dy7V44X9nIGkMo7ExESHccjP54yjv527uzuVK1e+YQyOHz8OkCZ+NWrUwGaz2R/P6OtOfpPZuDgSExNDUFBQmljBza+t/Carcdm1axdNmjShYcOGPProo/z5559p9u+M5wtk3zmTkJDAxo0b6dKlCx4eHmked7ZzJrPy+2uMapQLoKioKHx8fNIs9/PzIyEhgZiYGLy9vdNdz9fXN98mPSm12r6+vqmWp/x+K7Xca9aswcPDg65du6Za7uPjwxNPPEGLFi3w8PBgx44dfPrppxw/fpyPP/44i88g52Q1Nn369KFjx46ULFmSI0eO8OGHH/Lwww/z/fff4+fnB6R/bhWWcyYhIYHXX3+datWq0bFjR/tyZzhnoqKi0sQAkuJwoxikF7+UcyLl8Yy+7uQ3mY2LI++99x6xsbE8+uijqZZn5NrKb7ISlxYtWtC7d2+qVq1KWFgYCxcuZPDgwSxZsoSmTZva9++M5wtk3zmzbds2IiIiHHbWOOM5k1n5/TVGiXIuunr1aoa+kqtUqRLu7u5ZOpajm6psDorq01svN2/KupW4pEivfRltt9VqZd26dXTs2DHNhVWvXj3q1atn/71169aULl2aV199lX379tGoUaMMHSM75GZs3njjDfv/W7RoQfPmzenbty/ffPMNw4YNu+F+CsM5AzB9+nSOHj3K0qVLcXX99+UzP50ztyqjf7v/rpPyenL98oy+7jiDWz2nV69ezaJFi5g2bRpVqlRJ9VhGry1nkJG4jBo1KtXvHTt2pGfPnnzwwQfMnz/fvrwgnS+QuXOmZMmStG7dOs1jBemcyaj8+hqjRDkXbdq0icmTJ990vVWrVlG3bt1MH8fX15eoqKg0y6OionBzc6NIkSI3XO/q1asOPy3nlFuJy38/YaZIeR4ZbffOnTsJCwujV69eGVq/R48evPrqq+zfvz9Xk568iE2KOnXqUK1atVTDXRXmc2bevHl8++23zJ07l4YNG950/bw6Z9Jzo7+dozKSFNfHr2TJkvbl/41fRl938pvMxuV627dvZ/LkyQwdOpRHHnnkpus7urbym+yIS4oiRYrQoUMHfvzxx5vuP7+fL5A9sbl27Rq//PILDzzwAC4uLjdd3xnOmczK768xSpRzUd++fenbt2+OH6dGjRpcvnyZiIiIVLU8wcHBVKtWzV5sX6NGDYKCgtJsf+zYMTp16pTj7UxxK3GJj4/Hzc2N48ePpxrS7dixYwAZfpFavXo1Pj4+dOjQ4dYbnIvyIjbX++8n9cJ6znzxxRfMnTuXV199lbvuuitzjc5jNWrUSFMeEx8fz6lTp7j//vvT3S6lbvD48eOpYhUcHIzJZLI/ntHXnfwms3FJsW/fPkaMGEH37t0ZP358ho+b33tOsxqX/3L0WuKM5wtkT2w2bdpEbGxshjtrIP+fM5mV319j8u+ZKJnWtm1bzGZzqsG6r127xpYtW1Ilhh06dODIkSOpLvi9e/dy9uzZfJtAuru706pVqzQDka9Zs4ZSpUql+vo7PfHx8WzatImuXbtmuMRl7dq1ABnqScwr2RGb6wUFBXHixIlUz7kwnjNr164lMDCQUaNG0b9//wwfN7+dM+3bt2fHjh2Eh4fbl23atIn4+Pgb/u0qVapE9erVWbduXarla9asoVGjRvY7/zP6upPfZDYukPQGPWzYMJo1a8aMGTMy/LW7o2srv8lKXP4rJiaGrVu3pnq+znq+QPbEZs2aNVSuXJnGjRtnaH1nOGcyK7+/xqhHOR87e/Ys//zzDwCxsbGcOnWKDRs2ANC9e3f7el26dKF8+fIsWrQIgDJlyjBgwABmzZqFq6sr5cuX59NPPwVg0KBB9u26du1K7dq1GTVqFGPGjCExMZE333yT5s2b065du9x6mrfs2Wef5dFHH2Xq1Kn06tWL3bt3s3z5cl599dVUnyj/G5cUW7duJSoqKt1P8uPGjaNKlSrUq1fPfmPW559/zl133ZXvX6QyG5uFCxdy+vRpWrZsSfHixTl69CgfffQRZcuWTTUhR2E7Z3bt2sXEiRO57bbbaNOmDXv37rWvW7x4cSpXrgw4xzkzYMAAli5dyvDhwxk+fDiXL19m5syZ9OrVK1UvzpQpU1i1alWqYfNGjRrF6NGjqVy5MnfccQebN29m+/btLFiwwL5ORl938pvMxuXy5csMHToUNzc3nnjiiVRfibu7u9s/gGX02spvMhuXv/76i4ULF9qvpbCwMD777DMuXrzI7Nmz7ds56/kCWbuWAK5cucIff/yRbq2xs54zkJSrpAzVdvbsWaKjo+15S8rzcbbXGCXK+djOnTtT1WH++uuv/PrrrwAcPnzYvjwxMTHNsCiTJk2iSJEivPfee1y9epXGjRuzaNGiVOMFu7q6Mn/+fF577TXGjx+PyWTizjvvZMqUKfl2hjWApk2b8sEHH/DOO++watUqypYty9SpU9O8gDiKC2CfwcfRTEgAtWrVYvXq1Xz66ackJCRQoUIFnn76aZ588skceT7ZKbOxqVatGhs3bmTdunVcu3aNYsWK0aFDB55//vlUNbyF7ZzZuXMnCQkJ7Nq1K01v8n333cfMmTMB5zhnfH19WbRoEYGBgYwcORJPT0969uzJuHHjUq1ntVpJTExMtaxHjx5YLBY++ugjFi5cSJUqVXj33XdTzZgFGXvdyW8yG5djx44RGhoKwOOPP55q3QoVKrBlyxYg