notebooks/lecture-notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "This notebook contains code used to create *most of the viz used in my lecture on data viz principles\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "\n",
    "import matplotlib as mpl \n",
    "import matplotlib.pyplot as plt \n",
    "import matplotlib.gridspec as gridspec \n",
    "import matplotlib.patheffects as path_effects\n",
    "\n",
    "from PIL import Image\n",
    "import requests\n",
    "from io import BytesIO\n",
    "\n",
    "\n",
    "from highlight_text import htext"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "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>season_id</th>\n",
       "      <th>team</th>\n",
       "      <th>goals_for</th>\n",
       "      <th>goals_against</th>\n",
       "      <th>goal_diff</th>\n",
       "      <th>team_season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>72.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Arsenal 2010/2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>48.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>Aston Villa 2010/2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>37.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>Birmingham 2010/2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010</td>\n",
       "      <td>Blackburn</td>\n",
       "      <td>46.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>Blackburn 2010/2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010</td>\n",
       "      <td>Blackpool</td>\n",
       "      <td>55.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>Blackpool 2010/2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_id         team  goals_for  goals_against  goal_diff  \\\n",
       "0       2010      Arsenal       72.0           43.0       29.0   \n",
       "1       2010  Aston Villa       48.0           59.0      -11.0   \n",
       "2       2010   Birmingham       37.0           58.0      -21.0   \n",
       "3       2010    Blackburn       46.0           59.0      -13.0   \n",
       "4       2010    Blackpool       55.0           78.0      -23.0   \n",
       "\n",
       "             team_season  \n",
       "0      Arsenal 2010/2011  \n",
       "1  Aston Villa 2010/2011  \n",
       "2   Birmingham 2010/2011  \n",
       "3    Blackburn 2010/2011  \n",
       "4    Blackpool 2010/2011  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../data/pl_goal_summary_data.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reset Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reset_matplotlib():\n",
    "    mpl.rcParams.update(mpl.rcParamsDefault)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figures and Axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "\n",
    "fig.set_facecolor(\"#444444\")\n",
    "ax.patch.set_facecolor(\"grey\")\n",
    "\n",
    "fig.text(0.05,1,\"This is the figure\", fontsize=20)\n",
    "ax.text(0.5,0.5,\"This is the axes object\", ha=\"center\", fontsize=20)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "xs = np.linspace(0,1,5)\n",
    "linestyles = [\"-\",\"--\",\"dotted\",\"-.\",\":\"]\n",
    "\n",
    "y = [0.2,0.8]\n",
    "\n",
    "\n",
    "for x, linestyle in zip(xs,linestyles):\n",
    "    ax.plot([x,x],[y[0],y[1]],color=\"blue\", lw=1, ls=linestyle)\n",
    "\n",
    "fig.set_facecolor(\"w\")\n",
    "ax.patch.set_facecolor(\"w\")\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, (ax,ax1) = plt.subplots(1,2,figsize=(8,8))\n",
    "\n",
    "fig.set_facecolor(\"w\")\n",
    "ax.patch.set_facecolor(\"w\")\n",
    "\n",
    "x = [0,0.1,0.2,0.3,0.4]\n",
    "y = [0.2,0.8,0.7,0.9,1]\n",
    "\n",
    "ax.plot(x,y,color=\"red\")\n",
    "ax.set_title(\"Connected line\", loc=\"left\", fontsize=14)\n",
    "\n",
    "ex = [0.9,0.4,0.3,0.7,0.1]\n",
    "ey = [0.1,0.3,0.6,0.1,0.9]\n",
    "\n",
    "for x,y,ex,ey in zip(x,y,ex,ey):\n",
    "    ax1.plot([x,ex],[y,ey], color=\"blue\")\n",
    "\n",
    "ax1.set_title(\"Individual Lines\", loc=\"left\", fontsize=14)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Markers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "\n",
    "fig.set_facecolor(\"w\")\n",
    "ax.patch.set_facecolor(\"w\")\n",
    "\n",
    "xs = np.linspace(0,1,10)\n",
    "markers = ['o','d','h','s','x','X','+','P','8','<',\"p\",\"^\"]\n",
    "\n",
    "i = 0.8\n",
    "k = 0\n",
    "for m in markers:\n",
    "    ax.scatter(xs[k],i,marker=m,s=100, c=\"red\")\n",
    "    ax.text(xs[k],i+0.05,m,color=\"k\",fontsize=14, ha=\"center\")\n",
    "    k += 1\n",
    "    if k >=6:\n",
    "        i = i - 0.2\n",
    "        k = 0\n",
    "\n",
    "ax.text(0,0.95,\"Some marker styles that we can use\", fontsize=28, fontfamily=\"Roboto\",fontweight=\"bold\")\n",
    "\n",
    "ax.plot([-0.5,1],[0.5,0.5], color=\"k\",lw=1.25)\n",
    "\n",
    "\n",
    "\n",
    "ax.scatter(xs[1],0.4,s=400, color=\"red\", edgecolors=\"k\",lw=1.25)\n",
    "ax.scatter(xs[2],0.4,s=400, color=\"none\",edgecolors=\"k\",lw=1.25)\n",
    "ax.scatter(xs[3],0.4,s=400, color=\"red\",edgecolors=\"k\",lw=1.25, alpha=0.4)\n",
    "ax.scatter(xs[4],0.4,s=400, color=\"none\",edgecolors=\"red\",lw=1.25, alpha=1, hatch=\"///\")\n",
    "\n",
    "\n",
    "ax.axis(\"off\")\n",
    "\n",
    "ax.set_ylim(0,1)\n",
    "ax.set_xlim(-0.05,0.6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ticks and Spines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "fig.set_facecolor(\"w\")\n",
    "ax.patch.set_facecolor(\"w\")\n",
    "\n",
    "ax.set_xlim(0,1)\n",
    "ax.set_ylim(0,1)\n",
    "\n",
    "spines = [\"top\",\"right\",\"bottom\",\"left\"]\n",
    "for s in spines:\n",
    "    if s in [\"top\",\"right\"]:\n",
    "        ax.spines[s].set_visible(False)\n",
    "    else:\n",
    "        ax.spines[s].set_color(\"red\")\n",
    "\n",
    "    ax.tick_params(axis=\"x\",color=\"blue\",length=10, width=2)\n",
    "    ax.tick_params(axis=\"y\",length=0, labelcolor=\"blue\",labelsize=16, labelrotation=45)\n",
    "    \n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reset_matplotlib()\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "fig.set_facecolor(\"w\")\n",
    "ax.patch.set_facecolor(\"w\")\n",
    "\n",
    "ax.set_xlim(0,1)\n",
    "ax.set_ylim(0,1)\n",
    "\n",
    "# fig text\n",
    "fig.text(0.05,1, \"We use fig.text to add text to a figure. We use a backslash+n\\nto continue text on a new line\", fontsize=16, fontweight=\"bold\")\n",
    "\n",
    "# ha text\n",
    "ax.text(0.5,0.9,\"This text is centre aligned horizontally\", ha=\"center\")\n",
    "ax.text(0,0.7,\"This text is left aligned horizontally\", ha=\"left\")\n",
    "ax.text(1,0.7,\"This text is right aligned horizontally\", ha=\"right\")\n",
    "\n",
    "# va text\n",
    "ax.text(0.2,0.05,\"When text is rotated we user vertical alignment\", va=\"bottom\", rotation=90)\n",
    "\n",
    "ax.text(0.5,0.5,\"When text is rotated we user vertical alignment\", va=\"center\", rotation=90)\n",
    "\n",
    "ax.text(0.9,0.5,\"When text is rotated we user vertical alignment\", va=\"top\", rotation=90)\n",
    "\n",
    "# path effects\n",
    "t = ax.text(0.5, 0.8, \"This text has a path effect\", ha=\"center\", fontsize=18, fontweight=\"bold\", color=\"w\")\n",
    "t.set_path_effects([path_effects.withStroke(linewidth=3, foreground=\"red\")])\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ebTSa++67L+L2kyZNitqWgoKCiPtwu91m3rx5bW4/e/bsqNtHM3bs2KjHwu12t3k8/H5/1D4Yzz//fJvl19bWRh31Kj093SxbtqzNfbSnb8Y//vGPqMdiZ0WayyI3N7fN7Zqbm03//v0j1vfqq69uddtd5fyPFkzaM4eGMcb06dMn4n7mzp3b5rZr166NGkrnzJkTsfxoAfHaa6/90TaLFy+OevwjfX7ftbNDSwNILF6FAjq5u+++W8FgMOI6f/3rX7XHHnu0uXzatGkRt2/PaDS2r2AUFxdr69atEde55pprdPDBB7e5fMKECRG3DwQCamxsbHN5c3Ozli9fHnEfknTttdfqJz/5SavL3G63cnNzI24f6ZWhxx57LOqoVzfeeKP23XffNpdH+zyl2I4I1SLSyFDV1dVt9k157LHHtGnTpja37dmzp6688spWl+0q53+07ceOHSunM/JXcnFxsUpKSjpcj9tvv12BQKDN5aeddppOO+20Npdv375dd955Z8TyW+vf4fF4Im4jqV1/l9KOcwVA50WwADqxYDCop59+OuI6Bx10kE444YSI6/Tq1Svi8pEjRyo9PT3iOvHuuLrnnnvqqquuirhOfn5+xOXSjk7cbfn0008jXli11OPyyy+PuE5tbW3E5QUFBW0ue+KJJyJuO2jQIP3mN7+JuE60z7M9HXg7IlKwCIfDqqqq+tHvm5ubddNNN0Xc77XXXttq35Xd6fxvTxCMto8hQ4a0GWpramo0Z86cNrd1OBy6/vrr21z+4Ycf6sADD9TatWsj7mPKlCk/+v3gwYPlcrki1Fy64IIL9Nlnn0VcB0DnR7AAOrG33nor6ghD0S7GJUXsqClFv6ipqamJeEEhRb9j29b8FS2uuuqqqHc2o41iIyniBWJ7Om5fccUVSktLa3N5cXGxmpub21zu8Xja7Gi+atWqqHdmL7vssqgXYdE+z/Z0Au6Ijsxl8cgjj2jz5s1tbjNkyBBdeOGFrS7blc7/RHTcjtSO559/PmLonjBhggoLCxUIBFRTU6M1a9Zo7ty5mj17tsaOHauf/vSnrXbM/q5jjjmm1SdHGRkZOuywwyJuu2XLFu2///76/e9/HzW4A+i8In97AUiqV199NeLyPn36aOrUqVH3E+2Luj0Tg5kIk8UVFBSoX79+EfcR6aLI6/Xq9NNPj7i9tOMCLxKHwxFx0qxoF3fdunXTjBkzIq4TbWSgYcOGtRkMok2El5qaGvFVlBa2n2dH7WywaGpq0s033xxxm5tvvrnN47WrnP/bt2+PGkza85ktXLiww/t4/fXXI267YMECORyOqHVoS0ZGRpsTG0rS7Nmz9eabb0Ycytnv9+uWW27Rww8/rKuuukq/+c1vIoZ8AJ0PTyyATuy9996LuPzoo4+O+l62pIh3jCX71zii3W0NBoP65JNP2lx++OGHt2sY10jv6UtS7969I14cRWvH8ccfH3U412jhJNK7+tE+z8mTJ6t79+4R15HsP8+OijaXxQ+HnH3ooYci9gmYMGGCfvazn7W5fFc5/z/++OOIwaRv374RX5+TpMbGRn388ccR12mrHeFwuF1DMXeU2+3W008/HXFI6HHjxumee+5p1/6qqqp01VVXqaioKGogAtC5ECyATqq6ujrqhHEHHnhgu/YV6W5p9+7dtddee0Xc3vb98hUrVsjn87W5/PDDD4+4fYtor2JE6ldQWVmp9evXR9z+5z//edQ62FxkLliwIOK2sfg8o9XBRrS5LL77xKKxsVG33HJLxP1FusO9K53/sehfsWDBgoivdKWmprbZ4X/9+vVxe72oV69eevPNN3XMMcdEXffXv/61nnzyyaj9WVoUFxfrqKOO0uWXX241aSWAxCFYAJ3UmjVrIt7llNp/YbVkyZI2l40bNy7qKxC2F1bR+leMHTs24vL21mPo0KEd3jYtLU2HHHJIxHWMMRGPpdT2sdi2bVvU0aBi8XkWFRVFvPi3Fel1qO8GiwcffFDbtm1rc93jjjuuzZG3pF3r/Ld94iFFf41uv/32a7OPUrQJGzsiMzNTl112mVauXBlxJLcfmjFjhj755BNNnDix3dvccccd+tWvftWRagJIMIIF0El9+eWXEZd3795d/fv3j7qfNWvWRHyFKNpF0ddff63S0tI2lzscjqjBoD2j2URTW1sbNaBEulCNVocJEyZEnal6zZo1EcNBenq6RowY0eqyaJ+npIhDzLaoq6uLeBzi9RpUi0jBoq6uTtKOpxW33nprm+u5XK6ofS92pfM/Wr+caHUwxujFF1/s8D6+/vrriNu2V0pKiiZMmKBbbrlFmzZt0u233x516OXWDB06VB988IH+/ve/R+2b1eLhhx/WP/7xj50uC0Bi0Xkb6KSizfnQnqFXJemFF16IuLw9HVcjGTZsmLKzsyOuE63jdnv6Fbz88stR5zOIdAc7WjsmTZoUtQ7R9jFq1Kg2OyJH+zzdbre6desWtQ6vvPJKxFdikhks6uvrJe0YUjfS04pzzz034tMladc5/2tra7Vly5Y2lzudTo0ZMyZiGfPnz1dxcXHEdSK1o72vQblcLnm9XmVkZCgjI0O9evXSkCFDNGTIEA0bNkyTJ09Wjx492rWvaBwOh8444wydeOKJ+vOf/6ybbrop6uhdV199tU499VSlpKTEpA4AYo9gAXRSLXd/25KXlxd1H+FwWI899ljEdWwn9oq2fcvQlW2J1lm6xeOPPx5x+fDhwzVo0KA2l0e7QIw2+Z5kdyxi8XlKO4ZvjaQzBIt77723zXUyMjI0e/bsqOXsKuf/6tWrIy4fMmRI1L+B9nR6jvS5RzuWJ554op5//vmoZcRDWlqaZs2apeOPP17HHntsxKcrGzdu1KJFiyI+mQSQXLwKBXRSkWaQlhRxWNUWzzzzjL766qs2lw8aNCjqnd9YvF8e6V35aBPWSdInn3yiefPmRVzn5JNPbnPZ+vXrfzRi0Xc5HI52veduMxdBLD7PDz/8UPPnz29zeaQOvLESKVg0NTXp/fffj9jp+vLLL1fv3r2jlrOrnP/RXkOK9hrg8uXLo/avyM3NVWFhYZvL3W53xO2jPSlIhJEjR2ru3LlRn0a0d4ZuAMlBsAA6qWjjt0ebOKympka/+93vIq4T7aIoFApFHCZWsr/jW11dHXV+it/+9rcRl6ekpOiMM87ocB2Kioqivo7V3Nwc9aIm0vGM9nm2NrncdwWDwagzco8ePTrqRaStSMEiEAhEfELQq1evqLOat9hVzv/q6uqIyyO9RmWM0SWXXBJ1RKRo7YjWD2LlypURlyfK0KFDNXz48IjrRJrkD0DyESyATira+/arVq1q86IlHA7r7LPPth6/P9owsenp6Ro5cmTEfbRntutIY9Xffvvtev/99yNuf/zxx0ecY8H2rrO0owNupKcreXl5EV/FivZ51tTURBxO9/LLL496kRvv16CkyHNZVFZWRuzTMHv27Ha/+rarnP/RQnOkviQ333xz1Lk8pOjtiPaEaP369R2a52Lbtm1tPo3ctGlT1Lb/UCAQiNgfRWp/3xoAyUGwADqpAQMGRFweCARaHVmnublZM2bM0L///e+oZdgOkzl69Og2Oyu3iHZRL+244GztPfBHH31UV111VcRtHQ5H1DvT0dpxwAEHRK1jtH3sv//+EZdH+zwl6YYbbvjR78LhsK688krr9+xjJdJcFu+8806bd5T32msvnXfeee0uZ1c5/6O92rNw4cJWO2bff//9uuaaayJu2yJaO9rTJ+HMM8+MOm+ItON1t1deeUXHH3+8+vXrp1Ao1Op68+bNU//+/XX55Zdr2bJlUfcbCoV0ySWXRHxlUdox2zqAzovO20AnFW2kGGnHBGNVVVU644wzlJGRoSVLlujOO+/UunXrom7r8Xg0atSoiOvYdlxdv3591FdWpB0TmB1wwAH6/e9/r2HDhmnr1q169NFH9Z///CfqtmeddVbEYxUIBKyH+5Tsj8XIkSPldrsjPvV47rnn5Pf79ctf/lJ5eXn6/PPP9Ze//CXqk4oWiQgW0o7XoaqqqnZqm5tvvjnqRfh37Qrnv6Sooyg1NTXpkEMO0axZs1RUVKRNmzbpkUce0Ztvvhl131L7+gcNGDBAhYWFESeI3LJli0aPHq0zzjhDU6dOVf/+/eVyuVRXV6fy8nKtXLlSS5cujRgef6i2tlZ33HGH7rjjDg0aNEiTJk3S6NGjNXjwYHXv3l1ut1slJSVatmyZ/va3v0Xtj5KWlkbHbaCzMwA6rQEDBhhJcfnZf//9o5Y/fPjwiPt49tlnI24/Z86cuNVfkunZs6cpLS2NWIePP/444j7S09NNIBCIeiwKCwsj7ue1116Luo9JkybF7Vjk5+dHLT9WTjjhhJ2q209+8pMOldPVz39jjPnwww+t6zp16tQ2lxUVFbXrWN5+++1xOY5t/e08/vjjMS/ruOOOa1dbASQPr0IBndhZZ50Vt31Hu7tdV1cX9dUI247bNlJSUvTMM8+oZ8+eVnVoz+sslZWVEe/2Su27e53MzzOWInXgbk2kyfIi6ernv7Tj/GrPCFZt6d27d8TJBNv7uf/qV79Sr169OlyPZHO5XLrxxhuTXQ0AURAsgE7soosu6tDMttKOoUf/+Mc/trk82gXJkiVLIo5Gk5+fH7EjrxT5or5fv35RR3tqi8Ph0P33368pU6ZEXTdaH4/29K+Ito9Bgwa1a16FU045RUVFRVHXa43D4dB1113X5vLOGixOOOEETZw4sUPldPXzX9rx+s6pp54adb22tn3ppZdiMiGi1+vVM888s1Ovo3Ums2fPjjpiFIDkI1gAnVh+fn7Eycbakp6erhdffDHiRaxtx9Vod2v9fn/ETpt9+/bVDTfcsNMXCy6XSw899JAuvPDCdq0frR2J6F/RIi0tTY8++uhODwnrdDr1yCOPaPLkyW2u0xmDhcvlini3PZqufP5/1zXXXBN1dvofSk9P13/+8x+NHz9eJSUlba63M5/7wQcfrMcee0wej2en6hKJw+GI2b7acu2110YMiQA6D4IF0Mmdeuqpuu+++9r9BV5UVKQPP/xQRx55ZJtDWebk5ESdmMt2iNZPP/1Uzc3NbS7v16+fMjIy9Morr6h///4R99ViwIABeu+993T++ee3a/2amhqtXbs24jrtuTCzmRjvhw488EA999xz7b64Kygo0Jtvvqlzzz23zc/T4XBEHZUqltobLC644IIOP6Fp0VXP/+8aMGCAnnnmGaWnp7dr/cLCQv3vf//T4YcfLkltBouOTIg4Y8YM/e9//4s4oV40TqdTJ554oj7++OM2R70aNGhQh582tRgyZIj++9//RnxSB6CTSXYnDwDts3DhQjNhwoQ2OzYOGDDA3HHHHaapqenbbS655JI2O4NG06dPn4gdKd94442I299zzz0Rt585c+a365aWlppTTjnFOJ3ONtt25513Gp/Pt1PH7K233opYh969e7drP7m5uRH388EHH+xUvYwx5osvvjBTp05ts809e/Y011xzjampqfl2m7vuuqvVdYcOHbrT5duoq6uL2tE2MzMzasf6ndHVzv/WLFu2zBx66KFt7rNPnz7mpptu+tF5fvXVV7e6/gEHHLDTdWgRCATM008/bX76058at9sd9fPMyMgwhx9+uLnvvvtMcXFxu8poaGgwDzzwgDn00EONx+NpVwftzMxMc+yxx5oXX3zR+P3+DrcPQHI4jGljdhsAndLXX3+tDz/8UFu3blUgEFDv3r01atQo7bfffsmu2vecfvrpevrpp9tc/sADD+hXv/rV9363detWzZ8/Xxs3blRKSop69eqlMWPG7NLvVpeWlmr+/PkqKSlRY2Oj8vLytO+++2rs2LFR50DYHXWV8z+SLVu26H//+59KSkrU1NSk3NxcjRo1SmPGjEnKZ97Y2KjFixdr48aNqqqqUn19vbxer7Kzs9WzZ08NHz5cgwYNsnrtqbGxUWvXrtW6detUVlamhoYGNTU1KTU1VdnZ2crNzdU+++yjoqIiOZ28TAF0VQQLAHFRWFior776qs3lH374YYc79QIAgM6HYAEg5ioqKpSfn9/mcofDodraWmVmZiawVgAAIJ543ggg5qKNqFNYWEioAABgF0OwABBz0YLF2LFjE1QTAACQKAQLADG3aNGiiMsTOecCAABIDIIFgJgyxujjjz+OuA7BAgCAXQ/BAkBMrVmzRtu3b29zudvt1qhRoxJXIQAAkBAECwAxFa1/xb777qu0tLQE1QYAACQKwQJATNG/AgCA3RPBAkBMRXtiQbAAAGDXxAR5AGKmsbFR2dnZCgaDba6zZs0aFRUVJbBWAAAgEXhiASBmli5dGjFU9OjRQ0OGDElgjQAAQKLwxAIAAACANZ5YAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIA1ggUAAAAAawQLAAAAANYIFgAAAACsESwAAAAAWCNYAAAAALBGsAAAAABgjWABAAAAwBrBAgAAAIC13TZY+P1+XXfddSosLFRaWpr23HNPXX311Wpubm73Pt5880399Kc/VWZmpnr06KFjjz1Wq1evjmOtYysWx0CSSktLNXnyZDkcDn399dfxqWwc2LZ/69atuuKKK7TXXnspNTVVOTk5mj59upYsWRLnmseGbfvnz5+vU089Vf369VNqaqr69u2r6dOn64MPPohzzWMjVud/iy1btig/P18OhyPGNY0P2/Zfeumlcjgcrf48+uijca69vVh9/suXL9dZZ52lPffcU2lpafJ6vbrrrrviVOvYsjkGLf/nR/qZPXt2/BthwfYcCIfDeuqppzR+/Hjl5OSoR48eGjdunP72t78pHA7Hufb2bNsfDAb15z//WXvvvbfS0tK0xx576Pzzz1dJSUmcax57c+fOVU5OjiZPnrxT23X168C4MLupE0880TgcDnP22Webv/71r+aSSy4xbrfbHH300e3a/pVXXjEOh8OMGjXK3H333ebWW281hYWFpkePHubLL7+Mc+1jw/YYGGPMBx98YPr06WOys7ONJLNhw4b4VTjGbNq/fPly0717d5OXl2cuvfRS8+CDD5prrrnG5Ofnm9TUVLN48eIEtMCOTfsfeeQRI8mMHz/eXHnlleaBBx4w1113nenfv79xOBzmxRdfTEAL7MTi/G8RDAbNpEmTTM+ePU1X+W/Vtv2nnnqq2XPPPc3jjz/+o5+1a9fGufb2YvH5P/DAA8bpdJqhQ4ea3//+9+bBBx80t956q5k7d24cax47Nsdg7ty5rX72jz/+uLn44ouNJDNnzpwEtKLjbM+BSy+91EgyRx99tLnnnnvM7bffbiZOnGgkmYsuuijOtbdn2/4TTjjBSDLHHXecueeee8wNN9xgBgwYYAYMGGA2b94c59rHRigUMrNmzTIpKSkmKyvLTJo0qd3b7grXgfHQNb4BY+zdd981ksx11133vd8//vjjRpL5z3/+E3H7UChkBg4caIYNG2YaGxu//X1ZWZnJy8szxx9/fFzqHUu2x8CYHV+qbrfbnHTSSeavf/1rlwoWtu0PBoPmpptuMrW1td/7/Zo1a4zH4+nQxWki2bbf5/OZ999//0e/37Ztm8nOzjYTJ06MaX1jLRbn/3dde+21ZtCgQeaqq67qEsEiFu2fMmWKOfzww+NVxbiKRfs/+OAD43A4zJVXXmlCoVC8qho3sf4b+K5jjz3W9OnTx/j9fttqxo1t+xsaGozb7TannXba934fCoXMxIkTjcvlMnV1dTGvd6zYtv+tt94ykszll1/+vd9XV1ebIUOGmF/84hcxr3Os1dbWmqlTp5rU1FQzZ84cM2nSpHYHi13hOjBeOv83YBxccMEFxuVyme3bt3/v98Fg0PTq1cuccMIJEbdfsGCBkWTuv//+Hy277LLLjMvlMpWVlTGtc6zZHgNjjHn00UfNrFmzTDgc/vY/o64SLGLR/raMGjXKFBYW2lYxruLd/r322su2inEVy/bPmzfPuN1u8/7775tZs2Z1iWARi/bvs88+ZsaMGfGqYlzFov2TJ08248ePN+FwOF7VjKt4/R+wZs0a43Q6zU033RSLasaNbfvLysqMJHPvvff+aNlll11mJJnS0tKY1jmWbNt/xRVXGElm/fr1P1r2+OOPm9TUVFNfXx/TOsdaMBg0J598slm4cKExxuxUsNgVrgPjZbfsY7F48WLtvffe6tat2/d+n5KSogkTJkR9R3zx4sWSpAkTJvxo2YEHHqhgMKiPPvoodhWOA9tjIEnnnnuuZs+e3WXeKf+uWLS/Lc3NzcrPz7etYlzFq/1ff/21vvjiC40fPz4W1YybWLW/vLxcZ5xxhv7whz/owAMPjEdV4yIW7S8tLVWvXr0kSdXV1R3um5IMtu0vLS3Ve++9p7PPPlsOh0PGGFVXVysYDMaz2jEVr/8D7rjjDqWlpenCCy+MRTXjxrb9+fn5GjJkiF5++eXv9acIBAJ68803NWrUKPXs2TMudY8F2/Zv375dkpSbm/ujZcOHD1dzc/O310qdVUpKip599lkdcMABO73trnAdGC+7ZbDYuHGj+vfv3+qy/v37q6ysTPX19RG3b1m3te0l6auvvopBTePH9hh0dfFq/7p167Rq1SodccQRtlWMq1i1v6amRtu2bdOKFSv08MMPa/LkyRoyZIhuuummWFc5pmLRfmOMZsyYocLCQl1zzTXxqGbc2LY/FAqpsrJSDz744LcDF6Snp2vkyJF68skn41XtmLFt/5IlS2SM0dChQ3XFFVeoR48eysnJUWZmpk466SSVlZXFq+oxE4//A8vKyvTUU0/prLPOUk5OTiyqGTexaP9DDz2k999/X4cddpiWLFmipUuXasqUKaqpqdHTTz8dj2rHjG37+/XrJ0lauHDhj5a9/fbbkqRt27bFoKad065wHRgvrmRXIBnq6uqUmZnZ6rKsrCxJUm1tbZvr1NXVSVKry1u2r6mpiUVV48b2GHR18Wr/pZdeqm7duun//u//rOsYT7Fq/0UXXaQ5c+Z8++/TTjtNt912m/r06RO7ysZBLNp/22236aOPPtLy5cuVkpISl3rGi237U1JS9Le//U2lpaUaNGiQHA6HvvrqKz3yyCM666yztH79el1//fVxq78t2/Zv2LBBknT11VcrJSVFd911lzIzM/X+++/rgQce0OrVq7VkyRJ5PJ74NCAG4vF/4L333qvm5mZdcsklMaljPMWi/QcffLD+97//acqUKdp///0lSePGjdPnn3+u7Ozs2Fc6hmzbf/rpp+umm27S+eefrzvvvFNjxoxRbW2tnn76af3zn/+UtOMGxK5qV7gOjJfdMlhEenXHGGO1b9vtEyWex6AriEf7r7nmGr3++ut67rnnOvUjcCl27b/yyit1+umnq7KyUuvXr9c//vEPDRs2TH//+991zDHHxKKqcWHb/o8++khXX321/vnPf357564ricXnf+aZZ/7od5dcconGjRunm2++Wb/61a9UUFDQ4TrGk237Wy4qBg4cqKeeeurb3//85z/XHnvsod///vd6/vnndfrpp9tXNk5i/X+gz+fTAw88oOnTp6uoqMimagkRi/avWLFCM2bMUI8ePXTttdfqww8/1Msvv6yjjjpK//znPzv1DRbb9g8aNEgvvPCCzjvvPJ100knf/v64447TzTffrNNPP/3bC+zdze5wDRXJbvkqVFZWVpuP+Fp+H+kPouVORGv7aM/2nYHtMejqYt3+u+66SzfeeKP+/Oc/68QTT4xJHeMpVu0fOXKkpk2bpjPOOEOzZs3S8uXLNWTIEJ199tny+XwxrXMs2bS/pqZGp5xyio488kiNGDFC69at+/anqqpKkr79d2d95z5ef/8ej0cXXXSRgsGgFixYYFXHeLJtf8tF2R/+8IcfLfvFL34hqfVXRDqTWJ8Djz32mKqqqjRz5syY1C/ebNtfVlamyZMnKz8/X59//rmuuOIKvfTSS1qwYIG+/PJLHXTQQWpsbIxL3WMhFp//kUceqU2bNmnJkiWaN2+eNm3apH//+9/fC967ql3hOjBedstgMWjQIG3atKnVZRs3blROTk7EE2LQoEGS1Oo+Wt6723PPPe0rGke2x6Cri2X7H3jgAc2cOVOzZ8/WFVdcEctqxk28Pn+v16tTTz1VVVVV+uKLL2yrGTc27f/000/19ddf6z//+Y+GDBnyvZ97771Xkr799+bNm+PWBhvx/PtvuUvbmS+qbNvf0mm9tVedevToIalzt1+K7TkQCoV01113adSoUTs9wViy2Lb/0UcfVVVVle69997vvfZ0wAEH6N5779X69ev1wgsvxLzesRKrz9/lcmnMmDE6+OCDv316u2jRImVkZGjYsGExrXNnsitcB8bLbhksJk6cqC+++OJH77+FQiEtWrRI48aNi7q9pFbvyH3wwQdyOBwaO3Zs7CocB7bHoKuLVfsffPBB/frXv9b111+vWbNmxaOqcRHPz7+2tlZS5EftyWbT/uHDh+v5559v9efnP/+5JH377876Slw8P/9Vq1ZJkgoLC63qGE+27W8Z9ez999//0bL169dLUqd/RS6W58C//vUvbdiwQb/97W9jXc24sW1/ywVla513hwwZIknasmVLjGobe/H6P6C8vFwvvviijjvuOLnd7lhUtVPaFa4D4yYJQ9wm3eLFi1udGOaJJ54wkswTTzzx7e9KSkrMT3/6U3P33Xd/b93hw4ebvffe+3sTo5SXl5u8vDwzefLk+DYgBmJxDL6rq81jEYv2P/zww8bhcJgbb7wxIXWOJdv2tzWrakVFhRkwYIDJy8vr1JNjxfr8b9FV5rGwbf+2bdtMIBD40X5LSkpMr169zODBg00wGIxfAyzF4vMfP368GThwoCkvL//e72fMmGEkmY8//jh+DYiBWP4NjB071hQUFHTqv/kfsm3/nXfeaSSZhx9++Ef7vvzyy40k89prr8WvAZbi8X9gXV2dOfzww43b7TarVq2KS73jqa15LHbV68B46fzfgHFy/vnnG4fDYc455xzz4IMPfjuV/cSJE7/3hfnMM88YSWbo0KHf237+/PnG5XKZUaNGmXvuucfcdtttZvDgwSYtLc0sWbIk0c3pENtj8F1dLVgYY9f+OXPmGIfDYcaNG2cef/zxVn8+/fTTJLSq/WzaP2nSJLPPPvuYmTNnmrvvvtvce++95pJLLjG5ubnG5XKZf/3rX8lo0k6J5fnfoqsEC2Ps2v/444+bvn37mvPPP9/ccsst5r777jMXX3yxyc7ONllZWd9OONWZ2X7+y5cvN926dTP9+vUzN9xwg7nzzjvNYYcdZiSZCy64INHN6ZBY/A3MmzfPSDJ/+tOfEln1mLBpf01NjSksLDQpKSnmtNNOM/fcc4+54447zJFHHmkkmcMOO6zTT55o+/m/8MIL5i9/+Yt58MEHzcyZM01BQYFxuVzm6aefTnRTYqKtYLErXwfGQ9f4BoyDYDBo/vznP5vBgwcbj8dj9thjD3PJJZeYmpqa7623evVqk5uba37zm9/8aB/vv/++mTRpksnIyDBZWVnmiCOO6PR3qb4rFsegRVcMFjbtP/PMM42kiD+zZs1KcIt2jk3733rrLXPyySebgQMHGq/Xazwej9lzzz3NL37xi04fqFrE8vxv0ZWChU37v/76a3POOeeYwsJCk5qaatxutxkwYIA577zzWp2JtzOKxee/atUqc+KJJ5qcnBzj8XjM8OHDzd13393pLyhbxOIYTJs2zXi93i45y7Bt+8vKysyll1767fbdu3c3Y8eONffdd1+XeHpj2/4bb7zRpKenm9TUVLPnnnuac845x3zxxReJbEJMtRUsduXrwHhwGLObj4sFAAAAwNpu2XkbAAAAQGwRLAAAAABYI1gAAAAAsEawAAAAAGCNYAEAAADAGsECAAAAgDWCBQAAAABrBAsAAAAA1ggWAAAAAKwRLAAAAABYI1gAAAAAsEawAAAAAGCNYAEAAADAGsECAAAAgDWCBQAAAABrBAsAAAAA1ggWAAAAAKwRLAAAAABYI1gAAAAAsEawAAAAAGDNlewKoHMLhUIKh8Pf/tvpdColJSWJNUq8QCCgYDAoY4wcDodcLpfcbneyq5UwTU1N8vv937bf4/EoLS0t2dVKGJ/Pp6amJoXDYTmdTqWlpcnr9Sa7WglhjFF9fb18Pp9CoZBSUlLk9XqVlZWV7KolhDFGtbW1qq+vVzAYlMvlUmZmprp165bsqiWEMUbV1dWqra39tv3Z2dnKyclJdtUSxhijyspKbd++XYFAQG63W927d1deXl6yq5YQxhiVlZWpqqrq2/bn5OSoV69eya5aQhhjtG3bNlVUVMjv98vj8SgvL08FBQXJrlqnRbDA94RCIfl8PgX8fvl9PoX9fikcloyRHA7J6ZTT45HH65Xb45HX693lgkZzc7OqqqrUUF8vX1WVAvX1UjD4/4+ByyV3Zqa8OTnKyMxUTk6OUlNTk13tmPH5fNq8ebO2V1Vp+9ataq6ulgKBHeeB0ym53Urt0UPdCwrUPSdHffv23aUutGtra7Vu3TqVbdumio0b5Ssvl1r+DpxOyeORNz9feQMGqGfv3hoyZMgudaFdXV2tzz77TFuKi1Wydq3qS0t/1P7MXr3Up6hIe/Trp5EjR6pHjx7JrnbMVFRU6KOPPtKG9eu18YsvVLt164/O/+yCAg3Ye28NLCzU+PHjd6mLzG3btmn+/Plau3q11i1fruqW9rf8/+d2q0dBgQbvu6+Khg7VwQcfvMtdZG7ZskVz587V5599plWffKLKbdt+9B2Q27u3ho0erX1GjtSRRx6pPn36JLvaMbNx40a9+OKL+nTpUn22ZInKSkt3nP8tnE717NVLI8eO1agxY/Szn/1M/fv3T16FY+yrr77SnDlz9NGiRVq6eLG2VVT8aJ3eeXkaM26cxh9wgM444wwNHDgwCTXtnBzGGJPsSiD5mpqa5GtoUNP27XI0NsrjcMjjdsvtcsnpdMrhcMgYo3A4rEAwKH8gIL8xMunpSuveXd6MjC5/F7umpkblpaWqKS5WSl2dMiRlpKXJm5Ymt8v17TEIBIPyNTWpoalJDZJCWVnq1q+f8nv16tJ3MsvKyrRh/XqVrVolV1WVcpxOdUtPVzevV2kej5wOh8LGqMnvV43Pp5rGRlWFwwrm5KjnsGEaWFionj17JrsZHbZp0yZ9sWKFNn3yiTwVFerlcCjP61VeZqYyPB45nU6Fw2E1+P2qqK9Xhc+nUmPkz8tT/9GjtfeIEV32y9UYo3Xr1mnxwoVat3ChPGVl6udwqE9GhgoyM5WVmqoUh0MhY1TX3Kyt9fUqaWhQsTHy9+ypwRMmaNyECRo8eLAcDkeym7PTjDFauXKl3n37ba187z2llper0OHQAK9X/TMz1c3jkdvpVCAcVo3fr0319dro82m9MWrOz9fwSZN08KGHavjw4V22/UuXLtVrL7+spW+/rfSqKg1zOFSYlqZCr1e5Ho/cDocCxqjS79d6n0/rm5q0yhg15uRozKGH6qhjjtGYMWO6ZPulHcdgwYIFeu6ZZ7TgzTflra/XvpKGut0ampamfLdbHodDfmNUHghodVOTVgcCWi7Jl5mpiUccoZNOPVUTJ07sksfAGKN58+bpicce07w33lCm36+xxmhkSopGuFzqlZKiVEnNkkpDIa0IBvVZKKQlDofqPR5NmTpVZ517rqZMmdJl2z937lzdf++9mvvmm8pyOjUxHNYYYzRaUh/p2/aXSPpE0lKHQwucTtWFw5p2xBG66OKLNW3atC7Z/lgiWOzmQqGQtldXq7mqSm6/Xxnp6UpPS2vXH4YxRo1NTWpobFTA41FqTo669+jR5Z5g+P1+bdywQbUbNsjb2Kj87GzlZGfL6YzeBSkcDquqtlbltbXypacre+BADRg4UB6PJwE1j42mpiYt//RTlS1bpm4NDdozJ0d75OS063MMhULaUlWlr6uqVJORoZ777ad9R43qUiGzoaFB77/7rooXLFBefb2G5+WpMD9frna0PxgKaX15uVZWVKgiM1P9Jk7UQQcfrIyMjATUPDZqa2v18r//rXXz5qmgrk7j8vO1T8+ecrej/YFQSJ+XlWlxebm2ZmVp8JQpOub445WdnZ2AmsdGdXW1/v7EE1r5xhvqX1+vyXl52j8/X552tN8fCunj8nLNr6jQpsxMDZ86Vb8466wu9QSnoqJC991zj5a++qoKfT4d1aOHDsrJUWo72t8cCun9qiq9Vl2t9V6vxkyfrl9fckmXe4JTVlamG6+7TgtefVVDm5t1UmamDs/OVlo7vgOawmG9VVur5+rrtTo1VROnT9fVs2Z1qZssW7du1eW//a3eff11jQiHdbbbrWPT0pTejuuARmP0n6YmPR4IaIXTqYOPPFK333VXl3pVaPPmzTr/3HP1xltvaXRKii4KhXSKpPY8h/dJelbS/Skp+iQU0tTDD9cjjz2mvn37xrfSnRjBYjfm8/lUU14uZ13djrvSFheDTU1NqvH5FM7KUrf8/C7zakxlZaWK166Vc+tWDcjNVbfMzA7vq6a+XhsrKxUuKFC/oiLl5ubGsKbxUVxcrM8XLpRr40aN7NVLvSwuiEqrq/VZaamCAwZonwkT1K9fvxjWND7Wrl2rBXPnyrVunQ7aYw/1t3h3fFNVld7fskXBwYM1cdo0FRUVxbCm8bFs2TLNfeYZedau1dF9+2pITk6H7rYZY/RlVZVe2bxZ/qIiTTv1VO23336xr3CMLVy4UM8+9JDS1q7V6X36aIRF+1dUVWlOSYmaiop0yoUXasKECXGocWy98847evj225X21Vf6dc+eGtutW4fbv6SmRveVlalp0CBdcPnlOuSQQ+JQ49h79dVXddvs2fJu3qw/dOumn2ZmdvgYfFBfr5tqauTr21dXzJ6t6dOnx6HGsfXcc8/pmiuukLeyUrempupQj6fD7X/b79eVzc3y5ebqhttu00knnRSHGsfWk08+qd9cdJEym5v1UDCooyR15HmDkfSapAtdLtWnpuov99+vM888M7aV7SIIFrupuro61W3bJm8wqOysrHbdnY8mHA6rtq5OPpdLWb17d/r3zktKSrR1xQrl+v3q16tXTJ60hEIhFZeWqtLjUcGIEZ36vds1a9Zo7fz56tvUpH3695fbZd/lKhAM6vNNm7Q5LU1Fkydrr732ikFN42