{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "69e07ae5",
   "metadata": {},
   "source": [
    "(lecture05:models-are-functions)=\n",
    "# Models are functions\n",
    "\n",
    "Let's now make our first model.\n",
    "A model is always some kind of function.\n",
    "It takes some input variables an it maps them to an output quantity of interest.\n",
    "A good model is one in which the input variables are the causes of the output quantity of interest.\n",
    "Let's make our first model for the `temperature_raw.xlsx` dataset of {ref}`lecture03:homework`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bf8958c5",
   "metadata": {
    "tags": [
     "hide-input",
     "hide-output"
    ]
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set(rc={\"figure.dpi\":100, 'savefig.dpi':300})\n",
    "sns.set_context('notebook')\n",
    "sns.set_style(\"ticks\")\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('retina', 'svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc72019d",
   "metadata": {},
   "source": [
    "Download, and load the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c14d18dc",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>household</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>t_out</th>\n",
       "      <th>t_unit</th>\n",
       "      <th>hvac</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a1</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.283373</td>\n",
       "      <td>66.693229</td>\n",
       "      <td>246.473231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>a10</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.283373</td>\n",
       "      <td>66.356134</td>\n",
       "      <td>5.492116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>a11</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.283373</td>\n",
       "      <td>71.549132</td>\n",
       "      <td>402.094327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>a12</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>64.0</td>\n",
       "      <td>4.283373</td>\n",
       "      <td>73.429514</td>\n",
       "      <td>211.692244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>a13</td>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.283373</td>\n",
       "      <td>63.923937</td>\n",
       "      <td>0.850536</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  household        date  score     t_out     t_unit        hvac\n",
       "0        a1  2018-01-07  100.0  4.283373  66.693229  246.473231\n",
       "1       a10  2018-01-07  100.0  4.283373  66.356134    5.492116\n",
       "2       a11  2018-01-07   58.0  4.283373  71.549132  402.094327\n",
       "3       a12  2018-01-07   64.0  4.283373  73.429514  211.692244\n",
       "4       a13  2018-01-07  100.0  4.283373  63.923937    0.850536"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import os\n",
    "def download(url, local_filename=None):\n",
    "    \"\"\"\n",
    "    Downloads the file in the ``url`` and saves it in the current working directory.\n",
    "    \"\"\"\n",
    "    data = requests.get(url)\n",
    "    if local_filename is None:\n",
    "        local_filename = os.path.basename(url)\n",
    "    with open(local_filename, 'wb') as fd:\n",
    "        fd.write(data.content)\n",
    "   \n",
    "# The url of the file we want to download\n",
    "url = 'https://github.com/PurdueMechanicalEngineering/me-297-intro-to-data-science/raw/master/data/temperature_raw.xlsx'\n",
    "download(url)\n",
    "import pandas as pd\n",
    "df = pd.read_excel('temperature_raw.xlsx')\n",
    "df = df.dropna(axis=0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6560eba0",
   "metadata": {},
   "source": [
    "The output we want to look at is `hvac`, the weekly energy consumption of a unit.\n",
    "What affects the weekly energy consumption?\n",
    "Well, obviously the external temperature `t_out`.\n",
    "The smaller the `t_out` the more energy we need to keep a unit at a certain internal temperature.\n",
    "So, definetely, `t_out` is one of the causes of `hvac`.\n",
    "Let's do the scatter plot of the two variables to see what kind of relationship we have:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cb7a451a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.scatter(df['t_out'], df['hvac'])\n",
    "ax.set_xlabel('t_out (F)')\n",
    "ax.set_ylabel('hvac (kWh)');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0cd6f65",
   "metadata": {},
   "source": [
    "Okay, it's kind of a mess, but we see four important trends that make sense:\n",
    "+ The energy consumption goes up when the external temperature gets very cold. This makes sense because for very cold external temperatures the occupants are running their heating.\n",
    "+ The energy consuption is at a minimum when the external temperature is around 60 degrees F.\n",
    "This also makes sense. The wether is nice, the occupants shut down their heating.\n",
    "+ Then, the energy consumption also goes up when the external temperature becomes hotter.\n",
    "This is because the occupants start using their cooling.\n",
    "+ Finally, when the external temperature is around 60 degrees F, the average energy consumption does not become exactly zero.\n",
    "\n",
    "In summary:\n",
    "+ `hvac` $\\downarrow$ if `t_out` $< 60$ deg F.\n",
    "+ `hvac` $\\uparrow$ if `t_out` $> 60$ deg F.\n",
    "+ When `t_out` is 60, there is some nonzero average `hvac`.\n",
    "\n",
    "What is the simplest function that captures these trends?\n",
    "Well, thta would be a parabola centered at 60 degrees F.\n",
    "This one:\n",
    "$$\n",
    "\\text{hvac} = \\text{hvac}(\\text{t_out}) = a (\\text{t_out} - 60)^2 + b,\n",
    "$$\n",
    "for some parameter $a$ that we need to pick.\n",
    "This is our first model!\n",
    "This is a function.\n",
    "Let's implement the function in Python:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2f804e27",
   "metadata": {},
   "outputs": [],
   "source": [
    "def hvac_model(t_out, a, b, t_out_min=60):\n",
    "    \"\"\"\n",
    "    A naïve model of weekly HVAC energy consumption (kWh) as a function of external temperature t_out.\n",
    "    The mathematical form of the model is:\n",
    "    \n",
    "        hvac = a * (t_out - t_out_min)^2 + b\n",
    "    \n",
    "    Arguments:\n",
    "    t_out      -   The average external temperature in degrees F (average over a week).\n",
    "    a          -   A parameter to be calibrated using observed data. In units of kWh / (deg F)^2.\n",
    "    b          -   Another parameter to be calibrated using observed data. This is in units of kWh.\n",
    "                   It is the energy consumption when the HVAC system is not used.\n",
    "    t_out_min  -   The external temperature above at which the occupants feel comfortable without using\n",
    "                   their HVAC system.\n",
    "    \n",
    "    Returns: The weekly HVAC energy consumption in kWh.\n",
    "    \"\"\"\n",
    "    return a * (t_out - t_out_min) ** 2 + b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d1b1616",
   "metadata": {},
   "source": [
    "Now we have to calibrate the parameter."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55e04734",
   "metadata": {},
   "source": [
    "## Calibrating our first model manually\n",
    "\n",
    "Let's try to manually pick this parameter $a$.\n",
    "We are going to do this:\n",
    "+ pick a value for $a$\n",
    "+ plot the scatter plot of `t_out` and `hvac`\n",
    "+ plot the model `hvac(t_out)`\n",
    "+ compare the results\n",
    "\n",
    "Here we go:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "80418247",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
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     },
     "metadata": {
      "image/png": {
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     },
     "output_type": "display_data"
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   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "a = 1 # in kWh / F^2\n",
    "b = 0 # in kWh\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# First the scatter plot of all the data we have\n",
    "ax.scatter(df['t_out'], df['hvac'], label='Observed data')\n",
    "ax.set_xlabel('t_out (F)')\n",
    "ax.set_ylabel('hvac (kWh)')\n",
    "\n",
    "# Now pick some temperatures to use our model on:\n",
    "t_outs = np.linspace(df['t_out'].min(), df['t_out'].max(), 100)\n",
    "predicted_hvac = hvac_model(t_outs, a, b)\n",
    "ax.plot(t_outs, predicted_hvac, 'r', label='Model predictons')\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f37bea",
   "metadata": {},
   "source": [
    "This is not every good.\n",
    "Maybe my $a$ parameter is too big.\n",
    "Let me try something smaller."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b65278eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
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     },
     "metadata": {
      "image/png": {
       "height": 370,
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   "source": [
    "a = 0.1 # in kWh / F^2\n",
    "b = 0 # in kWh\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# First the scatter plot of all the data we have\n",
    "ax.scatter(df['t_out'], df['hvac'], label='Observed data')\n",
    "ax.set_xlabel('t_out (F)')\n",
    "ax.set_ylabel('hvac (kWh)')\n",
    "\n",
    "# Now pick some temperatures to use our model on:\n",
    "t_outs = np.linspace(df['t_out'].min(), df['t_out'].max(), 100)\n",
    "predicted_hvac = hvac_model(t_outs, a, b)\n",
    "ax.plot(t_outs, predicted_hvac, 'r', label='Model predictons')\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e76985d9",
   "metadata": {},
   "source": [
    "This looks better.\n",
    "But I would like to push the model up a little bit.\n",
    "I can do this by varying the $b$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "11e86d45",
   "metadata": {},
   "outputs": [
    {
     "data": {
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Xk5ODnJwcbN68GVOnTsWCBQvg7t58GlVcXIxnnnkGp06d0vt7dnY2Vq9ejZ9++gkPPvhgq8ehUqnw/vvvY926dc0KUl+4cAEXLlzAli1bMH36dMyfP7/F4xBCbW0t/t//+39ITEzU+3tmZiYyMzOxZcsWrF27Fv369TM4xvnz57FkyRJU6bxHTp06pdeAIj8/H8899xxOnz6tt29ZWRnS0tKQlpaGdevW4YMPPsAdd9zR4uPs378fr7zyCpRKpd7fjxw5giNHjmDixIlGFfc25NSpU3jhhReatVYuKyvD0aNHcfToUSQkJOCzzz6Dv7+/yeNv3rwZS5cuRXV1td7fr1y5goMHD+LgwYP44osvsHLlSvTu3dvgOLW1tXjmmWdw8OBBvb8XFhbip59+ws8//4zXX3+9xS6j69evx3vvvdesQ+nly5dx+fJlHDx4EGvXrsXatWudokEHgyBEREROSuYp7CTFq53+z4a0zGKzWu9quEkliAwPxPgRfRAW4sslMORQSpKScf7TtagrL7f3odicR6dO6Pv0k/CLHmHzx46NjcW6deugUqmwd+9eg9kgmqUwI0eOhLe3d6tj1tbW4tlnn0VKSgoAoFevXpg5cyZuueUWqFQqnDhxAuvXr8fVq1fxzTffoLy8HB988EGzMWbMmIGcnMb6SZGRkXj00UfRvXt35OfnY+PGjTh27BhWr17d6rG8+eab+O677wAA/fv3R1xcHG666SYAN7JDzp07h6+//hq1tbVYsmRJG2fMPGvWrNEGmZ5++mmEhYXh2rVr2LJlCw4cOICioiJMmzYNO3bsgJ9fy0WzP//8cwDArFmzEBMTgytXruDUqVPo06ex8PXVq1cxZcoUFBUVQSKR4N5778U999wDf39/VFRUIDk5GQkJCSgrK8Ozzz6LdevWYfjw4XqPcfjwYTz//PNQqVTw9PTE1KlTcdddd8HT0xMnTpzA2rVrsW3bNkil5pXCvHjxIqZOnaoNUPzzn//Efffdh4CAAOTn5+Obb77B8ePHcebMGcyaNQvfffcdunXrhh9//BHFxcXahhaTJ09GXFwcAP0upJs2bcLixYsBNBbvnTx5Mu6880507NgRFy5cwObNm5GamoqzZ89iypQp2Lp1q8HalR999BGuXLmCm266CdOnT0e/fv1QVlaGbdu2Yffu3VCr1Vi2bBliYmIQHBys3e/48eN49913oVar0bNnTzzxxBPo378/PDw8kJeXp80OuXDhAl599VVs2rTJrHMpJgyCEBEROSk/Hy9IpRJBlsS4SSXw7STT/ndWXpnZARBPdylenjIUQwZ0YxtcclhZq9ag4brC3odhF3Xl5chatcYuQZCBAweiR48eyM/PN7gk5vr16/j9998BAOPHj29zzK+++kobABkxYgRWr14NLy8v7f3Dhw/HpEmT8Nhjj+Hs2bP45ZdfMHLkSL2x165dqw2ATJ48WS84MWjQIIwbNw5vvPEGNm/ebPA4Dh48qA2APPDAA/j3v/+tl+kxdOhQPPzww3j55Zexd+9efPfddxg7dixGjBD+3+HKlSsICQnB119/DV/fG4WqR40ahQ8//BBr1qxBWVkZPvjgA7z77rstjtHQ0IBXX30VTz75pPZvY8eO1d5+8803UVRUBA8PD6xcuRJ33XWX3v4xMTF46KGHEBcXh7KyMsybNw979uzRLjupr6/HkiVLoFKp4OHhgS+//FIvSDJ06FDce++9mDJlCvLz8806D6+//ro2APLmm29qAxlA47/r2LFj8fzzz2P//v3IyMjArl27cN999+Hmm2+GXH6jSHjXrl2bLaUqLCzEv//9bwCNDTLWrVuHgQMH6o1///334z//+Q+++OILlJSUYNGiRfjiiy9aPNYrV67g7rvvxocffqg9RwBw55134l//+hc2b96M+vp6/PTTT3jxxRe193///fdQq9Vwc3PDhg0b0KNHD71jGDduHJ566ikcOnQIaWlpOHPmjDYw56jYHYaIiMhJecs8EBVmWst3QyLDA7UBC7VajeUJJ8zOAKmtVyFhb2azzBIiImOMGzcOALRLYpr69ddfoVQqIZfL8Y9//KPVsVQqFb788ksAjRPR//73v3oBEA0/Pz8sX75cm1Hw2Wefae9Tq9Xaq+P+/v54/fXXm+0vkUjwr3/9S2+C2ZQmc8LX1xdvvfVWi0tdPDw8sGTJEu0xrl+/vtXnZ4n//ve/egEQjRdeeEE7od++fTsqK1teDunu7q4XNNB18eJF7N27F0Bj0KhpAESjb9++mDNnDoDGpTOalsdA43KX8+fPAwCmT5/eLEsEaOz4aW62zPnz57XBsZEjR7b4XKRSKRYtWqR9XRiqKdKSr776Stu2ed68eXoBEF2vvvoqBg8eDKCx41HTpUMabm5ueOONN/QCIBqPPPKI9vbZs2f17tO8h7y9vdGtW7dm+0qlUjz33HOYOnUq5s2bh/bt27f95ESOQRAiIiInFhsdLMg440f00d4+mV1icQ2Qi0WVyMgutfSwiOwmdPaz8OjUyd6HYRcenTohdPazdnv82NhYANB2iWlq586dABqXLrRVyDEjIwNXr14F0Bhc6dKli8FtQ0NDtQUtz5w5g8uXLwNorBmhuT127FiDj+np6YkHHnigxfsqKiqQlpYGALjtttsgk8la3A4AOnfurJ0wHzt2DPX1zes1Weq2224zWARWKpVqa5vU1dUZnPiHhoYanDD/9ttv2jod0dHRrR6LbhHVw4cPa2/r1r64//77De4fExPTavDJEE1hXQCYNGmSwe26d++OH374ASkpKXj//feNHl9z3ry9vQ2+LoDGANqUKVO0/33o0KEWt+vXr5/BmiS6S3AUCv0MttDQUABAZWUlXnjhBZw7d67Z/oMHD8Ybb7yBxx9/nDVBiIiISNzCQ/wQFCC3KGjRO0COsJAbVwN3Jl0Q4MiAHck5CA9teS05kdj5RY+Ab+TtLIxqB7feeit69+6NixcvYvfu3XqFHisqKrTFPO+99942x9K9Kq652t6aIUOGaCfi586dg7+/P7KysrT333LLLa3ub+hq/+nTp7VFKffu3YsBAwa0eSxA44S2tLTUrIKcrbnttttavV+3y4ju89cVGGg4E1E3m+HZZ40PqF26dKnZ43p4eLRaoBVoPF5Tl8RoljcBaLMbj6nLQ+rr67VZLLfcckubwbqhQ4dqbzfN5NDo2bOnwf116+I0DZpNnToV33//PSorK3HgwAEcOHAAPXr0wIgRIzBixAhERka2Ghx0RAyCEBEROTGJRIKX4oZiwapEs5avyDzdMCduqLZoqUJZh8MZhYIc2+GThVAo61gXhByWxM3NZbNB7G3cuHH45JNPcPz4cRQXF2vT+Pfs2YO6ujr4+voiMjKyzXGuXbumvW2owKcu3W3KysoAAKWlN7LaOnfubPT+ho7DVGVlZYIHQVpaFqFLd1JcUlLS4jatLZsw9/mW6xQi1px3uVzeYvtYXYa6CLXGlH9XU5WXl2szYVpactSU7jaa111TLS3j0mit8HivXr2wbt06LFq0CJmZmQAalx5t2bIFW7ZsgVQqxaBBg/Dggw9i4sSJLS63cTQMghARETm50J4+WBgfYXIhU5mnGxbGR+i1rS0pqxak0CoAqFRqlJYrGQQhIpNpgiCaLjGabJBdu3YBaFyW0tbEGIDJrVN1W4ia03HE0ASyoeHGZ/OMGTMwceJEo8dsrW2qudo6d7rnwdBzam3irft8169fDx8fH6OOq127dkZt15Q5E/e6ujqzHssYTVvRmrK9NTqphYeH46effsLx48exf/9+HDp0SJtpo1KptO2KExISsG7dOsGDQrbGIAgREZELGDKgG5bNjsHyhBNGLY3pHSDHnLihegEQAGYXQzWkukb4texE5Pxuuukm9O3bF+fPn8euXbswbdo0XL16FUeOHAFgXFcYAHqTb0MZDbp0t9Hsq5s1oZs90JJyAy2VO+lkFNXX1xusx2Erho5TQ/d5tpU10hLd59u+fXuznm+3bt1w7tw5VFRUoK6urtVAR1vPpyW6r42ysrJWMy1Mpfv823rNAC2/7oQmkUgwbNgwDBs2DPPnz8eVK1eQkpKCP/74A3v37oVCocDff/+N999/H0uXLrXKMdgKC6MSERG5iNCePlg5dySWPhuN6IHdIZXqX01yk0oQPag7lj4bjRVzRzYLgACN2SFCYocYIjKXpkvMiRMnUFJSgj179qChoQGBgYF6NRRao1t7488//2xze03xUqCxcwkAvXoUf/31V6v7G+rs0b9/f+1tTSCnNd9++y2+/fZb/Pbbb1YpjPr333+3ev/Jkye1t80JYJjyfEtKSrBy5Ur88MMPOHPmjPbvmoKe9fX1Bs+rRlv3t0QzvjH7P/PMMxg3bhxmz55tVHaRp6en9vVz+vRpbZcYQ3Rfm5r9hKJQKHD69OlmtV26du2K8ePH47333sPWrVu1xXp/++03QR/fHhgEISIiciESiQThoX6YP3M4Et4eh9WvjcJ/X/wHVr82ChvfHof5M4YjPNTPYLqtn49Xs+CJudykEvh2MtwBgYioNbpdYvbt26ddChMbG2v0koFbb71VW99i165drdaqyMrK0rZMDQkJQUBAAIDGrJTg4GAAwO7duw22jFWr1fj5559bvM/f318bGDh//nyrrVazs7Px9ttvY8mSJXjnnXdabKVrqd9//13bNaephoYG/PDDDwAa63FERUWZPP4dd9yhvb1p0ybU1NQY3Hb9+vVYsWIF5s+fj19//VX797Fjx2pvb9682eD+Z86c0QueGEu3a42hfzegsatKUlISzp8/j7KyMu1rr63lUppzoFAo8NNPPxncTrcFM9DY7UYolZWVGDZsGB588MFWWwn37dtX2xWmtX8rR8EgCBERkYvylnmgl78c/YM6o5e/3KjaHN4yD0SFGa74b4rI8EDWAyEis4WGhmqzML7//nukpqYCMK4rjIa7uztmzJgBAKiqqsLcuXOhVCqbbXf16lW8/PLL2qv8/+///T+9++Pj4wE0LpuYP39+i/UkVq1ahVOnThk8lieeeEJ7e9GiRbhw4UKzba5fv45XX31VexwzZ85s/QmaSalUYuHChS1mKHzwwQfaNqrTpk1rs7NJS2699VZtu+H8/HwsXLiwxYyWI0eOYP369QAaC38+8sgj2vuGDBmCIUOGAAC2bt2qbY2sq6KiAgsWLDD5+IDGTj6ajkG7d+/Gjh07mm2jVquxePFi7XnSPT7d89K0LS0ATJ8+XbuE5z//+Y/B18by5cu1GUgREREGOwyZQy6XY/jw4QCAlJQU7N+/v8XtTp06pe1mEx4eLtjj2wtzUImIiMgksdHBSEovsHic8SP6CHA0ROTKxo0bh3PnziEjIwMAEBwc3Gab2qaefPJJ/P7770hLS0NiYiImTJiAGTNm4JZbboFKpcKJEyfw1VdfaesyjB8/Hg8++KDeGI8++ih2796NI0eOYP/+/Xj44YcRHx+Pvn37ori4GN9//z0OHjwIb2/vFifEAPDAAw9g//792LdvH4qLizFx4kRMnz4dUVFRcHd3R2ZmJtatW6dtEztkyBDExcWZesqMdvDgQUyePBnx8fHo06cPioqK8N1332lbEIeEhJjU3rapf//733jooYdQVlaG7du3IysrC9OmTUO/fv1QXl6OxMREbNq0SRtQeu211/S6vEgkEvz73//GpEmTUF1djZdffhmHDh1CbGws5HI5Tp06hS+++AL5+fmtnvfWvPPOO3j44YdRXV2NuXPn4tChQxg7dix8fHxw8eJFJCQkaAMUUVFRmDBhgnZfHx8feHh4oK6uDtu3b8eIESPQsWNH9OrVC126dEGvXr0wf/58vP3226ioqEBcXBwmT56MO++8Ex07dsTFixexefNmbfZR586d8cEHH5h9vg154YUXkJKSApVKhTlz5mDChAm466674O/vj7KyMqSlpeHbb79FQ0MD3NzcLPo3FwsGQYiIiMgk4SF+CAqQG1Vg1ZDeAXKEhbTdFpCIqDWxsbH4+OOPtf9tShaIhoeHB9auXYu5c+fi4MGDuHjxIt5+++1m20kkEjz++ON46aWXWrxvzZo1eOWVV3DgwAH8/fffmDdvnt42Xbp0wbx585r9Xdf//vc/LF68GNu2bcP169fxySef4JNPPmm2XWRkJFasWGGVpTAA8I9//AOlpaU4deoUXnvttWb333bbbVi5cqXZ3VqAxtas33zzDZ577jlcuHABZ86cweuvv95sOw8PD7z88suYMmVKs/tCQkKwYcMGzJo1C1euXMG2bduwbds2vW1GjRqFbt266S0pMVa/fv2wfv16PPfcc7hy5Qp++OEH7VIgXTExMfjoo4/0lmG5u7tj1KhR2LNnD4qLi/Hkk08CAN5++21txsi0adMglUqxbNky1NTUYMOGDdiwYUOz8cPDw/G///1P8FbIQOO/5TvvvIM333wTtbW12Lp1K7Zu3dpsO29vbyxevFibwePIGAQhIiIik0gkErwUNxQLViWa1S1G5umGOXFDrdLmj4hcS58+fXDzzTdrC3lq6oSYqkOHDvjkk0+QnJyMbdu2aYutenp6onv37oiKisJDDz2kVwS1KW9vb6xevRq///47EhISkJmZidLSUnTr1g0jR47E008/jaKiolaPw9PTE8uWLUNcXBy2bNmCY8eO4fLly6irq0Pnzp0RHh6O+++/H2PGjLHqZ2inTp2watUqfPXVV/j5559x8eJFdOzYEf3798fDDz+MMWPGGNWCuC39+vXD9u3b8dNPP2Hfvn04deoUysrK4O7ujh49eiAqKgpxcXEICQkxOMbAgQOxc+dObNq0Cbt370Zubi5UKhVCQkIwadIkTJ48ucWglrEGDx6MPXv24LvvvsP+/fuRnZ2NqqoqdOzYEeHh4Zg4cSLuueeeFv89li5dCl9fX/z666+4evUq5HI5ysrK9LaZMmUKRo8ejW+++QZJSUm4dOkSlEol/P39MWDAADzwwAMYOXKk1QJeADBp0iQMGzYMmzZtwtGjR5GbmwuFQgG5XI6ePXviH//4Bx599FGrBGHsQaI2tTk2uaTU1FRMnTpV+9/ffvsthg0bZscjIiIie0vLLMbS9SkmBUJknm5YGB+BIQNMb6lIZG3nzp1DfX093N3dW53sEjmjvLw8jB49GgBw3333WWXpBbkmSz5brTEPZWFUIiIiMsuQAd2wbHYMggLkRm3fO0COZbNjGAAhIiIiu+FyGCIiIjJbaE8frJw7EhnZpdiRlIPDGYVQqW4kmbpJJYgMD8T4EX0QFuLLJTBERERkVwyCEBERkUUkEgnCQ/0QHuoHhbIOpeVKVNfUw6udO3w7ydgGl4iIiESDQRAiIiISjLfMg0EPIiIiEi3WBCEiIiIiIiIil8BMECIiIiIiIhfXs2dPZGZm2vswiKyOmSBERERERERE5BIYBCEiIiIiIiIil8DlMERERCQKCmUdSsqqoaxtgMzTDd4ydyiU9dr/9vPxYtFVIiIisgiDIERERGQ3arUaJ7NLsCMpB0cyiqBSqQ1uK5VKEBUWiNjoYISH+EEikdjwSImIiMgZMAhCREREVtM0u0M3myMrrwzLE04gt6jSqLFUKjWS0guQlF6AoAA5XoobitCePlY8eiIiInI2DIIQEREZ0NoE3llY4zm2lt2hyeboH+SDhL2ZUNY2mPUYuUWVWLAqEQvjIzBkQDeLjpeIiIhcB4MgREREOoyZwDv6cgxrPse2sjt0szkspaxtwNL1KVg2O4YZIURERGQUBkGIiIj+jykTeEddjmHN55iWWYyl61PMzu4wh7K2AR8mnMCKuSMdNihFREREtsMWuURERGicwC9YlWh0fQrNcoy0zGKrHpdCWYfcogqczb2G3KIKKJR1Zo91IvMy5q04ZJXnmJVXZvMAiMbFokpkZJfa/HHtTcjXBhERkatgJggREbk8cyfw1lqOYY3lKgePX8LyhBNQG26+0iJjnqNarcbyhBN2CYBo7EjKQXion90e31ZcYbkWERGRNTEIQkRELs3SCbzQyzGssVzlxJnLZgVANNp6jiezS4zOLrGWwycLoFDWOV3hWl2usFyLiIjI2rgchoiIXJoQE3ihlmNYY0lOVl4Z3lmXYnYARKO157gz6YJlgwtApQZKy5X2PgyrEetyLSIiIkfDIAgREbk0oSbwO5JzLNrf0iU5WXllze7TZLnU1assOjaNlp6jQlmHwxmFgoxvqWsVzhkEscZrg4iIyFUxCEJERC5LyAn84ZOFZhemFGpJjrpJuofQy1Raeo4lZdV6dSnsSVlnv5ok1mKt1wYREZGrYhCEiIhclpATeJVKbfJyDE13j53JOVZZkiP0MhXd56hWq5GedQWf/JAu6GNYQubhZu9DEJyYlmsRiUVeXh6++OILPPbYYxg1ahQGDRqEgQMH4q677sLTTz+Nb7/9FteuXWtznKNHj2LAgAEYMGAAli9fboMjJ2Ns27ZN++9y9OhRqz3OqFGjMGDAAEyfPt1qjwEABQUFqKqqsupjkGlYGJWIiFyW0N1Mqmvq29ymte4eltqRfKNDirWWqVTX1LdZoNNeOneU2fsQBCfkci1X6J5Dzq2yshLLly/H5