49dWfpPZuJQqVYr4+HjeeecdIiIi8PLyomnTprzyyitpavWd8XyBrF1LAOvXr8cwjHQ7a5z1nIGkD5DPPfdcqmUpvy9evJjbb7/d6V5jTLaCWvQiIiIiIpIFqlEWEREREXFAibKIiIiIiANKlEVEREREHFCiLCIiIiLigBJlEREREREHlCiLiIiIiDigRFlERERExAElyiIiIiIiDihRFhERERFxQImyiEghNmTIEB566CF+++03HnroIRo3bsydd97JunXrAFi3bh19+/alcePG3H333ezYsSOPWywikns0hbWISCHWqlUrPD09KVmyJIMHD8bHx4dZs2Zx/PhxHn74YYKCghg4cCBms5nXX3+dhIQEfv3117xutohIrnDN6waIiEjeOHv2LOHh4TRs2JAvv/wSd3d3ACIiIhg/fjwhISEsXrwYk8kEwPHjx3n77beJjIzEz88vL5suIpIrVHohIlJIHThwAIDnnnvOniQDREdHAzB27Fh7kgwQExODm5sbRYsWzd2GiojkESXKIiKF1IEDB3B3d6dVq1ZplpcuXZo6deqkWh4UFEStWrVwdU36MvKVV15hypQpAFitVp555hkCAwNzp/EiIrlAibKISCF14MAB6tSpg5ubW6rl+/fvp0GDBg7Xr1+/vv33p556ivXr13Pu3DlmzZqF1Wpl8uTJOd5uEZHcohplEZFC6uDBg3Tr1i3Vsri4OI4dO0bXrl1TLQ8LC+PixYupEuWyZcvSp08fnnnmGQC+/PJLXFxccr7hIiK5RD3KIiKF0Pnz57l8+XKanuNDhw5hGEaa5Sn1zP9dXrduXQ4dOsTLL7+s2mURKXCUKIuIFEL79+8H0ia+KcsbNmyYavmBAwdwc3Ojdu3a9mX79u1j3rx5dO/enZUrV+Zwi0VEcp/GURYRkVt27tw5Hn74Yd544w2qVatG9+7dWb16NRUqVMjrpomIZBv1KIuIyC2Jjo7mqaee4tlnn+X222+ndOnS3HvvvXz44Yd53TQRkWylHmUREREREQfUoywiIiIi4oASZRERERERB5Qoi4iIiIg4oERZRERERMQBJcry/3brQAAAAABAkL/1AiMURQAADFEGAIAhygAAMEQZAACGKAMAwBBlAAAYogwAACNd7r6CFAW95AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[0], label='Компонента $m_x $', color='b')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{x}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[1], label='Компонента $m_y $', color='g')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{y}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[2], label='Компонента $m_z $', color='r')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{z}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e27ed8a-cf6f-4911-b217-e2324d857ea7",
   "metadata": {},
   "source": [
    "__Влияние начальных условий__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "52efbeb8-b428-439b-9b57-49888185b630",
   "metadata": {},
   "outputs": [],
   "source": [
    "mx0 = 0.5\n",
    "mz0 = 0\n",
    "my0 = np.sqrt(1-mx0*mx0-mz0*mz0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "c822a7d2-e8fb-4420-868c-7cbd3ad2efc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = partial(my_sfs, G=G, r=r, alpha=alpha, wF=wF, d=d, V=V, J0=J0)\n",
    "t_e = np.linspace(t0, tf, nt)\n",
    "s0 = np.array([mx0, my0, mz0])\n",
    "sol_1 = solve_ivp(f, [t0, tf], s0, t_eval=t_e, method='BDF',\n",
    "                  rtol=1e-8, atol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "88ff59d3-106a-491a-95f7-1b8dcdbf5256",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[0], label='Компонента $m_x $', color='b')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{x}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[1], label='Компонента $m_y $', color='g')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{y}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[2], label='Компонента $m_z $', color='r')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{z}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4fc3c63-30e4-4f6c-afab-d57dcbc517e6",