PJkiX65KWXVNTUpAkDByo1Bh3ymwMBLdywQWvT0jT6uOM0duzYGNQ09owxmj9/vt576int29ioqYWFSo9B+xsDAb2xfr2Wp6dr0owZmjx5cqd8LcAYo1deeUWvPfigDvD5dHJhobwxOP99waD+uX69Fnm9OuqXv9TRRx/dadv/9NNP69k779SUpiad37+/MmPQ/vpgUI9s2qR5aWk6ZeZMnXbaaZ2y/dKOY/DQQw/p0Vtu0VGBgC7r2VPZMfgOqA2FdEdZmV5zu3Xe736nCy+8sFMeA2OMbr/9dt114436eSik6zMz1S0G1wE14bCura/X8ykp+u3VV+vyyy/vtO2fNWuWbrjhBs2QdLekWDxnrJZ0qaSnJF1zzTW67rrrOmX744lgsRuqq6tTXUmJsp1OZcbhlY36hgbVhsPK6tOn04aLkpISbV22THukpKh3HB7bb6uo0JZwWAX77tspw8WaNWu09u23Nczl0uA41G9dSYlWhUIqOuSQThkulixZok9eeEHjXC7tF4cnK8uKi7U4GNTon/2sU4aLd999V+/97W861O3WT+PQL+SDTZv0diCgSeeco4MPPjjm+7f18ssv67X77tMJLpeOiMPn/2ZxsV4MBjX94ot19NFHx3z/tubMmaNnb7tNZ6ak6MQ4/P3/q6RET4ZCOuWKK3T66afHfP+x8OCDD+rRm27SxSkpOjMOT5efrKzUvaGQzv/jH3XhhRfGfP+2brvtNt11ww36o8Ohi+JwHXB/Q4P+ZIxmXnutLr/88pjv39a1116rG264QbdIuioO+/+zpN99U851110XhxI6L+ax2M34fD7VbdsWt1AhSZkZGcp2OlW3bZt8Pl9cyrBRWVmprStWxC1USDtGjNjD6dTWFStUWVkZlzI6qri4WGvnz49bqJCkwX36aFhKitbOn6/i4uK4lNFRa9eu1ScvvaTxcQoVkrRfv34a53Lpk5de0tq1a+NSRkctW7ZM7z31lA6LU6iQpJ/2769D3W6999RTWrZsWVzK6KiFCxfqtQcfjFuokKQj+vXTCS6XXv3rX7Vw4cK4lNFR77zzjp69806d5XLFJVRI0ol9+ujMlBQ9e+edeuedd+JSho1XX31Vj95yi34Tp1AhSWfm5urilBQ9cvPNevXVV+NSRkc999xzuuvGG3V1nEKFJF2UkaE/Ohy684Yb9Nxzz8WljI568skndcMNN+jPik+o0Df7vUXS9ddfryeffDJOpXROBIvdSCgUUk15ubzBYNxCRYvMjAx5g0HVlJcrFArFtayd4ff7Vbx2rXL9/riFiha98/KU+015fr8/rmW1V2Njoz5fuFB9m5riFipaDO7TR32bmvT5woVqamqKa1ntVV9frwVz56qoqUn7xrkPyH79+qmoqUkL3nhDDQ0NcS2rvWpqajT3mWe0b2OjfhLnEax+2r+/9m1s1Nxnn1VtbW1cy2qv6upqPfvQQzrA54tbqGhxRL9+OsDn07MPPaTq6uq4ltVeFRUVevj22zWlqUk/i3Pn2hP79NGUpiY9fMcdqmhluM5kKS0t1W2zZ+uoQEAz4twP7szcXB0VCOi22bNVVlYW17Laq6SkRNdccYV+Hgrp/+J8HXBRRoZ+Hgrpmiuu0NatW+NaVnsVFxfrNxddpBmSroxzWVdJmiHpNxddpM2bN8e5tM6DYLEb2V5dLWddnbIT9HpSdlaWnHV12t5JvlQlaeOGDXJu3ap+CRp3vV+vXnJu3aqNGzYkpLxoPlu2TK6NG7VPgoZF3ad/f7k2btTyTz9NSHnR/G/+fLnWrdPEQYMSUt6EgQPl+vJLvf/uuwkpLxJjjF556SV51q7VtMGDE1Lm1MJCedas0cv//reS/datMUZ/f+IJpa1dq5MLCxNS5smFhUpbu1Z/f+KJTtH+++65R2lffaULEvT3f37//kpbv1733XNP0tsv7TgGf7r+enk3b9blCRq16bKePeXdvFk3Xndd0o+BMUZXzJwpb2WlbrAYqGRnXJ+ZKW9lpS7/7W87RfsvOO88ZTY3654ElXm3pMzmZp1/7rlJb3+iECx2E01NTWquqlI3rzcmHbXbw+l0qpvXq+aqqk5xx7qmpka1GzZoQG5uwobETUlJ0YDcXNVu2KCampqElNmWsrIylS1bppG9esWko3Z7uF0ujezVS2XLliX9jt2mTZtUvGCBDtpjD3kS1P5Ut1sH7bGHihcs0KZNmxJSZlvWrVundfPm6ei+fZWWoPanu906um9frZs3T+vWrUtImW1ZuXKlVr7xhk7v0ycmHbXbw+ty6fQ+fbTyzTe1cuXKhJTZlqVLl2rpq6/q1z17KiNB7c90ufTrnj219LXXtHTp0oSUGcmCBQu04NVX9Ydu3ZSVoO+A7JQU/aFbNy149VUtWLAgIWW2Zd68eXr39dd1a2qqshN0HdDN6dStqal69/XXNW/evISU2Za5c+fqjbfe0kPBoLonqMwekh4KBvXGW29p7ty5CSo1uQgWuwlfQ4Pcfn/C5xdIS0uT2++XrxO8ClJeWipvY6PVkLId0S0zU97GRpWXlia03B/asH69ujU0WA0p2xG9evRQt4YGff3VVwkt94e+WLFCefX1VkPKdkT/nBzl1dfrixUrElruDy1euFB96us1JMHtH5KTo4K6On28aFFCy/2hd99+WwMaGjQiwe0fkZOj/nV1mp/kvgavvfyyBjc2amyCJ/Ec262bChsa9PorryS03NY898wzGtbcrJ8m+Dvgp5mZGtrcrOeffTah5f7QE489ppHhsA5N8DxLh3o8GhEO68m//S2h5f7Q/ffeqzEpKToqweUeJWl0SooeuO++BJecHASL3UAoFFLT9u3KSE9PSvkZ6elq2r49qX0tmpubVVNcrPwkTdyVn52tmuJiNTc3J6V8n8+nslWrtGeCL6pa7JmTo9JVq5LWmb+2tlabPvlEw5M0cdfeeXna9MknqqurS0r51dXVWrdwofbPy0v40IcOh0P75+frywULktbXoKKiQivfe0+TcnOT0v7JeXn6fP78pPU12LZtm5a+/baO7N49Ke0/qkcPLfnvf1WaxJsrW7Zs0YI339TPOzhPhQ2Hw6GfZ2bqwzffVElJSULLbrFx40bNe+MNneV2J6X9Z7ndemfu3KQ9uf3qq68098039X+hUIfmqbDhkPR/oZBef+MNbegkr0XHE8FiN+Dz+eRobFR6kmZDTk9Lk6OxMakjRFVVVSmlrk45SQoWOdnZSqmrU1VVVVLK37x5s1xVVdojScFij5wcuSork9aBbd26dfJUVKgwPz8p5Q/Oz5enokJffvllUsr/7LPP5Ckr0z5Jmg14RM+e8pSX67PPPktK+R999JFSy8u1f5I+//3z85VaUaGPPvooKeXPnz9f6VVVOihJf/8H5eQovbpa7yaxr9HcuXPlra/X4Un6DjgiO1veujq9/vrrSSn/xRdfVKbfr2OTdB1wXFqaMgMBvfDCC0kpf86cOcpyOnVKUkqXTpWU5XTqH//4R5JqkDgEi91AwO+Xx+FI2iQtDodDHodDgSSOjNRQX68MKWH9S37I6XQq45t6JMP2qirlOJ0J61vyQykpKerhcGh7koJV2bZt6uVwyJWk9rtSUtTzm3okw5biYvVzOOROUvvdKSnq9009kmHD+vUqdDjkSVL7PSkpKpSS9jrg2tWrNczhUGqS2p+akqKh39QjWT7/7DPtKyktSd8BaU6nRkpamaRXIj9dulRjjVF6kq4D0h0OjQmHteyTT5JS/keLFmliOCxvUkqXvJImhMNanORXQhOBYLEb8Pt88sRgVl0bbpdLgcbGpJXvq6pSRpLu1LTwpqbKl6QL6+1bt6pbkl6Fa9Hd61VNki6sKzZuVJ43WV8pO+RnZKhi48aEl2uMUcnateoT56EloynwerU1CR24jTHa+MUXGpDkz7+/16uNSejAbYzRuuXLVZjk//8Gp6VpfZKeWBljtOqTTzQ0yd+Dw9xurUrChbUxRp8tWaKRSQqWLUampOizJUsSXq4xRksXL9aYJI/KNOabeuzqCBa7uFAopLDfn7BRgNricbsVam5OSj+LQCCgQH29vEn+Ys1IT1egvl6BQCCh5TY1Nam5ulrdknxh1c3rVVMSRgjz+XzylZcrL8EdNn8oLzNTvvLyhL8SWF9fr/rSUhUkuf19srJUt3VrwvuZ1NbWqnbrVvVPcvsHZGaqZuvWhI8OV11dreqtW1WY5L//Qq9XVSUlSXkdtLKyUpXbtmlokr8DhqalqWLr1oT3tSkrK1NZaalGJPk6YKTLpdJt2xLe12bbtm3aVlGh0Qkt9cfGSNpaUdFp5vSIF4LFLi4cDkvhcNJeAWrhdDqlcDgp4zgHg0EpGEx6uHK7XFIwuKM+CeT3+6VAQGkJHgnkh9I8HikQSEqwkt+vjCS33/tN+5MRrOT3Kys1NaHl/lCmxyP5/WpM8JPL+vp6KRBQtyR//t2++fwTPVlibW2tFAgoN8ntz/mm/ckYwGD79u1SMKj8JD+xyPvmOyDR4bKqqkoKh9UryU8seqWkSOFwwgdxaAly8Z0SNrqWKSkrKyuTWo94I1jsDoxJWv+KFg6HQzImKcHCGLNbHwNjzI5wmeT2Ox0OKRzeEXYTqLOE65RvwnWi2x8KhaRwWClJ/vxdTqdkTMKDdTAYlMJhuZP8+bu++fwTHayDwaBkjNxJ/vzd3/z/l+j2SzueWssYeZJ8DDzf/A34E9zfsOWYJ/fWgtQSbRPd/pbykt3+lvKTNTpkohAsdgcOR9JnfDTGSEnqQO5wOHbrY+BwOCSnU+Ektz9sjOR0JvwC3+l07mh/gi/ofygUDiel/SkpKZLTqVCSP/9gOCw5HHIl+Mmhy+WSnE4Fkvz5B7/5/N0Jvmvucrkkh0OBJH/+gW/+/0t0+yXtKNPhkD/Jx8D/zd+AJ8FPj1qOebIvZ1viRKLb31JestvfUn5qkp8exxvBYhfXWS6qwt98qSYjWLhcLsnlUiDBd0p/KBAMSi5Xwi+sPB6P5HarKYmjcknaUb7bnfALi7S0NMnjUUOS2+/7pv2JnqTS6/VKHo/qknyXrN7vlzwepSd4EIHMzEzJ7VZNkj//mm8+/4wEd6LPzs6W3G5VJrn9Vd+0PysrK+Fld+/eXXK5VJ6EpyXfVfHNd0C3BE9SmJOTIzmdKk3iXFKSdpTvdKpHgidpzftm/qLkzCDy/7X0rMjNzU1qPeKNYLGLS0lJkdPjSfpFtT8QUEpqalKGO3W73XJnZsqX4Hfbf6ihsVHuzMykXFin9uihmiTOIyJJNT6f0nJyknJh7c3PV0WShvptUVFfL29+/o4L/QTKzMxUZq9e2prk9pfU1SmroCDhF5bZ2dnKLijQpiS3f2N9vboVFCT8orJHjx7qUVCg9Un++1/v8ymnT58dF7kJlpubq9zevbU6yd8Bq5ualFdQ8O2FbqL07NlTPXv10ookXwd8FgyqV+/e6tWrV0LL7d27t3rn5Sk5A93+f0slFeTlqaCgIOq6XRnBYjfg8XrlT/KdmkAwKHcShzv15uSoIclfKr7mZnmTNEFV94IC1SRxuF9J2u7zqVvv3kkpO2/AAFUk+cKqvKFBeQMGJLxch8OhPkVFKklwp+Ef2urzqWDw4ISX63A4NGDvvbUxyZ//Jp9PA4YPT3i5DodDg/fdV+uT/P/fuqYmFY4cmZSyHQ6Hho0erdVJ/h5cFQho2OjEj03kcDg0cuxYfZbkJxafhUIaOXZswst1OBwaM26clia5j83Sb+qxqyNY7AbcHo/8Seo4Le3oW+A3Ru4kjkqSkZmpBilpr4SFw2E1fFOPZOiek6OqcDgpw/1KOzoQVxuj7kkKVj1791apMQomqf3BUEhl39QjGfbo10/FxiiQpPYHQiEVf1OPZBhYWKj1xsifpPb7QyGtl7TnoEFJKb9o6FCtMkbNSWp/cyik1d/UI1n2GTlSyyU1Jek7oCkc1meSho8YkZTyR40ZoyUOhxqTdB3QaIyWOp3aLwnBSpLGH3CAFjidStbtBZ+khU6nxh1wQJJqkDgEi92A1+uVSU9XY5LuWDU2Ncmkpyf8FZDvysnJUSgrS1W1tUkpv6q2VqGsrKS8BiBJffv2VTAnR1uSNEHflqoqBXNz1bdv36SUP3jwYPnz8rS+vDwp5a8rL5c/L09DhgxJSvkjR46Uv2dPfV5WlpTyV5SVyZ+fr5FJumM9fvx4Nefn6+Mkff4fl5erOS9P48ePT0r5kydPVmNOjt5P0t//+1VVauzRQwcffHBSypekadOmyZeZqbeS9B3wZm2tfFlZOvLII5NS/gknnKB6j0f/SdJ1wEtNTap3u/Wzn/0sKeWffvrpqguH9WxSSpeekVQXDuuMM85IUg0Sh2CxG0hJSVFa9+5qSNKrMA2NjUrr3j0p/StapKamqlu/fipP0pdKeW2tuvXvn7TRILxer3oOG6avk3Rh8XVVlXoNG5a0cJmdna3+o0drZYInpmrxRUWF+o8enZSOq9KO9+wHT5igxeXlSRnu+OPycg2ZODHhnTZb5OXlafikSZpfUZGU9r9bUaF9Jk9O+Lv1LXr37q0xhx6q16qrk9L+V6urNfawwxL+bv137bHHHpp4xBF6rr4+Kcfgufp6/eSII9SnT3JmUxgwYICmTJ2qxwOBpLT/8UBAhxx5pPr375/QslsMGjRI0444QvenpCjRz2yMpPtTUnTk1KkaOHBggktPPILFbsKbkaGAx5PwybmampoU8HjkTfBIKK3J79VLvvR01SS4E2dNfb186enK79kzoeX+0MDCQtVkZKg0wZMTlVZXqyYjI2mvgbTYe8QIVWRmalOCw9WmqipVZGZq7yS9AtFi3IQJ2pqVpS8T3P4vq6q0NStL+yf5FYCDDz1UmzIztSLB7V9RVaXirCxNPuSQhJb7Q0cdc4zWe71akuDJ2ZbU1OirjAwdefTRCS23NSedeqpWp6bqgwR/B3xQX681qan6+SmnJLTcHzrr3HO1wunU2wkeIextv1+fO5068+yzE1ruD1108cX6JBTSawku9zVJn4ZC+r9f/zrBJScHwWI3kZaWptScHNX4fAnrZxAOh1Xj8yk1CSMBtaZbt27KHjhQGysrE9bXIBQKaWNlpboNGpTw0WB+qGfPnuq53376rLQ0YaOEBYJBfVZaqp777aeeSQ5W/fv3V7+JE/X+li1qTlAnzuZAQO9v2aJ+Eycm7U5di8GDB2vwlCl6ZfNmNSao/Y2BgF7ZvFlDDjlEg5PQcfu7hg8fruFTp2pOSYl8CTr/fcGg/lFSon2mTtXwJHTc/q4xY8ZozPTpuq+sTPUJan99MKj7yso05qijNGbMmISUGcnEiRM1cfp03VRTo9oEfQfUhkL6U02NJk6frokTJyakzLZMmTJFBx95pK5sblZNgq4DasJhXdncrClHHaUpU6YkpMy2TJs2TVMPP1wXulxK1O21akkXuFyadsQRmjZtWoJKTS6CxW6ke48eCmdlqbauLiHl1dbVyWRnq3uSXn9ozYCBAxUuKFBxaWlCyisuLVW4oED999wzIeVFs++oUQoOGKDPN21KSHmfb9qk0J57at9RoxJSXjQHHXywgoMHa+GGDQkpb+GGDQoOGaKDkvhueQuHw6Fjjj9e/qIivbF+fULKfGP9egWGDtXRxx2XlDlsvsvhcOgXZ52lpqIi/TNB7f/n+vXy77WXzjjzzE7R/l9fcomaBg3SIwn6+39k0yY1Dx6sX19ySdLbL+04BlfPmiVf3766I0H9je4oK1NTv366etaspB8Dh8Oh2++6S77cXF2boKc219bXqzEvT7fdeWenaP8jjz2m+tRUXZqgMi+V5EtL08OPPpr09icKwWI3kpKSom75+fK5XKqP89CT9Q0N8rlcys7LS2rfih/yeDzqV1SkSo9H2+L8vv22igpVflNeomcabUtaWpr2mTBBm9PStK4kvtMFrSsp0ea0NA0/4IBO8cRKkjIyMjRx2jStTUvTsuLiuJa1rLhYa9PSNHHq1IRPitaW7OxsTTv1VC1PT9cHcb64/GDTJi1PT9fUk0/eMUlbJ9CjRw+dcuGFWuT16s04f/5vFBdrkderky+4IGl9S34oLy9PF1x+uealpelfcf77/1dJiealpen8mTOT1rekNT179tQVs2frNbdbT1ZWxrWsJyoq9JrbrctnzUr6E9sWBQUFuuG22/R8Soruj/N1wH0NDXo+JUXX33prp5m7oW/fvvrL/ffrKUl/jnNZt0h6StI9992XtIFLkoFgsZvxer3K6t1bteFw3MJFfUODasNhZfXundSRoNqSm5urghEjtCUcjlu42FZRoS3hsApGjOh0s2z269dPRZMna1UoFLdwsa6kRKtCIRVNnqx+SRpitC1FRUUafdxxWhwMxi1cLCsu1uJgUKOPO05FRUVxKaOj9ttvP02aMUNvBwJxCxcfbNqktwMBTZoxQ/vtt19cyuioCRMm6Khf/lIvBoNxCxdvFBfr38Ggpv/qV5owYUJcyuioQw45RKfMnKknQ6G4hYt/lZToyVBIp8ycqUOS3LekNdOnT9d5v/ud7g2F4hYunqio0H3hsM7//e81ffr0uJTRUSeddJJ+e/XV+pMxcQsX9zU06CZjNPOaa3TSSSfFpYyOOvPMM3XNNdfod4pfuLhF0u8lXXvttTrzzDPjVErn5DDJmtwASVVXV6e6bdvkDQaVnZUlp9M+Y4bDYdXW1cnncimrd++kjYDTXiUlJdq6YoVy/X7169UrJk9WQqGQiktLVenxqGDEiKSNANIea9as0dr589W3qUn79O8vt8tlvc9AMKjPN23S5rQ0FU2erL322isGNY2PJUuW6JOXXlJRU5MmDByo1BjMiN4cCGjhhg1am56u0cceq7FJmAyqPYwxmj9/vt576int29ioqYWFSo9B+xsDAb2xfr2Wp6dr0owZmjx5cqd8/G+M0auvvqpX//pXHeDz6eTCQnljcP77gkH9c/16LfJ6Nf1Xv9L06dM7bfuffvppPXvnnZrS1KTz+/dXZgzaXx8M6pFNmzQvLU2nzJyp0047rVO2X9pxDB5++GE9cvPNOioQ0GU9eyo7Bt8BtaGQ7igr02tut87//e91wQUXdMpjYIzRHXfcoTtvuEE/D4V0fWamusXgOqAmHNa19fV6PiVFM6+5Rpdddlmnbf/s2bN1/fXXa4akuyXF4rlitXa8/vSUdoSK2bNnd8r2xxPBYjfm8/lUU14uZ12dunm9Vq+rNDU17egYnpWlbvn5nfJJRWsqKytVvHatnFu3akBurrpZTGBXU1+vjZWVChcUqF9RUad7UtGa4uJifb5woVwbN2pkr17qZfHKRml1tT4rLVVwwADtM2FCp3tS0Zq1a9dqwdy5cq1bp4P22EP9LeYZ2VRVpfe3bFFwyBBNnDq10z2paM2yZcs095ln5Fm7Vkf37ashOTkd+hI0xujLqiq9snmz/HvtpWmnnNLpnlS0ZuHChXr2oYeUtnatTu/TRyMs2r+iqkpzSkrUVFSkUy68sNM9qWjNO++8o4dvv11pX32lX/fsqbHdunW4/UtqanRfWZmaCgt1wWWXdconFa159dVXddvs2fJu3qw/dOumn2ZmdvgYfFBfr5tqauTr21dXzJ7d6Z5UtOa5557TNVdcIW9lpW5NTdWhHk+H2/+2368rm5vly83VDbfd1umeVLTmySef1G8uukiZzc16KBjUUZI6EgOMdoz+dKHLpfrUVP3l/vt3uycVLQgWu7lQKKTt1dVqrqqS2+9XRnq60tPS2vUfizFGjU1NamhsVMDjUWpOjrr36NGp+lS0h9/v18YNG1S7YYO8jY3Kz85WTnZ2u57ihMNhVdXWqry2Vr70dGUPHKgBAwd2mj4V7dHU1KTln36qsmXL1K2hQXvm5GiPnJx2fY6hUEhbqqr0dVWVajIy1HO//bTvqFGdpk9FezQ0NOj9d99V8YIFyquv1955eRqcny9XO9ofDIW0rrxcX1RUqCIzU/0mTtRBBx/cafpUtEdtba1e/ve/tW7ePBXU1Wn//HyN6NlT7na0PxAKaUVZmT4uL9fWrCwNnjJFxxx/fKfpU9Ee1dXV+vsTT2jlm2+qf12dJuflaf/8fHna0X5/KKSPy8s1v6JCm7KyNPyII/SLs87qNH0q2qOiokL33XOPlr72mgobGnRUjx46KCdHqe1of3MopPerqvRadbXWZ2RozFFH6deXXNKp+lS0R1lZmW687jotePVVDW1u1s8zM3VEdrbS2vEd0BQO683aWj1fX6/VqamaOH26ru5EfSraY+vWrbr8t7/Vu6+/rhHhsM5yu3VcWprS23Ed0GiMXmpq0hOBgFY4nTr4yCN1+113dZo+Fe2xefNmnX/uuXrjrbc0OiVF/xcK6VRJ7bk96tOOye8eSEnRJ6GQph5+uB557LHdqk/FDxEsIGnHxaWvoUFN27fL0dgoj8Mht8slj9stp9Mph8MhY4zC4bD8gYACwaD8xsikpyute3d5MzK61MVka2pqalReWqqa4mKl1NUpQ5I3NVUZ6elyu1zfHoNAMKiGxkb5mpvVICmUlaVu/fopv1evpA8pa6OsrExff/WVSletkquyUj0cDnX3enc8zfJ45HQ4FDZGTX6/anw+bff5VG2Mgrm56jVsmPYcNKhLfZn+0KZNm/TFihXa9Mkn8lRUqKek/IwM5WVmyuvxKMXpVCgcls/vV0V9vcobGlQmyZ+Xp/6jR2vvESOSPqRsRxljtG7dOn28aJG+XLBAnvJy9ZNU4PWqT1aWMj0euZxOBcNh1fv9Kqmr01afT8WS/Pn5GjJxovY/4AANHjy4Sz72N8Zo5cqVmv/OO/p8/nylVlSoUFJ/r1cDMjPV7Tvtr/H7tbG+Xpt8Pq2X1JyXp30mT9bkQw7R8OHDu2z7ly5dqtdfeUVL/vtfpVdXa6ikwWlpKvR6lePxyO1wKGCMqvx+rff5tK6pSaslNfboobGHHaYjjz5aY8aM6ZLtl3YcgwULFuj5Z5/Vh2++KW9dnUZKGuZ2a2hamvJcLnmcTvnDYVUEg1rd1KRVgYA+k+TLytJPjjhCPz/lFE2cOLFLHgNjjObNm6cn//Y3vTN3rjIDAY0JhzUyJUUjXS71SkmRR5JfUmkopM+CQX0WCmmp06l6t1uHTJumM885R1OmTOmy7Z87d64euO8+vf7GG8pyOjUhHNYYYzRGUoGkVEnNkrZKWippqcOhhU6n6sJhHTl1qv7v17/WtGnTumT7Y4lgge8JhULy+XwK+P3y+3wK+/1SOCwZIzkcktOplNRUudPT5fZ45PV6u9wTimiam5tVVVWlhvp6+aqqFKivl4LB/38MXC65MzPlzclRRmamcnJykjajdjz4fD5t3rxZ26uqtH3rVjVXV0uBwI7zwOmU3G6l5eSoW+/e6p6To759+3aZV9/ao66uTl9++aXKtm1TxcaN8pWX/6j93vx85Q0YoJ69e2vIkCGdvj/RzqiurtZnn32mLcXFKvnyS9Vv2yb5/f///Pd4lFVQoILBg7VHv34aOXJkl7pDH01FRYU++ugjff3VV/p65UrVbt36o8+/W0GBBgwfrj0HDdL48eO73B36SEpLS/Xuu+9q7erVWrd8uapb2t/y+bvdyunTR4UjR6po6FAdfPDBSZ1ROx5KSkr0+uuva+WKFfrik09UuXXrj74D8goKNGz0aA0fMUJHHnlkp+5Pt7M2bdqkF154Qcs++UTLP/5YZaWlO87/Fk6nevXurZFjx2q/0aP1s5/9rMveVGnNhg0b9I9//EOLFy3SksWLWx3kpSAvT2PGjdO4Aw7QGWecsVvMqN1eBAtEFAqFZIyRMUYOh0MOh2OXCxLRBAIBBYPBb4+By+WSOwYdXbuKpqYmBQIBhcNhOZ1Oud3uLv90amf4fD41NTV92/60tLRdKkhFU1dXp8bGRgWDQblcLqWnp+9SQSqampoaNTQ0KBAIyO12KyMjo0s/mdxZVVVVqqur+7b9WVlZyrHoi9QVVVRUqKamRn6/Xx6PR926ddulwmQ0paWlqq6u/rb9PXr02OXCZCRbt25VZWWlmpublZqaumNkyS70qleiESwAAAAAWGMeCwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1gAQAAAMAawQIAAACANYIFAAAAAGsECwAAAADWCBYAAAAArBEsAAAAAFgjWAAAAACwRrAAAAAAYI1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      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reset_matplotlib()\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "fig.set_facecolor(\"w\")\n",
    "ax.patch.set_facecolor(\"w\")\n",
    "\n",
    "ax.set_xlim(-0.1,1.1)\n",
    "ax.set_ylim(0,1)\n",
    "\n",
    "xs = np.linspace(0,1,11)\n",
    "ys = [0.5]*11\n",
    "a =  np.linspace(0,1,11)\n",
    "\n",
    "for x,y,a in zip(xs, ys, a):\n",
    "    ax.scatter(x,y,s=600,color=\"red\",edgecolors=\"k\",alpha=a)\n",
    "    ax.text(x,y+0.05,str(round(a,2)),ha=\"center\",fontsize=14,fontfamily=\"Open Sans\")\n",
    "\n",
    "\n",
    "ax.axis(\"off\")\n",
    "\n",
    "ax.text(0.5,0.8,\"alpha values\", fontsize=40,\n",
    "        fontfamily=\"Open Sans\", fontweight=\"bold\",\n",
    "        fontstyle=\"italic\", ha=\"center\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Default Matplotlib Graphic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# selectiing team\n",
    "team = \"Arsenal\"\n",
    "\n",
    "# creating figure and axes\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "fig.set_facecolor(\"w\")\n",
    "\n",
    "# adding a grid\n",
    "ax.grid()\n",
    "\n",
    "# getting our data to plot\n",
    "\n",
    "x = df.goals_for.tolist()\n",
    "y = df.goals_against.tolist()\n",
    "\n",
    "ax.scatter(x,y,s=120)\n",
    "\n",
    "# getting data for specified team\n",
    "x = df[df.team == team].goals_for.tolist()\n",
    "y = df[df.team == team].goals_against.tolist()\n",
    "t = df[df.team == team].team_season.tolist()\n",
    "\n",
    "# plotting a line to track team's change over seasons\n",
    "ax.plot(x,y)\n",
    "\n",
    "# plotting team's most recent season\n",
    "ax.scatter(x[-1],y[-1],s=120)\n",
    "t = ax.text(x[-1],y[-1]-2,t[-1],color='k',fontsize=14, ha=\"center\")\n",
    "\n",
    "# adding title and subtitle\n",
    "fig.text(0.05,1,\"{}'s goal difference from 2010/11 to 2019/20\\n\".format(team), fontsize=16, fontweight=\"bold\")        \n",
    "fig.text(0.05,1,\"English Premier League\",fontweight=\"regular\", fontsize=14)\n",
    "\n",
    "# adding x and y labels\n",
    "ax.set_xlabel(\"Goals For\", fontweight=\"bold\", fontsize=14)\n",
    "ax.set_ylabel(\"Goals Against\", fontweight=\"bold\", fontsize= 14)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/peter.mckeever/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:82: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n"
     ]
    },
    {
     "data": {
      "image/png": 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OHYmOjqaoqIjNW7bw6Wef8vPPP3vt7+GHHqZNmzYkxMdTXl7O7FNPIT4+nusXXs+I4cP54YcfuP/BB1zbazQapkyewpQpU+h2fNrb0tJStm/fzuKvv2bx14u96uCCCy6gU3pH4uPjiYuPZ+5ZcwGYOGEiF190EW3btmX//v0sWfod77zzjt+70a1bt+bseWczeNAgkpKS0Gq15OXlsXPXTr5dssRryt309HTOmjuXAf0H0DIpCRwODh8+zC+//sJbb79NXl6ez/ep8u4779C1S1ev590nR1j89WLuuvtubr7pZnr36uU6Rw0eOoSoqCiuvWY+EyZMYNu2bVxz7XzX63Q6HTNmzGDi+Al07tzZdRz37t3L8p+W8+GHH3mtTWM0GrnrzruINZsxmUzs27+ff935L1JSUpg7Zy7Tp01Dr9ezf/9+ln6/lPc/+ACbzYZer2fa1KlMnz6D3r16kZuby+rVq3n5lf/VaQxWt65dueP2O+jevbtXeQYOHMjAgQPp+35f/u9R71bnwYMHc9+9//b6zriLjY3lmaef5vQzzyAvLw+NRkPv3r0ZOWIkI0eO9BrD4m9fs2fN4obrr6/xs7Rq1Ypnn3mWOWfNpaKiwuc27gO3f/+jOrEYPHgwtyxa5DqvVQkLC2PkiBGMHDGCx554nHfeeadByqbX6ek/oL/rOLRJTVVs734c6rOtL6NHj+aJxx73ev7ee+7h3nvucT0eM26sqysmQNu2bZl31lkMHDCQli1bYjAYyM3NZd36dXzwwYd1vqE0OS+P6w8eoqXH72yC1cqkY/mMO5bP7R3S+KFFC8Xfr8zM9EoqPHUpK+OxXbu5pEtn0Ggw2u0MLixkVEEBIwoKvd5T72NWzxEFBTy6u+a1vvqVlPDEzl1c0qWzzwv4PsXFhB3f91GDgX3HL7b1djuXZWZx7tGjRHgkLW0qKzkrO5tJx45xSZfOrte4OBw+kwpPM/LyOBJm4LnjXfyqDC4s5Jb9B2jv8V0Is9kYWVjIyMJCHkttzTs+JiCZnZPDDQdrnhimVWUlz+7cxZzu3ahohHG8nppcYgFgsSuDp0eHJEpvuheAP0a2YnJENH/98gX9hs1Eo9VyLC0e2Ef5+IEMn30l+V+8SMdhM9j3xX8ZcvX9/PXLF/DaEjTdO2EwhdHhuWdJTGnPj/MuJm7+qYxZeDsfbpjD8NHOwZzhrZPR6fT06noaP4aVUfTdT/SdM5u8f/6hRfeuxM1P5dvbF6I53lVm0OjTOcA3OCotPHLNVC5/+DNF+QM1gNuzG9SPP/7I7t27yczMJCUlBXB2h3r1tdd8vr5z5y5e/Zzvv/9+Jk2cCKBYI+CmG27k7LPPVmwbGxtLbGwsHdM7UlhYoEgsjEYj9993H+PHjVe8JiwsjD59+tCnTx+mTpnClVdfpWimHjtmDCNHVo8NiYyM5K477+SU2ae4nuvQoQMdOnRg5IgRXHDRhYouFOedex6XXXop0dHRXp+36k7epImTuPDiizh27Jji73W9WPZsscjIyOCJx58gxuM9U1NTSU1NpVvXbrUmFslJyTz37LNefW+rLqiGDB7i97V6vZ6777qL6dOme/2t6jOfdupp3HLbrfz666+uvxmNRm675VamT5+uGG8Azqlf+/bpS98+fRkxYgQ33Hij4u8nmlhkZGTwn4cfIc5jKsDEhASvbT33OWb0GP7zyCOux4u/XuxKLOLilD+MvpSXl9d5u6r3TklJ4eknnyI9XTkjVVxcnOui58MPP+Th/zyi+PuA/v1dn/Hw4cOYTCZeevEl0tq3B0DvdpfMbDbz+KOP0a9fP8U+zGaz6wJz7Ngx3HTzzYqWounTptExvfriMDo6mgfuu1/x/enSpQtdunRh8KBBXDN/vldyMmvmTG6/7XbCwpQ3P1q3bk3r1q3Jzc1TJBYXXXgRV191lVe8pKenk56ezvRp07n6mmtqbCWNa1H7NJBV3WR69epJjx49XM/r9Xqefupp+vXtC4AhrPo4JiQk8PRTT3klLWaz2XXOOe3U05h/7bUcPFR991qr1TJ1yhTXY5vNxrnnnMtVV11FhNsFR69evejVqxd9+/blrbff5l933KE4/q1ateK0005jzJgxnHveeWQdUU424G5A/wE899xztU5pPO+ss1j89WK2bt1afQx0eu647fZaL2qrPvuVV1zBgw89RHJyMq+98qrfbS2V3t11zWYzN1x/Q63vA9CmTRvmnTWP19943etv7dq1o2XLlgBUVlayYf0GwBnD995zb62/kdfNv5bvlnxHTm71TG0nWrY+ffvw3+ee97ut+3Goz7a+1CXWAUW3sLlz53Lj9Td41W+rVq1o1aoV06dN54UXX+Cll1+ucZ+XZGZyzeHMGrfRA7fv289PZjPW43XQvrycizL9x667fiUlTDp2jKVxcUzKO8a9Pm66Van0qGO93c6de6u3zzIY+Hf7dqyPjqZlZSV37ttP/+MX9n1KSpial8fXPrp9e42vOO6ZnbsY7PY3X+KsVm44eJAFHkn2Kbm5tSYVVc4/cpSPExM5cvwcOj03l3v37qt1gPN1hw7zXVycosXEbLXWmlRUaVNRwbyjR3k9OblO2zekJtnev3Kf8gJNo9FQ+bHzblb5lKEAbP7iHbau/wmAUdMvAaC4IAetVseIKeez75IrOHb0IDqdntbte2BLjCXyzcX8OLs9LVt1IO/oQQzbcsg6uAONRoslozrj/OPJJ/jxnSfRaDSMmHI+iX+Xsu2iOznyxpf8tfJzYmITGHXbXZgOOk8q8UnOAeR573/PhdP7K8oeyKU33GeDKi0tZdVvqwBc/wXo0aMHLVr4vpjyvIM5e+YsV1LhbsrkKYqkoqioiL379mJxe/0Oj6kD7/v3vxVJRWVlJfv27VP0+e3Vqxc3evwweHZ/ef7Z5xRJhbtOnTpx6imnKp4bPWqUIqnIycnhwIEDiguyNm3auO5Ou/PsCuV+YZt9NJtbbr2V8y44n783/e16Pjoqmv88/IgrqbBarezdt1dx96m2aRU1Gg2P/t//KZKK4uJi9uzd69WH1263s2XLFj799FM2b9kMOJM+96TCarWyf/9+itxeGxkZySMPPay442az2Zg6bZrrItFut3Pw4EGvlo0xo8cwcYIyLjwvUOvSbSk9PZ1nnn5GkVTk5uayd99en3c5bR5d0Tzj1WKpflxcXMy2bdu8pgDOyspi27ZtbNu2jfXr19d5O3C2fL3w3xcUSUVxcTF79+2lzC2ZnTNnDlMmT1Hsz72sGq2WGxZe70oq3Ol0Op564klFUlFWXs7efcq6HzN6DBdecIHy+Hi06Hzw3vuKpMLdkMFDGDVqlOK5YcOGcc/d9yiSisysLHLcptnduHGD6//nzpnDtfPnu+LFZrNx+PBhxWxdCQkJPPLwwzVeKB46fJht27Yp4hNg+/btrjrYffwupmedX3rxJa6kwp1ep/dKKqqOo3uraNu2bXns0UcVa6Z4vkfv3r254frrMej17Nu3z6t//vhx43n91dfomN6RY8eOecVSXFwcF110kd/PD1BSUlzndVL6Zyh/U0aOHEmq2/f4u6XfcebcOQwaMpjxEyfwwIMPKFpyJ0+e4pU4+lJp8b5InjF9OjFuXUvee/99Zp8ym0GDBzNl2lSeefZZxe/A7FmzfO7bvbVi06ZNrlajsvLyOt14MxgM9O6jHKPQUGXzVFlpqX2jOm5bUVHOtm3bFN8pgAMHD1afbzasd/3WjB8/nltuXqRIKjKzsrymvr7yiiu9zjle713HG5qxNhudyqrPZ2dkZ7u64FiB51ulMLVXTwZl9GNmzx68dTxBrDI7p27TQld6tDaMLCgk0a1+/q9NG1abTJRrtewPD+eOtPa4fzNn5vpuCXVPLNy7QVXUsatlRpF3AjH3aLbr/4/p9dzRvj1j+vRmcL++nNO1K7+Zqt/H4HAw3a1sZVptnS68DQ4HvT3OgTNyc4lx+y19LzGR2T26MyijH1N69eSZVq1wj7i6HvuG1qRaLFq0dM4I9e0uH33PrFYsei3T5t2Mw+GgPbH8s/5numeMo1PPYRwD4hLbALDkwycYtS4TTXEp26csJ633MJJuf4hDczZS/sGjAIRHmWj33j1gh99eeILEbw/CAudbaSx2jAXOkDaGRxGebyP6/86jbf+hHNzonCIvKbUTrdc47zJoNFocwOF/v0L8+dPcS01umY6EyIbvf67Vahk3trob1C+//OK6OFu16jdOP83ZhUmn0zFyxAjFjCtVPH9QL7/8cp/vNWvWTNf/79mzh/MuOJ/S0lKio6KZPGUy551zrmKF6lGjRjFhfHXS893S73jo4YcpLCxEp9Ox6OZFnHnGGQDMnDmTJ596ytU1ybNMKSkp7Nixg6U/fI9ep+OsuWdhdhv02ad3b957/z3X4127d5ORkcG3S5bw+huvs+P4lKGDBw9W3HkaPGiQ1+esqSuU1Wb12d955MiRigvl+dddy9q1a9FoNGRkZHDB+eezyUcXMXf9+vVTdId49733ePKpJ7FarYSFhXHXv+5k2vGpUR0OBwtvuN71Q9WhQwfXonEA69at44abbqSgoACDwcCd//oXM6bPAJzJxWWXXcZdd9/t/ExWKwcPHCA5OZl33n2HDz/6yLXfq668issuvVRxvDw/v9Vqdf0Aeh47X2675VbXHWCr1cq99/2br7/+GnAOHr3xhhtccQs+xrx4JRbVp9g33nyTN958k1GjRvHk49X9xF96+WU+/+Jzxevqut0Vl1+uSMSeevop3nnnXaw2K9HR0Tz/3HP07NETgLPPnseS75b4LGtKcjKz/FzUnHnGmYpBne+++y7PPvcc5RXlGI1GHnrwQcaMHgM4u3u5tz76+q6sW7+eFSt+JjY2lrlz5hLudse9T+/erm5bWq2W22+9zfW3yspKFt2yiBUrVwKQlpbGBeedz+/HpwRt0aIFC65b4Np+x86dLLplEfuO36GcOmUqD9x/v+u1Q4cOVbSOubvkUueNoEf/83+MGzfO9fw5553r1UpV13PUqaeeqkgq3nv/fR5/4nFsNhsJ8Qk88/TTdOnSBXDekJg2dSpffPkl4Lu17etvvuapp58mJyeHWHMsr736Ku3atXP9PS8vj4ceeZhly5bhcDg4ZfYp3HXnna6/9+rV02c5q+zYuZPKykp0Oh1ff/MNn376Cdu37yCxZSKPPfqooiWkslKZdI92SxB//+MPbrv9dtfjY8eO8cmnn5JfUMD/PfIfwLnYYNcuXRQXp8eOHSPryBG6da0+Zr4ukkeNGu36/y+//FLRLevo0aO89vprWK1Wrl+4EHC2TCTEJyhaFgAGuk0z694NqqolprKyko8//pgvF3/F3r17SUtL4+mnnla0ZFZWKBOfEy2bu6ysLEpKShQ3Dyw+Eqz6blvlm2+/5Ztvv+WKyy9X3Mx64IH7WesxzkSn03HzjdXdNLOzs7l2wXVs374dgDNOP4Pbb6v+zl5z9dV8t/Q7vwsHb410Xk+VaLW8k9SSJXFxHA4Lo3dJCU/t3KXoHuR+ET46v8D1//9LSeF/x3s/ABwyGnmiTSphDgdzs50X331LStB6lGG/0YjW4SDVrUXH4jGurZtHN+Y/3VobAI6GhbEjIoJuxxP7niUlaBwOHG4JSqTNRteS6v2sdUsstkZGMqqgkINhYbyenMwKs4livZ7Ts7O50a1VwLMlJaWigi5uNxNu7pDGX+77jYrkuo4deXvrP67t+hcX8SrJrvcFZyL1cWICX8bHszc8nLTycp7esVORTHm+9yi3Y/9lfBz/17aN4ni8lpKMVaPh+uM3M9pVVJBgsfgdJxIoTarFYkR3ZyZcavFd7J9ntMMQFk5pcT49Ft3FmBnOCx+NRsM/fRNo3d55cZa5/x80QElCFNpLb+eP2xZQkJdF2y4Zrn1FRplZ/94b7D/zTvT//pb4v6rvMFeYdYQfO175Gg0HLu1Mv2lz+e7jJym5+iXXe0YfrP7SlMfpsGbne5X56x2xzu0beKCiZzeoH3780fX/a9auUVx0jRqpvFNZxWrx/iH57bffmDN3LiNGjeTKq64CINmtqS07O9t1N6y4pJhPPvmEU0471XWBATD3zDmK7e+88y7XHXybzcbHH3/k+rvBYKB7j+qLas+71M89/xxnnT2PV155hRdfeom777lb8feI41/iKj/99BNXXXM1d/zrDldSAbBmzRoOug3ei/IxYO1EBiQnezRDVh0Hh8PBn3/+yXULFtTaZN2tWzfF45defsl1QVVZWcnbbn2LdTqd62IWYPas2YrX3nf//RQUOE9OFouFhx5+WHHne/y48YpuLO++/x5nzTuL5//7X8Vdtc8+U3bni4qu+XjVdqw6dOhARkb19++bb75xJRXg7H60Z4+yr63nHXmvi04f8euw1zwWpK7bVY2rqPL9Dz/wxptvugb0FxcX880337r+3rVLV8VdcM+xQwBvv/M2k6dOYfzECTz77LMAzJlzpuvvmzdv5tHHH3Pdza2oqODzL75w/T0+Pt6rxamK3W7nrrvv5pJLL+GNN9/kqaef5qlnnla8f2RE9Xdl6NDqsUAAXy3+ypVUgPMGwj3/vpfMTGdXilNmn6JIUm6/43bFd/7bJd8qWiP71GEGHLuj9u+be6tUlW++/ZZZs2czeuwY7rrr7uPlq/4eHDlyhMcef8y1v5zcHK9xCpMmTqouh92uiOU//vyDO++6y/V9yC/I56vFyhsz//fYo/z444+ui7rPv/hc0Z0lvJZBlVarleU/LeeKK6/gnnvvYePff1NeUc6BAwdYs0a5EKx7NyiArm7JgOf3tMqPP/6oaHns0CGd/Px8nnzqSc459xzGT5zAO++8rXiNr4vkrseTMYBPP/f9Xh9/8jGVbheQHdI7eG3Tv391q8vvbutXZGZm8tvq1Zxz3rk8+vhjbN++ncrKSrZt28bff1e3DNtsNrZt36bY54mWbf/+/Tz62KOcMedMps2YzpKl3yle455g1Wfb+vB1fhg+bJiruxg4fweqkoqqz+I+6L1169b06uk/gf0nMpLVMTGc0aM7L7Rqxd7wcCq1Wv6IiWGfsXqdsCKtlgPHH8dYrbR2O16fJviecfK9ltVT60fY7bSuqGBLVCQPtG3DjJ49OKVnD69B1JUe10BxVuUxsPkYP3HIrZyRdrvibj5ARnGxq3XlUFgYmW7br4uO5tOEeM7o0Z1PExPICQujXKvlC49ut1s9riG6llYnFfuMRkVS4V7WjxKrj0EHtxafTKOR32JiOKdbVx5t04btkZFUarVsi4zkb7ffURuwzWPiha5uCc2nProHA3ycmKBo/elQxxnPGlKTarFo6RrkXH3QwgzOiyAHkD7vQgB+vvs6Wu8qwGG3EfeV8+Jk64i29GnbBXfRN80n9/e/CNu4nWPZh4iNTyEuu5ysgztIat2R1JGjKMrWYB3clZ2bfqVqzopysw7TIeeXS6PREBHbAo1GQ2JyGhXjKlwDx0uSqy8kDoyKofPn+V6f6a/MCC7oA4kpURw9VLc+e3Xh3g2qrLycX379xfW4tLSU9Rs2uKb3GzJkCAaDwetk5nk3cPWa1Vy3cIHrB7kqgTiSdcQ1sG7QoEHcf9/9vPTyS+zfv9+rXHqdnr5uXRXCw8N56803FduEuX35QdkP1fPi4vMvvlDckdm48W/F3z0/w2+rf/MqUxX3H/4yH1NbnsgUqkc8+lH/9/nnefrpZ/h5xc9+7yR50nnctfDsvx4WprwbodNX/939WOfl5bF3317FtmVlZazfsJ4Rw0cAEBERQVr7NFcf+E8