{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn\n",
    "\n",
    "Seaborn is a visualization library that sits on top of matplotlib, making it nicer to look at and adding some extra capabilities too.\n",
    "\n",
    "Let's start by loading up a real dataset on 2019 model-year vehicles, and plotting a histogram just using matplotlib to see the distribution by number of gears."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv(\"http://media.sundog-soft.com/SelfDriving/FuelEfficiency.csv\")\n",
    "\n",
    "gear_counts = df['# Gears'].value_counts()\n",
    "\n",
    "gear_counts.plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can load up Seaborn, and just call set() on it to change matplotlib's default settings to something more visually pleasing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now if we do the same plot command, it's a little more modern looking. Matplotlib is based on Matplot, and its visualization defaults are frankly showing their age."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gear_counts.plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a closer look at the data we're dealing with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Mfr Name</th>\n",
       "      <th>Carline</th>\n",
       "      <th>Eng Displ</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>CityMPG</th>\n",
       "      <th>HwyMPG</th>\n",
       "      <th>CombMPG</th>\n",
       "      <th># Gears</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>aston martin</td>\n",
       "      <td>Vantage V8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8</td>\n",
       "      <td>Auto(S8)</td>\n",
       "      <td>18</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Volkswagen Group of</td>\n",
       "      <td>Chiron</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16</td>\n",
       "      <td>Auto(AM-S7)</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>General Motors</td>\n",
       "      <td>CORVETTE</td>\n",
       "      <td>6.2</td>\n",
       "      <td>8</td>\n",
       "      <td>Auto(S8)</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>General Motors</td>\n",
       "      <td>CORVETTE</td>\n",
       "      <td>6.2</td>\n",
       "      <td>8</td>\n",
       "      <td>Auto(S8)</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>General Motors</td>\n",
       "      <td>CORVETTE</td>\n",
       "      <td>6.2</td>\n",
       "      <td>8</td>\n",
       "      <td>Auto(S8)</td>\n",