   "metadata": {},
   "source": [
    "__Влияние параметра $G$__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d438c67a-203c-4cdc-9e92-e76e0c8e7f1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "f149d60e-8beb-475d-a8d1-18bada0887fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "mx0 = -0.5\n",
    "mz0 = 0\n",
    "my0 = np.sqrt(1-mx0*mx0-mz0*mz0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "0fd27a16-96a4-4e1a-bb7b-8dba2d52de5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = partial(my_sfs, G=G, r=r, alpha=alpha, wF=wF, d=d, V=V, J0=J0)\n",
    "t_e = np.linspace(t0, tf, nt)\n",
    "s0 = np.array([mx0, my0, mz0])\n",
    "sol_1 = solve_ivp(f, [t0, tf], s0, t_eval=t_e, method='BDF',\n",
    "                  rtol=1e-8, atol=1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "72de9191-b772-45c6-9152-5219d4dd9558",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[0], label='Компонента $m_x $', color='b')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{x}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[1], label='Компонента $m_y $', color='g')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{y}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.ylim(-1.2, 1.2)\n",
    "plt.plot(sol_1.t, sol_1.y[2], label='Компонента $m_z $', color='r')\n",
    "plt.xlabel('t', size=16)\n",
    "plt.ylabel('$m_{z}$', size=16)\n",
    "plt.legend(fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f0b41bf-78e8-41f1-b2ee-d6b7a4bef285",
   "metadata": {},
   "source": [
    "__Задача для хакатона__\n",
    "\n",
    "Исследовать зависимость реализуемых стабильных состояний от параметра $G$\n",
    "\n",
    "___Алгоритм:___\n",
    "\n",
    "1. При заданных начальных условий и фиксированного значения $G$ решить систему уравнений в интервале $[0,t_{max}]$.\n",
    "2. Построить графики $m_x$, $m_y$, $m_z$ от $t$ определить значение времени $t_s$ (time of stabilization), после которого решения стабилизируются.\n",
    "3. Усреднить полученные $m_x$, $m_y$, $m_z$ в интервале $[t_s,t_{max}]$.\n",
    "4. Построить зависимость средних $<m_x>$, $<m_y>$, $<m_z>$ от $G$, где анализируя эти зависимости можно говорить о реализации того или иного стабильного состояния.\n",
    "5. Разработать параллельную реализацию алгоритма для вычисления зависимости средних $<m_x>$, $<m_y>$, $<m_z>$ от $G$."
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