++cRnmTwHt/uartFWj8TCszvHipUratze1z69Wiys3j/O3nXoe8Bybdv16NFD0aWud69evPfOu4pt3Bd30+v1mM1m18WoZ1lffOlFXnzpJcVziYmJigGrKSkpXu/hmQC3iItzzW7jfnwsFguLv16s2Hbjxo2Kx+5l6u+W5AEs+U55weRp4MDqO85Wq5X7/32f1zbux6sufcvdp3P2N7Dc8/kvv/ySe/59r+txUVER4eHhdOrUyfXcho0bvW4SVK1LUnU8PZN5m93u6pLjeWcc8Jq21dfUuPn5+a7912WdG/eWhip6nZ7hw4e7Hu/ctdNrUgz3i89dNYxl2bZtm2tbkymGsrIy3nzrLb/be14kR0ZGKroa7dq1y+frysrK2H9gv6uVxRSj7HGQnp7uuglWVl6uSBgArpl/jdc+Y2JiyHDrHrhq1Sqys6u7p5xM2bKzs3n3vfd8bg/KLmH12bY+fCXMfT26+FWNH3O36rdVDBxYPbtWt+7d2ehxPKuU6HRc3bmT1/NtystJd4vfb+LjsRyP/SS3a4QCnY4cP13o9oeHU6LVEnX8exZjs7ElKopdNax47dkVqsjjd65LaanXRXyZx29jmMf3eoCfblAAa00mnzMvjfb4Ln/mkTy1dKvTXRH+bxBsjaz+rCaP36prfBz3GKtV0e1qldlEttvxjbTZFImTv2NZptOx32ik4/E69HzvxtCkEgtffS0nDuyIw+FgT9dYUlp1JHPPFgZ8uhmDxY4DyNyzBYA+Q6ZRkH2YwpxMNMfvRhZv2Uy7yTPQTNNhKytl9eN3M+7LPezZO5+c6y4ntUsfrDd2I3fXdpJeKeTw8X3Z9Roqo3Sux9ovNrB/xHoGj5tLXvf97NjwC9HmeHbMiKXj8W2OpRm9yg7VA9EHpMfzTQMlFp7doFat+tXrh27Vql9diUVkZCQDBwxg1W/Ki27PH7+HH3nE5wXiRx9/xODBg12Pp02dypTJk1n12yreePNN/vzzT9ffEhISFNMfxsTEuLog+ON+cva8S+3J84Kwph/wqKgounTuTNeuXenSpauiX3KJz1mhPNax8DiJ+bL8p584evSo6we8fbv2PP7YYxw4eJD333+fTz79RHHHzJd9HgnaZZdeymOPO7txREdFc9mllyn+7n4XK9VtNoq8Y777oB70mGYxLq4F+PgdTohPoEvXLnTt2pUeHjPV+Jpz3q7oKlZzvaV6zKaSVYdZc7zHWCgvfHzd9fOsQ3/lqm07z/ImJSWR5GMGD3/lcY/LrKwsXv7f/7y295xhJi4uzmtQu9d7uMVSbcfcayV5tzK1adNG8TfPVc09pbauLqter6/Xd9qfuiSm7mW2WK1eg+TBOajVvU/6MR/fA4fDweHMTNdMSLGxseh0Otf7Wq3WGsc8GDy6GviKPfcynOgCmldeeaUi2Xzyqae8tnFPNsvKvBOcKoVF1a3wdRno7VlnkR53cmtaC6KosPoCz/O93MdXbNywweex83Tbrbe6EneL1cqzzz0bkLL5UtuA7BPdVvE6HzdFWrdWng+O5R3z2sZzyty6Dg6vonc4uHvffgzHb3oV6XS8klLd6h7p9j30vKj3VKTTuRILXzM+ebJ47G9DdDQcqW5VW3DoEAvT0zlmMKBxOBiXn+81gLrQo/78Ddz2J6mykuvdukFtjIpimccUuFFuvw1lWv9rRbivy1GXz3/b/gPEHj++FuBZtxZjUB5753v7P/5FbjcX6/LeDa1JJRa+LJw7HBwOogsqKZ53JQCJFmfFa4Cis5z9Fk1AVQiOOX7x2fH+9yiO+xxruIGw4gq65JahtUPHv45Qds1DbIt29h0MP1JOYrGdnbOdi291s9vRWh2ux20OlbP39NuxJUejO1LiarFIt9vZ+Z1zm65uP5IajfugbWdikWzynXiciIx+GYpuUL1796n1TueokaNqTSz8LVi0bPlyHvm//7DwugUYj7c2aLVaRgwfwYjhI/jyyy/59/33YbfbiYyK9LkPfyoqKhR3m2r7QfYchOj5IxUTE8MF51/AmNGjad++vd+Bgb4WNnK/0LHU8cKgrKyMa66dz//95z+KC4I2qancfNNNzJ0zhwXXL1R0G/G0atUqsrKyXN2qzpp7FtOnTSc3L5ekpGTFzDQrVqzgwIEDrsfud4n9nV8869XgdgzT0tI479xzGT5sOIluTbuefB0vZVeomo+XZzzWpTXH88LZMzZ8xYpn9xp/8VTbdlGR9YvjgwcPurqgee6vrLzcZ5IaGelj/vgaFBQUcNBtoHCt3xXPi2G3ixnP+igprnmxMl9dB2uyZcvWWrdx2OvXYmG32Xy2FHjOAOcvtjxvJhj0BldiYavlWBoMyvOOr/K6n5t83ZGuzYzpM7jYbdD3N998w6pVq7y2s9psrkTHVxfFKhHh1Td46rIYnedFsmeyFxUVRZGfWXbCI/y/l2L9CrfxFf5cdullioHJb7zxutfkIA1VNl8acvC2/9d5JyRecYx3HHuW37M1uza379tPhtu5/InU1or++e7dkaJquXHhPkajpA6LtXm2WPxiNnMoLMzV9apXSSlL/t5EZlgYiZWVRHh8j3P0esWYhBirlc5u3ZbW1rIwXtW6FHHHv7vlGg33t2urGLMBYNMoX+NPhNvfimtJwi47nMkUt1ko30hOZofHb4xnV7Aom83vooLhbslPSQ3JT6A0+cRiaK92OLKyaZnpvV4BQOJB/9OJGSvsGDO9TyQaILLEiumIcp8x+zx/tKpPGjH7K2C/7/m5PSWYo8jOV76vtgHHWLh3gwLnVJ2+put0N3LUKK+7fZ4/jpoa1i//4IMPWL58Oeefex6zZ89WXGjMmjWLQ4cP8/L/XqbMY0DWp599xv0P3F9j2WoqkyfPiyX3H5jw8HDefuttxZ3g8vJytv7zDxs3bmDa1Gmui2efd+DdWkPqMhi5yq5du5gzZy7TZ0znvHPOpUOH6j7Gbdu25YnHH+fMOXP83pW1WCzcfMsinnjscRKO12NMTIyiqR9gw4YN3Hn3XYrnrFar6yIjuo4Xf1VJQreuXfnfy/9TtDDl5+fz96ZN7Ny5k4suvLD6NT6Ol6KPv59Vyqt4DkA11bA4UBVHrYO3fSQWHuXwHEtR1+1KS5V3QO/417/4dsm31JViVig/X6vSMuV35bnnn+OVV/1PB1rTe/hi8EjC3VsDPbv7xMREk1+Q73dfpaWlrtnl9u/fzymnnep327pyT+TtfpIB5XH0fSC9ksKo2u9cWiwWxXoWnrN4efJssfAVV+5TCNeWaHsaPXo0d7oN/t6xY4dinRN3RYWFrpsNnTp2Ukyc4c59kLF7NyJ/PM9PRUVF2N26iHXq1Im//vrL63V6vZ52bdv6fC+NRqPodue5MJ6nOWeeyVVXXul6vHrNal548UWv7RqibP7Up+7qW89VfI0P847jKMXNCl/quvI3wMKDBzklt3oWoS/i4/nc47qh0C1BiLHbSamoUIxbqJJQWYnZLV7qMnjY88LZqtFwR1p7ntux09XyYXA4aOtnHZR1HolX/+Jiqkq7x2j0220LnIvoPblzl2IMwwPt2rLTR3ejQl31ZXOnGlrC3LuT5dSQ4M05ms1VmdXT/q6OieGFVile2xXpdNipHhjdqazM5/gOvd1OO7djlF3P5LIhNKnB275Ehhuw/uW7D2Gw6tvJO2j8/SjWl0ajUXSDqquU5GRFP2TwbhY21BKgR48e5dHHH2PqtGm88OILihPhKaecAkB2To7irqJnX+bauI8fAO9EwvNiyf0zzJ41S5FU3Hvfvxk1ejSXXHoJTz39NAWF1SfpkhLvRNV9X54XErWx2qx88cUXnDHnTBYsXKhoVWjfrj0Z/TJqeLVzgObqNasB51iJ/Px8LFYrubm5rFq1yjkw97JLve7K5br9UCQkJvosd4tY5XTDVWW76KKLXElFUVER519wAeMmjGfBwgW85dEXu7S241XLdJZHPKawTe/gPcDTk9dn8fgOeY5F8fUafzFd23aHDim7HHTr5r2gW03cj02Ywfex8ZymtFvX+n1X9G6f31e9e76ve5myc5QXWJ06d67xvdzL2rp1a6+k90QYDO7HyHc9KY6jnxjL85iGMtVjsaoq7t8Dz+6ByvrycSw94sO97L5eZ9DX/fwxatQoHnnoYVdXrGP5+dxw040+W2fAOfNdlVNP9Z3gDRwwUDGL1T8+kg+v87+PVhn385j7jG3upk+b5uqaZLFYFGuYdOncxTWLX3FxMVu2+m/JOuP0M1h08yLX4wMHDnDrbbf5bO1riLJVMeg8fwf9n8vqs21NfN0UyctTTh3qK479nctrM//QIc5363a0MSqKB9u28drukNFImdt59nSPaW6rnOH2fGZYGAU+7qx7dtHxHB8BsDE6mvO6deXbFi3I0eup0Gg4YDTyYWICbyYpp7X1XMRvYKF7Nyj/56OqpKK/WxL2TsuWPtfEAOW4itaVlQxxmzrexeHg9OzqY/BPhO8W7jOys1nkVkcHjEZu7ZDmc6E/q9sgekCxf3fT8/KIPH4sLRoNO1VYfbvJJxYajQbbptqb1YNJr/TALVjSP6O/6642wEWXXEzGgP4+/11+hXKtBs957D1nLgn3cWcCYML4CYof9eKSYl56+WU++/xz13NV/WGtVisbNlTPfd+ta1fFdJq1MXqUwfPE7Xmx5P6Dn9Zeubjct99+65rFB5Q/9r5+tN3fW6vV1im56Natm9f6BCt/Wckd//qX4rlYj36c7jQaDQ89+JBrWthLL7uMcRPGM3jIYCZOnsT8665l8deLff7Auv9QG/R617gad+6DAvfv3+9aGdn9eO3du1exmqvnhbbP4+UWP8ZafmA9p9wdN3ac1zaeM3wZjcr4jPCIV6PR+z0jIuoW07Vtt2nzZsVaAFOnTCW6DnfCXftzPzZ+ynDkyBHFhcGIESNcC1vWhWe8el4oel0Mu9WRZ334WlzR3e9/Vs/ko9PpOOP0M+pcTn/cW8r8HSPPc5Sv7bKOZCkS7G7dunl1K4mPj1eMm1l3fK0SX/v1lcB4XnTrfZwb3M8XdVk3Apzn5P88/Ihr+8rKSm6++SavpNPdX39Vj2nr17cvjzz8CB3TO6LX6TGZTEyfNo1HHn7Ytc3OXTsVi51Wl1F5LI3h3sf2T7dWgKlTpnDroltok5qKXqcnLi6OuXPnsmjRLa5tVq9Zo7jh5D6+Yt369X5bbc84/QxuveUWVwtEYWEhCxYuVKwH1NBlcx0Hj/OIv3NGfbd159k9z1cXNs/ug4N9LIrqfi632+1s8JigwZf5hw5xcVb1mLbMsDBuSO/gNeYBwK7ROMc+HHdB1hGuOHyYpMpKdA4HSZWVXH44k0vcFtBbafbd+mz06G5q9NMquTc8nDs6pDGpT2+GZvRjds8ePJqaytCC6rrPNBhY1iJW8TrFwG2T78SiKqkY5LbtSpOJJ1J933wA2BYZqeja9ODuPUzPzcVktaJ3OOhYVsbDe/YoEpWVsWav/ZyRnc2t+w+4LsILdToWdEz3Gifizn3K3anHjnHr/v20KS9H73AQZ7Ew9+hRFu2v/s1YHRPjWtiwMTX5xALAfsD7pBisHA4HyfF1vwCpL/duUEVFRTWukbDx742Khcc8p531/CHxnK2pyt133cUH773PjOkzXBcDRqORTp2q51rf6zZV6IcffaR4/SMPPayYbhCcYxAuvugiXnj+v8oyePzYeSYSnhe87slChUe/1dHH5zmPjormnrvvUdzB0+m8vxqeF7LGsNp/NGbNnMk7b7/DwgULFQNce3pMA+g5laq7IYOHMNGtXm+95RZOmX0K3bt3V1x8+bL0+6WKxwsXLnQNJNdoNFxx+eWKrlnu05e69/NNT0+n9fE7ZG1SU3ns0UcV+9V6HC+dTqcY7Or5g+tp3bp1ZLoNEM7IyOC8c89zPR4zegwXX6hcVMzz4tCzfjxjBbwvRH1tU5ftLBaL11SvTz7xhKKONRoNPXv05JZFi7jh+us9yup2oVrDxceHH33oVoYwnnrySTp7tB50TO/I/Gvm88D9yq4xnsfc82LWMyl3v8u+bPlyxcxoY8eM4dxzznW1rBoMBiZPnuxaGPHzzz9XnEuuuPxyTj/tNEWrkdlsZvasWbz5xhs1jtepEu75ffNxnDwv3PxdsLuvsRIeHs7tt93m2l9kZCR33XmXoqxfuK1ZotFoFEmBr1Yuz5sMXq1BOr1iPFdtrb/gnVQAPPDggz5nA3L39dffKMaWTZwwgQ8/+IC1a9bw07Ll3Pfv+xQ3Mj788CMfe/FOzH3dHPjyyy8Uj+fMmcMXn3/B2jVr+GHp99xy8yJFwv/Bhx8otne/0eGvG5RnUmGxWll06y1eM9w1dNmqeP3m1HDer8+27jxvzFx26WX07t2b0aNHc/ttt6HX6Vm2fJmiXueceSZ9+/R1PR45YiQzZ1avKbV69WqO1DIJhmdSUazVsqBjOnk13DT73G2WJB1wRWYW3/69id//Wse3f2/iysxMVxckK/Cxn+96mL32FgufHA7+tX8/ndyO2WNtUhVdqWItFldXJDvwR7T3NZevpGJHRDi3+WkxqFKh1bLEbRKNWJuN+/bu46cNG1n71zo+3LKVScfyXX/PNBj4yaxMLDyTCguwqEMae2tpXfjSoxVlTnYOX2zewtq/1vHDxr+55cBBxdiTD1rWfp4NhCY/xgLAUcPMF/UWFoYm1oQmKpKwIhP2olKsBcVQy2xE9WH306/7ZHl2g9q2fVuN03xWVlayc+dOevToAUCP7t2Jj4933d2ry93AuLg4oqKiiIqK4t/33su/7riDw5mHiWsRp+gn//4H1Sft5T8t58dlP7pW3k5KSuLlF18iJyeH/IJ84lpUz37z088/Kd7P60KiHhdPa9au4bxzz3U9fujBB7n6qqto2bIlERERWCwW1wXCjOkzyMjoz8MPP+yaotbne9cy1i+1dSrh4eGcf955nH/eeWRlZWG1WhV3R//48w+fTfBVtm3fRll5uetHcNCgQQxyW8DvyJEjbNm6lZUrV7JkyRJF3/CffvqJjRs3ulqFOqZ35Ksvv+LgwYMktWypmD1lz549isUE16xd4+qqFhkZyUcffEjWkSxSW6ei1WqxuM2Uc/utt3Hl5Vdw1tnzKCkp8YqV2pIwu93OM888w4MPVF8cX79wIeeeey5Wq5WUZO9Wvttvu40rr7iCU08/Dbvd7iMZ8P5x9IppH3dh67rdCy++wMiRI13d6zIyMvjyiy84dOgQFRUVJCUlucYaPfb4Y373X9NdzQ8+/JBJEyfRq1cvwFl/77/7nmsxrsTERNf3zHPaS+9EK0zRyuLVuuf2uKioiNdff13Rn/2G66/nogsvpKioiJSUFAwGA8/917moZG5uLk89/TSLbr7Z9V533H4HC65bwJEjR4iMjCQpKQmtVktRUVGd+rL7Ov94rsDuaxtfg3Rff+MNpk2d5jpWUyZPYeSIkWTnZNO6daoiCf5q8WLFFK6eseyr65p3V6iau9LV9n0YNHCgV1JhsVg4e948zp43r/p9jUbMJhOlpaXMOsW5VkfWkSzefOtNLrn4khrfA+Dvv//m088+9fk3rxYLo/dFz8a//+abb79l2tSptb7X9z/8oBhsrtVq6es2ZewfbutXVJk+fboiqQDnIPLrFyxUbBcREUGMycTOnTu54sorTrps7rwSLD/njPpu686zNWLSxIlMmuhM2gsLC3nwoYfIzc3lvffe4/zzzwecYyxefeUVDhw8SFRkpGLGuPLych574vEa3/Oyw5mKpAKc4xzu27NX8VykzYbJZuPnWDP3tG/P0hYtmJudTb9aJnQAeDeppc9xCuDdYhFeh8Qi2mrlnn37GOe2UNw3cS1Y5tkNqqjYddG+KyKcfB+J0lM7dzLQY1XtaKuNV7ZVz6qoxUG0zY7JauXRNqmuNS5eaJXChGPHXLM4+WMHHm7bVtFqMD03V5FUgHNGLOdsVNUtkRF2OzFWKzsjIriii/Nm0sboaL6Ja8E0HzOCefo+NpZVZu+WksbQ5FssHA4Hmkg/WZ5GA9q6/dP16objxkvJe3Qhu+45l79vmM6xu0ZT+dhpRD17CXHXnkZY+5Q678/vP+DAEe8BV3Vd06AmGRkZim5Qu3f7vwtexb0/rlarZcSIEa7HXj/aPn4MPafdDAsLo3279oqk4t333vNaQOpfd97Jdx6LCSUkJNAxvaPiBLl5yxbl/j0TiRoujpyPq08oq1at4ocff3A91mq1tGvXjoiICF559RXuvKt6cKROp6NNaqprATDwvsCorXsPeB+f5ORkxXN79uzh9jvuqHEfeXl5XH/D9X77yyYlJTF2zBjuuvNO3nv3XcXCZna7nZtvWaSYNcWg15PWvr0iqdi9ezfzr7tWceH2+htvKGarCg8Pp3279s7uGIsW8dmn1RckERERGI1G16B3r4uxOhyrJd8t4cWXlAMxExMSSElOJjMzkwsvvogtbvEQFRUFGo2rC5j3e3rHq2cLj786rMt2xcXFXHnVlYqFFsE5xqBDhw6KCQw2b1bGsft3y2Aw+J2dzGq1ct3CBYpFw8AZR+np6Yrv2ZYtm2sss2cd1NQVCuCVV1/hy6+U39sWLVrQtm1b14Wz+1iE9z94n6eefkrRnSQ6Opr09HRSUlJcn3GLx3faH8868BVDdbn5Ac7xXzfcdKMi6YiKiqJ9u/aKpGLZsmU8+NCDyvfwuKD21W/ec8xErYlGLd0o+/Xr532TxGCgS5cuin9p7dsTFxenOE8B/PeFF/hqsXLdEk9/b9rEdQsX+J022zN+/H1X7r//fn5bvbrG91qxYoXi/ArQvVt3Yo7fSS4oKPBa4A6cY0E8vxuRkZFex6Ft27a0iI3l8GFlF7ETLZs7rwSrhnNZfbZ198eff3gtfFhl7969rv9/9vnnWLpU2QrdJjVV8ZtZVFzM9TfeUGMrOCinYq1ittnoUlam+Nfm+EDsQ1WfTaPhxg4d+KeW1vJPE+J5ys94JvDRYlHDNZDG4WB6bi4fb9mqSCrWRUVxr1tPgyo1rV9RxTOpAEixWBSfvVNZOSmVlUTZ7YrxDXkGA9d16kh+DbNdVWg03NeurVc3qIFFRV4X3pF2u9dxb1tRQQubjcMe57T727Xjt1rGsK0wm7gzrX2N2wRSk2+xcDhA276t1/P6c0+jsHsbHLWMiY6KicPhsLNOc4S9ezZSurXQa15OjVaLKaUlnR6aRgd7awrzj3rNmV9XRw/vIuvQTtqblXfe/M16Uh8Txytng9qzZ7efLavt3q1csGD0qFF8cbyLh9eFtI8f7U2bNnHFlVcyftw4evXq5bpLe+zYMTb+/Tefff6ZzxNmRUUFt91+O59++hmzZ82iT58+xMXH47DbycnJYdfu3axZs5ql33+veJ3XXViPRMPzzqDnj/Ott93GmWf+xczpM0hLS2P37t08+/xzrjKmpaVx6imnUlhUyA8//MC+/dUX1l4XrnXoP3vtddcxfvw4hg0dRqtWrUhISKC0rIwD+/fz/Y8/8NFHH9W6jgU47yxu2ryZNm3asHffXlat+o12bdvSvn17VxclgHbt2nHrLbdw3YIFrueys7M57/zzOO3U05gwfjzp6elERkVRXFTEjh07+HHZMj77/DOv/sWFhYWcf+EFXHLxJYwZPZqkpCRW/rKS555/nn379rH297XEmEwMHjSI/Qf28/7777te6926U7c7dy++9BK/rV7NvLPOom+fvkRHR/PpZ5/x8v9epri4mNtuv4177r6HHj16sHvPbt56q3p1YM+7g75+1L0vRH3flKjrdpmZmZx97jlMmzqNCRMm0LVrV2LNZkpKSsjJzWHL5i38tma1V5dEo1frSpjfwbgFBQVcceUVjB0zlmnTptKzR09iY2OprKwkJyeH7Tu2s3r1an76+WePMtd8PDzHBXheDNvtdu659x6WLV/G6aedTo/u3YkxmSgtKSE7J5stW7ay0W28FMAbb77JsuXLmTtnLoMGDSQ5KRmDwUBeXh4HDx5k7R+/s+zHH31+Tk/eY7y866Au56gqf/31F6eefhrnnH0Ow4cNo3Xr1q6ybdq8ia++WszKX1Z6vc77ZoaPrlCek0bU0jWqpnJC/de52OmxAJzdbufue+7mxx9/4LRTT6N79+6YzWaKiorYvmM73333HV8t9j0uq4rnZ/J39728opxr5l/D9OnTmTFtOp07dyY6Opr8ggK2bNnMV199xbLly71e5z6+4s+//vJ5c+1kj8OJls2d5/fC37mgvtt6WnjD9Vx+2eXMmDGDxIQEsnNyWLlyJe++Vz1VvNVq5dbbb+Pb75Ywe9YsevToSazZTHl5OQcPHuTXVb/y7nvveS3Y6Iu1nhPGuA9azjcYOL9bV07PzmZy3jHSysuJsNvJ0+vZEB3NpwkJfsc1VAnzHGPhIxbD7Ham5B3jgiNZpJUrr5l+MZm4pUOaz7EgdUksLEDN6b2SZ8vLpqgoTuvZg/OyjjCyoIBWlZVogCMGA2tMJt5tmcgBH12b6nvcd3qM9yvXarmmU0em5+UxIzePzmVlRNts5Ot0bImK4qv4OK8WnMam6dc/o/FXzzhBl812zrxy9TfViUTW4tuJ27zZtYYFQMQjd7C4YiO5R7xXfnaX1Loj6d0H8/tPH1NRXkJ4ZAyt2nXD3CKJdau+whyfQvtO/cg9eoCsA9uwWiqJjU8hY/gsVi/7gPKyE1vQzmK1KU6iei0cLSrni2V7T2h/onmLiYnhfy+9TKdOndizZw8XXHihYuXr5KRkHrj/fvod71ZQVFzM6DGj1SquEELU6rlnn2PoEOcA5Ef+7z988IHvMQ6hKDo6ul5TxTZX9+zdyyyPWd0sONd5eLFVitcUteCc6nbp384bOTZgbJ/eFNdh4UPRcJpUVyhfd1c+Xv43+r7OMQLaTh2w3no5KyKyyD68G7vN6vdfbHwKbTr04pclb1BZUUavQZPpNXAyZcUF/LPBeecvIjKGnZtXo9PpGTj6DNp36U9+biY/f/MqwyaegwZqfA9//3QaB3otrn8Aa7fnen02IQBuWXSLayrgVb+tUiQV4OxT/fOK6rvV8oMkhAhmep2evn36uB7Xtn5FqJFzuNO97drxWGpryo8nEH9FR3Nh1y4837qVz6QClF2c/omMlKRCBU0qsThwrGoxkuq7/U++/yscn4LL9NWbfFm2jl1bau5TqdFoGTDqNNb+9BFarY4xMy8j6+AOfv/5YzIPbKOspHoas5KiPPbtWMfqH99Drw9j0JgzsVktLPvyRabMuaHBPlvWYTmRCN/cF4+bNGky3bt3V/w9o18/5p1VPaBzdS19ioUQQk29evV0jaHJzc1l9+7au+2K0OPQaHgnKYl53btxZaeOXNqlM1trWejVfezIHzGBm4FT+NekUrkVG45w3rgOtI6xcKjI2f9z56G86sXlIiOprPC/EmKViadfy/efPgPA9LNv4cfPn6e0OL/G1zgcDnZu/o026X3oPXgKG9cs4delb9G6fQ8O7d1c42v977N6TS9/KwAL8fU333DK7FMA52Dmt998i+ycHIoKC2kRF0cLt6kjc3NzvQZACyFEMOnqttjjH396zwYlhLt94eHsq+NCb13dZr7zN75CBFaTarEoL3IOcr2wj+9uQyXzb2Ni18m0SPA/EwHA0UM7cdjtoNGwcc239B06g8SUtBpfo9Foad+lP2069OTQ3i1otTryczMZM/Myv68xRkQTFdMCc1wyCUntSEntQrvOGaw5GMnyvdF8s9P3wjFCuPvzzz/57wsvKLoCJiYk0KFDB0VSsWPnTi6/4nKOeqxiLYQQweS9999zLdR62+23q10c0Yyc3b0bGf0zyOifodp0q6GuSQ3eBucAbocDrvm2egC347eHONa6r/NBmAHj+8/z/sr/UeFjcHWP/hPY/KdzytExMy5j49olFB47Qpc+o4iMimXLXz/SvnN/Nv/5AwkpacSY4ikqyKFL7xEc2ruF/Ts3kNqhJxnDZ/P5G//G1CKJwvyjXjNJde83jrZb7FBUgaOoDEdhGfroSFo9tpCwUdWrLj8/7QB2u51XvtqOEDXp26cvZ555Jn169yY+Ph673U5eXh5btm7lp59+4rul39U4y4sQQgghRCA1qa5Q4BzA7Tmvtc1mR5MYjyM7FyotVMybz+w7riIzXYtDo0HrAC0adHboOHkem//8AY1Gyx8rPqFDt8GEdR3ofE6ro0f/8eze+jugITdrH1HRsSS36cya5R9hik1kyPizyDq4k6KCHAAKjx2h54CJbP/7V8wtkkiIa028pgWxPx8l5yXlyp+dvn6cx977BXD2f9JrncnI7pxShKjN+g3rWb9hvdrFEEIIIYTwqcklFn8fKqRPm1gi9XZKrc4E4/H3VrLwhf+j+PSLnRtVVKC960lSY6JBo3F2ezr+zz5rDgAdug1i15bVbFzzLTHmBHoPnkpxQS6///QxBoORQWPOQKPRsGb5hwD0H3EKFksFv6/4FJulkuzM6sFmQ8bPI3WHBscfh6jY+CeV+7LIKfEe6xE1vDd33Va9EM+8Hs5p1H7+43BAjpUQQgghhBCNpUmNsQD4fb1zCfqrBlT3I7/9haXoB/fz2tZRVIyjsAiKS6C0DMorKMzPBqB7xljXdkUFOaxZ9gEDRp0KwNSzbuLPX77g79+XojneOpJ1cAdF2Vn0bT+CMYnjGZpZPSZDbwgj/843KXj/R8q37MHuI6kA0Gg0WKzVS8APSXWuUmy3SPcVIYQQQgjRtDW5FguH3YHD4aBDi+rViq02e/XMULUwhkcCkJ+bpXg+NqGVa2Yo5ziLDGJiE1i/ajEAoydfSM41z1CyZgWlhaXOMRU3Jde53Po4E5UWm9szDjQaPJ4TQgghhBCiaWpyLRYAmQXlaDQQoa++038krwhdRq8aX6cfPojI6FgA/lz5OQDGiCgyhs+ifad+fPHm/Zjjktm5eTXFBTns2/4XWp0eY0QUX33wH8ouHYzplFFowvTEjOzr2m/Zn//UWub0Tx7iioc/dT2e2tG5VsZnaw/W8VMLIYQQQggRvJpkYvHtqgMALBx8xPXchPn/I/rt5/y+RtejC7uunU7ukf0AlBYfY8Co08gYNotdW9awZd1yevcay4yyNMYNOJUjh3ZSUV7CpJ5nMjFxMimtO/Prn5+xLqOEmJevof1bd7v2vefi+2stc0S/Lrz+zV+uxzM6FQBQmFP7uhtCCCGEEEIEuybXFQqcYxLsdjupJgvOVbg1bNpzFI3J92Io+sEZ7F14Cr/99AERa5cQEWmirLSQzAPbyNy/jfQuA+hbnoDhoQ+w7dpLkjkG5rXF1CKJgkuexWGx0nZUX9IuPYMNeev4YfPHtC13Tg87eNxcKh99qsby6hNjKauwuB7HGq1oNM6WFyGEEEIIIZqDJtliAbB00xE0GpiSXuh67teN+wibd2r1RjothovP4u/LxvDLzx8AUFZayKzznAvyHNqzmRln38Lgjzeju+U/2HftBcBRWL3+haPSAg4HxT+vo/DS58hYF8XA0aezd7uz9aFTZc2L8QF0+uYJZt70puvxTcOcLS3f/Lr/xD68EEIIIYQQQabJJhYH9hRgt9uZ2bkAZ6sFTF74KpGPOBef03bqgOXJO1iaVsaGP75TvHblkjdo1a47AOtXLUbbvXPd3lSjwTiiBxvXfAvAyMkXsOvMWlYN1YCxUxuW/bkLgHC9nbgIG+UWm8wGJYQQQgghmo0mm1gArNlzDI0GxrUvAqC03EJOYRnam69g26JT+WL71xw5tNO1vVaro216HwbEdGWSoRvRpnj279rAj2nlOB5ZhDa9PWi9D4nGoCd6eG/Mr17H94e/oaykkPad+xP1/GocFmuNZWx97+U8/eGvrsc3DnG2Vny0cl8DHIGmRaPR1Hn2rroKN4YTHh7eoPsUQgghhBD1p+nXP8OhdiFOxiUzO6PRaJn/bRvM4TbmDYpgaOsCio+vjA1gCAunTbsedDe0Jvbr37D++AvYrOieupclOb+Re/QA4RHRdOs6lHaFeiJ2ZvKeZj1JqZ3IOJSCpUsC+7VZ7Ny2FrvNSsfuQ+i+IYyjT31Ya/n65v+AbvjtOBzQItzKA+MOU1Jh5d0lO2t9bXPy2KOPMWrkSC68+CI2b97cIPu85OKLuebqa3jkP4/wwYe114UQQgghhAicJjl4292yrdlM6JHE1QOyaRdbSZTBTlE+6PUGYhNSSGvZmXY5DsI/XoXt93exWqtbGGwL7mHqwkvZ2LczW7f8yrp137NRbyCqRQvIh9wj+1kRnUvp9nwcdjtRMS3o030cpvc3c/STn2otW8odF/LMR6twOAAc3DLcuXbGRyv2BuBIVLvn7nuYNXNmjdvcfscdLPluSUDL4S4qMhKdTofdply3485/3cn4ceO44qor2bZtW732qdGcfINbSkoKX3+12Ov5ouJi/vnnH95//32W/7T8pN+nsRgMBt5+623CDAbmzjuLysrK2l/UAKqO46pVq5h/3bWN8p5CCCGECC5NPrHYs/MYlV0S6NGynFKLlnVZEew+ZuT9x2/G+NBL2Fe9jyPzCD6XoXM4sD7xMr16daPTvKnsjbVxKHcfRYU5hIVHokGDVqsltW13Wse2J357BYULPiD/cI6vvSnpdSTeeA4LR9wBwNDUEkxGO3tySrCU1tx9qqF8/MnH7N271+ff1q9f3yhlqGKz2xX/rdK2TRuioqKICI+o9z7t9oZbXHDPnj188uknAERERtIpvSPjxo1j4IABPPvcs7z62msN9l6BZDAYaJWSgtVqReujW58QQgghRKA0+cQC4MNf9nHO6DS0GgevrEvAgYbfdpYy3g62zCO1vt7291YMm/6hS+tkuvbujq19e6wxkRRXGiGrBNvPhyhb/xG5OQV1LlP6+/dx9t3v4wCMOjvn9srDbrfzw2+NtyDeTz/9xKrffmu096uJ43hCYbcpE4trrp1PTEwMubm59d6n3d5wvfgyMzN59733FM/17dOXl158kSuvuJIl333H4cOHG+z9AqW0tJRpM6Zjt9spL5fpjIUQQgjReJpFYlFWUMmWzEJ6tDJzWtd8PvmnBafd+jZly++lcvH3YLHUvhOHA/vBTDiYCTgPTH5x/AmVJ7x7GpldOvDhXZ8DDm4e5pwa98s/D0MDXgw3JdUtFspWhsrKyhNKKqBhWyx8Wb9hPT8u+5HJkyYzdswY3nn33YC+X0MpKipSuwhCCCGECEHNpq/Eqt8zKbfYGJdWRHqLcmx2B7MWvUX0u/9t3IJoNHT67imGXPI84Fxhu1WMhT05JRw9VFzLi5uPuLg4Ro8e7Xpc1WLhaMDEqiFbLPz55/i4jzapbQL+XiLwPONSCCGEEA2nWbRYVPlwxV7OHZvGgsFHuX1Za5as2cFXswcxadZkLF9+V/sOGkD7l2/j0qe+Ib+4nC7x5UztWEi5xcYPvx1olPc/Ee+89Tbl5eVcctmlTJ0yldNPO43OnTtz8NBBPvjwQ7744guv1+h0Os6edzYzZsygbZs2VFZW8s8//3Dg4EH69e1LWloaABkD+gP+WyyuvuoqTj3lVBbecL1itqhWrVpx9ZVX0a9fP1q0aEFOTg5r167l/gcfcG3j3mKREJ/ARRddxMQJE7BarWzYuIFnnn32pLsvlZaUAqBxG69w3rnncdWVV3LPv+9l/779LLjuOnr36cODDz7A1998A0B0VDQXXXQR48eNIzk5meLiYlb9topnnn2W7OxsxXv4Ov7du3cn60gWS5Ys4dXXXsNqtTJq1CjOOP10+vXtR1ZWFou/Xsw77yonJAD473PP0yE9nclTJnt9nkGDBnHBeefTo0cPjEYje/fu5e133+Hrr79WbFeXz3gyJk2cyNw5c+nUqRM6vZ7t27bxv1df4ddff1VsZzAYmDVzJtOmTqNjp07gcPDPtm0899yzbPz7b6/91jcub1m0CLPZzO133KHYT0xMDNfOn8/Ro9n875X/eb1PXY+jEEIIEUqaVWJRUWzhmw1ZTO+bwm3Ds7j751acece7HPj8NiLX/oUjK7v2nZwE84zh/NwymTce/4GESAvzBx7F7rDz4Yq9EMRr4XXr1o2CggL++9zzdOvWjSVLlrBm7VqmTp3C3XfeRZghjI8+/kjxmkceephx48axefNmXn/jdYxGI9OmTmPgwIEcO3aMDz78gD/+/NO1vWuMhcfg7ZYtk4iPj0frtr5Fy5YtefvNtwgLC+PTzz6lrKycoUOHMHTYMMVrq1osRo8ezVVXXsWWrVv44KMPadM6lRkzZtCzR0/mnDWXsrKyEz42SUlJAOTkVA/Yj4yMIDw8nD69+3D3XXezYsXPvPbaa+zesweA2NhY/vfSy3To0IE1a9bw9TffkJqayvRp08jol8G8c85WdFeq6fhfecWVtG/fnrAwIwMHDuS775bw+ptvMG7MWBZct4AWLeJ48qknFWVu06YNppgYr88yd84cbll0C/n5+Sz++muKi4uZOHEi9937b2LNZkVXr9o+48lYuGAh5593HplZWXz66adYbTZmTJ/OU088yaJbFrFsuXMWruioaF5/7TXat2/Pqt9W8eabb9CyZRKnzJ7N8889z7yz53HgoHLMUn3jcu4c3/ERHR3NGaefwapVq07qOAohhBChpFklFgCZ+wv53RzOoA5xXD/kCI/9lsSAi59n91dvUzZsOtSyoN2JCmubDA9fx+lnPU50mI1bh2ehwc4XfxyiorgOYzwCIC4unpSUFOWTDgeZWVle25rNZrQ6HaedcTp5eXkAfPb5Zyz+8ivmnHmmIrEYPHgw48aNY/Wa1Vwzfz4O53y6vPPuu3z6sXNmpccef1w5ta9r8Hbt4yJOPeUUYmNj+fd99/H5F58D8N8X/ku7du0U21W1WPTp3Yc777rTdUEKUFpWyllzz2LE8BF8/8P3tb6nP8OPJzO+ZtGad9ZZPP/f/3rd0b5l0SI6dOjAK6++wnPPP+96fteunSxcsJCz5p7Fy/97WfGamo7/lMlTWLd+PaefcborwXnnnXf4evHXnHnGGV6JhS8d0ztyww03kpOTw7nnn8fRo0cBePOtN/n808+44vIr+PSzz7wusv19xhM1bOhQzj/vPHbu2skll17qSrA+/vhjPv3kExYuWOiqx7LyMsLCwrj8isv5a9061z5ycnK46sorGTduHG+8+abr+ROJS8DrcU1O9DgKIYQQoaDZjLFwt+Hvo/yTVUhabCVXD8gmK7eQyfd9TtR7LwTk/bTREaR88wQDL32ecJ2V24ZnEa6zsWxrNjmZJQF5z7r497338vVXixX/Pv3kU5/bFhQUMP/a+a6LWnBewB06fJi2bdsqth3YfwAAX3z5peviDSA3N5e1v6+lRYsWtG/XXvEah5/pZn2Jj3cOmi8uVo5J2bdPuVp5VYvFM88+q0gqANZv2ABAmzaptb6fPzNnzKRLly7s3LWT3//43evve/ft5dXXXlU817JlSyaMn8Dhw4d54cUXFX/78quvABgyeLDXvmo6/gBXX3O1otWkvLyc7du2ERERQUJCQq2fZe7cORj0ev77wguui2FwziK1bNkyoqOj6dWzZ50+48k45+xzAOcFvnurTdaRLH7/4w9SU1NJbe2sM5vNxplz5yiSCoCNf28EIDEhUfH8icQl1C+xONHjKIQQQoSCZtdiUWXl2sMYh+nonghXDcjmhT/h0qUtePnxf1N6w10N9j6aMD3tvn2SITe9haW8mNuGZ2E2Wli1K489O4812PuciKeefop9+/YrnquoqPC5rcViweJj9iyr1YrBYFA8Fx4eDlSPP/DcHsAYblQ8b/PTFcqXTZs2ccbpZ3Dbrbei1WpY+r3vFoeqFouSEu/kraocnmX3x2g0ulp3zCYz06ZNZd5Z8ygqKuKOf/3L52s++uhjr8+T0S8DnU7H+g0baNmypddrbDYbcXFxXs/7O/42m/Nz+Kq3+nzGAccvurdt3+bVilVpcS6iFxfnPQuar894orRaLX379aOsrIxDBw95laPqLn9cfBwHDzm7ONX0uT2n0z2RuHT/W12c6HEUQgghQkGzTSxwwA+rDjB+WBt6toTrBh3l+e//JDZ6OP+56wbK/v34Sb+FRq+j7aePMPmp78jNzuS2EUcxhVn4bXceW7fUYRG9APvrr7/4e9Omk9qHXqfzem7ffmeykpHRj5W/rHQ9HxYWRp/efbBYLF4L8/kbY+HL4q+/ZsSIEUwYP4GHH3qYCy+8kOeef95rYG9Ns0L5KndN+vfvr1iB22az8dvq33js8ce9WkqqeLaoACQlOZOJaVOnMm3qVJ+vK61HNxm93v9XVKev+2dseXysyNtvvuV3m9Iy7wtyX5/xRJnNZiKOX/x/6WNCgCplpd7l0Ov1dO/enb59+jB8+AgASjy2O5G4hPolFid6HIUQQohQ0HwTCwAH/LjqABUDW9EtxcTNw47w7FcrYdZIHrljIeUPPHnCu9aEGWj93n3MePM3cjJ3ceuIo4TrbKzYnsOObXm176CJ0Pm4QP/++++58oorOGvuWRw7doxVq37DZIrh4osuJjk5mbffedurFcHmZ4E8X+x2O4tuuYVx48ZxxWWX07VLV5556mmvvv41rWOh09UvtLf+8w8vv/wydoed4qIidu3eTUFB3RdErKLVOo/X+x+8z9q13t2nAI4crX3Rxio1fY76fEadVsuxY8e47/77/W7z++++y9tQdMePza5duxRjT9zZHXbFAPEhg4dw3nnnkdGvH0ajkezsbNdMX54X8CcSl1C/xCIYjqMQQggRrJp3YgHggF/WHqaoj5UBbWO5bUQWL/+wnMKhw3juvlupvOsRcNRvPQRtdATxb97D5DdXEVm2g4WD89Bg59uNWRzeVxiYz6ESX4lFfkE+1y1cwKuvvMrCBQtZuGAh4Fzs7u133uapp5/2u5/63GVftmwZy5cvZ/as2Sy6+Wauvuoqfl7xMzt27Di+z5ouuuvXYnEsL4+ffv6pXq/xpWocxLFj+Q2yv5paLOrTKpOTk0NiYiIrVq5osK5N9ZVfkI/FYsFoNNbp2AwcMJBnn3mGQ4cP8+hjj/LHn3+yb98+hg0dyrPPPOvVmnIicQn1SyyC4TgKIYQQwar5JxbHbdhwlPyiSsZ3b8mCwUf5cutPnJHXn3eefADNonugorJO+zG0SoBnb2Hii0sZGLubIekllFttfPX7QQqym99MML4u0LVaLZdfehkbN2zggQcfJCk5CZvVxj/b/vHbdcZoDAPAoK/bmIcqDoeDz7/4nA4d0jj3nHNJa9/elViEHd+nz3LXI4FpSOvXOwcaDx06xGvmpxNRY1eoeiQW69evZ9o057Sra9asOelynQir1cqmzZvp3asX7dq189vFrMro0aPRarU88OADrF271vV8WJhznIRnl6kTiUur1drkjqMQQggRrJrlrFD+7Nudz8erD1BWaeXUrvmk235l5uJNZD3zKJpk74G2nqIG92DPf27kvBc+Zk7aVoa2KeFwQSkf/LSnWSYVADofF7bDhw1n5MiRlJaWkncsjzVr1vDHn3/U2B+/6mLQYKg9lz1r7lmYTCbFc6mpzpmC9rh1kzGG+U8s6jvGoqEcOHiQX3/9lb59+jJr5kyvvycnJdO7V68676+hEosPPvwAu93O9QsWEh0VrfibRqNh3Lhxdd7Xyfjgg/fR6XQsunmR12fT6/WMGT3G9biq21JKcrLruZSUFG64/noAKiuVg91PJC4PHXIOIk9MrJ5hKiIigmvnzwecx0ZR/iA5jkIIIUQwCpkWiyqFOWV8/NMehmck0y3BTjvz39z48VEuue0OJn34DtZf13q/SKOhxcUz+KBbF37//HUu7lmABjurdx1j05YcHDUMIlbTpEmT6OXnInb1mjXs3r271n34ukBft34du3fvZuTIkSz74UcOHjzIrt272bFjBxs2bGDt72uxeaxXUZUE6Oswg9FFF13EVVdeyffff8/BQ4fo17cvI0eOZOnSpezYudO1XVWy4kt9u0I1pPsffID/vfQy99x9DxMnTGTd8VaMzp27MGb0aB56+CGfq0b70lCDt//etIn/vvgC11x1NZ988glLl35HdnY2cXHxjBwxgvCICJYtW1bn/fmTkpLC2fPmeT2fk5vL0qVLWfr99wwePIRTTzmFTz7+hB9//IH8/HySkpIZM2YMmYcPu7pJfbf0O84791yuX3g9qamprsXuVqxcQWpqKmeeeSa9evXilVdfobKy8oTi8tPPPuP6hQt58YUX+Oabb4mJiWHK5Mns2bOHY/n5dO/enSsuv5w1a9ayfsP6RjuOQgghRFMUcokFgLXCxs+rD7EnLZYxXROZkZbJr7++yY4xE7ikT0/0L78Fx6f+1MWZ0NxyAU9n78e0633GtbNSUFbJ9xuyyD8a3LO/VK0Z4Mstt95ap8RCq/Vu1CouLub8Cy/g5RdfIrZFC7Kysujbpw9jx4wBnHftb7jxBnbt2uV6jeF4YlGXqVGfeupJZsyYwchRozDFxJCZlclzzz/HG2+8qdguLMz/vqoGUavhyJEjnHf++Vx44YWMHTOGgQMHUlJSwoEDB3jxpZe81tyoSY2JRT0/4yuvvML2bduZN+8sZs6YSVhYGNk5OWzcuIGvjq+xcbLS0tK46cabvJ7/7bffWLp0KQD33X8ff637i9NOPY0zzzgTrVZL1pEjrFr1K59+9pnrNbt37+aa+ddw5ZVXccbpZ7Bj5w4WXL+QrVu3YjAYGDliJFarlcpKZzfGE4nLt995m4qKck4/7XQuOP98/vnnHx5/8gm+++47Jk2cyE033sSUyVNY+csvjXochRBCiKZI069/RnDebm8kxmgDQ3slkZ4Qic2hpUCfxqy0vrT/33scbdGRPXOG8uumH2kZlofDbuevA/ls3JqDvTJ0B25GRUXx3DPPUlpWys2LFrm6rLRu3ZozTj+dC86/gLVr13Ll1VepXFIRSiQuhRBCCHWFfGIBgAZatopmRLdEWkQYsBFG925DOFZSSNb+v9Fi48CxclZtOUpxXnnt+2vm/nX7HZx22mlMmjyZnFzv9TpW/PQzBw4e5Jxz/beYCNHQJC6FEEIIdYVkVygvDjh6qJjPj5bSrp2ZgR3i2LZ1BQA5xZWs2Z7D0cxiCN1GCoWqcRJt27X1uoCbMX0G0dHRrFjxsxpFEyFM4lIIIYRQl7RY+KAL09I61URZuZWcIyU4bHKI3HXq1InXX30NgKXfL2Xvvn3EREXTLyODfn37smLFChbdeour77sQjUHiUgghhFCXJBbihLRv157LLruM3r16kZiYSFFREVu2buWrr77ihx9/ULt4IkRJXAohhBDqkcRCCCGEEEIIcdJCaoE8IYQQQgghRGBIYiGEEEIIIYQ4aZJYCCGEEEIIIU6aJBZCCCGEEEKIkyaJhRBCCCGEEOKkSWIhhBBCCCGEOGmSWAghhBBCCCFOWsgkFlFRUWoXQQghhBBCiGYrJBKLqKgoVv68QpILIYQQQgghAiQkEgvh1LdPH7WLIFQmMRDapP6FxICQGBCBJIlFCMk7dkztIgiVSQyENql/ITEgJAZEIEliEULS09PVLoJQmcRAaJP6FxIDQmJABJIkFiHk999/V7sIQmUSA6FN6l9IDAiJARFIkliEkHFjx6ldBKEyiYHQJvUvJAaExIAIJE2//hkOtQsRaFWzQo0cPYqSkhK1iyOEEEIIIUSzIy0WIWTWzFlqF0GoTGIgtEn9C4kBITEgAklaLEKI0WikoqJC7WIIFUkMhDapfyExICQGRCBJi0UIGTN6jNpFECqTGAhtUv9CYkBIDIhAksQihGz8e6PaRRAqkxgIbVL/QmJASAyIQJLEIoSkpqaqXQShMomB0Cb1LyQGhMSACCRJLEJIaWmp2kUQKpMYCG1S/0JiQEgMiECSxCKElJeXq10EoTKJgdAm9S8kBoTEgAgkSSxCSKuUVmoXQahMYiC0Sf0LiQEhMSACSRKLELJp8ya1iyBUJjEQ2qT+hcSAkBgQgRSUicVFF17EW2+8ycqfV/DD0u957NHHaNeundd2V1x+Od99u4RVv/zKSy++SIcOHVQobdMxcsRItYsgVCYxENqk/oXEgJAYEIEUlAvkPfv0M3y3dCmbt2xGp9Mx/+pr6NixI6efeYarb+AFF1zAJRddzD333sO+/fu59JJLyOiXwamnn+Y1MEkWyBNCCCGEECKwgrLFYv511/LV4q/YvXs3O3bs4O577yElJYXu3bq5tjl73tm88tqrLFu+nF27dnHX3XcTHh7O1ClTVCx5cJs1c5baRRAqkxgIbVL/QmJASAyIQArKxMJTTHQ0AAWFhQC0bt2axIQEVq9e7drGYrHw519/0rt3H1XK2BQs/nqx2kUQKpMYCG1S/0JiQEgMiEBqEonFDTfcwLp169i1axcA8fHxAOTm5iq2y8vNI+H433xJTEhk2tRp6PV6V8Y+a+YsYmNjGTVqFGlpafTq2ZMB/fvTqlUrJk6YSHh4uGLbqKgoxo8fT5vUNvTr248+ffrQrl07xo4ZQ0xMjGLbsLAwpkyZQnJyMoMGDqJ7t+507NiRESNGEBcXp9hWo9EwY/oM4uPjGTZsGJ07daJr164MHjyYpKQkpk2disFgULzGbDYzZvRoZ7l79aJ/Rn9at27NxAkTiIiIUGwbGRnJdfOvJTU1lYyMDHr37k37du0ZM3oMJpNJsa3BYGDKlCkkJSUxeNAgunXrRqeOnRg+bDjxcXHMnDkTjUbjKvfMmTOJj4tj+LDhdOrYiW7dujF40CCSkpKYMmWKV7lNJhNjRo+hfbv29O7dm4yMDFJTU5kwfgKRkZGKbSMiIpg4YQKtW7emf0Z/evXqRVpaGmNGj8ZsNnuVe9rUqc5yDx5M165d6dypE8OGDSM+Pp4Z02e4yl31mri4OEaMGEHHjh3p3q07gwYOIjk5mSlTphAWFqbYNiYmhrFjxtCuXTv69OlDv779aJPahvHjxxMVFaXYNjw8nIkTJtKqVSsG9O9Pr549SUtLY9SoUcTGxiq21ev1TJs6jZaJLRkyeIiz3J07M2zoMBISEpgxfTparVbxmhYtWjByxEjS09Pp0aMHAwcOJCUlhcmTJmM0GhXbRkdHM3bsWNq2bcslF19M3759adu2LePGjiPaR7knT5rkLPeAAfTs0ZMOHTowauRIr3LrdDqmT5tGYmIiQ4cOpUvnLnTp3IWhQ4eSmJjI9GnT0Ol03t+1kSPp0KEDPXv0ZMCAAbRq1YrJkyZ5fdeio6IYN3Ycbdu2pW/fvvTt04e2bdsyduxYoqOjFdsajUYmT5pMSkoKAwcOpEePHqSnpzNyxEhatGih2Far1TJj+nQSEhIYNnQYnTt3pmvXrgwZPISWiS2b9TnisksurfEcMWH8BDlHNPNzxMLrFtR4jujbp4+cI5r5OeLGG27we46o7TpCzhHN4xwRSEE5xsLdrYtuYcSIEVx86SUcPXoUgN69e/P6q68xafJkcnJzXNv+645/kZyUxPzrrlXsQ8ZYOCUkJJCTk1P7hqLZkhgIbVL/QmJASAyIQArqFotFN9/MqFGjuPzKK1xJBVS3VMQnKFsn4uJakJuX16hlbEo6d+qsdhGEyiQGQpvUv5AYEBIDIpCCNrG4ZdEixo0dxxVXXcnhw4cVfzt06BDZOTkMGTzY9Zxer6d/Rn82btzQ2EVtMtxbd0RokhgIbVL/QmJASAyIQNKrXQBfbr3lVqZOmcL1N95AaWmpa0xFcXExFRUVALz73rtcfNHF7N9/gP0H9nPxRRdTXl7Ot0uWqFn0oKbVBm0eKRqJxEBok/oXEgNCYkAEUlAmFnPOPBOA/730suL5u++5h68WfwXAG2+8QbjRyK233oopJoZNmzZx9fxrvNawENVizbFqF0GoTGIgtEn9C4kBITEgAinoB283BBm87dQysSVHs4/WvqFotiQGQpvUv5AYEBIDIpCkPSyEDBgwQO0iCJVJDIQ2qX8hMSAkBkQgSYtFCNHr9VitVrWLIVQkMRDapP6FxICQGBCBJC0WIWTa1GlqF0GoTGIgtEn9C4kBITEgAklaLIQQQgghhBAnTVosQkhjLOUugpvEQGiT+hcSA0JiQASSJBYhZMXKFWoXQahMYiC0Sf2LUIkBjUajdhGCVqjEgFCHJBYhpHfv3moXQahMYiC0Sf2L5hwDRqMRs8lEQkKC65/ZZMJoNKpdtKDSnGNAqC8oF8gTgXHgwAG1iyBUJjEQ2qT+RXOMAb1ej8lkQq/Xe7VU6CIiMIaHY7VaKSwslNmQaJ4xIIKHtFiEkOioKLWLIFQmMRDapP5Fc4sBvV5Pi9hYDAaD3+5PGo0Gg8FAbGwser3cT21uMSCCiyQWIUSag4XEQGiT+hfNLQZMJhNana5O2+p0OkwmU4BLFPyaWwyI4CKJRQg5nJmpdhGEyiQGQpvUv2hOMWA0GuvdAqHX60P+wro5xYAIPpJYhJAe3XuoXQShMomB0Cb1L5pTDIQbjfWe/Umj0RAe4olFc4oBEXwksQghK39ZqXYRhMokBkKb1L9oTjFgCAtr1Nc1F80pBkTwkcQihEyaOEntIgiVSQyENql/0VxiQKPRnPBaFSfz2uagucSACE6afv0zHGoXItCioqJY+fMKRo4eRUlJidrFEUIIIcRJSkhIQFfHgdvubDYbOTk5ASiREEJaLELIrJmz1C6CUJnEQGiT+hfNKQYslZWN+rqGonZrSXOKARF8pMUihERFRYX05xcSA6FO6l80pxgwGo2YzeZ6Xag7HA4KCgqoqKgIYMm8GY1Gwo1GDGFhaDQaHA4HlspKyisqGr0szSkGRPCRFosQMmTIELWLIFQmMRDapP5Fc4qBioqKeq+kbbVaG/VCXq/XExcXh9lsJjwiAp1Oh1arRafTER4RgdlsJi4urlEX7mtOMSCCjyQWIWT7tu1qF0GoTGIgtEn9i+YWA4WFhdhttjpta7PZKCwsDHCJqgXrquDNLQZEcJHEIoQkJCSoXQShMomB0Cb1L5pbDFitVo7l52OxWHA4fPfsdjgcWCwW8vPz693CcTKCdVXw5hYDIrg0XtubUJ3dYVe7CEJlEgOhTepfNMcYsFqt5OXlBdU4hpNZFTzQZW2OMSCChyQWISQ/P1/tIgiVSQyENql/0ZxjoMItgahKLNRyMquCBzqxaM4xINQnXaFCSIe0NLWLIFQmMRDapP5FqMSAmkkFBPeq4KESA0IdkliEkD/+/FPtIgiVSQyENql/ITEQeMG+KrjEgAgkSSxCyNgxY9UuglCZxEBok/oXEgOB53A4TrjF5GReW1cSAyKQZIE8IYQQQogGZDaZCI+IqPfrysvKKGjEKXGFaGjSYhFCZs2cpXYRhMokBkKb1L+QGGgc5RUV9W55cDgclDfC7FUSAyKQpMUihISFhVFZWal2MYSKJAZCm9S/kBhoPHFxcRgMhjpvb7FYyMvLC2CJnCQGRCBJi0UIGTdunNpFECqTGAhtUv9CYqDxBOuq4BIDIpAksQgh69evV7sIQmUSA6FN6l9IDDSeYF0VXGJABJIkFiGkbZu2ahdBqExiILRJ/QuJgcZVtSp4QUEB5WVl2Gw27HY7NpvNOVC7oIC8vLxGSypAYkAElqy8HUKKi4vVLoJQmcRAaJP6FxID6gimVcElBkQgSYtFCKm0yGCtUCcxENqk/oXEgPrUXhVcYkAEkiQWISQ5OVntIgiVSQyENql/ITEgJAZEIEliEUK2bNmidhGEyiQGQpvUv5AYEBIDIpAksQghI4aPULsIQmUSA6FN6l9IDAiJARFIskCeEEIIIYQQ4qRJi0UImTVzltpFECqTGAhtUv9CYkBIDIhAkhaLEKL2FHdCfRIDoU3qX0gMCIkBEUjSYhFCpk+brnYRhMokBkKb1L+QGBASAyKQJLEIIb+t/k3tIgiVSQyENql/ITEgJAZEIEliEUK6dOmidhGEyiQGQpvUv5AYEBIDIpAksQghOdnZahdBqExiILRJ/QuJASExIAJJEosQotXp1C6CUJnEQGiT+hcSA0JiQASSJBYhxGw2q10EoTKJgdAm9S8kBoTEgAgkSSxCyN69e9UuglCZxEBok/oXEgNCYkAEkiQWIaR/RobaRRAqkxgIbVL/IphjQKPRqF2EkBDMMSCaPlkgL4QYDAYsFovaxRAqkhgIbVL/IthiwGg0Em40YggLcy3cZqmspLyigoqKCrWL1ywFWwyI5kVaLELI1ClT1S6CUJnEQGiT+hfBEgN6vZ64uDjMZjPhERHodDq0Wi06nY7wiAjMZjNxcXHo9Xq1i9rsBEsMiOZJWiyEEEII0Wj0ej0tYmPrNDuRzWYjPz8fq9XaCCUTQpwsabEIIbNmzlK7CEJlEgOhTepfBEMMmEymOk95qtPpMJlMAS5RaAmGGBDNlyQWIeTnFT+rXQShMomB0Cb1L9SOAaPRWO/uTXq9HqPRGKAShR61Y0A0b5JYhJB+ffuqXQShMomB0Cb1L9SOgXCjsd6zP2k0GsIlsWgwaseAaN4ksQgh+/bvV7sIQmUSA6FN6l+oHQOGsLBGfZ3wpnYMiOZNEosQEh0drXYRhMokBkKb1L9QMwY0Gs0Jr1VxMq8VSnIeEIEkiUUICTPIHZ9QJzEQ2qT+hZox4HA4cDhObCLKk3mtUJLzgAgkSSxCSNaRLLWLIFQmMRDapP79C5W74WrHgKWyslFfJ7ypHQM1CZXvYXMmiUUI6d6tm9pFECqTGAhtUv9KRqMRs8lEQkKC65/ZZGrWMxCpHQPlFRX1bnlwOByUyyrcDUbtGPAUit/D5kwWyAshERERlJWVqV0MoSKJgdAm9e+k1+sxmUzo9Xqfd0gdDgdWq5XCwsJmtzBbMMRAXFwcBoOhzttbLBby8vICWKLQEgwxAKH9PWzOpMUihEycMFHtIgiVSQyENqn/6lWfDQaD324XGo0Gg8FAbGxsvddcCHbBEAOFhYXYbbY6bWuz2SgsLAxwiUJLMMRAqH8PmzNpsRBCCBEy5G55cJC71aFNvofNl7RYhJBZM2epXQShMomB0Bbq9S+rPgdPDFitVvLy8igoKKC8rAybzYbdbsdms1FeVkZBQQF5eXmSVASA2jEg38PmTVosQkhkZCSlpaVqF0OoSGIgtIV6/ZtNJsIjIur9uvKyMgqaSXecYI4BjUYjU8o2ArVjQL6HzZu0WISQYUOHqV0EoTKJgdAW6vUvqz4HdwxIUtE41I4B+R42b5JYhJB/tv2jdhGEyiQGQlso17+s+uwUyjEgnNSMAfkeNn+SWISQli1bql0EoTKJgdAWyvUvqz47hXIMCCc1Y0C+h82fJBYhRAbBCYmB0Nbc6r++dy9l1efmFwOi/tSOAfkeNm8yMXAIKSyQQU+hTmIgtDWH+jcajYQbjRjCwlyDfS2VlZRXVFBRy+rM5RUVGMPD65WQNLdVn5tDDIiTo3YMyPeweZMWixDSvn17tYsgVCYxENqacv3r9Xri4uIwm82ER0Sg0+nQarXodDrCIyIwm83ExcXVOI1lRUVFve/WWq3WWhOWpqQpx4BoGGrHgHwPmzdJLELIX+v+UrsIQmUSA6GtqdZ/Q67SG+qrPjfVGBANJxhiINS/h82ZJBYhZMzoMWoXQahMYiC0NdX6N5lMaHW6Om2r0+kwmUx+/261WjmWn4/FYvE7ENThcGCxWMjPz1e9P3pDa6oxIBpOMMRAqH8PmzNZIE8IIUTQMhqNmM3mevfHLigoqLXrxMmM1xBCNAz5HjYv0mIRQmbNnKV2EYTKJAZCW1Os/3Cjsd6zP2k0GsKNxlq3q6iooKCwkJycHNe/gsLCZn0x0xRjQDSsYIuBUPweNmfSYhFCDAYDFotF7WIIFUkMhLamWP8JCQno6tgNyp3NZiMnJycAJWrammIMiIYlMSACSVosQsj48ePVLoJQmcRAaGtq9S+r9Da8phYDouFJDIhAksQihKxbt07tIgiVSQyEtqZW/7JKb8NrajEgGp7EgAgkSSxCSPt27dQuglCZxEDjCNY75U2x/mWV3obVFGMgmAXrd70mEgMikGTl7RBSWFSkdhGEyiQGAqcpzGzSFOtfVultWE0xBoJNU/iu10RiQASSJBYhxGqReaBDncRAw9Pr9ZhMJvR6vdfFry4iAmN4OFarlcLCQtXnYm+K9V+1Sq/BYKjza2SVXv+aYgwEi6b0Xa+JxIAIJOkKFUJatmypdhGEyiQGGlZDrgjdGJpq/csqvQ2nqcaA2prad70mEgMikCSxCCH//LNV7SIIlUkMNKyGXBG6MTTV+pdVehtOU40BtTW173pNJAZEIEliEUKGDR+udhGEyiQGGo7RaKz3XUm9Xo+xDgu3BUpTrn+r1UpeXh4FBQWUl5Vhs9mw2+3YbDbKy8ooKCggLy9PkopaNOUYUEtT/K7XRGJABJIskBdCqgaZidAlMdBwzCYT4RER9X5deVkZBSp11Wlu9d/cPk9jkGNWf03xu14TiQERSNJiEUJmzpipdhGEyiQGGo4hLKxRX9cQmlv9y8VR/TW3GGgMTfG7XhOJARFI0mIRQuQuhZAYaBgajYaEhAS02vrfm7Hb7eTk5KhSD1L/QmKgfprqd70mEgMikKTFIoTMmDFD7SIIlUkMNIymuiK01L+QGKifpvpdr4nEgAgkSSxCyKpff1W7CEJlEgMNpymuCC31LyQG6q8pftdrIjEgAkkSixDStWs3tYsgVCYx0HDKKyrqfTdS7RWhpf6FxED9NcXvek0kBkQgSWIRQo4ePap2EYTKJAYaTtWK0PWh9orQUv9CYqD+muJ3vSYSAyKQJLEIIXpD8K4EKhqHxEDDamorQkv9C4mBE9PUvus1kRgQgRSU0XXG6Wdw5hlnkJKSAsDu3bt56X8vs2rVKtc2V1x+OaedehoxMTFs2ryJhx95hN27d6tV5CbBFBOjdhGEyiQGGlbVitAmkwm9Xo9Go/HaxuFwYLVaKSwsVH3xNql/ITFwYprad70mEgMikIIysTh69AhPP/sMBw4cAGDmjBk88djjzDvnbHbv3s0FF1zAOWefwz333sO+/fu59JJL+O9zz3Pq6adRWlqqcumD1959+9QuglCZxEDDq1oR2mg0Em40YggLc03naKmspLyiImi6REj9C4mBE9eUvus1kRgQgRSUXaFWrFzJr7/+yv79+9m/fz/PPf88paWl9OrVC4Cz553NK6+9yrLly9m1axd33X034eHhTJ0yReWSB7d+/fqpXQShMomBwKmoqKCgsJCcnBzXv4LCwqC60JD6FxIDJ68pfNdrIjEgAikoEwt3Wq2WSZMmERERwcaNG2ndujWJCQmsXr3atY3FYuHPv/6kd+8+KpY0+P34449qF0GoTGKgcQTj3PUg9S8kBhpasH7XayIxIAIpaBOLjukd+WXFSlav+o07brudG2++iT179hAfHw9Abm6uYvu83DwSjv/Nn8SERKZNnYZer2fWzFkAzJo5i9jYWEaNGkVaWhq9evZkQP/+tGrViokTJhIeHq7YNioqivHjx9MmtQ39+vajT58+tGvXjrFjxhATE6PYNiwsjClTppCcnMyggYPo3q07HTt2ZMSIEcTFxSm21Wg0zJg+g/j4eIYNG0bnTp3o2rUrgwcPJikpiWlTp2IwGBSvMZvNjBk92lnuXr3on9Gf1q1bM3HCBCIiIhTbRkZGMv+a+aSmppKRkUHv3r1p3649Y0aPwWQyKbY1GAxMmTKFpKQkBg8aRLdu3ejUsRPDhw0nPi6OmTNnotFoXOWeOXMm8XFxDB82nE4dO9GtWzcGDxpEUlISU6ZM8Sq3yWRizOgxtG/Xnt69e5ORkUFqaioTxk8gMjJSsW1ERAQTJ0ygdevW9M/oT69evUhLS2PM6NGYzWavck+bOtVZ7sGD6dq1K507dWLYsGHEx8czY/oMV7mrXhMXF8eIESPo2LEj3bt1Z9DAQSQnJzNlyhTCwsIU28bExDB2zBjatWtHnz596Ne3H21S2zB+/HiioqIU24aHhzNxwkRatWrFgP796dWzJ2lpaYwaNYrY2FjFtnq9nmlTp9EysSVDBg9xlrtzZ4YNHUZCQgIzpk9Hq9UqXtOiRQtGjhhJeno6PXr0YODAgaSkpDB50mSMRqNi2+joaMaOHUvbtm25+MKL6Nu3L23btmXc2HFE+yj35EmTnOUeMICePXrSoUMHRo0c6VVunU7H9GnTSExMZOjQoXTp3IUunbswdOhQEhMTmT5tGjqdzvu7NnIkHTp0oGePngwYMIBWrVoxedIkr+9adFQU48aOo23btvTt25e+ffrQtm1bxo4dS3R0tGJbo9HI5EmTSUlJYeDAgfTo0YP09HRGjhhJixYtFNtqtVpmTJ9OQkICw4YOo3PnznTt2pUhg4fQMrFlsz5HXHLxJTWeIyaMnyDniGZ+jrhu/rU1niP69ukj54hmfo64fuH1fs8RtV1HyDmieZwjAknTr39GUKbber2elORkomNiGD9uPKeecgqXXn4ZMTExvP7qa0yaPJmc3BzX9v+6418kJyUx/7prvfYVFRXFyp9XMHL0KEpKShrzYwghhBBCCBESgrbFwmq1cuDgQbZu3cqzzz3L9u3bOXvePFdLRXyCsnUiLq4FuXl5ahS1yWiMTFUEN4mB0Cb1LyQGhMSACKSgTSw8aTQaDIYwDh06RHZODkMGD3b9Ta/X0z+jPxs3blCxhMHvp59/UrsIQmUSA6FN6l9IDAiJARFIQZlYzL/6Gvr17UtKSgod0ztyzdVX079/f75d8i0A7773LhdfdDFjx4wlPT2de++5l/Lycr5dskTlkge3jH4ZahdBqExiILRJ/QuJASExIAIpKNexiIuP475/30dCQgLFxcXs2LGD+dddy5o1awB44403CDcaufXWWzHFxLBp0yaunn+NrGFRi71796pdBKEyiYHQJvUvJAaExIAIpKBMLP593321bvPiSy/x4ksvNUJpmg+T2aR2EYTKJAZCm9S/kBgQEgMikIKyK5QIDL0+KPNI0YgkBkKb1L+QGBASAyKQJLEIIUePHlW7CEJlEgOhTepfSAwIiQERSJJYhJCuXbqqXQShMomB0Cb1LyQGhMSACCRJLELIqt9WqV0EoTKJgdAm9S8kBoTEgAgkSSxCyITxE9QuglCZxEBok/oXEgNCYkAEkqZf/wyH2oUItKioKFb+vIKRo0dRUlKidnGEEEI0AxqNBoej2f+ECiFEnUmLRQiZNXOW2kUQKpMYCG1S/yfPaDRiNplISEhw/TObTBiNRrWLVicSA0JiQASStFiEkIiICMrKytQuhlCRxEBok/o/cXq9HpPJhF6vR6PReP3d4XBgtVopLCzEarWqUMK6kRgQEgMikKTFIoSMGD5c7SIIlUkMhDap/xOj1+tpERuLwWDwmVSAs1uUwWAgNjY2qNcJkBgQEgMikCSxCCFbtm5VuwhCZRIDoU3q/8SYTCa0Ol2dttXpdJhMwbuyscSAkBgQgSSJRQhJTkpWuwhCZRIDoU3qv/6MRmO9WyD0en3QjrmQGBASAyKQJLEIIZWWSrWLIFQmMRDapP7rL9xo9Nv9yR+NRkN4kCYWEgNCYkAEkiQWIaS4uFjtIgiVSQyENqn/+jOEhTXq6wJNYkBIDIhAksQihLRr21btIgiVSQyENqn/+tFoNPVurWiI1waSxICQGBCBJIlFCFm3fr3aRRAqkxgIbVL/9eNwOE54AbyTeW0gSQwIiQERSJJYhJDRo0arXQShMomBxhGMd6oBBvQfoHYRGkVDHn9L5Yn1Rz/R1wWa2ucArbZxLjuC9TsYDNSOAdG8yQJ5QgjRAIxGI+FGI4awMDQaDQ6HA0tlJeUVFVRUVEi5AixQn9NoNGI2m+t1oepwOCgoKGhWx/dkREVFERMdTURkJFqNFrvDTllpKUXFxQ36mxwqsS5EMJMWixAya+YstYsgVCYx0PD0ej1xcXGYzWbCIyLQ6XRotVp0Oh3hERGYzWbi4uIafdE0X+UaOmSo6uVqaIE+/hUVFfVeSdtqtQbthWxjngOMRiNt2rShdatWmGNjCQsLQ2/QExYWhjk2ltatWtGmTZuTnpo3WL+DwUp+B0QgSYtFCDEYDFgsFrWLIVQkMdCwqlZkrsviaTabjfz8/HpfpDZkufQ6PVab8v0bs1wNrbGOf7DW84lorHOA0WikdUorDMbaZ8eqrKjkcObhE0rGmlPdNBb5HRCBJC0WIWTihAlqF0GoTGKgYQXrisz+ytW3bx+v54J9peiaNNbxt1qtHMvPx2Kx+B2Q7XA4sFgsQX/h2ljngJYtW9YpqQAIM4bRsmXLE3qfYP0OBjP5HRCBJIlFCPnzr7/ULoJQmcRAwwnWFZlrKtfOXbt8Ph/MK0X709jH32q1kpeXR0FBAeVlZdhsNux2OzabjfKyMgoKCsjLywvqpAIa5xwQFRVFRHh4vV4TER5OVFRUvV4TrN/BYCe/AyKQJLEIIe3bt1e7CEJlEgMNJ1hXZK6pXEl+7goH80rR/qh1/CsqKigoLCQnJ8f1r6CwMGjHVHhqjHNATHQ0mnrO/qTRaomJjq7Xa4L1Oxjs5HdABJIkFiGkoKBA7SIIlUkMNJxgXZG5pv2XlJae0OuCUTAc/2Bcp6I2jXEOiIiMbJTXBUMMNEXyOyACSRKLEGK32dQuglCZxEDDCNYVmWvbt8NuP+HXBpNgPf5NQaDPAVqtFq3mxC4ttBptnde5kBg4cfI7IAJJEosQkpCYqHYRhMokBhpGsK7IXNu+TSbzCb82mATr8W8KAn0OsNvt2B3+E9gaX+uwY68h+XUnMXDi5HdABJIkFiFk27ZtahdBqExioOEE64rMNe3/0KGDJ/S6xlDfO8jBevyDXWOcA8pq6HLXkK+TGDgx8jsgAkkSixAydMhQtYsgVCYx0HDKKyrqfdfT4XBQHuBBvjWVq0uXrj6fb4xy+WI0GjGbTCQkJLj+mU2mOs3aE6zHP9g1xjmgqLi4xm53vjjsdoqKi+v1GomBEyO/AyKQZIG8EKLRaEK6+VdIDDS0uLg4DAZDnbe3WCzk5eUFsERO/sqlQYMD7/pvrHJV0ev1mEwm9Hq9z5YKh8OB1WqlsLCwxulbg/X4B7PGOge0adOGyHoMxi4tLeXAgQP1fh+JgfqT3wERSNJiEUJmzpipdhGEyiQGGlZhYWGdB0LabDYKCwsDXCInf+UaNGiQ13ONWS6oXinZYDD47f6k0WgwGAzExsbWuE5BsB7/YNZY54CjR49iqahbl6PKikqOHj16Qu8jMVB/8jsgAklaLIQQ4iQ01N33UClXQ99hDtbPKZxd3Vq2bElEeLjPdS0cdjtl5eUcPXr0pNYBkRgQInhIi0UImTVzltpFECqTGGh4wbois69y9e3TV9VyBWKl5GA9/sGqMc8BFRUVHDhwgEOHD1OQn09lZSVWi5XKykoK8vM5dPgwBw4cOOnFBSUG6kd+B0Qg1e8ML5q0X379Re0iCJVJDARORUWF6wIpmPowu5drzdo15Ofnq1aWk1kpubaLz2A9/sFGjXNASUmJq7eAVqut85Sy9SUxUDfyOyACSVosQkj37t3VLoJQmcRA4wjWC5qePXuq+v6NtVJysB7/YKD2OSBQSYUniQH/1I4B0bxJYhFCsrKy1C6CUJnEQGhTs/5lpeTgIOcAITEgAkkSixASZjixu4Wi+ZAYCG1q1r+slBwc5BwgJAZEIEliEUKio6PVLoJQWajEgNzd9k3t+m+slZKl/v1TOwaE+k4kBuQ7JepKBm+HkP0H9qtdBKGy5hwDRqORcKMRQ1iYa+CmpbKScrcBnaFO7fovr6jAGB5er4uUuq6ULPVfN2rHgFBfXWNAvlPiREiLRQjp27ev2kUQKmuOMaDX64mLi8NsNhMeEYFOp0Or1aLT6QiPiMBsNhMXF1fvaU6bI7Xrv6Kiot5Tflqt1hovYqT+60ftGBDqqy0G5DslToYskBdCwsLCqDzBrgiieWhuMVC1irNWp6t1W5vNRn5+fkjPZR8M9d+QdSb1X3/BEANCXTXFgHynxMmSFosQMmXyFLWLIFTW3GLAZDLV6QcQQKfTYTKZAlyi4BYM9W+1WjmWn4/FYvE7INvhcGCxWGq9aJH6r79giAGhrppiQL5T4mRJi4UQokkyGo2YzeZ699cvKCiQ/sFB4mT6cEv9C9Gw5DslGoK0WISQWTNnqV0EobLmFAMns4pzqAq2+q+oqKCgsJCcnBzXv4LCwjpdpEj9n5hgiwHR+PzFgHynREOQxCKELP9pudpFECprTjHQWKs4NyfBXP/1XadC6v/EBHMMiMbhLwbkOyUagiQWIWRA//5qF0GorLnEgKzifGKk/kO7/qH5xIA4cb5iQL5ToqFIYhFCdu/Zo3YRhMqaSwzIKs4nRuo/tOsfmk8MiBPnKwbkOyUaiiQWISQ2NlbtIgiVNacYaKxVnJuTYKh/f3c263vH01JZiYb63yX1V/8Nfcc1WO/gBkMMCHX5iwE5p4qGIKubhBCtRvLIUNecYiCQqzg3V2rVv+fsT3a7ncqKCuwOB3qdrl6zQrnvKyYmBjRgs1qptFiwWCw1lsOz/ht6ZeGmsFJxczoHiBPjLwbknCoagiQWISQnJ0ftIgiVNacYqFrF2WAw1Pk1ta3i3Nw1dv3r9XpMJhN6vd51seJwONBoNMQnJBBmMGC3OygtK8VmswGgi4jAGB6O1WqlsLDQtY6F575sNhsWqwWj0Yg2LAyDwYDNZlfsy1NV/fsqVxV/71/fz3ky+wuk5nQOECfGXwzIOVU0BLl1EUI6d+msdhGEyppbDBQWFmL3cxHpyWazUVhYGOASBbfGrP+qFXwNBoMiqbDb7ZhNZoxGIxqtFp1eR1RUFDq3Rbk0Gg0Gg4HY2Fj0ej06nc5rX1qtluLiYqwWa9WLfO6rSlX9+9qXJ8/3r+/nPJn9BVpzOweI+qspBuScKk6WJBYhZPXq1WoXQaisucVAQ67iHAoas/59reBrt9uJjo5Gb1BeXGu1WiIjIr32UbWyb0xMjNe+NBoNWq2WgkLn4lxV9e+5L8/6N5vNDbqycFNbqbi5nQNE/dUUA3JOFSdLEosQMn7ceLWLIFTWHGPAarWSl5dHQUEB5WVl2Gw27HY7NpuN8rIyCgoKyMvLkx9AGq/+jUajzzvzWq2WMD9z3ut0Wp9dMCIiIvx2zahKLoqLi8nPz6e0tBSr1YoDB1qt1qv+/ZWrJnq9HqOfBcAaen+NoTmeA0T91BYDck4VJ0PTr39Gs58jLCoqipU/r2Dk6FGUlJSoXRwhRIBVDZwV6jCbTIRHRCies9vthIeHExnp3TJRxVJZSUlpqeK5qMhILFYr5eXlaLU13wuz2+2ueq8oL6eouLjWctVFeVkZBT66fDT0/oQIVnJOFXUlg7dDyKyZs/jyqy/VLoZQUajEgPwA+tZY9e9rJd74+HiuufpqoqOi/b7OgcPrLqherwcHWKxW6jODq8PhPQ2mc7Ym39tnZ2fz3//+F4uPu7D+VhZuiisVh8o5QPh3IjEg51RRV5JYhJCl3y9VuwhCZRIDoa0x6t/fKry9e/Vi+LDhAX//k/HFl1+yb98+r+erPpP7xVVDrFSsxsWanAOExIAIJEksQsjIESP5/ofv1S6GUJHEQGhrjPr3twrvyl9+YfKkdfTr1w+AJd8tYdfu3crX2h2UlZUpnouIiMDhsFNaVlavNRjsDjvFRUWK56JjYrz20b9/BuPGjiMzK5P9+/fX+TM11ZWK5RwgJAZEIEliEUI2b9msdhGEyiQGQtuJ1P+J3Fm3VFai8xh7YLVaefDhh7jn7rvp0b0HI4aPYPny5ew/cEDxupMZY+HO1zgGX2MiJk2aCMDSpd/7/Zz+Ft7z9TnroqFWKj6RupFzgGis84AITTIrVAhplZKidhGEyiQGQltd699oNGI2mUhISHD9M5tMdZ7NqNxt+tcqWq2WoqIi/u/RR9m+YwfR0dHcftvttEpp5dzA4aDSxwV8RWVlvZMKf6sBe5YrJTmZPr37YLfb+eHHHxTbGgwGoiIjiYmJISwszOcx8PU5T7RsdXWydSPnANFY5wERmiSxCCGyOqaQGAhttdW/Xq8nLi4Os9lMeEQEOp0OrVaLTqcjPCICs9lMXFxcrVOsVq3g68lut1NYWMgj/3mEPXv2YDabueP222mZ2BKbze6zZaCsrMxvi4E//lYD9izXxImTAPhr3V+u1Yh1Oh0x0TFERUZiCAtzTl/rcPg8Bv4+54mUrTYNWTcitDXWeUCEJkksQkixTLUb8iQGQltN9d/QK0j7WsG3as2JwoJCHnr4YQ4cOEBcXBx33H47kVHe09BWrexbVFTUYKsBV5VLq9UyccIEwNkNCpxJRXRUFDq9DjQarBYrxcXFitYS92Og0+kaZaXihqwbOQeIxjwPiNAjiUUIadOmjdpFECqTGAhtNdV/Q68g7WsFX/fVsnNyc3jgwQc4fPgwLVu25P777qdFixaA98q+NputwVYDripX7169SEhIoLCwkNWrfwMgMiISjVaLw+GgoqKCgsICtFqtzwssnU6H2WxulJWKG7Ju5BwgGvM8IEKPJBYhZOPGjWoXQahMYiC0+av/QK0g7WsF36oZkXJzcti8ZQsLr19I1pEsUlu35oH77ifMYPC5sm9DrgZstVoZO3YcAD/88APlFRVotVrn7FOlpeTn57taKmqaUrbqGARypeKGrhs5B4jGPg+I0CKJRQgZNXKU2kUQKpMYCG3+6j/caKz3mgwajYbwOl5QOO/+F5KTk0NOTg65ubkUFRdTUlLCzl27uPzyKzh69ChpaWk8/NDDGAyGOu8rJyeHgsLCeo0diDXHMnbMGAA++OhDcnJyKC4upqCwkPLycjQaDTqdrtZj4nkMGqJsnhq6buQcINQ6D4jQIIlFCJHVVoXEQGjzV/+NuYK0r+5CBw8d5KqrryIvL49u3brxzFNPE1GHaVxPdPrLKVOmYDAY2Lp1Kzt27ACcd2urBqlWiY6O5sILLiQtLc3vvvwdg4aamrOh60bOASIYzgOi+ZLEIoTMmjlL7SIIlUkMhDZf9d8QK0g3hD1793LVNVdTUFBAnz59ePLxJwLWxeKU2bMB+OLLLwD/n2P+NfOZO2cO5559jt99NeQxaMh9+3utnANEMJ8HRNMniUUI+ebbb9QuglCZxEBo81X/wbSC9I4dO5h/3bUUFxczcOBA/u8//6mxW9SJ6Na1K507d6aiooIl330H+P4cgwcPZvQoZ5eRpKQkv/sL5CragagbOQeIYD8PiKZNEosQMun4nO0idEkMhDZ/9e9rJeiqwcdV/+x2e51ed7I2b97MgoULKCsvZ8TwETz0wIPo6jhLTV3MnuVsrVj+03LF1K/unyUyIoL5V1/jehwfH+93f4E4Bg2xf3+va8hzQE13qeUOdvCqz3mgLgL9HRBNiyQWIeSPP/5QuwhCZRIDoc1f/VetIO1wOFwzN4WHh2M2m13/wsPDFX8/2RWka7Ju/Xquv+F6KioqGDduHPfec2+9Vt72x2g0MmXKFAA+/+ILxd/cV9G+4IILSUhIcC2aFxsbi8HHbDmBPAa+ylVXNZXrZM8BvlZjNh1fnVxWam4aajsP1EdjfAdE0yKJRQjp0KGD2kUQKpMYCG3+6r+iogKLxYLdbic6OprY2FgiIyPR6/Wuf5GRkcTGxhIdHY3d7lwlO5CrOK9du5ZFt9yCxWpl2tSp3H7b7Sd9F3zMmDGYTCYyMzP5/fffFX+rWkW7W7duzJg+HYDHHn+MyuN3Y+N8tFqc6Cra9dHQq3uf6DnA32rMWq2WMKORlJQUUlunEhUdLSs1B7mazgONtZK8aL4ksQgh+QX5ahdBqExiILTVVP+lpaWYomMw1jDlpEajwWg0EhMdQ2lpaYBKWW3lLyu54447sNlsnHbqqdx0400ntb/Zs5yDVr/86kufd2bLyspYcO11aLVavlv6Hes3bCA3NxeABI/E4kRX0T4RDbm694mcA/ytxuxwOLDb7ZhNzhYtvUFPVFSUV9c1Wak5uNQUA42xkrxo3iSxCCG++kiL0CIxENpqqv+oqCjKKyuwWW3grzuEw4HNaqOisoKoqKgAlVLphx9/4J5/3wvAvLPOYv41809oPykpKQwZPASAL7/6yuc25517Lu3atePYsWO8/L//AZBzPLGIj08ATn4V7RPRkKt7n8g5wN9qzFUtXHpDdbKg1WqJjIj0uR9ZqTk41BQDjbGSvGjeJLEIIQnHfxhF6JIYCG3+6r9qxV2bzUZRcRElpaVYKiux2+047M670pbKSkpKSykqLsJmszXqirtff/01Dzz0IAAXX3QRl1xySb33MWvmTADWrFlDZmam19/T0tK45GLnfh9+5BEOHTpEeVkZOTnZAMTFxZ30Ktono6FW967vOaCm1Zi1Wi1hPtYw0Om0fmfzkpWa1VdbDARyJXnR/EmbZAjZvmO72kUQKpMYCG3+6t9zxV2LxYLFYgFAgwbH/7N33vFNHGkf/+2uVqtmyUWuGIPp1QYbsE3voafnLnfpvefSy6Ve2qXcpd2lXerlUq6QexNSL4UEkmAIIUCAAAmQ0G1s4yJZdXffP2QJyyqWVrtayZovH3/uIu3OPDP7aHafnZnnh9A3l37F3WStr16+fDl0HIfrrr0Ol196GZxOJ1577bWYzqUoKpC7/+13QsXBKIrC7bfdBpZlsWrVKnz8yccAfGvO9+3dBwAwGg1oS4FlHy6XK9DnFEXFvdk23jEgkhqzIAjQ6XThl81RFLQsG/Ch4K+S6zeEUGL1gUR9jZCZkBmLDKK2pkZtEwgqQ3wgs4l0/aMp54YLKmI5Twlee/11/PXppwAA111zLU45+ZSYzps4cSKKi4vR3t6OlZ+vDPn+lJNPwbjKcbDb7XjgwT8Gfdd4pBEAUJBfkKD18iPlQS/eMSCasni42Qo/TJS9FESpWV2k3AdIUEGIFRJYZBDvf/CB2iYQVIb4QGYT7vqnm+LuCy+8gBdffBEAcOstt2DJ4iW9nuPXrvjwww9D3pQXFBTgyit8+zae/MuTaGhoCPq+sdG3FCq/IPUCCynEMwYk5Btd/+Qul5A45D5AUBISWGQQsdyACX0b4gOZTbjrn46Ku3956q94/Y03AAB33nEH5s2dF/HYrKwszJ41CwDw9jtvh3x/y803w2QyYdOmTfj3f/4T8r1/xqKwjwQW8YwBCflG1z+5yyUkDrkPEJSEBBYZxDsrQtcWEzIL4gOZTaTrn46Ku4/86RG89d//gmEY3HvvvZg+bVrY4xYuWACO47Bz5078sH170Hdz58zFjOkz4PF4cM9994Z92G1s8AUW+fn5feIte7xjQKRrTFFUQOMjHHyUjb1EqVldyH2AoCQksMgg/JsXCamHnA8s0coiPpDZRLr+TpcLUbZShCAIArxeLxxOp0yWRSaaP9//wP14//33wWo0eOjBh1ATZu24fxlUz03bWVlZuPGGGwAAL730Enbv3h22jqamJgiCENBhSBS1g5M5s+fEdXwkNWaapuGKpNQsinCH2bjt+4ooNasNuQ8QlIRkhcogVn+5Wm0TCN3gOA46jgOr1QYybnjcbji7ZeKQuyziA5lNz+vv9xuaYaDT66DVasF7vXB3ywrlxy+GRtM0dDodGNqnrpyI30YiVn8WBAF33n0XOB2HObPn4M9/+jOuvPIKbPjuOwDAsGHDMHLkSLjdbrz/wftBdfzu6t/BarViz549eOGlFyPa4uV9qTetVisKCwpx9OhRxdqjFN3r37V7F6xWa8z1+9WYw6WPFQQBbrc7JH0szwthM0IBRKk5FSD3AYKSkBmLDGLM6DFqm0CAL497bm4uLBYLdHo9GMb3gMYwDHR6PSwWC3Jzc2NSqI23LOIDmY3/+vf0G5ZlYbfbIfACWK0WRoMBWaasgIKyP6gwmUzIzs6GTqeD2+OW7LeRkPLb4Hket9x6K1Z/+SX0Oh0ef+xxjB49GsCxN7Off/EF2traAudMqJ6AE084AQDwh3vvifgQ7KexsSszVEG+4u2Rk3D1DyofFHf9kdSYaZqGzWaD13Ns2ZMgCOh0hFdlJ0rNqQG5DxCUhAQWGcTBQwfVNiHj0Wg0yMnOBsuyEZdEUBQVWHYR7YYvpawDBw/I0g5CenLg4IGwfkNRFGiaRlt7m295CwBGw8BoNIKmaQiCAIvZAk6rhcALsNvt4Hs8aMbqt5FI5Lfh9Xpx4003Yt26dTAajfjrk3/B6NGjsWjhQgDAO902bXMch9t+/3sAwL/+/W9s2rSpV9v8G7jjyQwl529dCpHqb2lpjrv+SGrM3f3G6XTC6/GG9Q2i1JxakGcBgpKQwCKD0Ol0apuQ8ZjNZtBdb4F7g2EYmM1mWctS6s0oIT3QaDQR/cb/kGiz2dDa2orOzk4IggANo4HRYIQoCkHK25HozW8jkehvw+Vy4ZrrrsXGTRthNpvx6it/R3Z2NhoaGlC/dm3guAsvuBBlZWVoaGjAX/7yl5jq86ecjUfLQs7fuhQi1R9OQyKW+iOpMQuCALfLhUOHDmH/gf2w22xEqTnFIc8CBCUhTxkZhMFgUNuEjIbjuLgf7DUaDbgwKrVSywq3TpqQObAsG9VvKIoKLH9yOp1wOByAKILjODhdkYOJnkTy20jI9dtwOBy46qqr8czTT2PUqFEAgI2bNkIQBAC+PRdnnXkmAOCPDz0Im90WU11H4kw5K+dvXQrR6u+5HyLe+ntTYyZKzakPeRYgKAmZscgg9u/fr7YJGY2O4+LOCENRFHRhHgSklmXr6IjrHELfwtbREbPf0DQNiqKgNxgiPoxGIpLfRkLO34bNbsMf7r0n8N/HzT8ORYVFYBgGt//+Nmg0Gnz8ySf44osvYq6roSG+pVBytkcK0epvbmqSrf5ogQMJKlIX8ixAUBISWGQQFWMr1DYhowm3BEHqeVLLGjx4iKTzCH2DeK+/KIrQarVgJCyhi8dH5fxtAMC0HpoWzzz9NK68/AqMHj0a7e3teOjhh+Kqx7/HoiA/ts3bcrdHznIGDixXvH5CakOeBQhKQgKLDOLzLz5X24SMhaIoyfnre56bSFk/bP9B9Tz6BHWgKAo/bP9B2rld/+KtLxZfk/O34f/Mnw3qyb/8BQcOHEBZWRnOOussAMBjjz+O5ubmkLKiccSfFaqwUJJNsZLIubGW8f2W7xWtn5D6kGcBgpKQwCKDOG7+cWqbkLGIoih5aUDPcxMpa+yYsWSJQoYiiiLGjhkr7dyuf/HWF4uvyfnbAICqqir0Ly2FzWbDG2+8gUsuuzTo+89WfhZ3PY1HfJu3s0wm6PX6uG2KlUTOjbWMqvFVitZPSH3IswBBSUhgkUG8s+Kd3g8iKIbH7ZbtPKllrV1bL+k8NUmGKnmy3tKq/TY43utPURTcbjd4Cdl84vFROX8bJxzvU9r+6H8fwelyYlxlZdD3Tz7+RNybV+12O2w230bvghj2WcjZHrnLWbtubcTv5KqfkNqQZwGCkpDAIoPwLw8gqIPT5Yr7baAoinCGydIitayKisreD0wBOI6DxWyG1WoN/FnM5rg3EYcrKy8vD1kmE4xGo2x1JKstiVJRURmX39A0DafTCVecD5yR/DYScv02TEYT5syeAwB4++13kJ2djWuvvQ4A8OFHH6K1tRVjx47FY48+Ch0XX8rNI0diTzkr529dCtHqr5lUo3j9hNSGPAsQlIQEFhmElCUABPlwuVxx53H3er1h0z9KLevbDd/GdU6yUVqV3L+GPM9qRb+SEuTnF0Cr1Sqihqy26nI4vt3wbdx+4/F4fGln4yCS30ZCrt/GccfNh06nw65du7Bl6xZcf+11yMnOxs6dO3HHHXfi8iuvQIfNhgnVE/DIww/HlX45oL5d2HtgIedvXQrR6t+8ObwgoJz1E1Ib8ixAUBISWGQQEydOVNuEjKe9vR1CFHGx7vA8j/b2dlnLmjRpUkzHq4HSquSiKB5TkOY4UDQdUJdmugmJyaGGrLbqciQmTZoUt990dHTI6reRkKOOZct8y6D+7523MbmuDosWLQLP8/jDvffAy3vxww8/4Kqrr4LD4cDkyZPxxwf+CA0TW983xjFjIVd7EiFS/UOHDk1K/YTUhTwLEJQkLQKLc885FxvWf4vru6a0/Vx80UX46IMP8fWXX+G5Z5/FoEGDVLIwPdi1a5faJmQ8Xq8XR1tb4fF4Ii5VEEURHo8Hra2tUd96Silr9+7dsrRDCZRWJRcEASaTCRo2+EGSpmkY9KFr7hNRQ1ZbdTkSu3fvjttveJ6X1W8jkWgdgwcPxtgxY+DxerFy5UrcesutAIA33nwD27ZtCxy3adMmXHPtNXC5XJg1cyb+8Ie7QdO93wobGxsAAAUFsaWcTUafSan/0OHDSamfkLqQZwGCkqR8YDFq1CicdOKJ2LlzZ9DnZ599Nn77m9/iwYcexJlnn4Xm5mY8/deniKJkFHJzctQ2gQDfDb+lpQVtbW1wOhzgeR6CIIDneTgdDrS1taGlpSWmG328ZaWqDySiVBxrWTRNQxshTz/D0GGXxUSqIxpytkVu/Ndfig/K6beRSKSO45f51o2vXrUKp//61ygpKcHBgwfx9DPPhBy77ptvcMONN8Lj8WDBcQtw+2239bqxvrHRN2ORH+OMRaLtkYNw9es4Lmn1E1KTVL0PEPoGyVvcKwG9Xo/77rkX99x3Ly44//yg735z+m/wwksv4rOVKwEAd9x5Jz7538dYuGABlr/1lhrmpj4kP3lK4XK5AmuaKYpKKM1jzGWlqA8kolTcc114uLIEQYBOp4tcB0VBy7LweDwx1RENOdsiOz3skuKDcvqtXHVoNBosXrQYAPDTrl04/7zzAAD3P3B/xP0hX371JW75/a148IE/4vhlx8PpdOLBhyIL5/lF8gpjVN9OpD1y073+/Px8NEVQ3yZkCCl6HyD0DVJ6xuLmm27Gl199iXXr1gV93q9fP+RbraivP5Y60ePx4NsN36ZN1hs1aGlpUdsEQgTkfNCIVlaq+oDSquR+BeloRFKXjtc2tVWXoxHt+kvxwWQ8IMdSx/Rp05CTk4OjR49izuzZYBgG773/Hr5esybqeZ999hnuvOtOCIKAX532K1x91VURj21s8C+Fij+w6I7aOhF2u13V+gnqk6r3AULfIGUDi/nz52PEiBF48i9/CfkuLy8PAELUU1uaW2Dt+i4c+dZ8LFq4CBqNJpBubdnSZcjOzsb06dNRXl6OsWPGYEJ1NUpKSjBv7jzodLqgY41GI+bMmYP+pf0xftx4VFZWYsCAAZg1cyaysrKCjtVqtViwYAGKioowaeIkjBo5CkOGDMHUqVORm5sbdCxFUViyeAny8vIwefJkDBs6FCNGjEBNTQ0KCwuxaOFCsCwbdI7FYsHMGTN8do8di+qqavTr1w/z5s6FXq8POtZgMGDJ4iUoLS1FVVUVKioqMHDAQMycMRNmsznoWJZlsWDBAhQWFqJm0iSMHDkSQ4cMxZTJU5CXm4ulS5cG1G0pisLSpUuRl5uLKZOnYOiQoRg5ciRqJk1CYWEhFixYEGK32WzGzBkzMXDAQFRUVKCqqgqlpaWYO2cuDAZD0LF6vR7z5s5Fv379UF1VjbFjx6K8vBwzZ8yAxWIJsXvRwoU+u2tqMGLECAwbOhSTJ09GXl4elixeEqTKu2zpMuTm5mLq1KkYMmQIRo0chUkTJ6GoqAgLFiyAVqsNOjYrKwuzZs7EgAEDUFlZifHjxqN/aX/MmTMHRqMx6FidTod5c+ehpKQEE6qrMXbMGJSXl2P69OnIzs4OOlaj0WDRwkUoyC9AbU2tz+5hwzC5bjKsViuWLF4MmqaDzsnJycG0qdMwePBgjB49GhMnTkRxcTGOm38cOI4LOtZkMmHWrFkoKyvDzBkzMW7cOJSVlWH2rNkwhbH7uPnzfXZPmIAxo8dg0KBBmD5tWojdDMNg8aJFyM/PR11dHYYPG47hw4ajrq4O+fn5WLxoERiGCf2tTZuGQYMGYczoMZgwYQIKCwtRWVEBLasNpMKsmVQDPadDxdgK5OfnY1D5IAwqL0d+fj4qxo6FXqdDzaQaUBSFObPngOM4HDf/OBQUFGDw4MEoKytDcVERRo8aDZPJhMquFw7Dhw0HDQpDhwyBwWBA/9L+yMvNgzXPipLiEpizsjChegIYhgnYUl1VDbPZHNMYMWf2HOg4HSorK5GfZ8Xg8kEoLy9HQX4BKsaMhV6vD2ojq9GguqoKOdk5GDJ4CIYOHqLoGDF71uyoY8TcOXPTcow4/zzfjLbJZMLgwYPR3t6O+vr6mMaIn376Cf/81z8BAGefdTYuuvCisGOEwWgE4Lv/9OvXL23HiGVLl0UdI8ZVVqbcGFFSUoLj5s8PuR+bjEbMnjXbZ/e4cRhXWYmysjLMmjULJpMp6Fj/GFFcXIyJEydi9OjRGDx4MKZN9QWl3Y+laRpLFi+G1WrF5LrJGDZsGEaMGIHamloU5Bek/XPESSeeFHGM6O05Il3HCPIcETxGKAk1vroq5WQ2CwsL8Y+/v4rLrrgcP/74IwDguWefxc4dO/HIn/+EiooKvPziS5h/3HFoaj42pXvb729DUWEhrrjqyqDyjEYjVn+xCtNmTM/otzUmoxG2DG4/IXV9wGq1BmVmihWe50OWdYQri+d5WCyWqHsfBEEImxknXB3RkLMtcpOq1z8RrFYrPnjv/aA+v+322/D+Bx/EVc7pvz4dN1x/PQDgsccfw99ffTXoe4qiUL+mHqxGg4WLF6GhawYj3eiLPkCID+IDBCVJyRmLkSNGIi8vD6+9+g+sq1+LdfVrMaF6An79619jXf1atDT7pvHyrMGzE7m5OWgmU3wRmd0lHEXIXFLVB5RWJfcrSEcjkrp0vLaprboMRFb4TtXrD0hTRfe/oe0eVHz99ddxBxUA8OY/3wzMkP/u6t/htFNPDfpeFMVA4FeQH1tmqFQklX2AkByIDxCUJCU3b6/7Zh1O/dVpQZ/ddced+PmXn/HyK69g/4H9ONLUhNqaGuzYsQOAb/NedVU1nnjyCTVMTgveWfGO2iYQVCZVfcDpcoGLtrk6DNFUyXuWRdM0XC4X9Hp9+DpEEe4eG7ej1RENOdsSDxzHQcdxYLXawAZhj9sNZ7eNu6l2/XvaLAgC3C4XBFGEhmHCtkUUReg4DtquTfInnXhioDyHw4H7//iA5PpXvLsC2dkWnHnGmbj5ppvhdDrxzooVgeMbGxpQXFSE/AT3WahJqvkAIfkQHyAoSUrOWHR2dmLXrl1Bfw6nA22tbYH8y6+/8TrOO/c8zJo5C4MHD8bdd90Np9OJDz78UGXrU5dkrK0jpDap