s2bUVfXPPOusLAQhYWF+O233/DBBx/gsccewzPPPANPT087HC25utraWqxbtw5r1qzB9u3b0aFDB3sfEv0fBkGIiMhlyTyFzRzwatf616q1gwea5SreMg+rLVO5UFCOz3/KsGs73JZIJYBvJ+cKglhjuZYzd88h55abm4unn34a58+fBwB4e3tj/PjxiIqKQkBAAKRSKS5duoRDhw5h9+7dUCgUWLVqFX7//Xd8/vnn6NKli52fAbmatWvX4qOPPrL3YVALGAQhInIgCmUdSsqqoaxtgMzTDX4+XpzUWMBbJuzXoFc7w0GVtMxis4pbmkKzXMVb5mGVx5FKJfjsx5OoqROm0KqQIsMDne69YI3lWs52jlyVq30XXL16FdOnT0dRUREAIDY2Fq+//jp8fX31thsyZAgmTJiAF198ES+88AJOnTqFjIwMxMfHY9OmTfD29rbH4ZOLamgQ18UCuoFBECIikWtt+YRUKkFUWCBio4MRHuIHiURixyN1PApl28tXTFFd0/IPHnO7e5h3DI3PSegsF82YQp8zodwb3dfehyA4eyzXIvFy5e+CV155RRsAmTlzJhYuXNjq9j179sQ333yDp59+GikpKcjMzMS7776LJUuW2OJwiUjkGAQhIhKxtpZPqFRqJKUXICm9AEEBcrwUNxShPX1se5AOzBaTTEu7e5jq8lUFZJ5u8Ja5QyqVCLokRqwBkN4BcoSF+La9oYOx9XItEi9X/i5ITk5GcnIyAGDQoEGYN2+eUft5e3vjvffew/jx46FQKLBlyxbMmDEDoaGh1jxcInIA/DYkIhIpU5dP5BZVYsGqRCyMj8CQAd2sfHTOwRaTTKHb1LblP1+nAmi8MtxZ3s7kjjWGeMvcRRkEkXm6YU7cUKe78g0Afj5eggWy3KQSp6uZ4ipc/bvgiy++0N5+6qmn4OZm/Od29+7dMXPmTKxZswYqlQrffvstFi9ebHD72tpafPXVV/jll19w8eJFtGvXDn379sXYsWMRFxeHdu3aGdz32LFj2Lp1K44fP47Lly9DKpWiS5cuGDhwIMaMGYOxY8dCKjXcmLO2thZbtmzBvn37cPbsWVRUVEAul6Nfv3745z//iYcffhgyWcvv4QEDBgAAXnzxRTz44IN4++23cfjwYQCNWTH33HMPVqxYAQC499578d///rfV8zZ58mT8+eef6NChA5KSkpo97pkzZ7Bx40YcPXoUxcXFUKvV8Pf3x/DhwxEXF4dbb7211fFra2uxc+dObN26FTk5OaisrESPHj1wzz334Iknnmh1X1Pk5OTgq6++wrFjx5Cfnw8vLy8MGjQIM2fORFRUlFFjnD9/Hlu3bkVqaiouXbqEiooKeHh4oHPnzhg4cCDuvfdejB49Wu87aMWKFVi5cqXeOKNHjwYA9OjRAwcOHNC7r66uDjt27MBvv/2GjIwMXL16FbW1tejQoQOCgoIQFRWFqVOnols3x38/iwWDIETk8JxxbbS5yyeUtQ1Yuj4Fy2bHOM1VQGuyxSRT6Da1xjKnZa8hHu5Sqy2laOchxZR7bkLKqSKcyrlq0r4yTzcsjI9w2te6t8wDUWGBSEovsHgsZ6yZ4gpc/bugpqYGKSkpABozO0aOHGnyGOPGjcOaNWsAAPv27cMbb7zRYtC0vLwckydPxunTp7V/UyqVSEtLQ1paGr799lusXbsWvXv3brbvsmXLsH79+mZ/z8/PR35+Pnbt2oX169fj008/RefOnZttd+bMGcyePRt5eXl6f7969SqOHj2Ko0ePYt26dfj4448RFhZm8LlevXoVcXFxKCy8UVD57NmzmD9/Pm699VacOnUKBw4cgEKhMFgfJTc3F3/++SeAxnOnGwBRqVR4//33sW7dOqjV+t+bFy5cwIULF7BlyxZMnz4d8+fPh7t786lmcXExnnnmGZw6dUrv79nZ2Vi9ejV++uknPPjggwafo7E2btyId955R68uR3V1NQ4ePIiDBw9i9uzZre6vVqu1z1Wl0q+DVVdXB4VCof23/ec//4mPPvrIpACdxtmzZzFr1ixcunSp2X3Xrl3DtWvX8Ndff+Gbb77BmjVrEBERYfJjUHMMghCRQ3LmtdGWLp9Q1jbgw4QTWDF3pMM9d1uz9iTTWm1qbUkiAZ56IAyrvk8XfOzeAXK8+OgQVNfUIzP3GqQSwNh4VO8AOeY4Ucq/IbHRwYK8PseP6CPA0ZAt8bsA+Ouvv1BbWwsACAsLM2uSOWDAAAQGBqKwsBBXrlxBXl4eevXq1Wy7TZs2Qa1WY8CAAXj88cfRp08fFBQUYOPGjUhJSUFubi4ee+wx/PLLL2jfvr12v19++UUbALnpppswY8YM9O3bF2q1GhcuXMDXX3+N06dP46+//sLbb7+N//3vf3qPe/78eUydOhVVVVXw8PDAQw89hLvuugtdunTB1atXceDAAWzbtg35+fmYOXMmNm/ejJCQkBaf68aNG9HQ0IApU6YgNjYWlZWVSExMxIgRI3DhwgWcOnUKCoUC+/fvx4QJE1oc4+eff9bebhqMePPNN/Hdd98BAPr374+4uDjcdNNNAG5kh5w7dw5ff/01amtrm9Vgqa2txYwZM5CTkwMAiIyMxKOPPoru3bsjPz8fGzduxLFjx7B69eoWj81Y27Ztw1tvvQUA6NChAx577DFERkZCrVYjOTkZ69evx6pVq1rNzPn000+1WUi9e/fGlClT0K9fP7Rv3x6FhYU4dOgQfvrpJ9TX12Pfvn34/vvvMXnyZADAo48+irvvvhsJCQna8/XZZ5+hW7du8PC48TuhoqIC8fHxKC0thVQqxYQJEzB69Gh07doV169fR05ODr755htcuHABVVVVeO211/Drr7+a9T4gfQyCEJHDcfa10UIsn7hYVImM7FKEh/oJdFTOy5qTTGu1qbUViQR4KW4oenTtIOi4g/r5YfLdA+DVzg3LN6UZ/XqXSoCogd0xfkQfhIX4OuzEzhThIX4ICpBb9JngrDVTnB2/C6CXGdFSBoaxNEEQoHGJREtBELVajbvuugsrVqyAp6cngMYaJGPHjsXChQu1gYhPP/0UL7/8sna/LVu2AAB8fHzwzTffQC6Xa+8bOnQoYmNjMXnyZJw5cwa7du3C4sWL0alTJ+02r776KqqqqiCXy/Hll19i4MCBesd111134YEHHsDMmTNRVVWF119/HQkJCS0+T00ARHfJz6hRowA0LoN59913UVtbi19++cVgEOSXX34BAAQHB+O2227T/v3gwYPaCf0DDzyAf//733qZHkOHDsXDDz+Ml19+GXv37sV3332HsWPHYsSIEdpt1q5dqw2ATJ48WS9IMmjQIIwbNw5vvPEGNm/e3OKxGaOiogL/+c9/AACdOnXCxo0b9erADB8+HOPGjcO0adNQXl7e4hjXr1/HJ598AqBx+cqmTZv0WiwPHjwY48aNQ3R0tPa1sGvXLm0QpGvXrtr/a4SEhKBnz556j7N+/XqUlpYCaCz+++STT+rdHxMTg8mTJ2PSpEk4e/YsCgsLkZaWhmHDhpl1bugGw+EvIiIRSsssxoJViUb/MNSsjU7LLLbykQlHqOUTO5JzBBnH2WkmmZYwNMm0VTFUa/Bwl+LNJyMx8rZegtdOefrBgahvUGHB6iSTJnkeHm645/beCA91vAwvc0kkErwUN9TsfwNnrpni7PhdAL1Jqm5wwVS6k9HKypY/c+RyOd577z1tAERDIpFg8eLF2jE2b96Muro67f1XrlwBAPj6+rZ4jDKZDC+++CJmzJiBBQsW6C3POHz4MDIyMgAAs2bNahYA0Rg6dChmzpwJADhx4gTS0w1n5k2bNq3Fv3fq1EkbEElOTsbVq82XH/7111+4cOECgMZAh67PP/9c+zzfeuutFpe6eHh4YMmSJfDy8gIAvSVCarUamzZtAgD4+/vj9ddfb7a/RCLBv/71L/To0cPg82vLrl27cO3aNQCNNVJaKoTbv39/vPLKKwbHOHfuHLp37w4vLy/MmDFDLwCia9y4cdrMDt0lSMYqLCxE165d4efnhxkzZrS4jaenJ8aNG6e3D1mOQRAichiWro3OyiuzzoEJSMjlE4dPFkKhrGt7QxdnzUmmNdrU2kLvADn+8/wdGHqTP4AbtVOE4CaVoLyqxqz3co0DvZeFFNrTBwvjI0x+PTl7zRRnxu+CRkrljbpGTYMTptBdPtC0loXG2LFj4ePj0+J9MpkMY8eOBdBYp0G3noVmkp2dnY1FixY1q+sBNGZjLFq0qNmE+uDBg9rb0dHRrT6HO++8U3v7yJEjLW7TsWNH9O1ruF34xIkTAQD19fXYuXNns/s1S2GkUqleEKSiogJpaWkAgNtuu81ggVYA2oKhQGOx2Pr6xnpSp06dwuXLlwE0nmtD/56enp7NAjCm0JxTiUSC++67z+B2EyZMMFjodvDgwdi5cyf+/PNPg8EJoPE8+fo2XgCpqakx+ViXLVuGxMREHDp0qNXXt24Qz5zHoea4HIaIHIKrrI0WcvmEpjAmiyG2TTPJNHVi3tYkU8jCq0Ly7STDtcoaveNyk0oQGR7Y4lITIWun3B4WgDXb0p3+vSy0IQO6YdnsmFaXAupylZopzorfBY10MysMZXAYo6KiosUxdQ0aNKjVMXQ7nmRmZmLw4MEAgCeeeAIHDx5EXV0dvv/+e3z//fcICQnBiBEjEBkZicjISHTo0PKSQt0irIaWp7QkNze3xb8HBAS0+rkYExODbt26obi4GL/88ote1ohuYCQyMhKBgYF6x6kpDrp3715tN5q2KBQKlJaWwt/fH1lZWdq/33LLLa3uZygjxhiax+nRowc6duxocDsvLy/069dPm4ljiKZuSGVlJS5duoRLly7h/PnzOHPmDI4fP67NBGpaPNUUmsdoaGhAYWEhLl26hNzcXJw7dw4ZGRk4efKkdltDQTwyDYMgROQQXGVttNDLJ6zV0cMZWWOSKWTwQEjXKmvwxaK7UV3TgOqaeni1c4dvJ1mrkyShaqfcHNwFyemWXeF2hPeyNYT29MHKuSORkV2KHUk5OJxRaHQgixwLvwsa6dYByc/PN3sczRIPAOjTp+UiwZor+obodnUpKyvT3h48eDDWrFmDxYsXa48xOzsb2dnZ+Prrr+Hh4YGIiAg89NBDGDdunN77UrNsw1SGalnoFmxtiZubGyZMmIC1a9fizz//RG5uLoKCggAAiYmJ2iUyTQuimnucQOO58vf319a+ANBihxxdfn7mf7ZrHqetxwD0MyxacurUKXz99ddITEzUBjuakkgkFgUmampqsGnTJuzYsQOnT5/WW2ql0VoBVzIPgyBE5BCEXBst5omT0MsnvNrxY94U1phkChU8EJJKpUZ1TQN6+Ru/xl6oAp1/XzCtDa4hYn8vW4tEIkF4qB/CQ/2gUNahtFxpdCCLHAe/CxoNHjwY7u7uqK+vx4kTJ6BSqUyeEBYXF2uXqPj5+bVYFNUYuhPdpksX7rjjDuzbtw/Jycn49ddfkZiYqG15WldXh6SkJCQlJeH777/H6tWrtctJNEtFPD09TSoGaiizxJjvpIkTJ2Lt2rUAGougalrFapbCdOjQAWPGjNHbR7eOyYwZM7TLaoxhTkFb3Q4q1tTa43z22Wf43//+p/fv7uPjg759+6Jfv34IDw9HVFQUZsyYYXaArqCgAE888QTOnz+v/Zu7uzuCgoLQp08f3Hzzzbjttttw6dIlvPHGG2Y9BrXMMT8RicilWGNttFgnCkIun3CTSuDbyfC6XWqZ0JNMIYIH1mDqlWFN7ZQFqxLNukot83TDMxMHYtEnySbv2xKxv5dtwVvm4dLP35nxu6CRXC7HiBEj8Mcff6CiogK//vor/vnPf5o0xtatW7W3R48ebTBQYCi7QqOkpER7u6UsAzc3N9xxxx244447ADR2tjl69Ch+//13HDhwQBsM+eKLL7SBB00NktraWvj7+xsswCmkkJAQDBo0CH/99Re2b9+O2bNn4/r16zhw4ACAxmKfTWt+6Hazqa+vx80332zy43br1k17WzcrpCVt/Vu09TgXLlxosfBrU7oZPbqSkpLw3//+FwDQpUsXvPDCC7jrrrv0lghpXL9+3exjfeWVV7QBkLFjx2L69OkIDw9vVqvkm2++MfsxqGXMrSEi0bPG2mix0iyfEEJkeKDoJkgKZR1yiypwNvcacosqRF+sz1vmgV7+cvQP6oxe/nKzzqelhVetxZwrw5YW6OzY3tNl3stElnD27wJT6BamXLlyJWpra43e9+rVq/j6668BNH4WT5061eC2Z8+ebXUs3boMujUtKisrkZ6ers380OjZsycmTZqEjz/+GOvWrdP+/bffftPe7t+/v/a2oWKnGtnZ2VizZg1+/vlnveU95tBkcpw/fx7Z2dnYv38/qqurATRfCmPqcQLAt99+i2+//Ra//fabNtulX79+2vv/+uuvVvfXrZViKk2h2vz8fL3AVVMqlcrgv7nmNQMAy5cvR1xcXIsBkKqqKr16M6Y4deoUTpw4AQCIiIjARx99hGHDhrVYrLWgQFzZpM6AQRAiEj1XWxsdGx0syDjjR7S87tnW1Go10rOuYNlXKYj71y7Mfv8gXvnoD8x+/yDi/rUL7351DOlZV5y62Je5wQNrseTKsKZ2irFthXsHyLFsdgyGDOjmcu9lIks423eBue644w784x//AACcOXMGS5YsMer7ora2Fq+++qo262DixImtFvTcs2dPi/UYgMbCqrt37wbQWHBTM6E/d+4chg0bhocffhirV682OPbw4cPh7e0NQL+7hyZrBAA2bNjQ6vNauXIlPvzwQ7z66qv4888/DW5njPHjx2sn2/v27cOuXbsAAMHBwbjtttuabe/v768NhJw/fx5//PGHwbGzs7Px9ttvY8mSJXjnnXe0rXRvuukmBAcHAwB2795tsNCtWq3WLs0xh6aLD4BWlxgdOHDAYCaIbpApPDzc4Bjbt2/XFkTVXTKk0dryJN3HCAsLM7idUqnE3r17tf+tCSqRZRgEISLRc7W10ZrlE5boHSBHWEjrRd5sISuvDM99cBCL1iQjOb2wWRaASqVGUnoBFq1JxnMfHHTq1qemBg+sydIrw5raKUufjUb0wO7N2ue6SSWIHtQdS5+Nxoq5I7XFY13tvUxkCWf6LrDUu+++q70Sv2XLFrz44outLqm4dOkSHnvsMSQmJgJoXAKyYMGCVh8jPz8f77zzTrNARH19PRYuXKhdojFz5kzt5DY0NFRbWHTHjh1IT09vcez9+/dDoVAA0J9Ujx49WhsYSEtLwwcffNDi/j///LM2UNGtWzeMGzeu1efSFrlcrl1WtGPHDiQnNy5TbK017RNPPKG9vWjRohazUa5fv45XX31Vew5nzpypd398fDyAxmUo8+fPbzHotGrVKr0WxKb65z//iZ49ewIAPvnkE6SmpjbbprCwEP/+978NjqG73Ek3c0fX4cOH8d5772n/u6UMJd3aMZp//5YeIykpqcX9q6urMW/ePL0sI1Myocgw/nogItFztbXRQtRemBM31O6dIdIyi01qOZtbVIkFqxKxMD4CQwZ0a3sHB9RW4VVbEeLKsDm1U1ztvUxkCWf5LhCCr68vvv76azz55JO4cOEC9uzZg6SkJIwfPx5RUVEICAhAQ0MD8vPzcejQIezZs0c7Wbzpppvw2WefGWyNq+Hl5YVNmzbhwoULiIuLQ/fu3XHhwgWsX79eOymPiIjQaysrkUgwZ84cvPzyy6ipqcGMGTMwefJkREREwM/PD6WlpTh8+LA2I8HLy0svmODm5ob3338fU6dORW1tLdauXYu//voLjzzyCHr37o2SkhLs378fP/30E9RqNSQSCd5+++0Wl0yY6sEHH8T27du1S0KkUmmrQZAHHngA+/fvx759+1BcXIyJEydi+vTpiIqKgru7OzIzM7Fu3TrthH3IkCGIi4vTG+PRRx/F7t27ceTIEezfvx8PP/ww4uPj0bdvXxQXF+P777/HwYMH4e3t3SxoYCyZTIZ33nkHTzzxBGpqahAfH48pU6Zg1KhR8PT0xPHjx/HFF1/g2rVrBh8nNjZWu1Tl9ddfx9mzZxEREQFvb2/k5+dj79692Ldvn15b3OvXrzcr3KtbB2X16tV4/PHH0dDQgCFDhmDYsGHadsWZmZmYMWMGpk2bhp49e6Kqqgrp6en4/vvvmxVdtaRVNN0gUTtz/rGJzp07h02bNiE5ORlFRUVQqVTo0aMH7rjjDsTHx7e4FkxDpVLhhx9+wI8//ojMzEwoFAp07doVQ4cOxaOPPorhw4e3+fhCjGEtqampeusov/32WwwbNsxux0Ou592vjgnSYSN6UHfMn2G/95IpTA0iADdqL9g7iJCVV2bRD/dls2NabT3rLHSDB9/s/htpmS234BNS7wA5VswdabeJkSu+l8lxnDt3DvX19XB3d9erYWBPjvxdILTr169j+fLl2LRpk8GlKxre3t6YMWMGZs2aZTBocPToUW3NkTfeeAPr169Hbm5ui9vecccd+PDDD1vszLJ69WqsWLFCb1LclI+PD/73v/8hOjq62X2pqamYM2eOwTasmuezZMkS3Hfffc3u0yzzGTp0KBISEgyOoUulUmHUqFEoLGwsPD9ixAi92iUtqa2txeLFi7Ft27ZWt4uMjMSKFSvQsWPHZvcpFAq88sor2kKsTXXp0gXz5s3DvHnzADQuE7r99tuNeUp6fv/9d8yZM8dgMGXq1KnIz8/Hb7/9hoiICL06IPX19Xjuuedw8ODBVh/jnnvugbe3N3744QcAwM6dOxESEqK9v7i4GGPHjtUrnurm5oYTJ05AJpPhyJEjeOaZZ7T1WFri4+ODefPmYeHChVCr1Rg3bhw+/PBDY06BqFjy2WqNeSgzQf7P6tWrsWrVqmbrrDR9vr///nv873//w5133tls38rKSsyaNQspKSl6fy8oKEBBQQF27NiB+Ph4zJ8/3+DjCzEGkTMTqs2oI62N1iyf+N/G47h0uarN7YP8O+ClKbfZPXigVquxPOGE2fUflLUN+DDhhF0n6rai293joVH9rB4EEcOVYVd8LxNZQvNdsDzhhFFdpnoHyDEnbqjdvwusoX379nj99dfx5JNP4pdffkFycjLOnTuHsrIySCQS+Pn5YcCAAbjjjjtw77336nU1aYu/vz9++OEHfPbZZ9izZw8KCgrg7e2NsLAwTJo0CbGxsQb3nTVrFu666y589913OHHiBPLz81FTU4NOnTohODgYd911Fx599NEWgwIAMGzYMOzduxdbtmzBgQMHkJWVhfLycnh6eqJ3796IiYnBlClTWr0gayqpVIr7778fn3zyCYCWC6I25enpiWXLliEuLg5btmzBsWPHcPnyZdTV1aFz584IDw/H/fffjzFjxhj8nvH29sbq1avx+++/IyEhAZmZmSgtLUW3bt0wcuRIPP300ygqKrL4+d15553Ys2cPvv32Wxw8eBCXLl2Ch4cHBgwYgClTpmDcuHF4+umnW9zX3d0dq1ev1rs4XVVVhXbt2iEgIABhYWGYOHEioqKi8Pvvv2uDINu3b8eLL76oHadbt25Yt24dli9fjoyMDNTU1KBr164oKChA3759ERkZiZ9++glffvklDh8+jMLCQqjVanTs2BF9+/bFP/7xDzz00EPo0qULEhISkJ6ejj/++AOVlZVtZjZR65gJgsZCQytWrADQuD7r8ccfx5AhQ1BfX4/du3dj8+bNUKlUkMlk2LZtm16ET61W48knn9SuOYyJiUFcXBz8/Pzw999/4/PPP9emMb3yyit46qmnmj2+EGNYGzNByN7UajWe++CgRW1G7X0F3BxZeWVYvvEEci+3/byD/OV4aYr9f/imZ13BojWWt0Fd+mw0wkP9BDgixyDEa7w1Yrky7KrvZXIMYswE0VCr1QaX0rlJJYgMD8T4EX0QFuLL9wYRiQozQUTm77//xpo1awA0Vnv+6quv0KtXL+39UVFRuOWWW/DGG29AqVTio48+wscff6y9/5dfftEGLyZOnIhly5Zp7xs8eDDGjRuHqVOnIisrCytXrsSECRMQEBCgdwxCjEHk7FxxbbTJNTUui6Omxs6kC4KMsyM5x6WCIJa+xlsjpivDrvheJhKCOXV4iIioOZfvDvPxxx+jvr4eEokEH374oV4ARGPy5MnatlAHDhyAUqnU3qdZO9ehQwft2jVdPj4+eOuttwA0tsTasGFDs22EGIPIFZjbZlRzBVwME0BjZeWVmbwGHGhcSrJ0fYrduqwolHU4nFEoyFiHTxZCoWx9zbezMfc1LpVK0DQmYKhDixi40nuZyBq8ZR7o5S9H/6DO6OUvZwCEiMgELp0Jcu3aNRw6dAhAY2GbgQMHGtz2iSeewPHjx9G5c2coFArIZDJcunQJp0+fBgCMHDkSPj4+Le47bNgw9OnTBzk5Odi9ezdee+017X1CjEHkSlxhbbQj19QoKasWrNuJSqVGabnS5X7cm/sa7+7X3qGuDLvCe5mIiIjEx6WDIMnJydrK0vfee2+r2z7wwAPN2kYdP35cezsyMrLV/SMiIpCTk4P8/Hzk5uZqe4oLMQaRq2mrzaijr40+mV1icV2Ii0WVyMgutflyEqGXcVTX1Le9kRMy9zUu5qBHS5z9vUxERETi49JBkDNnzmhv62aBqFQqXLlyBdevX4e/vz/at2/f4v5ZWVna28HBwa0+lu4ym3PnzmkDGEKMQeSKnHlttCPX1DB1eUNbvNrZ92tKoaxDSVk1lLUNkHm6wc/Hy2avLWd+jetyledJRERE4uDSQZBz584BADw8PNCtWzeUlJRgxYoV2LVrF8rLywE09nIePnw4nn/++WZVaHXbN3Xv3r3Vx9JtaaW7nxBjGEvTbtccmZmZZu1HZAu6bUYdnTVqatjy3Pj5eEEqlQiyJMZNKoFvJ5kAR2UatVqNk9kl2JGUgyMZRXrPRSqVICosELHRwQgP8bNZZoIzvcZb4yrPk4iIiOzHpYMgZWVlABoLkv7555945plntH/TaGhowJEjR3D06FG89tprePzxx7X3aQIlAAxmi2h4e3trb1dW3khzF2IMY23duhUrV640eT8ish1Hr6nhLfNAVFggktLNC7jqigwPtPmEOCuvrNUaFSqVGknpBUhKL0BQgBwvOXiNCntmuhARERHZg0sHQa5fvw6gsePKM888g/LyckyfPh2PPvoogoKCcPXqVezatQsff/wxFAoF3nvvPQQEBCA2NhYAUFtbqx1LJmv9aqXu/br7CTEGETkPZ6ipERsdLEgQZPyIPgIcjfFMbklcJI6WxKYSY6YLERERka24dBCkuroaAKBQKKBQKPDOO+/g4Ycf1t4fEBCAxx57DEOGDMG0adNQV1eHd999F6NHj0a7du3g5nZj7XtbPxTVat0fmTc6EwsxBhE5D2eoqREe4oegALlFxV17B8gRFuIr4FG1ztKWxMtmxzhERoirZboQERERNeXSQRDdzIqoqCi9AIiuwYMH46GHHkJCQgIuX76M5ORkjBw5Um95ilKphKenp8HHqqmp0d7W3U6IMYw1adIkREVFmbwf0FgTZMmSJWbtS0TGc4aaGhKJBC/FDcWCVYlmZbbIPN0wJ26ozbIQHLklsSlcJdOFiIiIqDUuHQTp0KGD9vaYMWNa3XbUqFFISEgAAPz5558YOXKkXg2P6upqdOzY0eD+CoVCe7tTp07a20KMYazu3bu3WXyViOzL0WtqaIT29MHC+AiTsytknm5YGB9h0+wDR25JbCxXyXQhIiIiaotLr6no2rWr9nZAQECr2+oGD65duwYA6NGjh/ZvhYWtd3PQvd/f3197W4gxiMi5xEYHCzKOrWtqNDVkQDcsmx2DoAC5Udv3DpBj2ewYm2cdCNmSWIyEynTRXZJJ5Kw0y5QbGhr4miciEoBarUZDQ+NvEN1SEPbk0kGQAQMGaG/rdmlpiW4hUk22Rr9+/bR/y83NbXX/S5cuaW+HhoZqbwsxBhE5F01NDUvYuqaGIaE9fbBy7kgsfTYa0QO7QyrVXy7iJpUgelB3LH02GivmjrR5toE1WhKLjZCZLragUNYht6gCZ3OvIbeoQpTnlJyXZrmxWq3Wy8AlIiLzKBQKbVDZnJIO1uDSy2EGDx6svX38+HE8+OCDBrc9d+6c9nbPnj21+0skEqjVaqSmpmLChAkG909JSQEABAYGavcXagwici6OVlOjLRKJBOGhfggP9YNCWYfSciWqa+rh1c4dvp1kdm3J6ugtiY0hZKaLtZb7sGMNiUXHjh1RWdkYNLx69Sq8vb35miMiMpNarcbVq1e1/91a6QdbculMkKioKO2SmF27dqGkpMTgtj/88AOAxhSeUaNGAWgMRmgCKXv27EFVVVWL+6ampiInpzFN+p577tG7T4gxiMj5aGpqmNotxh41NUzhLfNAL385+gd1Ri9/ud0DBs7Qkrg1jpDpkpVXhuc+OIhFa5KRnF7YLCil6VizaE0ynvvgILLyygQ/BiKNDh06aIMeVVVVyMvLw/Xr17k0hojIBGq1GtevX0deXp52fiuRSPRqctqTS2eCuLm54YknnsC7776LqqoqzJ07F6tWrdIrVgoAX331FQ4fPgwA+Oc//4lu3W6sV58+fTrS0tJQVlaGxYsX4/3339drX1teXo7FixcDADw8PDBt2rRmxyHEGETkfDQ1NVpraaqrd4Acc9jS1CTO0JK4NWLPdGHHGhIbqVSKHj16ID8/H2q1GlVVVaiqqoJEIhHNWnYiIrFrWldJIpGgR48eenNcexLXrzU7mDlzJn777TccOXIEhw8fxoMPPoiZM2fi5ptvRmVlJX7++Wds374dANClSxe88cYbevuPHz8e27ZtQ2JiIrZv346ioiLMmDED/v7+yMzMxKeffor8/HwAwPPPP49evXo1OwYhxiAi56SpqZGRXYodSTk4nKF/pdxNKkFkeCDGj+iDsBBfpm2byBlaErdGzJku7FhDYiWXy/UCIUDjVc36enFlehEROQJNAEQut6zenZBcPggilUrx6aefYt68edi9ezcuXryIJUuWNNsuODgYq1atgq9v80KDH330EZ555hkcO3YMqampSE1NbbZNfHw8nnrqKYPHIcQYROScxFxTw9E5S0tiQ8Sa6SJUx5oVc0cy8EdWIZfL0b9/f1RVVaGiogK1tbXa7gZERNQ6Nzc3eHp6omPHjujQoYNoMkA0XD4IAgAymQwfffQRkpOTsXXrVpw4cQIlJSWQy+Xo3bs37r33XjzwwAPNlslodOjQARs2bMCPP/6In3/+GWfOnEFlZSU6d+6MIUOGYOrUqYiMjGz1GIQYg4icn7fMQ3QTbUcXGx0sSBDE3i2JWyLWTBchO9ZYq1grkVQqRceOHUVTyI+IiITBIIiOESNGYMSIEWbtK5VKMXHiREycONHsxxdiDCISD4WyDiVl1VDWNkDm6QY/Hy8GMERI05LYkkm5WFoSNyXWTBdH6FhDREREzolBECIiAbHVp+NxtpbETYkt08UaHWsYXCQiIiJjMQhCRCSQrLyyVju5aFp9JqUXIChAjpfYyUU0NC2JTS3UKfaWxID4Ml3E3rGGiIiInJu4KpQQETmotMxiLFiVaPREU9PqMy2z2MpHRsbStCQOCjCuennvADmWzY4RfatWTaaLuUVShc50EXPHGiIiInJ+DIIQEVnI0lafWXll1jkwMpmmJfHSZ6MRPbA7pFL9ib+bVILoQd2x9NlorJg7UtQZILo0mS6mBkKskeki1o41RERE5Br4y4GIyAJs9el8nLUlsSbTpbUlW7p6B8gxxwpLtsTasYaIiIhcA4MgREQWYKtP5+ZsLYk1mS4Z2aXYkZSDwxmFesEIN6kEkeGBGD+iD8JCfK0SmBNrxxoiIiJyDQyCEBFZgK0+ydGIIdNFbB1riIiIyHUwCEJEZCa2+iRHZ69MF7F1rCEiIiLXwcKoRERmskarTyJXILaONY5GoaxDblEFzuZeQ25RBRTKOnsfEhERkcNgJggRkZnY6pPIfJqONaZ2VrJGxxpbUijrUFJWDWVtA2SebvDz8TIqG0etVuNkdgl2JOXgSEaRXgBWKpUgKiwQsdHBCA/xc9ngEBERkTEYBCEiMhNbfRJZRiwda6zN0gBGVl5Zq+dIpVIjKb0ASekFCAqQ4yUHPEdERES2wl/cRERmYqvPG8y9uk2NXPn8iaFjjTVZGsBIyyw2KVsmt6gSC1YlYmF8BIYM6CbEUyAiInIqDIKQU3HliQTZnqu3+mR6vmV4/m4QQ8caa7A0gJGVV2byciGgcane0vUpWDY7ptWMEH5nEhGRK2IQhBweJxJkT67a6pPp+Zbh+TPMXh1rhGZxAGNWNJZvSjO79pCytgEfJpzAirkj9b77+J1JRESujkEQcmicSJC92brVpxiu3DI93zJiOX9ieC05K7VajeUJJywKYLy7IRWXryosOo6LRZXIyC5FeKgfAH5nEhERAQyCkAMTy0SC7M+ekzlNq88FqxLNmvAY0+pTTFdurZ2e7+zsff7E9FpyZiezSywKjAKwOACisSM5B+GhfvzOJCIi+j8MgpBDsvdEguxPTJM5a7b6FNOVWyGubreUnu8q7H3+xPRacnY7ky7Y+xC0Dp8sREZ2Cb8ziYiI/o/U3gdAZCqhJhJqteUdPcg+svLK8NwHB7FoTTKS0wubdWfRTOYWrUnGcx8cRFZemdWPSdPqMyhAbtT2vQPkWDY7ptUrrGmZxViwKtHoK8qaK7dpmcVGbW8qIa5ua9LzXZE9z5/YXkvOTKGsw+GMQnsfhpZKpcbHm//kdyYREdH/YRCEHA4nYq5NzJM5TavPpc9GI3pgd0il+lfr3aQSRA/qjqXPRmPF3JFtZoBYcuXWGoEfoa5u70jOEWQcR2Ov8yfG15IzKymrFqRttpAKS65btD+/M4mIyJlwOQw5HCEnEppiceQYHGEZlG6rz5IyBc7nl6Piei06tvdE3x6d4Ofj3eYY9l420RIhr24fPlkIhbLOpYpw2uv8ifG15OzMPddix+9MIiJyFgyCkEPhRMx1OcpkTohaJUJmOwk1aRHy6rZKpUZpudKl3nv2On9ifC05O5mnm70PwSr4nUlERM6CQRByKJyIuS5HmMwJVXhSjNlOQl/drq6pF3Q8sbPX+RPja8nZ+fl4QSqViG5JjKX4nUlERM6CNUHIoXAi5rrEXo9CqFol1sh2EoLQV7e92rlWDN4e50+sryVn5y3zQFRYoL0Pwyr4nUlERM6AQRByKJyIuSaxT+aELDxpjWwnIWiubgvBTSqBbyeZIGM5CnucP7G+llxBbHSwION06+xl0f6Bfm3XIDIFvzOJiMgZMAhCDoUTMdck5smc0C2bxZrtJOTV7cjwQJdLqbfH+RPra8kVhIf4Gd0u25DeAXLMnznc7OC/zNMNLzwyhN+ZRERETTAIQg6FEzHXJObJnNAtm8Wc7STU1e3xI/oIMo6jsfX5E/NrydlJJBK8FDfUogDGnLih6NerMxbGR5g8jszTDQvjIxAW4sfvTCIioiYYBCGHw4mY6xHzZE7oWiViznYS6up2WIivQEfkWGx9/oR8LUmZBWCy0J4+FgUwNEWThwzohmWzY4x+7fQOkGPZ7BgMGdANAL8ziYiImmIQhBwOJ2KuR6yBAWu1bBbrlVuhrm5bs0WxmNn6/An5WpJ5ujETxAyWBjA0Qnv6YOXckVj6bDSiB3Zv9nnoJpUgelB3LH02GivmjtTrOsXvTCIiIn38RUMORzORWLAq0axlEq4+EXNEmslcUnqBxWMJGRiwVsvm2OhgQZ6rNa7caq5um1oItunVbVdl6/Mn1GtJoay3antpZ6YJYGRkl2JHUg4OZxTqfW64SSWIDA/E+BF9EBbia/C7SSKRIDzUD+GhflAo61BarkR1TT282rnDt5PM4OcavzOJiIj0MQhCDokTMdcjxsCAtWqVaK7cWlJrxJpXbjVXt5cnnDDqGHsHyDEnbijfd//HlucvPMQP3u3coRCgDs6O5BwGQcxkbgDDEG+Zh0n78DuTiIjoBgZByGFxIuZaxBgYsFatEke4civU1W1XZavzV11Tj+paYQoB6y7ZIvOZGsAQCr8ziYiIGjEIQg6t6UQi+WQB1DqrE6QSIGpgd07EnIAYAwOaWiVCLIlpWqvEEa7cCn1129XY4vyVlFXrfSZaQnfJFjkmBi+JiIgYBCEnof6//0kggRq6v/glgBpN/kaOSmyBAWvXKnGkK7f2urrtLKx1/sTcXprsg8FLIiJydQyCkEPLyivD8o0nkHu55QmiSq1GUnoBktILEOQvx0tTmNrr6MQWGLB2rRJeuaWmFMo6lJRVQ1nbAJmnG/x8vAxOXMXcXprsj8FLIiJyRfw1Qw4rLbMY76w7ito6lVHb516uxLyVh/D6Y7c3az9IjkVMgQFb1CrhlVvnZWxAQ61W42R2CXYk5eBIRpHe610qlSAqLBCx0cEID/HTe71bc8kWERERkSNiEIQcUlZeGd758ihq640LgGjU1qnwzpdH8d7zdzAjxMGJJTBg61olvHLr+EwNaGTllbWa+aRS6WS8Bcjxkk7mk9jaS5uSxUJERERkDQyCkMNRq9V4b8MxkwMgGrX1KvxnQyo+XTCaSwechL0DA2KrVULiZWpAI3ZEMNZvP2306yq3qBILViViYXyENuPN3u2lzc1iaQmDKERERGQpBkHI4aRnlaCoVGHRGIWl13EyqwQD+3UV6KjI1YmtVgmJT1pmsUmBstyiSnyy7aTJj6OsbcDS9SlYNjsGoT197Npe2pIsFg0hgyhEREREDIKQw9m0N1OQcRL2ZTIIQoISU60SEpesvDKTM4UsoaxtwIcJJ7Bi7ki7tZc2J+jTNItFiCAKERERkS4GQcihKJR1yDhfKshYGdmlUCjrmEpNghJLrRISD7VajeUJJ2wWANG4WFSJjOxShIf62XzJlrlBH90slsrrtRYHUYiIiIiaktr7AIhMkVdsfjp3y+NVCToekS5vmQd6+cvRP6gzevnLGQBxUSezSyxaimKJHck52tuaJVtBAXKj9u0dIMey2TEmBxQsDfooaxvw3oZjFgVRsvLKzHpsIiIicn7MBCGHYmktkKYuX1Wgf1BnQcckItK1M+mC3R778MlCvYw3WyzZEiLoY8lnfdOlQERERES6GAQhIiKyEoWyDoczCu32+CqVGqXlSr0sJGsv2bJn0EdDdykQERERkS4GQcih+HfxFvV4RK6KrUtbVlJWrZdpYQ/VNfUG7xO6vbS9gz66diTnMAhCREREzTAIQg6ll79xa9mN1bNbB0HHI3IlbF3aNlsXQ22JVzvbfdWLIeij0XQpEBERERHAIAg5GG+ZB4IDO+JCYYXFYwV378gfx0RmYutS48g83ez6+G5SCXw7yWz2eGII+mi0tBSIiIiIiN1hyOG0lwkTuxNqHCJXk5ZZjAWrEo0ufqlpXZqWWWzlIxMfPx8vSKX2y4KJDA+0aRDA3kGfplpbCkRERESuiUEQcigKZR3+vnhNkLH+vnANCmWdIGMRuYqsvDK2LjWBt8wDUWGBdnv88SP62PTx7B30acqWS4GIiIjIMTAIQg5FyPXmmlRpIjKOWq3G8oQTZi950LQuVavFUTPCVmKjg+3yuL0D5AgL8bXpY9o76KPL1kuBiIiIyDEwCEIORej15kyVJjLeyewSo5fAGKJpXepKwkP8EBQgbFHntsg83TAnbqhdCtLaK+jTlK2XAhEREZFjYBCEHIrQ682ZKk1kvJ1JFwQZZ0dyjiDjGKJQ1iG3qAJnc68ht6jC7sveJBIJXoobarN6GTJPNyyMj7BbIVp7BH1aYuulQEREROQYOAMkh6JZby7EkhimShMZT6Gsw+GMQkHGskbrUrG36w3t6YOF8REm11OReboh/t5bsDP5glFZOL0D5Jhj5048mqDPglWJZmXvtfOQonNHGYpKFWYfgz2WAhEREZFjYBCEHIpmvXlSeoHFYzFVmsh41qjHI9T7z1Ha9Q4Z0A3LZse0eqy6dAMasSP6ICO7FDuScnA4o1Dv38JNKkFkeCDGj+iDsBBfuwR5mrIk6LMwPgLy9p5mB1HsuRSIiIiIxI9BEHI4sdHBggRBmCpNZDyx1uNJyyw2aaKtade7MD4CQwZ0E+QYTBHa0wcr5440OaAhkUgQHuqH8FA/KJR1KC1XorqmHl7t3OHbSSbKgK4lQR8AFgVR7JkJQ0REROLGIAg5nLC+vvBwl6KuXmX2GB7uUtzat4uAR0Xk3MRYj8fSdr3LZsfYZbJsaUDDW+YhyqBHS8wN+gCWB1GIiIiIWsIgCDmcjPOlFgVAAKCuXoVT568iPNRPoKMicm5iq8cjVLveFXNH2nXZhCMFNMxlSdDHkiAKERERUUsYBAHw+++/46mnnjJq25iYGHzxxRfN/q5SqfDDDz/gxx9/RGZmJhQKBbp27YqhQ4fi0UcfxfDhw9scW4gxXIGQHSoYBCEyjtjq8QjZrpefA7ZjTtDHEZcCERERkXgxCALgzJkzFu1fWVmJWbNmISUlRe/vBQUFKCgowI4dOxAfH4/58+dbdQxXIPYOFUTOTEz1eBgMdU2ukDlDRERE1sUgCIDTp08DAPz8/LB27dpWt+3QoYPef6vVasyZM0cbvIiJiUFcXBz8/Pzw999/4/PPP0d+fj7WrVuHLl26tJhxIsQYrkLMHSqInF14iB+CAuQWZWAI0bqUwVAiIiIiMheDIAD+/vtvAMAtt9yCm2++2aR9f/nlFyQmJgIAJk6ciGXLlmnvGzx4MMaNG4epU6ciKysLK1euxIQJExAQECD4GK5CrB0qiFyBRCLBS3FD7d66lMFQIvFRKOtQUlYNZW0DZJ5u8PPx4vuKiIhESWrvA7C3qqoq5ObmAmgMgphq3bp1ABozRObNm9fsfh8fH7z11lsAgJqaGmzYsMEqY7gKMXaoIHIloT198Mjd/c3a95G7+wvSuYPBUCJxUKvVSM+6gmVfpSDuX7sw+/2DeOWjPzD7/YOI+9cuvPvVMaRnXYFaLUzQkoiISAguHwQ5c+aM9svZ1CyQS5cuaZfSjBw5Ej4+Pi1uN2zYMPTp07gGfvfu3YKP4Uo0HSqEIESHCiJXk5VXhs37z5q17+b9Z5GVV2bxMQgdDCUi02XlleG5Dw5i0ZpkJKcXNsvOUqnUSEovwKI1yXjug4OCvPeJiIiE4PJBEE0AAgBuvfVWk/Y9fvy49nZkZGSr20ZERAAA8vPztZknQo3hSjQdKoQgRIcKIlciVFtaS68KCxkMBYC5H//BK9ZEJkjLLMaCVYlG1wfKLarEglWJSMsstvKRERERtc3lgyCaeiByuRwNDQ1YtmwZxo8fj4EDB2Lo0KF48MEHsXLlSlRUVDTbNysrS3s7ODi41cfp1auX9va5c+cEHcPVxEYHCzKOEB0qiFyJkG1pLSFkMBQA1GqI/oq1QlmH3KIKnM29htyiCiiUdfY+JHJRWXllWLo+xeRgqLK2AUvXp4jy/UVERK7F5QsiaDJB6urqcO+996Ku7sYPy5qaGpw+fRqnT5/GN998gxUrVmD48OHa+4uKirS3u3fv3urjBAbe+MGuu58QYxhL027XHJmZmWbtZw3hIX4I8PVGUanC7DECfL0t7lBB5GrE1JZWqHa9TWmuWC+Mj8CQAd0EH98UarUaJ7NLsCMpB0cyivSWG0ilEkSFBSI2OhjhIX4WF5slMoZQ2WAr5o7ka5aIiOzGpYMgtbW1yM7OBgAolUrI5XLEx8fj9ttvR8eOHZGTk4OtW7ciJSUF165dwxNPPIGNGzciLCwMAFBeXq4dq3379q0+lre3t/Z2ZeWNK6lCjGGsrVu3YuXKlSbv54wk4I8vIlOIrS2tEO16DdFcsV42O0aQQq7myMorw/KEEwafn6beQlJ6AYIC5HgpbqjdjpVch5DZYJYEQtmJhoiILOHSQZBz585pMz+Cg4PxxRdfoGfPntr7Bw0ahAceeAD//e9/8dlnn6GmpgavvfYatm/fDqlUitraWu22MlnrBTZ179fdT4gxXM3J7BKLskAAoLD0usU/wohcidja0lrarrct9rxinZZZbNJyAzFlr5Bzs2c2GDOjiIhIKC5dE+Smm27Cvn37sG7dumYBEF0vv/wyhgwZAgDIzs7Gb7/9BgBwc7vRoaCtL1zdYntS6Y3TLsQYrkbIH2FEZBwxtqUN7emDhfERVusWI0T9ElOx3gKJlTWywYzFTjRERCQkl84EcXNzQ1BQEIKCglrdTiKRYPLkyUhLSwMAJCcnY9SoUXrLU5RKJTw9PQ2OUVNTo72tu50QYxhr0qRJiIqKMnk/oLEmyJIlS8zaV0hiS8knchVCBxq82gnz9TNkQDcsmx3T6tIRSwhRv8RYrLdAYmavbDBmRhERkdBcOghiiptvvll7Oz8/H4B+DY/q6mp07NjR4P4KxY3lG506ddLeFmIMY3Xv3r3N4qtiJ7aUfCJXoWlLK8T7z00qgW+n1pf/mSK0pw9Wzh2JjOxS7EjKweGM5leKzWXLYKlY6i0QtcQe2WCWZkbZs64PERGJl+uuqTBRS/U4evToof1bYWHr2Qm69/v7+2tvCzGGKxFjSj6RKxCyLW1keKDgQQWJRILwUD/Mnzkc/3kuRrBxNcFSW+BSPxIzW2eDCZUZpbuUmIiICHDxIMjp06exd+9eJCQkoLq6utVtS0tvrAv382u8wtavXz/t33Jzc1vd/9KlS9rboaGh2ttCjOFKxJqST+QKYqODBRln/Ig+goxjiNBLQWwRLLVnvQUiY2iywYRgTDaYkJlRREREulw6CPL555/j+eefx5tvvok///yz1W2PHz+uvT1w4EAAwODBg7U/tlNTU1vdPyUlBQAQGBioV4BViDFcia1/hBHRDZq2tJboHSBHWIivQEfUMkcMllpjqZ9YKJR1yC2qwNnca8gtqmCAxkHZOhuMmVFERGQtLh0EiYyM1N7+8ccfDW5XXV2NTZs2AQA8PDwwZswYAI3BiMGDBwMA9uzZg6qqqhb3T01NRU5O45fwPffco3efEGO4ErGn5BM5M01bWnODDDJPN8yJG2r1op2OGCwVeqnfn2eLBR3PVGq1GulZV7DsqxTE/WsXZr9/EK989Admv38Qcf/ahXe/Oob0rCtcquBgbJUNxswoIiKyJpcOgsTGxsLHxwcA8PPPP2P//v3Ntqmrq8O8efO0xVCnTJmCrl27au+fPn06AKCsrAyLFy+GSqXS27+8vByLFy8G0BhAmTZtWrPHEGIMV+IoKflEzsjctrQyTzcsjI+wSZFCRwyWCp29sn7Habu1CWU7U+dlq2wwMWVGMZOJiMj5uHRBBLlcjsWLF+Pll1+GSqXCCy+8gIcffhhjxoxBhw4dcPbsWWzYsAFnz54F0LgM5qWXXtIbY/z48di2bRsSExOxfft2FBUVYcaMGfD390dmZiY+/fRTbQDl+eefR69evZodhxBjuBLNjzBL1grbIiWfyFmZ2pa2d4Acc+KG2rRLQ2x0MJLSCywex1bBUiG77wBAbZ3KLu1y2c7UuWmywRasSjQre8nYbDB7F0FXq9U4mV2CHUk5OJJRpPe+lEoliAoLRGx0MMJD/NiOmojIAbl0EARozAapra3Fm2++qV32oln6oismJgbLly+Hl5dXs/s++ugjPPPMMzh27BhSU1NbrO0RHx+Pp556yuBxCDGGq7DVjzAiMqyttrRuUgkiwwMxfkQfhIX42vz95mjBUk32ihCBGw1j2+UqlHUoKauGsrYBMk83+Pl4mZX9wnamrkGTDWbqv7Up2WD2rOuTlVfWaoBXk8mUlF6AoAA5XrJxgJeIiCzn8kEQAHjggQdw++2349tvv0ViYiJyc3NRW1sLPz8/DBw4EPfffz9Gjx5tcP8OHTpgw4YN+PHHH/Hzzz/jzJkzqKysROfOnTFkyBBMnTpVr/6ItcZwJbb4EUaOQ6hJHJlG05Y2PNQPCmUdSsuVqK6ph1c7d/h2ktn138ARg6VCZa/o2pGc02IQROgr3UK1M7V15gqZx9rZYEJmRplS14eZTERErkGiZlUyMkJqaiqmTp2q/e9vv/0Ww4YNs+MRNWrrio0ue6Tkk/UwXZmMkZZZjHe+PIraelXbG/8fT3cpXn/8dqtPapoG73w7yfDaykSL24LqkkolSHh7nF5AypTPTWOvdKdnXcGiNcmWHi6WPhvdZuYKiYdarbZaNti7Xx0TJCgYPag75s8Y3uZ2WXllFgVNmclERGQd1piHMhOEHJrYU/LJOpiuTCYx9W1vxY+JtoJ34SG+KLhyHfUNxgdtWqMpCqkJgljrSreQ7UwZBHEc1swGs2VdH2YyERG5FgZByOGJOSWfhMd0ZTKWpkZFbZ1pAYXaOpVValQYE7z761yJYI+noSkKaa2aHdZoZ8rPbcfjLfMQ9N/NlnV9TmaXWJyBZWwNHiIisj+XbpFLzsdb5oFe/nL0D+qMXv5y/pB2MpZO4tiK03UIdWVXqBWjaZnFWLBK2KUuxvJq527V8yGmdqbkPDR1fcwtkmpKXR8hM5mIiEj8GAQhIocgtkktiZuQV3YtZW7wTgiaopDWPB/2bmdKzktTBN3UQIgpRdCtkclERETixiAIETkEMU1qSfzEcmXX0uCdpSLDA+Et87Dq+bBnO1NyfppONEEBcqO27x0gx7LZMUYvf2QmExGR6+EvDSJyCCy8SMYSU40KIYJ3lhg/oo/Vz4efj5cgYwONNWmNbWdKrsOaRdCZyURE5HoYBCEi0RPTpJbEzxpXds19vQgVvDOHpijkpcuVojkfbeFiNTLEWkXQmclEROR6+ElNRKInpkktiZ9YruwKGbwzlW5RSGufj5KyakHH5/uT2iJkJxo/Hy9IpRJBvmM0NXiIiEjcWBOEiERPLJNacgxiubIrZPDOFE2LQlr7fPD9SY7MW+aBqLBAQcbS1OAhIiJxYxCEiERPLJNacgyaK7tCsOTKrj2KobZUFNLa54PvT3J0sdHBgowzfkQfQcYhIiLrYhCEiETPWybspMirnbCTNhIXsVzZFTo4MOfRIYge2L1ZQMNNKkH0oO5Y+mw0Vswd2awtqLXPh1iCTkTmCg/xM7r7jCGaGjxERCR+vNxCRKKnUAqbHl9dY592pWQ7sdHBSEovsHgcS67sCl1rICo8EKOHB5lVFNKa50MTZBFifC4nIHuQSCR4KW4oFqxKNCuDS7cGDxERiR8zQYhI9FhzgEwlhiu71srA8JZ5oJe/HP2DOqOXv9yooIG1zweXE5CjC+3pg4XxESZncDWtwUNEROLHIAg5FYWyDrlFFTibew25RRVQKOvsfUgkANYcIFNpruy28zDva06oK7tiCQ5ozoe576W2zocYgk5ElhoyoBuWzY4x+rXcUg0eIiISP84EyOGp1WqczC7BjqQcHMko0ks9l0oliAoLRGx0MMJD/Jiq6qD8fLwglQBCNNqQ2rDmgEJZh5KyaihrGyDzdIOfjxdT/W1A9zOhrl5l8v5CXtnVBAdyiyrNHkOo4IDmSvfS9SkmZVcZcz6stZyA7yGytdCePlg5dyQyskuxIykHhzMK9X5XuEkliAwPxPgRfRAW4svfFUREDohBEHJoWXllWJ5wwuAEQ6VSIym9AEnpBQgKkOOluKFMWXVA3jIPdO4oQ2m50uKxOsvbWXUSxaCcfbX1mdCW3gFyzBHwc0JstQY0V7qNPUemnA+hgiyO8h5igMZ5SSQShIf6ITzUz6waPEREJG4MgpDDSsssNunHdm5RJRasSsTC+AimrjoYhbIOVyssD4AAwNUKJRTKOqv8iGVQzr5M/UzQkEqAqIHdrXZl15oZGOYej7WudFsaZBH7e8hRAjTGYiCnbd4yD54TIiInwyAIOaSsvDKzJjvK2gYsXZ+CZbNjOPl0ICVl1VALsBQGANRqoLRcKfiPWgbl7MvczwQA8PBww0Oj+ln1M8GaGRjmsOaVbnODLGJ/D4k9QGMsZwvkEBERmYpBEHI4arUayxNOmN0xRFnbgA8TTmDF3JH8gecgxN4dhkE5+7L0M6HGRp8JYq01YI0r3aYGWcT+HhJ7gMZYzhLIISIisgSDIORwTmaXWFRkEAAuFlUiI7sU4aF+Ah0VWZOYu8MwKGd/jvSZ4Iq1BtoKsoj9PST2AI2xnCWQQ0REZCm2yCWHszPpgiDj7EjOEWQcsj4/Hy9IpcJMbtwE7g4j5ASczOOonwneMg/08pejf1Bn9PKXO2UAxBhifg8JFaBRC7Wez0yWBnKy8sqsc2BERER2wCAIORSFsg6HMwoFGevwyUIolHWCjEXW5S3zQFRYoCBjRYYHCjrZdNQJuLPgZ4LjE/N7SMwBGmM5SyCHiIhIKAyCkEMpKavWW0NvCZVKLUjLVbKN2OhgQcYZP6KPIOMAnICLAT8THJvY30NiDtAYyxkCOUREREJiEIQcitgLZJL1hIf4IShAbtEYvQPkCAvxFeiIOAEXA34mODYxv4fEHqAxljMEcoiIiITEIAg5FDEXyCTrkkgkeCluqNmvAZmnG+bEDRW0cCIn4PbHzwTHJub3kJgDNMZylkAOERGRkBgEIYci5gKZZH2hPX2wMD7C5ImvzNMNC+MjBO/QwAm46RTKOuQWVeBs7jXkFlVYPKniZ4JjE/N7SMwBGmM5QyCHiIhIaHb9xV1dXY2CggJUVVWhtrYW7dq1Q4cOHdCzZ094enra89BIpDQFMpPSCyweS+gCmWQbQwZ0w7LZMViecMKode69A+SYEzfUKi0qNRNwISYZzjwBV6vVOJldgh1JOTiSUaR3vqRSCaLCAhEbHYzwED+TM3X4meDYvGXukEgAIWpuCv0eEnOAxljOEMghIiISmk2/kQsKCnDgwAEcPXoUf/31F65cudLidhKJBAEBARgyZAhuv/12jBo1Cn5+frY8VBKx2OhgQSY8QhbIJNsK7emDlXNHIiO7FDuScnA4o1BvYu0mlSAyPBDjR/RBWIivoEtgdHEC3rasvLJWA1YqlRpJ6QVISi9AUIAcL5kRsOJngmNpGhQTqumI0O8hZwhyOkMgh4iISGhW/zZTq9XYvXs3EhIScOzYsWb3GdqnsLAQhYWF2LlzJ5YsWYKoqChMmTIFI0eOtPYhk8hpCmRaUu1e6AKZZHsSiQThoX4ID/WDQlmH0nIlqmvq4dXOHb6dZDYLKHACblhaZjGWrk8x+mp0blElFqxKxML4CAwZ0M3ox7HmZ4JCWYeSsmooaxsg83SDn4+XUwarbKWtoJglhH4POUOQ0xkCOUREREKzahDk559/xqpVq5CbmwugedBDLpejU6dOkMvl8Pb2Rk1NDRQKBYqKiqBQKLTb1dfXIzExEYmJiejTpw+ee+45xMbGWvPQScQ0BTIXrEo0K9XXGgUyyf40ny+GgqvWwqBcy7LyykwKgGgoaxuwdH0Kls2OMTojROjPBGsu33FlpgbFTGGt95CjBzmdIZBDREQkNKsEQU6dOoU333wTGRkZ2glJu3btMGzYMERFReHmm29G//790bVrV4NjXL16FadPn0Z6ejqSkpLw119/ob6+HufPn8crr7yCtWvX4s0338TAgQOt8RRI5DQFMt/58ihq61VG7+fpLrVKgUyyPbFMVBmUa06tVmN5wgmzJ7vK2gZ8mHACK+aONPq8aD4TTJ1kNy2aa4vlO67I3KCYMaz5HnKGIKejB3KIiIiEJmgQpL6+Hh999BG+/PJLNDQ0QCKRICIiAg8//DDGjBmDdu3aGT1Wly5dEBMTg5iYGMyaNQvl5eXYuXMnfvjhB6Snp+P06dN49NFHMW3aNMydO5eFVF2Vqb95nWee6dLENlEVagLuLE5ml1i83OFiUSUysksRHmp8PShLi+baavmOq7E0KNYaa7+HnCHI6QyBHCIiIiEJ2iL3kUcewdq1a6FSqRAbG4tffvkFGzZswH333WdSAKQlnTp1QlxcHDZv3ozNmzdjzJgxUKvV+PrrrzF58mSBngE5Cs1Vxdo647NAAKC2ToWl61OQlVdmnQMjq0vLLMaCVYlG/6DXTFTTMoutelyaCXiQv9yo7XsHyLFsdoxTTp53Jl0QZJwdyTkm76Mpmrv02WhED+zerH2um1SC6EHdsfTZaKyYO1IvA8SS5Tu2/EwRus2wtQkRFGuJrd5DYmvNbSpNIMfcIqliCOQQEREJSdBMkNOnTyMiIgLz58/HLbfcIuTQegYOHIiPP/4YZ86cwX/+8x8cPnzYao9F4mOPVHsSB1vWmTCXGsbVJFGZWbtE7IU6Fco6HM4oFGSswycLoVDWmfz8TC2a6wifKWJZ/mUOoYJigO06PzUlptbc5mC2GhER0Q2CBkE+/vhjjBkzRsghW3XTTTfhyy+/xP79+232mGR/9kq1J/sS+0TV1KUUly5XGb2UwpEmwCVl1YJ0ogAalzWVlistCvJ4yzza3F/snynWXP5l7aCakEExqUSCtYvuhp+PtyDjmUosrbnN5eiBHCIiIqEIGgSxZQBE1913322XxyX72JFkeoq8oXEYBHEcYp6oWjNDRWz1T9oidN2H6pp6QcdriZDLd4R+bVmjToktg2qCBsXUalTXCF9XxBRiac1tLkcP5BAREQnBqi1yiYSmUNbhyEmhUu0LzEq1J/sQ60TVmhkqjlio09y6A4Z4tbPu15QYlu8YYo3gmq2Dao4YFDOWMVlGYuTogRwiIiJLCVoYlcjaSsqqIdBFRajUQGm5UpjByKqsMVEVipAZKrocqVCnLj8fr2bFSM3lJpXAt5NMkLEMscbyHSEIFVxT69SesUdRYUcLirkab5kHevnL0T+oM3r5yxkAISIil2C3IEhVVRUuX76MgoICo/9PVFZZI+h41yoYBHEEYp2oAtbphGKNCbCteMs8EBUWKMhYkeGBVp+UiTVTQejgmr2Cao4WFCMiIiLnZ9NLKqmpqfjss89w4sQJXL9+3aR9JRIJTp8+baUjI0chdCq0ss6+68vJOGKdqCqUdUg+KUyANjn9xvIsMdc/MUZsdDCS0i0/L+NH9BHgaFon1kwFIYNrYSG+disqrAmKCfF6sEVQjIiIiJyfzTJBvvnmG8yYMQOHDh1CVVUV1Gq1yf8nEjoVWuYh7ASIrEOsE9WSsmoI9dGk1lmeZY3sElsKD/FDUIDcojF6B8gRFuIr0BEZJsZMBaGXfx37+7JVlmwZKzY62KLH1rBFUIyIiIicn00yQTIzM/Huu+9CpVIBaMzq6NWrF/z8/ODmxkkoGc9H3k7Q8Tp3ZGq1I9BMVIVYEiNkSr01MlTEXKjTWBKJBC/FDcWCVYlmnSOZpxvmxA21SWcKMWYqCL38a3vieUHGMreosCYoZkkgxlZBMSIiInJ+NgmCbNy4EfX19ZBIJIiJicGbb76JHj162OKhycn4+XhBIoEgV9+lEnB9uYMQ40QVgFUy1KxR/8QeSwhCe/pgYXyEyXUoZJ5uWBgfYdM2v2JbviN0cO2vs1cEGcfcoJojBcWIiIjI+dlkOcyRI0cAAN27d8eqVasYACGzOVrRRRKOGFPqlbUC16ipqRNt/RNzDBnQDctmxxi9NKZ3gBzLZsfYvL2v2JbvCL38S7COWhYUFdYExUx9bvYIihEREZFzs0kQpLi4GBKJBGPGjIGnp6ctHpKc2PgYYSax90b3FWQcsg2xTVQBoLyqVrCxAKD8ep1o65+YK7SnD1bOHYmlz0YjemD3ZvU33KQSRA/qjqXPRmPF3JF2mexqMhXMPfdCZyoIWadEoGG0LAmq2SooplDWIbeoAmdzryG3qELQlthERETk+Gzy69jDwwNKpRKdOnWyxcORk+P6ctfkKin1Yq1/YgmJRILwUD+Eh/pBoaxDabkS1TX18GrnDt9OMlFkZIX29MEjd/fHhp1/m7zvI3f3FzR4I+Tyr0H9uyItU5jlMIDlQTVNUCwjuxQ7knJwOKNQ77XuJpUgMjwQ40f0QViIr9HvV7VajZPZJdiRlIMjGUV6Y0qlEkSFBSI2OhjhIX6i/wwgIiIi67JJECQ4OBgnT57EpUuXbPFw5OQkEgkeGtUP/9t4wuwxJo3qxx/CDkhsdSb8u3gLPp5Y658IxVvmIbpjAoCsvDJs3n/WrH037z+LIQO6Cfr6EqpOyX0xffHXuRJRBdWEDopl5ZVhecIJg4FxlUqNpPQCJKUXIChAjpfihnJ5DRERkQuzyXKYu+++G2q1Gvv27YNCobDFQ5ITU6vV2LjnjEVjbNxzhm2XHZSY6kz08rdseY4uCYCe3ToAEGf9E2emVquxPOGE2fVYlLUN+DDhhKCfKUIt/xp2s7+o6yh5yzzQy1+O/kGd0ctfbvL4aZnFWLAq0ejMwNyiSixYlYi0zGJzDpeIiIicgE2CINOmTUO3bt1QWVmJRYsWcfJJFknPuoKiUsuCaUWlCpzMKhHoiMjWxFJnwlvmgVv7CrOs6tYQX+0EUIz1T5zZyewSi5bXAcDFokpkZJcKdETC1ilx1qBaVl6ZyVlhQGPQaun6FGTllVnnwIiIiEjUbLIcxtvbG6tXr8bMmTOxe/du5ObmYubMmRg6dCi6dOkCb29hU8rJuSXsNS9lvdk4+zIxsF9XQcYi2xNLnYm4Mf3x+ieHLR/nnwO0t7nky7Z2Jl0QZJwdyTkID/UTZCxAuOVfzlBHSaGsQ0lZNZS1DZB5usG3k0yQ7J0Vc0fyfUJERORiBA2C3HzzzW1uo1arcfr0acybN8+ksSUSCU6fPm3uoZGTUCjrcOq8MFdbM7JLoVDWibI+AZnGnnUmBoZ2RYCvt0XZSQG+3nqTZ7Vaje8PnLPouLYeOIe7hvbkBK8NCmUdDmcUCjLW4ZOFgn+maJZ/tVbzQlfvADnmNKl54ahFhVsrdiqRAJYmlWqyd4QMXBEREZH4CbocRq1Wt/p/ANofUW1ta2h/cm2XLluWst5UXnGVoOOR65FIJJg3Yzg83M37OPVwl2LejOF6E0wxLs9wViVl1YIUDQUaC3CWlisFGUuXEMu/NFklpi6vsVZR4bZk5ZXhuQ8OYtGaZCSnFzb7NxLqJ8GO5BxhBiIiIiKHIWgmSPfu3YUcjqiZy1eFLax7+aoC/YM6CzomuZ7Qnj741+O3450vj6K2XmX0fp7uUrz++O3NJphiXZ7hjMxdTmFIdU29oONpCLH8S4isEltIyyw2q9aHOayRvUNERETiJmgQ5MCBA0IOR0TkMIYM6Ib3nr8D/9t4HJcut51hFOTfAS9Nua3ZBFPsyzOcjbmFRw3xamf9UluWLP/SZJVkZJdiR1IODmfoZ1m4SSWIDA/E+BF9EBbia/MlMOYWOzWXJnuH7xEiIiLXYZPCqERCCfAVtoiufxcW5SXhaCaYPx86jx9/z25xaYRvJxkeuDMEE+7oC6m0+RIaayzP4ATPMD8fL0ilEkHOuZtUAt9OMgGOyrrEUlS4KUtbFZvLWtk7REREJE6CBkH27t2LqKgoyOWWtXYkMqRnN+FeWxIAPbt1EGw8oqy8sjaXGpSWK/HFz6ewLyUXL7Ww1MBRlmc4C2+ZB6LCApGUXmDxWJHhgaINODXtruLn46XNKBHLMQtRC8cctsjeISIiIvEQ9Jv/hRdegJubG8LCwhAdHY3o6GgMHjwYbm7CphvbSkVFBcaPH4/i4mLcd999+OCDDwxuq1Kp8MMPP+DHH39EZmYmFAoFunbtiqFDh+LRRx/F8OHD23w8IcZwdt4yD4T19UWGAB1ibg3xFc2Pf3J8ptYxyC2qxIJViVgYH4EhA7pp/+6IyzMcXWx0sCBBkPEj+ghwNMJprbuKVCpBVFggRg3vBf/OXqipU+kFR+xBqFo4pnCU7B0iIiISjuC/jlUqFdLT05Geno41a9agffv2uP322zFixAjExMSgd+/eQj+k1bz99tsoLi5uc7vKykrMmjULKSkpen8vKChAQUEBduzYgfj4eMyfP9+qY7iKR8cMwOufJFs8Ttw/BwhwNETm1zFQ1jZg6foULJsdo80IcdTlGYYyDezNmOMKD/FDUIDcoiyE3gFyhIX4Wnq4gmkrK0mlUiMpvaBZ8EcTHImNDkZ4iJ/NaoIIWQvHFGLK3hHre4iIiMjZCBoECQ0NRXZ2tl4726qqKhw4cEBbNLV79+6Ijo5GTEyMqJfO7N+/Hz///HOb26nVasyZM0cbvIiJiUFcXBz8/Pzw999/4/PPP0d+fj7WrVuHLl264KmnnrLKGK5kYKgfAny9UVRqfqeYQN/27JrhROw5ebC0joGytgEfJpzAirkjIZFIHGp5hjGZBraeTJtzXBKJBC/FDcWCVYlm/TvKPN0wJ26ozYuIGmJJdxXd4EhQgLzFJVvWIGQtHFPYO3tHrO8hIiIiZyZoEGT79u0oKytDamoqUlNTkZKSgszMTDQ03PghVlBQgC1btmDLli2QSqV6S2eGDBnSYqFAW7t69SoWL15s1La//PILEhMTAQATJ07EsmXLtPcNHjwY48aNw9SpU5GVlYWVK1diwoQJCAgIEHwMVyKRSDDlnpvwv40nzB4j7p4B/EHp4MQyeRCijsHFokpkZJdqA3OOsDzDlEwDW06mzT2u0J4+WBgfYXLwQObphoXxETZvI2uIkN1VDC3ZEopu8LKo9Lrg47fF3tk7Yn0PEREROTvBIw4+Pj64++67MX/+fGzbtg1Hjx7FZ599hv/3//6ftj6IWq2GWq1GQ0ODdtnMtGnTEBERgdmzZ2Pjxo24ePGi0IdmtLfeegslJSXo0qVLm9uuW7cOANChQwfMmzev2f0+Pj546623AAA1NTXYsGGDVcZwJWq1Gt8fOGfRGFsPnNPLWCLHkpVXhuc+OIhFa5KRnF7Y7AqyZvKwaE0ynvvgILLyyqx2LELVMdiRnKO9rVmeYQlrTvDSMouxYFWi0cEfzWQ6LbPt5YX2PK4hA7ph2ewYo8997wA5ls2OsUqAwBzW6K6iWbIl1HtIrVYjPesKln2Vgrh/7cLs9w/ilY/+wPvfHBdkfGPZO3tHrO8hIiIiV2D1tIsOHTrgH//4B1555RVs2rQJqampWLduHWbPno2IiAi0a9dOGxTRLJ15++23MXbsWIwePRpvvPEG9u7di8pK21SM37lzJ3bv3g2pVIrXX3+91W0vXbqE06dPAwBGjhwJHx+fFrcbNmwY+vRpvCK7e/duwcdwNUJeeSfHI6bJg5B1DA6fLIRCWQcA2uUZ5hZJteYEz9L6J9YKSAl1XJo2x0ufjUb0wO6QSvXPoZtUguhB3bH02WismDtSVFfmrdVdRbNky9LAcVvBS1uxd/aOWN9DRERErsLmbQNkMhmioqIQFRUFAKirq0N6ejqOHz+OY8eOIS0tDVVVVQCA/Px87dIZNzc3ZGRkWPXYSkpKsGTJEgBAfHw8Bg0a1Or2x4/fuHIVGRnZ6rYRERHIyclBfn4+cnNzERQUJNgYrkbIK++sC+JYhCxAKgQh6xioVGqUliu1NTzEuDxD6Pongh7XRuGOSyKRIDzUD+GhflAo61BarkR1TT282rnDt5NMtMUqrdldpemSLVNZUqdESL0D5Jhjx2UlYn0PERERuRK7F+Dw8PDAbbfdhqeeegqff/45jh07hh9++AGPPfaYdjmKZumMtS1evBjXrl1Dnz59MGfOnDa3z8rK0t4ODg5uddtevXppb587d2MphxBjuBJrXXkn8RNq8iDkMiihJ3TVNfV6/y225RlizcLafeQCci9b57i8ZR7o5S9H/6DO6OUvF20ApKRMgeSTlteRaY3uki1TCFmnxBhNkndElb0j1vcQERGRK7F5JkhLSktLcfToURw7dgx///03MjMzoVQqbXoMP/74I/bv3w+pVIply5ahXbt2be5TVFSkvd29e/dWtw0MDGxxPyHGMJam3a45MjMzzdpPaNa88k7iZo0CpJYyd7mKIV7tmn8ka5ZnZGSXYkdSDg5n6C8jcJNKEBkeiPEj+iAsxNeqV4fFmIWVllmMT7amCzKWo2WH6RUHPlkEa5c5Sk4vQPq5K/CRtzO6A5M16pS0pneAHO89F4OrFTWizN4R43uIiIjI1dglCHL9+nUcPnwYycnJOHr0KM6fP693v+ZKrUQiwYABA7Qtda3l8uXL+Pe//w2gcRnMkCFDjNqvvLxce7t9+/atbuvt7a29rVvfRIgxjLV161asXLnS5P3ExNpX3km8xDh58PPxEmQcAJAA8O0ka/k+ESzPsEYWlqXHnZVXhn+vOwqhSksIdVy20FZnEWtQq4FFnyQDML4Dk7XqlLREUwunvZcn2nt52uQxTSHG9xAREZErslkQ5MyZM/jjjz9w6NAhpKWl6S1v0U1P9/Pzw4gRI7SBD19f67eve/3111FRUYHg4GC8+OKLRu9XW1urvS2TtTx5ael+3f2EGMOV2OLKO4mPK0wejJ3He8s87HLsYsvC0mQY1NSpBDkmoY7LFsRQX8PY9q3WrFOiy97FTo0htvcQERGRq7LaDLCiogKJiYk4dOgQEhMTUVJSor1PN+jh6emJoUOHIjo6GnfccQduuukmax1Si7Zs2YI//vhDuwymrUCELje3GxPytlLQdZ+zVHqjFIsQY7gSPx8vSKUSQX5IukklBq+8k7iIdfJQUlYtwBHdIOZJjdiysKyVYSD27DBb19cwhqYD08L4CAwZ0A0KZR1KyqpRVlmDwyeFCV62xt7FTo0ltvcQERGRqxI0CJKeno4//vgDiYmJOHnyJFSqxit0TQsR9u3bFzExMYiOjsbtt99uUuBBSAUFBXj33XcBADNnzsTQoUNN2l93eYpSqYSnp+H025qaGu1t3e2EGMNYkyZN0nblMVVmZqa2c449ecs8EBUWiKR0ywsARoYHinbCSfrEOnkQ63FZg9iysKyVYSDm7DBb19cwhbK2Ae98eRQ3BXdBxvlSq7e/tWUtHKGI7T1ERETkqgT9Bn3kkUe0P0R0Ax+dOnVCVFQUYmJiEBMTg4CAACEf1ixqtRqLFi1CVVUVgoODjeoG05RuDY/q6mp07NjR4LYKhUJ7u1OnToKOYazu3bu3WXzVEcRGBwsSBBk/oo8AR0O2INbJg1iPyxrElIUl5PIoXWLPDrNlfQ1z1NarkJ5V0vaGZnpt+jD4d/EWXbFTY4npPUREROTKrPaLe/jw4YiOjsaIESMQHh4uuqs03333HZKTGwu8zZgxAzk5zVv/FRcXa29XVFTg77//BtBYt6Rr167o0aOH9v7CwkL4+/sbfLzCwhs/2HW3E2IMVxMe4oegALlFk4HeAXKEhVi/3gwJQ6yTB7EelzWIKQtLyOVRusSeHWar+hpiFRzYEb38jWsXLUZieg8RERG5MqsFQTIzM+Ht7Y127dpBJpOhf//+1noos/z555/a28Ys8/j999/x+++/AwCee+45PP/88+jXr5/2/tzcXAwePNjg/pcuXdLeDg0N1d4WYgxXI5FI8FLcULy24hDq6k0viujhLsWcuKGiC8yRYWKdPIj1uKxFqCysYTd1w9nca5B5uhndalWXtZaDiDk7zFrZL45C7EFCYzGTkYiIyP4EDYL06tVLO1GvqKjAH3/8gT/++ANAY/aEZjnMiBEj0LlzZyEf2i4GDx4MiUQCtVqN1NRUTJgwweC2KSkpAIDAwED07NlT0DFclbkhDIY+HJNYJw9iPS5rECILCwA++u5P7W1jW63qEnoZEiD+7DBrZb84CkcIEhqDmYxERET2J2iLkX379mHfvn3417/+hbvuugsymQxqtRpqtRpXrlzBjz/+iLlz5yI6OhoPPfQQli9fjtTUVL12ubby7rvvIjMzs9X///rrr9rt77vvPu3fn3/+eQCNwQhN5saePXtQVVXV4mOlpqZql9vcc889evcJMYar0RQHrDUjCwRoXLf+YcKJZgV7Sdw0kwdLWGPyINbjsgZNFpaQQQhNq9VFa5Lx3AcHkZVX1uY+mmVIQmnn6Sb67DAxFkO1JUcIEhrD0veQ7P9eq9U19cgtqsDZ3GvILaqAQlkn8JESERE5L8H7rPbq1QtTp07FJ598gpSUFKxbtw6PP/44+vXrpw2IqFQqnDp1Cp999hmmT5+OiIgIzJ49GwkJCXpLPhzB9OnTAQBlZWVYvHixtiOORnl5ORYvXgwA8PDwwLRp06wyhisRojjgxaJKZGSXCnREZAuayYOHu3kfW9ZaBqU5Lk8zj8vTwZZnhfb0wcL4CKtkY2haraZlFre6nWYZkhCkUgkWxUfYrb2qQlln1GTWGufbUThKkNBY5r6HZJ5uiBszAFt+PYu4f+3C7PcP4pWP/sDs9w8i7l+78O5Xx5CedYUBfiIiojZYtRWBh4cHoqKiEBUVhddeew2XL1/GoUOHcOjQIRw5cgTl5eUAgOvXr+PAgQM4cOAAgMZAimbpTGRkpF4bWbEZP348tm3bhsTERGzfvh1FRUWYMWMG/P39kZmZiU8//RT5+fkAgOeffx69evWyyhiuRKjigDuScxAe6ifIWGQ7Yl0GZe60wxGnK0MGdMOy2TFYnnBC8G4lytoGLF2fgmWzY1oNTAi1DOnZiQMxZEA3i8cxhVqtxsnsEuxIysGRjCK9ZS6GlgcJWYTXkcgcIEvHHKa+hwJ920MNNdZtP93i/ZqMqqT0AgQFyPFS3FC7BfaIiIjETqK20yUDlUqFv/76SxsUOXXqlF4GhOYHj7u7OwYPHow77rgDTz31lE2PMS8vD6NHjwbQuBzmgw8+aHG7qqoqPPPMMzh27JjBseLj4zF//nyDP+SEGMOaUlNTMXXqVO1/f/vttxg2bJjNj0OhrEPcv3YJMhGQSiVIeHucU6wzdwVqtRrPfXDQ4rX0K+aOFPQ9JNbjsgW1Wo2M7FLsSMrB4YxCQSfobZ0TIc57kH8HrHx1lE3Pe1ZemdET36aT2Xe/OiZI4MdRyDzdsDA+wuZBKltq7T3kJpUgMjwQ/Xv5YOOeM6ipM34JqCucOyIicg3WmIdaNROkNVKpFEOGDMGQIUPwwgsv4Nq1azh8+DCOHTuGY8eOITs7G2q1GnV1dTh27BhSU1NtHgQxVocOHbBhwwb8+OOP+Pnnn3HmzBlUVlaic+fOGDJkCKZOnYrIyEirj+EKhCwOqFKpUVquZBDEQQi5DErIDCCxHpctSCQShIf6ITzUDwplHUrLlY21Ci5X4KNNf1o0dlvnRLMMacGqRLPqZcg83fDSlNtsGgBJyyzG0vUpRh+vZnmQZjIrVPaLI+gdIMccF8hmMPQe8mrnDt9OMhSUXMeCVYkmBUAA4zOqiIiIXJHdgiBNde7cGbGxsbj77rvx999/49ChQ9i0aRNKS0vttr61Z8+eyMzMNGpbqVSKiRMnYuLEiWY/nhBjODuhiwNW19QLOh5Zj1iXQYn1uGzNW+ahDShuO5glyJhtnRNNbQVTAgvAjavktpwcZuWVmXycgP5kVqjuPGKlyXwYP6IPwkJ8HS4zylK67yHgRhFwc7/3lLUN+DDhhENmmREREVmT3YMgly5dwvHjx3HixAmcPHkS586d0+sWowmAuLvb/VBJBIQuDujVjq8rR6BQ1uFwRqEgYx0+WQiFsk6QDCCxHpc92fqcmFpbwR4ZBkJOZi3JfhEjqQR4++kR6NxRBt9OMpu+/hXKOpSUVUNZ2wCZpxv8fLxE9f5z5SwzIiIia7LpDLChoQGnT5/WBj1OnDiB0tIbHTp0Mz4kEgn69++PESNGIDIyEhEREbY8VBIpPx8vSCWAECtipFIJfDvJLB+IrE6sy6DscVxin7jZ45yE9vTByrkj26ytYK8MA6Ens+Zkv4hV1MDuGNiva5vbCfW6N6corb0wy4yIiMg6rBoEqaqqQlpaml6mh1Kp1N7fdJlLz549td1kIiMj0aVLF2seHjkgb5kHfOTtcLWixuKxfDp4imrySIaJdRmUrY7LkSZu9vq3aqu2gj3f60JPZq3ZncfWxo/oY/A+oV/3bRWlFVOHFWaZERERWY+gQZD8/Hxthsfx48eRlZWlF+hoGvTo3LkzIiMjtYEPV2/9Sm1TKOsECYAAwNWKGv4wdBjibAtqi+VZjjRxA8SxZK1pbQV7stZktq3sF0fQO0COsBDfZn9XKOtwIrMYX+04jaJSRYv7mvq6t7Qora2JNfuNiIjIGQgaBBk9erTe1ZimQQ8vLy8MGzYMUVFRGDFiBG666SYhH55cQElZtaDj8YehY7BTbeQ2+fl4QSqVCDJZcWtheZajTdwA658TR2PNyWzT7JeSsmos+eIoLl9tOXAgJjJPN8yJG6r9zaCb9XH4ZKFJ7/m2XvdCFKW1dWBRrNlvREREzkBqjUHVajXUajXc3d0xZMgQzJo1C9988w1SUlLw+eef4/HHH2cAhMxSVilMFojGtQpl2xuR3dl7iYch3jIPRIUFCjJWZHigXkDO0olbVl6ZIMdlKmueE0dkq8mst8wDQQEdMX/mcMGzcXTNiL0Znh6W/XRo2p0nK68Mz31wEIvWJCM53bQAiIah171QRWlt3aVODBlVREREzkrwIEhoaChmzJiBTz75BEePHkVCQgJeeOEFDBs2DB4ejv1jluxP6KtZyjrHLyzoCuzVJtsYsdHBgoyjWxvBUSduGtY4J47K1pNZTdtgawVC9h69iNo6ldn7e7hLsXRWtDZjIy2zGAtWJQpS26Sl172QRWltSZNRJQRnyKgiIiISkqBBkKSkJPzyyy9YuHAh7rrrLrRv316wsa9fvy7YWOS4hL6aJfOw3hVTEo6yVuDgV02dYGOFh/ghKEBu0RhNayM46sRNwxrnxFHZYzKrKZxq6b9BSwzV6DBWXb0KyprG4J652U6tafq6F7IorS0xo4qIiMh6BA2C+Pq2/IM1MzPTonEPHjyIe++916IxyDnI2gkbtJAxRdghXLkmbC2YYgHHk0gkeCluqNlX3pvWRgAcd+KmYY1zYgqFsg65RRU4m3sNuUUVUCiFC3qZyl6TWU3h1DeeuF2QxxbSjuQci7Od2hofsE5RWltiRhUREZF12GQGOHPmTKxfv97kOiBXr17FO++8g127dlnpyMjRiHhVBFlRxfVaQcerqhZ2MqNZgvDOl0dRW2/8UgFPd6lebQTAeVpjas6JqVf6m9aLMJaY2wjHRgcjKb3A4nFMncxKJBIMvyUA0QO7C/L4Qjl8shDH/i6yWntfzeve0TusaDKqLDlPzpJRRUREJCSrFEZtqqysDPHx8Thz5ozR+/zwww+IjY3Frl27RF0PgGyrRuCrhkpWzHcIcm9PQcfr4CXseFqmzq1b2N4aEzd7MXVZRu8AOZbNjjG5s03TwppNz5+mneqiNcl47oODNi8aa+/lQUJlFAhFpVJj+yHrZSlpXveO3mHF3hlVREREzsomQRAAKC8vx8yZM3H69OlWt8vLy8MTTzyBhQsXory8XBsAiY2NtcVhksixMKprErq2gdDjaWobmFowsrZO1ayjhaNP3JrSLMtY+mw0ogd2b1Yfw00qQfSg7lj6bDRWzB1pcgaIqYU1Ne1U0zKLTXocS9h7MitEECagi7dF+zf157krgo7XVHVNvVN0WDG30K2xGVViWjpGRERkKzb5Ro+NjcXOnTtRXl6Oxx57DF988QXCwsL0tlGr1Vi/fj0+/vhjKJVKbfCjV69eWLx4MWJiYmxxqCRyLIzqmoTubNClYzvBxhKqk8uKuSMhkUicYuLWlEQiQXioH8JD/aBQ1qG0XInqmnp4tXOHbyeZ2UsMLG0jvGx2jMlBF3PZenmQLk0QZsGqRLNepzJPN8y89xa8tyHV7GNoytoJnprXllQqESSzyp4dVjQZVcsTThgV7OsdIMecuKEGXzNiXjpGRERkCzb5dfzf//4X7du3x5YtW1BeXo7HH38cX3zxBcLDwwEAZ86cweuvv45Tp05pgx/u7u544oknMGvWLLRrJ9yEhRybj1zY10Lnjmwb6AgUSmGzGaprhMu2ELKTS3ioX2M3EQkgxIoYqQhbY3rLPASpqyB08MkWhJ7MNqWpg6GsbYDM0w1+Pl7ac21pEGZA786CBRSEGscQTcBCU5RWiHoo9u6wosmoysguxY6kHBzO0F/25SaVIDI8EONH9EFYiC8kEkmLr4eCkuutvv40S8eS0gsQFCDHSya8/oiIiByFTYIgEokEb7/9Ntq3b4/169ejoqICjz/+OFatWoWkpCR88cUXaGho0AZAhg0bhrfeegshISG2ODxyIH4+XpBIhLmKKJUIn2FA1iHmJSJCdnIJD/WDt8wDnTvKBKnl0VnezmlbYwodfLIVcyazrTHlqr6lQRihAgqD+vkhLdN6y2F0Axb2KkprDcZkVLX2epBIGscwNgClWTq2MD7C5Do9REREYmbTPOn58+fD29sbq1evRlVVFWbOnAkA2uCHj48PXn31VUyaNMmWh0UOxFvmgchbA3A4o8jisW4PC3DaCaKzEesSEWu14LxaIUwx06sVSrt1h7E2oYNPtiTU8qCsvDKzruqbG4QRKqBwX0xf/HWuxGrZILoBC2ftsNJSRlVbrwe1GiYXmrfH0jEiIiJrs/li8RdeeAFyuRzvvfceJBIJ1Go1JBIJHnjgAbz22mvo3LmzrQ+JHMwtfX0NBkE61lVhwPVclLl3QFb7nlBLDNf+vbWPbSc+ZD4/Hy9Rru23RicXtVotWL0EtRo2b+tpC87SRhgwf3lQWmaxSUtbml7VNycII1RAYdjN/oJllbQ0vm7AQoh6KI7QYcXU14Mp7LF0jIiIyJps1h1G12OPPYYlS5Zov0w9PT0xYcIEBkDIKH9fuNri39s11GJK/l6MLknFpKLfMLlgP2QNhq+oGxqHxMdb5oHIsABBxooME25tvzWW6Yh56Y9YOFMbYXNYWhBWtxuRt8wDvfzl6B/UGb385a2+N4TscmONtr2GAhbW7rBib+a+HkyhWTpGRETkDOwSBAGARx55BO+//z7c3d1RW1uLWbNm4fDhw/Y6HHIQCmUdjhjIAulSVw6f+irtfwdXF2HmpZ3wq7nW4vaHMwrZDtCB3BzcRVTjANZZpiPWpT9i4sqBIqEKwpq6LEJDqICCEG17Wxu/KU09FGMfs3eAHMtmx4i+FoalrwdT7EjOsfpjEBER2YKgv45Hjx5t8j5ubm6or69HdXU1nn76aXTt2rXF7SQSCfbv32/pIZKDa+0K8FWPTqhy80KHhmrt3zrXV2F63i5s94/BuQ5BettrrgA721IBZ/V3jjCZO6cvlOL+O4UpuizWZToaEjhn8V9XDhSJoSCspQVWNcU7fTq0Qy4sey4tjW+I0EVpxUCI14Ox7L10jIiISCiC/vLLz88360eDZp+6ujoUFDRfI6ypG0LU2tWuGjdPbA0ciUmFB/UCIe3U9ZhU9BsOdRmEpM4DG0vk/x9HugLsyhTKOhw5ZXkx3P/P3pmHN1Wlf/x706ZN0y1t05XuLXsLZV+KC4gbKDrqoDgujM7PEREHd1HRcQMdUWdEXMZRFMd9Y1TcERcoO4XSAqUbtKX7km5p2rS5vz/qbdNmu0nOXZKcj4/PU3LvPfckubn3nPe87/cLAHsK64gN5IWw4CSZnSScCam0yD34RJomnR5l1W3o0Pfi+72nibTpriCsqwEFR+KdfFEwDOZMcj5gQUqUVi6QEgjmA104oFAoFIq3QHz5y9UUWwqFD45WgGtVWryVtBhX1P6MhJ6mYdvOajmC6J5WbIvNhVExMIjzpBVgX0YIDQhSA3nSFpxNum4HezqHN05ahAg+yQ2TyYQvfivH57+UoUUAzRISq/rOBhRIiHfGRaqx/JIJmDI2xu3vzVVRWrlAUiCYL3ThgEKhUCjeANEZ4IkTJ0g2R6FYwGcFuNNfjXdHXYiLGncju6N82LZxXZWIrG7Hp/Hz0RkYJvsVYMoActaAIG3BKef3SgK9wYgmXTcMvf1QBfhBqwlyaSJKOvgkJ3YcrMLGjw7D2GcS7Bykg4GOAgruindOHq3F1QvHekyZihiQDA7zhS4cUCgUCsUboE8zikehVikxe2Ic8o7aX/3qV/hhW0wuGgIjMb/pIBRmhQExvTrcWPU1Suf+waNXAX0JOWtAkLbglPN7dRVOA2LbrgrsKawbNnFTKBjMyYrHotxUZGdoeU9wSQSflP4KBAWS/bxdhQsObdtVga/zTolyTrECZCTEO3UdPTQAMgIxxFBHIpffC4VCoVAo7iD96JhCcZLxaZEOgyAAAIbBfs0ENAZocFndrwgy9Q5uUpt6kL3rI9SMC0L8JYvpwFrmyF0DgnPMeHLzXvQa+a/eBygVFo4Wcn+vzuJIA8JkYrGroAa7CmqQHBeKO3kIXALuB58AwNhnwpqXd+HB5TMlcQGxFxwSA7ECZHIQc/VGSAdM+dDdI37ghUKhUCgU0hC1yC0oKCDZHG+OHj0qyXkp0nD8lHMuIafUCXg7cREaA8KHvc6wJlT8ZzNK/vUS+nt6SHaRQhhOA4IEgmpAODuHtbK/x7xXHuQXN2DNpp28J8CVdR1Ys2kn8osbeO3vql2rOYbefqx7ax9Kq3Uut+EKpdU63L5hBx56JQ95BbWiB0DEDJCREu+kFq3D4QKmYiK38joKhUKhUFyBaBDkmmuuwZo1a1BfX0+yWZs0NjbioYcewtVXXy3K+SjSozcYsafQeZcQXUAY3km8GCXBiRbbGnf8jKNr1qKnscnKkRS5cPHcVCLtLJpDph1zOL2DXic1HHr7TFYn4ItyU4n0S0q9C1c1IJwNSkwZG4N1t+VC6e/648zQ249/vn9INGFvZ4NDQiBWgIykeCcn5koZgGTAlC9yKK+jUCgUCsVdiAZBYmJi8Pnnn+Oiiy7Cc889h9bWVpLND1JfX4+nn34a559/Pj799FPExIifxkyRBneE4HoVAfg0bj52Rkyy2NZVVoYjd9+LtsIid7tIEQx5Ok+5q3dgbQLO6V24g7nYqhjoDUZU1rXjZGUrTte247l3DxL9TOzR3dPntogoV24hNO4KhJJCrACZEM5OlCFIBUz5IIfyOgqFQqFQSEA0CPLll19i8eLF6O7uxn/+8x8sWLAAa9aswcGDB91u22Qy4ddff8Wdd96J8847D2+//TYMBgMWLFiArVu3ut95ikfg9sSBYbAzKgefxp2LHmb4ipaxrR1FjzyG2m1fU6tnGfJN3mki7Xy9+xSRdjhI6h1wcHoXrpZ5jBRbFQqWZVFQ2oj1b+/DsrXfYOWzO3D3v37F7Rt2oLqh0622nQlKeEq5BQmBUBKIGSDzdrcjqSERMOWL1OV1FAqFQqGQgmheY2hoKJ577jlcfPHFWLduHWpqarB161Zs3boVsbGxOPvsszFnzhyMGzcOqampDgfoFRUVOHLkCHbt2oWdO3dCp9MBGBhIRkdHY82aNVi0aBHJt0CROaSE4EpCkrElYBFWGPair2GofIvt70f5v99AZ2k5MlbcAkVAAJHzUdxDiJR6UoN5khNwc9FHTu/C2awBVYCfhdiqEDgSPCXByM/EGnK+NkZCImDmLmIFyMzPJ+f2PB0SAsF8kaOdNIVCoVAoriBIcefChQtx1llnYfPmzdi8eTPa2tpQV1eHjz/+GB9//DEAICAgACkpKQgPD0doaCjUajV6e3vR1dWF+vp6nDlzBgbDUNortzIfFhaGm266CcuXL4dKRdMyfQ2Szhk6VQTG/30dqjdtQuvBQ8O2Nfy0A/qqKox74D4EasUrKaBYR4iUehITXaEn4FPGxmD9ynl44b1DqKx3PHlOiQvFap7uKu6QX9wgSkkHn6CEXK8Na5AKmLmKWAEyc0jeswFg/dv7cfefpon6HuSOqwFTZxC7vI5CoVAoFCEhWg5jTmBgIG699VZs374d9957L1JSUsCy7OD/PT09KCkpwYEDB7Bjxw5s27YNP/zwA/Ly8lBWVobu7u5h+6empmLNmjX4+eefceutt9IAiI9C2jkjLEqD8Q89gMQ/XmmxvbOkFEfuugdtRwuJnI/iOnJNqRdL74DlqYdiEqGMS0xNCz4aEHK9NkZCMmDmCilxoVi/cp7oVsCkxTurGzqdchDyFbiAqRClMWJnD1EoFAqFIjSCBUE4QkJCcPPNN+O7777Du+++i5tuugkTJ06Ev7//sCDHyP/9/f2Rk5ODv/71r/joo4/w7bff4sYbb4RarRa6yxSZQ9o5g/HzQ8p112Ls/fdAMSK4ZmxrR+Ejj+HM/76kOiESQjoFnpTDgdATcM5FpKqen75GVb2wE0QpNC0cBSXkem2MhGTAjC9+Cga5kxOwbkUuNt4zX7LsCdLinVLZGsudzEQNXrpnPtatyEXupAQL+1wFwzhtqStF9hCFQqFQKEIjqtfZtGnTMG3aNABAb28vqqqqUFtbi46ODvT29kKlUiEkJASjRo1CUlIS/Pxo7S/FEk4Izp3aemupvdq5cxA0ahROrHsGhjozG16TCafefAudpaXIXLkCfjQLSXRIptSTdDgQcgLursXs+pXziE9cpNC0cBSU0GqCiJ2LAQRzvxArcBQeEoBHbp6NoEB/RIWr7Jb26A1GNOm6YejthyrAD1pNkCClQOpAfzAMQDKOzDkIbbxnPs1QMINhGGRnapGdqYXeYERzmwHdPX2D10NNUxdvLR+xyusoFAqFQhEbyQzfAwICkJGRgYyMDKm6QPFQ3BWCs5faG5ySjMnPPYOTz//LQiek6ded0FcO6IQExce53H+K83Ap9bsKatxui6TDgVpF9hYaFDgQVCFlu0t6gii2poXYlpxC5mmIJej5xwVjMCY5wuZ2lmVxtKwJ23ZVYE9h3bDAokLBYE5WPBblpiI7Q0vk2mFZFi98kE80AMLBOQg5Es/1VdQqpcW9jssWKSxrxrZdFdhdWDvsGvBTMJidHY/Fc9OQlRHl8jUgVoCNQqFQKBRXkCwIQqG4Q2aiBksXjsGWr487fezShWPsrmz5h4Rg/MNrUPXhx6j64KNh2/SnTuPI3fdh7N2rETFtqtPnprjOotxUIkEQkg4HegNZ/YjunoGgB0nbXVITRCk0LcanRTqcODXpuomeUyhhVNICodbw92MwNkWDyrp2q5NOR44+JhOLXQU12FVQg+S4UNxJIAtA6OwhPg5ClOE4yhZx9foXO8BGoVAoFIqr0CAIxSMprdbhox9PunTsRz+exJSxMXYH94xCgeRlVyMkIx0nX3gR/Xr94Lb+ri4ce2IdkpddjcQ/XglGIbi0DgXClUG5g1CaIELZ7rqDFJoWfPAUYVSS2Uy26Otnce/GnQAsJ52HTzY6VV5VWdeBNZt24sHlM90SUxU6e0hoW2Nvx1q2iCtIEWCjUCgUCsVV6OyN4nGQKhXgI3QaOXMGJj/3DNTJSSM7gcr3PsDxdc+gr7PLpX5QnIMrg3K1rEAIhwMhNEGEsN0lgZhiqBxF5c0O++8pwqgAeYFQe3CTzodeycMt63/Ek2/udVlfxlUBUjGyh/g4CFGEhRNw5hug5gJs1OGHQqFQKFJBgyAUj4NkqQAfghISMOkf6xGVO8diW+v+Azhy933oOnXKrf5Q+JGZqMGDy2c6PfEVyuGAK3EgAad/IZbtrrOIpWlhDsvCYf+F+A6EgstmEpu6Zj16+0wuHetM0HgkYmUPCZW9Q3GMuwLO1OGHIjf0BiMq69pxsrIVlXXtxBYSKBSKvKBBEIrHQbJUgC9+QUEYe+/dSLnxemBE+Yuhrg4F965Bw8+/EOkXxT5TxsZg/cp5vCeTKXGhWL9ynlsp/bZQq5SYPZGMSO6srDioVUrZlneQDDY4g6P+c2UmJCApmmsNd7OZpMKZoLE5YmUPCZm9Q7GNmFmZFIqQsCyLgtJGrH97H5at/QYrn92Bu//1K1Y+uwPL1n6Dp9/ej4LSRnqtUiheBA2CUDwKKUsFGIZB4hWXY+Lf18I/LGzYNlNvL0peeBFlr74Ok5GuGggN53CwbkUuciclWEzO/RQMcicnYN2KXGy8Z76gtefj0yKJtDMhdUCrRK7lHSSDDc7Ap/+kykxIiubawtVsJqW/AnOz4xCglOax7UzQmEOMYI/YDkKUIcTOyqRQhKC0WofbN+zAQ6/kIa+g1iJ7zby08PYNO2j2EoXiJdDlE4pHIUSpgLMrv5rJk5Dz/LM48cwGdJaUDNtW98236Cwrw7j770WglpwAJ8USc4eDqvp2FJQ0obXDgIhQFSaN1iIpNsxxIwQ4fqqFWDuXnZNB1EWE9ASRlEMPX/j2X46iufbgspmee/cgqhs6He4fHxUMFizyjtaJ0DvruCJAKoYjjtDZOxTbyFHAmUJxhvziBkkEoykUivTQIAjFo5BLqUBgtBbZ659AxRubUffNd8O2dZ4swZG77sGYe+6CZlI2iW5SrGAymfDFb+X4/JcytFjRjYgKV+HyczKw5Kx0KARy8NEbjNhTSGZiurtwaJJJykWE9ASRRLDBGWZn8es/V2ayZtNOl+4RQojm2sLcRrSmybaosoIB5kxKwJgkDd777gR6jK5pepDClaCxGI44YmTvyBm9wYgmXTcMvf1QBfhZtUYW6rykszJpMIsiJu7q2axfOY86HFEoHgwNglA8CjmVCiiUSmTcegtCx4xB2SuvwdTbO7jN2NaOokcfR8p112LUFZeLMrnyJXYcrMLGjw7DaEfssbnNgDe+KMKWr49j1dIczJ+WZHNfVxEqM+niuSlEJo6L5qS63zEz3A02OMv4VP6lRlyZibODWqFEc63hyEbUnIToEMyaGIeXPzkieQCEw5WgsZDZQ8mxIaJl78gJ80DansK6YfegkdbIQj175JCVSaG4Cik9m433zKfjOwrFQ6GaIBSPQo5OEDELzsWkf6yHKi52+AaTCae3/Bcn1lMbXZJ8vP0knn/vkN0AiDnGPhOef+8QPt5+knhfhMtMku+gylVNC1c4dso5rQAhRHNJOQU4ayNa3dDp1iBdCFwJGgvpiHPpWRk+NwFxRr/gtn/8JJh+gVyyMikUV6B6NhQKRfQgSG1tLTZu3IhPPvnE6vb33nsPF154IZ599lnU1pJJtaR4D3J1gghOS8Xk5/6BiBnTLLa17N2PI3ffi87yciLn8mV2HKzClq+Pu3Tslq+PY8fBKqL9ESoz6Zu8U0Ta+3o3mXZG4mywwVX2FNY5HXQgIZpL2inA1bRrORkRuBo0FtIR53BJI/E25YwrgbS7//kLPt1RQtzVQk5ZmRSKs0jhMkihUOSFqE+d1157DRs3bkR/fz/OP/98XHXVVRb7VFVV4fTp03jzzTfx3nvv4cEHH8Qf//hHMbtJkTmk0qtJ15L7h4Rg/IMPoPqTz1D53gfDZjCGunoU3PcgMv76F8QsPM/nVi9JYDKZsPGjw261sfGjwzhnyihiGiFaTRCRdoCB3I+ocBX0BiPyjpIpH8grqBGs1p4LNhSWNWPbrgrsLrRclXYXV9PkzUVz9QYjmtsM6O7pQ1CgP6LCVXbbc1Sywq207yqoQXJcKO5cNtVuKY27addywZ2gsaulSo7wJS0JVwNpJhZ466tj+Hb3Kdx/wwxiZV9yFnCmUOxB9WwoFAogYibIiy++iH/+85/o6+sDy7I4deqU1f3a29sBDAwcu7u78cgjj+Cjjz4Sq5sUD4BEerVQThCMQoGkpVcN2OiGDu8jazSi9KVXUPriJvT39BA/t7fzxW/lvEtgbGHsM+HL3+S5csNNJZp03cQyAFh2QBtFKLhgwwM3zsD7T1yMl+9bgL9dnUP0HO6myatVSiTFhmJMcgSSYkPtDladXWnnnALyixts7kMi7VoOuBs05rKH4rXBhHo0FCTzdkgE0uqa9Q6vVWeQa1YmheIIIfRsKBSK5yFKEOTEiRN49dVXB9MxL7/8cjz55JNW933qqafwyy+/4JZbboG/vz9YlsW6detQUyOeLSNF3jAMg6sWjHarjSsXjBY0G0OTMxk5L2xA6NgxFtsaftqBgnsfQPcZek07w9Zfyoi08/kvpUTaAQYGUyRpbjN4bK29ebCBJGKlybvrFGBLe4FU2rWUkAoaZyZqcPe1Uwn0aAhf0JIgFUhzdK06y6LcVCLt+LrDD0VcPPUZS6FQyCJKEOT999+HyWQCwzBYu3Ytnn76aUyaNMnm/rGxsbjrrrvwj3/8AwDQ09ODd999V4yuUjwAlmXxyU8lbrXx6U/ka6RHEhitRdZTjyP+0sUW2/SnK3Hk7vvQtGu3oH3wFpp0emKrLc1tBjTp9ETaEmIwJfR1KTRyEy/mI2xKyilg5HdHMu1aKkjbB5MOavmClgTJQJqta9UV5JyVSaHYgurZUCgUQKQgyP79+8EwDCZPnow//elPvI9btGgRpk6dCpZl8dtvvwnYQ4on4Umq3gqlEul/uQlj77sbCtXwyVx/dzeK/7EB5f/ZDJPRNccJX6Gsuo1oe+U17YRaIh+w8HS5GDmkyTsrbCrUPYVk2rUUCGEfLLcgmdwRIpBG6vnnrugt6QAbhcIHeg+iUCiASEEQzuVlxowZTh87a9YsAEB1dTXRPlE8F09U9dbmzsXk5/4BdUqyxbbaL79C4UOPoKfRt5wOnKFD30u0vfZOMposwiRteOaEwDzjYvp425azzuBKmrwzFqK3b9iB0mqdYPcUuYmhBigViItS89qXj32wK8ghSOZJCBVII/X8c9UyW4gAG4XCB3oPolAogEjuMH19A/VygYGBTh8bEBAAAOjvl9dgkiINnqzqrU4chUn/WI+yV/6Nxp9/Gbato/gkDt95D0avvgOR0y1tdn2dUHUA0fbCQpy/F1lDiBVMT0rVZVkWR8uasG1XBfYU1hGdrCn9FZiYHunUMfnFDU7pelTWdeCBTTvRayTzfBl5TxHCFtZVAvwVePjPs5AzJtqmo4+fgsHs7HgsnpuGrIwoQa5vvcGI6eNjZOHwpTcY0aTrhqG3H6oAP2g1QbKb0AgVSCP5/ONEb1947xAq6x1nVKXEhWK1A1clCkVI5OoySKFQxEOUIEh0dDRqa2tx/Phxp48tKxsQQ4yKojWjFGFUvcUc9PqpVBi9ehXCJo5H+b/fAGtWBtPX0YnjT6zDqCsuR8p114Lxk88ESmoyEsOJtpeeEEakHSECFlHhKo+wnnRkJesuxj4TispbkJ2p5d0fV4RNewhOMkfeU0jaiLrL+LTIwayOkfbBre2GwUCAJjQQWk0Q0QCIEMEyV7Uk7PVFoWAwJysei3JTkZ2hlUWZhlCBNCGefyzP8kCTh+seUTwfTs/GnecX1bOhkMQTgvLehihBkJycHNTU1ODXX3/FqVOnkJqayuu4+vp6bN++fVBPhELxBlVvhmEQd8H5CMnIQPE/NsBQVz9s+5nPtqLjRDHG3HMnAmnwDwCg1agRFa4iIo4aFa6CVsOvJMARWk0QkXaAgSKYqHDVYKouiVUqoVJ1nc24cJVteRW8giAkLERJYX5PIfldusvRsuZhK/8sy6K0Wid4MECIYJmrWhKO+sKVSu0qqEFyXCjulEG2gpCBNFLPP2fvB1X1nVizaSceXD6TeLkVhcIHTs9mzaadLj03qJ4NhQSeFpT3NkTRBLn00ksBDJTFrFy5clAjxB4tLS24/fbb0d09YEG5eLGlwwbFF/GeFaSQjHRMfv5ZRM2ZbbGt/dhxHF59D1rzD4vfMZly+TkZRNr5wzmZRNoBBia5pDItIn8PgADytp50NePCFbiUfUeQshAlwcjyI1LfpbtwK/+Aa7oprpBf3IA1m3YSD4C4oiXhbF8q6zqwZtNO5Bc3uNBLcpDULxgJiVI5oaylKRShoXo2FCkR6zlMsY0oQZD58+cjJycHAFBeXo5LLrkE69atQ15eHhoaGtDT04Oenh40NjZi79692LBhAxYtWoTCwkIwDIOcnBwsXLhQ0D7W19djw4YNuPTSSzFlyhRMmTIFF110EZ588kkUFxc7PN5kMuHTTz/F9ddfj5kzZyIrKwvz58/H3Xffjf379/PqA4k2vB1vy6L1Dw7G2PvvQdr/3QzGf/iAtK+9HcceexKn330fLNXEwZKz0qH0d++WpfRX4NKzyAUG9AYjWtvJWPe2thsGJ/zZGVq3gytR4SriqbpiZ1yYT9ztQdJC1B2slR+RsBElRXdPn2jBACGCZa6KtXr6RF2IQBqJUjmhrKUpFLHg9Gz43qOFEoym+BaeGpT3NkQzt96wYQOuvfZaNDQ0QK/X45133sE777xj9xiWZTFq1Ci8+OKLgvbtxx9/xP3334/Ozs5hr1dUVKCiogLvv/8+br31Vqxatcrq8R0dHbjtttuwb9++Ya/X1NSgpqYG27Ztw/Lly/HAAw/Y7AOJNnwBb0wHYxgGCZcsQuiY0Sh+9jn0NJi5xLAsqj/6BO3HjmPMXasRGOWcUKQ3oVAosGppDp5/75DLbaxamgOFglzst0nXDVJZ6iYWgzX6LMuizU0Hm7bOHrAsS/Q3I0XGhaOUfSEsRF3FWvmRu2nXJGls1eOfH+S7HAxYv3Ier9VPksEyd8VaSU3UN94zX7LnDwn9gpGQKJUjaS3NV/uHQiFNZqIGL90zX1LBaIrv4G5Qnu9zmOIY0YIgiYmJ+OSTT7B27Vr88ssvjg/AQAbJU089hchI4SZ++fn5WL16NYxGI/z8/LB06VKcffbZCAkJwbFjx/D666+jqakJL730EoKDg3HTTTcNO55lWaxevXoweDFv3jwsW7YMWq0Wx48fx+uvv44zZ85g8+bNiIyMxC233GLRBxJt+Aqe5JzhLKFjRiPnhQ04+c+NaN1/YNi29sIiHLnzboxefQcipk6RqIfSM39aEgpKGvHj/iqnj104IwnzpyUR7Y9QGjVf/FaOvn73oit9/Sy+/K0ClxEqIwKkybhw9BsVykLUFWyVH3Fp12KVEVnDT8HgzS+LRAkGkAqWKf0VuO/6aZidleByG94wURcikEaiVI6ktTQNglCkhGEYC8Ho7p6+QbFyKlBJIYE3BOW9CVHKYThiYmLw2muv4auvvsLq1asxY8YMJCUlISgoCAEBAdBqtcjJycFNN92ErVu34pVXXhE0AAIAjz/+OIy/O3S8+OKL+Pvf/44FCxZg5syZWL58Ob744gtER0cDADZu3Ii2trZhx3/55ZfYuXMnAOCKK67AG2+8gYULFyInJwfLli3DZ599hszMAQ2Cl156CXV1dRZ9INGGryCEEKWc8A8JwfiHHkDqn28ERmQsGNsGymNObfmvz5bHlFbr8Ev+GZeO/SX/DPG0dqGCclt/KSPS3ue/lBJpB5Am44JPyr7U2RUcjpwCBtOuY6UpjUmKDUVDa7dbbXDBAEeQmhwb+0x47t1Dbv1uSU7UpYQLpAUq3R+2xUcFu10qJ4RdPYUiB9QqJZJiQzEmOQJJsaE0AEIhBsmgPMV9RA2CcGRmZuLWW2/FO++8gx9++AH5+fkoKCjAzp078cEHH+C+++7DuHHjBO9HYWEhjh07BgC48MILreqOREVF4eabbwYA6PV6/Pzzz8O2b968GQAQEhKC+++/3+J4jUaDxx57DADQ09ODLVu2WOxDog1fQSghSjnBMAxGXb4E2eueQIDWcnXszKef4+hDj6CnsUmC3kkHy7J4Zst+GPtMLh1v7DPhmS37idafCxGUa9LpibjgAAPlNU06PZG2pMi44JOyL5SFqDM44xTQYxTfkQoATte2E2nHUTCAdLDMHd0Ib5uoc4E0fz/3VgD5WtnaQwi7egqFQvFmvCUo7y1IEgSRC729vVi4cCGSk5Nx/vnn29wvPT198G9zZ5uqqqrBIMr8+fOh0WisHj99+nSkpQ2knn777bfDtpFow5cQSohSjoSNH4ecFzYgYsZ0i20dx0/g8J13o2VE2Yw3U1DaiLpm9yb0dc16HC2VZ/CIm06UVbfZ3c9ZymvITH6lyLjgk7Kv1QRBQSgrlGHg9Eo7X6cATgitvsW9bAxX8PdTEPPVchQMECJY5urKlzdO1Lt7+twulatr1ru9kugNdvUUCoUiFt4WlPcGPCYIUl9fT7zNqVOnYtOmTfjhhx8GbXytcebMUPp9TMyQIvTBgwcH/54929Lm1JyZM2cOtlVZWUm0DV9CCCFKOaMMC8X4hx5A2s1/tnSP6ejE8SfXo+LNt2Ayev/N8P3vT5Jp5wfHbk98adKRndA2txnQoe8l2ma7mwKrHGJnXDgqL+FQq5SICCOUHRamwtO3n0XcKUBMW+GRBPgr0NfvWvaUNRwFA4R6j66sfHnjRF0uK4nerM9FoVAopPHGoLynI/pTp76+HkVFRejo6EBfX59FiivLsmBZFkajEQaDATqdDkVFRdi/fz+OHj0qdnfR0tKCN998EwCgVqsxf/78wW2lpUP19qmpqXbbSUoaEmQsKSlBcnIysTZ8CW8c1DqCYRgkLLkEoePHDbjH1A+3yKr535doP3YCY+9ZDVVcnES9FBa9wYiicjI1kIVlzdAbjERKoYS4HkPVAUTbDAsJJNIOydIfRzhTXqI3GNFCKDuspd2ABG0wUacAsW2FzQlQKjA6UYOiihai7dq7bwoVLONWvpz53XrbRF2IlURX74NaTRAUCobIoJ6EXS+FQqHIGV+cv8gd0Z7oLS0tePDBB3k7w5hD2ubRET09Paiursb27duxZcsWNDY2gmEYrF27FhEREYP7mQuUJiTYV6+Pj4+3ehyJNvjC2e26QnExudVzd/C2Qa0zhI7ORM7zG1C66RU05+0etq2zpASH77wXGbfdiuizciXqoXBU1ZO1Za1u6MSY5AjHOzqEvEZGRmI40fbSE8KItic0fMtLOJp03SAl88L+nh2WFBtKzClAClthjoiQQBw/3Uq8XXv3TZKTY3O4lS9nPvv2LnJZVXKYqAuxkuhqEEStUmJOVjx2Fbg2pjCHhF0vhUKhyBlfnr/IFVE+QZPJhP/7v//DsWPHeImbMQxjsV9YmDgD+aNHj+Kqq64a9lpcXBz+/ve/D8sCATDMKSY4ONhuu2q1evDvjo6hATGJNvjy6aef4qWXXnL6ODnh66tP/iHBGHvf3aj79jtUvPEWWLMymH69Hic3PI+2IwVI+7+b4BdIJgNADtS3kBH3NG+PRBCEoMbqIFqNGlHhKiKpjlHhKmg1asc78oB06Y81UuJCsXrZVN4BEED41RW1SunWBE0KW2GOejfdYKzh6L5JcnI8EmdWvvKLG7DurX3Ezi2HibrcVhIX5aYS+Z5J2PVSKBSKnPH1+YscEUUT5JtvvkFRUdHgvzMzM7F48WLMnTsXAODv748//OEPuOiiizBz5kwEmk3elEolNm3ahN9++02MrlrNlGhsbMSHH36IwsLCYa/39g6tMqlU9i9G8+3mx5Fow5fgBtgkkMOg1hUYhkH8xRdh0j/WQ5Vg+VnU//Ajjtx1H7pOnZagd76FUBlql5+TQaSdP5yTSaQdQBxhVJMLUSU5r65IYSssNHzum4tyUwU5N9/vRggNFpITdb3BiMq6dpysbEVlXTtvgTu5XevZGVre+jm24Kv9Q6FQKJ4Mnb/ID1EyQX744YfBv++9995By9mmpibMmzcP/f39uPHGGwdtcXt6evD888/j7bffRl9fH/73v//hvPPOE6OrSE1NxWuvvYbIyEg0NDRg27Zt+Prrr7Fjxw7s2bMHGzduxFlnnQUA8PMbGpDwqQvnUCiGYk8k2vA16OrTACHpaZj83LMo//d/0Ljj52HbuqurceSe+5F283LEXXShqOVkQhAXRSabgSM2klR7wljGLjkrHW9vO+aWC4S/H4NLzyJ3jYshjFpV34k1m3biweUzHYqNcpxp7CR2fmurK3qDEU26bhh6+6EK8INWE8R78CGFrbDQ8LlvcpNjkmVAfFe+hNBgITFRZ1kWR8uasG1XBfYU1g27LhQKBnOy4rEoNxXZGVqb92u5rSQyDIM7l03Fmk07Xfq8ndH+oVAoFE+Hzl/khShBEC6DIiMjYzAAAgBarRbJycmoqqpCXl7eYBAkMDAQa9asQX9/P/773//ihx9+wIEDBzB9uqVVKGnGjh2LsWPHDv574cKFmDdvHh588EF0d3fjnnvuwfbt2xESEjKsPMVgMCAgwLagYU/PkEOD+X4k2uDLlVdeiTlz5jh9HDCgCfL444+7dCxpSAywvWX1yV8dhDGrV0EzORtlr74Ok2GohII1GlH+6uvQHS7A6FW3wT8kRMKeukdijHurjeYwABJjyHwWQpTDAAOTi/CQQLdKYsJDAolOLoTSehiJobcf697ah/Ur5zksiymt1uH59w4ROze3ukJiwgpIYyssJEmxIbzum+5Ojq3Bd+WLtAYLiYl6abUOL7x/yGa/TCYWuwpqsKugBslxobjTRkmYHHU4MhM1eHD5TKczb5zV/qFQKBRPh85f5IUo6QQ6nQ4MwwyWv5gzbtw4sCyLgoICi2133333oE7GF198IXg/bXHllVfiwgsvBDDwXr777jsAwzU8urvt117r9UOaBuHhQ8KHJNrgS0JCAqZPn+7S/+aBIanhBtiurkx74+pTzPxzkfPCswjOSLfY1rJnL/L/djfajx0Xv2OEUKuUyEonc9OfmBFFLI1QqGvoaFmT25ogzW0GFJaRcdQByKZyOsLQ249/vn/IroaUECv+i+emobRah9s37MBDr+Qhr6DWIujDTVgfeiUPt2/YgdJqnc32xLYVFhKFgsFd107jfc1njArHNReMBalfCN+VL5IaLCQm6vnFDVizaSfvQW9lXQfWbNqJ/OIGq9tJlRqRXEmcMjYG61fOI24tTaFQKN4Enb/IC1GCIIbfV6ejo6MttmVmDtSsnzx50mJbUFAQzj33XLAsa6HHITYXXHDB4N/Hjw9MJkeNGjX4Wm2t/bpv8+2xsbGDf5NowxfJTNRg6cIxLh27dOEYr1x9CkpIwKRn1iH+0ksstvU2NeHoQ4+g8oOPwPZ75ur0NReQCcQtO59cQE+oGn1SE7lteRVE2uEQSuvBGqfrOuwGcUiv+KfEhcLY1090wsplz3gDl+Sm8b5vcoGkt746RqRgjO/KF2kNlkf/Mtutibqr2iRcNpS1AJtcdTgyEzV46Z75WLciF7mTEiyuez8Fg9zJCVi3Ihcb75nvlc9gCoVCcQSXPefs+JFmz5FHlCAIl7VgNFqKfyUnJwMAKisr0W9lcpaSkgIAOHPmDPF+dXR0oKioCN99951D1xqNRjP4N/c+Ro8ePfhaZWWl3eOrqqoG/+YCP6Ta8EVKq3X46EfLwBkfPvrxpN3VW09GoVQi/S9/xviH18A/dMRA2WRC1fsf4uhDj8DQYH3SJmcmZWrd1gaJjwpGdqaWUI8GJrmkYDDg5kJyIrf7aC1v0UU+ZKVHQekvnh6RvSAO6RX/KxeMxvq39xOdsIqZPSM0h0828HJ3czbzwRHOrHyR1mAJD3HdYcvdTCVb2VByXklkGAbZmVo8cOMMvP/ExXj5vgV47m9n4+X7FuC9Jy7GAzfMQHam/RIyCoVC8XZo9pw8EGU0GxMz8KWdPm3pVpGUlAQA6O/vR3l5ucV2bgDQ1dVFvF+PP/44rrjiCtxxxx04ceKE3X3NAxRxcXEAgJycnMGH+YEDB+wev2/fgFVffHw8EhMTB18n0YavIdTg0puInDEdOf96DmFZEy22dRw/gcOr70bTzl0S9Mx1GIbB/TfMQICLk/AAfwXuu2E60QG4WqUkZlMWGa6CWqUkOpEzmVgiVrscheXNMPaZiLXnCFtBHNIr/nddOxWf/FQiyD1FzOwZIams73RYXkXalcXZlS85WciSyFSylQ0l9Eqiq+415qhVSiTFhmJMcgSSYkOJOxmQ6COFQqFIBc2ekx5RhFGnTZuG48eP4+eff0ZnZydCzAQa09KG6lIPHDgwLDMCAEpLSwFgmG0uKWbMmDGoNfLJJ59g7dq1VvczmUz45JNPBv89b948AAPBiJycHOTn5+O7777DfffdN+y9cRw4cAAVFQMrmpy2CAeJNnwNkoNLklkBciMwKgpZjz+K6s+2ovK9DwDT0OS1v0uP4mefR+uhw0j/v5vgF0Quo0FIMhM1ePimWXhy8170GvlPxgOUCjz851nEHyJ6gxGt7WSCDK3tBugNRllN5EZCMvuCD1wQZ+QEivSKf5fBKNg9RQinFKnYlldh855JWqMlLkqNGxdPwNiUCN7HyMlClmRJm7XPnFtJtCe4ak6CNhirluYgK8P290dCDFhIPKGPFAqFwhcuey47Uwu9wYjmNgO6e/oQFOiPqN8XxijCIUomyMKFCwEA7e3tuPnmmwcDGwAQGRmJpKQksCyLt956C52dQ3aHR44cwU8//QSGYQYzRkiyaNEiREQMDLA+/PBD7N6922IflmWxbt06FBUVAQByc3ORnZ09uP36668HMCCY+uijj8JkGj4xa2trw6OPPgoAUCqVuO666yzOQaINX0KueglyhPHzQ9Ifr8Skp59CYKxlGl3D9p9w+K570VlaJkHvXGPK2Bjc/sccKP343b6U/grc/sccQdIIm3TdIDUXN7H4PWtDnhlKeoMReUfdd6VwFmtBHNKBop8OVDneiQfbdlneU9wtX5AT9sqrSGu01DXr8cyWA1i29hs8/fZ+FJQ2OszeI6nB4o6FrFglbY5WEs2paerCQ6/mWf0sSYoBC4Un9JFCoVBcRejsOYologRBZs+ejalTpw66wFx66aV47rnnBrdffvnlAAZKTi699FI888wzeOCBB3DjjTcO6oScffbZxPsVEhKCxx57DAqFAkajETfddBMeeeQRbN++HUeOHMHWrVuxbNkyvPPOOwAGymDWrVs3rI3FixcPZoZ89dVXuP766/Hdd9/h8OHD+PDDD/GHP/xhMOizatUqq8EcEm34CnLWS5AzoWPHIOefzyH6HMvfkaGmFgX3P4jqz7aCNYlX6uAq+cUNePmTIzD28+ursc+Elz85YlO80h2EyNqQa5VWk65bkr5ZW40nHVAoLCXjorP7aI3Ve4qr5QtyW8u2V14lVJaQM5Nbkhos7ljIilnSZq7D8dStcxGvta2bZO2zJO1eIwSe0EcKhUKheBaiKdz961//Gsz4AICAgIDBbcuXL0dCQgIAoK6uDm+99Rb+97//DbrKhIeH44YbbhCkXxdeeCGeffZZqNVqmEwmfPjhh7jtttuwdOlS3H///cjPzwcAZGVl4d133x3UAxn53mbMmAFgoGzljjvuwNVXX41HHnlkUNB1+fLluOWWW2z2g0QbvoCc9RLkjr9ajTF3/Q2j77wDCtXwFU62rw+n334HRY8+jp4mcraqpBHCbcEdhEi/l2saN+mADx9srcaTXPFXKBhiuTdD2TyWTBkbg9uumsxbWNbfT4EbFo8n1DNyWMvMIa3RYgs+k1s5WMhKUdKWX9yAx/6zB7VNel5tVtZ14P6Nv+HJN/fK5n5qDbnd8ykUCoXiHYgWBImOjsYXX3yB2267zULYMzg4GK+//jrS0tLAsuzg/wAQFRWFV155BVqtcNoNl1xyCb799lv89a9/xfjx4xEcHAylUomYmBgsXLgQL7zwAj7++GObYqQhISHYsmUL1q9fjzlz5iAiIgL+/v6Ijo7GBRdcgLfffhtr1qyxO7kh0YYvIGe9BE8h5txzkPPP5xAyQn8HANoKjuLw3+5C0y7L0jCpkaMgrhDp93LSNTBHCiHh8WmRVlfjSa74T0iNJNIOhy2NmMEMJp7Csn39JnzwfTHk5rBr7XoirdFiD0eTWzlYyIr9G3Y1UNDbZ0Kvi0LHYgiMy/GeT6FQKBTvQBRhVI6goCDccccduOOOOyzscjMyMvC///0PP/zwA44cOYLe3l6MGzcOixcvtioUSprY2FjcdddduOuuu1w6XqFQ4IorrsAVV1zhch9ItOHtyHWC6GkExcch++knUfX+h6j+9HOY1zn0dXai+B8b0HreAqT95Sb4q+UhmipHQVxuMr6rwH2tDC79XqsZKIMgMWxnGBBzr5Fb/HVRbiqRzz1nTDQKy8llPxmMlhM2VyepPUaTrIIgtjJzxM4SMvT245kt+/Hwn2ciOkI9LFDGabCs2bTTpX6RsJDlgqMkAkOOtElIC9I6g9AC43K851MoFArFOxAtE2QkSqXl6p5SqcSiRYuwZs0aPProo7j66qtFCYBQPAe5CN95Awp/f6Rc/ydkPfF3BERZrno2bP8JR+68Bx3FJyXonSVyFcQlnX6vVikRScp2N4ykurj4s/Gi8mabuj2kVvzHOeE+wgeVcnig1t1JqkgJFrywpZMhhehrXbMet2/42apwqtAWso4QU5uEtCCtswgpMC7Xez6FQqFQPB9RgiB///vfcfjwYTFORfFy1ColZk+01GVxhVlZcVR9GUB4dhamvPg8onLnWmwz1NWh4IGHUPnBR2D7xV9p5JCzIG5WehRvnQdbKP0VmJg+UJahNxjRQsh2t+V3210SSDHRZe1obLjrusKt+EeEkQ2EjmxP6kkqSWzpZJAMTjuLLeFUzkKWb6AsJS4U61fOI+YiJZY2idi21SMRSmBczvd8CoVCoXg+ogRBPvjgAyxbtgwXXHABXnrpJVRWVopxWoqXMj6NTA3/hFTXa769Df+QEIy99y6M/tsqC9FUmEyoev9DHH1wLQx1dZL0T86CuIXlzbx1Hmxh7DOhqLwFAFkXFntBBGeRaqJrT7eHxIq/VkO23GtkdpnUk1RSmAfqRkIy88EdRgqnOrKQ9VMwyJ2cgHUrcrHxnvluZ4CYI4Y2iViCtPYQSmBczvd8CoVCoXg+opXDsCyLqqoqbNq0CRdeeCGuueYafPDBB2hraxOrCxQv4fipFlm14y0wDIOYBediyr+eQ+jYsRbbO04UI/9vd6P+x59EF5qTsyAu6ZRtub5XqSa6jnR7pF7xt4ccJqmkMA/UWYNU5oO7jBRONbeQff+Ji/HyfQvw3N/Oxsv3LcB7T1yMB26YgexMLXHRcVKZSvb6JaYgrT2EEBiX632QQqFQKN6BKEGQRx55BNOmTQOAQeeXI0eO4LHHHsO8efNw++2348cff7QQS6VQRqI3GLGnkEw2wu5CmiJrDVVcHLLXP4GkZVcDiuG3CJPBgNKNm3Di6WdhFDGAKVdBXCFStuX6XgHxJ7p8dXvcWfGvqidbqlLd0Dn4t1wmqaT4+KeTOFnZisq6dot7J4nMB1LYcgVRq5RIig3FmOQIJMWGCl4OKbQ2iRRiqNYQQmBczvdBCoVCoXg+ojwVrr32Wlx77bWoq6vDV199hW3btuH48eMAAKPRiO3bt2P79u0ICwvDokWLsGTJEkyZMkWMrlE8DCFSZKkuiCWMnx+Sr1mKiCk5OPn8P2Goqx+2vWXPXuSfKEbmqtsQOX2a4P1Rq8jeqoICyQywhbgexXSWcBZuoiuWxsXsLPuikOZwK/7ZmVroDUY0txnQ3dOHoEB/RIXbFoitIvxeKuvaMSZ5QGxVLpNUUuQXNyK/uBEAoFAwmJMVj0W5qcjO0LrtykIaubiCcJlKL7x/iNfvJiUuFKuXTeVVmiOFTs9IhBIYl/N9kEKhUCiej6juMHFxcfjLX/6Czz//HF9//TVWrFiBlJSUweyQtrY2fPDBB7j22mupfgjFKjRFVlxCx47B5BeeQ8zCBRbbjDodjj+xDmWvvIZ+g7D11noD2e+pu4fMdSTE9Sims4SzuJvi7yzjU13T/3Fmxb9d3+tq96zS0T2UISGHSapQWBMkdTXzQSjk4goilDaJlIK0HKTvMRxyvg9SKBQKxfORzCI3PT0df/vb3/Ddd9/ho48+wo033ojo6OjBgEhlZaWFfgiFQlNkxcdfHYTRq1Zi3AP3wT8szGJ73bff47DAVrpyDX4JdT2K5SzhCmJOdI+dahb8HGHqAKLthQYNTbbkMEkVA3NBUmc1WoRETq4gQmiTyEGQVoh7DIec74MUCoVC8WwkC4KYM2nSJKxZswa//vor3nrrLSxbtgwxMTGDAZHDhw/jsccek7qbFBlAclJBU2SdI2rOLEx58XlEWCl/MdTUDljpvv8hTH3ks2vkGvwS6noUw1nCHcSa6O4prBN8EptE+D0kxw0FCuUwSRULc0FSR5kPYiFXVxCS2iRSCtIKeY8B5H8fpFAoFIrnIosgCAfDMJg5cyYWLVqERYsWQa1WE1dsp3g2NEVWWgIiIjD+4TXIWPFXKAIDh280mVD1wUc4ev+D0FdVEz2vVhMEUvMoBcHgl1DXoxjOEu6SmajBxrvPxc1LJgoWTHR1Eqs3GFFZ125TxNOcpFiyQZDEmJBh/5aLa4oYmAuSjsx8WLU0BwFK8Ycc3l7yKJUgrRj3GE+4D1IoFArFM5FFLUB/fz927dqFr7/+Gjt27EB7e/vgNpZloVQqce6550rXQYqsWJSbil0FNW63Q1NkXYNhGMRddAHCJ2Xh5AsvovNkybDtnaVlOHLXvUi5/k+Iv2QRGIX7Ex+1SomIMBWRVd2I0ECiwS+hrkeu7OTJN/eit8/Eu50AfwUvZwl3Ka3W8RZ7dAe+k1iWZXG0rAnbdlVgT2HdMEFFayKeHGqVEhPTI+3av/IlKz3K4toSW0xWaqwJktY0deH1rUfRa+R/HZPC20se3RWkVforwDBw6rvh615DAu4+uO6tfU69PzH7SKFQKBTPQ9LRwb59+/DVV1/h+++/R9vvdpvmlnaTJ0/GZZddhsWLFyM8PFyqblJkBolJBU2RdZ+ghARMevopVH38Kao+/BgwDQ2iTb29qHhjM5r37sPov90OVUyMW+fSG4xoaSeT1t7SboDeYCQWCMnO0CIuSo26Zr3LbcRHBdu8HvtZ5yaOzu7vCvnFDU5PSlyFzyTWUUCGE/HcVVCD5LhQ3DnCfWPZBWPx8Ku73e7rsgvGWrwmN9cUMdiWVzEYBGFZFi+8f0iS984APlHy6G6gIDQ4QBD3GlII6bBDoVAoFN9E9CBIQUEBvvrqK3z77bdobByw2jMPfIwaNQpLlizB5ZdfjpSUFLG7R/EA3J1U0BRZcgxa6U6bipJ/voju6jPDtrcXFuHwHXch7S83Iea8+S5/5k26brBknGjBspCdNTILyzdXWq3DY//Zg34nYxr9/cBj/9mDDX87W5BJQGm1TrQAiIJxPIl1NiDDiXg+uHwmpowdCM5NyoxGVLh7mUZR4SqbdqyuZvV4KpwgqVqlxNGyJsmyYAjdMjwCdwMFL90zH4Vlzdi2qwK7C2uHZVL5KRjMzo7H4rlpyMqIkuTZyenMyLmPFAqFQvEcRAmCFBcXY9u2bfj6669x5szQJIkLfoSGhuLCCy/E5ZdfjunTp4vRJYqHQ1Nk5UXo6ExMfv5ZnH7nPdR++dWwbf3d3SjduAnNe/Yi8/YVCNBonG5fru4wAHC0rMmtLBAAqGvWDyshYFkWT765F/0m16Zx/aaB4zevvYDoZEDsVf0JVspLzHE1IMOJeK5fOW/wXqD0d69sK8Dfvm5BaDBZFxo5YzKxKCxrgiZUhU+2lzg+QEDkFvAUEncCBZyGS3amFnqDEc1tBnT39CEo0B9R4SpZfIae0EcKhUKheAaiBEEuu+yywYctF/jw9/fHvHnzsGTJEixcuBABAb4zQKSQgVv5ev69g6iq73S4f3JsCO68dhoNgAiEX2Ag0v/yZ0TOnI7SF19CT2PTsO2t+w8gf9WdyFhxC7Rz5zjVtlzdYQDg612niLRjXkJwpKTBbf2T5jYDCkoaMXmMe6VI5oi9qs/aSf9xNyDDiXhuvGc+kUBWbXOXhRbGyL76QhYIxxNv7pO6CwC8Xxh1JCQCBWqVUvYBBU/oI4VCoVDki2jlMNxgdsKECbj88stxySWXIDIyUqzTU7wYBnxXuml6rBhoJmUj58UXUPGfzWjY/tOwbX3t7Sh+ZgOaz56H9P/7C5Rh/FwNOCtak4uZEeaQtEbWG4zYXVhLpC3zEoI3vjhGpM3/fFmEjXeTC4KQCvjw5VhFi039FhIBGU7EU4hAljlSloT4OuYBT73BiCZdNwy9/VAF+EGrCfLqiTQNFFAoFAqFYh1RgiBxcXG49NJLcfnllyMjI0OMU1J8AKe1AOottQAowuCvVmP0HSsROWsmyja9AuPvwsccTb/uRFtBITJuuxVRs2Y4bI+zoiXhwkLSGrlJ100kMAMMt4M9VdvuYG9+nKppJyYCSzLgwxd7+i3bdlYQOcf/fi3F/uMNRNoyD2SZ89EPJ4m0T3EOPwWDyLBAFJQ2Ou0aRKFQKBQKxXsRJQiyY8cOOrigEIWkFgBFOKJmzUDYuDEoe+U1NO/eO2ybUafDiXVPI3r+uUj/y5/hHxJity05WiMLoVVSUtlKtM3SKh0mjY52ux2SAR9naG03ICl2eMYQyYDMvqJ6YgKaXCDLPAjS1d2LI6VNdo6iCEVWRhTue2mny65BFAqFQqFQvBP3lOB4QgMgFJKQ0gKwpzdAIYcyPBxj778XY+5abTXQ0bjjZ+SvuhOtBw/ZbYezRnYH0tbIQmiVlJ1pc7yjE5TXkGlPKntXg9HyvETdgsg0M8hIDYrdR8XNnqEMcbyihXcZEucalF9MJivIHnqDEZV17ThZ2YrKuoFsLQqFQpEKek+i+CKiW+QCQHt7O2pqatDV1QWTib9Q3IwZjtPmKd4PSS0AW5aWFLIwDIPoc85CeHYWSl9+Ba37Dw7b3tvSgmOPP4WYhech7aYb4R8cbLUNuVkjC6FVYiQsntlrJYjgCqQDPrzPq7Q8r66jR4Ke8GOk6O6Og9US9cS3YRg4LUQrZKYgy7I4WtZEy3I8EF/TkqH4BvSeRPF1RA2CfPHFF3jttddQXl7u9LEMw+DYMTJigRTPRmgRQ4pwBERGYPxDa9C442eU/+dN9HcNd+Ro+HE7dIePIPP2FYiYkmNxvNyskdUqJWZPjEMegdX+WVlxUKuUiNeqCfRsiHit/TIjvmg1QWAYEMvA4EtEmKWIrZwdP8xFd/UGIwrLmiXsjW/iznVq7hpEauBfWq3DC+8fomU5HgSdIFK8GXpPolBEKocBgA0bNuD+++9HeXk5WJZ16X8KRQg3Doq4MAyDmAXzMeXFf0JjJdDR29SEY39/AiUbX0ZfV5fFds4amW9pTEpcKNavnCeYGO74NDIuVxNSB8p0JqSRK9cBgPGpEUTaUauUiLQSkBAShQ0nH5IWx0LSpOuGiT67REXpr3A7UMdlCjqCTwp5fnED1myyrUsyEjHLcijWKa3W4fYNO/DQK3nIK6i1yPTjJogPvZKH2zfsQGm1TpqOUiguQO9JFMoAoowkDx48iDfeeAPAQHRdrVZj8uTJ0Gq18Pf3jMEsRR4I4cZB01qlIVAbhQmPPoz6H35ExRtvwWQwDNve8ON26PIPI3PlrYiYNnXYtsxEDV66Zz4Ky5qxbVcF8o7WDJv4KBhgzqQELJ6bhqyMKEFX6o6faiHWzmXnZECrUSMsOADtXb1utxkWHACthkxmid5gRGu7wfGOBJmTZd3JRxMaKGo/nMH8niKVjoqvkhIXCk1oII6UuC9EaytT0JkMgbIzbVTA28Nw2nWujrrOUTwHaipAoQwhSgTigw8+AMuyYBgGV155JR566CGo1WRTvim+gRBuHBTpYBgGcRecD03OZJRufBltBUeHbe9tbh7QClkwH2k3L7cQVmV//49hmOHZYgwDsAPbhURvMGJPYR2RtnYXDtmrXrVgNN78ssjtNv+4YDSBng0wkNVArDleLM617uSj1QSJ2xEnMHezkUpHxZdQKBjMyY7H4rlpSB8Vhmsf+ZZIu9bsjp1KIY8NRW9fv9sC3iTLcij2oRNEijdDylSA3pMo3oIo5TD5+flgGAaZmZl46qmnaACE4jJCuHFQpEcVE4OJjz2C9FtvgUJlWf7Q8NMOHLp9NVr27Qcgn3RlITKTAOCys9Ph7+feIMPfj8GSs9NJdA2A+FkNpJ18xMLczUbOwRpXWXHFJKy9aabg54mNVGNSpha2xtoMgJwxWjz05xm4//rpyM7UornNIMjvEXAhhby+A3XNesc72oFvWQ7FfajrHMXbIWkqQKF4A6IEQRobGwEA5557rhino3gxnBsHCfxs6A1QpIFRKBB/8YWYsvEFhE+eZLHd2NqK4089jT2PPYO/v7hdFvWsQmUmKRQK3HH1FLfauuPqKVAoyN3ixc5quHLBaJurTdUN7g3khMSam403UVDWhKwMLbH7sDl+Cga5kxOwbkUu7r9hOnSdPTb1PVgAh0824Yk39g0GOoX6PbqaIUCCbXkVop/TF6ETRIq3Q9JUgELxBkQJgnCZH0FB3rcqRhEXtUqJCalkhCjHp0VSPRAZwmWFZKxcAT8r94z+Q/twfelnGNt5mnebXLoy6YwQITOT5k9Lwg2LxrvUzg2LxmP+tCRS3QIgflbDpz+V2FxVdXeFXUjM3WzkHKxxld2/OyHNyYon0t6UsdF47m9n4+X7FuC9Jy7GAzfMQF+/CQ++vMvpQGdFTRuRPnEEBfq7nSHgLlTAWxzoBJHizVBTAffgI4JN8TxEqQXIzMzEgQMHUFZWJsbpKF4OTTb1fga0QhYiYkoOSl9+FbpD+cO2h/Qb8Ie6X3AiOBk/RM9Cl7/jCboQ9axcZhKJFHxrmUl/PG8MtJogbPzwMIz9JodtKP0VWLU0h3gARAq4VVVPs7E2/w7lHKxxFa5MZFFuKnYV1Ljd3h8XjMGY5CEHI3d0GV7fehQKBkS0a7jfI4kMAXegAt7CI8QEkX5fFDlBTQWcx1wEe/fRWoyUnZubnUBtsj0cUTJBLr74YrAsi+3bt6OlhYyTAsU30RuMOFZBJt20qLyZRnNlTmC0FhMeeQiZq1YCKstAx7iuSvyl8n/Iai8DH19M0unKapWS2Ir47GzrTijzpyXhw6cuwjgHVrfjUiPw4ZMXCRYAadJ1C9KuPWytqoYHB4jcE374+zFePzAEBspEstKjoPR3bwih9FcgLSF0cIXtdG0bnnv3oMtZFz1GE1QBZNZ2uN8jqQwBd6AC3sIilLYThSIXqKmAc5RW67Dy2Z8GdedGDi9ZFoO6cyuf/YlIljHNNhEfUTJBli5div/+978oLy/H6tWr8eqrr1JxVIpLNOm6+cx1ecGy8IlotqfDMAxiFy7Au6VA1C//Q6a+etj2IFMvLmnYhQmdFfg2ejbalSE2WhrAlvWlq1w8N4XIiviiOalWX//gh2K8++0Jh8efONWKKx74Gn+6aByuOX+s2/0ZiRTlALZWVeW66NLXz6JJpx+0JY6N9M7nXFCgPwrLm2Hsc5ydZA9jnwl/euRboq5DekKD88Vz04hmCLgDFfAWFjpBpHg71FSAP/nFDXjyzb3o5fl8q6rvxP0bf8PDN81y2ibbGct1mm1CHqJXcU2N7YnAI488gpUrV2L//v1YvHgxli5diqlTpyIyMhLBwcG82k9ISCDVVYqHQgcrvoneYMQvZZ0wxc/H+M5TOL9xH9SmnmH7pOtrcHPlF/glaioOhY+1OVMmna5MLChnpdDrXx8cwo/7q5xq591vT6C+uQt/u2YqmY79jhR2r7bSbnWdvaL3hS/HT7XgrJyB4AdnletNcGUifAJzfBDCdlmt8ofe4Pq9nXMmqqrvIJYh4CpUwFt46ASR4u0IXbrrLZRW6/DEm3udDvD39pnwxJt78Y9VZ/G2yXbKcj0uFHcum0otuAlD9E69YMECXpGq2tpavPjii061zTAMjh075mrXKF4CHaz4JoPpygyD46FpOKWOx/mN+zCh89Sw/QLZPlzQtA/jO0/hm5g5aAkIt2iLdD3rhz+cJNLOBz+cxOTRMWb/LnY6AMLx4/4qxEYFE80Ikcru1dMClbVNXYN/q1VKTEyPQlG59zhGzM4eKP+SQ4aELbp7+hAY4IceF4LmqgA/rF42FQzDSCaGao6tMjkKOdQqsuOAoEDvdoiieB5c6S6JrFVvvSexLItntux3OcPR2GfCM1v2499rFjqcC+cXNzilfcWJfz+4fKbT2SYU2xDXBGFZ1uH/fPezdhzFtyE5EWMAr41mexsjHxTdfip8EXc2Pomfjw4/y2siydCAmyq/xNyWAihYy4cMqYm13mBEIaEJbmHZkEZNf3+/2yvt7357Av395CZxUtWnWgtUxkXJt8xEOcIid9kFYyTqiTAsnptGVENBCFgWuOXybKeD5qoAPzy4fObgapsU2U8jWTw3TeoueD3uZA1Zo7tH+uAZhRzeotWwKDeVSDveek8qKG10W8y8rlmPo6VNdvdxR/xbCJdDX4Zo+HvGjBkkm6NQBEW+Q3jKSGxNRkqDk1CVHIv5zQeR014ybJs/TDi75TDGdZ7CtzFzUKOKHtxGKgOItAVqdUMnxiRH4LWthUTa+/fWQqy4cjKRtsqqydqP8sFWoDIxRr5lJhkJYcP+PSkzGnFRaq9wiknQBiMrIwolVTqpu+IQVYAfVlw5CR/8cHJYdo4tUuJCsXpEujHJFHJXiItSIysjSpJz+xK0zJYyEm/UasjO0CI5LtQttyuuVNAbef97Mlm97/9QjEmjo61uc9dyXQiXQ1+GaBDknXfeIdkchWIBaYcKKozqGdibjPT4BeDbmDk4HpKKixp2I6Kvc9j2mF4drq/+BgfDx+HXqCno9w8glgFEemJb36LHmOQIbN9XSaS9H/dXEguCdOjF1+GwNfVUq5TISo8iloVDkoTo4cK8DMPg/htm4N4Xf0Vfv2eHXlctzQHDMLLIkHDEs/89OOzfUeEqtLYbhmmQ+CkYzM6Ox+K5acjKiLIYVJJMIXcFBnSQKwa0zJZijrdqNTAMgzuXTcWaTTtdmoSblwq6gt5gRJOuG4befqgC/KDVBMlm/K03GImVrXJZvdbeGwnLdc7lkKTAv69C79QUj4Ku2PgmfCYjp9XxeCN5Cc5qOYwZuuNQmE2hGQDT205gdFclqmYuIvbg7SV8Pfb09qGqvp23Krkjeo0mVNW3Iyk2zPHODghVS2NLaytQec0FY/Hwq3kS9Mg+1lLhMxM1uOnSLPx761EJekSGiemRyMoYGHRJpQ/jDpxtaVyUGtdcMBZjkiIQFa5yeC9YlJsqWRCktrmLDnZFgIpGUji8XashM1GDB5fPdLocY2SpIF88JaOmqp5sVu+eo7VYMCPZ4nVSluukXQ59FeKaIBSKkNAVG9+FTz1rn8IfO7TT8XbiItQFRlpsD+/TIyvvExRveB69Op3bfbLm6OIeDI6U2K8ndZaCMjKrGxmJliKzYmArUJmdEQV/P/mtlLe2G6y+Pnm0Zw9Yrr1gnNRdIEJdsx4vf3wETbpuXsFQLoVcKrblVUh2bl+BC7KTwFtFI30BX9FqmDI2ButXzuN9X0uJC8X6lfOcDvKUVutw+4YdeOiVPOQV1FoEGbmMmodeycPtG3ZI+vnVt5DN6n3p48PIL24Y9hpJy3XO5ZBr1xs0a6SAzgApHgVdsfFdnKlnrVdF4e3ERZihO4azWo5AOUIctem3XdDlH0HKjdcjduECMApX48GkJ+EsdB3WJ9Gu0tpGpoRMq1EjKlw1uKIuFrYClYXlzbIsLzEYrQ+gpdaXIAnpskSxccbO0N0UcnchbelNsQ6pjB9vFY30dnxNqyEzUYOX7pmPwrJmbNtVgd2Fw4MUjkoFHeHtGTWOMPazWPfWPqxfOW/wGUNSUNxkYpFXUIv9x+uw+2gtzL1DGAaYm50giwwbuUMzQSgehVqlxIRUyxV+VxifFkkHlh4EwzC4asFo3vuzjAL7IrLwRtKlOBUUZ7G9r7MTZZteQeFDj0BfVe1SnwIJZyYFBvhDE0o2MBcRTq504bKzM4i1xQcFY9vBiVRaKWlUSuvXBMl7lxR8vfvU4N+6jh7pOkIIzs6Qj/Mcl0IuhRYKZ+lNV/uEhUTGjzeLRno7JLUaPIXunj6EhwTgivmZ+Mft8/Dc387Gc387Gy/ftwDvPXExHrhhBrIznZ9Ee2JGjRCOc1xgjHvGkA6i/+vDfOQVDA+AAAPuaFyGzcpnf/KYDCUpoJkgFI/D89dRKa7Asiw++anE8Y4j0AWE4YOE85HdUYaFLQcR2Dd8Atd+7DgOr74bo664HEl/vBKKAP7aF7GRZB+csZFqpMaTTb2fRHBQnhIX4ngngkSEWddsIJlWSpqIMNtBLE++d5lnJHiLlhJnZ2hLyd8cLoX8+fcOoqq+0+H+JHn1swIUljfLtp6eQ87Ch46QWjSS4hykrzVf0Wrgq9GRGOPas95TM2qEcpwzFzGVIoheVd+J+zf+hodvmuUVGTakoUEQikehNxhxrIJMpL2o3LaCM0V+uLVSwzA4GpaJMvUo3KU5hb7D+4dtZvv6UP3RJ2jauQsZK/4KzaRsXs0mxZJ9cCbGhECtUiLAX0FEHDVAqSAiisqx+ctjxNriQ2u7wepvlGRaKUkYO5krJO9dUsBlJKhVSq/SUrJnZ2gNKRxbCkotdYLk4lDhKcKHfBBbNJLiHEJda0JoNchxXCmG642nup8I6TjHBcakKol1pvzT16DlMBSPoknXbZH65SosC9H1DSiuQ2KlRu8fhB0Z52HCow8jMNYyKm6oqUXR2r+j5F8bYWxvd/t8rnLejCQi7SycbqlO7ip6gxGn3BzcOIvJxm9UCm0GPkxMi7I5+CV575IKLgNEExoocU/IUVjWjIKSRoclJvnFDVizaScqCbsIkICrpx8pxCc0niR8yBexRCMpziHktUZaq0GO48rB+xfPZ7ir9xSSGTVic80FYwVp1zwwRkqA2VmcKf/0JWgQhOJRUItc34T0Sk3ghCxM2fhPjLricsCKKGrDTz/j0G13oP7Hn+w+NEgLRHKDpznZZB6Uc7IttVBcpbSqlVhbzmDtNypFWikv7Cw+yjVw4wy6jh6crGyFobdPgnwI4Xjo1TysfHYHlq39Bk+/vR8FpY3Dfveu1riLidj19GJNqqSAE41ctyIXuZMSoFAMv9r9FAxyJydg3YpcbLxnPl1dFRihrzVvH1eKpdEhlPuJWEzK1AqiDWIeGOPjcigUXPknZQjvyWml+ATUItc3EWKlJik2FKk3Xo/oc85C6aZX0XlyuN5IX0cHSjduQsP2n5Cx4haoky2zKoQaPH23p5JIe9/urUTO2FgibR2rkCYIYu03KlenlWMVLTZToWUbuHGCJ97cK+n5N9xxFhiGQVF5M978soh4+9bSwTNGhbtV4y4mYtXTuzupMndMkCsMwyA7U4vsTC30BiOa2wzo7ulDUKA/osKtaxVRyCPGtebN40oxNTqEGKeJ+TtjGAb33zAD92/8jUg5sjnc2M4Zl0MhcLb809uhmSAUj4Kb/JCAWuR6DkKu1ASnpmLS008h/a//Bz+15SrAgHDqPTj19jvoNwxPcxVi8CTX1ZS2TvEdQWz9RqVMK7WHvVRokvcuX0WtUmJMcoQo921uNfmzn0slG7C6gtAOFaQmVZ6Ulq1WKZEUG4oxyRFIig2lARCREOta8+ZxpZiuN96QUZOZqMHDN82C0p/s9JgLjHECzFItihSWNVNnMTNoEITiUZCc/MzOjqeDGQ9B6JUaxs8P8YsuwpSX/oWouXMs9mf7+3Hms63IX7UaLfuGRFWFGDzJtT45PER8HQh7v1Ep00rtYWvgJtfAjSdRUdOGk5Wtok2gDb392LJNXDFgEghZT++LVqIUaRDrWvPmcaWYGh3eklEzZWwMHr/FchzoKiMDY1JargNAdYO47mZyhgZBKB4HqcnP4rlpRNqhCI9WEwRS2d0KOw4egVGRGHf/PRi/9kGrwqk9DY04/tTTOL7uGfQ0NgoyeJLrasqEtAgi7TiDvd8ol1YqN+wN3OQauPEUnv3vQdz9r1+x4d1Dop1TZhVXvBCynt6ThQ8pnoWY15o3jivFzir1howavcGIyrp2BCj9kDOajDvNjAmxaNJ142Rl66AAt7MCzCSpb9GLfk65Ip/CNQqFJyRq6lLiQpGVEUWwVxQhUauUiAxVobnd/ayGiDDH9dyR06chPDsL1R9/ijOf/w9s3/BAQsvefdAdPoKka5bi4tmzsaugxu1+cYMnua6mZCaJGwSJi1Lb/Y1yaaX3vvgr+vrlMVN1NHCTuh6Y4huYTCzyixuQO3kU0XZ9xUqUIj1iX2veOK4UW6ODWxQiMR4SM6PGnvUyCfYW1WFPYd3gv83tnDfefS6KyluwbVcFdhcOdz3yUzCYnR2PxOgQfPjjSaJ9ogxAgyAUj4Ob/KzZtNOlVXNVgB9WL5sqqHAchSx6gxEtHWTKOlraDbwG336BgUi57lpEn3M2yl79N9oLhwsxmnp6cPrtdxCUtAPTw6fjgCHM5T6ZD55Iin6SXE1Rq5SIjQxCfQtZRxxbMDz8RzITNfjzpRPx+tZCEXrkGEcDN3fvXRTPZsUVk1BQ2mQx2FUwQIg6AO1dvcTO9fx7h6BWKYlat3q68CHFcxD7WvPGcaUUWaWLclOJLgoJTWm1Di+8f0jQhYmR1ZvWBLgfuHGGTQHmk5UtRIMgsZHkHXA8FVoOQ/FIMhM1WLpwjEvHLl04RvbK9JThNOm6LR4krsKycEonQ52UiKwnH8Po1augDLcMdHRXVWNh4VZc1rgTwX3OpxmOHDzJuT5ZzPTU2uYuXroBC2dYuvZIxaI5qQ73kboemCId2ZlaPHDjDLz/xMV4+b4FuHPZFMRrg2FiQTQAAgC9fSbilrlyLdWjeB9SXGuu3ptVAX54cPlM2Y0rpcgqJVGmKlZGjbPWy0JgbudsS4A5MYZcyQwDIDEmhFh7ng4NglA8ktJqHT74vtilYz/4vpjowJAiPLoOss4krU6W1TAMg5j552LKphcRe+EFVvcZ31aOWyr/h+m6Y2BYfvZqtgZPcqxP1huMOH5KXJtcPrXcapUSqfGuZ+FIwZSxMbjtqsnEFegp8sU8K0utUqJJ141XPi1AbVOXYOck7cQi11I9ucDpCZjX/lNcQ6przVmthpS4UKxfOY9oxhUppNDocNf9RKyMGletl4WAs3O2NS9Rq5TISicTFJqYEUWz78zwricQxSdgWRbPbNnvso93b58J/9hyAK+tOU9WqYsU25BeMTQYXXvwKUNDkXnbXxF73nyUvfpvdJUPn6QHmoxY2HQAk9pL8X30LFQHxdpsKyUuFKuXTbW6eiTH+mSS2Th84asbEBwkj4f617tPYdLoaIf75Rc34OVPjsDo4j2M4nmYZ2WJOQDn3DGyM90X+ZNrqZ6U2NMTMK/9z87Q0vGGE0h5rWUmavDSPfNRWNZsV6th8dw0ZGVEyfZ7lUqjg8uocfYeJ1ZGjbvWy0LABaw33jPf6vV0zQVj8fCreW6fZ9n5Y91uw5ugQRCKx1FQ2oS6ZvfUjWubu3C0tInXhIUiPaRXDFVK91aZQseOweQNz6Du2+9x+t330N81/HqM6dXhujPf4WhYBnZEToXePwgA/8GTHOuTpRgw8KnlHshQaRGxV7bhE7SR0woURTy4rCwpBuDb8iqIBEE8VfhQKBzpCVir/ZdbyYRckfpaYxgG2ZlaZGdqbWo1eAJSaXRwGTV89TbsLQqRhoT18khIBOzsBawnZWoRF6V2a+4THxVs0XaTTo+y6jZ06HsRqg5ARmI4tBrf0QyhQRCKx+FqGcxI3v+hmAZBPARNaCDR9iLC3F+BZPz8EL/4YkTlzsXpt7eg4aefLfbJbi/DpN4aqBdfhsjzFkIbFeKxqylSaVg4ygIiKaDnLo6CNizLYv1be2kAxMcwz8oSYgDuCJJOLJ4mfCgU+cUNTt2budr/B5fPlGXphByRy7WmVik9JugxEimzSuWaUUPKenlyphbXLxqPqvpObPnmGFrb3S/bthWwZhgG998wA/dv/M2lLPgAfwXuu2E6GIaByWTCF7+V4/NfytBiRR8vKlyFy8/JwJKz0qFQeHfJLg2CUDwKvcGIwnLHYol8KCxrphZ9HoJWEwSGsVTZdgUFQ1bgM0ATjtF/W4XY8xei7LXXoT91eth21tCNrk8/QM/u3xB4801QT8/h3bacVlNIpic7g6MsoCMljSL1hB/2gjbPvnsADa1kXI4ojlEwQFZ6FAp4COwKxcisLFIDcGcg6cQix1I9sXE1m4ur/V+/ch7NCOEBvdbcR+qsUrll1JC0Xj5S2oTjr+xCr5FcWau9gHVmogYP3zQLT7y516lSWqW/Ag/fNAuZiRrsOFiFjR8dtnt8c5sBb3xRhC1fH8eqpTmYPy3JpffiCXh3iIfidVQ3kF1Bq27oJNoeRRjk7JjCETZhPHKefxapN/8ZCLQMsvTVnEHpE09g620P4fD+Yt5ihdxqyroVucidlGAhdOanYJA7OQHrVuRi4z3zBRtck/wO+MLAfsCqtFqH//xPHva4jnj1syP4Ld/9VU1vRelPfhXQxALzZ0g3gBuZlUVyAO4spHSVPEX4UCjcLWciLVbrzfj6tUYKubje2HI/ERPSmaMkAyDAUMDaHs5ezdz+H28/ieffO8Q7gGLsM+H59w7h4+3k7HnlBg2CmNHU1ISNGzfi6quvxsyZM5GVlYXZs2fj+uuvx1tvvQW93n4tlslkwqefforrr79+8Pj58+fj7rvvxv79+3n1gUQb3oy7WiAjqW8h2x5FOBbPI5M+fUluOpF2rFFW24F1xWpsjL8EhaHWzxN95gRan3oEL//tWZRU8M9iYLn/RgyeTSwLsAPbhYaUaw1f7L0jlmXx5Jt7IZNKGLvsOFiJbRJkAHgKCgWDxQL9LpNiQt22bHSFBK3awjVCytItkrpKcplUSQGJciau9p/iGF++1kjiTa437uAJpai2AtZcBpqz5TC9fSY8/sYebPn6uEv92fL1cew4WOXSsXKHlsP8zo8//ogHHngAHR3DH26tra3Yt28f9u3bhy1btmDTpk0YP368xfEdHR247bbbsG/fvmGv19TUoKamBtu2bcPy5cvxwAMP2OwDiTYoFG8lO8N9Yai4KLVgqbHDasT91fgqdh4Oh43G+Y37ENs73Fo2gO1Dzum9KL7vGNr+dD2mX36ezXYdie+xLEQT3yORnuwsttL4j5Q0OFwxkQMmkwn/+uCw1N2QNSYTi62/lAnStlqlxFULRuP59w4J0r41FAoGz68+B8FBAYOvcS4iUiCEE4uzpXoAMDYlAn5+DFiW9djVeVLlTKTEan0BOZWFejJy1egQE6m0zZzBWsDa3Qy0vn73gu8bPzqMc6aM8jqNEBoEAbBv3z6sXr0aRqMRSqUSS5cuxbnnnguNRoPa2lp8/vnn2LFjB86cOYObbroJn332GeLjh9LCWZbF6tWrB4MX8+bNw7Jly6DVanH8+HG8/vrrOHPmDDZv3ozIyEjccsstFn0g0YYvEBtJVrWYdHsUecM4nUjID1s14tVBsXgraTFy2ktwdnM+gky9w7ZH9HagZ/PL2L/vN0y87f+gThw1bLvcxPe49OT7Nv4mmr2rrVWR//yvSJTzO8vIAcwXv5Wj3xPSVbwQPwWDyLBAfPJTiajnnZMdPywA4iiQKTRClQCaT6o+/KEYR0rtB3mOlDThSEmTxzqlkCxnIilW6wi9wYgmXTcMvf1QBfhBqwnyOC00OoEng9w0OoTC1jUvlbYZX2wFrKUQ1DbH2GfCl79V4LJzMiTrgxD4fBCEZVk89thjgwGQN954A7NmzRrcPmnSJFx44YXYtGkTXnzxRbS0tGDDhg147rnnBvf58ssvsXPnTgDAFVdcgfXr1w9uy8nJwcUXX4w//elPKC0txUsvvYQlS5YgLi5uWD9ItOELJMWSS2tmACTGhBBrjyIsR8vIWCPbsiBzFUcRepZRID98LE6EpODs5nzktJdYhGJ6i47i8B13Iv7SxUhaehX8g4NlLb4n5vDS2qqI3mDEaQkHBPYYOYD5/OdSiXpCmZ0Vj7IzbaIPHs3dKJwNZArdH9IwDIO+fhOKK1sd7/w7nuqUQrKciaRYrTW4zKNtuyqwp7BuWL8VCgZzsuKxKDcV2RlajwkY+MoEXiw82fXGGnyv+dkT45B3VBptJkdkZURZ/U6kENQeyee/lHpdEMS78lpc4PDhwygtHRikXnPNNcMCIObcdtttGDNmDADg+++/H6YPsnnzZgBASEgI7r//fotjNRoNHnvsMQBAT08PtmzZYrEPiTZ8AbVKiYnpZMoZJtq42VDkCck0ZJLwjdB3+6nwXcwcvJW4GGcCLYMwbH8/arZ+gUMrVqHu+x/xwnsHZSe+xwV8XLFoc5WgQMv01RInJlxiozcYB/9u0unRQsA2j+Ia41IiRB88xkcFD5bcuRrIJInQ7hjuBmtLq3XCdEwASH+PpMRqR1JarcPtG3bgoVfykFdQaxG4MZlY7CqowUOv5OH2DTs86jvgkIPIJsUSvcGIyrp2nKxsRWVd+7DnoZA4c83L+XovKm9BfnHDsNekFNQ2p7nNgCadd+ko+nwQxFxs9LzzbNflMwyD3NxcAEBvby/Ky8sBAFVVVTh27BgAYP78+dBoNFaPnz59OtLSBlZjvv3222HbSLThSyy7YAyZds4fS6QdivAIkYZMCmcnWfWqKLyTeDG+islFp1+QxXZjWxvKNr2C+Qc+xKjuBist8EMI8T0pUjK7eywnHsdPyTcIUl7TPvh3WXWbhD2h5B2tEX3wyAkUu1vDTQKh3TF8zSmFtJ4ASbFajvziBqzZtJP3fZrLyhk58aJQ+MKyLApKG7H+7X1YtvYbrHx2B+7+169Y+ewOLFv7DZ5+ez8KShsF+507e803tHZDrslPff0mPPnm3mGBGikFtUdiPr7xBnw+CDJp0iTceuut+MMf/jAYYLCF+Q+4p2dgde/gwYODr82ePdvu8TNnzgQAnDlzBpWVlYOvk2jDl5iUGY24KPe0POKi1FSUzIMQIg2ZBC4HZxgGhWEZ+HfK5ditmYg+K7fi+J5mXH/mW1xa9xtC+7pc6h/prBcpUjKtrZa2dco3u6LdrG8d+l47e1KE5vipVtEHj3XNehSWNUtewy2GO4avOaVwegIkEEKs1peycijyQOqsI1eveTnHXXv7TPjHlgODc045Odq0y3js5Qo+HwSZPXs27rzzTjz99NMONTb27t07+PeoUQMChlwpDQCkpqbaPT4pKWnw75KSIaE2Em34EgzD4P4bZkDp79rlq/RX4P4bZnhMHSxFvmnI7gZnehVK/KKdhv8kL0FJcKLVfSZ2VuCW01sxr/kwlCbnMlhIZr1IlZJpbbVUExooej/4Ehgw1N9QdYCdPSneyra8CklruN21t+Sb0i6nEkUx0vDVKiXmZMU73pEHpMVqfS0rhyI9Umcdkci2k+s0oLa5C0d/F5qWk6NNWIh8x16u4PPCqHz55ZdfcPz4gMfymDFjBgMmdXV1g/skJCTYbcPcUcb8OBJt+BqZiRqsvWkWnnxzr1P6BAH+Cjx80yyPU6X3deSahkwqOKMLCMOn8Quw/oJIdH3+Efpqa4ZtV7L9mNdagEntpfhFOxVFIWm8nt4kxfekSMm0tVo6PjVC1H44Q3jwUOAjIzFcwp5QpGL30VpBJpMBSgUumJmCM42dOFzSOGw10113DGeFNKV2StEbjGhs1aOovAW7C2tRUNokivjnotxU7CqocbyjA0iL1ZLMyqFZshRHyEG4ncQ1z7KAJiQAuk75ZW2+/0MxJo2Ohloln6l6ekKY1F0ginw+WRnT0tKCRx99dPDfN9988+DfbW1DNd/BwcF221Grh0o4OjqGfrgk2uBDTU0Nampce3gXFxe7dJyQTBkbg2dWnYXn3zuIqvpOh/snx4bgzmun0QCIB0LS1oxkGjLp4Ex4Tg6UY8bhgyffwLyWw1CNyPwI69fj0vqdmKY7ju3aGTgT5Hill1TWixQpmbZWSzOT5BsEMUerUSMqXEWs/IriGQgRLEyJC8VqM1tZku4Yjix8uZT2XQU1g/a2Af4K0Z1SzAM1A4Em+22O7DOJZ392hhbJcaFuTb6EEKslmZVDgyAUe5DKOtp4z3y3gpOkrnldZy+iNUFo1HUTaY8UhWXN0BuM0BuEEVB2lqhwFbQa96QI5AYNgjigq6sLK1asQG3twIrHzJkzsWTJksHtvb1D0UOVyv7Eyny7+XEk2uDDp59+ipdeesmpY+ROZqIGm+5dMOgdn3e0ZtjASMEAcyYlUO94D0etUmJ2VhzyCtxfeZydRS4NWYjgDMuyOKAZj6LQNJzdfBiT20ugwPD2E37XCzkWkoqfK/ctYgAAqfNJREFUo6aiXWnb6plU1osUKZm2VkvVKiVS48NwqlZ+Il0G4/CB4eXnZOCNL4ok6g0lOz0SR8tbpO6GW6y4chIunpM67PlFyt7SWQtfLqX9hkUT3D63OY6CtY4CNfYgacnLMAzuXDYVazbtdGkSKIRYrdRZORTPR28woknXDUNvP1QBftBqgmxeA3LIOiJdntuo6yY2liNJdYPjBV6x+MM5mVJ3gTg0CGKHjo4O3HLLLTh8+DAAIC4uDs8//zwUiiEtCj+/oYmBo4eaeXos6TZ8Geod7xuMT40kEgQZnxpJoDcDcDXiJNKjuawHrWYglbsbKnwXMxuHwsdiQdMBpHVbvvcJnacwpqsS+zQTsSciC72K4dc6yawXrSYICgYQa4zgaLX05iUTsfa13eJ0xglGCoddOi+NBkEkJGdsjMcHQUiWc5jjTkr7W9uOEe2LvWCts4Eaa5BMw89M1ODB5TOd7pNQYrVCCIfTcZP342wJHIccso6EKM+VWwAEAOpb9EiJC5W6G1D6K3DpWWRL+OQAnUXboKGhAddffz0OHToEANBqtXjzzTcRHR09bD/z8hSDwX7KM+coAwABAUN14yTaoAxAveO9l+MVZCYyx06RdSJYlJtKpB0u62Gk+F5jYAQ+TFiIj+MXoFlpWY/pz5owt/Uo/nr6c+S0nQTDDmnkkBTfU6uUiAgj62ZgCz6rpZNHRxN3VyBBXYt+2L+LCF23FOeJ16pxtKxJ9PP6KRhigntCuIgA7qe09xrJlcfZe4+uBmqsQVL8c8rYGKxfOQ/JPCco7orV2kOuwuGAOIK1FOdx1dVFiKwjV5CTY4rQkHSlcpVVS3O8cuGdZoJY4cSJE/jrX/86KDwaFxeHN998ExkZGRb7mmt4dHd3IyzMtmiMXj80OA4PHxLMI9EGH6688krMmTPHqWM4iouL8fjjj7t0LIXiLnJO9xWiRtxCfI9hUBaciAp1Aqa2FSO35QiCTMPL4YL7DbiocQ+mtR3HjqhpKFePIiq+pzcY0dIuvLZFgFLBa7WUYRg8fNMs3PXPX2Rld2c0Dp9ASOkS4uvUNulR26R3vCNhZmfHAyyIZoiRRmoLX3NsvUcS7g8jISn+mZmowUv3zB8sx91dOHwy6a5YLV/kJhzuaoYBRRxcLYF7cPlMRIWrZJF1JCfHFCGJjVQTzTh2hRsWjcf8aUmOd/RAaBBkBL/88gtWr149GGxIT0/Hf/7zn0FL3JGYv15bW4vY2FibbXO6IgCG7UeiDT4kJCQ4dJ+hUORIk66b2ESXZUE03VeIGnFbgRUTo8ABzXgUhqZhXksBprYVW+iFRPe2YWntT6jTJCJNMRkAGZE7kt+BXZw8h5+CQV+/fKIgMVFD+ixS2QpTpGXx3DSwYGXpIsIhp+CcrfcoVKBm2y5y4p9yKMeVk3C4KyK7VKxePNx1dbn1yklE++Nq1hHJa94aYpb+2oIBkBgzMJ4g5Uq19LzR+PyXMhh5uGoq/RVYtTTHawMgAC2HGcbnn3+O2267bTAAMnXqVLz//vs2AyAAMHr06MG/Kysr7bZfVVU1+Hdm5pDADIk2KBRvRs7pvsBQjbizqxO2asS5wIqt9gx+KvwYPRP/SV6CEnWi1X3idNU4cte9KHlxE3qa3S8BEiv9tLfPhHVv7RtMv7UFt0ospwAIAIw2s8WVwlaYIi1cVhcXyCTRFmnkFJyz9x6FCtTsPlojSFmGVOW4I0so3cGdzKP84gas2bSTd+CKyzDIL25w6XwU5yDh6vLhD2SdIl3NOiJ5zdsiOkLacttxqRGDv0VSz5PrLh6PT9Yvxl+WZNkMdkaFq/CXJVn4ZP1irw6AADQIMshnn32GNWvWoK9vYHJ08cUX4+2334ZGo7F7XE5OzuAK7oEDB+zuu2/fPgBAfHw8EhOHJi4k2qAMQOtPvRMSNdxCw9WIJ8XadmoxJzk2xG6NOJ/ASktAOD5NWID3E85HXaAVwVeWRcP2n3BoxSqcfvd99Oldt4ATM/2UT+2+nNL5zQkKHJpA+FLdMmV4VpejQKYzbZGGdHAuQOnaUNLeexQyUGP6PRvQmyCtTeUs7mYYOAp6U9yHxDOztklPTO9IoWAQGRbo8vGkrnlrmFjAX2INjOOnWvH02/tRUNoIAMSeJwqFApedk4G3HrkQm9eej7U3z8Lfrs7B2ptnYfPa8/HWIxfisnMyvFIDZCTe/w55sH//fjz88MODA+7rrrsOL7zwAi/h0fj4eOTk5AAAvvvuO3R2WrczOnDgACoqKgAAF154IfE2fBmWZVFQ2oj1b+/DsrXfYOWzO3D3v37Fymd3YNnabwZvIp4wkaZYx5PKhhnw7azj/fiK751Wx+OtxMXYPfo8KDQRFttNPT2o/ugTHLr1NtRu+wamPuczYbSaIFG/B6523xZySuc3xzzLyFfqlinWs7pIZ4iRgnRwbvniCcTfo9BZVK0i6BuJiZSZRyQyDEgJ1lJsQ+qZSeprMplY3PfSTpcDYCSueXvUNouvJzUSc3FaAFi6cIxL7SxdOMbqvVarUWPmhDgsnJmCmRPioNWoLQ/2Ynw+CNLZ2Yl7770X/f0DN+8rr7wSa9eudWr15frrrwcA6HQ6PProozCZhtdatbW14dFHHwUAKJVKXHfddYK04Yu4qnBN8TTkHwUZTAWu55kKXM8vFZgT31u3Ihe5kxIsVML9FAxyJydg3W3zcPezKzDz35uQ/KdlUKgsUx2Nbe0o//d/kL9qNZp27XZq0KlWKTEhjXxqvj225VVYfV1vMEomEuYI8/RerSZIwp5QxMKe84ecXEQ4SAfncsaQf49CZ1EZCLrbyAEpM49IZBg4CnpT3ENOJXDmuFMS5e4170lU1nXg/o2/4YPvXStH+ujHk3T+YwWfF0b973//Oyg2Gh0djaVLl+L48eMOj4uPjx8slVm8eDE+++wz7Ny5E1999RXq6upwww03IDY2FsXFxXjttddw5swZAMCqVauQlGRZY0WiDV/DHYVrIQeYFPLITf1+JO6mAq9fOc/uqq8z4nt+gYFIWnoVYi9YiMr3PkT9Dz8CI4KqhppaFP9jA0LHjkHKjdcjfOIEXv0VOxRly8mnSed6WY/w0NVMX8AZ5w8hXUT0BiOadN0w9PZDFeAHrSbIoaaDEEKaapWS6HsUemKjUnrfxInLPHL2WeRu5hGpDINteeQEaynDkbM+laG3H09u3oeVV01CZqKG1z2Mw9Vr3hPp5SFmagsu22rjPfOH3XtdeX54Ez4fBPnggw8G/25sbMTVV1/N67j169fjiiuuGPz3v/71L9x6663Yv38/Dhw4YFXbY/ny5bjllltstkmiDV9B6EknRV5oNUHE1LoVbqrfj4RUKvDIh5Mt1Colr4dUgEaDzNv+ioRLFuH0O++iZd9+i306ik+i8MG1iJw5Ayk3XAd1km2dIb3BiGOnWhyelyS2LPTkPNgpPt2CpNgBm3N5B2soznLf9dMRG6l2yfmDpIuIuxakJC0XzYU0Sb5Hod0fIsKkFT0UCi7zyJ5DizkpcaFY7YZDi5zt6ylDyPmZCQC9xn688H4+AOdtlJ295n0VLtsqKyOKWlj/jk8HQVpaWoZZzrpDSEgItmzZgq1bt+KLL77AiRMn0NHRgYiICEyZMgV/+tOfMHv2bMHb8AXEnnRSpEetUiIiTEVEzC4iNJDoIItkKrAQq2Dq5CSMf+gBtBUV4dTmd9BZUmKxT8u+/Wg5cBAxC+YjednVCNRalr1ItZJkzcmnW8aCx8WVOiycOfC3rqNH2s5QiJIaH4akWPdr0PkGMq1ByoKUlOWiLSFNd94jdzypQM1IFAyIBsLlhpCZRyMh+VywFfSmuI8nlYy4YqPMXfP/+7UMb3xRJE5HPZAPfyzGq5/3UAvr3/HpIEhkZCSKi8nZPSkUClxxxRXDMkSkaMPbkfukk0IevcGIFkJCdi3tBqKrTZ6SChw+cSImPbsezXl7cPqd/8JQWzd8B5MJDT9uR+MvvyJ+8cVIvOoKKEOHJnxSrSRZK11q65JvcKGndyhoQ9qKmSIdDKSfOJMsAc1Kj4LSXwGjGynWSn8FJqZbcaUiBKlAzUjcsYH1FEhm5dhD7vb1lAGEzqwSCmfK2BmGwWVnZ+CHfZU0I8QGR0qaeO/rCxICPi+MSvE8tu20LpboLF/tKifSDkV4mnTdxBTJWYL2iEKkAgsJwzDQ5s7BlI3/RPotN0MZHmaxD2s0ombrFzj419tQ9fGn6DcMfFZSrCT52Shd6jW6PnETmpiIIXV10tozFOkQY+pgz+KdpAUpy7L44rdytwIgAGDsM6GoXLgSOaHcHy7JTSfeppxRq5RIig3FmOQIJMWGEg0AyV2vizIAl1nliThjo+xLYqli4O0W1jQIQvEoPG3SSSGDXFebhEgFFgOFUon4xYsw9dVNSFx6FRSBgRb79HfpUfnf93Dw1pWo/eY7RIWIv3Jqa8U2VO3YvlwqJpll82hCLT9XiucixO+Tj8X7kZJGPP/eQSIWpJyjGqmUcVsOTiQQYkLjqg0sxTpchgEJbAW9KWRYlJsqdRdcxhkbZVetySnW8WYLaxoEoXgUcs0IoAiLXFebpAjO2FstdhZ/tRopf1qGaa9uQtzFF4Hxs/ycja06lL/6bxTddTfGd1SA2A+QB7b0BiLC5BtcyEyKGPxbqwkClR3yHsx/nyR+h3wt3h9+NQ9V9Z1u9f10XQc+/7lswMabYKq40IsJJCc07tjAUqxDMsPAF8qUpESozCqxcMZG2Vlrcop9vNXCmuadUTwK0kKDre0GIkJ3FGERwtKRBGIFZ9x1g3BEQGQEMm79PyRcdgkq3/sATb/utNjHWF+Py1CPOa2F+DUqB6XqRAg9wx+XEm719dZ2eWqCpMaHDRvEq1VKzJwQh71FdXaOongKqgA/FJQ2EvkdOqvvQYK3vz5GXBNADDFLEu4P7trAUmwjtMguhQxcZtWaTTtl7xZjiw9+LEZ4SAAvK1dHAsEU59i2y/ssrGkQhOJRkBbNMhg980Hgawhl6eguYgRnSLlB8CEoPh5j774To/5wGU5veRe6/MMW+8T0tuKq2h04E6jFL1FTUamOc+lcfHjmnYN4+CZLR6wOfa9g53SHv1w20eK1C2Yl0yCIF6BggPVv70d1g/WMDGd+h67qe7iLUBMAMcQsR05o8o7W8E5Kc9cGlmIfLsPAnQwjWqYkDlxmlRT3HxIUlDRh5bM7eAedzQWCC8ua8PfX96BH4HG/WuUPvcH7BH53H63xOgtrWg5D8ShIi2aplLRm0FMgVc9KcrVJ6FTg/OIGp9LXOTXv/OIGt/oSkp6OiX9fi4lP/B0ho0db3WdUTxOurfke15z5HvGGRrfOZ4v9x+qtvi5HTZCocBUmZUZbvN7WKc+sFYqTMIzNAMhI7P0O3bV4lyNiiVlyE5oHbpyBD55chE33zseKKydhythoC10KPwWD3MkJWLciFxvvmU8DIALirnYLLVMSF28oFeGCzg+9kofbN+xwKNzJsixe+bRA8AAIAMzNjvfKMliTF0oI0EwQikdBWmgwIoyKcHkKcrV0FCoV2F03iPUr57k98NdMykb4s+vRsmcfTm5+B6Z6S1Hi1O46pFZ/g5LgRPwaOQWNgRFWWnINEwucrGzBmOTh31lGovUyGanw92Pw8E2zrA7ifz50RoIeUUjjbBaFrd8hCYt3OSGVmKVapURynBLJcWFYNDdNUBtYimNczTCgZUrSMDKzSggrarHgY+X67Z5TqKwX57774/4qUc4jBd4mIUAzQSgehVYTBEJC5FBQJXKPorC8WZaWjiTExkamAru7WkxSzZthGETNmYXIBx/Dl7Hz0OofYnW/0V3VuKnqSyyp+xWRvW1un5djn5VsEK1GLavf7rUXjrM6iNcbjF4pJkbhh7Xf4de7TknXIQGQi5ilkDawFH44m2GQEheK9Svn2Zy42oOkQLivYp5ZtfbmWVJ3xy3sWbnmFzfg1U8LxO+UF+JtEgI0E4TiUahVSszOjkdegfs2uXOy5DF4o/CD1ORhWx5ZcSd3xcaspQKTWC3m1LxJvdcglRJFoek4HpKKSe2lmNtSgLB+/bB9GAATOk9hXOdpHAtNw86ISdAFhLl13rqmLquvX3Z2Bt78kozNp7u8/30xpoyNsQiENOm6YfJCWzkKf8x/hyQt3uUCFbOkmONIjNJPwWB2djwWz01DVkaUUyUwQguE+zIzxse6resSHxWMlvZu9BjdW6xyFS7ovPGe+YPff2m1Dk9t3gtv0UNV+ivAMECvRJ+xt0kI0CAIxeNYNDeVSBBk0dxU9ztDEQWSkwfO0pFkAIx0KvC2nRVE+vXVrnJiQRDO7tUEBQ6Hj0FhaDqmtJ3EnNajUJuG614owCKroxwTOipwNDQDeZGT0Ka0nkHiCLXK+mMqLUE+KZnGPhOe2bIf/16zcNjg25t0HyiuwwVem3TdXuVOQMUsKdYwF6MkVaYkpkC4L0JiMee+G6ajo6tXUtFV86Azl1ErVVCGNNx4MTQ4gLdTVmxkEOpbusn1QST9J7Gg5TAUD4RG+H0NkpMHztKRNFPGxuC2qyZD6c/vtqr0V+C2qyZbpAILEfAhgVqlxNzshMF/9yn8sT9iAl5NvQK/RU6GQWE5sFWAxeSOUtxyeisuaNiDUKP1rA57jEmyrjHy7e5Kp9sSkrpmPY6WNg17jbSFMsUz4X6H3hQUo2KWwuIt5R4kypSkEgj3NbjFHGefW+aLOXIQXd2WN7CI5E36S+alY1y21boVucidlGBXFPre66ZJ1GPPwLtCOhSf4Ju8U0Ta+Xr3KUwabenmQJEfpCcPQlg65hc34OVPjvDWLTH2mfDyJ0egCQkcFghp0nXztn50BPu7mjeprBdrIrC9CiV2RU7GgfBxmKk7hum64whkh3++fjBhavtJTGovxZHw0dgdkY1OfzWvc45NtRSylWtZwfs/FA+7p3DZM7QixrfhAq/eEhSjYpbCQMs9LJGDQLgvwQUx+GYaWLOfdlQSJTS7jtRg37E6bN8nr4USZ7FXOsY32+pkZatU3fcIaBCE4lHIvSyCIgykJw+kLR1JDtR0HWQtVUmqedtz6OnxC8RvUVNwQDMes1qLMLWtGAEjgiH+MGFaWzEmt5fgSBi/YIg1AVS5lhUUljUPu6eoVUpEhAaipZ3a5Po63T19SIwJgULByPLa5Yu1SQ/FfWi5hyWkBMLNNSIojiGh6zJykn7geD2e/e9B0d7DE2/sFe1cpLnv+ulIjQ/jXTqmVint7Oe5zxoxoEEQikchRFkEDYLIH60miNjkgbSlI+mBGuksFZJq3nwcerr9VPhZOw37NBMwu7UQU9uL4c8OP8af/T0Y0laCI+GjsSciCx3+wRZtaUKsP9zlXFZQ3dCJMckDJTx6gxGtNABCwUAgV61SYk5WvMfaUf5lSRaWnJ1OJ5SEyS9ucCqIzscS1BuQo0C4r0BS10WtUqLXy1xFhCQ2Uu3UwpXeYESTrhuG3n6oAvyg1QQNfj80C9U+NAhC8Sg8oSyCQh6SkwfSlo6kB2qks1RIqnk749Cj9w/CT9EzsC9iIua0HsXkthL4Y0QwBCOCIZosdCiHgiFtnUar2VpyLiuob9EPBkGadN10HYYCYOC6SI4Ls1pS5gnERwXTAIgA0HIP28jVEc7XsJ9pwI89hXWEeuP98BkD8i2dC/QyNxfS0CAIxaOQe1kERThITR5IWzqSHqhpQgOJtMcREUYm60VvMCLvqPOff6e/Gj9Ez8IeTdZAMKS9FH52giEFYZnYE5GFdmUIWFjXNPEUrQ05Z6xQxGX7gSrMmBCH7Ayt21aUUsDScB5xaLmHbWjps/egNxix/3i91N3wGPYX1YFl2WEZHeY4UzoXGxkkdHc9GuoOQ/EouLIIEpAui6AICzd5cAfSlo5CDNS0GrIPLVLXuLuCrR3KYHwfMxuvpvwBB8PHos/K48f/dwHVv57eiosa8hBu7EBru6WTj1qlxIQ0eVpzxkYOaZzIOWOFIi7c75uzovS0a6OuWY/Csma7+3iLo4lYkMwi9DY8wRGOwg+5anjJlc3bjmHlszuwbO03ePrt/SgobQT7++DLWackkva43ghdBqd4FHIui6AICwkfe9KWjkIM1OQamCOV1dChDB7MDJmtK7RaJuMHE3LaSzGpvQyd756B/i9/gjoxcdg+cl33DAocmtx6SsYKRXjMNag4K0pnyyAClAr0Gvm5TwnBV7vKLcoKqKOJ64hV7mFPM0Cu0NJn74FmRLrGSDHkqxaMxsufHKGfJ0FoEITicci1LIIiPK5OHoSydBRioNakIxu5JyX+yxKeyQ8GQyKyMLvVejBEARZs/j7k374fUXPnIGnpVQhOTYHeYMSxUy1E+0OKU7XtSIoNAzAQtJ2cqcXhkiaJe0WRA+YTMVesKG+9YhIeejVPslXVkWUF1NHEdYQu9/D04BQtffYePC3rTY5U1nXghfcPSb6g4m2/I+96NxSfgERNNemyCIp4kPCxJ4UQAzXSK1ak2hNqnNzhPxQMmdVahMntJVCyI4JLLIvmXXlo3pWHyFkzoFxwsWzTa0/XtOOsnKF/Z9MgCOV3Rg4gXbGilNJdhmWHgqrU0cQ9hHS684bglJwd4SjO0d7VK3UXvAKpAyDe+DuiQRCKxyHHsgiKuJDwsSeBEAM10pkgpCL3hh5hUzA7/IPxY/RM7I7IxkxdEaa0nUQAaxnAadm7H9i7H1cHxWN3RDYqg2KFi9C4QHfv8D6XnWmTqCcUOaFgrOvzOGNFybIsxqVGSOou09puQI+xnzqauIlQ5R7eEpySsvTZE8uHhMTe5+Hos2JZFq98ViBV1ykE8UYJARoEoXgkciuLoIgPSR97V1GrlJidFYe8AvfTmmdnDTxgtJqBCROJRUIFwci9WDXVXf5B2KGdjj0RWZiuO47c7hLAYClql9Zdi7TuWlSrorEnIgul6kRZBEOCAoeuO73BSK0BKQCArEytw3uSPStKR6v7YmHo7cNrW49SRxM3ESKLkJTdrlyCAGKWPotdPiSXz9gWjj6PCamRYMHiWEXLsAyFkZ8VCfFfijzwRgkBGgSheCxyKougSAsJH3tXGZ8aSSQIMj41EsDAe4kIUxFRs48IDST2uYhdC9rtp8JvUVNwzrU3IKH0IGq++Ap9nZ0W+yUaGnFV7Q40BGiwOyIbJ0JSwDLSGZ/FRQUP/k1V8SkcC6YlOdzH1sTI2dV9ITnT1EnM0cSemKe3QzqLMDIsEPe95Fp2LDAQCHn6rX3ISNRgT5E8NETEKn0Wq3zIU3Ra+HweheXWHYnMPyutRoVowm53FGlQ+iswMT1S6m4QhwZBKB6NXMoiKL7LMRuDAWcpqmjCZedkQG8wosWKLawrtLQbLATzXEUTGkigR84TFBaKpKv/iPhLL0HdN9+i5ouvYNTpLPaL6dXhsvrfcHbLYezRTERhaAb6FeILssVEDA365DBppciD2VlxVl93NDHKzojCsYoWGPukc4UxJ/9EI5F2HDmaeDukyz3KzrS5HZyqb+1GfatlOaZUGiJilD6LVT7kKTotJAOuTToDmnTUmtgbMPaZUFTe4nX3bBoEoXg8ciiLoPgmeoMRe4rIlDvsKawbXAkmJYBlLmToLlqJVnQiwgbKefzVQUi88g+Iv2QRGrbvQOHbH0JtaLfc39iBixv34KyWIzigGYf8sLHo8QsQscdDXx5VxacAwOTR0QgOsrwG+UyMjshIVFfBMDhcQiYIYs3RxNcgWe6xbVcFgR45RmwNESFLn0mVDznCU3RaXP08KL6BNwaupcsZplAEQK1SIik2FGOSI5AUG+rTAyxfQm8worKuHScrW1FZ1w69wSjKeYUIWAglmOcuapUSE9PET4ccqWniFxiI8AXnYVPiEnwZk4smZbjV40L6u3Fucz5uO/Upzm06iJA+vRjdRVvX0LUnVeCIIi+uXjjG4rX84gas2bTTo+rlJ4/WErvfcY4mvgxX7uEOKXGhSB8VRsxulw9cEKC0WudwXxLPZq70me9nlRIXivUr59kNILAsixfeP+S2to0j63h3Ay18PmMSuPt5ULwfLnDtTdBMEAqF4pHIob5W19FDtL3WdgPxshOSWh5yKSdr0nWjHwoUhWWgKDQdY7qqMKf1KOJ7LEuTAlkjZuuKMF13HEVh6dirmYiWAOuBEwqFNNY0CTx1xXV2djzyT5LJBAHEE1uWK6TKPZrbDKJrD9kTuBXi2Uy69JmEYKcjbRtSgRYxRIT3H6/3qIAsRXxGWnF7AzQIQqFQPA651NeSHsQbjP3EswdIucPoDUYcO9VCpC1nsPbQHTaoZBicDEnGyeAkpHbXYnZrIVK7LUuU/GHC5PZSTGovRUlwEvZoslATFE28v7GR6sG/SdsdUzwLa5oEnrrimhIXSjwTTGyxZTlCotzjZGWrgD20jbUggJDPZpKlz1/vOsV7X3vYKxEQI9DiDubBKhLi7hTvx9sC17QchkKheBTOppFz9bX5xQ3E+0J6EK9S+v3udENGS0Kt8iMWtZfK6aTVikisVa0NhsEpdQI+GHUB3kpchBPBKbDWWwbAmK4q3HDmG1xX/Q3GdFaCYcmJTibGhAz+7WkTXQo5bGkSeKJlJBfMiY5QQ6EgsyLtR9C+29Nxt9xDSu2hbXlDWiRiPpvdKX3WG4zEyofslQiQDLSQprRah9s37MBDr+TRAAjFZ6FheAqF4jGIJWTGF9KlKxFhKugNRugNZCbPekM/MfFBqSb0BqPleR3ZS9aptNgafw40ve2YpTuG7I5S+FsJdCQaGpFY9zNalKHYrxmPo6GZ6FOQeyw6qheneCf27NhJTYzEYmQwh6SjiTelVbuLO+UeJO12nYULAtQ0dcnq2WwPkgF9WyUCQgRaSP1e5GS5TfEsDF6WCUKDIBQKxSOQY32tVhMEBQOQGE8pfl8ZLSGc2lxapcOk0e6XfUi12qhSWp6Xr72kLiAM38XMxs7IyZjWdgJT24qhMvVa7Bdp7MCFjftwVvMR5IePxcHwsdD7u1aWZD4glomECkUEFAyDmRNjseSsDJuaBCQnRmJgLZhz8dwUIkGQRXNS3W5DLDjXLkNvP1QBftBqggQJ4Lha7kHSbtdZTCYWTbpu0Z/N7nwnYoiPixFocQVP1SOiyIO2LsvxkydDgyAUCsUjkGN9rVqlxOzseCLppHOyBlZGy860EejZEOU1bUSCIFKtNnIWuSNxxl6yyz8Iv0ZNwZ6ILOS0ncT0tuMIs+IWozb1ILe1ALN0hSgMTcd+zQQ0B2ic6u/wATGNgvgKJpbF3qI6+CkUYMFaFX2UqqSMg2GAuZMSBgMQX+edckFg0jeuaamFtwfKIvlPeknZ7bqCWM9mUt8J6YC+tbJYKVzeHAWGPFWPiCIfenppJgiFQqGIjhhCZq6wODeNSBBkcW4aAMDYR06fAgB6rZSTuIIUq40KxrawK2cv6czgu1ehxL6IiTigGY9xnacwq7UIsb2WmTf+rAk57aXIaS9FuToB+8PHo0Kd4HRqh5S1+hTxYVnYFX2UevLBMAwunJWC7EwtjpY1gQVrUbJlYlmABVirijrAN3mniPTl692niARnhcBVcU+xMkas4cr9kBR7Cy2FqF3B3rOZpOAqyYC+LW0bMQItgHOBIU/UI6LIi8AA7wobeNe7oVAoXomc62tJDD7NbTTjtWoHeztHvDbE8U48EXu10Z5uAGcvee+Lv6Kv37nBrIlR4FhoOo6FpCGluw4zdceQoT9jdd90fQ3S9TVoUoZjv2Y8ikLTeeuGSFmrT5EWTvTxweUzZSFgCQxMFJ98cy8iw1Woa7bMhALsB3LkfB8mhbN6CZV1Hbhv428YnaTBidOtkli1A+7b7bqKn4LB4RIytsm2rglXvpORvz1zSAb0bT2jxAi0OBsYiiCsYUbxPcKDA6TuAlGoOwyFQpE9QtTXkoIbfLo6wRlpozkhLYpY3wBgfGoEsba4gI9YXJKb7nAft6YVDIPT6nh8nHAe/pO0BEdCM9Fn47GoNbbh4sY9uO3Upzi7OR8hVsppRqJWKTF9vOUgnOIbcKKPpdU6AIBaJf26U2+fyWYAZCQj3TvkfB8mgat6CcY+E45VtFh8Ntwk9KFX8nD7hh2D14FQcHa7YgbbJo3WgpT+s7Vrwl0xdFuf+aLcVBd7OZzFc9Osvs4FWkhgLdDiihPPkZImIv2h+C62ypM9FRoEoXgVeoMRlXXtOFnZisq6dpvWZRTPQor6WmdwdfBpzUZTq1EjjFC0PSw4AFoNucwSdwM+zmCeHWMNrr7Z6GQWiC2aAjX4JnYuXkm9ErsisqFXWF81U5t6MLf1KFac+hSX1P2GeMPwgeXItOWIEO9aOaE4Byf6yLIs9AbPq6c29Pbjqc17UVqtk/192B2E1ksQ0qrdHGftdt1lNqGJPof5NUFKDN2aSxeJgL6jZ5RQgRYqbkqRAga2y5M9FemXJSgUN5FawIwiPGLV17oDN/i0l55qjj0bzasWjMabXxa53ac/Lhjtdhsj4QI+Qg/Crlww2u7vVaj65i7/IPwWNQW7I7IxsaMc09uOI7rXUqzWDyyyOiuQ1VmBM4FaHNSMQ0lYqsUgYd+xeuJ9pHgWp+s6cLS0CVUNnlmP32M04aGXd+Evl00k2q4Q92FXEUMvQSw7WD52u7Oy4lBa1YaGVn5ZQdZIiQvFxLRIEl0exPyaEFJw1d3yoZEZnNYgXSoLUHFTinRMSI+UXfmiu8jnCUShuABJsSyKfCGdRh4UKEwmA5/Bp33nhQEuOzsdW74+5rTWhTn+fgyWnO24nMQVnA34uMKnP5Xg3KmJNj8jUkK5tuhT+ONI+BgcCRuNNH0NprcdR4beeg35qJ4mjKrfiV5dPpq2GhF34fkIiIiA3mBEa4d3WcpRXOOpt/Z5ZCYIh76nDy9+dIRYe7Z0Dnj3h7AIqdD3Ew4hrNqtwcdut7Ra53YQIDpCLZj2hdBi6K4G9K1lcFpDiEALFTelSIU3LiLTIAjFYyEtlkWRL6QnD909wq2i8Bl8OkKhUOCOq6fg+fcOudyPO66eAoVCuIpHRwEfd7FnmUhSoNEhDIOK4FGoCB6FqF4dpuuOI6ujHErW8hoK6OlC1fsfovrjT6HNnYuuyXPE6SNF9nhyAEQI7Ike20KorE9R7ycgb9XuCFt2u6SCAEKIjIolwksyg9MapAMtYgXrKJSRHKtokaWYtTvQIAjFI3FXLEvodFQKWTy1Ft3W4JMP86cloaCkET/ur3L62IUzkjB/WpJL53UWlvuPlDqeGbZW8EgKNDpDc4AG38XMwa9RUzC5vQRT2ooRbkUgle3rQ+MvvwK//IobAqNwKHwcjoekol9BLXMpFMC2oKQthMz6lOJ+Qtqq3VVIBAFIuYaZXxNCiPDaehaTyuC0BalAi9jBOgrFHEe/I0+EBkEoHgcpsSyh01Ep5PAETRDSlFbrsPOIawPLnUdqsHheuqCBPkeTEhLYWsGTuh6620+FPRHZ2KuZiDFdVZimO4Fkg3Xtj4SeZiQ07MKCpgMoCMtEfvgYtCnFc9ihUORGXKTarqDkSITO+pTifiIni2B3gwBCaF+IvfBBIoPTHiQCLVIF/ykUDjmJWZNA/jMBCmUEQoplUeSJVhMEBQOQeP4r3KxFFwO5B/qcnZS4iq2VBzEtIO3BMgoUh6SgOCQFMT0tmNZ2Ajndp8EaLV2p1KYezNYVYZauCGXqUTgUPg7l6gSABmIpPkZTWzfKqnXITHJs3y1G1qcU9xO5raq6EwQQQvtCyoUPdzI47WH+GTfp9Cg/04b2rl6EBQcgfVS4Qyc3qYP/FIonLCA6g3e9G4pPILRYFkV+qFVKRISp0NxmcLutiNBA2Qw8bSHnQJ/Y9nzWVh60miBiYnykaAiMxDcxc7Hg5pUIOXYAtd98h96mJov9GACZ+jPI1J9Bq38I8sPH4mhYBrr95B2Yo1BI0dfP4v6XduLhm2bZzdQQKxgs1f1ErquqrgQBSGtfkPxO3BXhJYW7mjZyCf5TfBO5/I5IIpxqHoUiAEKIZVHkj95gREu7+wEQAGhpN8j+eycZ6COJFPZ81lYe1Col5mTFi9YHZwiOikDiVVdg+r9fRthfVqIiyHY/I/o6saD5IFZWfIJL6n5DYnc9IIC2CoUiN3r7TFj31j6UVuts7kMyGGwPqe4n3raqymlfJMfxK/dLiQvF+pXzrAbCSH4nrojwkqa0WofbN+zAQ6/kIa/AUkSc07R56JU83L5hh9XfBRcYolCkYHya91nk0iAIxaMQQiyLIn+adN3E5oYsC9G+d73BiMq6dpysbEVlXTuv4IucA31i2/PZK11alJsqWj/4wgCD/WX8/BA+Yzo+HHU+/p18GfaHj4dBYX0A4Q8TsjorcN2Z73Bz1ReYpjuOwH5qrUvxbrhMDVuiymIGg8W+n8h1VdWVZ5Y5nPbFuhW5yJ2UYDFp91MwyJ2cgHUrcrHxnvl2S5VIfSfOivCSJr+4AWs27eT97OQ0bfKLG4a9LufgP4XiiXhXGJri9XiqSwjFPTzpe3c35VVMVXxnEdueLyTIdlp2VnoUlP4KGPtMovbJHkqlYlh/tZogMAzQEhCO7dEz8GtUDiZ0VGBqWzFie1utthHd24bzm/bj3OZDOB6SivzwsagNjKLaIRSvxFbZHslgcF5BjUMRUhLins4gh+wEDnvPLIYBZk6Iw5Kz03lbD5MSGRVCcFVsSGvaXDyXjBMPheIshWXNshFzJgUNglA8Cl90CaF4zvdOwsZRrgEfKez52rt6bT50C8ubZRUAAYBeowlNOv2gwJ1apcTc7ITBQatRocSR8DE4EjYaowyNmNJ+EuM6TsEflu9DyfZjUkcZJnWUoT4gAkfCRqMoNB09fgGivicKRWis6XORDAazLPD0lv24asFomxN5d8U9nUXq7AQOR88slgX2FtVhb1EdYiKC8MCNMzCah6Athzsio0IIroqJMJo2tFySIh1yEnMmAS2HoXgUJGsi5ZqOSrHEE753Uimvcg34SGXPV93QafV1sbNS+FJe0z7s31ZTuhkGZ4Ji8FXsPGxKuwo/RU1Dix3b3NjeVlzQtA+3n/oYi+t3Uu0QildhrWyPdCAiv7jRrt4CMCTuKbQApdTZCRzOPrMaWrtx979+xbZd5QL3bAhXvxNbgqtiIoSmzTd5p93tFoXiMt6WPU+DIBSPwtvEsij8kPv37m7Kq/mgXK4BH6ns+epb9BavSZGVwpf2zp5h/85Kj4Kfne+z20+FfRET8e/ky/F+wvk4EZyCfljfX8n2I7ujHNed+Q5/qfwCM1uLENRPdY0ono01fa7uHmHEq20FnzmcFfd0FqmzEzhcfWaxLPDqZ0cdBkLc1RYxh6TgqpiQ1rSR83OPQvFEaC0AxeNYlEumJlIu6agUflw8N4XI975oTqr7nTGDdMorF/Ah8V5JBnzkZM8nVVYKHwJHfE6F5c3o59NXhsFpdTxOq+MR3NeNSe2lyGk/ifC+Lqu7a41tWNB8EOc05+NkSBIKQjNxSh0PlqFrGxTPY+QKY1uHcMLAtvQWODhxz8KyZmzbVYHdhcPdPPwUDBJjQnDahVX+pQvHSJqdAJBx+Xrt86MYmxyBTLPSGHf1sOzB5zuZnR2PxXPTkJURRTTIpDcY0aTrhqG3H6oAP2g1QQ6fq0IInMv5uUeheCI0CELxOLxBLIviCvIUhiSZ8srVxcsx0MdlqIg9CIuNVFu8JlVWiit88ZvzqeNd/kHYHZmNPRETkaqvxeT2EozuqoKflXpwP5gwvvM0xneeRru/GkdDM3A0LBM6O+U1FIrcGFm219sn7G/cut7CEPbEPds6e/DYf/a4dN6PfjyJKWNjPL5MY0Bn5QBef3AhGIYhooflCFKCq3yQo8C5Jz33KBRPgAZBKB6Hp4tlUVzjm7xTRNr5evcpTBodTaQtANi207H9Ih++2lU+GAQh4Xyi9FdgYnokkb4BIJqh4gyRYYEWr8kpK2UktU1D5Tt6gxH7i+pdbotlFKgIHoWK4FFQ93Ujq6MMOe0liDRan2iE9emR23oUua1HUamKRUFYJopDkmG0Yc1LocgBa2V7oWrhBYBtOdOMxFzck2VZPL1lP2GxS3EhVaZR36JHYVkz+vpNTpXWcCVJDy6f6XLJijuCq46Qq8C5nJ97FIonQvNmKR6JJ4tlUZxHiNRSEgjVLxLOJ8Y+E4rKW0h0bRCrIp8C091jOZgkqZtCmiad3uzvbpgICZjq/YOwLyIL/06+HO+OugCFoenos1P6kmyoxyUNu3B7xSe4qCEPo7obqJgqRZZYK9vLSAwX5dyc3gJfhBC7FBPSuhLvf3+CmB6WHJCzwLmcn3sUiidCgyAUj8VTxbIoziNEaikJmnTdxOaVLIvBfpEWVCMFV4omJtbUyEkK5QqJIOnLDIOqoDh8FTsPG1P/iO+1M1EXaDvjJ5A1Iqe9FNef+Ra3VG7F3JYChButO+5QKFJgrWxPq1GL4t7mbFBcrvdmvpDWlTha1ux2Vgwrk+Cs3AXOPeW5R6F4CjQIQvFoOLGsdStykTspweKh46dgkDs5AetW5GLjPfNpBoiHIkRqKQl0HT2Od3KC1naDbLNegKFSNKW/eI8OWxa/UmSl8CEseCiNX+j05R6/QBzSjMNbSZfgzaRLsD98PPQKy/IhjkhjB85uOYwVpz/DtdXfIbu9FAEmYVw4KBQ+2NPnuvycDMHP70xQXM73Zr7ITVdCyqwYc0gJnHMBHbVKiQmpZMpRx6dFDmZKyfW5R/ENbI3HPBXvejcUn0RMsSyKNAiRWkoC0p7pBmO/IFkvpH8DYiXkKhjYXA0mIZAsBMFBQ9eWVhMEhhGnCqUhMBLboyPxs3YqMruqMam9FGn6GiisiKkCA+UyyYZ6XNC4F8XBySgMy8DpoDjqLkMRjUAH+lxLzkrHlq+Pu10a6AhH93HOmeNUbbvs782OkKOuxLa8Coe6LEIjhMC5ELd9uT73KN4PA9vjMU+FBkHssHbtWnz00Ue49dZbceedd9rd12Qy4fPPP8fWrVtRXFwMvV6P6OhoTJ06Fddccw1mzJjh8Hwk2vB1hBTLokgHSWcSayJ8rkI6Kq5S+sk26wUYWi3rFXhSwhERZjuI6a5AslCYT+jUKiWmjYvBgeMNdo4gSz/jh+KQFBSHpCCkT4+s9jJkd5QhythudX8l24+szgpkdVagwy8Ix0PTUBSahvqASICKR1MEQqFg8JADfS6FQoFVS3Pw/HuHBO2Ltfu4PXcQUpAOovNBzMAsX7isGCnHbiTLnLgFuWMVZDJcisqbBz8fuT73KN7PxIwor5tf0SCIDX744Qd89NFHvPbt6OjAbbfdhn379g17vaamBjU1Ndi2bRuWL1+OBx54QNA2KBRvhaQziTURPlfRhNouPXCFiDAV8fpokoEaEqtlzsCVB9n6vjiB5Kc270WPUZzAjCPYEd34w7mZogZBzOn0V2NPZDb2RGQhvqcJ2e1lGN95CkGmXqv7h/Z3Y6buGGbqjqExIBxFIek4FpqGdmWIyD2neDtnTx7FS59r/rQkFJQ04sf9VYL0w1pQ3JE7CCmkSC1Xq5SYOSEOe4vqRD+3LVzJiuGycwy9/VAF+EGrCXL5uS5EmZMQemHc++Oee67ol1AolCFoEMQKv/zyi8PMDw6WZbF69erB4MW8efOwbNkyaLVaHD9+HK+//jrOnDmDzZs3IzIyErfccosgbVAo3s6i3FQiQRBrInyuotUEQcEAJBYJFWaDcSHaJAGp1TK+mEYM/qwxZWwMnr79LDyzZT/qmvU29xOLgBETm4xR4rhc2IVhUKuKRq0qGtujZyCzqxrZ7WVI15+xWS4T3duGc1vycW5LPipVsSgKTcOJkBT0+JEN/FF8k18OV2PBjCSHgZDSah1+zT8jWD9mZcUNu7/kFzeIMrkkmZHoLEvOTpdVEATglxVjLztHoWAwJysei3JTkZ2hdcp+WIgSVKEzOjljADGCdRQKMDwjyVugQZARvPXWW9iwYQOMRn6CVV9++SV27twJALjiiiuwfv36wW05OTm4+OKL8ac//QmlpaV46aWXsGTJEsTFxRFvg0LxdkjUwtoT4XMFtUqJ2dnxyCtwfxVpTtZQhkpEmIqIg01EaCCxBxZpa0W+8BkcZyZq8O81C/H5z2V4++tjgqSu8yV6xMSGlBMRKczLZdR93ZjQWYHs9jLE9rbaPGZIP2QfytUJOBaahtLgRBgV3jMYoogLywJPvLkX/1h1ls2SGJZl8cyW/YKW301IHXoeuOoO4gokMxKdJTtDi0ClQjbZc4DjrBhH2TkmE4tdBTXYVVCD5LhQ3LlsKm8hfCECFmLomHHGAIVlzfh0RwkOnpAm45DiG4zMSPIGqALa75w6dQq33nor1q9fD6PRCD8/fjewzZs3AwBCQkJw//33W2zXaDR47LHHAAA9PT3YsmWLIG1QKN4OVwvr6uBC5UCEz1UW55LJLOHa0RuMaGknM3Fu+b2chASkrRX5wjdlnGEYXDE/E8/97WzERqoF7pVtNKHDgyB1zV0S9cQxev8gHNBMwObkS/F68hLkRWSjzT/Y5v5+MGG0vhqX1f+GVRUfY0ndrxjdWQk/lqZkU5zH2GfCM1v22ywBLChtEjy76/ipFgDuu4M4C8mMRGfp7ukTXGzWGRwJLuYXN2DNpp28F0Aq6zqwZtNO5BfzCwoIEbBQq8iuMQcFWu8jZwxw06UTiZ6PQrGGFDpGQkKDIADeffddXHLJJdixYwcAIDMzczDoYI+qqiocO3YMADB//nxoNBqr+02fPh1paQMPvG+//ZZ4GxSKr5CZqMHShWNcOnbpwjGCWCRzGSruYJ6hIkQtMQmkqD12RY08M1GDVX+cLEyHXKC6oVPqLvCiOUCDX6Om4JWUK/DfURciP2w0uhUBNvcPYPswofMUrqz7GasqPsKi+l1I1deAGSmKQqHYoa5Zj6OlTVa3ffB9seDn3104oOEgpt4R6YxEZ2nSdRMptyQFwwA1TdaDxa5m5xh6+7HurX0ordY53JcTXicBV+akN5CdLHb32H//VBuEQnEeGgQBcPToURiNRgQEBOCvf/0rPvvsMyQnJzs87uDBg4N/z5492+6+M2fOBACcOXMGlZWVRNugUHyF0modPvrxpEvHfvTjSV4DImchnaEiV3cYKawVnRmnsyyLgtJGrH97H9a+tluwPjlLF6FMHNFgGFQHxeK7mDl4Ke2P+DTuXJwITkafHetclcmISR1luKbmR6yq+BgXNuxGir6WBkQovHj/B8tgh95gRGE5GXcNe3AaDmLpHQmVkegMcpswm1jgn+8fssgIcjc7x9Dbb7XdkXDC6yTgypzEeo5zz723viokej4KxRegmiAAAgMD8cc//hErVqzAqFGjeB9XWlo6+HdqaqrdfZOSkgb/LikpGQyykGiDQvEFSA2INt4zn/gA1FW1dlWAHx4cYRMpRi2xK5BO7+ULnxrU0modnn/vIKrqpc+6GPl5B3tw/Ww/44eSkGSUhCQjwNSLMZ1VGN9ZgTR9rU1BVbWpB1PaSzClvQRdfioUByfjREgqqoJiwNoJpFB8l8IyS8G96gZxXajE0Duydr+XAikC2o44XdeBwrJmZGdqB18jkZ1jrV1rkBZeF+M5LpaLEcULYVnE9zRjbOdpZHZVI8BkxN6IiTioGW/3MIOXlcPQIAiARx99FAqF84Ozurohde2EhAS7+8bHD0WZzY8j0QaF4guIOSByBWfV2lPiQrHaingbl5pLQn+DpANBTaM0AQZHmSz5