       "      <td>14</td>\n",
       "      <td>23</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Mfr Name     Carline  Eng Displ  Cylinders Transmission  \\\n",
       "0         aston martin  Vantage V8        4.0          8     Auto(S8)   \n",
       "1  Volkswagen Group of      Chiron        8.0         16  Auto(AM-S7)   \n",
       "2       General Motors    CORVETTE        6.2          8     Auto(S8)   \n",
       "3       General Motors    CORVETTE        6.2          8     Auto(S8)   \n",
       "4       General Motors    CORVETTE        6.2          8     Auto(S8)   \n",
       "\n",
       "   CityMPG  HwyMPG  CombMPG  # Gears  \n",
       "0       18      25       21        8  \n",
       "1        9      14       11        7  \n",
       "2       12      20       15        8  \n",
       "3       15      25       18        8  \n",
       "4       14      23       17        8  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn includes many types of plots that matplotlib doens't offer. For example, \"distplot\" can be used to plot a histogram together with a smooth distribution of that histogram overlaid on it. Let's plot the distribution of MPG values on the vehicles in this database as an example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fkane\\AppData\\Local\\Temp\\ipykernel_19348\\217996955.py:1: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df['CombMPG'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['CombMPG'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Something you encounter pretty often is a \"pair plot\" from Seaborn. This lets you visualize plots of every combination of various attributes together, so you can look for interesting patterns between features.\n",
    "\n",
    "As an example, let's classify cars by how many cylinders are in their engines, and look for relationships between cylinders, city MPG rating, Highway MPG rating, and combined MPG rating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Cylinders</th>\n",
       "      <th>CityMPG</th>\n",
       "      <th>HwyMPG</th>\n",
       "      <th>CombMPG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>23</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Cylinders  CityMPG  HwyMPG  CombMPG\n",
       "0          8       18      25       21\n",
       "1         16        9      14       11\n",
       "2          8       12      20       15\n",
       "3          8       15      25       18\n",