6gPJUCUXBCHirAXPCyEZoaLVEY1kqy7Ho/C9dMlSSXXIjRRVdKPJhNJ+pSguLoaW40DTNMaOHYvS0tJAuS+/8nJAITve+v31vP7GG3jrv/8FANxx+x2YP39+4Lx4RfJSkVQdAwjJg/gAQUlScsYiFl555RXoOA4333wzzFlZ2LJlCy674nJ0dnaqbVrK8r+P/6e2CQSVSWUfaG9vR052dkzCcrGokvcsi6Zp2Gw2MDQTJJInCAI6HaHjRiJqxHK2JRp+he9o9XRX+P70008k1SMn4WzuroruvzYM7dsfZ7PZQFEUTEYjKJqGhtVAw2jQ1t6G+fPmBcrYuXMn3n3vPWRnZ0cVfIulz/72/N/AcRwWL1qEe/9wD9wuNz7/4nMc6QpaCgvTN7BI5TGAkByIDxCUJCVnLMJx0cUX45E//ynos2efew7HLTgOdVMm48KLLyJqkr0wY/p0tU0gqEwq+4DSquQURYGmabS1t8HlckEUBPBeHna7HTzPx11HstoSjXgVvidMmCipHjmJXxVdD4PeAKqbOraG1cBqtWL6NJ8/8zyPx554HIIgSFJlD8dfn/orPvn0U2g0GvzxgQdQV1sX0LKIRyQv1UjlMYCQHIgPEJQkbWcsCPHz/ZYtaptAUJlU9wG/UnAs+wUSKau5qSnqOn45hOrkbEs4pCh8Nx5pBJcMIb4ISFNF10DDaoKCP8D3cKTT6QAA/1m+HHv27Al851cy79nOePpMFEU8+tij4LRaTJs2DX965BG89/57AICCgvTdvJ3qYwBBeYgPEJSEBBYZRElJCQ4ePKi2GQQVSRcfSLYquZJqyEqpLktR+Lbm5eHQwYOqBRbxqqKLggitlgXDMCGBxcyZMwEABw4cwOtvvB70XTyq7NEQBAEPPfIwNBoN6urqcPJJJwNI7z0W6TIGEJSD+ABBSdJmKRQhcZwOp9omEFQmHX0gGarkyVJDlrMeKUrdbrcnKQrfkYhXFV2ECI1GE7J0yWgwYviw4QCAxx5/POym/FhV2XvD6/Xi3vvvQ/3a+sBnZWVlcZeTKqTjGECQF+IDBCUhgUUGEW6DKiGzID7QN/BnUIoXl8sl+dxESaRequufn05HJ1a8uwIvvPgCNm3eFFN9idTv9Xpx3fXXY+vWrYHPxlWOk1SW2pAxgEB8gKAkJLDIIEr79VPbBILKEB/oG4iiKGn2w5qXJ/ncREmkXrHrX/eyXn/jDXz40Ucx15dQ/aIIh8OBSy67NPDZiy+8gP79+0sqT03IGEAgPkBQEhJYZBCbv/9ebRMIKkN8oO8gRan7519+llXhO17iVUWnQMHr9ULosb/Cj9vtjjgLEasqeyz4z7Pb7Th8+HDg82eefgbFRUWSypQDKTMwZAwgEB8gKAkJLDIIf2pGQuZCfKDv4FehjoeRI0clrPCdCOFs9quih91UT1Nwuz3whEnHK4oiXC4XaDr0NhZNlT3ePutZ1k+7fgr8/+KiIjzzzLOwWq1xlZkIHMfBYjbDarUG/ixmMziOi+l8MgYQiA8QlIQEFhnEOyveUdsEgsoQH+g7SFH4/nrN16plhAKkqqJ74XaFfud2uyEIQthz4lVlj0bPshobfFoWb731Fvbt34/+paV49ulnkJOTE1e58RKPwno0yBhAID5AUBISWGQQy5YuU9sEgsoQH+hbtLe3R1wm1BOe5zFm9BiFLeqdcDb7VdG9nuCHfp8qugOdjk6I3YIIr8cLm80WdrYiFlX2ePqsZ1l+kTwAuOTSS3D48GGUl5fjqb/8NaowXyL41cJZlo24/Km7wnq04IKMAQTiAwQlIYFFBuEXdyJkLsQH+hbxKnx/+dWXSbYwlHhV0QVBAM/zsNnt8Hq8cDqdaGtvA03TQQ/Ziaiy9yRaWY2NRwAABYUFOHToEC657FI0NTVh+PDhePKJJ2E0GhPtohDiVViPFuCQMYBAfICgJCSwyCAWHHec2iYQVIb4QN/Dr/Dd1tYGp8MBnucDD+NOhwNtbW1oaWmB1+vFwgUL1DYXQHib/VmbmpuacODgQRw50hhY7sTzPOw2G/Yf2I9Dhw7B7XJBEISI7ZRSf6xl+Wcs/CJ5e/fuxaWXX4ajra0YO2YMHn/0sYAiuBxIUVj3K4+Hg4wBBOIDBCUhytsZxLpvvlHbBILKEB/ou8Si8J1q11+qKrrb7QY6OpKiyt4T/x6L/IJj6tu7du3C5ZdfjmefeQZVVVX40yN/wjXXXhNx30g8SFFYj6Q8DqSeDxCSD/EBgpKQGYsMYsiQIWqbQFAZ4gOZQaQH5FS+/lJU0ZOhyt4T/4xFTnZ2kGL49h3bceVVV6KzsxN1tbV48I9/hIZJ/N2dVKX0SOelsg8QkgPxAYKSkMAig2hpblHbBILKEB/IbMj1T5z29nY4nU4Ax5ZD+dn8/ff43TXXwOl0Ysb0Gbj3nnvCbjCPlYTUyiOcS3yAQHyAoCQksCAQCAQCIQ6OHOnawF2QH/Ld+m/X4/obb4DH48H8+fNxx+13SA4OElULV0NhnUAgZDYksMggcvNy1TaBoDKZ4gNSH+T6Osm6/unY/9Fs7vldQ2MDgOB9Ft35+uuvcfMtt8Dr9WLZ0qW4+aabJduVqFp4T1J5DEhHv0lHUtkHCOkP2bydQfz000+9H0To0/RlH+A4DjqOA6vVBjbietxuOLtt0M10lLz+6dj/0WwWRRE6joO2a/N09+/8KWcLIwQWALDy85W44847ce899+DUU06B0+nEo489GreNTpcLnE4X10N3JOVxIPXGgHT0m3Qn1XyA0LcgMxYZxKSJE9U2gaAyfdEH5FIkzgSUuP7p2P/RbDaaTCjtV4ri4mJoOQ40TYe0p6PDJ5rXc49FTz786EPcc9+9AIAzzzgDl1x8Sdy2yqEW3p1UGQPS0W/6CqniA4S+CQksMogPP/pIbRMIKtPXfEBOReJMQO7rn479H81mhmFgMhqhYTXQ6XSwmC0QBCForwJFUWhpOQoAKCws7LW+t99+Gw8+/BAA4KILL8Q5Z58Tt82JqoV3JxXGgHT0m75EKvgAoe9CAosMYvGixWqbQFCZvuYDcioSZwJyX/907P9oNhv0BlDdsjhpWA1MJhMEQQg6rrm5GQBQVFQUU53//Oc/8fiTTwAArrrySvz6V7+Oy+ZE1cK7kwpjQDr6TV8iFXyA0HchgUUG8c6Kd9Q2gaAyfckH5FYkzgTkvP7p2P/RbGZZFgwTekvUarUhKWObm5sAAPn5+TG355VXXsFzf/sbAODGG27ACcefEIfliamFd0ftMSAd/aavobYPEPo2JLDIIJYtXaa2CQSV6Us+kIgicaYi5/VPx/6PZrOWZYEwS6MGlQ/CsKHDgmYtmrpmLHJzc6HX6WKu/5lnn8HfX30VAHDb73+PhQsWxtsEuFwutLW3o6mpKfDX1t4e80ZntceAdPSbvobaPkDo25DAIoNYtXqV2iYQVKYv+YDcisSZgJzXPx37P1rdTJi36McvW4b777sPp5x8ctASpKNHj4LneWg0mogpZyPx2OOP4V///jdomsbdd92FWTNnxXV+d6ToVKg9BqSj3/Q11PYBQt+GBBYZRMXYsWqbQFCZvuIDSigSZwJyXf907P9o9VJd/3qya9cuAMCQIUOCPud5Hq2trQB8y6Hibc+DDz2Id1asgEajwR8feACTJ0+O6/xEUHMMSEe/6Yv0lfsAITUhgUUGsf/AAbVNIKhMX/EBokgsDbmufzr2f7R6xa5/PfmpK7AoKSmByWQK+s6/gTsvNy/u9oiiiD/c8wf873//A8uyeOShhzGhekJcZUhFzTEgHf2mL9JX7gOE1IQEFhmEQW9Q2wSCyvQlH5BbkbgvEenNrpTrH6msdOz/aHXzYTY92+12HDp8GAAwfPjwoO/8+yxysrMl2SIIAm67/XZ8/sXn0Ol0eOzRR1FRURH2WDnf1Ks9BqSj3/Q11PYBQt+GBBYZhE4f+yZDQt+kL/mAXx05HqIpEqc7HMfBYjbDarUG/ixmc1A2nVivfyxlpWP/R7PZ7fEAYb7zqxSPHDEy6POmJl9mqOycHMn2eHkvbr7lFqypr4fBYMCTTzyJkSNGAIjtGkhB7TEgHf2mr6G2DxD6NiSwyCAOHjyotgkElelLPiC3InG6Eo+C8YFelkDEU1Y69n80mz0eD3heCPl8x84dAIDhw4YFfR5YCpWXl5BNbrcb1113HTZs2IAskwlP/fUpVFVVKaZIrfYYkI5+09dQ2wcIfRsSWGQQY8eMUdsEgsr0NR+QU5E4HYlXwXjggAGylaXRaNDW1pZ2/R/NZzodnRC7pZX1erzYvGkTgNClUEeOHAEAFOTnJ2yT0+XE1df8Dlu2boHFYsFDDz6I0n6lYY9NVJE6FcaATP/dqk0q+ACh70ICiwzii1UkxVym09d8QE5F4nQkXgXj3Xv2yFaW2WwGz/Np1//RfIbnedjsdng9XjidTrS1t2HPzz/D4/EgOzsbhYWFgfb88svPAICCONPNRsJut+O222/Hrt27kJuTiwfuvx+FhYURj5eqSJ0KY0Cm/27VJhV8gNB3IYFFBjF/3ny1TSCoTF/0AbkUidMNKQrGEydMDLtGPxE15HTs/2g222027D+wH4cOHYLb5YLL5cLu3bsBAIMGlgfac/DQIQC+dLNywHEcnE4nfn/bbdi7dy/y8/PxwP33wxplqZUURepUGQPS0W/6CqniA4S+CTW+uqrP528zGo1Y/cUqTJsxHXa7XW1zCASCwlAU1edTU1rMZuj0+rjPczocaOuxtETOsoD07P9oNt9040341Wmn4R+v/QN/fvRRAIBer8dXq78EAFnuLd2vQW5uLh5+8CGUlJRg3759uPHmmwK6GT2JdA3SkXT0GwKBEAyZscggli1dprYJBJXJFB/IhIcTKUrENZNqwp4ntxpyOvZ/NJu3bPkeADB69LG16Q6HAx02GwB59ll078uWlhbccuutaGxsRP/+/XH9tdfFdF4spPIYkI5+k46ksg8Q0h8SWGQQn332qdomEFSG+EDfQKoK8eZNm0LOJWrIvfP9li0AgJEjRkDDHFsy1tjQAADIT3CfRbh+bDzSiLf++18AAMuycZ0bDTIGEIgPEJSEBBYZxKRJNWqbQFAZ4gN9A6kqxEOHDQs5l6gh986+ffvQ3t4OnU6HwUMGBz5v7MoMVVgQeZN1LETqx7FjfTMkG77bEPe5kSBjAIH4AEFJSGCRQfy06ye1TcgIUvkNbl/yATn7OZWvWSSkKBEfOnwo7HlEDTk6oihi69atAIAx3VJ1HmlsBAAUFCS+FKpnXzIMg3GV4wAAGzZ8F/N5vdGXxgCCNIgPEJSEBBYZRG5urtom9FmUUsmVm3T3ATn7OV2uWSSkKBibjKawCsZEDbl3tvgDi9GjA581HvEFFvn5iaec7XkNhg8bDqPRiLa2NuzavSvsOVKuQbqPAYTEIT5AUBJp0p2E9CQDliwkG41GA7PZDI1GE/LWm9Hrwel08Hq9aG9vT420iWnqA3L2c9pdswj4FYyjrb/vidPpCKtgLKWsTFND3tK1z2JMtw3cDTLOWPS8BlVV4wEAGzduhCCEKoIDEq9Bmo4BBBkhPkBQEDJjkUG0HD2qtgl9CilKxWqTjj4gZz+n4zWLRiwKxqIoQhAEeL3ewJ6AWMvyn9vzwTYT1ZC3bPUFFuXl5TAajQCOLYVKdI+Fn+7XoGp8FYDI+yukXoN0HAMI8kJ8gKAkJLDIIAYPHtz7QYSYkaJUrDbp6ANy9nM6XrNoeL1eHGlqQnNzMzweT+BzURTR2dmJ5uZmNDY24siRI2hubo745rt7WU1NTejo6EBbWxuOHDkS+PN/7nK5MlIN+ejRozhw4ABomsaokaMAAI2NvkBNLpE8vyI1x3EYNmwYAGDDd8H7KxJVpE7HMYAgL8QHCEpCAosM4ptvvlHbhD5DIkrFapJuPiBnPyt1zUwmE26/7XYMGDAgrrJ7g6ZjH569Xi+OHj0Kp8MBj8eDlpYWdHR0hDx4Hj58uNeyeJ5HZ2cnnE5n0Jp//+eRHmjjsbc35CxLTvwbuEd37bPw77HIzc0NSkObCF6vF0OGDAHDMPj555/R0NAgqyJ1uo0BBPkhPkBQktQcvQmKMHvWbLVN6DPoOC7uTEIURUGncmCRKj7Qv7QUH7z3PmbPmhX1OH9/8TwfkiLVv0Sn56bjSP0c6ZqJohhSfm9lBZWr0+HEE06A1WqNeExeXh4uuehivP1/b2P9um/w4fsf4PprrwssqTlmow4XX3QRPvvkU6yrX4sXX3gBlZWVYcvU6/W4+6678bdnnwu0o629PfDQmW3Jxs033oTPPvkUa776Gi+98CKqq6sj2rh40SK8+MILoGkaWq0Wp55yKv7+yitYW78Wqz7/An+8/wH0798/5Lwli5fg/976L9av+wZv/9/bWLx4cdD3GkaDE44/AS+98CLW1q/Fl6tW45GHHg771nTe3Hn49z//hfXrvsF7776Hk086KaUydn3ftRzKnxnq6NGj8Hg8oGk66vWPl7raWgDAV19/haauWaSmpia0tbcnvK8lVcYAgnoQHyAoSWovICbIyjsr3lHbhD6D3ErFySJVfOCEE06E2WLBySefgs9Wrox4XFt7O9BtHTnDMGAYBu5uKTYpioJWq4VerwfHcXC5XOh0OEILoygIgoD29na43e6wgQTDMDAYDNDr9QAQuaw4efihh+B2ufGnP/8J+/fvx5DBg3H9ddfDarXi5ltvCRx36623oKamFg8+/BB279qFE044Ec898yzOOfcc/LB9e+C4gQMG4pGHH4bFYok4e/DXv/4VGobBbXfcjubmZixcsBB/ffIvuPCiCwOCb9055eRTsH3HdgiCgIsvuhizZ83Cy6+8jK1btyE3NwdXXnElnnnqaRx/wgnw8r46TzzhRNx80014+plnsPrL1ZgwYQJuvfkW6HV6/Gf5fwAAZ555Jk4+6SS89MrLuP+B+5FlNuOySy7Fc888iyXLlsLR1b/z5s7D/ffdhxdeeAE333oLKisqcPXVv0NWlhkvv/JywtdADrZuCc4MJYoijhw5gpKSEhQUFuBwQ+8zQrFQV1sHAFhTXx+oRy5SZQwgqAfxAYKSkMAig1i2dBkZUGRADqVitUTFUsEHNIwGS5cswcsvv4yLL7oIJSUlOHjwYNRzaJoOLAfhuza3+vtRFEW4XC64XK6QvvWfBwBtbW0Ry/efx/M8Ojo64Ha7QdN04KE3Ua697jq0trYG/nv37t0wGk249ZZbkJWVhY6ODhQUFGDJ4iW47vrrsfJzX7D18CMPY+DAgTj33HNx4003AfBtHv77y6/gv//3Xxw4cADnnH1OSH3VVdUYNnQoTjjpRBw4cAAAsGPHDpiMRlxx+RW4+NJLgo4vKytDZWUlHnrkYQDA8y88j7/97W9wupy+A3YBt99xB95avhw1tTX46quvAADnnnMO/vmvfwYe/Hft2oUsUxYuuvBCLH9rOURRxGuvv4Z//ftfsNvtgfpuvuUW/O+jjzBj+gx8+NGHvrLOPQcr3l2BZ557NlCWVsvh8ssuw2uvvxa0h0Qttm/fDq/Xi4KCAhQUFKCxsRGNRxp9gYUMKWcB37UoKSmB2+3Ghg2RhfGkkgpjAEFdiA8QlIQshcogPvrfR2qb0CdIZ6XiVPCB6dOnwWg04rXXX8OOnTtx/LLjQ465/bbbccLxJ2ByXR3+u/wtrF/3DRYuWAgAOOnEE7H83/9B/Zp6fP3lV3j9tdcwe7Zval8URdA0jd/+9rdY8fY7WL/uG/x3+Vs4+eSTg8q//LLLcPFFF2HhgoV4a/lyfLN2HT7+6H+4/rrroeN0cLlcgaDi/PPPx5uvv4G1a+qx6vMv8MxTT2PI4CFxtbl7UOHn0KFDYBgG2q5ZrLFjx8LpdGLNmjVBx61cuTKQIQgAfv75Z1x3w/X486OPgqLCD+FVVeNx8NChQFDh573330NVVRVMRlPQ50uXLMGuXbvwww8/AAAcDsexoMJv7+FDAAC9zjebk5eXh9LSUqzsMeO08vOVsFqtKCsrAwC43e6goAIAmpqb4Ha7odPpfGXq9Rg6ZChWrvw8pCyj0Yjhw4aHbWeycbqc+PEnn7iYfzlUY4N8KWeBY8ugNm7cCKfT2cvR8ZMKYwBBXYgPEJSEBBYZxMwZM9U2oc+QrkrFqeADJ5xwAj759FN0dnZixYoVWLZ0KZgemZqseXmYN3cubvv9bXjl73/HeeefjzX1a1BdXY2bbrwJL770Ik46+SScd/75WLHiXTQ0NATOverKq3Du2efgyb/+BSeefBJe/ceruOG663HySScFjsnOzsZpp56GM377Wzzypz/h1NNOxeNPPIGTTzoJZ5xxRpAtWUYT/vHaazj9t7/BJZddCr3BgHvvuSdqG2PZfDxu3DgcPHgQzc3NAICRI0bicMPhkAf6n3/+Gbm5uSgpKQHgC57WrVsXtWxRFEGHmVWz2e1gGAZFRUVBti5etBgr3l3Rq72CIGDrNt9yoBEjRvjs++WXoON++dn3390VqnsyevRoaLXagDbEsGHDfJuVf/k56LiGhgY4HI6oZSWbrf59Fj02cBfIlHK2tiuwWLO2XpbyepIKYwBBXYgPEJSELIXKIDZ/v1ltE/oMTpcLnE4X15KoVFAqVsMHOI4LLCsqKizC5LrJgaU4H374Ia753e9QV1uHL7/6Mui8SZMm4bdnnoGdO3cGPhs+bBiOHj2KDz78MLDEafuOY3sPjEYjTv/1r3H7Hbfjfx9/DAD45ZdfMGzoMJx22q+w/K23AsdmZWXhjDPPwKGuTEl7fv4ZEyZMwLRp0/D8C88HjnvsiceD7Hr++efx+GOPITs7O+xMRH5+PsxZZgiiAEdnJzodDvBeL7QcB5vNBo/Hg8LCQpx++ul44sknAudlZ2ejo70jpLy2dt8Srtyc3F6XjPlZu24dLrn4ElRWVmLTpk0AfAHE2WeeBQAwGPSBYydMmID8/Hy8//4HEcvTaDS44rLL8eFHH+HQoUMBewGE2OzlvbDZbMjNOabu68+s5XK5QNM0rrryKqxevRo/7fopbFksywaWPrW1tSEnJyemdieDLVu24JSTTzk2Y9GVclaOGQuNRoMJ1RMAAPX1ygQW5D5AID5AUBIyY5FBlJaWqm1Cn8GvkhsPqaBUnEwf0Gg0yM3NhcViCeyLOP74ZTh48GBg7XhrWytWr16NE088MeT8LVu2BIIK/5KZ1atXw2Aw4Jmnn0ZtTW1IYFczaRJYloXL7cbECRMDf26PG0OHDIHJdGwJ0P4D+wNBhX+G4fChQ7CE0a7gOA4DBgxAdXU1Svr5Zg50nC5iuzWsBjqdDkVFxRg8aBCKi4sDQYXJaMJjf34U69evx/LlywPnURQFXggVu/MHUDQT+3C9efNmfPrZp3jqr0/hrjvvwrXXXIM3Xn8jUIa9szNw7NIlS1BfX4+m5qawZVEUhdt+fxvMFgv++OAfj30OX9+LCF3aJwhCoC6dTue7Jl2+f92112FAWRnuvucPIWX525+VlRVUFpNC6We3dKWcHTVyFGiaPjZjIcMei4qxY2E0GtHS0hIUUMsJuQ8QiA8QlITMWGQQnd0eJgiJ097ejpzs7JgE11JFqThZPuBXuKYZBl6vN7AZetmy41FYUIA1X30dOJZhGIiiCGueNejh1p9hR6vVorRfP/z8yy/Yt38/fvPb3+KCCy7An//0Jxw5cgQvvfwy/u/t/wNwbDnKVVdcGWLTnj17gnQsjrYcDdSv1WrhcDggiMECctnZ2Tjv3HNx4gkn4tDhQ2hqagKn7T1lME3T0HfNaAmCgMYjR+DxeKDX6/HEE4+jw9aBW39/a9A5He3tMGeFBjXmrodsm83Wa71+RFHEjTfdhEmTJqFm0iS43R7cc889yLPmYeaMmdi7dy8A3wzP7NlzcPfdd0Us6/rrrkdtTQ3Ov/CCIBvaO3z+bDKZgjbG0zQNk8kUONblcgX2Clx26aVYsGABLrjwArS0tISUZTab0dHREbQPKctsRoc99rYrzc8//wybzQaTyYRB5YMCeyzyCxIPLPzLoOrXrlVsLxa5DxCIDxCUhAQWGYQSGwEzGb9KrtlshkajiaiR4PV60d7enhJKxcnyge4K1/5N0HV1dSjIz8cNN94YlG2Joig8cP/9WLJkSVBaUUE49mDV6XDAYrGgubkZ+w/sx11334XHHnsMv/rVabj5pptQVFiIZ557Fp2dvk3CZ59zDmy9PIxGU6H288B998NsNuPEk04KBD0TJ0zEs888E/U8TssFgopdu3ejvb3dF1Q89jhEEbjm2msDb/D9y35+2LEdJ510EhiGCczwAEBJSQkcTif2/rK3V3u7I4oi1q5di7Vr1wY+u+XmW7Bx08bAMqO5c+bA6/Hg8y++CFvGdddei7lz5uDiSy4J2Qi+vSv9bXFRcVBgUVhYCJqmsWP7joAdAHDxRRfhlJNPwaWXX4Y9e/YAQGA52c4dOyEIAoqLinHgwIFAUGI2m5FlMgXKSgUEQcAPP/yAiRMnYvSY0QGxsQIZ1LcDgYVCy6AAch8gEB8gKEvqzC8TFKekuERtE/ocXq8XLS0taGtrg9PhAM/zsqrkyk0yfKC7wrUoioGb2InHn4Cv16zBys9Xon5tfeBvTf0avPf++zjxhBMilul0OgObnP20trXi2eeew5tvvokZM2YA8OX9FwQBk6dMjsvmcG+HaZpGTU0N3nv/vaCZlGHDh0Uti6EZMDQNURSx5+ef0d7eDp1O5wsqIOKKK68IypLkf8jfvHkzTCZTiCDelClTfGlO+cR8yGKxYO6cOfjss2NZnJYsXoKP/vdRkC6In2uvuQZzZs/BBRddGLKpGgAaGxtx+PBhTJk6JejzqVOmwu12Y+ePx5byXHThhTj1lFNx8SUXY8eOY0GCf4+KzW7D7j27MXWKryx/n0yZPAWCIGDbD9skt1sJ/DogY0ePwZEjvj0WHMch25ItuUyLxYJRI0cBUDawIPcBAvEBgpKQwCKD2LI1VBSLIA8ulwtt7e2yq+TKTTJ8oLvCtcvlgiAIyMvLw7Tp0/F215IljuNgNpsDQnT/93//Rf/+/QMbV3vi78eKsWNRMXZsIItUdnY2KiorsLvrDfiRI0fw2crPcMN112P6tGngOA4cx2HYsGGBlLQ94Xk+7Bs8QRCwb/9+TJo4CVqtFhRF+TaUn/6bqO1nGBqgfMFQa2srOI7D4489joKCAjz11NMYUDYAI4aPCPz5sz0dOnQIn3/xOa679joMHDAQFEVh2dKlmDtnLv7zn/9ErTMcLMsC8AVIU6dMxTNPPY1Nmzdh+Vu+fR39+vVDdXU13n333ZBzf3fV1Tj55FPwp0f/DKPBGGRv91S7b7z5Jn57+m9QW+N70z6uchzOP+88vLPinUCwcv755+P8887Hnx/9MxhGE1TWsGHHgrQ33ngTJ598ciBIHDVqFC695BL87+P/pcQywu5s7dpnMXr0aHg8Hhw96ltWl5/ABu6aSZNA0zR+/PHHiPtd5IDcBwjEBwhKQpZCZRDTpk4jojhJQE2dit5Ihg90Vxf3BwRLlyxFR3s7Vq1eDcC3Ll+j0YDjODgcDvz400/4fssWnHDCCVj/7fqIZecXFODuO++CRqNBZ2cnzGYz1q9fjyeffDJwzJ133YXfXf073H/f/dDpdKBpGjzP481/vonPPvssrrY88MADuO+++/DFys8hiCIaGxpw3Q3X4+UXX4p4DtW10dg/S1VaWoqJE3wB04svvBBy/Acffojf3/Z7AMDdf/gDbrj+Bvzn3/8GLwjotNvxxJNP4oMPI2dsisQ9d/8BEydNgk6nQ6fdjuXLl+Mfr70W8M8lixfjl19+webvvw8594QTToBep8PDDz4U8t3hw4exaMliAMA/XvsHTCYT/vTII75ZKorCO++8jT8/+mjg+BOPPwEsy+Lee+4NKctms2H6TF8g8d//+y+ys7Nxz91/CGQSe/+DD/Bwl2hfKvH9Fl+fDRkyBDqdDg2NDcjJyUFBQQF+/PFHSWUG0swqOFsBkPsAgfgAQVmo8dVVqfsUJBNGoxGrv1iFaTOmhwg1EQgE+aAoClarNZBlqa2tDU6n05dBqestPsuyyM09loq0tbUVLpcrKC2tP+OS0+WETqeDXq8PvBXmOA4FBQXQ6/VobGwMm/IV8ImulZWVQRRFHDhwIOi3z3XNqvScqWBZFhqNJmgPiFarRf/+/eH1erF3716IogiDwQCHwwFRFEFRFAwGA5xOJ3iex/Bhw2EyGeFyubBl61bfRm69HpHgvXyIdkVBQQGys7Oxb9++qOrfLMuCZdmwmzGzs7NRXFwMp8OB/QcOhChXd+/jnhiNxoh1iqIYUl9WVhb6lfRDQ2ND4Dr5MRgMUdMy9xyTTUYT+pX2Q3NTc+DNfff0s6nCB++9j8LCQpx/wfk45+xzMG3aNNx7371467//lVTe++++h6KiIlx2+eWoV0jDgkAgEJSGzFhkEMuWLiNvKTIcpX2gp7K40WiEx+MJPLzSNA1zj3SuRqMRoigGLRvrfrzRaIRGo4HZbIbdbofL5cK+fft6tcXhcASt5+9OpCVqHo8n5AHW7XZj165dQZ91f7AWRTHwcGw2m6Hv0ojQarUoKChAY2Njry80/P3iD5IaGxvR2NgY9ZxI9vppbW0NCbqqqqoCqX7DBRR+4n0B09HREaInotFo0N7e3msGGoqiAhu+m5qaYLPbAteNoigYjUZwHBeyx0ZttmzdgsLCQowZMzbhlLPlAweiqKgILpcL3238Tk4zQyD3AQLxAYKSkMAig3j3vdC11IS+B0VREZdjJcMH/LMPFEVBo9EgLy/vmBYDTYe8vWYYBgUFBaApCvbOTjAME/Z4vV4PnU4X2CAviiK8Hg9sKs1CFuTnIyc3FzzPg+d5MAzjS50rCECX3f1LS1FcVBS0eb+trS2ggA34rhdN03AlIVPLxo0bI34XzW/iRcMw0Ol04DgukOFKFEVotdqQ2RuNRhOY4eK0WrS1t0MQBFAUBZZlfTNLUWZt1GLL1q2YM3sORo8eHQg8paacra2tAwBs+O47xfdlkfsAgfgAQUnI5u0MYtHChWqbQFAIjuNgMZthtVoDfxazOaB47EcpH+hev8lkgsVshk6ngyiKPrE0mgbDMGGXxNA0DZfLBV4QAml7/Q/pPY/3BytarRZarRYeFbNt2Ts7IQpCQAfDHyh4vTy6a8ZpND6xPJ1OB62Wg8vtDmTO0mg0gfOSocre8/rH6jfx4nS5AsvE/O1kWRaCIIBl2cD102q1gaACogiP1wuWZcFxXGDDfCoo1odjiz8z1JgxaGxsAAAUSg4slE8z64fcBwjEBwhKQmYsMoj6bvnsCX0D/xKhcDoajF4PTqcL0tGQ2wfC1e9720zDYDBAr9fD7XbDZrOFna3w4/F4wPN8IJNRLKitZG632+FwOmEwGII+9/Je8ALryw4Vco4NXq8X2m4b3IHktcV//eP1m3jxK9P3vJ6CIMDdFVj1hOeFsMu61L7Okdi2bRt4nkdxcTF43jfDJmXGgmVZTKiuBgDU16+R1cZwkPsAgfgAQUnIjEUGMWxo9Pz7hPTCr27tXy4SDv9ykuzsbGg0GgwdMjQp9Xc6fG/zKYrqeituCSxf6gnP8+jo6EB7ezuEbsJw0UgVJfPGxkZ4XKEaEC63K6StDocTzS0tQerfQHLbMnTIUEl+I4Vw15OmadhsNng9wcGKIAjodITuxUiV6xwOh8MRSHNc0JVmVopIXmVFJfR6PY40NeHHn36S1cZwkPsAgfgAQUlIYJFBKJkbnZB8uqtb9wbDMDCbzTjccDgp9fM8D5vdDt7LA6IIDauByWQKUrsWRREejwetra3geT6gZO7xeCKu9e9+TiqIDrpcLhw4dBCdXcui/AiCAIfTCZ4XIAgCOjo60NDYAJqmA0t/1GjL4YbDkvxGCuGup38/SVt7G1wuF0RBAO/lYbfbg9TGU+06R8K/HMq/adtisQSybcVKXZ1vf0UylkEB5D5AID5AUBayFCqDCKxlJqQ93dWtYyXcshcl6+d5Hh22Dt+a+q40rhRFged5eNxuOF2ukCUufiVzjuOg4ziw3dbZRzpHbfxZqoxGI7JMJugNBtAUDUEUcLSlBZ0OB3ivF5zO98AZrf1K49/zEA9+vREptka7ns1NTRBEERqGSYvrHI6tW7fgxBNOwIABA+BwOKDX65FfkB9T1jI/ydxfAZD7AIH4AEFZSGCRQWRbstU2gSAT3dWtY4WiKNl8IJ76u6dEdbvdaGtr6/UcV7cHSzmzFSmJ3W4PpGmlaTpodgbwbfZWuy3Zluy4U8lSFAWdxMDCTyzXU+2+kcL3XTMWo0aPRlNTE/r374+CgoKYA4ucnByMHDECALB2XXLWvZP7AIH4AEFJSGCRQezevVttEwgywfbY/BsrbRHE5JJVfzybs/2k28MmgJCgwo/abZF6/aVe73BEW+aWbuzevRsOhwNZJlNAbDEeLYuaSTUAgO07tqOlpUURG3tC7gME4gMEJSHzYRnEhAkT1DaBIAMURUle0jRo8OCEl0MlUn8i5xISg6IoDBo8WPK55LqFwvM8fvjhBwBAXpeafEFh7IFFspdBAeQ+QCA+QFAWElhkEP/7+H9qm0CQgZ7q1vGw+fvNCb8ZTqT+RM4lJIYoitj8/WbJ55LrFp4tW7cCOLZuPZ4ZizoVAgtyHyAQHyAoCQksMohFCxepbUKfIlqqTqXxuENTnMbCyBEjw34eb1uk1h/pPLXfhkerPxm2aXkeWTwPbYzpdqUS6fr3htTrnQn4M0P58aee7Y3BgwcjPz8fDqcTGzdtUsK0sJD7AIH4AEFJyB6LDOKdFe+obULa0zO7jSAIcLtcSc9u43S5wOl0cT30iqKINd0EuBJpi9T6uysoq535KVr9oihCx3HQdm1SV8I2rSCgwunE1KOtmN3SAqMgwE7T+Cw3F6tzsrFZp4NH5uwta+rXwGKxJHTdCMFs3dojsIhxxsK/DGrDt9/CncTAjdwHCMQHCEpCZiwyiGVLl6ltQtqi0WiQm5vry1Ov14NhmMC68zyrFf1KSpCfXwCtVguapsEwDHR6PSwWC3JzcyWLjEXCr2wcD16vF9OmTpOlLVLrd7lcYetPRp/5iVa/0WRCab9SFBcXQ8txAd0JuW0b5HLj4d178OwP23HW4cModbuR4/Wi1O3GWYcP47kftuOR3XswKIz4XiJMnzZd8nUjhOfQ4cNoajqmC1AQo/r25Nou/Yq1yVsGBZD7AIH4AEFZSGCRQaxavUptE9KScErFoihCEARYzBZwHAeKpsFoGBiNRjDdxMfkUDCOhBSl6m/WfyNbW9ra2uKun2GYpKg+RyKa6jTDMDAZjdCwGuh0urBq4XLYNsjlxiM//YRpbW2ING9AAZjW1oaHf/pJ1uBi3Tfr0lLhPNXZ0m3WIi8vr1edAI7jMH78eADA12vWRD1Wbsh9gEB8gKAkJLDIICoqKtQ2IS0Jp1QsCAJMJhM0bPDDJU3TMOgNIWUkomAcCSlK1SNHjpStLTzPx12/xWJJiupzJKKpThv0BlDdHgjDqYUnaptWEHD1vn0Y2JWatDfKnU5cvW8ftBHS18ZLZWVlWiqcpzpbuzZwA8dmxKIxbtw46HQ6NDQ0YM+ePUqbFwS5DxCIDxCUhOyxyCDiUYMl+IikME3TNLQRcvszDA2WZQOicH4SUTCORDxK1RzHhRVHS7Qt8dSfTNXnnkSrn2VZMEzoexb/cjC5bKtwOjE1BoHA7kxta0OF04n1htAgL178Y0A6KpynMt+HbOAuCFoe1ZO6mq5sUEleBgWQ+wCB+ABBWUhgkUGYjEa1TUg7wilMC4IAXbSNyxQFbZiHcTkUjCMRi7KxjuNg0OmDPpOrLbHWL0UtXK4+i1a/lmWBMN9RFAWO4+B0OkMCDCm2TT3aGnH5UyQoAFNaW2UJLHqOAemocJ6KbNu2Lei/CwsKQz7rjn/j9pokppn1Q+4DBOIDBCUhS6EyCI7j1DYh7QinOCyKYsQ3/H6YSG/GZVQwjkSkh0NWqw1RvlaiLdHql4JcfRatnEhtBHyzFnK0ScvzmC1RXXl2c4ssy6GijQEkqJCOzWYLWtIULeWsNc+KYcOGQRAErFu7LhnmBUHuAwTiAwQlIYFFBnHw0CG1TUgrElKY7vonZ5mJ4K+3+Wj8D7ZytEVtte5oZURqX6Ll9oQDYJQYHBgFAZwMD/5kDFCOLd32WeRHSTlbUzMJALB9+3a0trUqbVYIxAcIxAcISiI5sBgyeEjUtHq5ubnQMGSlVSoxetRotU1IKxJSmO76J2eZieCvd0D/svjPlaEtaqt1RysjUvsSLbcnLgB2iboUdprGlNlzMHDAQEnn+yFjgHJ0F8orLIx8b6xVQW27O8QHCMQHCEoiObB484038O47K2CMsFbvumuvw1dffYXjl5F8yanC6i9Xq21C2hFOcZiiqF4FrfgImXTUVDD2uN3Y2mPddzLbEu54QRDA83zgL1wGJrn6LFo5kdoIAG63WxYFcjfD4LNesgVF4ocxY3DbPffgreXL8d6Kd3Hbrb/HnDlzkJWVFVc5ZAxQju4pZwvyC8L6DEVRqJlUAwBYo8LGbYD4AIH4AEFZEloKFW0JwI8//giGpnHC8SckUgVBRubPm6+2CWmHX4W5OzRNwxXm8wCiCHePzc6+j9VVMHa6XKisrAz6LJlt8felKIrged6nbq3TwWKxBP50Ol3Q93L2Wbhr6cft8QBhvhNFES6XK2xmKCm2fZmTHffciAhgQ3ERvv/+e7jdbhQXF+Okk07Cww8+hM8++RQvvfAiLr7oIlSMHRukOxIOMgYox48//hjYCF9UXASr1Qqr1QqL2RxY0z506FBYrVZ0dnZi06ZNqthJfIBAfICgJHGtVZo+fTqGDxse9NmypcvgcgXnZOc4XWCmon///gmaSJCLd1a8o7YJaYdfYbrnpmdBEOB2u8NuguN5ISSLEqC+grHL5cLXa75WrS0ulwsej8cnRGcyQduV4rQ7Go0Ger0ebrcbNpsNPM/L1meRriUAeDwe8LwARhP8YO52uyEIQtgHdil9sFmnw5cWC6bFkXL2S4sF/z14EP+6/DLoOB2qqqswubYOtbW1GDRoECorK1FZWYmLL7oY7e3tWPfNOqxZU481a9bgcMPhoLLIGKAMGo0GZrMZu3fvxsiRI2HNswaCUUavB6fTwev1YsrkyQCA9evXq6YPQnyAQHyAoCRxBRbWvDxcdOGFgf+mKArXXnNNxONFUcTm7zdLt44gK8uWLiMDigTa29uRk50dJKxG0zRsNhsYmgkSlhMEAZ2OzpAyUkXBeMzoMfjhh22qtaWzsxP9ikvAcpGzKflTvFKgcPDQQUn1RCLctQzY5uiEyWgMiOR5PV7YbLawsxVS+8BN03i8f3+Uulwoj0Ekb49Oh8f794enywany4mvv/4aX3/9NQCgqLAItbW1qK2tRc2kSbBYLJg7Zy7mzpnrO3/PHqypr8ea+jX49ttvMX/efDIGyIxfzZ1mGOzYsQMjR46EXq+H0WgM6Mb4FdunTJkKQL1lUAC5DxCIDxCUhRpfXRXzzLzZbMbHH/0PDMMElhREWw7V3NKCiy++GD//8nPChiaC0WjE6i9WYdqM6WEFwjKF7jc6Qnz430hqNJqAz4uiGFCt1rIsBEFEp6MTPM8HzhNFEV6vF+3t7SmhYGwwGOB2u1VrS25uLnQ6HQx6g0+QLtz4IYrgeV9Q43Q60SIxRWskwl1LPwzDQK/Tw8t7YbfbQdN00DFyXc9BLjeu3rcPU9vawuajEgGstljweFl/7IkxpS1N0xg9ahRqa+tQV1eLsWOCl0a53W58//33+PKrL/H1mjX48ccfJdtPOEZubm5gFmzmjJm46cYbAQAXX3oJ9u7dGziO4zj8+5//AsuyOPHkk/DLL7+oYi+5DxCIDxCUJK4Zi/b2dlx48UUwGY144vEnIIoi/vjgg3D2ePMmQsTRo0exceNGdHaGvvEkqENtbS0+/fRTtc1IS6IpFTc3NUEQRWgYJuUVjOvq6vDpp5+q0ha/8jXP8+iwdYBlWWhZFoxGAwoURIjgvV64PZ7A8qtkq5U7HQ40Nzf79n9wHLRdonpyX8/dnBY3DCr3KXEfbcWslhYYBQF2msZnebn4Mjsbm3W6wExFLAiCgO+3bMH3W7bgb8//DSaTCZMmTkRdXR3qautQUlKC6upqVFdX4+qrrkZTUxPq19ZjzZp61K+tx9GjRxNuV6bRU819x47tgf9vzcsLCizGjBkDlmXR0NiAw4eDl6glE3IfIBAfIChJ3PlgN2/2LW368ssvYbFYsOLdFSn14ESIzM4dO9U2Ie2JRak4lRWMu/tAstvSU/na0y2A8AcW4epXS63c7XYDHR2KXU83TWO9wYD1BgOeKi4CJ4pwURTcElPS9sRms+GzlSvx2cqVAICysjIsWrgII0eMwIQJE2C1WrFk8RIsWbwEAPDD9u1Ys2YN1tSvwaZNm1Jihi3V6enThw4fRltbGywWC/LyrEHHVo2vAgBs2PCdYj4dC+Q+QCA+QFASyUITv7s2/N4Kg8GAgQMH4tChQ+QNWIphtVqxb/8+tc3oM0TURUjRoAKI7APJaEs0lepoOhJqqpX39p1cuGkaSici3rt3L9auXYtnnn0GLMuisqISdXW+TeAjR4wI/J137rno7OzE+vXrsaZ+DdbU1we9eSccI5xv7ty5ExMnToTV2jOwGA8A2PDdhqT4dCTIfYBAfICgJJIDi5tvvAnV1dVY9803ePiRhwEAU6dMxX333guDwQBBFLF8+X/w0MMPy2YsITEEUZrqL6HvoJYPyKG8ncoBW7rgv/4ejwfrv12P9d+ux5N/eRK5ubmoranxBRo1tcjLy8P06dMxffp0AMCBAwewpn4N6uvrsW7dN7DZbWo2IyWI5NMbvtuAiRMnwu0+NiORl5eHgQMHQhAEbNy4UVWfJvcBAvEBgpJIDixqa2vRr18/fPnVlwCArKws3HvPPQHBPIaicOopp2L37j34z/L/yGMtISFaW1vVNoGgMmr5gNrK2wQfka5/S0sL3v/gA7z/wQegKApDhw717c2oqcW4cePQr18/nHLyKTjl5FPg9Xrx/ZYtqK/3pbTd9sO2sMKGfZ1Ifrni3XexfccO7Nx5bLmJfxnUzh9/hM1mU9WnyX2AQHyAoCSSA4v8ggIAwAcffggAOO3UU2EymSCKIv705z+jX78SnP7r03HSSSeSwCJFGFRerlomklQnU96IFxcVyeYD8faZx+0Go9fHXU8kdetMuWZyEssYIIoidu7ciZ07d+KVV16BTqfDhOoJqK2tRV1dHcoHDsT4ceMwftw4XHrJJWhra8Padet8y6bWrEFjY2OSWqM+4Xya53ls37496LOqqq5lUBs2BM5TC3IfIETyATKmEuRAcmBh6+hAbm4u2tvaoeN0OO20X0EURaxavRpv/vNN5Obm4vRfn46y/mVy2ktIgPXffqu2CSlFuKxAqZjJKVG6t/PAwYOwWq2S25lInzldLnA6XVxLonqqW2fKNVMKKWOA0+nEl199GZidHlA2AFOmTEbNpBqMHz8eFosF8+fNw/x58wAAu3bt6so2tQYbNnwHp6t3vY50JRafpigK48f5A4tvZVWTlwK5DxC6+wAZUwlyIzmw2LlzJ2pra/HYo4/C6/UiLzcXoiji76/+HQACAYVLxTczhGBmzZxFRHHQi45BN5XcVNGekEq4do4fNx5r162Nu51y9Fk05etI+NWtM+WaKU0iY4D/GjicDnz62Wf49LPPQNM0hg0bhuqqalRXVWHYsGEYPHgwBg8ejN/+5rdwuVz4buN3ASXwn3b9JHOL1CUWnx48eDAsFgs6OzuxfccOSYrtckLuA4SZM2bigw8/IGMqQRHiEsjrTsXYsXj+b88HbWD7es3XuOrqqwEAjzz8CGZMn45t27bh7HPPkc1gKRCBPIKf7iq5vcHzPFpbW9NyUJWznWqXJYoicnNy+vw1S2VivW4mkwkVY8di7NixqKmpRXFRUdD3R44cCSiBr127tk+s9e6tb0479TSce845+HrNGtx1913EPwmqkyn3QYI6SE6Yvvn77/G7a36HDRs24Oeff8b/vf02br319wCAAQMGYNLEiaAoCqu+XC2bsYTEWLZ0mdomqI7ZbI5pMAV8Ksxms1lhi5QhUjtrJtWEfNZbO+XsM6/Xi6OtrfB4PFFT3Ho8nsDNzGKxZMQ1SwZSx4BYfcBms+HrNWvwl7/+FYuXLMZJJ5+Mhx95BF9+9SUcTify8/OxbOlSPHDf/fjkfx/jH39/FZdfdhmqqqqChObSid582r+/Yv36b1LiAY3cBwgzps8gYypBMSTPWMRCtiUbLrcLDocjrvMuvugiXHzRxUGfNTU1Yf6C44KOOenEk5CVlYUtW7fgjw8+iN27d4ctj8xY+NBqtT7RrwyF4zhYLJa41/i3tbWl1VrTaO1kNRp4wjzYRGqnkn0Wy9reTLlmyULKGCDXNWBZFuPHjfNtAq+tw/Dhw4POsdvt+Gb9N4FsU/v274/LzlSgp09zHIfl//4PWJbF8SccnxJtyvT7QKbDcRyseXnw8nzM55AxlRAPCb8i0mg0yMvLA4XwNx2dThd3YAEAP+36CZdedlngv/luP4Kzzz4bv/3Nb3HX3Xfhl717ccH55+Ppvz6FE08+CZ2dnfE3IkOYPXs2PuzK4pWJ9FTJjQUllZ+VIlo7Kyoq8G1XZpruRGqnkn0Wi/J3plyzZCFlDJDrGng8Hqz75hus++YbPPHkk8jLy/NpZ9T6RPpyc3Mxc8ZMzJwxEwCwb//+QJDxzfpv0uKlUE+fnjJ5CliWxf79+1MiqADIfSDT0XEcKisrw94HIkHGVEI8SA4szGYz7rzjTkydOhV0lJuOKIqYVBu6/KI3eC+P5ubmsN/95vTf4IWXXsRnK1cCAO6480588r+PsXDBAix/662468oUNm7cqLYJqiJV7VZNlVwpRLN39+49cZ2XrD6LtCwqU65ZspAyBih1DZqbm/He++/jvfffB0VRGD5seCCl7bjKSvQvLUX/U07BqaecAo/Xi+83b8aarmxT27dvT3ntDFEUUVdXBwCoX1uvsjXHyPT7QKbDarVR7wPRziMQYkHyHourrrgSM6ZPB0PTgQ3ckf6kUFZWho8++BAr3n4HD9x/P/r16wcA6NevH/KtVtTXHxuoPR4Pvt3wLSoqKqOWmW/Nx6KFi6DRaALrTJctXYbs7GxMnz4d5eXlGDtmDCZUV6OkpATz5s6DTqcLOtZoNGLOnDnoX9of48eNR2VlJQYMGIBZM2ciKysr6FitVosFCxagqKgIkyZOwqiRozBkyBBMnToVubm5QcdSFIUli5cgLy8PkydPxrChQzFixAjU1NSgsLAQixYuBMuyQedYLBbMnDHDZ/fYsaiuqka/fv0wb+5c6PX6oGMNBgMWL1qM0tJSVFVVoaKiAgMHDMTMGTNhNpuDjmVZFgsWLEBhYSFqJk3CyJEjMXTIUEyZPAV5ublYunQpKIoK2L106VLk5eZiyuQpGDpkKEaOHImaSZNQWFiIBQsWhNhtNpsxc8ZMDBwwEBUVFaiqqkJpaSnmzpkLg8EQdKxer8e8uXPRr18/VFdVY+zYsSgvL8fMGTNgsVhC7F60cKHP7poajBgxAsOGDsXkyZORk5ODqvFVoEAF9hnUTKpBlikLo0aNQnFxMcpK+2PY0GHIyc5BdVUVWI0GNZNqQFEU5syeg6ysLMyaORMDBgxAZWUlxo8bj/6l/TFnzhwYjcYgW3Q6HebNnYeSkhJMqK7G2DFjUF5ejunTpyM7OzvoWI1Gg0ULF6EgvwC1NbU+u4cNw+S6ybBarViyeDFomg46JycnB9OmTsPgwYMxevRoTJw4EcXFxZg2dRpYlg1qo16nQ8XYscjPz8foUaMwqHwQ8vPzUTG2AnpOFzi2uqoaHMfhuPnzUVJSgrFjx6J/aX8UFRZhzKjRMBmNQeXSNI2J1RNgMVswYsQIlJb0Q2lJP4wYMQIWswWzZs4EwzChv7Vp0zBo0CCMGT0GEyZMQElJCY6bPz/0t2YwYPSo0cjPz8eg8kEYVF7eZfdY6HW6IFtYlkXV+Crk5uRg6NChKC0txYABAzBt6jTk5OQElUvTNJYsXgyr1YrJdZMxbNgwjBgxArU1tSjIL+jTY8TM6TOijhFz58wNGiNK+5Vi1MhRMBgMQf2tYTSorqpCdnY2hg8dhv6l/VFSXIJRI0bCbMrCpEmTQFM05syeE9MYodFoMGzYMLz8yst47733sOz4ZXj++efx/vvv4/Dhw2A1GlRVVeHySy/DP/7+KlZ9/gUeuP9+3HH7Hejfv78sY0ReXh6WLF4SGNv85+Tm5mLq1KkYMmQIRo0chUkTJ6GoqAgLFiyAVqsNOrbnGDFzxgwAgN3emTJjxNIlS8FxXNCxJpMJs2bNQllZGcZVVmLcuHEoKyvD7FmzYQpjt3+MmDBhAsaMHoNBgwZh+rRpIXYzDIPFixYhPz8fdXV1GD5sOIYPG466ujrk5+dj8aJFCY0RJqMRs2fN9tk9bhzGVVairKwMs2bNgslkCjrWN7Ydh+LiYkycOBGjR4/G4MGDM2qMmDljBjSMBnW