xQ148s29goonOsPI2u2MRBm4wxCgVxGAwrAMFIZlIKjfgHGdpzGhowJJBtt198H9BkxtP4mp7SfR6acaEGQNTqEBEYoF1Q2dGJMcMfhvMZ2eDL19gusd2brfi8FIO1m1yp/YM4Yk2/Iqhj2bSWXnjGzXGqSF17WaIDAMiJS2MoxlWahYLkYUL4JlkdDThHGdpzG28zTC+4aXoJ3ftB+lwUloU4bYbMJg9K7rjQZBAJcCIADQ1tY2+HdwsG0xOQBQq4eE+jo6hm6yJNrgS01NDWpqXIt0FxcLX5tLodhDzAGRq5irtW/bVYHdhbXDBpp+Cgazs+OxeG4asjKirGakcKm5JFalSDoQlFa3Od5JAOxlspRW6/DEm3tlJfI3snY7QWv/vu6JdPupkB8+FvnhYxFq7ML4zlMY33kK8T22yxdC+g2Y1laMaW3F0CsCcTIkCSeDU3BKHQcTI7+VaYq41LfohwVBxMJPwUAVIPxQ2ERK6IknjuxkI0IDZedctfto7WBGEEk3MvN2bcGVta7ZtNOlwMLIMie1Sgmln4JIcF7prxjWdzFdjCgeDstilKER4zpPY0zXaYT32Q8uB5jsl++qlN71rKZBEDfo7e0d/Fulsr/aar7d/DgSbfDl008/xUsvveT0cRSK1Ig9IHIHTq09O1OLJp0e5Wfa0N7Vi7DgAKSPCodW49i5hHRqLgmkCDTYy2Th7DPlFAABLDNXDp9slKgn4tChDMa+iInYFzER4cYOjOs8jfGdpxDX02LzGLWpBzntpchpL4VBoURpcBKKg5NRoU5An4IOSygQzeFpdnY8NKGBgp+nqr4TazbtxIPLZ2LK2BhBz8XHTlZuARBgqF9qlZKoG5l5u/bgylqf3LwXvU7YBwcoFRZlTk06PbHsxF6jCU06PbQateguRhTPQ8GakNxdhzGdlRjdVYXQ/m5exx0Oy0RjgMbuPhFhZDKL5QIdbbiBuY2uI40Bc2Em88wTEm1QKN6OFAMiV3G0AjcnKx6LclORnaG1+ZsnnZpLgrgo8W1n7WWyFJQ2ipoy7ypfiSS4KAfalKHYG5GFvRFZ0PS2DwZEYntbbR6jMhmR1VGOrI5y9DL+KFePwsmQJJSpE9HjZ9udhuJdjAx6JMW657jFl8Vz04iWINqDcyxZv3KeYGUxnl4mwQWRJRUId/YysLJ/GeHMyfKadmg1alFdjCieg7+pD+n6GozpqkRmVzVUJn4L5S3KUJwISUVxSDLqAx2PF0mVV8sFGgRxA/PyFIPBgIAA2wO2np6ewb/N9yPRBoXi7cjVMWUkfFbgdhXUYFdBDZLjQnGnjRpx0qm5JEgfJb62hb1Mlve+k3+Jnt5gRPkZacqIpEYXEIY9kdnYE5mNiN52jOs8hbFdlXYzRALYPozrOo1xXafRDwaVQXE4GZKE0uAkdPh7X1kRZYjEmOF16GqVEhPTo1AkoEMMFyhmGIZYCaIjhBToFrNMQhXgh7HJEThiw97YVbjyRykEwrnPz9kMjt4+k0Vwq0PvfLa2Pdo7B8b/YrkYUeSPqr8HGV3VGNNVhXT9GShZfr/7JmU4ikNScCIkZSDzQ0KnKqmhQRA3MNfw6O7uRlhYmM199fqhFcvw8KHJBIk2+HLllVdizpw5Th8HDGiCPP744y4dKyYjBcC0miDBVvwp4iFXxxRznF2Bq6zrsJseTdJxhgQil7TbzWTRG4w4VmF7Mi0XxHS4kDOtAWHYHTkJuyMnIdzYgbGdlRjbeRqjemxPoPzAIq27FmndtbiwcR9qA6NwMjgJJcHJaAoI9+mBm6+w7IIxePhVYeyuRwaKSZUg8kEIgW4xyyS4Z4yfH0M0CGJe/ii2QDhp97lQNdmFyrCQQKJlwRTPRGPswOiuKozurEKiocGmS9tIGgPCURycghMhqW49P4XMopYCGgRxA3M73draWsTGxtrct7Z26MZlvh+JNviSkJDg0IHGEyFRfkCRNySV1hVWlNbdxdUVOEfp0aQcZ0ggZnq1o0yWqnr5BhfMA2yeUK4jNm3K0EENkZA+PcZ0VmJs12kkddsf0MX3NCO+pxnntBxGqzIUpepElAYnoiooFibqNOPxWBtcT8qMRlyUmvjvSKFgLALFJEoQnYG0QLdYZRLmzxiWZYl+ZrMmxg1eA2qVErMnxiHvqPuT/llZcQ4nbqTd50i7gqUnhBEtC6Z4CCyL+J6mgcBHVzWie3W8D60J1P4uQJ6MlgAy16NQWdRSQYMgbjB69OjBvysrK5GTk2Nz36qqqsG/MzMzibbhy5AqP6DIG7VKicgwFRExt4gwFdFINukVpJGQcJwhAelsHHvncZTJIteaaJKWxL5Ap78ahzTjcEgzDuq+bmR2VWNMVyVSu2vhz9pOSY8wdmBG23HMaDsOg0KJCnUCSoOTUKZOgMGPfv6eiLXBNcMwuP+GGbhv429kBZBZFmNThjvRuFuC6CykBbpJlUlEhavQ2tHD6xnDfWZ3//MXkJibjxSoHZcaQSQIMj4l0uE+pN3nqurJWcpHhaug1ahxstK2thLFe1CajEjV1yJDX43MrjMI4SlsagKDqqBYFAcnoyREmBJSIbKopcS73o3I5OTkgGEYsCyLAwcOYMmSJTb33bdvHwAgPj4eiYmJRNvwVUiXH1Dki95gRGs7GTX71nYD0cEn6RUka5g7zugNRjS3GdDd04egQH9EhZMN6thCqwkS/Bx8M1lI11uTYqSQq1gOF96A3j8IBeGjURA+GgEmI9L0NRjdVeVQ5E1lMmJ852mM7zwNExicUUWjJDgRZcGJaFbSshlPwdbgOjNRg2UXjMWWr48TO5eJtZ554moJokt9ICjQTbJMorWjB288tBDdPf28njGZiRoEBynRobdvrcmHvUV1WHHl5MF/7yH0nvYU1uLyc20vHJJ2nyssa8K6t/YRaQ8A/nDOQN/FWoigiE+4sQOZXdXI6KpGcnc9/MEv6Gtk/HAqKB4nQ5JRGpyIbgEXAbxxkYcGQdwgPj4eOTk5yM/Px3fffYf77rsPISEhFvsdOHAAFRUVAIALL7yQeBu+iFDlBxR50qTrJrLSBNgeALsK6RUkR6hVSq+qyXQlkyUsWJ7C0IvmpA77t1gOF95Gr0KJ4pAUFIekQMGakNRdjzFdA3Z/YX22SyMUYJFkaECSoQELmg+hzT8YZepRKA8ehdNBcTAqvOd3423YGlyXVuvw/vfkRZBtpXUPliC+dwiVApfdkUotJ+2e1t3Tz/ve1aTTEwmAAAPPZc4KdkD3iUzmQ1FFi92FD9Kf34sf5RMLoin9Fbj0rAGBcLFcjCjCo2D7kdjdiAx9NTK6zkBr5C+g3uWnQqk6ESUhSTgVFC+arTyfsjJPgwZB3OT6669Hfn4+dDodHn30UTz77LPD7Gvb2trw6KOPAgCUSiWuu+46QdrwJYQuP6DID7m6w5BeQSKZoUKaJh2/lEy+3Hf9dKTGh7mUyZIc5xnBBbVKiczEcJQStkv0JUyMAqfV8TitjscP2pmI7W1BZlc1MruqEd9j3zkkvK8LU9tPYmr7SfRBgcqgWJQHJ6JMPQqtAbZFyCniY+3ex7Isntmyn2wpzO84SutmnfZJJd8HvpB+Pra2G8CyLC+BeaGsYEnrPlU3dGJMcoTVbaQ/v9omcho2q5bmDM4H1ColZmfFIa+AiqN6ImHGTqTpa5ChP4MUfR0CWf7BwyZlOEqCE1EanIQalRasBDpYfMrKPA0aBHGTxYsX47PPPsPOnTvx1Vdfoa6uDjfccANiY2NRXFyM1157DWfOnAEArFq1CklJSYK04UuIUX5AkRdydYchvYLEJ0NFKgck0gPF2Ei1y5kSiTHyDIJsy6vApNHRw15bOCMZpdVHJeqRl8EwqA+MQn1gFHZFTkZInx4ZvwdEUrtr7VoE+sOE9O5apHfXYiH2o9U/BBXqBFSoE3BaHY9emiUiKdzk15yC0kZBxIXtpXU7W2brDkGBZJ5rpJ+Pa1/LG5Z5aU9gXigr2CrCuk+Vde02gyByFdpeOCMJ86cNH++HhwTa2JsiN/zYfiR11yNdX4M0/RlE9/IPGP5/e3ce51R57w/8kz2T2feFAQYYGJVFQEFWERVbQS3SiiJiqfpqqVsFd69Wq7dF++tVe4Xber2WFmtdWoXiXqUUWWRTLDvCMDgzzMbsSyZ7fn9kckhmMjOZ5DknyeTz5jUvziQnJ0/yTHLO+Z7n+X6dXfk9ShMLcdJUGBVB+92Ha/qcVhaLGAQR4Le//S1WrFiBvXv3Yt++fdi3b1+PdZYvX44f//jHsm4jXig9/YAiT+lyecFSaoRKNFRA6rSKGfLsZQljeyajDmNHZuLwqb5HAigt0Gie3sr8UvjatSb8O3UM/p06BlqXA8M7a1DcUYmR5kqk9jFtBgDSHe1I7xol4oQKZ4w5KDMV4JSpALWGDOYSUZj35NfXG//4Rpbnmjo2N2DgONRptqHqtIp5HtHTJLpvxi/BfG4yVt58Lm+THKVgAaBVcHClrTPw/mb/8Tqs/dvXQp9LlG3/rsKCWSP9pm7vZonc6OV2I9PeghHmahSZqzCssxZ6d/Cjjjs0RpSahqA0sRCnE/Jh1UTXtN9DpxqierRyKBgEESApKQnr16/Hxo0bsWnTJhw7dgxtbW1IT0/HpEmTsHTpUkybNk32bcSDeJp+QOeYjDpMH5ePHQeqwt5W9+SV4VBihMrJyuY+56f3dYAqUkub2IPSlo7wtrfkqhI8/vudglojhjtAvpnsdCZHVYJDrUVpV0JUuN3IsjVjlPkMRprPoLCzDpo+pjdo4MYwSy2GWWoxp3E/zGoDykz5OG0qwOmEfLTpxGfZJ38p3a5wmy122YKc6ck9g+DhTrMNhahpmSL3j/0pr23Dw2u24fEfXYJJJTnQaMQGC0cWeK54pwgOriQn9B70sjuiM8eGtdvU7fpmMxpbewYLKXJMjk4UdVajyOz5SXEObORajSEDpV3l3qsNmVEffO9rWlksYhCkF5dccgmOHw8+GZdarcaiRYuwaNGikJ9TxDYGu0hMP6DoMH9mkZCDvAUzRghojYfcI1T2H6/Df67bDZs9uDnx3Q9QRbI5xJ4cWMM82ZhQnIW8TJMsw+XD0dRqYULUSFOpUG9IR70hHbvTx8HgtKGosxojO85glLn/koMmlxVj209jbPtpAECDLgWnTfn4NiEf3ybkwqrhkHTRvCe/XnJOUehehQQQM812oESWmxS1fwyGze7Cf/5hN567exbWvX9E2Ha9pWABICdDbDWynG7B6EgEvULhO3VbdP4VGjidy44hlrMoMldjhLkKubaBJe/tVOtxylSAMtMQnDIVwKyVv+qeSLWNZgZBiCIlWhNkkvzGj8rCsLzksA5Uh+clC52eIOcIlZOVzfjPP+yGbYBJAaUD1HtmCx0RItew51CpVCo8fOsUPPzStgG/R3Ky2P2/o0QnlKWBs2r0UrUZuN3IsTVhhLkKI8xVKOys67ccYaa9FZktrbio5ThcUKHGkCEFRc4YsxXLzj9Y+Z78etU2yhfc9K1C4iVqmm2w1KreK+KEQsT+cSBsDhee+cMeNAoqXQ8Al4zNk5YNerGfKUO3UZuRCHqFyjt1m/sS5andThRY6jG8swbDzTUYYjkLTZDlawHADaDKkIUyUwFKE4egxpAZkaSmFBj33BRTojVBJslPpVJh5ZLJeHTt9pCCYUa9BvctmSw8Z4YcI1S8VRFCPbm3OVz49fp9ePnRK4S93lGFqUK249X9ym8oigvT8Phtl+DpP+yCI1qGNLv92xHtVxrjjkqFOkMG6gwZ2J0+DjqXHcM6a6WgSKa9tc+Hq+FGgbUBBdYGzGg6BAfUqDZm4duEPJQn5OGMMRtOtdj91GB3/ZyeyfZsdnk/N76JWEVOsw3WBSMzhY5CDXf/GAqRARAAaG47N9VD9H76ZEUzSnyqWygd9AqHd+p2lOzhBjWV24UcaxOGd1ZjeGcNhnbWDSivBwC0ak0oSyhAWVdVs06NuGBnpOVmDK7pvTwDpJgSrQkySRnFhWl4bPnUASevM+o1eGz5VFlyZcgxQuXAyfqwp3lUN3Tg4Mn6HtVKQpWVZkJmqhENLeEf+Aa68huOqJpF2+3gXXTglsSyq3XncokASO0qYzi8a553gqvv3DVauDDUUoehljqg6QDsKg2qjNldQZFcVBuz4FTxb6Av18wq6nGb2y3vKZ9vIlaR02wjKdT9Y7TYdbhGytMm+nvzs33lWDBrJIDIBL3C4Z26nZMeW1MnYoHK7UKutRHDOmswrLMWhZY6GF0DS9puVWlRkZCHMlM+ykwFaNSlRH1uj1CoABTmJEW6GUIxCEIxJVoTZJJyJpXk4M4fXIiX3v4a9iBGSui0atz5gwuF58jwkmOEyhufHBPStr/845iwIAgALJwzCq9uOhz2dgJd+Q1FNCa2M+r8D95FV24gebXokvB16hh8nToGcLuRa22UEt8VWur6LMMLADq30zN0urMGALqCIlmoMOaiIiEXVcYs2FmO18/hU40BvqfkPYnwnY4XiYDBkbJGWRKzTyrJweq7ZuGFN76KmekeXr552rLSEqBS9RhYF7KTFS3S+x2LQa9OqwN5mUzQHC6124VcawOGddZ6gh6ddTC4Bxb0cEGFqq7Rf6dNBThjzIIrDgLdY0eJHb0WDRgEoZgTjQkySTn7j9fhf/7276ACIABgd7jwP3/7N9KSDLIFQkSOUDFb7Dhc1iikXYdPiT3Qvm72SKz/8GjQ730gOq0aF47OxDflTTDqNchKSwipfdGa2C49xX90mZKVG0gwlQq1xkzUGjOxO30cNC4nCi110iiRPGsj1P0MUvcERWoxvLMWaAKcUKHGkImKBE9QpNKYE3WlEJX2xqfHewRBuudwEM1/Op7yJ8RyJmYvLkzDmgfm4lBpAz7YUYYvDlX7nfSrEIlXHBxvnjaTUYfxo7Jw4GS9sG17K1tE2z4jWFlpHAkyUHqXHQWWsyjs9IzWK7Cc7TeQHUitPh3fmvLxbUIeKhJyYYvDQPZNV46JdBOEYxCEYk40JsgkZXiv/A/0IMZic+JXf9yD1XfNkmVKDDDwK3DD85Jx35Ke5Wwr68RevRNZ0kytVuOexRPx/F++CnkbdocL9/zXVp9tqjB9XD7mzyzC+FFZQc8Fj8bEdqpekh0qWbmB5ONUazwHwqZ8fJ4JGJy2rqBIDYZ11iDX2tjv+AUN3BhirccQaz2mNR+GG8BZfRrOGHNQacxGZUIOWrRJg3I4dW8OlTb0CNbmZco391ylgt90PJln3vRKzsTsKpUK44uzML44C2aLHQ0tFnRaHUgwaHHgRB1+v+GQbM8dDt88becNTxcaBPFWtojVKYomow4XFKXjyOmBVSSJJ4mOThRa6lDYWYdCSx1ygwhUB9KoS8a3Cfk4bfLkehpMeT3oHAZBKOZEa4JMkle4V/4tNidefOMrvPTAXNn6vr8rcBq1CtPG52PBjBEYNyozYDu+rRZ7Yl9e0ya0pNnci4aivrkT6z88KmR7LpcbOw5UYceBKgzLS8bKAIGhQD7YUSbk+UVKTzYEvLI7flQWslKNqBeQT4Wih1Wj98snYnBapWHWwztrkBNE+UQVgBxbM3JszZjU+g0AoF2TgEpjticwkpCNWkPGoB9u3T1Ym5Ei30mH2w2/6jCROhZQKjG72WJH1dl2tJltSDbp0dhq7f9BEZJgOPd37pZpvIrJGLunPmo1K4t4qdwu5NiaMKTzrGe0h+Us0hztIW2rXpeKioRclHf9dGgHVwJQEd787BtcOEae0dSRErvfBBTXojFBJslLxJX/b2vacKi0AeOLswS1qqe+rsBlphr7Hf7cZu47EeNAtXeK3R4A3HDFGGSlJQSdlyVY5TVteHTtdjy2fGqfU5fMFjt2HYy+xHZNbdaA049UKhUunTwE724pjVDLSAlWjQEnkobhRNIwAIDRaUWhpQ5DO2sxtLMOedaGoK5KJjk7cV5HOc7rKAcAOFRq1BgyUWXMxhljFqoM2WjTmgbVaBHvVXqvM3WhncwE6+jpRsye6DnRicTIABXElsjtzuVyYdO2U9iwtRSNMRR8bWy1SsGpfUdqhW7bW9lCdFUbJSQYtDBb7DhyWsxU2ViU4LSgwFIvBTzyLfUDrtziVa9L7Qp4eKa3dGg51ag/gUbsxToGQShmiZp+QLFBVEm7D3aWyRoE8WUy6ga8w0g2ic0PkJQgzw5r7kVDMWfSELy3rQwbtp4UUjUGCG7qUn1zJ6Ixr53bjV7n+eek88pSvLFoDDiZOBQnE4cCAHQuO4ZYzkpBkQLrWWjd/QcRtW4XCrsO/L3aNAlSUKTamIUaQ+agSrhaeqZF1u1X13dIy6KTcAZDzqfa8mWF8AC1UrzBMLPFjjLBoyK9lS1OlMfWdBJ11zTLWEzoGiqty4FcayPyrfUosNQj31KP9BBHeXjzMFUm5KAiIRdnjNmc3hIikdOrowGDIBTTREw/oOgnsqTdFwerFYtmmy121Dd3wmJzBp0EdHh+stA2DMtL6X+lEKnVanxvzih8b84o1DebcaqqFa3tVqQk6vHqpsOo8jnRGIj+pi41t0XvcO7e5vlnpfJKU7yzq3U4bSrAaVMBAEDjdiLX0uiZw26pwxDLWSQ6gwsmJjs7UdJRjpKu0SJuAPX6VNQYslBtyES1MQt1hvSYKc/rvUrvJfcJvO+ppDd58U6FR5fJkRj1r5u/ETZVMZJE58YaOSRFeq9rGzuFbltu0ycUwGTUwWKTd3RUpKjcLmTZWpBnbUC+pR4F1npkW5ugCTFUaFVpUWXMlhJPVxmz4FDzdFeE7iP2Yh3/KijmhTv9gKKfyCsgcmblBzy5Sw6W1uODHWXYdajGr93BJAEVPRc+I8XQ/0oCZKWZpGHMB06eDTkA4tXX1CU5EwqGq7d5/hoNA7Dkz6nSoCohG1UJ2diDsYDbjXR7W1dApA6FnWeRZQ9uRIQKQLatBdm2Foxv80y7ckKNOkM6qg2ZqDFkotaYgbP6tKjML+KbCwKQ/3srKcH/c3r+iAzFgyCiv8e2fFkR8wEQbzBMdG6siaPP7Ud0utjKq+GtZBirCV19qdwuZNpakWdtkH5yrY0hVWzxatQlo8qYLeVRqtenwq2KrT6myGAQhAaVUKYfUPQTXdJOrpPok5XNfU7PCiYJqNkitm2dVuXLAco9dUmphIKhCDTP3+124+UNByPQGoopKhWa9Clo0qfgYEoxAE+y1YKuq6Pe+fAJruDy/GjgQr61AfnWBuk2J9Q4a0hDjSEDtYZM1BgycFafHvErpdUNZgzNPTdqLSVR3rLBtm4jTY7GeK4Fl8uFl97+OtLNCJs3+CU6N1Za8rnv5WG5Ykdbyikv0yRVMozEtK1waNxOZFmbkWtrRK61ETnWRuRam0LO4wEAdpXGM7XFmI0zCTmoMmTBzHweiuk+Yi/WRe+RJBFRF9FXQOQ4id5/vG5AiXp7SwIaKwGf3igxdSktWZnRLaEI1N4DJ8+ipsEcoRZRLLNqDChLHIKyxCGeG7pGiwyxeCoiDHTouAYu5FkbkWdtBHASAOCCCg36VNTp01FnSO/6P0PRZIFnm/w/H60ddlmfr7nt3Em22WLHrkM1sj6f3DZtO6V4DpCMFKPwJKPeoL3o3Fi+2xs7MlPotuWk8im6bTLqMDwvBaerWyPYosAMThtyuoIdudYm5FobkWlrDnlKCwCpfHi1IQtVXbmPzurTOMojgrx5dQYLBkGIKOplpSVArVYJmRKjUauEZ+U/Wdk84EpFQOAkoLEQ8AmkvtmM0soWnK5ulX3qUlZa9F75OVXVKk0L8nrjH99EqDU06PiMFjmUMgqAJ4lgjrUJ+dZ6z8gPSz0y7cGfKKnhRratGdm2ZoxtP1d6ukNj9AuMnDWko0GfKk+ekW5TA2sawptO15+G5nNBl8GQcHLjVmUrT+m1ajxx21Q8u34fahvFBXi9QXs5c2NlpZmQbNKhzSxvoE2E6oYOv2mhka5so3a7kGFrRbatCTnWJmTbPD+pjvD/Blq0iV1VsLJQbchCjTETtkGU7DnWmYzaQTfSnkEQIop63sR1Ow5Uhb2taePzhX6Ru91uvPDGVyGP4OieBDTaAz6+lCjDGM35PwJpbfdP2mq22HH4VEMvaxOFz6HWSrlFvAxOm9+8+zxrI9LtA8uzkOi0YERnNUZ0nhvZ5YIKjboU1OvTcNaQ5vlfn4YmXXJYV2izu31PmS3ynqDuOFCFhZXNKC5MEz76LliiAtT1zWZh1bmCddNVJSgemo7l11yA59bvE7Zd73sid26sH1xejHXvx0b+lPe3n8L44izUN5vR2iG+5H1AbjdSHe3ItjUj09biCZJam5Bpa4EW4Y84atGaUGPIQo0hAzWGTNQYM1mxJcqZLQ6WyCUiioT5M4uEBEG8ScZEOVhaH1SJ5r74JgGN5oCPL6XKMAY6Uahvjt7s/ilJ/gfbFbViE/wRBcOq0eNbUz6+NeVLtxmctq7h6o3I7QqMZNpbMJCUvWq4kWVvQZa9Bed1fCvd7lCp0aBLRYPe81OvT0WDLhVN+pSgRo7kZ/kPs9Zp5U0C6XBCCj5HIuGkyAB1aaW85YQDefMfxzGpJAeTfaZyiuB9T+TOjTVySJrQ7cvJOy1Ujn5WuV1IdXQgyyfY4V0OJ1mpryZdMmr1Gag1eH5qDBnM4xGjWCKXiCgCxo/KwrC85LACDsPzkqUkY6J8sL2s/5WC8P6OU9KQ12gN+HgpVYaxtxOFSF25DUZakv9cdpFDxYnCYdXoUW7KQ7kpT7pN57Ijx9qEnK7h7TnWRmTbmgecvFDrdiHX1oRcW5Pf7S6o0KxL8gRGdKlo1KeiUZeCRn0KOtUGQKWCStUzobASeX+8wedRhamyP1d308blCQtQi04iGgybw4Vfr9+HF1ZeKsv2RX/Hdx9Z9PEX3/ayZvRxw1NOOZx+NjhtyLC3IsPWgkyf/9NtrUJGdgCepMv1+lQp2FFryECdIR02tbxJjkk5LJFLRBQBKpUKK5dMxqNrt4d0gGTUa3DfkskBy9KGSq4koONHZSEv0xRWMk3frPIiKVmGsbeRLNFcKrC5XfkTEqJQ2dU6nEnIwZkEnyv6XclXPYGRRilIkuoYeJ4ONdzIsLchw96G0aj0u69TrUejLgUdiWlo2GSHuSAfxoJ8GPPyFEvA98HOMty7eKIiz+UrNUlckEd0EtFgVTd04A/vHRK6TW8OKLfgEignK5tRMjwDgNj9tlKq69v77Wedy450e1vXTyvSbZ7lDHsrkpxiR0+2ak04q09HnT4NZw3pOKtPR4M+JSrLbxP1hkEQIooZxYVpeGz51AEnITXqNXhs+dQe5WjDVd/cKaxcnduNgElAQ6Ua0CD34ChdhrG3kSzRnBi1e5WLvMzBVVKO4oBP8tXjScOlm/UuOzK7EqhmWz3D5rNtzSGfYCW4bBhirQes9Sh//aTffeqkJCyzG9GkS0Zz1493uUNj7JFINVRfHKzG3MlDhGxrIHYdqsZPv3+hkG1FYiSL1z92VwjdXnV9O4bmJsNiEzsd5qNdp7Fg5kgAsZkIt6q+AzMn5MPk6ESaox2p9nak2duQZm+Xgh7JggMdgCdQWa9P6/pJRZ0hA2f1abBoordCG8mHJXKJiCJoUkkOVt81Cy+88VVQU2OG5yXjviWThQdAAKC5zdr/SgPQ1GrB0NxkHCytD7ukaves8iIoWYZRjqlLiuh2cjYke3CVlKP4ZVPrUG3MRrUx2+/2BKcF2dZmZNpbkGk795PiDP07zNXejiFo9wRJurGrNGjRJqFFl4QWbWLX/+d+Nw8gSOJyuXH4VGPI7QxVY6sV9c3mHpWkQpGVZkJmqlHx5KhyOFPvGW1U1yj2hP7bqjZppGXUTqd0u5HgsiLF3oFURwdSHO1ItXcgzdGG1D9+gpPmFtxrkSkBebdgh3dZZMCRYl+CYXCN9GEQhIhiTnFhGtY8MBeHShvwwY4yfHGo2u/KjkatwrTx+VgwYwTGjcoUOgXGl+jKJRa75+Dswx2nhWzvg51lQoMgSpVh7G/qUjQnRu1e5YKVYWiw69QYPblGkOd3u95lQ6attSso0owse4s0RF8TRh4CndspJWcNxK7SoE1rQqs2EW3aRLR2W27TJsKqOTe1IFIVqAKV0w7Vwjmj8Oqmw0K2FUkdXdVP5Mhz4k3qGKnplHqXHUkOM5IdHUh2dCLZ0YEUR1fAw+5Z7jUXTwfCztzhzc/TqEtFgz4FDbpUNOpT0KBPlfLzEPWlusGMobkp/a8YIxgEIaKYpFKpML44C+OLs2C22NHQYkGn1YEEgxaZqUZFyniJKnHoZdRpZMszEi6lyjAGM3Upaq/koWeVi798cixCLSGKLJtaj2pjFqqN/oFYlduFFEcHMmytnmSN9lZcnK2CvqUe1voGhDvHUOd2SnlIemNVadGuNaFda0LuvjxY6u1o1yagXWNCm9aEdm0CzBoj7Gr59iPdy2mH47rZI/GnD47A4YytaR7dJSZ6glNy5DnxJnU0GcXut7UuBxKdnUhydCLJ2YlERycSnZ1Idpg9QQ+nGckOM4wuecs+e7VqTWjSpaBJl4xGXTKadSlo0KegWZccVKUmot6I/M6KBgyCEFHMMxl1EaldLrqCQXqKUeh8ZZfLLSzPiBJlGIOduhTNiVF9h4uaLXaUnmmNYGuIoo9bpUaLLhktumSUwZOPY9ptU3Hx2Hy47HZYamthqalF6YET2Pmvg1LugzRHG7RuMdPxDG4HDPZWZNpbgWM1mNbLejaVFh0aIzq6giIdmoSu340waxLQqTbArDHCrDHAojHApVIH3Ybu5bTDoVKpkJpkiPkpMaMKPFeZh+cnC9+2tSt43tjaz3vkdsPossHktMDktCDRaUFC1/8mn5+krmCHUsENLydUaNEloVmbhBZdMpp1SWjSpXQFPJLhUPPUjuQh8jsrGvCTQkQUoqy0BKhVgIiYhbqrHGxlXXv4G/Mhaqi3XGUYQ5m6lJWWALVaFZXJ7Tqt50apVNaFXs6ZKK50fe7VOh1MhYUwFRbi17s7cTjbJwmy241khxmpjnakOjqQavckiEztShSZ4uiABmK/E/RuB/SOdqQ7gvtetqj1MGs8gRGL2oBOjR4WtQEWjR4WddePxgCLWo8haIOt0QCNKQFqg8Hvu89ssaO+uRMWmxNGvQZZaQl9BrMPltbHfAAEAIqHespvZqT0LI0+IG43dG4HDC47DC4bjE4bDKeP4azlW9QeO4PpjSeQ4LQiwWVFgtMGo8vq+d1phdFlg1rw39FAuKBCmzYBrdpzOW8uvfxCJA3Jw+q/n0Kb1gT3AIJtRKLkD7JE7wyCEFHMG+gBoygmow7Txudj54Hwp69MH+cpByt6lIOoKTuihyffft1YXHRebkhTl0xGHaaPy8eOA1VC2ySCb9Dp22oGQYiCYdT5f++ZLfae+XRUKrTpEtGmS+xWbLfrbrcLyQ4zUhwd0v++y8kOMxKd8gYKjC4bjC5bn1NxvE4/+jFOe39Rq6FJSIBLb0C7U40mmwpWtQ42tQ52lRZ2jQ45OWkYNTIHBQXp0BiNUBuM0BgNUBsM2L65FHmWZjhVGji8P+pzy26ooivng9sNDVzQuJ3QuF1dP05YKs/ABSdqys9iRMcZaN1O6NwOaF1d/7ud0LvsMLjs0Lvs0Lkd0HctG1y+y7aeAbHXgW8AqAHMicRr7tKp1qOtKzdNm9aEFm0iWnVJaNUmoqXrtu5BjssumoqUzES0flgXoVYT+V/kGQwYBCGimOR2u3GwtB4f7CjDrkM1fqMC1GoVpo/Lx/yZRRg/Kku2xKgAsGDmCCFBkAUzPeVgRY5y0HSNLhFBdBnGWRcWhJUUcP7MoqgMgvgGnRpaojeBK1E0Se925b+iduABRLdK7TmZ1PVekUnjcnoSUzo7UZjgxA9nD8G3Jypw6OtTSHZ0IslpRpKjs/cElXJxueDs6AA6OpAIIDHQOs2A7RucC5z4uLDrpy9OqOFUqeFSdf0Plc+yGm4V4IbK86Pq+h+Qflf55Go5t0d1S8squKF2u6GCC2q3G2q3C2q4oXK7oe66TeN2Qut29ZoY9+j9G6TlG/t5PdHGrtKgXZOADm2C9L8U7OjKNdOmNYU2XUWliurS8BQfymtaMWZYeqSbIQyDIEQUc05WNvdZItflcmPHgSrsOFCFYXnJWClTiVwAGD8qC3mZprBK2uZnJkrlYEWOcpg2Pl/YiBiRZRgzU41hV0UYPyoLw/KSgyqTrBQV0C3oFEVXXomiWPfSi7WN4ZUI741TrUGzPgXNSIE51YiC712Fo3vL8V7N1+dWcruhdztg8ia6dFpgcnYi0eHJC5Ho7PTJDeGZPhELPCMvXIjgTI+YY1Hr0KkxokNjlHK/mDXe/DCeHDHtWs+PTaWTbbRN95FSRJHQ1qls/hu5MQhCRDFl//E6/OqPe4KuEFJe04ZH127HY8unYlJJjsytC42721GpqFEOC2aMCHsbvkSVYbxs8hB8U94U1tQllUqFlUsm49G126OmWkz3c4usNDGjcIgGu0gMs25oseDgyfqeU/1UKthUOtj0OjSj/3KQarcLRqcVJqcVCS5PYCTBaZHyS3j/Nzo9U2UMLqsnR4XSo03imE2lBRISkJaVBotah2/qrOjUGNCpNnj+1xi6crgYpNvNGiOc6ugIPniTphNFUnKC8gUI5MQgCA0q9c1mlFa2oM1sQ7JJj1GFqWFfcabocbKyeUABEC+LzYlf/XEPVt81S/iIkIOl9WGNAgGAmgYzDpU2YHyxp5SkiFEOw/OSpdElolw3eyTWf3gUdkd4FRre2VKKd7aUAghv6lJxYRoeWz41pL8JufhW4xmWJ77CAdFg1D2Bc55CCfj+8skxPHDLRWFtw6VSw6xNgFk7sOkKv7lrOn7/5j6crWmCwWXzy3Xh+d8Gg8sOncvRlfvC8/+53+1IULuQqAWsZktX/ozo+B4Mh0qng0ujRbsdsKu1cKi0sKs0cKg9/9vUOtjUWthVnpwpVrUW9q78KTaVFja1Dha1HlaNHha1Dla1Hm6VGnMvKsSqmy/C519V4m+vfxnplzkgCQYNGlsHV3lSij3D8voPCscSBkEo5rlcLmzadgobtpaiMcBQ/cxUIxbOGYXrZo+EWs2M2rHK7XbjhTe+Cvlk12Jz4sU3vsJLD8wVmiPkwx2nhWzng51lUhAk3FEORr0G9y2ZLDwXilqtxuIrx+D1j48J22a4U5cmleRg9V2z+pwepaSmVguG5nqCH4U5DIIQhSLs6iBBOlzWCJNRB41aBafC1aaOVLTgZIMd6COHSTCumDIUm/dWeH7pyr+hczm78m94ftRdyUfVXVNi1F3reZbP5e7wZgLxLMPvd8AnA0jXf97fvf+7VCq4oPb8r1LDkyHk3LJDpYGzKw+JU1rWwNH1//8+8R1kZyShorYVd/56S1jvS3c56Z4glVyVzuTUaXVGdWl4ig8ZKSyRSxQ1tnxZgZfe/rrPK9MNLRa8uukw1n94FPcsnoi5Fw1VsIUkysHS+rBPcr+tafMbcREus8WOLw6FnxQVAL44WA2zxS6NIgh1lINRr8Fjy6fKkgPF7XZj29dnhG/XK9SpS8WFaVjzwFwcKm3ABzvKsPNgFdwRmvdusZ/rK5NRh+LCVJysbIlMY4hilNmi3FSRkxXNigdAAOCLf4vZd5yoaDr3i0oFFzSwamLzhLmsph3ZGUlobBVfxWdCcTYAwGqPvdEynVbHoDsBpdgz2KrD8LI4xay/bv4Gz//lq6CH5tsdLjz/l6/w183fyNwykoPIERei1Dd3CqniAnhGRHRPOuod5RDstIrheclYfdcs2XKfiAhE9cc7delkZfOAHqdSqTC+OAs/uGI0hmSHd2U1HN0T2F0xhUFXooGqaehQ7Lm+OChfYLcvR79t6n+lIJTXtAvZTjQ42+SZWloqQ+C4eGgaACBFcLl3JSQYtLIEhogGovu0xVjHkSAUk7Z8WYH1Hx4N6bHrPzyKrLQEjgiJIXKOuAiH6DwUgXYw3Uc5fHGo2i/wolGrMG18PhbMGIFxozJlLQcsKhDVn1CnLg00aa4cupf6ZCUGooGra1IuCeTpqshPoyMP70WtDhmrUAyNwVxNCQYNyqo4opAiK8EwuMIGg+vVUFxwuVx46e2vw9rGS29/jTmThjBHSIyQY8SFiCCI6Dm6ve1gvKMcxhdnwWyxo6HFgk6rAwkGLTJTjcLK4PZFZCAqGAOduhRq0lyR1KruJXKBLw7VRKg1RLFLxlhuD5GYCkOBubvmMSbKUIXCu9/35myKJUyKStGg+/FNrOMZIMWcTdtOhV2dwu5w4b1t4qZFkLyUGHERiqy0BKjVYo7WNWpVUDsY70HcmGHpGJqbrEgABBAbiApWsFOXwk2aK8q0cfl+/WG22HGotD6CLSKKTVmpA6u0Eo7cTOWei/rmHfmXnSa+T5q6ppOYjDpcUJQufPtyKq9pRW4GKx0SicQgCMWcjVtLhWxnw9aTQrZD8lNqxMVAmYw6TB+XL2Rb08bnKxbQCEUkAgzeqUv9USJXSTAuGOFfkri+uRO8yEzUv+7fyaMKUxV77pFD0hR7LupbUoInX4dLhszWvkmrLxG031ZKeW3boLsKT7Gnsm7w5B8CGAShGFPfbO6RPDJUDS0W1DebhWyL5BWJERfBmj+zSMh2FswYIWQ7colEeb5AyWIDUSpXSX+OnG7w+z3SI1OIYof/SW9Wmgk6jTJzYvR6LbQKPZev3HQx+6GstMFzcmzQeU5L2mUoY+ubtHrPkdiaptjcZlG0YhJRILWNg+uciUEQiimiM4afqmoVuj2SRzSPuBg3MhM6bXhfpTqtGmNHZgS1rtliR3lNK74pb0J5TWtQIyVEEBmIGoj+pi4pnaukL7sO1fj1RyQCR0Sx6HS1/77YbLHDodAwKpvNAYdT+SFbeZliqlhldk/GHMOqu6oCWe3hTXkOxJu02myx4/CpRuHbl5Pd4WJQnUgwJkalmNIm+OpAazuTTcWKq2cMx44DVWFvZ/70ovAb4+PQqQYhOWoOn2rsNQmo2+3GwdJ6fLCjDLsO1fjl5lCrVZg+Lh/zZxZh/Kgs2arDeANRIvpgIPqbuhSJXCW96Z501xs4ipb2EUWr6nr/krj1zZ2QYUZEQMqHdj3OChqJ2tYhftREpFTUeqY1JstQxjbB4AlKV9ZFfurkQCUYdAyqU8QNtrw0DIJQTBG9Y0xJMgjdHskpUoeqfRM1FeODnWUBgyAnK5vxwhtf9ZrzwuVyY8eBKuw4UIVheclYuWQyigvThLSpu/kzixQNggQzdSnaro75jlyJVOCIKNYp+bmOVIiyql5MEKSqYfAMUfeWxh0mQxnbTqvnb6omBt+vjBQDTEaeslHkqAAU5ogZvRYtOB2GYoroZGkjC1KEbo/k89HO00K28+EXYrYDiJ2KESgJ6P7jdXh07fagk36W17Th0bXbsf94nZA2dTd+VBbyMpW7EhDM1KVouzrWfeSKqJwxRINZosn/c67k59omw9QLCo22a8qlHGVsvdVhYlGiSc+cIBRRwwtSojp5fygYBKGYkpVmEpbUMjPViKy0wTW0a7CSO9gQKpFTMbonAT1Z2Yxf/XHPgK+IWmxO/OqPe3CysllIuyIpmGSxkcpV0hvvkGsvpQNHRLHIoPUPHmbJUCK1N/XNHf2vRIrQdCUvbWjpFL5tb3WY1ETxU23kpnK70dzG6dsUOSZDdF1wEoFBEIo5C+eMErKd6+cUC9kOyU/OYEM4RA/Z9k6lcLvdeOGNr0LevsXmxItvfAW34En1B0vrFRtKPDwvGeNGZfa7nsmow7RxeQq0KDjeIddEFDyr3f8qt1IJnwEI2x9Q+FRd+6y9clRv6dp2QgxOK2nvtDMIQhF1pKxJ0e9lJTAIQjHn2lliSoleM6tIyHZIfnIFG8Ilesi2dyrFwdL6oKfA9ObbmjYcKm3of8UB+GBHmdDt9cao1+C+JZODTvJ6flFwlXWU0P1vS8nAEVGssnVLLi26Elxf3FGabyoeabsqrZXXtIvfeNf+xBKDgerWDhts9thrNw0ugy1gzCAIxZzDZWJKmx0paxKyHZKfXMGGcImciuGbBFRkslVRzBY7dh2UvxStUa/BY8unDii561FB3wkidP/b+mC7MoEjolim71ZmXHQluL4UZHG6WrRIT/Ykq3c4xedpMXZNtaltjL3pT3aHC/ooy39F8SeW8+oEwiAIxZxoPEEkeckVbAiXt/qHCN4koFGd/0TmMgrD85Kx+q5ZmFSSE/RjzBY7dgl6v0TwzQkisi+JBrOUbnkaRE/l60t+1uCqeBDLioemA/BUQxHP8zcVi1ezdVo1UpNiL5cJDS6WQTYaKfYmxlFck+MEcbBlOx6MRJYaDabiyECIKhvrTQIqR/4TEa9XrvnIGrUK08bnY8GMERg3KjPoKTBe274+I3twZiAaW61SwuX65k4oeC5HFLO6J6u0Kniw3cRcC1GjKN9TsW9YnvjKfS0dntFFdkfsVQNKSdTDqOcpG0WWdzTVYMFPFMWUaD1BJPmJDjaIMn5UFoblJYeVw8M3CWi05j9pahN79WzZ1edj+vh8ZKYaQ/4Mnqxsxv9uOCi0XeGqbTRjzDDP1UwmsiMKjtHg/x1Q16hcHp3qs7E3PWLw8gTBc9LFVwdq7QqC6LSxNwg+LzMRVsHHBkQDlZ4iZhR1tIi9bwKKa9F6gkjy8wYbwhFsxZGBUKlUWLlkcsh5S7onAY3W/Cc2u9