       "4          8       14      23       17"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df[['Cylinders', 'CityMPG', 'HwyMPG', 'CombMPG']]\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lrga4vHLax3TpaAstb97Reg6tikVwu9uvPRI/UXuWLM7MJjFmeyCgJo3neLG4ZVcD+vWIHFuF8UntTSplYvh2PWOO8UbExjURFbkWtz/hdpc7tnGd7Bi3J/IYrXNEbPck3k7UHiWLM63tmRwTzuePfXrD+KT2JN0Y0jvmGG/U3rFxTURFzWk3J9zusMcOLZHsGLst8hitc0RstxXs8BVEeZMszrS2Z3JMOIs5tlrD+KT2JN0Y0jvmGG/U3rFxTURFzWGVUNOnUnNbTZ9KOKyxBX2yY/Yf8oSWa6taz1Fbpb1/bVUl7GZTBiknKm3J4swfUGK2m0xC0niOF4s1fSqxfU9jxDrGJ7U3qZSJ4dv1jDnGGxEb10RU5ERFwazx1TGVg+BIp1rTcSU6ZtqY/liyajOAttGGRUXBzHHVMRWM4HYOlkQUK1mc3fvcJowe3iti++KVm5LGc7xY/PnZfbF+w+6IdYxPam9SKRPDty9euQkzM4i54GjhwZhjvBG14mjhKeJo4cWPoyqmrphGCw8Kztnpcstw2CU40prnunW+XUce5rnmfZk95mF2jBotPEgrNlOf57otNmPn3FXg8cmwWSTYzZznWk+MKeMYPVp4ULIyMXx7eQcJltA814liLvt5rnlv6Yd5qR89RwvXrWOELMtobm5Gp06d9DolEVHKREVBmVlEmdnSuiJJwzreMTZRhK3syHJURUFQVTgkEY4424koVtI4U5SYuBJVNWE8C6qKcpsJPY4uj6hYMj6JWiUrE7W2J4u5iPhSFNhNIuyMN6IIGT2ulGUZS5Yswfr16wEA7733Hk477TQMGzYMkydPxqFDh3RNJBEREREREVEhy6hx/dhjj+Hxxx/H4cOHAQB33303KioqcPPNN+Orr77CAw88oGsiiYiIiIiIiApZRo3rP//5z/j1r3+Nyy+/HJ9//jl27dqFGTNmYNKkSbj++uvx1ltv6Z1OIiIiIiIiooKVUeN63759qKmpAQBs2LABoihixIgRAIDu3buHnmgTERERERERtQcZNa67du2Kr7/+GgDw17/+FSeccAI6d+4MANi8eTO6d++uXwqJiIiIiIiIClxGjevRo0dj0aJFmDp1Kj788EPU1dUBAO666y489thjuOiii3RNJBEREREREVEhy2gqrl/+8pew2WzYtGkT5s6di8suuwwA8O9//xtXXXUVZs6cqWsiiYiIiIiIiApZRo3rJ598EmeddRauueaaiPUvvviiLokiIiIiIiIiKiYZvRb+9NNP47vvvtM7LURERERERERFKaPG9XHHHYedO3fqnRYiIiIiIiKiopTRa+EjR47Eww8/jLfffht9+vRBly5dIrYLgoBZs2bpkkAiIiIiIiKiQpdR43rJkiUAgPr6etTX18dsZ+OaiIiIiIiI2pOMGtfbt2/XOx1ERERERERERSujPtfhDh8+jN27d8Pn8yEQCOiRJiIiIiIiIqKiknHjeuPGjZgwYQJOPfVUXHTRRdi1axfmzp2Le+65R8/0ERERERERERW8jBrX7733HqZOnQqbzYYbbrgBqqoCAE488UQ899xzeOaZZ3RNJBEREREREVEhy6hx/fDDD+Oss87CH/7wB0yePDnUuJ4+fTquvvpqvPzyy7omkoiIiIiIiKiQZdS43rZtG+rq6gC0jgwe7vTTT8c333yTfcqIiIiIiIiIikRGjesOHTqgoaFBc9t3332HDh06ZJUoIiIiIiIiomKSUeP6rLPOwkMPPYR///vfoXWCIOD777/HE088gZEjR2aUmGXLluGKK66IWLdt2zZMnDgRJ598MkaOHIkVK1YkPc8bb7yB888/HwMGDMBFF12EDRs2ZJQeIiIiIiIiolRk1LieO3cuunTpgksuuSTUkP71r3+Nn/70pxAEAb/+9a/TPuezzz6LRx99NGJdY2MjpkyZguOOOw5r1qzBnDlz8Mgjj2DNmjVxz/P+++/jxhtvxGWXXYZ169bhjDPOwKxZs7B79+6000RERERERESUCimTgzp27IiXX34Z69atw/vvv4+DBw+iQ4cOuOKKKzBu3DjY7faUz7V3717Mnz8fH374IXr27BmxbdWqVbBYLFiwYAEkSULv3r2xZ88eLF++PNTnO9ry5ctxzjnnYOLEiQCAm266CZs3b8bKlStxxx13ZPLnEhERERERESWUUeMaACwWCy655BJccsklWSXg008/RceOHbF+/XosXbo0YjC0+vp6DB48GJLUlsyhQ4fiySefxP79+9GlS5eIcymKgo8++gi/+c1vItYPGTIEf/3rX7NKJxEREREREVE8KTeu161bl9aJx4wZk9J+o0aNwqhRozS3ff/99+jbt2/Euq5duwIAvv3225jGdVNTE1wuF7p37x5zzHfffZdiyuOTpIzeok9IkJWYEddD28Tk1zSZxIj/GnWdUpBqXlFh51Wp3auFnNfFgnmYe4UQh/zcjcO8NY6eeVsIcZgu3lv6YV7qR888TLlxHf00ONhQC85xHb4OSL1xnYjH44HFYolYZ7VaAQBer1dzfwCax2jtnw5RFFBR4czqHFpc+5ohSSbNbZLJlPI1y8sTv4qv13VKQbK8ojaFlldGxWEhKLS8LkbMw9wotDjk524c5q1xss3bQovDdPHe0g/zsrCk3Lj+29/+Fvr/bdu2Yd68eZgxYwZ+9rOfoWvXrmhsbMRbb72Fxx57DIsWLdIlcTabDT6fL2JdsJHscDhi9g82vLWOSacfuBZFUdHU5MrqHFrkQACyHIi7rbGxJeHxJpOI8nI7mprcCAQUw65TClLNK8pdXqVbMTAqDvOJ92X2mIfZKdY45OduHOatceLlbbHGYbp4b+mHeamfYF7qIeXG9Y9+9KPQ/8+ZMwczZszAtGnTQuu6deuGSy+9FH6/H/fddx/OPPPMrBPXvXt37Nu3L2JdcLlbt24x+3fq1AkOh0PzmOhXxTMhy/rfuKoS+fQ/eluq1wwElIT76nWdUpAsr6hNIeZVoaVHL4WY18WGeZg7hZTP/NyNw7w1jh55W8yfDe8t/TAvC0tGL5jv3r0bJ5xwgua2nj174uuvv84qUUGDBw/Ghx9+iECg7Ynre++9h549e8b0twZaX0sfOHAgPvjgg4j1GzduxCmnnKJLmoiIiIiIiIiiZdS4Pu644/Dqq69qbnvppZdiBiHLVF1dHZqbmzF//nx89tlnWLt2LVauXIlrrrkmtM/hw4dx4MCB0PKUKVPw+uuv45lnnsHu3btx7733Ytu2bZg8ebIuaSIiIiIiIiKKltFUXLNmzcKvfvUrfPnllzjrrLPQuXNn/PDDD/i///s/fPbZZ1i+fLkuievSpQuefvpp3HXXXRg7diwqKysxb948jB07NrTPXXfdhQ8++ABvvfUWAOCMM87A3XffjWXLluGhhx7C8ccfjyeeeAK9e/fWJU1ERERERERE0TJqXJ977rlYunQpli5dikceeQSqqkIURdTW1uLZZ5/FoEGDMkrMPffcE7OuuroaL730UlrHjBkzRpfRyomIiIiIiIhSkVHjGmibn9rr9eLQoUPo1KlTzBRYRERERERERO1Bxo1rADh06BDcbjcURcEPP/wQse2YY47JKmFERERERERExSKjxvWXX36J3/zmN9iyZUvcfbZt25ZxooiIiIiIiIiKSUaN69/97nf48ssvMXv2bHTv3h2imNGg40REREREREQlIaPGdX19Pe666y5ceOGFeqeHiIiIiIiIqOhk9Mi5rKwMHTt21DstREREREREREUpo8b1xRdfjD/+8Y9QVVXv9BAREREREREVnYxeC7fb7fjwww9xzjnnYMCAAbDZbBHbBUHA3XffrUsCiYiIiIiIiApdRo3rV155BR06dICiKJojhguCkHXCiIiIiIiIiIpFRo3rt956S+90EBERERERERUtzqFFRERERERElKWUn1yfddZZWLp0Kfr164dRo0YlfPVbEAS8+eabuiSQiIiIiIiIqNCl3Lg+9dRT4XQ6Q//PftVERERERERErVJuXC9atCj0//fcc48hiSEiIiIiIiIqRik3rr/99tu0TnzMMceknRgiIiIiIiKiYpRy4zpZP+to27ZtyyhBRERERERERMUm5cb13XffzX7WRERERERERBpSblyPGzcu9P/ffvstX/smIiIiIiIiOiKjea7POussTJkyBa+99hq8Xq/eaSIiIiIiIiIqKhk1ru+//35IkoTf/OY3OP3003Hbbbfh448/1jlpRETGUgUBLlnBD80+AAoUUUSzX8HeJi9a/K3LbqV12aMk3u6StbfLiFwmokjRcaOKItQEsRZcPuyT8cnuH3DILQOiqBl/rkDksj86HlO4jjf6mLDvDZesQGWXOSoB4fETLM9aZO14cge0yztonSNqH5/cFreKKMIdYBlJpSXl18LDXXDBBbjgggvQ0NCAdevW4dVXX8WqVatw3HHHYdy4cbj44ovRrVs3vdNKRKSbgCBg2Zqt2LyzAXUje+G8YT2x9OUt2LKrIbRPTZ9KzKirxvNvbMWcn9fisTjbH19Tj8kXnIT173wes33W+Gqse/s/2PiffaFlSVVz+rcSFSpZEGLirraqEhNG9cUdK96HxxcA0BZrD7+4EXsPuCOWrWYTfnvVECxdvTUm/qaN6Y/Fz23CwWZfKP6ef2MrPv3iQGj5lb/vxN8/+jbudWaOb43xr/Y2o6ZPJa4ZOwC/feJfONjsC6V35rhqmBjXVKS04rCmTyVGD++F+56vh8cXCMXT42u2YN6kwZrl4TVjB+