1tYHfstFgxNgxY1BYWIiBAwZgyOAhyMvLw/jKceC02qD7g16vDxkjMuk5QokxQq3nCCWRvMfivXffQ2FBAURRRH19PRoaGqBhWWi1LLSsFqxWCy3LQqvV4vwLL4ir7MmTJ0On02HvL3uRm5eLC84/HwMHDMSpvzoNAwYMwMsvvoT5C45DU1NT4Jzbbv09iouLcfmVV4SUR/ZY+Bg1chS2/bBNbTNUw2q1golxw1p3eJ4P8rVUJ1o7y0r7Y+/+fWG/C9dOtftM7fr7GlLGgFS4BiUlJajr2psxcdIkZJlMQd//tOunQErb7zZ+lxJLNoqLivDeu+/B6/Vi9tw5sNlsapsEgNwHMh2r1YryAQMj3gciQcZUQqxIXgrl7cqA8d577+GuP9wtp034+uuvj/3HLmDz5s145//expIlS/D999/7Pu8ZDhHFyF5xezJ7w15fU36OVL/H44n4IOhyR37gCtfOaH1GgYIY8kP0fS6XsrDH7QZrMEAI085I9fvPS0Wi+Uwy/EnKGJAKv5uDBw9i+VtvYflbb4FhGIwZMwZ1tXWoq63F6NGjMWTwEAwZPARnnnEGnE4nvvvuO3xdvwb19fXYtWtX3LbHSrS21Ha9Fd6ydUvKBBUAuQ9kOh63Gx4+/sxkqTqmElIPyYHFCy++gDtuv0NOWyLidDrx066fUNa/DJ9//jkAIM+ah6bmY9Fzbm4OmltakmJPulJUVISffupbAlXx0BeUn3vWLwgC3C4XBFGEhmECn2dlZUHgebg9HkAUwbIsNCyLvLw8OJxO8F4v3B4PPB5P2Hb66dlnLMtCy7JgNJrAgz3v9YLnBVAUuoTCKHh5Lyxms+R+MRqNyDKZwGq1yM3OgUgBbpcLLrcbAs+DZbWgaTpQfyxtUYtoPiOKInQcB23XBmml/UnKGJBqvxue57Fp0yZs2rQJzzz7DMxmM2om1XRlm6pFUVER6urqAvsbGhoafErg9fVYu3Yt2tra4qqvJ7FezxnTfcugvvvuO3AptPE10+8DmY7T5YLFYsGhQ4diPifVxlRCaiM5sHhnxQrU1tZi7ty5eOGlF7FvX3zTavHAsizKB5bju+824sCBAzjS1ITamhrs2LEDgC8zVXVVNZ548gnFbOgLbNuW2dPf6az8HK5+URRBURTyrFZoWRaCIKLT0Qm32w2v1wu9Xg9zlhm8IMDpcoKmKBw92gqapkFrtWBZFjwvoNPRCafTGfbBx99nOp0OBr0BDEMD3drP0AyMBiNomoLX64XD6QykstRJ6BeO41BQUAC9TgeKpuHxeODlvdDrDTAajKAAOF1OdHR0AEBcbUk20XxGazLBas2Hl/fCbreD7tqrBijrT1LGgFT/3bS3t+PjTz7Gx598DAAoLy/H5Lo61NbUoqq6GoWFhTh+2fE4ftnxEAQB237YhjVr6lFfvwbff78F3hjf3sZzPTUaDcaP9+lXbP7+e1gslpRRMc70+0Cm43K5Iqbmj4TaavGE9EJyYPHSCy9iwIAB0Ol0+Ocbb0YcLEUAM2bOiKvs3139O6xavQqHDx9Gbo5vj4XRaMS7764AALz+xus479zzsHfvPuzdtxfnnXsenE4nPiAp9KIydcpUvLPiHbXNUJX29va4FEfb29vBMEyv51AUBZZlkZ2dLbsIVjiVVFEUIQgCLGYLNKzvZ8zQvjf9oiiis7MTWUYTGA0DBgwYmobd0Yn+/ftj5487/UaD0TDgtFzEDGyAT18g22wBowluP03TvgCg22yG18ujpaUFNE3H3S8cx6FfcQlY7lj2EY1GA4fTCb3BAJr21aPX68HQDFrbWgGBBkVTMbclWURTtmUYBiajERRNQ8NqoGE0aGtvCwoulPInqWNAvL+btra2mNR9lWjnnj17sGfPHrz2+uvQarUYP3486mp82aaGDh2KMaPHYMzoMbjwggvQYbPhm2+6tDPq1+DAgQNhy4z3ehYVFSErKws2mw07d+5UdHyIF3IfIJQPLMcPP2yL6z5IIMSK5M3bL73wIsaOHRt4axoJURQxsWZSXGU/cP/9qBrvyzhy9OhRfL/lezz19NPYs+dYirSLL7oIJ510MsxZWdiyZQv++NCDEdfSks3bhO5Ee/MI+Hy2+9vF3NzcuN7WejwetMi4LC9c/TzPw2QygeO4kON5Lw9B4CGIIowGA7iuZTYejwcOpzPw0C+KItxuN2w2G3iex9GjR8PWn5OT43t4Mpmg7Vr+AQB6nd43g9FVlsvlgr2zE6Iowm63h+zz6K1f+vfvD4PBEPK5jtPB7XFDr9NB1y2QcTgcaGtvh0ajibktySKaz2SZskKCNJfLBZvNFnZvjNz+JJV0+92Ew2q1orYryKitqUFOTk7Q93v37kV9fT2+rl+D9evXB3SR4r2eS5cswW9O/w2+/Oor3Hf/fUHfpcr1JGQ28f6eCYRYkTxjsWvXLlitVjltCXDLrbf2esyzzz2HZ597TpH6+yrLli4jb6rgm9ZtaWmJWflZo4nvZ6LRaGRbUx2pfpqmoY2QV1zLaeH1eAEKcDid6HQ4oNVqoWW1KCwoxKHDh+B2u+FyuSAIgm85EU2HtZnjuMADlc1mCxyn1+shCgI8Ag+X2w232w2KogI2hRPFjNYvRqMRep0u9BxGAw3DgGF08Hg8cDqd0LAsOK0WDM1AFHyzM7G0JVlE8xmWZQPBWHe0Wm0g4OuJnP6UyBiQTr+bSDQ1NeHd997Fu++9C4qiMGK4L/VpXW0dKrpSlZaVleG0006Dx+vF5k2b8M36b7Bl61bs3r07ZKN2pOtZNb4KALAhjAhZMtoZDXIfIPh9INbfM4EQD5JnLNIJMmPhQ+0sRqlMpL6xmM3QSciI4+x6m54o4eoXBMG35yHM233Ap6zK8zzcbo9vmRB8MxyCIMDpdMLpdIJhmJAH2XA2R6pfr9NB0xVw0DQd8qa9s9O31yGWOgCgqLAQluzssG3p+YDK8zx4nocoimhra4PNbg8JsuTqfylE8xmjwRBRaCpSnwHytUfuMSBVfzdSMBgMmDBhAiZ3KYGXlZUFfd/W1oYN332HDRu+xYbvvkNLS0vY66nX6/G3Z58DwzA465yzceTIkZC61GwnuQ8QIvkA8Q2CHEiesSCkH4sXLca7772rthkpSaoqP4crRxTFiLMVAEAzDCiKgsvtBoWuDcEMA4ZhMKh8EDZu2hj24TVW5W2apsHpdBHfsAO+N/DhZi0i9Ys+QpAUaU27P5Axm82whXlZoKZKbLS6mShv8SP1WW9lxoPcY0Cq/m6k0NnZiVWrVmHVqlUAfGKsdbV1mDF9OsaPHw+LxSf6OGvmTAC+vRy/7N0L9OgDs8UMhmFw6NAhHD58OOzyNjXbSe4DhEg+QIIKghzEFFhY86yoqKzAN998E8jG0vNtTjT27t0rzTqCrKypX6O2CWlFIsrx/nMTGail1E91/YtUa0PD4V7r89scqX5/HVII1y80TYOmQoOUWOqJaKMM/S+FaNdM7n6TQjLGALV/N3Jx4MABLH9rOb5Y9QVYlsWIESNQNb4K1VVVGDp0KMrLy1FeXh7x/O+++y7id2q2k9wHCMQHCEoSU2Dx3HPPon9pf+zYsQNnnHUmAOC1V/8BXZg10T0RRRGTamsSs5IgC8OHDw8WHyRERRRFyTf+RM5NpAyx618ksrNzcOhw+OCiZ32R6vfXIeUhOVyZgiBAEAVJ9US0UYb+l0K0euXuNykkYwxQ+3cjJ357eJ7H1q1bsXXrVrz6j1dhNpsxrnIcysrKwgZRbrcLn3/xRa/lqgG5DxCIDxCUJKbAwmLJBkVR6N9tlqKlpQX9+vVTzDCC/DSFWetLiI7cqsNy1E9RFNxud8TNsULXHoRwD7BtbW0R3yaHVd6OoOLNe72goyzn8G/m9uP1eiEIQkDErieOzs6wy7sEngcdZflQZ2dn2CVZaqrERvOZaP3Ws896likHyRoD1P7dyEm4trS3t2PV6lW97plR+npKgdwHCMQHCEoSU2Bx33334vhlx+OTTz8NfLbi3XdRSgKLtCKWnNWEYORQHZa7fpqm4XK5oNfrw9rl8Xrh9XgDG7e72+XlvWEfxEVRhMPpBBCqLNxdxdsfGLg9Hl+2qAhpCv3ZRPwBkNlshkGnh9vjhpfn4ejsRIfNFkim0GGzwWw2g+phm9fLQ8NoEO4lvyCIsHWJkfWsX02V2Gg+E6nf/H0W6drI1Z5kjQFq/27kJJWvpxTIfYBAfICgJDEFFp+tXInPVq4M+uz5F55XxCCCclgsFrVNSDsSUR1Wsn5BEOB2u8PqWLhdboiiAA0dfI7b7UZOdnZYATmPxwNBEJCbmxuU15zneXi93kDaWb+6tcfjAc8LIfn7/fV4vV5QFIV8qxVGowk0TYHnBXgFHlqGgVarhdlshsPpRGNjI+x2OxxOZ0imKy/vBS+ET+lpt9vg9XpDZjrUVomN5jOR+s3tdkMQhLCzQ3K2J1ljgNq/GzlJ5espBXIfIBAfIChJ5LQuCcKyLKrGj4dewnQ4QRl+/vlntU1IS9rb2yHwfEzHKqFSGq5+mqZhs9l8ehXdEATfg3+nwwFROLZvwevxwmaz4Whra0j5Xq8XnZ2dyMnOBsuyIbMjgXq61K2NRiMYhoG90x5UR6CeDhsAoLCwEFlZWaBpCoIowuUOfpiiaBoGgwElxSVgWRYNDQ3wuEKXiLjcrpD16A6HE80tLWFT0aaCSmw0n+l0dIa9NuHebsvdnmSOAWr/buQkVa+nFMh9gEB8gKAkCQcW5eXlmFA9ASNHjED//v2Rl5cHg8GAAWUD8Nyzz+GPD/xRDjsJMlBdVaW2CWmJ1+vF0dZWeDyeyBtzRREejwetra2yq5SGq5+iKNA0jbb2NrhcLoiCAN7Lw263BzQrbHY7vB4vnE4n2trbQNM0hg4ZEtZmo9EYdno8pB5RBE3TMOgNgTp4Lw9REOByudDW3gYv74U1L88neCcCPO/TzxCE0A3agE/Qr6ioCG63GwcOHURnZ/CDmiAIcDid4HkBgiCgo6MDDY0NATG8nm1JBZXYaD7D83zYa9M9oFOqPckcA9T+3chJql5PKZD7AIH4AEFJJAvk5ebm4vFHH8OIESMiF05RaGtvx5y5cyQbKAdEIM8Hy7IRN88SYkNtldKe9QuCALfLBUEUoWGYsHaJoggdx0HLcdAwGnh5b5DNHMfBYrFEXQ8vimJA2ZrjOGhZFp0OBzweDzxu374JmqKg5TjQNI2SkhJAFOH18vDyvT9IiYKAAwcPBn6fRqMRWSYT9AYDaIqGIApwdPpmYnivF5xOB4Zh0kIlNprPdL82yfAntcYAtX83cpJK11MK5D5AID5AUBLJAnmXXXoZRo4c2etxKz/7TGoVBJlZuGAh3lnxjtpmpDWubg8IauShj6X+cJ+73W6gowNzZs/Bp599GvSdrushKBoURQXWizudTjgcDrhcroCuTQCbDUVFRXB2bQSPFYqmkWUyBQILu90e+P80TYfMdti7Mu6kUmrSSPR2zfzXJhntUWsMUPt3IyepdD2lQO4DBOIDBCWRPGPx3op3UVBQgG3btuHTzz7F8OEjMH/ePLz+xhtoaDiMs886G1u2bsV1118nt81xQ2YsCITIWK3WsJtMe4PneTQ1NYV8Xl5eHlUZPBJutxt79uyJ+zwCgUAgEAipgeQ9Frm5uQCAm2+9BX9/9VX869//AkVR2L1nN15/4w3ce999mD5tGmbPni2bsYTEWLZ0mdomEFSmpw/IoZLcnUgq2rFAU3TYDa8E+SBjAIH4AIH4AEFJJN/Fjx49CgCBFHw7tu+AIAiorKgAAOz8cScoisLVV14lg5kEOfhiVWQlWEJm0NMH5FZJjqSiHQuCKETc4E2QBzIGEIgPEIgPEJREcmCxefNmAMC8efMAAE6XE3v37sVx84/Dtddcg/vvux8AJC2xICjD+HHj1DaBoDLhfECqCnCk8xydnZLKk3oeIXbIGEAgPkAgPkBQEsmBxQcffQiKonDWGWeiqLAIAPDlV1+B4zic/uvTUTF2LERRxOdfkMg4Vfhl7161TYibSMt0pC7fibeeZCGlnVJsDucD/mw28RBNPbjDZgvRtxAFX1Yp/58oiD2+F9Bhs8Vlg5yoff2lEq/fpOMYQJAX4gME4gMEJZGcFeqLL77A088+gyONjXB7fG8un3/heVRUjEXF2ArwgoCVK1fiqaefks1YQmKYTCa1TYiJSOkce6Y0TTSVo9opMONpp9vlgtPlAkVRCdkczgfkVkkOqGjr9RBE0dcWLRskZuf1en1q313fO5zOpCdWUPv6S0VKymF/e9JlDCAoB/EBAvEBgpJICizKBw7EqNGjsWP7Dnz51ZeBz202G847/3xkZWXB6XSSPMkphpaNP1NPMtFoNDCbzdBoNEFvXBmGQbYlGzRNwe3xwGazBYTbGL0enE4Hr9eL9vb2mMSnItUDQFJ5SreT6goycnJzoWE0cDgd4LupAMdjcyQfaG9vR052dliRvJ7Eoh7c0NCAfiUlyMrKgkbDoucLdIZhoNVy8Ho9aO/oQENDQ6/1yoXa118q4ewWRREURSHPaoWWZSEIIjodnQH/6NkeVhN78Ejom6T6fYCgPMQHCEoiaSlUSb9+uPvOu3DfvfeG/b6joyMQVIwZPQYzZ8wMZJEiqMfhhsNqmxARjUaDnOxssCwb8rBtMhrBaBhQXeJsFrPFt5ymmwo1y7LIzs4OeiseTz3diae8eIm3nX4VbYvZAp1OBw2rgdFoDNm7FKvNkXxAbpVknufRYbPB7fYAkZZZiSLcbl8A1T1QUhK1r79UwtntFy20aRKefQAAqTFJREFUmC3gOA4UTYPRMCH+0b09Bw8dVKsJhBQhle8DhORAfICgJJICi7X1a2G322EwGPDaq//AV6u/xFvLl2P+/PlBx11x2eV46cUX8fBDD2HF2+9g6ZKlshhNkMaoGAQN1cJsNod9W27QG0D1SEGqYTUwmUwhGYQYhoHZbJZUTzhiKS9e4m2nXq+H0WCEhj32gEvTNAx6gySbo/mA1+tFS0sL2tra4HQ4AkENz/NwOhxoa2tDS0tLTG/xLRYLaJpGU3MTDjUcRltbG1xuNzweL1xuN9ra2nCo4TCamptA0zQsFkuvZcqB2tdfKuHsFgQBJpMpyDeAyP7BMAyGDhmiqJ2E1CeV7wOE5EB8gKAkkgXyHvvzo5g6dWpgKh7w3eguuvhibNy0ETk5Ofjwgw/BdHtY4gUBZ551Jnbu3CmP9TFCBPJ86PV6OBwOtc0IgeM4WCyWkDfILMvCaDAgZB0NfG9rW1tbQ84RRdH3EBtmjXykeqIRrbx4kdJOl8sFLcuGBB0QRdg7O8MuN4xmc7w+IEU9OFw7/TNMFCiIEANL2WKxWS7Uvv5SiWS3KIrIzs4O354I/qFlWTQeOZLSe0gIypKq9wFC8iA+QFASyVmh/Blh9u7di3/84x/Yu28vaJrGeeedCwCoqqoCQ9M4cuQIzjz7LHz62WdgaBq/Of038lhOiJt5c+epbUJYdBwX9uFIy7JhH7YB3wMvx3Ehsxb+zc3x1BONaOXFS7zt5HkeHMdBq9WGZFECRfnOi9PmeH1AisZFuHbSNA2GYUAzXf/bI1CSs5/jsas3kmFXb4SzWxAE3/KnSO2J4B/jx1ep3h6CuqTqfYCQPIgPEJREcmBRXVUFURRx622/x2NPPI7rb7gBgG9PBQAMGTwYALBq9Wr88MMPeP75vwEAJlRXJ2ozQSLvrHhHbRPCwmrDbyRjelnfrtVqwz74Riov0ue9IfW8WMuJ1E5BEMBptdBoNBAR2s5o/ROprmT4gNr9LHf5StslpX5RFKHtxa5w/rF23VrV20NQl1S9DxCSB/EBgpJIDiwMBt8a3sbGRgC+mQsAXVlgNBg4cCBEUcTuPbsBAEeamgCAbOJWkWVLl6ltQgj+rEchn3f9k6vMSPUkYqMcZfTWzqg6FlHOjVSf0j6gdj8rUbaSdilZdzj/qJlUo2p7COqTivcBQnIhPkBQEsmBxaFDhwAcU3CsrKwE4NsA6vV6MWrUaAAICGUNGDAAANDW1ibZWEJifPLpJ2qbEIIoimFnHcSuf3KVGameRGyUo4ze2hmt3mjnRqpPaR9Qu5+VKFtJu5SsO5x/bNy0UdX2ENQnFe8DhORCfICgJJIDi7Xr1oGiKNxzz7145eVX8Pijj0EURbAsi48++BAlxcWgKApXX/07XH/d9bjzjjsgiiJ2/vijnPYT4mBy3WS1TQiLx+0O+znfS/Yht9sd9s1rpPIifd4b8Z4X6W1wvO2kaRoutxterzfszETP8/wZnHieh8vpDFtmJB+Q8w12svo5WeVLOU/p/qQoCu5e7ArnVyNHjFS8n3sjGbMlZEYmMql6HyAkD+IDBCWRnKT9xZdexHHz5yM7OxujR40C4Mtg89AjD+PGG24ERVH46uuv0dzchF//6lcAfA8+L730kjyWE+Jm+47tapsQFqfLBU6nC3kYcHs8PjXoCFmhXC5XyCZgURQDiQVirSca0crrTiwqzvG2k2EYuFwuiIIQNiuUu0tzQhAE0DQNnU4XWHffybKgaTpERbq7DyilPK1kPyeC0nYlsz9pmobL5YJer4+YFcodJmPYvn37FO/ncCRD5TxdldSTTareBwjJg/gAQUkkBxbNzc0448wzccYZZ2DggAFoPNKIN958Ez/++CMO7D+Auro6vPL3V+BwOKDX62HNs+LV1/6BjZs2ymg+IR4KCgqwf/9+tc0IweVywev1+h6uu+HxeMDzAhhNqO6A2+2GIAghQnFerzfiQ0SkeqIRrTwgPhVnKe30er0QBRE6vS7oc54XAn1gMpmg7XqYAgDe69Of0IVRkc7Pz8fhw4cVVZ5Wop/lQCm7lFbyjmS3IPh8gAuT5YnnhbCpiHU6LqkP2clQOU9XJXW1SNX7ACF5EB8gKElCsrKHGw7jkT89EvL5+m/XY/236wP/fcuttyZSDUEmUvmm2t7ejpzs7BARsE5HJ0xGY9Abe6/HC5vNFjJbwfM82tvbJdUTjt7K86shRyuru+pxa2sr2trakJuTE3M7HQ4HKIqCRqMJCKEJggB7pz2gutxdIE0QBHQ6OiPWb7PZ4rZZit/I2c9yIrddUnxArv6kaRo2mw0MzUT1ge7tsSVRxycZfZOs/u9LZHr7CcQHCMoieY9Fb7Asi8mTJ+OmG29UqgpCnLS3JefhTQperxdHW1vh6Vre48f/MMR7eYiCAJfLhbb2NtA0HXg7KYoiPB5PTA8NkerpTqzlSVFx5nk+rnb6NR/a2tvgdDrh9Xhht9vh8XiCVZdFEbyXh91uB8/zEev3er1JUZ6Ws5/lRG67kqXkHc5uv8hgW3tbYMlcOB/o3h6XM3mzFcnom3RVUleTVL4PEJID8QGCkiQ0Y9GTwsJCTJ06FdOmTMWECRMCU/QPPvSQnNUQJDJw4ED8/MvPapsREa/Xi5aWlpC10jzPw26zwcvzoCkKWo4L7C2QsoY6Uj3xrMnmOA6aXnQ2eqLRaMBxvqUo8bRTFEW4XS60t7cHBNtYrRashvVt2PZ64fZ4wi596Y5er0debh46O0PfZsdic7zI0c9KIJddifqAnHY3NzVBEEVoGCZqe8rLy/HL3l/irjtektE3ye7/vkKq3wcIykN8gKAkCQUWFEWhsqLSF0xMnYpBgwYFfQdIU+4lKMOG7zaobUJMuLo9CPkfkIKw2cJ/Lnc9UUhExdlfp9R2ulwuWMxmdHR0xJWSl9Nq0dp6NLDZW4rNUkikn5UkUbvk8AEpxGJ3pM+TNQYko2/U6v90J13uAwTlID5AUJK4AwuLxYLJdZMxdepU1NXWIisrC0Bwej+Hw4EtW7Zg1+7d+OUX5d+OEWJj5oyZaae4GW25SjLqiYTcKs7xtpPVauPW+WA0GpQPLI/7piKnUnOqBBU9kWJXKih5x+s3yRoDktE3qdD/6Ug63gcI8kJ8gKAkMQcW5517LqZOnYrRo8eA7goiugcT+/fvR2lpKURRxKIli9HR0SG/tYSEIAOJPMih4pzIA7aU+v0qzLt275JcX6oGBWqgtg9IJRljQDL6Jl37PxUg9wEC8QGCksS8efuySy/D2DFjwXRtmnU4HFi1ehUefOghHH/iCTjhpBMDxwpdatuE1GLZ0mVqm9AnUFvFWUoZfhXmwYMGJ6W+vo7aPiCVZIwByeibdO3/VIDcBwjEBwhKEvdSKF4Q8NRTf8Vrr70OL09SlqUTH3z4gdom9Bk8bjcYvV7SeUrXT4EKu0yK93qxc+fOoDe9giAEPWT5Mw0pYbO//Hj2BKQCkWxT2weiEcnmZI0ByeibVO7/VIbcBwjEBwhKEne6WZqicMXlV+C/b72Fa6+5BuMqxylgFkEJ5syZo7YJfQanyxX/rIGM6tI962dZFkaDAWazOfBnNBiCRNVcbjeKigoDGahEUYROp4PFYgn86XQ6iKIY+F4OmzmOg8VshtVqDfxZzGYYjUZkmUzIy8sL+jyc4FuyiWRzd9vU9oGexGJzssaAZPRNqvV/ukDuAwTiAwQliXnG4v4H7sesmbMwceJEaDQaFBcX4/Rfn47Tf306Wo4exeeff66gmQQ5+O6779Q2oc+gtrq0v36dTgeD3gCGoYFuMxEUKNBaLViWBc/7BNMcDgf27d8fVq3bj0ajgV6vh9vths1mA8/zkm2OpIjMMAyyLdmgaQpujwe2ruxXNE2rrpQsh5J6NJRQGI/H5g0bkpMNJhl9kyr9n26Q+wCB+ABBSWKesXjrv//FlVdfhbnz5uHOu+7E5198AbfHA4qikJebi5NOPDHw9uiiCy/ClClTUFxUpJjhhPgZOGCA2ib0Kdrb2yGEEaMLhxLq0na7HTotB0bDBAUVQVAUGA0DTsv5juc4mE1Z4KKk6qQoChzHIcuUFZfmRXf8isgsy4YEFSajEYyGAUXTXW/ZLUFLsrorJcerU5AIkWzuTk/b2traVPWBeG0uLCiQtf5oJOP3ofZvMB0h9wEC8QGCksR917bZbXjv/ffx3vvvQ8fpMHXqVMyePQtTpkyF0WAAAPzm9NPxm9NPBwC43W5MmTZVXqsJkmgnmbpkxa+GHOltMeBbeqHU23eDwYB2WwdMCD/74K/fP/tgMBjAaDSw2WygGSZklqPbSeB5AS63C0ajUdIb3kiKyAa9AVSPPRwaVgOTyQSbzQam2zl+peSWlpa465eCFBXnlpYWVX0gXpuTuYslGb8PtX+D6Qi5DxCIDxCUJKHXgU6XE598+gk++fQTsCyLutpazJ41G9OnT4fZbAYAaDM8Z3gq4fWQm6rcqKUuzXFcYAmIzWYD3fX2v/vvze12w+VyBQTxOI4DTdHgeR4dtg6wLAsty4LRaAIbvnuqeEtRKo6kiMyyrC+YCYNWqw0r2pcspWQllNST4QNx28wkV3k6Gb+PVFV4T1XIfYBAfICgJLKtM/B4PFi1ejVWrV4NmqYxceJEzJk9GzNmzJSrCkKCFBQU4MefflTbjD5JstWlu6sO+9/yO51OOByOwDGBfQtd33NaLbItFjS3NIOmaXi6BRCRMklJUSqOpIisZdmIS7b8y6+cTmdQgJEspeSkKKnLjBSbc7KzVVGeTkbfpKrCe6pB7gME4gMEJVFkAbMgCFi7di3Wrl2L+x94QIkqCBLYvv0HtU3ICJLxQBNOPTjcG//u+JdBhbMvmop3vErFkY5nenm7rtVqgwIjqfVLIVlK6nIixeb9+/errjydjL4hQUVkyH2AQHyAoCRxp5slpC+Tp0xR2wSCDCSivF1S2k/R+iId669fComoLCtdvtK2yV3viFEjVbOZkBqQ+wCB+ABBSUhgkUG8++67aptAkIFElLd379qtaH2RjvXXLwWllZLTUcVZar3frPsm45WnMx1yHyAQHyAoCQksMoilS5aqbYJsyP3GNVXf4EayS4p6MO/1orS0NER5m+f5wJ8gCAnX5XK5wpbFe71RZy3cbnfY9iZDKTlaHdFsVlPFWUrdkyZNynjl6UynL90HCNIgPkBQEmp8dZWkV1dVVVXIzcnF9u3bsf/AfgC+rC/nnXsuRo0ajQMH9uP1198IfKcmRqMRq79YhWkzpsNut6ttjmqk+4ZGubO+pGoWmVjs4jgOFoslroBIo9HA4/YAFIIyRUXLJAUAbW1tvfZHd5tZloVBr4fb44HL5QLDMNBxHDQsC5PR5Kuf5+H18vDyvuwkoiiitbU1pD2iKMZUf6L07M9YMmYly7ZYbY4JEWhtayVZkjKYdL8PEBKH+ABBSSRv3r74ootRNX48Nm/ejPMvvAAA8PCDD2FKt7V7CxcsxFlnn4V9+9UPLgjAkiVLsGLFCrXNiJt4lIVjyVMvd3lyobTqs8PhwIgRI7Bz507ZlLfD2SwIAiiKhslkQm5OLrweD+yOToiiCJ732UxrNNAwGvACC5fbBYfDAUEQgnQsgOQpJUtRMnc6nao+oEvxgdFjRuOzzz5T0CpCqpOu9wGCfBAfICiJ5KVQQwYPBgC8/uYbAIAJ1RMwdapPCK+hoQHt7e3IysrCxRdfIoOZBDn4+quv1DYhbqSoISezPLlIhupzW1sbtm3bJpvydjSbnS4ntBoWGg0DnV6HrKwseL1edDoc4L1dNlMAw9BgaAYOhyMkq1WylZKlKJmrTbzK0xu/+05hiwipTjreBwjyQnyAoCSSAwudTgcA2Lx5MwDgzDPOAAA0Nzfj1F+dhksvvwwAMHHixERtJMjEiBEj1TYhbqSoISezPLmQYhfP8zja2gqPxxNxWlsURXg8HrS2toLneQwbOgxOt8v3cB9pKlwUwXv5gPK2FJs5jkOn09Flm0/DwmgwQOB52B2d8Hg8EAQRTqcTNrsNJqMpEJx0tzmZM0Z+JXOXyxW1P10uFzpsHTAYDEmzLRJ+5elYfSAdxwCCvBAfIBAfICiJ5NexBw4eQPnAckyfPh0dHR2YMmUKRFHEG2++AYfDgY6uN40mk0k2YwmJ0djYqLYJcZGoGrLS5clFslSfOY6D2+2WRXk7ms0sy0LTFXA4nE7QlMv3mUYDnhdAUTxaWo7C5XYFll6B8ulwdNrtquxxkaJk7j9G7f0K8ShPHzlyRFVbCeqTbvcBgvwQHyAoieTA4pNPPsFFF16Em2+8KfCZzWbDf5YvBwBMnz4dANDU1JSgiQS50LDJWdYjF3KoIStZnlwkS/VZ1yMYSER5O5rN3RW26a7/dbs9EHEsqGEYBjRNB/aMAIDL6USHzRZXP8iFFCVz/3lqBxZ+YvGBdBsDCPJDfIBAfICgJJKXQv39769i06ZNAbElnudx/wMPwG63w2Qy4cILLgQAbNmyRTZjCYlhzspS24S4kFsNWe7y5CJZqs+sVguDXh/+nDiVt6PZHE5hm6J9D+Wcjgu87QcQeFBnGAZc1/JKNYikZO63zR8IxXJeKhDJB9JtDCDID/EBAvEBgpJIDludLifOv/ACVI0fj7w8K7Zs3YJDhw4B8C2FeOmVl1Harx8++fRT2YwlJMbPv/yitgkxI4cacveHK7nLk4tk2eU/tuFI/FPgPeuJZrMcCtvJToOYqr6hBOk0BhCUgfgAgfgAQUkSFsjb8N13+PiTjwNBBQAcPXoUr732Gh586CF8++23iVZBkInx48erbULMyK2GnKrqysmyy3/s4EGDEq4nWr2prLCtRL3ppmKdTmMAQRmIDxCIDxCUpNcZi/z8fEyuqwPP+xV6vfD6VXp5Iei//WkktZwWnJYDx3HgOC3ee/99xRtC6J1P02z2yON2g4mwdKe38+ItL9Ieg2jlyYXc7Yx2/KZNm2WpJ5rNvNcLOsISoUjq2pHqSRbxXANBEALBhMvplM2GZMx8pNsYQJAf4gME4gMEJek1sCgsKMTtt92e0Bs9ElikBgsXLMQ7K95R24yYcbpc4HS6uJapiKIIZ4TNtD3Li1VdOVJ5ciF3O6PVM23adHyz/puE64lms9vj8WVYCqOi7XK5wu5VSEY/R6O3ayCKYiAblE6nC2SL6mRZ0DSdNurv6TYGEOSH+ACB+ABBSXoNLFpbWwFA8hpkQuqQbgOJFGXhaErNqaquLHc7o9Xz9ZqvZaknms0ejwc8L/iE5rrhdrvDqmtHqydZRGuPP6joqVbOe3kIggBdGqm/p9sYQJAf4gME4gMEJek1sDjSdATP/e25ZNhCUJhlS5el3YDS3t6OnOzsmMTjYlFqttvtyDZbQh56g+imrtzc3ByvyZKQu52RGDN6DH74YZss9USzudPRCZPRCKprdsLr8Qb0IeKtJ1mEa48/qLCYLUEpGgXBF3j66a6K3puwn1+xPNo1iKe8eEjHMYAgL8QHCMQHCEpCja+uSp+dhxIxGo1Y/cUqTJsxHXa7XW1zVMNsNqfEA1y8RHu7C/ge/mJ9u5uTkwOGYULePvcsz+12w2az+dStjx6VrS3RkLOdkcjKyoLD4ZCtnqhv3hkGep0eXt4Lu90OmqaDjpGjPXLTsz08z8NkMoHjON8BohiYzeJ5PmwZHo8HLS0tEevIzc2Na9aot/LiIV3HAIJ8EB8gEB8gKEnCWaEiodPpsHjxYhQWFipVBSFOqsZXqW2CJPzKwm1tbXA6HL7EAYIvmYDT4UBbWxtaWlp6fTj1qyvTNA2bzYbW1lZ0dnbC6/UG/jo7O9Ha2hp4u86y7LGHyjRpZzSqq6plrSdaWXabDfsP7MehQ4fg7lKslrs9ctOzPQDAalgIggCP2w17Zyc6bB0RgwrgmFp5OBJRWZeDdB0DCPJBfIBAfICgJAnJLxoMBowfPx55ubmw2e2w2+3otNvhcDhRUJCPu++8Cxu+24CLLr5YLnsJCfDzzz+rbUJCxKIsHI10UVdOtJ3R6O4DctbTW1lutxvo6EgbzQd/eyxmMzo6OuJKoZvK6u/pPgYQEof4AIH4AEFJJAcW/UtL8dRfn0JRUVHU4wYPHiK1CoLMmC1mtU2QDSkPp5HUlaWclyzkfgiP5ANy1hOtrHQIKrrDarWSdDlSVf29L40BBGkQHyAQHyAoieTA4vLLLkdxcXHUYwRBwD//+abUKggyE+8SjL5EJqkrRyOTfSBe+qL6O7n+BOIDBOIDBCWR7F3jxo2DKIpY/eVqvP/+BxhXWYlf/epX+MtTf8UvP/+CK6+8Er/88jOe+9vf5LSXkACNjY1qm6AamaSuHI1M9oF46Yvq7+T6E4gPEIgPEJRE8uZti8UCALj/gQfwyaef4L333wNFUei0d+LzLz7Hvffeg2lTp+Hkk0+WzVhCYowYPkJtE2RDyptfqcrOaipCR2unlD6I5ANy6tT0Jc0buX1GbR/sS2MAQRrEBwjEBwhKInnGovHIEZQUFyPbko2mpib8tGsXeJ7H+PHj8O///BtNTU2gKAoXnn8Bli9fLqfNBIl8veZrtU1IiERVipOlcJ0o4drpdrngdLkCG3ml9kF3H5BT9TnZCtLJQmn190TLi5d0HwMIiUN8gEB8gKAkkmcsNm7cCABYsngxAF+u9V27d2HO7Dl45KGH8cTjTwDwZd0hpAZz58xV2wRJaDQa5ObmwmKxQKfXg2GYQOYmnV4Pi8WC3NzcXteN+tWV4yGZitCR2knTNLQch+LiYpT2K4XRZJLcB3Nmz5GtP6PZLKWsVERun1HbB9N1DCDIB/EBAvEBgpJIDizefudtUBSF0047DYMGDQIArFz5ORiGwYwZM9C/f3+IoogPP/xQNmMJiZGOSpt+lWKWZSO+5e2uUtzbA2x7ezuEKBoE3UmmInSkdnZXftbpdNCwGhiNxqB0uEDsffDBhx/I1p9yX5tURW6fUdMH03EMIMgL8QEC8QGCkkgOLDZs2IA77rwDV119NQ4ePAgAePmVl/HhRx+h0+FAY2Mj/vHaP/D8Cy/IZiwhMZYtXaa2CXFjNptB93iIjgTDMDCbo6fR83q9ONraCo/HE3EzrCiK8Hg8aG1tTZp4W6R2CoIAk8kEDXvsoZymaRj0hrDl9NYHM6bPkK0/5b42qYrcPqOmD6bjGECQF+IDBOIDBCWhxldX9Y10N1EwGo1Y/cUqTJsxHXa7XW1zVEOv1weJwaU6HMfBYrHEvR69ra0tpqUjqbIvIFo7RVFEdnZ26HeiCHtnJzweT9hzwvUBx3EoyM+HO8w5kYhWlpLXJlWR22eS7YPpNgYQ5If4AIH4AEFJEl6b0K9fP8ycORMDysrAcTq0t7dh+/btWPn55+js7JTDRoJMTJ0yBR9/8onaZsSM0irFSipcx0OkdgqCAF2kjb4UBS3Lhg0sIvWBjuMwetRofLdpY8y2RStLTQVptZDbZ5Ltg+k2BhDkh/gAgfgAQUkSCiwuu/RSnH32OaDDPGDccL0d9953Hz75lDhvqrDthx/UNiEukqlSrKZORSR7RVGENkpbmCh7FsKVyWq12Lt/nyz2qa0gnQrI7TPJ8MF0GwMI8kN8gEB8gKAkkvdYLF2yFOedex4Ymg6ownb/M5lMuO/ee1FRUSGnvYQEKCosUtuEmJFDpTgdSKidXf9iKdf/3znZOQnbmCnXpi+STmMAQRmIDxCIDxCURPKMxamnngIAaG5pwfPPP48tW7egvb0dep0e5eXluPDCCzCofBDOPeccXHPttbIZTJCO26Oe0Fu8pIJKcTJIqJ1d/2Ip1//fXm/s+yt6K0sK6XRt+iLpNAYQlIH4AIH4AEFJJAcWg8oHQRRF3Pr7W/Htt98GfffTrp+wf/8+vPr3V1FRUZmwkQR5sNlsapsQFx63G4xeL+m8dCJSOymKgtvtjpimlY+SLShcH3jcbjgk6MpEKos1GCDEGSREujZS9hcka1+Mmvtv5CbdxgCC/BAfIBAfICiJ5MDCf6M9eOBA2O/9jms0hE+LSUg+A8rKsGfPHrXNiBm1VYqTRaR20jQNl8sFvV4fNitUpOxOkfrA6XLBmpeHhoaGmG3rWZbRaESWyQRWq0Vudg5ECnC7XHA4nHC6ogctPcuSkhEpWVmUUiVjmNyk2xhAkB/iAwTiAwQlkbzH4pdffgEAnHXWWWBZNug7k8mEq666CgDQ2NiYgHkEOfmuSy09XVBbpThZRGunIAhwh3nLz/NC2IxQQOQ+cLlc2LFzZ1y2+cviOA79+/dHv5ISWLpE8by8F6zGJ9iXl5eLfKs1ZCwIV5YUte5kKXz3dSXxdBsDCPJDfIBAfICgJJIDi/fefx8UReGUk0/Bpx9/gn++8SZeeell/Hf5W/j0k08xc8ZMiKKIz7/4XEZzCYkwY/oMtU2Im1RVypabSO2kaRo2mw1ez7HAQxAEdDrCp3LurQ8GDxocV3+2traC4zj0Ky6BwWAARfuGDI1GA3tnZ2DWhKIocByH3JzcsMGF3y6GYeJW65ZyjhQyQUk8HccAgrwQHyAQHyAoiWSBPJqm8fBDD2PG9OkAglMl+m/Ku/fsxnnnn6/6ej4ikJfeaDQamM1maDSaiCJyXq8X7e3tSVPKVoJI7RRFEYIgwGg0QsNo4HA6wPcIDuLpg3j7s3///jCEWdIoiiLcbjeMBgO4broWLpcLR5qawpaVmxs+8IiEx+OBIAjgOC6uc1paWmI+3o8U26TUQyAQCARCX0XyjIUgCLju+utw+x13oL6+Hq2trRAEAQ6HA9u3b8fTzz6Ds84+W/WggnCMZUuXqW2CJLxeL1paWtDW1ganw/dQLQgCeJ6H0+FAW1sbWlpa0jqoACK3UxAEuF0uHDp0CPsP7IfdZpPcB8uWLourP41GI/Q6XdiyKIqCVquFw+nE0dZW2Ox2eDwe0DQNVsOGlMVxXNxv+fV6fVwP+4AvcIonEAEgyTYp9ahNuo4BBPkgPkAgPkBQEskzFukEmbHwwUZQak5H+lKmnmhEa6eUPojkA5HKKioshCU7O6ay/QEKAHS0twdmLfxYzGbo4szyZTQY4PF64XQ6QdOxvwdxOhxoi2NZnBTbpNSjNn1pDCBIg/gAgfgAQUlivlPn5+dj6NChEb8vKixCbU1tyF9WVpYshhISZ97cuWqbIBuZEFQA0dsppQ8i+UCksvRxZHVjGAYsy4JlWZjC/O6lqG4zGg20Wm38AVScdWWKknhfGgMI0iA+QCA+QFCSmOf+Tz7xJJx//vlob2/HlVdfhW3btgV9P2XKZNx8080h5/3xwT9i+VtvJW4pIWG+3bBBbRMIKhOPD9A0DZqStlqSpmjQNB2YwZCiuB1NWbzXc7vqiyUgkUNJPF0CXTIGEIgPEIgPEJQk5qeGiZMmgaIoNDU3hwQVAHC0tTVwk+1+ox47tkI+awkJMXDgQLVNIKhMPD4gCAIEUZBUjyAKgaACkKa4HU1ZvNdz46gvk5TEyRhAID5AID5AUJKYZyyKioogiiL+9a9/hv1++/bteO5vzwX+e9CgwZg7Zw6GDYu8fIqQXNra2tQ2QVXUfrOsdv1AZB+IZJujsxNaCct9HJ2h6XClKKnzXi88Xm/MMwqCIEAUxYhaJpHa6dfqoCgqrr0ccqq8J8M/Mn0MIBAfIBAfIChLzIFFTtcGznXffBP2+4MHD+K5v/0t8N9lZWWYO2cO8nLzErOQIBux6hf0JdRWUFa7/p5094FYbOuw2WA2mwP6FbEgCgI6wmSDk6Kk7nK74Xa7oz7s+9Px0jQNnU4HLcui0+EAx3HwuN3w8jxoioKW4wLLs9wuFwRRhIZhwGq1YFkWBr0ebo8HLpcrUF40W+VQeU+2f2TiGEAIhvgAgfgAQUliDiy8Xi9YlkVHe0dMx7e3+TKlmM1maZYRZMean4+dP/6othlJIZpWA6PXg9PpFNW+ULv+SORZrdDs2ROzbXa7HQ6nM6yORSQcTmfY7Gt+hfF40sc6HI6oOhb+oMJkMkHb9XDOe33ZqbRaLbIt2aBpCm6PJ5D6mqIo5Fmt0LIsBEFEp6MTPM+DomgYDAbo9Xq43W7YbLaowUUiKu9q+UcmjQGE8BAfIBAfIChJzK8hm5ubAQDFxUUxHZ9fkA8AqryVJYRnx44dapuQFNRWUFa7/mjs2LEjLtsYhkFDQwM8rtiW/LhdbjQ2Nkb8XoqSekdHR9hz/EGFxWwJLGMSBAH2TjsYhoHJaASjYUDRNDiOgznLDEEQYDabfcfTNBgNA6PRCJqm0enohCgIARVxi9kSWFoVyTYpqOkfmTIGECJDfIBAfICgJDEHFpu//x4AcMopp8Z0/LKlSwEABw4ckGCWL73tvX+4B5998im++vIrvPHa6xg5YkTQMRdfdBE++uBDfP3lV3ju2WcxaNAgSXVlCnW1dWqbkBTMZjNohonpWIZhZJ9VU7v+aFRWVMZlm8VigdvtxoFDB9HZ6XvwDocoCOjs7MTBQwejvkzwer042toKj8cTcT+BKIrweDxobW2F1+sFz/Nhz/HPVGhYDSCK4L087HY7BEGAQW8IXb5FAXm5uWB6tJ+maRgNRvA8D5vdDt7LA6IIDauByWQK2YTe3TYpqOkfmTIGECJDfIBAfICgJDG/Cvvggw+weNEiLFu6FKIo4pVXXsa+/ftDjsvJycGZZ5yB0399OkRRxJr6+riNysrKwksvvIj169fjyquvQktLC/qXlqKj49i67bPPPhu//c1vcdfdd+GXvXtxwfnn4+m/PoUTTz4JnWE2jhKA995/T20TFCcRBWU5ZtfUrj8aHMf5MrrFkVm1u2379u2D0WhElskEvcEAmqIhiAIcnZ3osNliFp/0K3/Hs78g0jkajQYetxtujycg+MSyLBgm9J2JKIowGk3o7Ay1k2HogGhUh60DLMtCy7KBpUo8z8uy90Ft/8iEMYAQHeIDBOIDBCWJ+Q5Xv7Yea9euRU1NDY5ftgzHL1uGo0eP4nDDYTidTuh0OuRk56Co6NhSKafTiTf/+WbcRp1z9jloaGjAXX+4O/DZoUOHgo75zem/wQsvvYjPVq4EANxx55345H8fY+GCBUQ3IwJLlyzFOyveUdsMRdF1LYmJB4qioJPpwU3t+qOh4zjU1NRg7bq1MZ/T0za73R4IILrrVEjB1e0hPdaMSN3PsVgs6OgI3fOlZVmgxzXgeR5arRY07Vti5HZ7QNHdjqEoaLup0Xq6BSput1u2LCpq+0cmjAGE6BAfIBAfIChJXOpXN996C7Zu3RrQqcjJycHIESMxftx4jBwxEkVFRYHv3G43fn/7bWhqaorbqBnTp2PbD9vw4B8fxCf/+xivv/YaTjzhxMD3/fr1Q77VivpusyEejwffbvgWFRWVcdeXKWTCQKK2grLa9fdWRzxBRffzwpFIUNETKWlWI20CZ8LMCAiCAK6rHRqNJqw+RrjzotUjBbX9IxPGAEJ0iA8QiA8QlCSuwKKjowPnX3ABHnv8cRw6dChEEI+iKPCCgM+/+AJnnn0WVq1aJcmofv364ZSTT8G+vXtx+ZVXYPny5bjh+uuxePFiAEBeni+FrX9DuZ+W5hZY8yKnt8235mPRwkXQaDRYtnQZAGDZ0mXIzs7G9OnTUV5ejrFjxmBCdTVKSkowb+486HS6oGONRiPmzJmD/qX9MX7ceFRWVmLAgAGYNXMmsrKygo7VarVYsGABioqKMGniJIwaOQpDhgzB1KlTkZubG3QsRVFYsngJ8vLyMHnyZAwbOhQjRoxATU0NCgsLsWjhQrAsG3SOxWLBzBkzfHaPHYvqqmr069cP8+bOhV6vDzrWYDDgmt9dg9LSUlRVVaGiogIDBwzEzBkzYTabg45lWRYLFixAYWEhaiZNwsiRIzF0yFBMmTwFebm5WLp0KSiKCti9dOlS5OXmYsrkKRg6ZChGjhyJmkmTUFhYiAULFoTYbTabMXPGTAwcMBAVFRWoqqpCaWkp5s6ZC4PBEHSsXq/HvLlz0a9fP1RXVWPs2LEoLy/HzBkzYLFYgvub1WL8uHHIzs7G8GHDUFpain4lJRg5YiTMWVmYOGEiKFComVQDAKiZVIMsUxZGjRqFoqIiDB08BJMmTkJRUREWLFgArVYbVH5WVhZmzZyJAQMGoLKyEuPHjUf/0v6YM2eOzy9mzwFF+crXslqMrxyH3NxcDB08BAPLBqCwsBBjRo+GyWgMsoFhGIwfNx55eXmoranFiBEjMGzYMEyumwyr1YolixeDpukgW3JycjBt6jQMHjwYo0ePxsSJE1FcXIzj5h8HjuOCjjWZTKitrYXVasWC+cdhUPkg5Ofno2JsBfScLsgWLatF1fjxPruHDMGAsgEoLCjExAkTkJ2dHVQuwzBYvGgR8vPzUVdXh+HDhmP4sOGoq6tDfn4+Fi9aBIZhQn9r06Zh0KBBGDN6DCZMmICSkhIcN39+yG/NZDRi9qzZKCsrw7hx4zCushJlZWWYNWsWjEYjqquqA3azLIuq8VXItlhQXFSE/Px85ObkoKx/GfQ6HcoHloOiKPTrVwoKFAYOGACDwYD+pf2Rl5sHa54VJcUlMGdlYUL1BDAME+iX6qpqmM3mhMeI2poa6PX6oP5mNRpUV1UhJzsHw4YOQ1lpfxQXF2PUqFHIMmUF2UDTdMJjxCUXXxJ1jJg7Z26fHiNYlsWihQt9dtfU+H5rQ4di8uTJyMvLw5LFSwJ2+8/Jzc3F1KlTMWTIEIwaOSqhMaL7sTqdDvPmzkNJSQkmVFdj7JgxKC8vx/Tp00N+axqNBosWLkJBfkHCY8R111wbdoyYNWuW77dWWYlx48ahrKwMs2fNhimM3cfNn++ze8IEjBk9BoMGDcL0adNSaowwmUxBx3Ich+PmH4fi4mJMnDgRo0ePxuDBgzFt6jTk5OQEHev7rS2G1WrF5LrJGDZsGEaMGIHamloU5Bek/XPEjTfcKPk5gowRfWOMUBJqfHWVZEWmkpISDBwwAFlms28NdHMzfti+HU6nMyGj1q6px7Zt23Du+ecFPrvh+hswetQonHPeuaioqMDLL76E+ccdh6bmYzMit/3+NhQVFuKKq64MKs9oNGL1F6swbcb0mNeB90Vyc3PR0tKithmKYrVaQzbnxgLP85Jm11Kt/mhYrVZkW7LRYYstZbSfZNgmhUh9bTabQ3QvPB4PTEYjWJYFz/Owd3aGHCMIQthMT3K2X23/yIQxgBAd4gME4gMEJYlrxqInBw8exNdr1uCjjz7Cp59+iu82bkw4qACApqYm7N6zJ+izPXv2BPZv+Gcq8qzBsxO5uTloJj+WiIwaNUptExRHqhKyXArKatcPIOIafo/bjaKiwrjLS4ZtUohkFx8mWxNN03B1He/1ekGF2cEe7rxo9UhBbf/IhDGAEB3iAwTiAwQlSSiwUIqNmzZh4IABQZ8NGFAW2MB94MABHGlqQm1NTeB7jUaD6qpqbN68Kam2phOHDx9W2wTFcbpcca/Xl0NBWe36fboLZlit1sCfpUuvQavVwpyVBVarhcvlhtlshtFgiGnvgNK2JUKkvnZ7PECPzxmGgdvthiD40sUGbdwGAFH0nYeeH8vnG9FsjoacNmTCGECIDvEBAvEBgpIkT5krDl57/TW89OJLOO/cc/Hxxx9j9OgxOOnEk3DvffcFjnn9jddx3rnnYe/efdi7by/OO/c8OJ1OfPDhhypantpoWeU3CKuNFHXnRBSU1a4/moKz1mSC1ZoPL++F3W7vEpTjQdM0aK22a1mQEFCeTqZtcqhLR+prj8cDnhfAaIKXHFEUBbvdBhEAHZI1SghkgeqOnL4RzeZoyGlDJowBhOgQHyAQHyAoSUoGFtu2bcP111+PK664