irZxkpRgzNTQ45AOKtoNM9oWI0aW6PvWHXRNGgtUO5KgQWHgdEDe8xmVHQfstXU6un7K4+Bq9mD8tL4f6EIkotcCp5tGAQhGJKtJ4gkvxEBxtEKi5Mw2PLpw64bYGSgEZr/hOD4M9euNsTUUFHDrkZ55IsWm3RG6AhimYmBffNTjc/p9Hi3DGZ+P20koE10RIMGu5PKKKmjxM7lTwaMAhCMSUrLQGizmHVKgy6qOZgJzLYINqkkhysvmtW0KNVeksCKkeyVRHyMsVWUPANFoRCVIJkkVQACnPOJVkUHTgiGqy6j8ZIUTAJZGMrp61FC29iadEXvIBzo0xicSRINcusU4TNn1EU6SYIxyAIxRSTUYcLRoiZznDByMxBF9WMB6KCDXIoLkzDS/dfhtuvG9trgC0z1YjbrxuL/77/sl6DMvNnFglpj8j8J4U54U1F6u5ERRN2H6pGffPAD+6iterK2FH+3ynhBnqI4kX3qgPJJuWCIB2CKmhR+Dqtnr+DrDTxOUG8g0s6zLHX363tVljtnLZFJBLnAlDMET9IkmJNcWEa1jwwF4dKG/DBjjJ8cajaL2FuuBVHQnWyshkvvPFVn9M0GloseHXTYXy6pxwrl0wOGAgRnWxVBJNRh3EjM3HoVIOQ7f3+3XMJTTNTjVg4ZxSumz0SanX/sXmRCZJFWjKvxO93jjQjClK3MkrJicoFQdQ8qogacuZp6+wKdpVVt8r2HHJJSTKg6jQT+FLkfPjFaUwYnR3pZgjFkSAUU8wWO46cbhSyrSNljTDzClBMc3v/dTuAdrndgNtzv1L2H6/Do2u3Bx24KK9pw6Nrt2P/8boe90Vr/pObrirpf6UQeAND33/kA2z5sqLf9UUnSBYhL9OE8cVZfreZLbxyRxSUbt9Voqff9SU5kSNCo01Frfh8T81tnuowsZhgND/TxET+FFE7D1QNunMmBkEopshRIpdiz8nKZtz9my34j9/txM4D1d0vIsLtBnYcqMJ//G4n7v7NFpysbJa9Pb/6454Bn5xbbE786o97ArbPm/9EP8ByfnqtWrb8JxOKs2Q9OXE4XXj+L1/hr5u/6XM9OeaLh+vm75zXI+jEErlEQer2Ja5k0vL0JI7Yihbe3DC1MpRIdro8iUU1MTnwR4VUBUdHEXXndmPQnTMxCEIxhSVySeSICxG8pVpD/du02Jx48Y2veoxmkQz0gE3GAzyVSoWHb50y4MDMQK3/8GifI0JEVtAR5dVNh3v0IYMgRMGxdssJUnVWuaH/Wm10fZfEs5YOm2zbTk00AADSU2Iv6NVpdWBIdmKkm0FxbrCdMzEIQjGFJXLjmxwjLsIlolTrtzVtOFTqn2vD+1pt9oGVxbPZXbK9VsAzQuXx2y6BXifv7uO3b+6HyxX4tYusoCNKS7sV/z7hH2hraOmMUGuIYou123d6m1m+k+Eez22Nvul18U6OEYfJJs+0p7yM2AsmJBi0sgaIiOIRgyBRxuVy4Z133sGyZcswdepUjBs3DnPnzsX999+PvXv3Rrp5ESfyCrBGrWLiwhgi+4iLEH2wo0z4dqL1tXpNKsnBc3fPxrBcsRVjfDldbvz989Je7796xnDZnjtUa/96wO/3Jo4EIQqKQe9/QUKvVW7KWztz90QNb0Ut0dXIAMDadUEhR8F8M+K4cUxQPjyiUFmszAlCMmlra8MPf/hDPPbYY9izZw9aWlpgt9tRVVWF999/H8uWLcOzzz4b6WZGlMmow/lFGUK2dX5RBkvkxhC5RlyEw2yxY9dBMaVavzh4LulUNL7W7ooL0/DbVZfikrG53XMaCvPmp73nBpEpvhOWmkazX+IwnczThogGi9RuyUlTk5XLf1Dfwqob0aIwJwmA51jPIHi0obnrBC4WS5efrm5DffPgysdAsaelg0EQkoHb7cZ9992HPXv2AABmzZqFtWvX4q233sJTTz2FIUOGwO12Y926dfjf//3fCLc2sjo6xXwI2wdZluPB7sMdp4Vs54OdYkZuAF2JegWdjLt8kk5F42vt7s1Pj+P6hz/A7sO1sgUkzBYH6psDJ8h7q48ASSQdOlUvLQ/PS4lgS4hiR/dRb92nx8ipvZMjQaKFbxC5t+mQIevaWVfWtYvdrgKq69tZyJkizmobXN+VDIJEiffeew/bt28HACxatAivvvoqrrzySkycOBFLlizBu+++i+LiYgDAmjVrUFNTE8nmRozZYsdpQTXeT1e1DrpyT4OV2WLHF4dEjbioFtbvohNfNrVaova1+vrtm1/h9Y+PCd9uIF9/c7bHbWaLHYdOyTfKJRx7j9RKyxeMFDNqjWiwq6r3H41R16RgPh1RkWwK27tbTgDwfMfbBcfBtF0jS/Ydib3j57PNZjiczF1DkTa4QnEMgkSJdevWAQCSkpLw8MMP97g/LS0Nv/jFLwAAVqsV69evV7R90aKyTmzt+Fi8IhCPorU0suhM2Ra7M2pfq9ebnx7HZ3t7r9wiWllVS4/bRH8PiHTWp7Qjp9sRBcfW7YxXyUPt7vlIKHL2HfMklz5R3iR828kJnuowja2xl6up5mw7RyxRxHWv4hXrGASJAhUVFThy5AgAYO7cuUhLSwu43sUXX4wRI0YAAD7++GOlmhdVahrE1o6XoxY9iRetpZFFVxcy6jRR+1oBwOl0KjYCpC+ivwdEMiacC3zUN7M6DFEw8rOS/H7PSktQ7LmTE5XLP0J9s3Ttr0rP9Ax+h2vU0FQAsVkVsNXsgMPJEUsUWXYHgyAk2JdffiktT5s2rc91p06dCgA4c+YMysvLZW0XUbSI1tLIackGIdvxSk8xRu1rBYCXNx4Stq1gjShIU/w5wzF+VKa0LDqgRTRYnV+U7vd7QbZyZUztPLmMGt7gl90hOB8IgIvOywUATByTJXzbcktM0CExgSMLKbKSBtnfIIMgUeDkyZPSclFRUZ/rDh06VFo+ceKEXE2KWqmCr9iI3h7JQ/RVQVGlkU1GsVeUEgyaqH2tALB5j/KB15LhaT1ui+bs/hNGnTvAFh3QIhqsstL8P9NKVn+yDbJkf7Fs/vQiAEB+lvjv+KG5nkTVV06NvvLq/blwdBZGF6ZGuhkU54YNsmTvsTcmbBDyTXJaUFDQ57r5+fkBHxeMqqoqVFVVDaxxXY4fPx7S40Rr7RA7l7OlPfbmhsajhhax0woaWjqF5GsorWwOvzE+Tp1pQX6W2Cugol5rRW0rbDJcnetPU6sVQ3P9b2tpj95SgcdPN0kH2xaeXBEFZdv+CsyedO4iz7eCEqAHQ64S3zRwV15SBECeAHJFbSuG5qagsTV69x+9uWLKMHy+vzLSzaA4l2AYXBd2GASJAi0t5+Y+Jib2fQJkMp2Ljre1DSw54DvvvIM1a9YMrHFR5kSF2HmipWdaMHtSodBtknj/PlHf/0oDcKC0QTpRDcfhU40CWnPOkbJG4VURRL1W0X0QrFNVLZgwOtvvtj2Ha3tZO/L2HK3FlZd4rjR+U94c2cYQxYjNe/2DIKKqwAVDr9MAYKW4SEtNPBesP/5ts/Dte/eFuw/FVnUYjVqFrDQTbHblL0IQ+apuMAs5nowWnA4TBWw2m7RsNPY9dN33ft/HxQvR1ThYIjc2NLeJvXLTJGhkiRx/j9H6WkW3K1jdq0YAiOoreW0+o9Ui9Z4RxZqGbp9pOXJC9GawzXOPVf/32OXSshzf8d59YTTvPwJZ9t0xAAAVhyxRhLUOstHzDIJEAY3m3PCi/r7k3D4TZdXq+Os+0fNEC7KT+l+JIi4tWVxeCwBITxWTd0OOv8dofa2i2xWs7lUjACAjJTJtCYZveyP1nhHFmsxun+kcBfP+FGQnK/ZcFFheZoLfRT45vuO9+8Jo3n8Ecv1cTxBEjjwpRAORkiS2GECkcTpMFPCd4mKxWKDX956s02o9F4Xra71Avv/972P69OkDbyA8OUGefvrpkB4r0pQL8rDu/aPCtnfReTnCtkXyuXC02GzuE3wqeIQjFv4eRb1W0X0QrO5VIwDg0klD8Mnu6KyOddnkIdJypN4zolhzxZShfr8r+dmZe9EQbP93aPnSooVarYLLFbtVbn67aq7f75eMy8Pbm8Um//fuC+XYtlxW3TxZuuB5wQgx+3KiUI0sGDxTYQAGQaKCbx6Qzs5OpKT0/kdmNpul5dTUgWWKLigo6DfxarQbmpsCrUYlpF66VqMeVHPbBrOhuSnQa9VCEnPqdeL6Xa6/x2h9raLaFayURH2PqhEAMGF09AYvfdsWifeMKBb55gMBlPvs6LQqTB1boPjnVK0Cpo3Lx86D1WFva8aEfKigwo4DsRnImXlhQY/k3WOGZUClElclyHdfKHrbcrl1/vmYe9G5z0VWmgkpiXq0dsTfVHiKvMxUY8DjsVgWf/MpotCQIeeuHFZX971D9L0/Nze3jzUHr3mCyptdNXWYkO2QMq4Q1F9XThHb73L8PUbraxXVrmDdcPnoXu87L8AIkUg7f3jPNin9nhHFmpz0wNMTlPjseL+/lf6cTrkgFwtmjRCyrWtmjsT8mUVCthUJC2YEfh+mXCDuGLf7vlDktn2J2i9dWJyFG64Y0+P2H/SxTySS0/VziiPdBOEYBIkCo0ef+1IrL+97iHdFRYW0XFw8+P4gg/GT68cJ2c6PBW2HlPGThYL6XdB2vOT4e4za1yp4e33RalS47tKRvd7/qxWhTe2T0y9/2rNNSr5nRLHofx68LODtSnx2vN+RSn9OH7n1YowflYVheeHlIxmel4xxozKFbCsUBVnh5Zzytj+QR2+9OKxt++q+LxS5bS+dVi1sv/SLH08LePv3Lh0JrYYJUklZOq0a184WE7SNJgyCRIGJEydKCVH37dvX57p79uwBAOTn56OwMD5Lu2o0Giz97nlhbWPpd8/zS0hL0S9a+12Odg3m1xqse2+c1GfyZ51Ohxnj8xVpSzBmjM+HTtezyoSS7xlRrCkuTIPBEDjZntyfHd/vSCU/p1dPL4JWq4VKpcLKJZNh1If2PW3Ua3DfkslQqVRhbysUV08vwoPLpgppfyBarRZXTy8Ko4UegfaForbt657FE6HT6WTdd6vVatx746Swtk80UPcsnjgoi3EMvlcUg/Lz8zFx4kQAwCeffIL29vaA6+3btw9lZWUAgO985ztKNS8q3TSvBFd2S6QWrCunDMVN80oEt4iUEK39Lke7BuNrDVb3udC9eXT5VIwaMrDcSHIYNSQVjy6f2uv9SrxnREoS8bnLSDbghZVz+lxHrs9OoO9IJT6nk8Zk484fXCj9XlyYhseWDzyQYNRr8NjyqSguTAt7W6Hwvg6R7Q/kzh9ciEljskNuZ1/7wnC37ct3nyX3vnvuRUNx6/zzQ9o+xbb8zNByctw6//yQ/2aCPR6LRQyCRIlly5YBAJqbm/Hkk0/C5fJP0NXS0oInn3wSgOcK6C233KJ4G6PNz26aPOCI+9Lvnoef3TRZphaREqK13+Vo12B6rcHQadVYdfPkgHOhe/PiqssiOiJkxvh8vLjqsn7Xk+s9I1La0u+ehxdXXYZVN0+GThPaYWRxYRr+9NR3g1pX9Genr+9IOT+nV08vwtM/mdHj9kklOVh916ygp7MMz0vG6rtmYVJJzwTRA91WZurAy8V2fx0i2x/I0z+ZEdKojWD2haFu26u3fZbc++4brhgT1uePYs/V04vwv4/N8/S7Nrh+9/37lP5mQnjsYKVyu6M9P3L8uP3227F9+3YAwMUXX4xbb70Vubm5OH78OF5++WWcOXMGALBq1Sr85Cc/UbRt+/btw9KlS6XfX3/9dVx8sfg5laFwOp34342H8Nme8oDZ3fU6Na6cMgw/XjiOU2AGkWjtdznaFeuv9Y7rLsCHO8uxYetJNLRYeqyXmWrE9XOKce3sESEPubTb7fiP33+Bo6ebQnq8WuVJlvfIrRfD7Xb3u63zi9LxyxXTA06B6YvT6cTLGw7gk13liPaKlqMKEpGRmoh9x+oCVlJQq4CsNCPqmyyIdP2bwmwTcjMS8NU3DWFVffD9LLndbjy7fh/2HKkd0DYvKsnE47dNC+rvqD86jQp2AdWnfI0uTEFjaycaWu1BP6a37xiXy4X3tpX1+tnuLifdiP958LJep8D0pb/vm1DaH+pzebd32zXn4f+9vr/XvxHf7xWttu+CjG63G4dKG/DBjjJ8cajar+StRq3CtPH5WDBjBMaNyux1Ckko23K73diw5QRe/+R4r39rKnhex6M/7P11iGx/IA6HA6v/tBd7jtT1ud5VUwtx5w8mDmhf6HA4BvRZD3afJfe+u7/Pn8moAaCC2eII+BqKC1PxTXkTmtoGVnEm1ksyx4revj/66/e+/j7DeWwkyXEeyiBIFGlvb8eKFSuwd+/eXtdZvnw5HnnkkZB2IOGI5iCIr4raVhwobUBTSyfSUxMwYVQmy+DGgWjtdznaFeuvtb7ZjFNVrWhttyIlyYCRBSnCy64dOFGH7f+uQn1zJ9xwQ60C3G4VstISMOvCAhgNWuw5UouG5k5kpiVg6gW5GDMso99teR8vqkRvRW0rtu6vxDcVLbBYbEjQa5GbmYjhBal+79835Y34aOdpnKxsBlRAfoYJeVmJaGqxoK6pE2q1CkaDBuZOO5rabVABGDMsHdfOHim9rkCvw2jQ4q1/HMOh0rOwOjxXfkYXpuKmq87r8Rq/KW/s8z3z7X+9To3EBD0MOg1Skgw4U9uKXYdq0NRmhcGgQVaqEWlJRjicLjS1WtDYboNercL5IzNwQVEGDpY2oLSqFVoVkJ2eAJNRhzazDSqo4Ha70Nhqhd3pRF5GEi67aAimji0Iqq3dbx+em4TWTkdQn6Xuj81LT8CR0404UdkMuD0jG66eURTU35FRr0Vqsh6JRp3f8/b12ej+/GOGpgIqNc7UtaHD4kCi0XOAXN9shtniRGZaAtKT9Pi2pq3Pv91t+yuweW8FGlotyEwx4oopQ1FUkBrSd4xv+8trW3GyogltZoe03e5lcMPR/fsmJUGLb2vb0dDcCZ1WDaNBA71WI+Q7Mtjvtv4+IwNhttjR0GJBp9WBBIMWmanGHmVk5dhWfbMZ274+g0Ol9bDaXRiel4Q5k4cO+HWIbH8g35Q34rM95dL3RElROuZNHS5kX9jbZy3cfZbc++6+vj/62+8Guh8ATlW1ouxMMxpaLNBq1BiSm+zX7oraVry3rRSHShtgs7uQkWJAUUEKUhIN6LTa0dhqRV2jGZ0WBxKMWowqTJO+h7zPeaauDWebO9HZFagxGTXISjNhSE6y1E7vut3bkp1qwL6jtdLzD8lOxIJZI5CfldTjvQaAf31VidKKZphtDiTotchJT0BKkgEqFQA3gK7SydKvXQs6nQatbRacqmqFxeZEdroBo4akIzM1ocf75X0PW9ss+Or4WdQ0dkCnUSM/KxFOlws1DR1wOIHCnCTMmzpM+k4O9fsjnGMqJY7HRGEQJA64XC5s3LgRmzZtwrFjx9DW1ob09HRMmjQJS5cuxbRpgTNGyy1WgiBEREREREQ0OMhxHtr32DxSnFqtxqJFi7Bo0aJIN4WIiIiIiIhoUImeyT5ERERERERERDJiEISIiIiIiIiI4gKDIEREREREREQUFxgEISIiIiIiIqK4wCAIEREREREREcUFBkGIiIiIiIiIKC4wCEJEREREREREcYFBECIiIiIiIiKKCwyCEBEREREREVFcYBCEiIiIiIiIiOICgyBEREREREREFBcYBCEiIiIiIiKiuKCNdAMoNpjNZr/fjx8/HqGWEBERERERUTzoft7Z/bw0FAyCUFAqKir8fn/66acj1BIiIiIiIiKKR93PS0PB6TBEREREREREFBcYBCEiIiIiIiKiuMDpMBSUyy+/3O/3YcOGISEhIUKtIV/Hjx/3m57085//HCUlJRFsEfWF/RVb2F+xg30VW9hfsYX9FTvYV7GF/dW/zs5OlJeXS793Py8NBYMgFJT8/HwsXbo00s2gIJSUlODiiy+OdDMoSOyv2ML+ih3sq9jC/oot7K/Ywb6KLewvZXA6DBERERERERHFBQZBiIiIiIiIiCguMAhCRERERERERHGBQRAiIiIiIiIiigsMghARERERERFRXGAQhIiIiIiIiIjiAoMgRERERERERBQXGAQhIiIiIiIiorjAIAgRERERERERxQUGQYiIiIiIiIgoLjAIQkRERERERERxgUEQIiIiIiIiIooLDIIQERERERERUVzQRroBRBSegoIC3H333X6/U/Rif8UW9lfsYF/FFvZXbGF/xQ72VWxhf0WGyu12uyPdCCIiIiIiIiIiuXE6DBERERERERHFBQZBiIiIiIiIiCguMAhCRERERERERHGBQRAiIiIiIiIiigsMghARERERERFRXGAQhIiIiIiIiIjiAoMgRERERERERBQXGAQhIiIiIiIiorigjXQDiCh4TzzxBN5++22sWLECK1eu7HNdl8uFDRs2YOPGjTh+/DjMZjOys7MxefJk3HTTTZgyZYpCrY4P9fX1eOONN7B9+3aUlZXBbDYjKSkJo0ePxhVXXIHFixfDZDL1+nj2l3Jqa2vx2muvYevWraisrAQA5ObmYtasWbjhhhtQUlLS5+PZV5HX2tqKBQsWoK6uDtdeey1+85vf9Lou+0sZW7duxY9//OOg1p01axZeffXVHrezr5R34sQJvPnmm9i5cydqamrgcrkwZMgQzJ49G8uXL0d+fn6vj2V/ye+ll17CmjVrBvy466+/Hs8++6zfbewv5XR2duKtt97Cp59+ihMnTsBsNiMlJQUXXHABvve972H+/PnQaDS9Pp59JT+V2+12R7oRRNS/Tz/9FHfffTcA9BsEaWtrw5133ok9e/YEvF+lUmH58uV45JFHZGlrvPnss8/wyCOPoK2trdd1hgwZgrVr1+L888/vcR/7SzmfffYZHn74YbS3twe8X6vVYsWKFbjnnnsC3s++ig4PPvggNm3aBAB9BkHYX8p5+eWX8fzzzwe1bqAgCPtKef/zP/+DtWvXwuFwBLw/KSkJzz//PObMmdPjPvaXMkINgixevBjPPPOM9Dv7SzmnT5/GihUrUFZW1us6U6dOxZo1a5CamtrjPvaVMjgShCgGbN26td+RH15utxv33Xef9OU5a9YsLFmyBFlZWTh69CheeeUVnDlzBuvWrUNGRkbQV+4osD179uC+++6D3W6HTqfD4sWLcdlllyEtLQ3V1dXYsGEDtmzZgjNnzuC2227Du+++63dljf2lnP3790t9pdFosHjxYlx66aVISkrCkSNH8Morr6C+vh5r1qxBYmIibrvtNr/Hs6+iw2effSYFQPrC/lLWkSNHAABZWVn4v//7vz7XTUpK8vudfaW8NWvW4KWXXgIApKen47bbbsOkSZPgcDjw8ccf4+2330Z7ezvuvfdevPvuuxg1apT0WPaXcm666SZceeWV/a5XWVmJlStXwm63Izs7G3fddZd0H/tLOWazGXfccQcqKioAAFOmTMFNN92E/Px8nD59Gn/4wx9w8uRJ7NmzB3fffTfWr18PlUolPZ59pSA3EUW1devWuceOHeseM2aM9PP888/3uv7f//53ab1HHnmkx/1NTU3u+fPnu8eMGeMeP368u7q6Ws7mD2oul0t6L8eOHevetWtXwPXWrFkj9cmqVav87mN/KWfhwoXSe/3pp5/2uL++vt49c+ZM95gxY9wTJ050Nzc3+93Pvoq8hoYG94wZM/y+D++///6A67K/lDVv3jz3mDFj3HfccceAH8u+UtaRI0fcF1xwgXvMmDHuuXPnusvLy3us8+abb0p9cs899/jdx/6KLlarVdq/nXfeeT2ORdhfynn55Zel9/qBBx5wu1wuv/utVqt7+fLl0jofffSR3/3sK+UwMSpRlPIOp1u9erV05ToY69atA+C50vbwww/3uD8tLQ2/+MUvAABWqxXr168X1+g48/XXX+PkyZMAPFdrLrnkkoDr3XnnnRgzZgwA4B//+AfMZrN0H/tLGYcOHZKuVH/nO98JeGUtMzMTt99+OwDP1Zx//etffvezryLvF7/4Berr65GRkdHvuuwv5bS3t6O8vBwAcMEFFwz48ewrZf33f/83HA4HVCoVXnzxRQwdOrTHOjfeeKO03/rnP/8Ji8Ui3cf+ii5r1qyR9m+33XZbj2MR9pdytm7dKi0/8sgjfqM8AECv1+Ohhx6Sft+8ebPf/ewr5TAIQhSFXn/9dVxzzTXYsmULAKC4uFj60utLRUWFtCOcO3cu0tLSAq538cUXY8SIEQCAjz/+WEyj49DevXul5SuuuKLX9VQqFWbOnAkAsNlsOHXqFAD2l5JsNhuuvPJKDBs2DPPmzet1vZEjR0rL1dXV0jL7KvI+/PBDfPzxx1Cr1Xj88cf7XJf9paxjx47B3ZViLlDeo76wr5TV1NSEbdu2AfAEhCdMmNDrurfffjsWL16M2267TQres7+iy7Fjx6T8OsOGDeuRz4r9paz6+noAQEpKCjIzMwOu432fAeDs2bPSMvtKWQyCEEWhgwcPwm63Q6/X4yc/+QneffddDBs2rN/Hffnll9LytGnT+lx36tSpAIAzZ85IV/BoYCZMmIAVK1bg+uuv99upBeL2yUFttVoBsL+UNHnyZKxduxaffvoprr322l7XO3PmjLSck5MjLbOvIqu+vh5PP/00AGD58uW48MIL+1yf/aUs74E7AIwdO3ZAj2VfKWvnzp2w2+0AgGuuuabPdRcuXIhnnnkGq1atkkZfsb+iyzPPPCMltn388cdhNBr97md/Kct73NDa2uoX4PDlvRAGAHl5edIy+0pZDIIQRSGDwYAbbrgBH3/8MVatWgWDwRDU47xTMwCgqKioz3V9h7+eOHEipHbGu2nTpmHlypV49tln/XZkgezevVtaHjJkCAD2V7RpbGzEH/7wBwCAyWTC3LlzpfvYV5H15JNPoqmpCSNGjMB9993X7/rsL2UdPXoUAJCcnAyn04nVq1djwYIFmDBhAiZPnozrr78ea9asQWtra4/Hsq+UdezYMWnZdxSIy+VCbW0tTp06hY6Ojl4fz/6KHp999hn27dsHAJg5c2bAKj7sL2X5jgr+r//6rx73O51Ov2pm8+fPl5bZV8pidRiiKPTkk09CrR54jLKmpkZaLigo6HNd3wolvo8j8bZu3SqdJIwZM0YKmLC/Is9qtaKyshKbN2/G+vXrcfbsWahUKjzxxBNIT0+X1mNfRc7GjRvx2WefQa1WY/Xq1UEFhdlfyvKOBLHb7bjmmmukkQaA5zN25MgRHDlyBH/+85/x0ksvYcqUKdL97CtleU+YdDodcnJyUF9fj5deegkfffQRWlpaAAAajQZTpkzBPffcg4svvtjv8eyv6OGt7gMA9957b8B12F/KWrJkCTZv3ow9e/Zgw4YNqK6uxuLFi5Gfn4+Kigr86U9/wuHDhwF4csldeuml0mPZV8piEIQoCoUSAAEgHcAAQGJiYp/rmkwmabmtrS2k56P+NTY24sknn5R+9ybeBNhfkXbw4EH84Ac/8LstLy8PTz31lN8oEIB9FSm1tbX45S9/CcAzDWbSpElBPY79pRybzYbS0lIAgMViQXJyMpYvX45LLrkEKSkpKCsrwzvvvIM9e/agqakJt99+O/7yl79g3LhxANhXSmtubgbgSbz49ddfY8WKFdJtXk6nE7t27cLu3bvx0EMP+ZULZ39Fh507d0qjeqZOnYqJEycGXI/9pSyDwYBXXnkFr776KtatW4ddu3Zh165dfutkZ2fjoYcewnXXXed3O/tKWZwOQzSI2Gw2abn7vNDufO/3fRyJ09HRgZ/+9KdSgs2pU6f67fTYX5FVVVXV47azZ8/irbfewqFDh/xuZ19FxuOPP47W1lYUFRXhZz/7WdCPY38p58SJE9LIj6KiImzcuBEPPPAAZs+ejQsvvBALFy7Ea6+9hh//+McAPCNDHnroIbhcLgDsK6V5p7pYrVasWLECLS0tWLZsGT744AMcPHgQW7duxSOPPAKTyQS3243nnnsOH374ofR49ld08FYRAYA77rij1/XYX8o7efIkjh496lcJ0Fd9fT0++ugjKXjsxb5SFoMgRIOIbxnd7mW5uvNN1BnqyBPqXVtbG+644w58/fXXADwjDJ5//nm/95r9FVlFRUV4+eWX8de//hVr167F/Pnz4XQ6sWXLFtxyyy1SBQWAfRUJf/3rX/H5559L02D6Oyj0xf5SznnnnYdPP/0U69atw6uvvorCwsKA661atUoayVNaWiqVoGZfKauzsxOApwx4c3MznnnmGTz++OMoLi6GXq9HXl4efvSjH2HdunXQ6XQAgGeffVZK6M3+irzS0lJp/1RSUhIwF4gX+0tZ//rXv7B06VJ8+umnSE1NxVNPPYVt27bh4MGD+OSTT3DXXXdBp9Phn//8J26++Wa/Cy7sK2XxXSMaRHyHx1kslj7X9R7QAJ665SROXV0dli1bhq+++goAkJWVhT/84Q/Izs72W4/9FVklJSW47LLLMGHCBFx55ZV44YUX8Ktf/QqA50ThgQceQHt7OwD2ldKqqqrw7LPPAgB++MMfYvLkyQN6PPtLORqNBsOGDcOMGTN6DYAAnoP6G2+8Ufp9586dANhXSvMNJk6fPh033HBDwPUmTpwoTResra1lf0WR999/XzoJXrRoUZ/rsr+UU1dXh5UrV8JisSA9PR1vvfUWlixZgpycHOj1ehQVFeHee+/F//3f/0Gn06G5uRn33HOP9L6zr5TFIAjRIOI7h9B7tac3vsP0UlNTZWtTvDl27BhuuOEGKRFqXl4e1q9fj1GjRvVYl/0Vfb7//e/jO9/5DgDP3PlPPvkEAPtKSW63G//xH/+B9vZ2FBUVBVUNpjv2V3Q6//zzpWVvOWr2lbKSkpKk5auuuqrPdS+//HJp2Tuqkf0VeZ9++ikAT2Dx6quv7nNd9pdyNm7cKL2H9957L4YNGxZwvUsuuQRLly4F4An4b968GQD7SmkMghANIt7SqwCkPBS98b0/NzdXtjbFk61bt2LJkiVSpu6RI0fiL3/5S8AACMD+ila+JwbeYBb7SjlvvfWWdNX51ltvRVlZGY4ePer34zuXurW1Vbr97NmzANhf0SrQPHb2lbJ8RyT2V9rdt0JFU1MTAPZXpJ0+fVqq8HPxxRf3+76yv5Rz4MABadm3VG4g8+bNk5a9AUb2lbJYHYZoEBk9erS0XF5e3mu2cACoqKiQlouLi+VsVlzYsGEDHn/8cTgcDgDA5MmT8bvf/Q5paWm9Pob9pZy2tjaUl5ejsrISV111VZ/zbX37zJvwkX2lHO8BIQA8/fTT/a6/detWbN26FQBw991345577mF/KejIkSOorKxEQ0MDFi5ciISEhF7XbWhokJazsrIA8LOltJKSEvzjH/8A4F+NIhDfhIspKSkA2F+R5h01AKDfUSAA+0tJvqMzkpOT+1w3MzNTWvZWd2FfKYsjQYgGkYkTJ0ond/v27etz3T179gDw1Brvax439e/dd9/Fo48+KgVArr76avzpT3/qMwACsL+U9PTTT2PRokW49957pbKCvSkvL5eWvVdK2Vexhf2lnFdeeQX33HMPnnrqKb8AViBffvmltDxhwgQA7Cul+Z5Y+fZHIN4RBwCk95v9FVl79+6Vli+55JJ+12d/KSc9PV1a9j2OCKS2tlZa9gZE2FfKYhCEaBDJz8+XDnA++eQTKaljd/v27UNZWRkASPkPKDR79+7F448/LiUpu+WWW/DCCy8ElaiK/aWcKVOmSMt/+9vfel3P5XL53T9r1iwA7CslPfvsszh+/HifP75XQ6+99lrp9nvuuQcA+0tJ06ZNk5Y3btzY63qdnZ148803AQA6nU6adsa+Utb06dOlKTEfffQR6uvre113w4YNADzJb735QdhfkeUNNCYnJ/c61dYX+0s5U6dOlZb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      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 370,
       "width": 544
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = 0.1 # in kWh / F^2\n",
    "b = 50 # in kWh\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# First the scatter plot of all the data we have\n",
    "ax.scatter(df['t_out'], df['hvac'], label='Observed data')\n",
    "ax.set_xlabel('t_out (F)')\n",
    "ax.set_ylabel('hvac (kWh)')\n",
    "\n",
    "# Now pick some temperatures to use our model on:\n",
    "t_outs = np.linspace(df['t_out'].min(), df['t_out'].max(), 100)\n",
    "predicted_hvac = hvac_model(t_outs, a, b)\n",
    "ax.plot(t_outs, predicted_hvac, 'r', label='Model predictons')\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4b8b2bf",
   "metadata": {},
   "source": [
    "For manual parameter calibration, this looks pretty good!\n",
    "\n",
    "```{note}\n",
    "In the technical jargon, we have made a regression model.\n",
    "In particular, we have made a linear regression model.\n",
    "The correct way to calibrate the parameters of a linear regression model is via the so-called least squares method.\n",
    "We will learn the mathematics of least squares in a {ref}`lecture13`.\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e549c90b",
   "metadata": {},
   "source": [
    "## Making predictions with our model\n",
    "\n",
    "Let's make some predictions with our model.\n",
    "Let's look at high temperatures which are missing form our dataset.\n",
    "Say from 80 deg. F to 110 deg. F, what weekly average HVAC energy consumption should we expect?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "80459546",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
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     },
     "metadata": {
      "image/png": {
       "height": 370,
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     },
     "output_type": "display_data"
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   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "t_outs = np.linspace(80, 110, 100)\n",
    "predicted_hvac = hvac_model(t_outs, a, b)\n",
    "ax.plot(t_outs, predicted_hvac, 'r', label='Model predictons')\n",
    "ax.set_xlabel('t_out (F)')\n",
    "ax.set_ylabel('hvac (kWh)')\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1141320e",
   "metadata": {},
   "source": [
    "Note that even though the prediction is unlikely to be correct, it can still be very useful.\n",
    "For example, you can use it to plan how much electricity load you are likely to need in an extreme head event."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fd79824",
   "metadata": {},
   "source": [
    "## Questions\n",
    "\n",
    "For simple models like the one above, you can use Python's interactive plotting capabilities to make an even better manual choice of the parameters.\n",
    "I am not going to explain how the code below works, but if you feel like digging deeper on your own time, then be my guest!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "aef1ab51",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
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       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"432\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "279558fbee6e4c428bdf28878f7be4aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.1, description='a', max=0.30000000000000004, min=-0.1), IntSlider(va…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "from ipywidgets import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "a = 0.1 # in kWh / F^2\n",
    "b = 50 # in kWh\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# First the scatter plot of all the data we have\n",
    "ax.scatter(df['t_out'], df['hvac'], label='Observed data')\n",
    "ax.set_xlabel('t_out (F)')\n",
    "ax.set_ylabel('hvac (kWh)')\n",
    "\n",
    "# Now pick some temperatures to use our model on:\n",
    "t_outs = np.linspace(df['t_out'].min(), df['t_out'].max(), 100)\n",
    "predicted_hvac = hvac_model(t_outs, a, b)\n",
    "line, = ax.plot(t_outs, predicted_hvac, 'r', label='Model predictons')\n",
    "plt.legend(loc='best');\n",
    "\n",
    "def update(a=0.1, b=50, t_out_min=60):\n",
    "    line.set_ydata(hvac_model(t_outs, a, b, t_out_min=t_out_min))\n",
    "    fig.canvas.draw_idle()\n",
    "\n",
    "interact(update);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ff3535d",
   "metadata": {},
   "source": [
    "+ Play with the interactive plot above and see if you can find a better set of parameters. You need to run this Jupyter notebook on Google Colab of course."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ea5b13a",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}