C2J/8Fjy+AGycOilsm/t/7rTEXL0ZZRlIxy+onosrKSkybNg1//vOf8corr6Br16546KGHMGrUKMyYMQMffvihXukkItKNGtawBoCfntYrpmIOAFt2NeDxNVtx3S8G4vE18bffNHlwTCUiuH3p6q24ekx1xDJ/nSdqfVKmFXebdzTgpTd3YvSI3qF1wVibN2lwzPJNkwfHjd/l6z7B7EtqQ8tLV7fGc/jyZT89MeF1lq1ujfHg8pOv/Dt0zmB6l63dyifYVJTixeGWXQ1Y/87noTgMxtNNkwdj+bpPNPcPxsboEb0TlonBmIsXoywjqZhlfffW19fj1ltvxZVXXon6+nqcfvrpuOWWWyDLMiZOnIhnnnlGj3QSEenG7Q+EGtYA4PbKMZWAoC27GuD2Jd4eCKiJj/fKEcuusGWi9sqVJO769aiIWWc2iTHLyeKvS0dbxLLbFxmP7qh41LpOIKBGLIefE2htYLv9gXh/KlHBSicOUynvunS0oV+PirTKxOgYZRlJxSyj18L37NmDV199FevXr8c333yDH/3oR5g0aRLq6urQvXt3AMDll1+OG264AY8//jimTJmia6KJiLLh8kQW3C1uf8L99d7e4pZRZrYkPIao1CWLG59fSXpMsnMAgDtJvGudI9k+0ecEWr9XHGWMayou6cZhsv3dHlkzdhOdIzZGWUZS8cqocX3eeefBarXi7LPPxu9+9zsMGzZMc79evXrhyy+/zCZ9RES6c9giv/qcdnPC/fXe7rRn9NVLVFKSxY3FHPtyXWwsJT4HANiTxLvWOZLtE31OIPZ7hagYpBuHyfa32yR4fImfPCeLJ5aRVMwyei38lltuwT//+U888MADoYb1li1bYvabOXMmVq9enV0KiYh0ZjebUFtV2bZslVDTp1Jz35o+lbBbEm83mYTEx1uliGWHlRUHIkeSuNu+pzFmnT+gxCwni7/9hzwRy3ZLZDzao+JR6zomkxCxHH5OoHVQM7vZFO9PJSpY6cRhKuXd/kMebN/TmFaZGB2jLCOpmKXVuN62bRvGjBmD5uZmdOjQIbT+0KFDuPTSS3HBBRdg9+7duiZw48aNqKqq0vx31llnaR7zyiuvaO6/Z88eXdNGRMVJUFXMHFcdamD/z78+x6zx1TGVgZo+lZhZV42HX/wIM+rib1+8chNGD++luX3W+Go8vW5rxLKoJH5ljqg9EBVFM+5qqyrx87P7Yv2GtvpEMNbufW5TzPLilZvixu+0Mf2xZNXm0PKs8a3xHL78wv/8J+F1Zo1vjfHg8jVjB4TOGUzvzHHVEDjCMRWheHEYHC08GIehkb1XbsK0Mf019w/GxvoNuxOWicGYixejLCOpmAmqmlpp8N///hfjx4+Hw+HAzTffjHPPPTe0ze12Y82aNVixYgVcLhdeffXVUN/rbPl8Phw6dChi3c6dOzF9+nQsWLAAEyZMiDnmnnvuwaeffooHH3wwYn3nzp1hMmX2y3IgoODAgZaMjk2kxadg6eqPNbfNGn8ynJbEv39IkoiKCicaG1sgy/G/jLK9TilINa8od3lVWdkh+U5h9I5DVRDg9gfg8sg4qkyCIkpweWW0uGU47RIcVgleWUZTs4zyMglWKf72MocEuyV2u6LI2N/UthxdaeB9mT3mYXbyHYeKKEbEjfPIU6uWOLGmtVxmlaAAMfHn8cs43NK2HFBkHAiPRwDNSa7jV2QcapLhCB6jqnAd+d5w2CTYzaaSa1gzpowTL28LJQ5dbhnOI+WZ2yej2RUbTx2cEmzm2PIuPJ6CZaLbK6M5bB8oMhrCYtDrl9HUEr+MpPgYp/oJ5qUu50p1x6eeegoVFRV48cUX0alTp4htdrsdEydOxM9+9jOMHz8eTzzxBBYsWKBLAi0WCyor23758vv9WLRoEc4991zNhjXQ2vju169fxHGUf4ogwO2NHU3VbjVBLLGKCRUHQVXhkMTQIESioqDMLLYNpKIosIsi7OVty+luFyGiW9h2IoqkFXcAksZaB4uEH/fuGKpYihrHOEwiHOWJ4zHZdawQ0TXqmPDvDbD8ohKgFYdOSYSzPH48pRK3TrMIZ9iyJEnoHxa3dlNkvBEVu5Qb1++99x6uvfbamIZ1uC5dumDKlCn44x//qEfaNP3xj3/Ed999h9///vdx99mxYwfOO+88w9JAmXF7A5pPz9vLk3MiIiIiIipdKTeuGxoa0KNHj6T79e3bF99//31WiYrH6/XiiSeewOTJk9G1a1fNfQ4cOIAffvgBmzZtwh/+8AccPHgQNTU1uOGGG9CzZ8+sri9J+jcABVmBIAja28Tk1zQdmYvTZEq8X7bX0UO8NOTq+qnmFRV2XuXiXsmlQs7rYsE8zL1CiEN+7sZh3hpHz7wthDhMF+8t/TAv9aNnHqbcuO7cuTP27duXdL8DBw4kfLqdjVdffRVerxdXXHFF3H127twJADCZTFi8eDFcLheWLVuGyy67DK+99hqOOuqojK4tioJu7+KHc+1rhiRp9wOXTKaUr1lebs/JdbIRLw25un5QsryiNoWWV0bFYSEotLwuRszD3Ci0OOTnbhzmrXGyzdtCi8N08d7SD/OysKTcuB48eDDWrl2LCy64IOF+69atwwknnJB1wuKd+9xzz0VFRUXcfYYOHYoPPvgAHTt2DK1bunQpfvKTn2Dt2rWYPn16RtdWFBVNTa6Mjk1EDgQgy7H9kIPbGhsTD1ZhMokoL7ejqcmNQCB+X5Vsr6OHeGnI1fVTzSvKXV6lWzEwKg7zifdl9piH2SnWOOTnbhzmrXHi5W2xxmG6eG/ph3mpn2Be6iHlxvUVV1yBSy+9FPfccw+uv/56WK3WiO0+nw8PPfQQ3nnnHTz11FO6JC7cgQMHsHnzZlxzzTVJ9w1vWAOAw+HAsccei71792aVBiNG4lMVIN6A7aqS+jUDASXhvnpdJxvx0pCr6wclyytqU4h5VWjp0Ush5nWxYR7mTiHlMz934zBvjaNH3hbzZ8N7Sz/My8KScuN6wIABuPnmm3H33Xfj1VdfxbBhw3DsscciEAjg22+/xcaNG9HY2Ihf/epXGD58uO4J/eijjyAIAk499dSE+73wwgt45JFH8I9//AM2mw0A0NzcjC+//BLjx4/XPV1EREREREREKTeuAeDyyy9Hv379sGLFCvztb3+D1+sFADidTpxxxhm46qqrUFNTY0hCt2/fjv/3//4f7PbIR/aBQAAHDhxAhw4dYLPZ8JOf/AQPP/ww5s2bhzlz5sDj8eDBBx9E586dMXbsWEPSRkRERERERO1bWo1rADjllFNwyimnAAAaGxshimLMa9hG+OGHHzQHSvvuu+9w1llnYdGiRRg3bhyOPvporFy5Evfffz8uvfRSqKqK008/Hc8991zoSTYRERERERGRntJuXIdLNLCY3hYsWKC5/thjj8WOHTsi1p1wwglYsWJFDlJFREREREREBHBiNCIiIiIiIqIssXFNRERERERElCU2romIiIiIiIiyxMY1ERERERERUZbYuCYiIiIiIiLKEhvXRERERERERFli45qIiIiIiIgoS2xcExEREREREWWJjWsiIiIiIiKiLLFxTURERERERJQlNq6JiIiIiIiIssTGNREREREREVGW2LgmIjpCFQS4ZAU/NPvgVRUooohmv4K9Td6YZVcgctmtRC63+FuXvYhcdiuRy01eGZ/s/gFNHhmKKMIlHzlfQPt8mf49LlmBKghpbSfSQyb3cfi96YmKrWBsHHS3xs4hd2vsIDw+5dZ9WoLXDS7LUekIO8aHqBhP4Zh4cRoe56ooQtX6blCTxDrjk/Io0X0dHZMtfgUQxYTHBOMpOm6j48sP7fiLGydh66LTFTxHeBwpogh3gHFFxpHynQAiokIQEAQsW7MVm3c2oFtnOxZOPw2PvbwFW3Y14MfdyjD/qiGhZZvFhBsnDsL6dz7Hll0N6FRmwZ0zTg9tD6rpU4lZ46vx+/WbsevrQ6jpU4kZddV4+MWN2HvAjZo+lZg2pj8efvEjTB9TnfL5JFVN6+8Jqq2qxMxx1TCpatLtRHqQBQFL07yPw+/N6FhIFBvXjB2A2578Fzy+QER8hu8zengv3Pd8PTy+AGr6VGJmXTXuemYjyh0W3HjFoLgxHn6O4DFeXyBuWqaN6Y/Fz23CwWYfaqsqMWFUX9yx4n14fIG284yvxvNvbMWM8TUx59A6hvFJuRIvbmfUtZZnv7p0YMQ9262zHXdMPw3L1mzVPObxNfWYfMFJKcXkrPHVWPf2f3Du0J4plYnBeAQQUW4niuHwazKuSG+CqvJuSkUgoODAgRbdz9viU7B09cea22aNPxlOS+Jf+CVJREWFE42NLZBlxbDr6CFeGnJ1/VTzinKXV5WVHdLa36g4VAUBS8Iamg9cNwLPvb4tVCAvnfcTPPXKJ6HlS87uix17GkPLv71qCF6LKsCDgoX/Nff8LbQ86YITMPfhDRHL4ddLdr45E2ogKvE/l+i/J1xtVSVm1dVg6eotcbfPHlcNoYiKBsZ2doyKQ0UUYyrDQfHu4+h7NzoWksXGRcN7YedXjRHxGb1PVY8KrHpzZ2h50gUnoMxmjmgYRMd49DkmXXACGpu8SdNy5+83al43uG72+BosWR0/j6KPyVV8MqaMEy9vC6U8TBa3M+uqYxrR0WVm9DHTx/aPKEOjt0fH5OwJNVgSloZkcT/pghMAICINyWI4/JrFWO4BjFM9BfNSD3wtnIjaPbc/ENHQNJvEiAI5EFAjlvv1qIhY7tLRplmAA8CWXQ3w+gMRy2aTGLOczvlcXjmtvyfc5h2txyfa7g5LL1GmXF457fs4+t6NjoVksdGloy0mPqP36dejImLZbBLh9QcSxnj0OcwmMaW0xLtucJ3blziPoo9hfJLRksVtdKwAsWVm9DHRZWj09uiYdEelIVmsmU1iTBrS+R5gXJGe2LgmonbP5Yms5Le4/QmXff7IX4ijj4+W7HzRy8