AhdecCEOHjyIR/70J3zw4QeBY1555RXoOA4333wzzFlZ2LJlCy674nKiYREFk8mktglJob29HTnZ2TGJkCWioKx2/X4F53D1+JWnKZqGhtVAw2jQ2tYKQRDh9Xh9onIUFVCettvtIcGFUrb56a4uLVVwLlJfdzo6A+0PIALNLS2wWCxB+ysEwRdc9UQJ34hmczjktiFTxgBCZIgPEIgPEJQkoc3b6QLZvO2jqKgoY6ZAo70tB3zLSxJ5W54K9efm5kZ8851lygp5Y+9yuUBTNNo72mEymaDtEpkDAN7LBzZ1K21bODwej+TNhJH6mmEYGPQG0DQFt8cDm80W0MswmUzQsv/f3n3HN1XufwD/nOw0bVI6oGWVTQe7QAHZs4wWcSsqgogLx1Xvda/r76qgV68DcCsq7sUSQb0IohdxK1uGbIG2NKUjO78/0h4ampQmzelJcz5vX7xeNTnje87z7dM8ec45Xy08Hm+dGRupc6O+mKWOQUl9AAXGHCDmAEkpKu+xIGn06dNH7hCaTE2lZqvVCltVFdxuNzweD9xuN2xVVbBarSgpKZHsg6PU+6+vgnOwytM6nQ5paa2gUqlQXl6O0tJSVFZWwuVywQsvVCqV5LEFU1NdOhzBzrXD4cDx48dw6PBhFBcVifc2eL1eFBcV4dDhwzh+/Fj1vRdNlxv1xSx1DErqAygw5gAxB0hKnLFQEJ1OB0cEn3DT3DS0unNz2L/FbIbBaAz4nikuLmhBNbvdjoqKCvFSII/HI8Zkt9lwsrxc0tjqY6uqgjVCl/0EO9ehvt6UmiIGpfcBxBwg5gBJizMWCpI/IV/uEGQl9wfHSO6/vkrMwSpIA0C3rt384lCpVFCr1VCr1dAbDJLHJsV6gQQ716G+3pSaIgal9wHEHCDmAEmLMxZEzYwgCEhJSalT4A0ABAgwm811H6dazeVywWq1BizS5vF4UFTrkqFIx3Ymkdg/ERERyYczFgrSFKXcSXperzf4N+/V/wXTuVPnsLYbidikXJcahn0AMQeIOUBS4sBCQdZ+tVbuECImkhWcm6P6KjEHqyANALt37663MvfpwjnPTVVdur7YlJ4fwcRSH0DhYQ4Qc4CkxIGFgvTPzZU7hEaRqoJzc1RfBedAlacB34xAcnJywMuUvF4vqmw2AI0/z1JWlw4UmzkhATqdjvnRAM29D6DGYw4Qc4CkFJUF8kgae/bulTuEsEhdwbk5qq+Cc7DK0w6HI2ixNafTCY/Hg6SkpEafZymqSwfLAa/XC51ejxZJSdCoNaiyVfnVpFBqfgTTXPsAihzmADEHSEqcsVCQxMREuUMIWU0FZ61WG/TyltoVnEOtn9CclZWVwXNatewalVWV8Ho84v+7nC6Ul5fDkmips6zL5UJlZWVEz3N9sZ3uTNWlg+WA1+uFx+OBxWyBwWCARquByWSqc2O6UvMjkObYB1BkMQeIOUBS4sBCQVRC82tus9kMVYAnGAWiVqthNpsljih6uFwunCgthdPprHPpkdvtRnlFBVxOF2w2G6xlVt+jZWvlgNfrhdPpRGlpKUwmU0TPc32xBdp/fTMJwXLA4/EgPj4eGu2pwYJKpUKcMS7suGNdc+wDKLKYA8QcICkp++s7hSkqKpI7hJA0poJzfZfVxJKaCs56vR4GvR5anU4stGarqkJxcTG8Xi8Mej10ej1KSkrgdrvhdDhgs9tht9slO8/1xVZ7//WpLzaVSgVdgNoXarUKWq0WTqczrLhjWXPrAyjymAPEHCApcWChIN26d8OBgwfkDqPBDHp9yE/3EQQBBgV+cLTX+pAeqIKzw+EATp5Et27dsH3nDr/3pD7PZ4qtPsFi83g8MBgMgeMWBOiCDCyUmh81mlsfQJHHHCDmAEmJ82EKsnHjRrlDCEk0VHBujur74P7rr7/Wea0pz3OoT4sKtg+v1xtwtqJGfdXHlZwfza0PoMhjDhBzgKTEgYWCjBk9Ru4QGkwQhLBrETRm3Vh3eg5E83luVGzV/0V6u81dc+oDSBrMAWIOkJSEvrn9Yr7Urclkwtfr1mPYiOGoqKiQOxxqoJSUlDpP+GkIt9vNa0hDEM3nOVhsbrcbFosl6P0XHo8n6JOmmB9ERETS4IyFghQWFModQkiaqoKzkgT6piqaz3OgfXg8Hng8Hthtdng8Hng9db8bCVZ9XICg6Pxobn0ARR5zgJgDJCXevK0gaz5fI3cIIbHZ7dAHu0E3iIZWcFaS2k9l2rZtG1JSUvyeylRls0Xtea7JAcA3oFCpVDAYDNDpdHA5XYgzGn1PuXI64fF6oao+BketG7e1Wi10Wq3vvgsv4HK7YDGbG/RUqljT3PoAijzmADEHSEqcsVCQYUOHyR1CSGoqOIfiTBWclUSj0SApKQkWiwUGoxFqtRq9evaEWq2GwWiExWJBUlISPB5PwCco1aepzrPdbhergsfHxyMxMRFxcXHQaDRQa9RwuVzQ6/UwmeJhNBjg8Xrhqh5oqNVqJMQnwBQXB61OB5VKBafLd5y1j19JRfOaWx9AkcccIOYASYkDCwXZsnWL3CGELJIVnJUkWLXqfQf2iz/XrkhdWVkZ9PKh0zX1ea6srIQ5PgH60x49q9FoUFFZCYfTCUHwzUwYDUbYbTaoVCrEm0xQa9RA9To11cdVKl+3p8SK3M2xD6DIYg4Qc4CkxIGFgrROT5c7hJBFsoKzkgSrVp3cIqnOa2q1GiaTKWrPs8lkgs1hh9vlBmrFJggCdDodTp48CVuVDS6XG06XEwaDEXFGI4TqAYTX64Xdbherj59+yZeSKnI3xz6AIos5QMwBkpIyvqYjAGi2lwhFooKzktRXrTrYJU8ajQYajSbqznPNsbjdbpwsP+l3v4QAAV54IQAoKT0Bt9sNvV4Po9EIt8sLl8sFh8MBu90u3p8R7D4SpVTkjvXjozNjDhBzgKTEgYWClDfzR+02poKzktRXSbvKbgv4eu2K1NF0nk8/FqfTKQ6OagYWNQRBgM1mgwDA5XbDZrNBrVZDpVKd8XG6SqnI3dz7AGo85gAxB0hKvBRKQdq1ayd3CBHDQUVw9VWWTk1JCWk9uc9zfcdSe1BRQ6VSQW8wwGg0QqVSifdTNHZfsSKW+gAKD3OAmAMkJQ4sFOS3336TOwSS2JmqSv/5559hr9vUwomnvorbUuyvuWEfQMwBYg6QlDiwUJDhw4bLHQJJzOv11jvLkJPTI+x1m1o48Xir/2uq/TU37AOIOUDMAZKS0De3X2z/JYXvqTJfr1uPYSOGo4LXFlIUiuS9DBazGQajMeT1bFVVsEbgMbKRPJaE+HixQJ4gCA26tMkUFwenywVb9WNnGypSx09ERKRUnLFQkMKCQrlDoFr0ej0sZjNSUlLEfxazGXq9vlHbtdntQT/Y5w3MC/h6YytpR/pYarYXn5AAi8XiK/JnMMDr9cLtdtc7cLE7HCEPKpRSsZ19ADEHiDlAUuKMhYJoNBrWeYgCGo0GZrMZGo0m4DX9Xq/vUallZWVht1dSUhK0Wm2d19VqNdwBCg46nU6UlJSEvJ9IH0ug7SXEJ/gK3VVvz+FwiIXuAu2zplJ3KIOacI+/uWEfQMwBYg6QlDhjoSDjx42XOwTFC1YRu7ZIVIQOVrG8b5++dV4Lt5J2pI8l2PYqqyrh9XjE7flmMyzweDx1Zi5qjuXkyZOs2B4A+wBiDhBzgKTEgYWC/PDDD3KHoHjBKmIH0piK0MEqlu/64w/x58ZW0o70sQTbntvtRnlFhV/lbY1Wg/j4eHiqBxynH4vb7Y7aSuJyYh9AzAFiDpCUOLBQkE6dOskdgqLVVxE7mJqK0OGoqVhutVphq6qC2+1GUnIy3G6370ZlqxUlJSVhfaiO9LGcaXs1lbcrKivhdDjg8Xig1fgu9Qp2LIGO3+PxROT4myv2AcQcIOYASYmVtxWk1FoqdwiKVl9F7GAiURG6diVti8WCoqKisLdVI9LH0tDtnV552+lwnPFJTtFUSVxu7AOIOUDMAZISZywUpOayEZJHuJWdI1kRWt3AS5fOJNLHEs72vPCGvJ6SBxUA+wBiDhBzgKTFgYWCpCSnyB2CYjWmqnMkK0JHIgcifSzRcm6UgH0AMQeIOUBS4sBCQXb+sVPuEBSrMVWdI1kROhI5EOljiZZzowTsA4g5QMwBkhIHFgoyKC9wcTRqGk6Ho0nXC6Rnz54R2U59MQmoO4NQc9N0sHtFouHcKAH7AGIOEHOApMQCeQqiUql4baWM9Ho9LBZLSJfueL1eWK3WRt28rdfrYdDrodXpoFap4PZ44HQ4YKt1U3M426x9LFqtFjqtFmqNBgIEeOGFy+mEzW6H2+2GXq+HTqtFZVWV7wbs0/Yv17lRGvYBxBwg5gBJiTMWCjJl8hS5Q1A0u90e8qNNXS5X2B+cNRoNkpKSYLFYYDAaoVarkZc3CGq1GgajERaLBUlJSWEV4as5FrVajYT4BJji4qDV6XzVsFW++x68AJISWyA9LR3x8fEQBN8fs0D7b+pzo1TsA4g5QMwBkhJnLIiaUE116YYUlnO73WEXb2uK/ej1erRJbw2t3v/JTF6vFw6HAwkJCdBpfbUmnE4XSk6UiI+KDbR/r9eLpBYtJD83REREJA3OWChIYUGh3CEoXrCK2LVFoiJ0sCrWeQPrXlsbboXvuLg4lJWfhN1u9zsWl8sFU1wcdFotvF5f7YkqW1XQ4ng1+2e1bOmxDyDmADEHSEoskKcgX2/4Wu4QCKcqQte+96GmcFtj730A6q9ivWXrloCv11TFbuh+9Xo9tNWzEeXl5VCpVL77KHQ6uF1u8fImp9MJj9cLlSBApVZDq9UGnLWovX8pz43SsQ8g5gAxB0hKnLFQkB45PeQOgWqx2+2wlpWhqKhI/GctK2v0B+f6qlhntM8I+HpNVexQ9yEIAtRqNQRBgM1mw4kTJ+B2u1FZVQWHwwkIAlQqFSAIgCCIl0adaf9SnRulYx9AzAFiDpCUOGOhIIePHJY7BAoikrUY6qtGXVJSHNZ6DVlWpVLB6/VCb9D7BhMBqOu5UTzY/lmnInLYBxBzgJgDJCXOWCiIwWCQOwSS2JkqUdc3eGhoFetGVcqu/i/S26WGYR9AzAFiDpCUOLBQkLi4OLlDIImdqRJ1sBuoG7JuqMsFXLf6v0hvlxqGfQAxB4g5QFLiwEJBDh48KHcI1ATqq0ZdXFQU1noNXVYQBDjq2Y67nic5sYq29NgHEHOAmAMkJQ4sFKRXz15yh0BNwHba419r69ChY8DXvV4vbCHcGG2z2xFo4kGlUtV5/GytncAR4IlQvvcQ0v6bUixdnsU+gJgDxBwgKfHmbQX5at1XcodATaCmirU2wBOYft/8e8B1GlrFuuYxsCq1Ggajofrxsi44nE7xMbIejwcOh6POZVdut8fvUbNarRY6rRZqjQYOhwNxzjgY9PqoeKRsrD7uln0AMQeIOUBS4oyFgkwYP0HuEKiJlJWVweN213m9X99+dV5zu90oKyurd3sajQZJSUmwWCwwGI3QarWoqKiAx+2BVqeDKS4OCfEJUKvVUKlUKC8vh8t56rInj8eDyqpKAL6CeAnxCTDFxUGr08Hj9qCiogJarRYGoxEWiwVJSUlBa3FI6fTjrDketVote2yRwD6AmAPEHCApCX1z+8X83ZImkwlfr1uPYSOGo6KiQu5wiJqERqOB2WyGRqMJeDmP1+uFy+VCWVlZvVWsNRoNWiQm1qnk7fV64fF4EB8fD131N/sej2+Q4HK54PF4YDKZoFFrUGWrgtvthlqtRrzJBKH60bQOh0MssHd6jG63u0krbAc7zkCaOjYiIqLmgDMWClJYUCh3CNSEaip8W61W2Kp8H+z79O4Dt9sNW1UVrFYrSkpKzvjh2Gw2B/ywLVQXvysvL0dpaSkqKyvh8Xig1+l9l0PZ7Thy5AgOHjqIivJyuN1u6HV6uD0eVFZWorS0NOigAvDNbJjN5oidjzMJdpyBNHVskcI+gJgDxBwgKXHGQkHi4+NRXl4udxgkI5PJFNLvgF6vh8ViadANzB6PR3xk7MmTJ+s8HUqn0yEhIUGsVxGsiF5tXq8XVqtV8vsaQjnOGk0VWySxDyDmADEHSEqcsVCQAQMGyB0CyWzgwIEhLW/Q6xv8YbvmXgSNRgNjgAJMRoMBGo1GvG+hIQRBgKGe2huREspx1miq2CKJfQAxB4g5QFLiwEJBdu/eLXcIJLNQc6C+St2hrhfJbUVaNMcWSewDiDlAzAGSEgcWCpLUooXcIZDMQsmBmkuWwnH6upHcVqRFc2yRxj6AmAPEHCApcWChJM3oAxBJJMR7CIIV2gt13UhuK9KiObaIYx9AzAFiDpCEOLBQkJKSErlDoCZQ3zfowXIg2DrO027AbqhA69ltNrjdbrjdbng8nkZtK9IieZz1kXt2g30AMQeIOUBSap5VnigsXTp3wf79++UOgyTQ0ErRtXOgIevY7HboDYaQn5Zkq7XPmv3EmUyIi4sDADgcDtjtdng8nqCPmw20LalE4jiDiaYq3uwDiDlAzAGSEgcWCrJp03dyh0ARVl8RPLXRCL3B4FcE77vvNoa0jt1uh8vlglarbXBMLpcLdru9zn48Hg8ECFBrqp8cZTTWWyCv9rak1pjjDCbUtmkK7AOIOUDMAZISL4VSkNGjx8gdAkVQTaVorVYb9Jt2QRCg1WqRmJgItVqNfrm5Ia2j0WhgtVrhcbsbFJPb7YbVag0aW2VVJbzVl0EJguCrH2G2iDUwTt9WWVlZg/YbCWVlZSEdZ32xhdo2Gk3TfMfDPoCYA8QcICmxQB5RM5WUlBTSN+x2ux0qlSqkdZxOJ0pKSur99h3wXRZU+9v3+mJTq9WIM8ZBrVaJNxHa7XaUl5dDrVbX2VZTCvU4gwm1bWrOMxERUXPGGQsFKSwolDsEihC9Xh/yt9xarRa9evYKaR2NRgO9Xg+Xy4WSkhJYrVbYqqrEG7DdbjdsVVWwWq0oKSmBy+U6Y2xutxsny0+iorISTocDHo8HWo3vQ/jp22pqoRxnMOG0Tc15lhr7AGIOEHOApMR7LBRkzedr5A6BIiTUStEejwcGgwGHDh0KaT811aVr7iWw17rhuOZG5HBjczqdcDqdvm1BgNPhgLUJL32qT0OOM5jGVPGW+n4S9gHEHCDmAEmJMxYKMmL4cLlDoAgJteKz1+uFTqdDhw4ZEdtXsA/b4VSj9sIbtVWsQ61TEc1VvNkHEHOAmAMkJQ4sFOT3zZvlDoEioDHVnouKiyEg9G/TG7o/JVWxDiTaj599ADEHiDlAUuLAQkFat24tdwgUAY2p9hxvMsGL0NYNZX+KqmIdQLQfP/sAYg4Qc4CkxIGFgtiqbHKHoGiR/DY61IrPXq8XdpvvyUtS7yvQ8jU3QHvcnqCVt5tbFetgmqqKdzjYBxBzgJgDJCXevK0glVWVcoegOFJVXW5IpWiv1ytWto6Li4NKECCoVDCbzXC7XHDUunm6vm2EWvm6JjbAN6DQarVIiI+HwWiESlDB4/XAVlXleyqU0wmVSiWudybRVMU6GCmreDcW+wBiDhBzgKTEgYWCtG3TBnv27JE7DEWQuurymSpF1wwq4uPjoav+EG632aHT6qBSqaDS6aDVauF2e1BZVQl3kMJw4VS+ttvtcDqd0Ol0SElOQZzRCEHlfw70Oh3MCWZUVlXhROkJOByOZlfFOhgpqnhHCvsAYg4Qc4CkxEuhFOS333+XOwRFaKqqy8EqRdcMKixmC/TVjz71eDywO+w4dOgQXE5XTRBQa9QwmUxQq9V1ttOYyte2KhuSk5JhMsXVGVTUEFQCTKY4JLVIqndqPlqrWNcnklW8I4l9ADEHiDlAUuLAQkGGD+Mj5pqC2WyGKsAH9UDUajXMZnNY+3G5XDhRWgqn0+l302/NTIVGqwG8XrhdblRUVMDj8aBPnz6wlllht9vFdVQqFeKMceL6Xq8XTqcTpaWlYX/7n5KSDKfLWR1b4GW8Xl8tC5fbhZSU5KDbaqrzGUnB2qa2SJznULEPIOYAMQdISkLf3H7N+zEsDWAymfD1uvUYNmI4Kioq5A6HYpher4fFYgn5+nqr1dqoS2FOv/fAYrHA43YHvI+i9r0Xer0euur6CZWVlaisqGj0/QomkwltWrf2zZR4vVBVzybUnklwuVxwOp3i+16vF4cOH67z+ynX+Yyk5nBfCBERUSRwxkJBCgsK5Q4h5jWm6nJj2O12WMvKUFRUBIfDgZMnT4o3R9eWNzAPgiBArVZDEATYbDZYrVZYrVaUnzwJa1lZoz/sJsTHQ1CpAEHw3ZgtCHA4nKiorBT/ORxOv/cFlQoJ8fF1tiXX+Yyk2m1T8y8S5zkc7AOIOUDMAZKS/BcjU5NZ+elKuUOIedFQdbm+m4a//+F7v/+veSITAOgNBpwM43G0pzPGxdV5TVAJZyzMF2i9aDifkSR3nQ72AcQcIOYASYkzFgqSP2GC3CHEtGiounym7eT27SdpDCqVCiohvG5FJaj8BjrRcD5jDfsAYg4Qc4CkxIGFgmz6/vszL0Rhi4aqy2fazs4//pA0Bo/HA4+3bvG7Bq3r9fgVzouG8xlr2AcQc4CYAyQlDiwUpEuXLnKH0CTk/KbabrPB7XYHrS4dTCSrLte3rfTW6ZLHUFUZXvGlQOs5HY4zXkIVSFNUsW6OlNIHUHDMAWIOkJR4j4WClBSXyB2CZOR+8k7N/uNMJsRV3ytQU/St5glMwQY8ka66XF/l5/Kyk5LHcLK8HGaz2XcDdwN5PR6/+ztqt2dCQgIgQNJq4UoRy30ANQxzgJgDJCUOLKhZk7si8+n793g8EOArPKfRaGA0GuFwOFBeXh50cBHpqstyV36uqKhAlc0mDrAaospmQ0VFRZ3z6Xa74XQ5odfrJa0WTkRERI3HS6EUJCk5Se4QIkruiszB9l9ZVQlv9WVQgiD4ajGYLfB4PHWu+5eq6nKwys/x5oQ6r0kRw7Fjx+C0N+xyJIfdgWPHjkGlUtU5nyqVCuXl5U1SLVwJYq0PoNAxB4g5QFLiwEJBdu3aJXcIESV3ReZg+3e73SivqIDb5UZN2WmNVoP4+Hjxvgupqy4Hq/x85PAR8WcpY7Db7Th05DAqK08Nsk7n9XhQWVmJw0cOw263IzExsc75FKprXTRFtXAliLU+gELHHCDmAEmJAwsFGThggNwhRIxerw95BkKj0UAfocJpZ9q/2+3GyfLqInUOBzweD7Qa36VJtqoqWK1WlJSUSPoh2OVyoaSkBFarFbaqKrjdbnTIyIDb7W6SGOx2Ow4cOIBDhw/DWloKh8MBl9MFh8MBa2kpDh0+jAMHDsBut9d7PmsGF+Xl5SgtLUVlZSVcLhe88EKlUjXZ+YwFsdQHUHiYA8QcICkJfXP7xfwzGU0mE75etx7DRgxHRUWF3OHIRq1WB70uvbmxmM0wGI0hr2erqoI1ApfKhLN/AQKqqiojsv9waTQaWT98q1SqgE/LCuV81r6kzG6zRaSon1LEUh9A4WEOEHOApMQZCwWZPGmy3CFEjNwVmcPZjhde2StCT5o4Sdb9B3sEbyjnRaVSQa1WQ61WQ28wRCo0RYilPoDCwxwg5gBJiTMW1OwIgoCUlBS/Ks0N5fF4UFRU1KjiaXLvP9bwfBIREcUGzlgoSGFBodwhRITcFZnl3n9jRGMONOfz2dxEY/tT02IOEHOApMSBhYKs/3q93CFETLiVlSNVkVnu/YcrkjkQToXzYOs01/MZSU1RMT6W+gAKD3OAmAMkJQ4sFKRXz55yhxAxtlqPHm2oSFZklnv/4WpsDvhqcpiRkpIi/rOYzfU+bash6zTX89lY4ZzPxoilPoDCwxwg5gBJiZW3FeTgoUNyhxAxcleXlnv/4Qo3B8KpcB7KOs31fIZLrorxsdQHUHiYA8QcIClxxkJBahcUiwXBqksHIkVFZrn3H45wciDUCudqtTqsquhWq7XZnc9wyFkxPtb6AAodc4CYAySlqJyxWLFsOVq3bl3n9ffeew+Pzp8HALh6zhycM+0cJCQkYPOWzXh03jzs2bOnqUNtVgzG2Ho0Z0116WDf/AK+y2Wk+OY3GvYfjnByINQK5wkJCVCpVCFXRS8pKWl25zMc4VSMLykpici+Y60PoNAxB4g5QFKKyoHFpZdfBnWtP7ydO3fGcwsX4fMvvwAAzJgxA9MvmY4HHnwA+/bvx+wrr8SiBQsx7dxzUFlZKVfYUe/w4cNyhxBxNdWl9Xo9DHo9tDodBEGA1+uF0+GAzW6X9HIZufcfqlBzIJwK51qtFjqdLqQP/jVV0e12e7M6n6FqTMX4SBx3LPYBFBrmADEHSEpRObAoLS31+/+ZM67AgQMH8OOPPwIALrn4Erz86iv479q1AID77r8fX6z5HBPz8/HhRx81dbjNRs8ePWK2Q7HX+sBZ80FUSftvqFBzwKDXh/S0Io/HA4PBAG2IFb4FQYCh1ofn5nI+QxXq+QTqnpvGiOU+gBqGOUDMAZJS1N9jodFoMHHSJCxdthQA0KZNG6SmpGDjxo3iMk6nEz/+9CN69eotV5jNwrr1ynjEnNwfQuXef31CzYFQK4V7vV7odDqow7gvINi+ovl8hkruivFK6QMoOOYAMQdISlE/sBg1chQS4uOxbPlyAEBycjIAoLi42G+5kuISpFS/F0xqSiomTZwEjUYjFogpLChEYmIihg8fjo4dO6Jnjx7on5uL1q1bY9zYcTAYDH7LmkwmjBkzBu3atkPfPn3Ru3dvZGRkYNTIkUhISPBbVqfTIT8/H2lpaRg4YCCys7LRpUsXDB06FElJSX7LCoKAKZOnIDk5GUOGDEG3rl2RmZmJvLw8tGrVCpMmToRWq/Vbx2KxYOSIEb64e/ZEbr9ctGnTBuPGjoXRaPRbNi4uDtdecy3atm2Lfv36oVevXuiQ0QEjR4yE2Wz2W1ar1SI/Px+tWrVC3sCByMrKQtcuXXHWkLOQnJSEgoICCIIgxl1QUIDkpCScNeQsdO3SFVlZWcgbOBCtWrVCfn5+nbjNZjNGjhiJDhkd0KtXL/Tr1w9t27bF2DFjERcX57es0WjEuLFj0aZNG+T2y0XPnj3RsWNHjBwxAhaLpU7ckyZO9MWdl4fMzEx069oVQ4YMQXJyMqZMniLGXbNOUlIShg4dii5duiA7KxsDBwxEWloa8vPzodPp/JZNSEjAqJEjkZGRgd69e6Nvn75o17YdxowZA5PJ5LeswWDAuLHj0Lp1a/TPzUXPHj3QsWNHDB8+HImJiX7LajQaTJo4CS1TW2JQ3iBf3N26YcjgIUhJScGUyZOhUqn81mnRogWGDR2Gzp07IycnBwMGDEB6ejomjJ8AvV7vt2x8fDxGjRqF9u3bY8Zll6NPnz5o3749Ro8ajfgAcU8YPx6tW7dGz5490a5tO6S1SkOP7BzEm0zIG5gHAMgbmAeVSoUBuf1hMVuQmZmJtq3bIK1lK7Ru3RomYxx69egJlUrlt068yYQe2TlIa5WGjPYZ6NqlC5KSktCvb1/otDqMGT3mVNwmE0aPGo327dujT58+6NO7N9q3b49Ro0YhPj7eL269Xo8J4ycgPT0dAwYMQE5ODjp37oxhQ4ehRYsWfsuqVCpMmTwZKSkpGDJ4CLp164bMzEwMyhuElqktJesjBuXlwWg0+p0PrUaD3H790CKxBbp17Yb2bdshPT0d2dnZSIhPEJfN7ZdbHXfj+ogrZlxRbx8xdsxY9hEx3kdcf+119fYRfXr3bnAf0b9/f/TI6YFOnTph+LBhdeJWq9WYPGkSUlNTMXjwYHTv1h3du3XH4MGDkZqaismTJkGtVtf9XRs2DJ06dUKPnB7o378/WrdujQnjx9f5XYu1PqKpPkfceMONQfuIM32OYB8RG32ElIS+uf2i+uvABc88C6fTiZtv+RsAoFevXnjtlVcxfsIEFBUXicvdc/c9SGvVCnNvvKHONkwmE75etx7DRgxHRUVFk8VO1NylpKT43e90Jm63GxaLBSqVKuSnNrndbhQVFZ15wWYs1PNZQwnnhoiImr+onrFIT0vDwIED8fHST8TXamYqklP8ZyeSklqgOEJPTolVTTFSpegWag6EWtlaEAQ4HA64w3hiUyxV0Q6mvmMUEPzei0idG/YBxBwg5gBJKaoHFoWFhSg5cQIbNmwQXzt06BCOFxVhUF6e+JpGo0Fuv1z89tuvcoTZbPz3v1/KHQLJLNQcCLUitkqlgs1mgz3ED8KxUEW7IU4/n1qtFqa4OJjNZvGfKS7Or1BgJM8N+wBiDhBzgKQUtQOLmmvYVqxYAfdpRbPeevstzJo5C6NGjkLnzp3x4AMPwmazYdVnn8kUbfMwcGDemReimBZqDtRUxA6F0+lEVVVVSOs05yraoag5n2q1GgnxCb5BhE4HlUoFQSVApVJBq9PBFBeHhPgEqNXqiJ4b9gHEHCDmAEkpKh83C/hubExPTxefBlXb4sWLYdDrcccdd8CckIDNmzfjurnXs4bFGezavUvuEEhm4eRAWVkZWiQmNqiom9vtxsmTJyEIQkjrNNcq2uGoqKhAotkCtaaecyMIUGvU0Ov0dR5U0RjsA4g5QMwBklLUDiw2frcR/frnBn3/+RdewPMvvNCEETV/SUlJ2L9/v9xhkIzCyYFQK4zXzDAqoYp2OOLi4lBWfhLxiIeuugDg6bxeLxwOB8rLyxEXFxexGQv2AcQcIOYASSlqBxYkgRiqB0BhCjMHwqkw3tyqkjcFvV4v3j9RXl4OlUoFvV4PXa06FQ6HA3a7HR6PByqVSlwmIueKfQAxB4g5QBLiwEJBSk6ckDsEklljcyCcitixWkU7HLUrb9c8dtZms/ndkyIIvnstaj+WNlKVt9kHEHOAmAMkpai9eZsir3PnznKHQDKLZA6EM0BQ8qACCFxBu2YQUfNPparbLUeq8jb7AGIOEHOApMSBhYJ8//33codAMmMOyEcQhID3U0i9bm1sf2IOEHOApMSBhYKMHjVa7hBIZswB+Xi93rBnbBqzbm1sf2IOEHOApCT0ze0X89cmmEwmfL1uPYaNGI6Kigq5wyEihbKYzTAYjSGvZ6uqglVBj+QlIqLmiTMWClJYUCh3CCQz5oC8Qq1kDkS28jbbn5gDxBwgKXHGQkEi9shKaraYA/JLSkoSHznbEE6nEyUlJRHZN9ufmAPEHCApccZCQUaOGCl3CCQz5oD8ysrK4KkuIngmka5KzvYn5gAxB0hKHFgoyG+//yZ3CCQz5oD8aiqZO53OoJdFeb1eOJ1OlJaWRrQqOdufmAPEHCApcWChIG3btpU7BJIZcyA61FQlt1qtsFVVwe12w+PxwO12+27UtlpRUlIS0UEFwPYn5gAxB0harLytIJWVlXKHQDJjDkSXpq5KzvYn5gAxB0hKnLFQEJvNJncIJDPmQPRqiqrkbH9iDhBzgKTEgYWCtE5vLXcIJDPmgLKx/Yk5QMwBkhIHFgqyectmuUMgmTEHlI3tT8wBYg6QlDiwUJBhQ4fJHQLJLNQcEAQhrPciqan2owTsA4g5QMwBkhIL5BGRH71eD4NeD61OJ95Q7HQ4xKrRBr0eOr2+znuRLLhUXwws7ERERBSdOGOhIIUFhXKHQDKrLwc0Gg2SkpJgsVhgMBqhVquhUqmgVqthio9H2zZtkZ6eDp1eD5VKJb5nMBphsViQlJQEjaZxD5qrL4ZI7kep2AcQc4CYAyQlzlgoiEqlgsfjkTsMklGwHNBoNGiRmAiVWl3nPbVajXiTCYLK9z2Ey+mCtcwKlUpV5zIlt9sddlG3+mI4XWP2o2TsA4g5QMwBkhJnLBRk0sSJcodAMguWA2azOegH+jhjnDioAACNVoP4+PiAf5jUajXMZnNYsdUXQyT3o2TsA4g5QMwBkhIHFgqy8bvv5A6BZBYoB/R6fdBLi7RaLdTqut2ETqeDShW4+9BoNNDr9SHFVV8MwYSzH6VjH0DMAWIOkJQ4sFCQbl27yR0CySxQDhiqb8QORKfVAgHeEwQBer0+4KyFIAgwhPiBv74YgglnP0rHPoCYA8QcIClxYKEgRcVFcodAMguUA1qdLujy6npmEXQ6XdBq0fVtMxLLN3Y9pWIfQMwBYg6QlDiwUJBgl66QcpyeA4IgBJ0pEKr/C0d9223MspFcV4nYBxBzgJgDJCVml4IkWhLlDoFkdnoOeL3eoLMO3ur/wlHfdhuzbCTXVSL2AcQcIOYASYkDCwXZs2eP3CE0O7H2bXigHHA6HEGXd9fzOFeHwxH0/NS3zUgs39j1lIp9ADEHiDlAUuLAQkH69+8vdwjNgl6vh8VsRkpKivjPYjbHxBOIAuVATUXtQBxOJxDgPa/XC7vdHnBK3ev1whZidez6YggmnP0oHfsAYg4Qc4CkxAJ5CqLRaFhQrB4ajQZmsxkajSbgN/FerxculwtlZWXN9jwGy4GkpCRotdqA6yTEJ0Ct8a8vYbfbUV5eDnWAuhNOpxMlJSUhx1ZfDIGEux8lYx9AzAFiDpCUOGOhIJMmTpI7hKhVU/VZq9UGv5lZEKDVapGYmBhyzYVoESwHysrK4HG7A75XWVUJb63HyrqcLpSXlwecrXC73SgrKwsrtvpiiOR+lIx9ADEHiDlAUuKMBRH4bTlQ/4yNWq2G0WCEy+1CRUUFVCqV3zKRms1RwqwRERFRrOKMhYIUFhTKHUJUUlLV5/pywOVyoaSkBFarFbaqKrjdbng8HrjdblSUl+PgoYM4cuQIHHY7PB6P+J6tqgpWqxUlJSWN/rBfXwyR3I9SsQ8g5gAxB0hKzfN6DgrL+q/Xyx1CVGpM1Wd7M7t5uCE5YLfbxeMSBKHOTdUOhwM4eTLge5FyphgoPOwDiDlAzAGSEmcsFKRXr15yhxCVlFT1OdQcqO8DfVN92OegInLYBxBzgJgDJCUOLBTkwIEDcocQdZRW9Zk5oGxsf2IOEHOApMSBhYLEm0xyhxB1lFb1mTmgbGx/Yg4Qc4CkxIGFgkTrzcZyf+uvpKrP0ZoD1DTY/sQcIOYASYk3byvI4SNH5A5BpNfrYdDrodXpxJtznQ4HbLVu2m0qNrsdeoMhpAFOc636HE05QE2P7U/MAWIOkJQ4Y6EgOdk5cocAjUaDpKQkWCwWGIxGqNVqqFQqqNVqGIxGWCwWJCUlNWkBOrvdHvLjS10uV7N7IhQQHTlA8mH7E3OAmAMkJRbIUxCDwQCbzSbb/muqW6vU6jMu63a7UVpa2mT1CqI5tkiSOwdIXmx/Yg4Qc4CkxBkLBRk/brys+zebzQ364A74Kj2bzWaJIzrF5XLhRGkpnE5n0BuyvV4vnE5nsx1UAPLnAMmL7U/MAWIOkJQ4Y0FNQq/Xw2KxhHwfg9VqbfJLjqLp/g8iIiKi5oIzFgpSWFAo274bU926qdntdljLylBUVCT+s5aVxcSgQs4cIPmx/Yk5QMwBkhIHFgry5X+/lG3fzbW6dXOrU3EmcuYAyY/tT8wBYg6QlDiwUJBBgwbJsl+lVbeOZnLlAEUHtj8xB4g5QFLiwEJBdu7YKct+lVbdOprJlQMUHdj+xBwg5gBJiQMLBUlJSQl5nUjNFoRd3drpjMj+ySecHKDYwfYn5gAxB0hKrLytIB6vp0HLSfFUpFCqW2u1Wui0WqjUang8HqSkpPCpTBHS0Byg2MT2J+YAMQdIShxYKEhpaWm972s0GpjNZmg0mjoDALXRCL3BAJfLhbKyspDrONRUt9ZqtUGXUavViDPGQa1WAYIAu90Or9cLtVrd6P2Tz5lygGIb25+YA8QcICnxUigF6dSxY9D3aipPa7XaoLMKgiBAq9UiMTERGk3oY9KysjJ43O6A76nVasSbTFBr1IAgwOV0oby8HCrVqRRt7P6p/hyg2Mf2J+YAMQdIShxYKMgPP/4Y9L2mqIpdX3XrOGMcBJUKXq+3uo6EFSqVKuAgp6mrcseS+nKAYh/bn5gDxBwgKXFgoSCjRo4K+Lperw95BkCj0UAfRvE6l8uFkpISWK1W2Kqq4Ha7oVKp4PV6UFlZidLSUnGmor77McLdv9IFywFSBrY/MQeIOUBSEvrm9ov5Z3maTCZ8vW49ho0YjoqKCrnDiToWsxkGozHk9WxVVbCWlTV6/wkJCdBXV+aufelTU+2fiIiIiBqPMxYKUlhQGPB1uati6/V6qNXqkAYVkdy/kgTLAVIGtj8xB4g5QFLijIWC6HQ6OE6rJyEIAlJSUkL+UA8AHo8HRUVFjSpgJ/f+lSZQDpBysP2JOUDMAZISZywUZPTo0XVek7sqttz7V5pAOUDKwfYn5gAxB0hKHFgoyC+//BLw9bCrYkfoGw+5968kwXJAbpGq8E71i9b2p6bDHCDmAEmJAwsFad+ufcDXbdWF6ELh9Xphi1AVbLn3ryTBckAOer0eFrMZKSkp4j+L2cynfUkomtqf5MEcIOYASYlVxhSkvLw84OsNqYp9OpfLBXuEPtjLvX8lCZYDTUnKCu9Uv2hof5IXc4CYAyQlzlgoiMMZ/NKh+qpin87tdqMswo95lXv/SlFfDjSFpqjwTsHJ3f4kP+YAMQdIShxYKEhaWlrQ9+qril3D6/XC6XSitLQ04t8ky71/pagvB5pCU1R4p+Dkbn+SH3OAmAMkJX4dqCBbt26t9/2aqth6vR4GvR5anQ6CIPg+0DscsNntkl5+JPf+leBMOSClxlR4Z7tHhpztT9GBOUDMAZISZywUZOhZQxu0nN1uh7WsDEVFReI/a1lZk324k3v/sayhOSAFQ3V19VAIggADb+aOGDnbn6IDc4CYAyQlFsgjoiaRkpICdQMvg6rN7XajqKhIgoiIiIgokjhjoSCFBYVyh0AykysHBEEIu1ZFY9Ylf+wDiDlAzAGSEmcsFKTmfgVSLjlzgDMW8mMfQMwBYg6QlDhjoSCTJ02WOwSSmZw5EOkK681xFkPumNkHEHOAmAMkJT4VSkH+t/F/codAMpMzB2x2O/QGQ0gfrk+vsN4cnxgWTTGzDyDmADEHSEqcsVCQ7t27yx0CyUzOHKipsB6KmgrrGo0GSUlJsFgsMBiNUKvVUKlUUKvVMBiNsFgsSEpKiqqCetEYM/sAYg4Qc4CkxIGFghQdPy53CCQzuXMgnArrarW62VXrjtYK43K3P8mPOUDMAZISBxYK0tCKxxS75M6BcCqsWyyWZletO1orjMvd/iQ/5gAxB0hK8n+1R03GYrHIHQLJLBpyIJQK682xWnc0xxwN7U/yYg4Qc4CkxIGFgvz5559yh0Ayi6YcsNcaQAR7/GFjqnXLNbCI5pijqf1JHswBYg6QlHgplILk9usndwgks2jNgWCXRWl1urC2F+56kRDNMUdr+1PTYQ4Qc4CkxAJ5CqLVauF0OuUOg2TUnHJAEASkpKRApQr9+w+Px4OioqImLwIV7TE3p/YnaTAHiDlAUuKMhYJMzJ8odwgks+aUA16vN+wP2Y1ZtzGiPebm1P4kDeYAMQdISpyxIKKoZTGbYTAaQ17PVlUFa1mZBBGdWXOMmYiIKBI4Y6EghQWFcodAMmtuOWCz20P+Fv/0at1NLZpjbm7tT5HHHCDmAEmJAwsFWbd+ndwhkMyaWw40plq3XKI55ubW/hR5zAFiDpCUOLBQkL59+sgdAsmsOeZAONW65RatMTfH9qfIYg4Qc4CkxIGFguzbv1/uEEhmzTEHwqnWLbdojbk5tj9FFnOAmAMkJRbIU5D4+Hi5QyCZNdccCKVad7SIxpiba/tT5DAHiDlAUuLAQkF0WvmKhlF0aO450JBq3dEmmmJu7u1PjcccIOYASYmXQinIX0f/kjsEklks5UBzGFScTu6YY6n9KTzMAWIOkJQ4sFCQ7KwsuUMgmTEHlI3tT8wBYg6QlFggT0GMRiOqqqrkDoNkxBxQNrY/MQeIOUBS4oyFgowbO07uEEhmzAFlY/sTc4CYAyQlzlgQRTG5b/YlIiIiaijOWChIYUGh3CFQA+j1eljMZqSkpIj/LGYz9Hp9o7fNHFA2tj8xB4g5QFLijIWCxMXFobKyUu4wKAiNRgOz2QyNRgNBEOq87/V64XK5UFZWFnZBNeaAsrH9iTlAzAGSEmcsFGTI4CFyh0BBaDQatEhMhFarDTioAHyXRWm1WiQmJkKjCa8EDXNA2dj+xBwg5gBJKSoHFmq1Gtddey2WL12Gbzd8g2WfLMVVs6+q84Hr6jlzsHrVZ/h2wzd44fnn0alTJ5kibh6279gudwgUhNlshkqtbtCyarUaZrM5rP0wB5SN7U/MAWIOkJSicmBxxYwZOPfc8zBv/nyce/55eOqZp3H5ZZfhogsvEpeZMWMGpl8yHfPmz8NlMy5HcXExFi1YiLi4OBkjj24tW7aUOwQKQK/XhzwDodFowrrngjmgbGx/Yg4Qc4CkFJUDi149e2Hduq+w4ZsNOHLkCL788kts/G4jsrNPFXW55OJL8PKrr+C/a9di9+7duO/++2EwGDAxP1/GyKNbuNflk7QMen3Qy5+CEQQBhjAGFswBZWP7E3OAmAMkpagcWPz8yy8YOGAg2rdvDwDo2rUr+vTugw3ffAMAaNOmDVJTUrBx40ZxHafTiR9/+hG9evWWJebmoMxaJncIFIBWp2uy9ZgDysb2J+YAMQdISlE5sHht8Wv4bPVqfPTBh/hu43d4e8lbeOvtt7F69WoAQHJyMgCguLjYb72S4hKkVL8XSGpKKiZNnASNRiM+bq2woBCJiYkYPnw4OnbsiJ49eqB/bi5at26NcWPHwWAw+C1rMpkwZswYtGvbDn379EXv3r2RkZGBUSNHIiEhwW9ZnU6H/Px8pKWlYeCAgcjOykaXLl0wdOhQJCUl+S0rCAKmTJ6C5ORkDBkyBN26dkVmZiby8vLQqlUrTJo4EVqt1m8di8WCkSNG+OLu2RO5/XLRpk0bjBs7Fkaj0W/ZuLg4TJw4EW3btkW/fv3Qq1cvdMjogJEjRsJsNvstq9VqkZ+fj1atWiFv4EBkZWWha5euOGvIWUhOSkJBQQEEQRDjLigoQHJSEs4acha6dumKrKws5A0ciFatWiE/P79O3GazGSNHjESHjA7o1asX+vXrh7Zt22LsmLGIi4vzW9ZoNGLc2LFo06YNcvvlomfPnujYsSNGjhgBi8VSJ+5JEyf64s7LQ2ZmJrp17YohQ4YgOTkZUyZPEeOuWScpKQlDhw5Fly5dkJ2VjYEDBiItLQ35+fnQ6XR+yyYkJGDUyJHIyMhA79690bdPX7Rr2w5jxoyByWTyW9ZgMGDc2HFo3bo1+ufmomePHujYsSOGDx+OxMREcdkxo8dArVajf25/JJot6N6tO9q2bYs2rdsgKzMLZrMZA/r3h0oQkDcwDwCQNzAP8fHxyOyeiYyMDOTk5GDAgAFIT0/HhPEToNfr/WKJj4/HqFGj0L59ewwbOhR9+vRB+/btMXrUaMQHiHvC+PG+uPv3R4+cHujUqROGDxvmF3dhQSHUajUmT5qE1NRUDB48GN27dUf3bt0xePBgpKamYvKkSVCr1XV/14YNQ6dOndAjpwf69++P1q1bY8L48XV+1+JNJoweNRrt27dHnz590Kd3b7Rv3x6jRo1CfHy837J6vR4Txk9Aeno6BgwYgJycHHTu3BnDhg5DixYt/JZVqVSYMnkyUlJSMGTwEHTr1g2ZmZkYlDcILVNbxnQfMWL48Hr7iLFjxrKPiLI+orCgEBqNBpMmTkLL1JYYlDfIF3e3bhgyeAhSUlIwZfJkqFQqv3VatGiBYUOHoXPnzn59xORJk+rtI/r07s0+Isb7iKlTpwbtI870OYJ9RGz0EVKKysfNjh8/HjffeBP+8/RT2LN7D7p374Zbb7kVTzz5JFasXIFevXrhtVdexfgJE1BUXCSud8/d9yCtVSvMvfEGv+3xcbM+ZrMZZWX8piLapKSkQN3AG7drc7vdKCoqOvOCtTAHlI3tT8wBYg6QlKJyxuLmG2/Ca4tfw5o1a7Br9y6s/PRTLHn7LcycORPAqZmK5BT/2YmkpBYoLilp8nibi5EjRsodgiKEer+E0+EIaz/hrMccUDa2PzEHiDlAUorKgYXBYIDH4z+R4nF7oKr+wHbo0CEcLyrCoLw88X2NRoPcfrn47bdfmzTW5mTZ8mVyhxCzGlMt22a3w+sNbeLQ6/XCZreHHCdzQNnY/sQcIOYASSkqBxbrv/4aV86ahaFnDUV6ejpGjRyFS6dPx9qv1orLvPX2W5g1cxZGjRyFzp0748EHHoTNZsOqzz6TMfLo1hTX1imNRqNBUlISLBYLDEYj1Go1VCoV1Go1DEYjLBYLkpKS6n2crN1uD/kpHS6XC/YwBhbMAWVj+xNzgJgDJKWovMciLi4O111zLUaNGoUWLVrgeFERVq/+DC+8+KLfB7Cr58zBOeecC3NCAjZv3oxH58/D7t2762yP91j4aLVaOJ1OucOIGTXVshtS2M7tdqO0tDToACKS26oPc0DZ2P7EHCDmAEkpKgcWkcaBhU9+fj4+44xOxCQlJUGr1TZ4eafTiZJ67gHSaDQwm83QaDQB79Pwer1wuVwoKysL+znkzAFlY/sTc4CYAySl0Mr9UrP2888/yx1CzGhMtexglzC5XC6UlJRAr9fDoNdDq9NBEAR4vV44HQ7Y7PawLn+qjTmgbGx/Yg4Qc4CkFJX3WJA0OmRkyB1CzJCyWrbdboe1rAxFRUXiP2tZWaMHFQBzQOnY/sQcIOYASYkDCwUpO3lS7hBiRlNVyw71aVFnwhxQNrY/MQeIOUBS4sBCQVzO8K7LJ3+CIIQ8WxGJdSOBOaBsbH9iDhBzgKTEgYWCtGzZUu4QYoLX6w17JqEx60YCc0DZ2P7EHCDmAEmJAwsF2b59m9whxIymrJYdSVu3bpF1/yQv9gHEHCDmAEmJAwsFGXLWWXKHEDOaslp2Y9WuCj5g4MCQqoJTbGEfQMwBYg6QlFjHQkFqHl1KkRHpOhaRFqguhgABXvhyIBJ1Mah5YR9AzAFiDpCUOGOhIAVTCuQOIaaUlZXB43Y3aFm3242ysjKJIzqlppK3Vqv1u1l84MCB4s+CIECr1SIxMTHkmhzUPLEPIOYAMQdISpyxUBB+SxF5TVEtOxzBZlNqz1jU1tSzKSQP9gHEHCDmAEmJMxYKMmXKFLlDiDk11bKtVitsVVVwu93weDxwu92wVVXBarWipKSkSQcV9VUFHzBwQMDXa6qCU2xjH0DMAWIOkJR4/YOCfPvNN3KHELPsdrtYGVvub4Pqqwq+fWvgp4HUVAWPRHVvil7sA4g5QMwBkhJnLBQkMzNL7hAUQe4p5vqqe7dt2zas9Sg2sA8g5gAxB0hKHFgoyLFjx+QOgSR2psrepVZr2OtS88c+gJgDxBwgKXFgoSAaLa98i3VnquytVqvDXpeaP/YBxBwg5gBJiQMLBTEnJMgdAjWB+qp7xxmNYa1HsYF9ADEHiDlAUuLAQkH+3LdP7hCoCdRXFfzo8cBT4HJVBaemxT6AmAPEHCApcWChIH379pU7BGoCdrs96ONtO3fqFPB1l8vFJ0IpAPsAYg4Qc4CkxAJ5CqLVauF0OuUOg5pATeVt1Wn3VGjUGrjc/oMOt9uN0tLSJq21QfJgH0DMAWIOkJQ4Y6EgE/Mnyh0CNRGXy4UTpaVwOp1+l0Xl5uaKP3u9XjidTg4qFIR9ADEHiDlAUuKMBVGM0+v1MOj10Op0YvE+p8MBW62ifkRERESNxRkLBSksKJQ7BJKB3W6HtawMRUVF6NWzF4qKimAtK+OgQoHYBxBzgJgDJCUOLBTkq3VfyR0Cyez7H76XOwSSEfsAYg4Qc4CkxIGFgvTr20/uEEhmzAFlY/sTc4CYAyQlDiwU5M8//5Q7BJIZc0DZ2P7EHCDmAEmJAwsFMVvMcodAMmMOKBvbn5gDxBwgKXFgoSAajUbuEEhmzAFlY/sTc4CYAyQlDiwU5NixY3KHQDJjDigb25+YA8QcIClxYKEgmd0z5Q6BZMYcUDa2PzEHiDlAUuLAQkG+/d+3codAMmMOKBvbn5gDxBwgKXFgoSBjx4yVOwSSGXNA2dj+xBwg5gBJSeib288rdxBSM5lM+HrdegwbMRwVFRVyh0NEREREFHM4Y6EghQWFcodAMmMOKBvbn5gDxBwgKXHGQkGMRiOqqqrkDoNkxBxQNrY/MQeIOUBS4oyFggw96yy5QyCZMQeUje1PzAFiDpCUOLBQkK3btskdAsns982b5Q6BZMQ+gJgDxBwgKXFgoSBprdLkDoFkoNfrYTGbkZKSgvbt2iMlJQUWsxl6vV7u0KiJsQ8g5gAxB0hKrOuuIA6nQ+4QqAlpNBqYzWZoNBoIggAAEARArVZDbTRCbzDA5XKhrKwMLpdL5mipKbAPIOYAMQdISpyxUJDy8nK5Q6AmotFo0CIxEVqtVhxUAECVzSb+LAgCtFotEhMTodHwOwYlYB9AzAFiDpCUOLBQkIz27eUOgZqI2WyGSq2u83rL1NQ6r6nVapjN5qYIi2TGPoCYA8QcIClxYKEgP//yi9whUBPQ6/VBZyD27Nkb8HWNRsN7LhSAfQAxB4g5QFLiwEJBRgwfIXcI1AQMer3f5U+19ejRI+DrgiDAwIFFzGMfQMwBYg6QlFggjyjGpKSkQB3gMqgzcbvdKCoqkiAiIiIiUgLOWChIYUGh3CGQxARBCDpbAQB5A/PCXpeaP/YBxBwg5gBJiTMWCqLVauF0OuUOgyRW34yFRq2Byx340bKcsYh97AOIOUDMAZISZywUZNzYsXKHQE3A6Qj+jPI+fXqHtR7FBvYBxBwg5gBJiQMLBfnxp5/kDoGagM1uh9cbeCJy1+7dAV/3er2w2e1ShkVRgH0AMQeIOUBS4sBCQTp06CB3CNQE7HZ70ErarVq2DPi6y+WCnQOLmMc+gJgDxBwgKXFgoSBWq1XuEKiJlJWVweN213m9orKyzmtutxtlZWVNERbJjH0AMQeIOUBS4sBCQQJ90KTY5HK5cKK0FE6n0++yKK/Hc+pnrxdOpxOlpaVBZzgotrAPIOYAMQdIShxYKEhKaqrcIVATcrlcKCkpgdVqha2qCm63GwajEW63G7aqKlitVpSUlHBQoSDsA4g5QMwBkpJG7gCo6ezYsUPuEEgGdrtdvH/C7XbjxIkTMkdEcmEfQMwBYg6QlDhjoSCDBw2WOwSS2VlDzpI7BJIR+wBiDhBzgKTEAnkKIghC0MeQkjIwB5SN7U/MAWIOkJQ4Y6EgBVMK5A6BZMYcUDa2PzEHiDlAUuKMBRERERERNRpnLBSksKBQ7hBIZswBZWP7E3OAmAMkJQ4sFGTDNxvkDoFkxhxQNrY/MQeIOUBS4sBCQbKzs+UOgWTGHFA2tj8xB4g5QFLiwEJB/vrrL7lDIJkxB5SN7U/MAWIOkJQ4sFAQnVYndwgkM+aAsrH9iTlAzAGSEgcWChIfHy93CCQz5oCysf2JOUDMAZISBxYKsv/AfrlDIJkxB5SN7U/MAWIOkJQ4sFCQPn36yB0CyYw5oGxsf2IOEHOApMQCeQqi0+ngcDjkDoNkxBxQNrY/MQeIOUBS4oyFguRPyJc7BJIZc0DZ2P7EHCDmAEmJMxZERERERNRonLFQkMKCQrlDIJkxB5SN7U/MAWIOkJQ4sFCQtV+tlTsEkhlzQNnY/sQcIOYASYkDCwXpn5srdwgkM+aAsrH9iTlAzAGSEgcWCrJn7165QyCZMQeUje1PzAFiDpCUOLBQkMTERLlDIJkxB5SN7U/MAWIOkJQ4sFAQlcDmVjrmgLKx/Yk5QMwBkhKzS0GKiorkDoFkxhxQNrY/MQeIOUBS4sBCQbp17yZ3CCQz5oCysf2JOUDMAZISBxYKsnHjRrlDIJkxB5SN7U/MAWIOkJQ4sFCQMaPHyB0CyYw5oGxsf2IOEHOApCT0ze3nlTsIqZlMJny9bj2GjRiOiooKucMhIiIiIoo5nLFQkMKCQrlDIJkxB5SN7U/MAWIOkJQ4Y6EgBoMBNptN7jBIRswBZWP7E3OAmAMkJc5YKMiwocPkDoFkxhxQNrY/MQeIOUBS4sBCQbZs3SJ3CCQz5oCysf2JOUDMAZISBxYK0jo9Xe4QSGbMAWVj+xNzgJgDJCUOLBTEbrfLHQLJjDmgbGx/Yg4Qc4CkxIGFgpQr+MZ18mEOKBvbn5gDxBwgKXFgoSDt2rWTOwSSGXNA2dj+xBwg5gBJiQMLBfntt9/kDoFkxhxQNrY/MQeIOUBS4sBCQYYPGy53CCQz5oCysf2JOUDMAZISC+QREREREVGjccZCQQoLCuUOgWTGHFA2tj8xB4g5QFKK2hmLuLg4XHfNtRg1ahRatGiBHTt24LF/P46tW7eKy1w9Zw7OmXYOEhISsHnLZjw6bx727NlTZ1ucsfDRaDRwuVxyh0EyYg4oG9ufmAPEHCApRe2MxX333Iu8vDzce9+9uPCiC7Hxu41YtHARUlNTAQAzZszA9EumY978ebhsxuUoLi7GogULERcXJ3Pk0Wv8uPFyh0AyYw4oG9ufmAPEHCApReWMhV6vx9fr1uOWW2/Fhm82iK+/veQtfL3hayxctAirP1uNt95+C4sXLwYAaLVafLHmczz9zNP48KOP/LZXM2MxYWI+Kisrm/RYoklqSiqOFx2XOwySEXNA2dj+xBwg5gABkOwKHo0kW20ktVoNjUYDh8O/OqTdbkefPn3Qpk0bpKakYOPGjeJ7TqcTP/70I3r16l1nYFEzi7F61WfSB09EREREFMWkuj0gKgcWlZWV+PXXXzF79mzs2bsXJSUlyJ8wAT169MD+A/uRnJwMACguLvZbr6S4BOnp6XW2d/z4ccXPVhARERERAQqbsQCAe++7D/ffdx/WfLYaLpcL23dsx2effYbMzMxTC51+EZcgwOsNfGXX8eOc9iMiIiIikkrUDiwOHjqIq66eA4PBgHhTPIqKi/Dow4/g0OHD4kxFckoyioqLxHWSklqguKRErpCJiIiIiBQrap8KVcNms6GouAgJCQkYPHgw1q37CocOHcLxoiIMyssTl9NoNMjtl4vffvtVxmiJiIiIiJQpamcsBg8aDEEA/ty3D+3atcPNN96EP/ftw7JlywEAb739FmbNnIX9+w9g/4H9mDVzFmw2G1Z9xhu0iYiIiIiaWtQOLOLj4zF37ly0atkS1rIy/Pe/X2LBgoVwuX1FXRYvXgyDXo877rgD5oQEbN68GdfNvZ43aBMRERERySAq61hQeGZeMROjR41Chw4dYLfb8etvv+HpZ57Gvn37/JZraMVyat5mXjETN8ydi7feeguPP/Fv8XW2f+xLTU3FTTfciCFDhkBvMGD/vn3450P/xLbt28VlmAexSa1W4+o5czAxfyKSk5NRVFSE5StW4KWXX/J7uAnbP3b069sXl192ObKyspCamopbbr0VX637ym+ZM7W3VqvF326+GRMm5MOg12PT95vwyKOP4tixY018NBSO+nJAo9bguuuuxVlnDUXbNm1QXl6O7zZ9h6efeQZFRafuU45UDkT9PRbUcLn9+uG999/HjJlX4Nrrr4NGrcbCZxfAYDCIy7BiuTJkZ2fjnGnTsHPnTr/X2f6xLyEhAa++/ApcLhduuOlGnHf+eXjyP0/i5MlycRnmQey6YsYMnHvueZg3fz7OPf88PPXM07j8sstw0YUXicuw/WOLwWjEzj92Yt78eQHfb0h733brbRg1chTuvOtOzJp9JeKMcXjqyf9ApeLHxOagvhwwGAzIzMzESy+9hEsunY7b/n4bMtpn4D9PPOm3XKRygBkTQ+beeAOWr1iOPXv24I8//sD9Dz6A9PR0ZGdlictccvElePnVV/DftWuxe/du3Hf//TAYDJiYny9j5BRJRqMR/3ro//DQv/4PZSfL/N5j+8e+K2ZcgaNHj+KBfz6ILVu24MiRI9j0/fc4eOiguAzzIHb16tkL69Z9hQ3fbMCRI0fw5ZdfYuN3G5Gdzb8Dserbb7/FwkWL8N+1awO+f6b2jjfF4+ypU/Hkf57Epk2bsGPHDtx97z3o0qUL8gbmBdwmRZf6cqC8ohzXXX89Pv/ic+zbtw+/b96MeY/NR3Z2NtJapQGIbA5wYBHDEuLjAQDWMt+HyzNVLKfYcMftd2DDNxuwadMmv9fZ/sowYvhwbN22FfMenYcv1nyOt5YswbSzp4nvMw9i28+//IKBAwaiffv2AICuXbuiT+8+2PDNNwDY/krTkPbOysqCVqvF/2otU1RUhN27d6N3r15NHjNJLz4+Hh6PByfLTwKIbA5E7c3b1Hi33HILfv75Z+zevRsAQq5YTs3P+PHjkZmZicsuv6zOe2x/ZWjTpg3OO/c8LFmyBK+8+gp65OTg77fdBofTgZUrVzIPYtxri19DfHw8PvrgQ7g9HqhVKixYuBCrV68GwH5AaRrS3snJyXA4HDh58qTfMsUlJUhOSW6aQKnJ6HQ63Dj3Bnz22Wdi9e1I5gAHFjHqjn/cjq5dumLW7CvrvhlCxXJqPlq1aoW/33obrpt7PRwOR/AF2f4xTaVSYevWrXh24QIAwI4dO9CpU2ecf+55WLly5akFmQcxafz48Zg0cSLuuudu7Nm9B927d8Ott9yK48ePY8XKFacWZPsrSxjtLQhgTsQYjVqDRx5+BIJKhUfmPXrG5cPJAV4KFYP+8fe/Y/jw4ZhzzdV+d/PXrlheGyuWx4aszCwkJydjyRtvYtPG77Bp43fon9sfF110ETZt/A4lxb42ZvvHtqKiIuzZu9fvtb179yItzXctLfuB2HbzjTfhtcWvYc2aNdi1exdWfvoplrz9FmbOnAmA7a80DWnv4uJi6HQ6JCQk+C/TIkn8u0HNn0atwaOPPoo2rVvjuuuvE2crgMjmAAcWMeb2f/wDo0eNxtXXXoPDhw/7vceK5bFt0/ebcP6FF+Di6ZeI/7Zs2YJVn63CxdMvwcFDB9n+CvDLr7+iQ0aG32sZGe1x5MgRAOwHYp3BYIDH4/8No8ftgUoQALD9laYh7b1t2zY4nU4MyhskLpOSnILOnTvj199+a/KYKfJqBhXt27fDNdddC6vV6vd+JHOAl0LFkDtuvwMT8/Pxt1tvQWVlpXhtZXl5Oex2OwBWLI9llZWV4v00NapsVbCWWsXX2f6xb8lbS/DqK69i1syZ+Pzzz5GT0wPnTDsH//evf4nLMA9i1/qvv8aVs2bhr7/+wu49u5HZPROXTp+OpcuWisuw/WOL0WhEu3btxP9v06Y1unXrhjJrGf46+tcZ27u8ohyfLF2Kv918M6zWUljLyvC3m27Grl278N2m7+Q6LApBfTlwvOg45s+fh8zumbjpbzdDrVaLnw+tVitcLldEc4AF8mLITz/8GPD1+x94AMtXLBf//+o5c3DOOeeKFcsfnT+vzgdSig0vPP88du7YWbdAHts/pg0bOgxz585F+3btcPjwYby5ZAk+/uRjv2WYB7EpLi4O111zLUaNGoUWLVrgeFERVq/+DC+8+CJcLpe4HNs/duTm5uLF51+o8/qy5cvxwIMPADhze+t0Otx8003In5APvcGA7zdtwiPzHsXRo0eb6jCoEerLgedfeB4rl68IsBZw1dVz8OOPvs+OkcoBDiyIiIiIiKjReI8FERERERE1GgcWRERERETUaBxYEBERERFRo3FgQUREREREjcaBBRERERERNRoHFkRERERE1GgcWBARERERUaOx8jYREUnCoDcgNTUFiYmJOHrsGI4dOyZ3SEREJCHOWBARkSRmzLgcSz9ZisWvLcaQwUPkDoeIiCTGGQsiohg1eNBgTJyYj149eyE5ORkajQYnTpzAX0f/wqZN3+PjTz7G0aNHmyQWj8cd9rpXz5mDq+dcXe8yw0YMR0VFRdj7ICKixuPAgogoxpjNZjzyr4cxePDgOu+lpaUhLS0NfXr3wdqv1jbZwMLtDn9gcSaVlZUcVBARRQEOLIiIYohGo8EzTz2Nnj17AgCWLVuG9z54H0eOHIHZbMaA/gNw4QUXICUlBTt37myyuFwRGljMe2w+Vq5c6fea1+uNyLaJiKhxOLAgIoohF114kTioWLpsKR785z/F906cOIF9+/bho48/QnZWdpN+IHe7IjOwsNvsKC8vj8i2iIgosjiwICKKIRddeKH486uvvRZwGY/Hg81bNvu9plarccH5F2DK5MnIyMiAIAjYs2cP3v/gfSxbvtxv2dzcXBQWFKJvnz5o2bIlrFYrfv7lFyxYuAAHDhwIuM/al0IZDAZcftllGDd2HFq3aQObzYbdu3fhhRdexA8//hDmkft06tQJs6+8Erm5/ZFosaC0tBT/+9//8Nzzz+Ovo3+Jy912620YNXIkkpOTMWrMaJx7zrmYecUVeOudt/Hyyy83KgYiIqXiwIKIKEa0adMGrVu3BgCUlJRg//79DV53/rz5GDVypN9rOTk5yMnJQbt27bBg4UIAwORJk/DQPx/yWy41NRXjx41Dzx49cOFFF6G8ou6Mgrv65m1BELDgmWfRt29f8T2jwYD+uf3xQdIHDY43kD69+2DBs8/CaDT6xVZYWIghQ4bg0ssvEx9526ZNa6SnpwMAphZOxS1/+xsAQKNWNyoGIiIl4+NmiYhiREZGhvjzX3/9Vc+S/ibmTxQHFe9/8AGmFBbg6muuQVFREQDgihlXoF3btgCAY8eOw+Fw4M0lb+LCiy9C/qSJWLd+HQAgPT3db8BQW82MRd++fcVlHp33KCZOnoTb77gDv/z6C7Zt337GWPUGPeLj48V/cXFx4nv33XcvjEYjioqKcM1112JKYQHee+89AEBKSgrmXn+9uKzT6RR//tvNN8PtdqOkpARut6dB54yIiOrijAURUYwwJ5jFn202W4PXmzJ5MgDf05WeePIJ2O12HD58GC+9/BLuuP0OqNVqjBw5Cm+8+QY2b9mMSy+7DLt27xLX//TTVRgxfAQAICk5KeA+au6xSElOFl8rKzuJo0eP4vOjn+PzLz5vUKy3//0fuP3v/xD/v7y8HMNHjkCvnj3RIaMDAOC999/Hpk2bAADzH38Mo0ePRkpKCkaOGAlBEOD1euFyucRtFBUVYe4Nc7H3zz8bFAMREQXGGQsiohhR+8OywWAIuEybNm0wZswYnHvuueKlQN27dwcAHD5yGHa7XVx285Yt4s8Z7dsDAKqqqsRBhU6nQ1ZWFnr36iUuV1Ee+LGvNTMWm7dsgbM6zof/9S889Z+nMKD/gNAOtJaaS5u6d88UX9v7517xZ4/HI86ExMfHI7l6YFP7XD3w4IMcVBARRQBnLIiIYkRJSbH4c4sWLQIuM2XyZLHY3Nwb5uLIkSNIMPtmOk6f5Sizlok/6w16AL7BxIzLZ2D0qFHo1LkztBr/PyPB6km43b4P8ocPH8a9992Lu++8CwkJCRg2dCiGDR2Kr7/+Gv+443a/gU0g9z/wAJavWF7ndbM5Qfy5znGUWcWfDXrfgKv2wOLgoYP17pOIiBqGMxZERDFi2/bt4gfm9PR08dv5M3FUf5i3mC1+rxuNp2Y9rNWDjPvuvQ/XXnMNOnfujLVr12Le/Hl45tlnxeUqKs9cqG7NmjWYXDAFTz/zDI5X38cxbNgwzLxiZoPiDcRud4g/W8xmv/eMhlM3c1urBxke3ktBRBRxHFgQEcWIqqoqfL1hg/j/l02/tEHr1Tw9qnXr1jDX+lDesWNH8ecdO3YAAIYPGwYA+HrDBtxx5x1497338Gety4iqqqoC7kOn8814JCUlISEhAeXl5Xht8Ws459xzcOTIEQBATnZ2g+INfAz7xJ+zsrL83uvQoQMA32zJyZMnffHodWHvi4iIAuPAgogohixatEi8nOjyyy/Hbbfcim7duiExMREZGRno1KlznXXWfvUVAF8ti/vuuRft2rVDVmYmrpp9FQDgZHk51q5dC+DUpU5dOndGu3bt0LdPH9xww1xxWy1btvR73GuNmg/yEydOxCcffYwLL7wQ6enpaNOmDQzVyx86dCjs4970/fc4WV04b9rZ0zB69Gi0atUKM2bMQKdOnQAAK1asEJcPdg8KERGFj/dYEBHFkF27d+GOu+7Ew//3LxiNRlxyySW45JJL6l1nyVtLMGH8eHTu3BmjR4/G6NGjxfdcLhf+9fC/xNoUq1evxuWXX4527dph6cefAADWr1+P9u3aQ6VS4Zmnng54H4RB75uxaNemLVq0aFHn6U4ny8ux5O23wj5um82GJ558Avffex/i4uLw+PzH/N7funUrXl382ql4OLAgIoo4DiyIiGLMunXrMO3cc3DRhRdi0KBBaNOmLQx6PaxWK0pKSrDzj5347bffsWXrVgC+y5euvGo25sy+CiNHjkRqy5aorKjAb7//jtdeexU///KLuO0FixbC7nAgPz8fBoMBL7/8Et57/31cPWcOLrrwIuzZswc//PB9nZhqLoX64ssvYUm0oEdOD6SkpKC8vBw//PgDFj33XNCq3Q21dOlSFBcV4/LLL0Nm90xotVocPnIEn3/+ORa/vtjvxnC9ngMLIqJIE/rm9vPKHQQRERERETVvvMeCiIiIiIgajQMLIiIiIiJqNA4siIiIiIio0TiwICIiIiKiRuPAgoiIiIiIGo0DCyIiIiIiajQOLIiIiIiIqNE4sCAiIiIiokbjwIKIiIiIiBqNAwsiIiIiImo0DiyIiIiIiKjROLAgIiIiIqJG48CCiIiIiIgajQMLIiIiIiJqNA4siIiIiIio0TiwICIiIiKiRuPAgoiIiIiIGo0DCyIiIiIiajQOLIiIiIiIqNE4sCAiIiIiokbjwIKIiIiIiBqNAwsiIiIiImo0DiyIiIiIiKjROLAgIiIiIqJG48CCiIiIiIgajQMLIiIiIiJqNA4siIiIiIio0TiwICIiIiKiRuPAIgz//eJLJCYm1nl91syZuOVvf2v6gIjOYNknS9Glcxe5w6AAunbpgvfffS/k9Za8uQTZ2dl1Xs+fkI/H5z/WqJjOnno2Vq5YiY8+/BAataZR26rRq1cvLHlzSVjrfvLRx2L+LlywAMOHDWvQeo/Pfwxjx4wNa59yS2uVhv9+8aXcYRARhSRqBxYFUwrw5utvYOXyFfh0xUrcMPeGiG5fpVJh9KhRIa+Xnp6OKpsNpaWldd7LzsrG9u3bw44pKzMT//vmW6xYthyfrliJRx5+GAaD4YzrjRs7Lux91vaPv/8dP/3wIywWi9/reXl5+OmHH3H9ddfVu/6l0y/FXXfeKf7/JRdfjFdffgVxcXERiS8SBvQfgDcWvx7wvZTkFMy9fi7ee/ddLPtkKVZ/thqPPPww0tPSGr3fLp27oENGh0ZvJxxmsxnJycnYs3ePLPtvqNPz/z9PPIl27do1eP3hw4ZBp9NJGGH4xowZg0unXxrwvczMLGzbvi2k7Wk0GmS0b48//vijznvZ2VnYtiP8fshoNOKGuXMxY8YMnHveeXC5XWFtJy4uDkMGDz4VV5j9Y7wpHikpKWL+ZnbPxNatDTtfmZmZDTq3rVq1Qs8ePUKOTUrZ2VnY1oi/J0REcojKgcVtt9yKs6dOxT333ovJBVNQOHUq3n///Yjuo6CgANnZOSGv171bd2zbujXge1lZWQ3+gxdIdk4OVq9ZgymFBSg8eyriTfE4/7zz611n4IABGDVqZNj7rC0npwd27d6F9LR0v9fnXnc99uzZc8Zjy8nJxpbqc3PB+edj3NhxmHvjDaisrIxIfJFw880348mn/lPn9X79+uHpp5/CH7v+wPRLL0Xh2VMxcdJEfPvt//DcoudgNBobtd/b//EPeOFt1DbClZWVhR07d8Dj8ciy/4bKzsnBf9euxZTCAkwpLMCvv/2GZ595Flqt9ozrWiwW3HTjTXA4HE0Qaei+/PJLvLnkzYDvde/WLeR+o1OnTti3fz+cTmed97Iys4L2UQ0xYMAA/P777ygqLoLXG37Ozrh8BtLTT/UlWVlZ2Lot9Liys7Ow84+d8Hg8aNumLRwOB4qKi864Xnx8POLi4nDo0KEzLjv3+usRH58QcmxS8v092SJ3GEREIYm6gcXAAQMwcuRIXH/DXPy5708AgMvtwl9H/wIAfLpiJUaNHIX33n1XnMUYOGAA3nnrbXy+eg3+76H/E7fVvXt3LH71NaxcsRI33Xgj7r3nXvTt0wczr5iJf/z9HygsKMDSjz+BRq1Beno6Fjy7AKs/W403Fr+OFi1aAAASExPx+PzH8OmKlVi4YAFycrIDfgOWmJgIo9GI7pnd8d6772Ll8hXo1asXAOCD995Ht27dxGWvnDXL75v9Gj1ycvDTTz/6jtnlwoGDB8QZi0DxFRYUYN6j85CXNwgrli1Hq1atYDabMX/ePHz26Sp8+P4H6NihAwDg4osuxjVXX4N5j87D8qXL6lzKpdFo0L5dO/z0089+HwYm5k/Ejp07YTabsaX6j1xaqzT854knsXLFSqxYtly8RCEnOwdbNm/BtLOnYWL+RMy98QZUVFQAAMaPG4cPP/gQX6z5HDfecGr2KVDbffLRx+jcubO4zKyZM3H3XXfVu51AeXG6yZMn49ixo/jpp5/8Xk9rlYa/33ob5t5wA7weD95Y/DpWrfwUL77wIj5d9Sn+97//ibNbF190Ma6cNQt33H4HVq5YiQXPLvD7lvyiCy/C0k+W4os1n+OiCy+C2WzGcwsXoXfv3ljwzLP4281/C/k4Vq38FAMHDsSSN97EpytWIrN7JqZOnYoPP/gQK5ev8Mut0aNGifn37NPPAPB9U7xli6/tphYWYvFri2EymSAIAq6/7jqsXL4Cq1d95nfJyOnHkZqaii9PuyxjwbMLMGHChKDb6dq1K576z1O45uprsPTjTzB8+PCA7VKjR04OtmzZDADweDx49bVX4XQ40D+3PwBAp9PhnrvvwaqVn+LVl1/B2DFjcd+99yInJwevvvIKWrVqhRXLlmPsmLEQBAFzr7seq1Z+ireXvIXBgwZj4YIFAff76YqV6Ne3L15fvBirP1vtN5P5+GOPY8rkKXj5pZfx/HPPAwA6duiAF55/HiuXr8Di1xaja9euAHyX6AwbeuoSnfwJ+VjwzLMA/C+fzMrMxOuLF2PlipW47ZZb0bFjR7FPCfb7q9frcf999+HTFSux+LXFyBuYh23b6vZDgiCgW7duMBiNWPLGm37H8/RTT2HkiJHishPzJ4o5UmPa2dNw+z9uR69evfDBe74vc3r37o03Fr+OFcuW47mFi/xm8IK99/fb/o6ZV1yB2VfOxisvvwwAyM7Kgq2qCq+8/DLWfLYaF15wgbgdi8WC+fPmYdXKT/Hs08/g3HPOwewrZ/vOV3a2OPDKzg4+OBEEATfecAM+XbES777zLsaNHYfttWZuxo8fj08++hhLP1mKcWPH4b1334VWq8X8efMwedJk3H3XXXj04UcA+Pqld995FyuWLcfFF12MRQsWolWrVnX2GawvPHvq2fj4w4+wfOky3HfvvdBo6l5OptPp8M2Gb6DX68XXPl+9BinJKdXnKxubq39vH7j/gYB/M4iIok3UDSwuuugivPHmG7DZbHXea9umLRITE9GnTx9cfMkleObZZ9CxY0fcf/8DuOPOOzFpymQMPesstGrVComWRDz91NN4+dVXMHnKZNjtDuRPmIDtO3bg1ddeRUV5Oa6YNRNTp50NQSXg2Weexccff4wJ+RNwovSEOIX/+PzHsPfPvZg0ZTKee/55XHbpZQG/Xay51rlzp0648KKL8MJLL2LO7KsAAPv270fbNm0AQJyFePGllwJsIwc//vQT1Go1hg0dhnFjx+Grr9ZCq9UGjG/Z8uXYf+AAbr/9dkwpLMDRo0fx78cex2+//Y78SRPx/Q8/YEz1h7zs7CzkT5iAl156EQVTC+tcytWtWzfs/XMvDh48iNatfQMLjUaDmTOvwLJlSwEAx44dg06nw6KFC7Fu/XpMnjIZ551/Pvb+uRcWiwUtWrRATk42phYW+g0qBg4ciKvnXI2rr7kaF1x0IaZXXxISrO2OHjuGlBTfH1eTyYQLL7gQL738ctDtBMqL0+l0Olx91Rw89dTTdd67YsYMvPjSi+jSuTNmzZyF6+Zej1lXzoJKEOB2u7Fn7x60bNlKPI9TJk/BypUrMKVgCnRaLUZVf3CbWliIcePGYfr06bjpbzfj4osvRllZGV5/8w38+uuvmFJYgCf/82RIx9G2TVuYLRYMHDAQl18xA++8+w7++c8HYTGbce5552Lt2rWYmJ8PABiUNwg33XQzbr31VkwumILb77xDjPn333/HuLHjcMEFF+KG6ra5es7VyMjIwNnnTMPj//43zjv33KDHUVRUhHiTSfyA1LdPH6SkpGDNmjVBt5OdnY3evXph3759mDrtbKxfv77OuT89/2s+SNXYt3+/mI933XEnDHo9CqYW4v4HH8AD99+PrVu3YcuWLfjqq6/w5ptvYkphAb748gtcNXs2evTogfMuOB/XXncd7r/vvoCX4bRt0xZmsxnjx0/AlbNn495778HcuXNPxZSVhfHjx+Fvt/wNV19zNUwmE5595lm8/vobmFwwBW+88QYeuP8BAMCxo6fyVqVS4aqrrsLC5xahbZu2qKqqQmlpKRITff3SCy+8iMlTJqO4pAR9+vbFju07ACDo7+89d98NlUqNwqlTcccdt2POVVdhW4AP2B0yMqBWqzEoLw9XzJqJe++9B9df7zue/fv2o03bNrXim41nTxtsffzJx9i1axce+OeDOO+C85Geno75j87DI/MexZTCAnz7v29x6y23AkC97z3z7DNwuVwoPHsqZl15JQwGA9pnZGDIkLNww403YtaVV+LGG26ESuX7EzR/3nwcPHgQEydPwuLXX8dtt94mDiCys7LFY83Oyg46u3PN1dege/dMnHv+ebhy9pW4avZscdn+uf1x84034YabbsQ5556DgoIpqKqywel0YtGiRThy5AimFBbgjrvuRIeMDnj4Xw/joYcewpTCAnTp0gWdOnXC0aNH/fYXrC8cO2YsLrjgfMyafSWmTjsbiYmJOO/c8+rEm9m9Ow7s3w+73Q7AdzmWx+MRZ2MyMzOxefNm/OPvf4dKJeDhRx4JeNxERNEk6gYWA/oPwMbvvgv4XnZONoqLi/H0M0/D7XYDAGZfORuvv/E6jh0/hrOnno3S0lIUFRXhwgsvwIYNG8QPM1u2bMHhw4dRVVWFtFZpUKlUOHz4MACgYMoU7NmzG1999RUGDxqMLp27YPOWLRjQfwBSUlKwcNEiAMD27duh0+kCflOYlZWFvX/+iYWLFsHr9WLv3r1ITk4GABzYvx9t2rQFAFx22WVY9dkqHD9+3G99g8GAjPbtsWjBQrz3zruYMmUKbrn1Fvyxa1fQ+DRqDbp07iz+AR6UNwhGoxFL3lqCXj17Im/gQPzyyy++c5edg1cXv4Y/du0KeG5zsnN85+jIYfFSqAsvuABr136Fli1bYWv1pRWFBYXYs3cvPv7kYwCAzW6D2+1GTnY2BEHAJRdfgr+OHhUHFQBw7dXX4Kmnn4LL6cKFF1yIX3/9pd62O3bsKFJTUgEAl06fjs+/+AJHjx4Nup1AeXG6Sy6+BP/buFGcBatt8JAhWLd+PaZNm4Yn/vMkSkpKMHrMGGz4ZgMA3wDor7/+Es/j4tdfx++bN8Pr9WLfvn1ITkoC4Ptg88gjj8AYZ8S0s6fh559/Fs/t5upv4us7H4GOIzsnG0XHj2PRc4vgdrvh8XhRXl6O1994AwDg8XpQXl7u2+611+LJJ5/EgYMHAUBsg8zumUgwmzF79mzMvWEuysrKYDKZcPFFF+Hhhx9Bq5atMHnSJPz8y89Bj8Pr9aK4uBip1R+cr732Wjz33HOIi4sLup2c7Gx8veFrrPpsVcA2qc1gMKBd27Z1PvwnJMTj5MmTaN26NUaMGIF/PfIwXC4X9u/fD7vDIeZ+TnYOfq8+xwaDAdOnX4oHH/onKioqUGr15VXALwRyslFSUoLH//04nE4n9uzdi+Qk3+9tUlIS0tLS8Nhjj6GsrAwAcPbZZ+OHH38Uc2PDhg3o1rUr1Go1jh47htRU3/mZPGky9u37E1u2bEF2TrYY50UXXoSvN3wtrr9jx3YcPHgQNrst6O9vu7ZtMWzoMDw671G43C4c+esvVFVVib+TtWVlZaGkpATzH3tMPJ6U6n5o/4FTX3AUFBRg584//L7RF89JVpa47UunX4qPP/5Y/P+vN2xAVvWXKPW9l52VhV27d4mXamV2z4TNZsP8x+ajoqICBw8dhEajQVxcHHJzc9EyNRXPPOub3dm8ZTP0er243drxZGVnB5yxMBqNuOTii/F///o/VFVVoby8HMePHxeXnTPnKjy74FkcOHDA92XBnr3i5WLZOTn4ffOp388rrrgCb7/7jvg7u3PnDmzfsaPOPoP1hVfNno0nnngSJ06cgMfjwf/+txHZ2Vl11s/J6eF3LFmZWeLflvT0dJw8eRIXX3QxkpNT8MCDD9ZZn4goGkXmcR8RYjQaYTKZUFQU+PrZ7KxsrF6zxu/D46BBg9CnTx9Mm3o2vtu0CbOvugputxuD8gbhlVdfFZfr1Kkjtm47NZ2+udYfkkGDBqFf33545+23sX37dtx6263Yt28fCqYU4Kt168TrjDMyMnD48GGUWksDxlbzzT4ApKWlicex/8B+dOvaDYmWRBRMmYKLLrk4wPpZ+G7TJtx080113gsWX2b3TBw8dEi8h2HQoEFo27YtPnj/A+zduxcPP/IIfvjxB5hMJqSnpeGLL74Ieu5zcnKwceNGHD50GJMmTkK8KR5nTz0bM2ZegTmzrxL/AOblDcT69esCrN8Dn3/xOebNn4+VK1YiJSUFRUVFMJlM6NGjB2679TaUlZXh6w1f45bqbzWDtd3R6m9+ExIScM60c3DJpdPr3U6gvKgt0ZKICy+4ANMvq3vzrEFvgMvlgtvthjnBDHi9SGuVhnPPOQevvPIqOnbogOHDR2DBwoUwmUxIS0vz+6CclpaGTT98j86dOyM5ORn/fvxxnDhxAp9/+QXee8/3pJ/s7CwsX7ECAEI+juysbKz67DPxtaysLKxa9Zn4flZmFl5d/BpMJhMyu3fHN99+U+fYU1JScMXlM7Br9y6cOHECANCvbz/odDq89uqrOHb8GD79dBWWLlta73Ecq55JateuHeKMcVj71VoMGzos4HZqYl+wcGHANjlddlYW9u7d63ePhMFgQE52Dh7a9hAG5eXh+x++R1VVFQDfh35TXJx483JmZia2bPbNdvTp3QcH9u/HkSNHAAAatQbt2rcP+IE0JzsHn65aBZfLd4NyeloaioqLxfd+++03caAGALn9+uHLL09dEpZgToDdbofb7caxY0fRvXt3aNQazL7yStz2j7+L56FmUDMoLw8vv/KKuH5GRgfxw2Sw399zzzkHm77fJB672WxGfHx8wC8JsrOy6x5PTT+0/wDOOmsoNBoNZl0xEzcG6GvS09LgdrvFdXL79cO8+fPE981mMyoqys/4XlZ2tl8fm52dhXXrvoLVagUAJCcnw+V2o7y8HIPzBmHd+vViP9upUyccOXIEpaWlMJvNsFgs+HPfPgC+b/m3bt2KgikFuHrOHADAm0uWYN++fdi3b5/Y5oIgoG27dti2bRsMegN69+qNv91yixhPp04dxf4wO8s/1sGDBuGNuW+I/9+xY6eA96wE6gsTEhKQkZEhDq595yXB74uWGjk5OeIXPwDQp3fvU7M02dlokZSEgoICvP7G61F/fxQRUY2oGlhUVVWhoqIC6Wnp2LW77h/NnOxsv8GCIAgwJySgcGphnY67ZcuW+OuvU39kCqYU4P0PPwBQ/SGk1h+KxMREPPjQP+tcqpGamuo3O3H21LODXt+blZmJ19849bShEcNHYNP33wPw/UHPyxuEyy67DB99/LH47Wdt2dk52Lmz7rdi9cWXmZnpd3NfYmIinnv+ebzz7junxZaFnTt3BvzjVqNHTg5efuVlWK1WtG6djitmzMB777+PyspK5OTk4LXXFwPwXQtdWv3hoLac7Gys/PRT2Gw2fL5mDc479zw89/xzMJvNKC8vR+HZU/2Wr6/tjh07irZt22L6JdOx8tOVKC4uRnp6esDt1Oy7dl6cbs6cq/DBRx+ipKSkznsut0u89v3d99/Dvffci71/7sVDDz2E++69DxUVFbjr7rtQXl6OAf0H4PixY+KlCwkJCejZqxceePBBZHTIwB+7dmH6pdPr7COzeybmzZsPAEHPR7DjyMnO9vsgmpOdjZdeelE8h92rP2iZzWZUVVXVuZk3KysLf/75J+ZcczU++uBDtG/fHvv370diYiK++eYb8cNvjcTExKDHcfTYMbRISsLll16Ghc8tEpcPtB2NRoOOnTr5fcCqT6DLoK6cNQu//PILDhw8iMmTJouzRgAwtXAqdu/eDafTiXZt28JqtYoD/pYtU/2WHTN2DNwulzhDWVtOdjY+/Ogj8f9HDB+B7zdtEt/74ccf/ZY3xZlwsnqGCPBdi/9j9T07R48ew+BBgzF58iRs27ZNHPTkZGfjpVd89xmkpqaK/RIAFBYU4JOlnwAI/vubmuJ/PAUFBdizZ484eKgtKysLH3z4od/xbPredzz7D+xHUosWmDp1Kn786Ufsq/6w7rf+aTMCcXFx4owY4JtR/unHn874Xlb3TPzvu41+cf3555+14hqOH6r7x9SWLU/rZ6f6zUTt2LEDXq8XGRkZKC8vR2lpKZavWI7lK5b7ncfa52jUyJEAgCNHjqB169aorKwU+5n0tDTkDczD09X3l2RmZuLLL32DDEEQkJycLG4rLi4O48aNw4MPPlDnXAXqC01xJlRVVfl9OTCg/wC/NhHPSWYm3q1ua41GgwkTJoiXO2VlZmH16s/w8ccf4/HHHsc777wT9IsTIqJoEnWXQq1eswY333QTTCYTAF/HbjAYTn2IqvVHz+v1Yu+fezFyxAgAvg9tNTfYFRUXo2PHjlCpVLj1llvRIilJ/NapZWpLnDx5UtzO7t27MWK4bxsajUa8YbKkpBgdqn8eP348xowejW3b6l460KJFCyQmJiIr0zfdPWrkKPTv31+cIt9/YD9SkpMxcuRILHkr8HPcc3KysXNn3UdH1hdfy5apdY5j6FlnQaPWQBAE8UbC7Owsv4HU6eLi4tAiKQkHDhxAWVkZkpOSMeSsIfjo44+gUqmqn06yVdzH8GG+m3A1ao34oTw7O1u8dODDjz7EtGnToFFrcPzYcQiCgH59+wLwfbBKtCTW23ZHjx1Dy+rLaha/7husBdtOoLyorV27dhg+bHjQ5+e7XC4c2L8fAwcMwPr161EwtRA33nQTfv7lF0w79xxcevll+PXXX33HmJMNi8WClOQUaDQa3HnHHfh8zRoUFRdh35/70K5tW7Rv317cr0Hvu/E+JSUFJ8tPhnwcp7+WkJCApKQk8dvbDh06+D5Ql5bi+LHj8Hq94naTk5MhCAKys7Pw/Q/f4+TJk1i6dCmmX+IbMOzavQs9e/USH1JQcwN4fcdx7NhRDD3rLKjUKnz77bf1bqdbt244eOCA371SQwYPxj+DXNKRk5Mt3rjdokUL3HzTzRg/fgIefOifAHy/zzW/i/1z++OcadPE85LasqXfh/2i4mK0a9cOarUaXTp3wZWzZgW90blLly7o3r07AKBXz544++yzxd9R303D/oOdbdu3Y3j1DdpprdIw56o5eLV6MHj02FFYLBZccsl0PPf8835tWLP/4pJidOjg65duvvEmpKWlie8F+/0tLilBRvWjinNzc3HB+RcEfICEIAjo1KkTule3Qa+ePTFt2jS89dZbAHwfsvUGPc495xy88MKLgdshO8fvkrHtO7aLN9137doV5517Lt5csuSM76W29O9jszKz0LFDRwBA+/btMeeqOXht8Wu+4ysuQseOvvfyJ+Rj+LDhp92sXf1zVuDLoGrOUdu2baFWq9G5c2dcNfsqbK9ez2q1Qq/XIzU1FWazGbfeehtcLpf4+NqWqaf6Ua/XixMnTqBjh47Q6/W48447oNfpsHXrNuj1ejy/6Dm0rb6sNVBfeOz4MbhcLvTp3QeA74ERSclJWPvVWnTr1g0Lnj11T0t8fDxsdrvvQQPXz0VScnKtGYssbPjmG2zbvh3Hjh3DmNGjAx43EVG0ibqBxRNPPoHDRw7j/Xffw4ply7H41deQnpaGDh06oLS0VJxKr/HQQw/h8ssux8rlK7BowULxvoZFixbhlr/dgreXvIWffvoRRcePY8fOnQCA/679L66cNQuLX/N9C//iSy8hrVUrrFr5Kd59513xaU7vvfce+vbti6Uff4L0tDRs3Lgx4B+27OxsvP/BB2jdOh0rl6/AFVdcgRtvulH8Nu/YsWPo3r07PvzwA/FyhrrbyMHOP3YGfC9YfN98+y3GjR2HpR9/Ar1ej/fffx/l5eVYsXw5Pv7wIwwfPkzcdn2PeTz9+fIlJSV46aWX4Ha70aljJ1jLysRLaJ5/4QWkpKTg0xUr8cH77yMrMwutWrWCSqUSL0P4Y9cuHDl8GGPHjoXL7cK9992H++69DyuWLcf8R+chzhRXb9sd/esoRo4YgZUrV4rtHWw7wfKixo033IAXX3oRNnvdhwHUeGbBs7j/vvsxevRocRCbkZGBCRMm1DlPCxctwhNP/BvLPlmKyopKzHvMNxNRVFyEfz/5BBY+uwDLly7DXXfcKd7o/OmqVfjko49x+WWXhXQcNa/VzHBlZ2eL397W/H/NgNHlduHue+/B3XfdjZXLV+CJfz/hGxRmZolt+94H7yM/Px+JlkRs27YN773/Ht56cwmWfrIUV8+5+ozH8dfRoygsKMTChYvEGINtJydAzmVn5wR9dGx2dg7mXj8Xy5cuw4vPvwCn04Hpl07HsWPHAACrPluFOGMcVq5YibFjxuCTZUvFD587d/h+b1at/BT9+vbFxo0bceDgQaxcvgKzZs3E22+/EzD/O3bsiKNHj6KoqAgrli3H3XfdjTvuvFO89Ck7wOOjX37lZSS2aIGVK1bi2WeewVPPPI1fqu+ROXr0KHr27Int27eL9/J06NABJ2q14XPPPYdbb7kFb77xBjZ9vwlWq1Xsl4L9/q76bBXi4+OxcvkKDBs6DKtWrQp4v0iHDh3ww48/4Hhx9fHcfQ/uvOvU8Xi9XqgEFX768SfxKXunyzltMPXEE09iQP8BWLl8he/JRPfcjYOHDp7xvTVrVuP+e+/DY/Pnw2g0orKqEus3fI1lnyzF0/95Ck/850n8XH0Z0HvvvY/evXph6SdL0SEjA1+tWye2V1bmqadAZWUFr1+xceNGHPnrCFYsW47LLvXNDNesV1FRgZdefglL3ngT/67+9r/245c/XbUKzy16DrfdehsA4Kmnn8YT//43XnzhBXz00UcoKipCUXERWqamolOnTqis8l16Gqgv9Hg8uOvuu3HnnXdi5fIVyB8/ATfceCPcbje6du0KU62aPm8uWYLH5z+Gp/7zH3z7v29RVFSE4urL8DK7Z4q/t2+/8zYuvTRwDRQiomgj9M3tJ8/D9RWkQ0YHPP3UUzj3/PMCPnee5NcjpwdmzZqJrMwsOJxOHDl8GJ8sXYrPVp+6n2HFsuWYc83VAS+poeanYEoB+vfvj/sfuF/uUJqExWLBu2+/g4unXyJ+UVCbIAhY++V/cfa0aQHvIyMiIjqTqLrHIhYZ9Abcc/fdWLhoEQcVUWzzls245dZbg76fmJgIY1wcBxUxJCfIE4ZikVqtxh2334733n8v4KAC8N20vG//fg4qiIgobFF3KVQsufuuu/DxRx/hx59+8vvmm5qfnJwc8Zptig3ZOdmNqlDdXFw1+yqsWLYcFRWV4j1Lp3v8scdx++134N9P/LuJoyMioljCS6GIiIiIiKjROGNBRERERESNxoEFERERERE1GgcWRERERETUaBxYEBERERFRo3FgQUREREREjcaBBRERERERNRoHFkRERERE1GgcWBARERERUaP9PyZZ1CmALgQ/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "team = \"Arsenal\"\n",
    "\n",
    "title_font = \"Alegreya Sans\"\n",
    "body_font = \"Open Sans\"\n",
    "text_color = \"w\"\n",
    "background = \"#313332\"\n",
    "filler = \"grey\"\n",
    "primary = \"red\"\n",
    "\n",
    "mpl.rcParams['xtick.color'] = text_color\n",
    "mpl.rcParams['ytick.color'] = text_color\n",
    "mpl.rcParams['xtick.labelsize'] = 10\n",
    "mpl.rcParams['ytick.labelsize'] = 10\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8,8))\n",
    "fig.set_facecolor(background)\n",
    "ax.patch.set_alpha(0)\n",
    "\n",
    "ax.grid(ls=\"dotted\",lw=\"0.5\",color=\"lightgrey\", zorder=1)\n",
    "\n",
    "x = df.goals_for.tolist()\n",
    "y = df.goals_against.tolist()\n",
    "\n",
    "ax.scatter(x,y,s=120,color=filler,edgecolors=background, alpha=0.3, lw=0.5, zorder=2)\n",
    "\n",
    "\n",
    "x = df[df.team == team].goals_for.tolist()\n",
    "y = df[df.team == team].goals_against.tolist()\n",
    "t = df[df.team == team].team_season.tolist()\n",
    "\n",
    "ax.plot(x,y, zorder=3, color=text_color)\n",
    "\n",
    "ax.scatter(x[-1],y[-1],s=120,color=primary,edgecolors=background, alpha=1, lw=.25, zorder=4)\n",
    "t = ax.text(x[-1],y[-1]-2,t[-1],color=text_color,fontsize=12, ha=\"center\", fontfamily=body_font)\n",
    "t.set_path_effects([path_effects.withStroke(linewidth=3,foreground=background)])\n",
    "\n",
    "\n",
    "ssn_start = df[df.team == team].season_id.iloc[0]\n",
    "ssn_end = df[df.team == team].season_id.iloc[-1]\n",
    "\n",
    "ssn_start = str(ssn_start)+\"/\"+str(ssn_start+1)\n",
    "ssn_end = str(ssn_end)+\"/\"+str(ssn_end+1)\n",
    "\n",
    "s = \"{}'s goal difference from {} to <{}>\\n\"\n",
    "htext.fig_htext(s.format(team,ssn_start,ssn_end),0.15,0.99,highlight_colors=[primary], highlight_weights=[\"bold\"],string_weight=\"bold\",fontsize=22, fontfamily=title_font,color=text_color)\n",
    "\n",
    "fig.text(0.15,1,\"English Premier League\",fontweight=\"regular\", fontsize=18,fontfamily=title_font, color=text_color)\n",
    "\n",
    "ax.set_xlabel(\"Goals For\", fontfamily=title_font, fontweight=\"bold\", fontsize=16, color=text_color)\n",
    "ax.set_ylabel(\"Goals Against\", fontfamily=title_font, fontweight=\"bold\", fontsize= 16, color=text_color)\n",
    "\n",
    "ax.tick_params(axis=\"both\",length=0)\n",
    "\n",
    "ax.set_ylim(90,18)\n",
    "ax.set_xlim(10,120)\n",
    "\n",
    "\n",
    "spines = [\"top\",\"right\",\"bottom\",\"left\"]\n",
    "for s in spines:\n",
    "    if s in [\"top\",\"right\"]:\n",
    "        ax.spines[s].set_visible(False)\n",
    "    else:\n",
    "        ax.spines[s].set_color(text_color)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "ax2 = fig.add_axes([0.02,0.96,0.15,0.15]) # badge\n",
    "ax2.axis(\"off\")\n",
    "url = \"https://logos-world.net/wp-content/uploads/2020/05/Arsenal-Logo.png\"\n",
    "response = requests.get(url)\n",
    "img = Image.open(BytesIO(response.content))\n",
    "ax2.imshow(img)\n",
    "\n",
    "fig.text(0.05, -0.025, \"Created by Peter McKeever / @petermckeever. Data provided by football-data.co.uk\",\n",
    "        fontstyle=\"italic\",fontsize=9, fontfamily=body_font, color=text_color)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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