nPl3h7suNdWR5PlIro+zqa1n0Yfe8lW47m9sgx8RktenuL2580xqO1uP0ppSXZOZPlkdYxjE8yUrJ7Umt7JseE04rJcKmUsenGcLrlOFGq2OeaiNo9hy3yq9BpNydctpgjf5eMPj5asvNFLyc/X+LtyY53ZHk8USqi7+toWvdh9L2XbDma3SbB40tcSY6OX610Ru8TzWk3I6AkfoXUHpVWrXMmyyOtYxifZKRk96TW9kyOCZcsJtMtY7XOmWw744r0wifXRNTu2c0m1FZVhpb9AQU1fdqWTSYhYnn7nsaI5f2HPBHL4Wr6VMJqNkUs+wNKzHI653NYkzQwov6ecLVVrccn2m4PSy9RphxWKe37OPrejY6FZLGx/5AnJj6j99m+pzFi2R9QYDWbEsZ49Dn8ASWltMS7bnCd3ZI4j6KPYXyS0ZLFbXSsALFlZvQx0WVo9PbomLRHpSFZrPkDSkwa0vkeYFyRnti4JqJ2T1BVzBxXHarU3/vcJsyoqw4VzItXbsLM8W3L6zfsxujhvULLS1ZtxrQx/WMK8uDIp/c/Xx9anllXjXuf2xRanjamP+59blNa50s0mJnW3xMUHBVVVJSE24ttUBcqTKKiYFZY3AQluo+j793oWEgUG9eMHYAlqzbHxGf4PqOH98L6DbtDy8F4vP/5+oi0JjpH8JhEaZk2pj+WrNoMoDWufn5239B1w/Pg4Rc/0jyH1jGMT8qFRHE7s661PIu+Z+99bhNm1sU/ZvHKTSnH5Kzx1Xh63daUy8RgPEaX26l+DzCuSG8cLTxFHC08exwtvHi0t9HCg1RBgNsfgMsjo4NTgtkkweWV0eKW0bGDBEvYcplDgt3StlzulGA1ty077RIcVgl+RcbBprZlryyjqblt2eOXcbil7Xwen4zDrtbr2zTOl6xhHe/vcdgk2M2miApEsu3FgrGdHaPjUBFFuLwyXG4ZjhTv4/B7s8whwSJJoXOUxYsNAM1R8en2ymh2yyizS7BbJbh9Mppd2sd0KpdgFmNjPNEx8eI0PM6dR57Qt0R/NwRkHDycINZVFa48xSdjyjiFPlp4UDBuo+/rw80yOpRJsEqR92yZVYICxI2F6DIzuD06vgKKjANNsfEXN07QFo/lUekKL1eDcWSzSPD6W7cXc7kHME71pOdo4exgQER0hKCqcEgiHGWW1hWKgjKziDJz5stWiOhW3rZsF0XYw5bLrRJ6dO8YKhwdkghHefzzZfX3RFUgkm0n0oOYwX2cSix2skvoeUzHiIpl9D5Oswhn+LIkwlkemY5kMZzJMdFxrnWMVYj8btDKI8Yn5YtW3Ebf19HbRcTe59HHRMdtdHyJUWVm9HatOEkWj9HfJXaTCDvjigzC18KJiIiIiIiIssTGNREREREREVGW2LgmIiIiIiIiyhIb10RERERERERZKorG9TfffIOqqqqYfy+//LLm/o2NjZg7dy4GDx6MwYMH49Zbb4XL5cpxqomIiIiIiKi9KIrRwnfs2AGr1Yo333wTgiCE1nfooD1twS9/+Ut4vV48++yzaGpqwvz587Fw4UIsXrw4V0kmIiIiIiKidqQoGtc7d+5Ez5490bVr16T7bt68GR988AH+8pe/oHfv3gCAO+64A1dffTV+/etfo1u3bkYnl4iIiIiIiNqZongtfMeOHTj++ONT2re+vh6VlZWhhjUAnHrqqRAEAR9++KFRSSQiIiIiIqJ2rGieXFdWVuKyyy7Dl19+iR49emDmzJkYPnx4zL579+7F0UcfHbHOYrGgU6dO+O6777JKhyTp/1uEICsRr7pHbBOTX9NkEiP+a9R19BAvDbm6fqp5RYWdV7m4V3KpkPO6WDAPc68Q4pCfu3GYt8bRM28LIQ7TxXtLP8xL/eiZhwXfuPb5fPjyyy9ht9sxb948OBwOrF+/HtOmTcMzzzyDYcOGRezvdrthsVhizmO1WuH1ejNOhygKqKhwZnx8PK59zZAkk+Y2yWRK+Zrl5facXCcb8dKQq+sHJcsralNoeWVUHBaCQsvrYsQ8zI1Ci0N+7sZh3hon27wttDhMF+8t/TAvC0vBN64tFgs2bdoESZJCjeb+/ftj9+7dWLFiRUzj2mazwefzxZzH6/XC4XBknA5FUdHUpP+I43IgAFkOxN3W2NiS8HiTSUR5uR1NTW4EAoph19FDvDTk6vqp5hXlLq/SrRgYFYf5xPsye8zD7BRrHPJzNw7z1jjx8rZY4zBdvLf0w7zUTzAv9VDwjWsAmo3ivn374p///GfM+u7du+PNN9+MWOfz+XDw4MGsBzOTZf1vXFUBVFWNuy3VawYCSsJ99bpONuKlIVfXD0qWV9SmEPOq0NKjl0LM62LDPMydQspnfu7GYd4aR4+8LebPhveWfpiXhaXgX9Lfvn07amtrUV9fH7H+k08+0RzkbPDgwfj++++xZ8+e0LqNGzcCAAYOHGhsYomIiIiIiKhdKvjGdd++fdGnTx8sXLgQ9fX12L17NxYtWoSPP/4Y1157LQKBABoaGuDxeAAANTU1GDhwIK6//nps3boV77//Pm6//XaMGTOG03ARERERERGRIQq+cS2KIp544gkMGDAA1113HcaOHYstW7bgmWeeQVVVFb777jucccYZ+Mtf/gIAEAQBS5YswbHHHovJkyfjuuuuw4gRI7BgwYL8/iFERERERERUsoqiz3Xnzp1x9913a2479thjsWPHjoh1Xbp0waOPPpqLpBEREREREREV/pNrIiIiIiIiokLHxjURERERERFRlti4JiIiIiIiIsoSG9dEREREREREWWLjmohIJ4oootmvYG+TF+6AErmsRC67jmw/6Jbxye4fcMgtQxFFuAKt21v8rdu90D4+uD24vyugvb1F1t6/RdbejkTXkLWv4VG0/+bQOQuIEelTBQEuWcEPzT64ZAWqIOi6f7Rkf0O25y8VEfEWvN/D8k0VRahh+8hIHLNax4TiVG1d9sSJ0/C4irdPeOzHu44P8WMt3jEeNUl8aqxr8ib+XkKCvA0uR9+DWmlLJvxeDqbfiHvbiJhhHGrHYJMngB17DuCwNxBRBvmi4i9eeeNOECfxysG4cROnHHQrqX9vRMeZVjxrlaMtUcd7VWPvlUxiKdk9rMc9bnT5mY84LIrRwomICp0sCFj68hZs2dWATmUW3DnjdDwWZ9lmMeHGiYOw/p3PsWVXQ+gcNX0qMW1Mfyx+bhMONvtQ06cSs8ZXY9Wbn2DqxQNCx0fv//CLH2H6mGrN840e3gv3PV8Pjy+Q0vKs8dX44xv/wcb/7Ev5GjPqqvH79Zvxq0sHaqZx1vhqSKpqZPanJPwzCso2fQFBwLI1W7F5Z9s5a6sqMXNcNUwa50x3/3T/hmzPXyrC8ylevNVWVWLCqL64Y8X7OOG4Csyoq4kbswBgs5hw29ShePlvOyPyt6ZPJWYeidNrxtVoxsDMumrc9cxGAMDC6adp7hMei+Fp8/gCoX1mja/Gurf/gysuOCnmHPGOmTm+Gs+/sRUzxmun7ZqxA3Dbk//CwWZfaF3091D0cvAYjy8Qkbep5HX03xMv9sLv5UTnzfbeNiJmEp2zvVS8U4nB4H2/9u+78Ktf1KZdRobfVwDiHpMobrTKwRl11Xh8TT0mX3BSyvfyzPGtx3y1tzluDCUrRx94YSP2HnDr/p2dSSwliws94sbo8jNf5aGgqu2otM1CIKDgwIEW3c/b4lOwdPXHmttmjT8ZTkviX3YlSURFhRONjS2QZcWw6+ghXhpydf1U84pyl1eVlR3S2t+oOMyWIooRBfZvrxqC18IKrujlS87uix17GiMKtqCaPpW4aHgv3Pn7jaHl2RNqsCSqQhC+/6QLTsBzr2+Lu72qRwVWvbkz5eXZE2ow7e4307rGzLpqLFuzNe72ORNqICrG3Eup3K/Rn5Ee6VMFAUuiCu6g2qpKzB5XDSGsiE13/0z+hqWrt6R9/mKNw3ife3Q+JYu3qh4VOOfUH0fEWHTMpnKeVOIUQMaxmup1NI8ZX4Mlq+MfE/6do7Uu3vLOrxoj8iSVvI5Om1bsRcdKovOmEjvxZBuTmZzzl+NrcFTn2Pu2WONQS7oxGH1/pltGVvWoAICs4jM69qaP7Y+nXvkkrXt5+tj+mHXv3+OmM1k5OumCEzD34Q0AUrv/Uin7MoklAAnv4Vl1mZU1idKV7BxG7x/MSz0U1vt6RERFyOWVIwqqLh1tCZf79ajQLNgAYMuuBnTpaItYdkedP3p/s0lMuL3fkYpHqstur5z2Nbz+QMLtrqhz5lr0ZxQu0/S5/QHNghsANu9ogNsfyGr/aKn8Ddmcv1RE51OyeOvXoyImxqJjNpXzpBKn2cRqqtfRPMaX+Jjw7xytdfGWo/MklbyOXqcVe9Gxkui82dzb2cZkJuds8ZZ+HKYbg9H3Z7plZL8eFVnHZ3TsBQJq2vdyIKBGLEenM1n8m01tzTK9vrMziaVk97AeZY3R5acRsZ0qNq6JiLLU4vZHLLs8csJlnz/xE1J31P7R5092/WjR10u2rHW+bNPgcue3cW1E+qI/12Tb090/WtafQZLzl4rofEgWbz6/kjSGUzlPKp9PtrGaynUyOSb6O0drndZyKulNtl0r9tL9zsz03s42JjM7Z+LPohSkG4Pp7h99L/r8StbxmUo5mGh/rWOyLcv1+M7OJJayLYtSSbfR5acRsZ2q9tL1g4jIME67OWLZYZMSLlvMiX/XtEftH33+ZNePFn29ZMta58s2DQ57fosbI9IX/bkm257u/tGy/gySnL9UROdDsnizmMWkMZzKebL9fLSuoXXNdOM9lWOiv3O01mkte3yRFdRU8jqaVuyl+52Z6b2dbUxmds7k90GxSzcG090/+l5Mtr/WNaKlUg4mu2b0MdmW5Xp8ZxsRS3qUNUaXn0bEdqr45JqIKEsOq4SaPpWh5f2HPAmXt+9pjFgOV9OnEvsPeSKW7VHnj97fH1ASbt++pzGtZbtVijlHsmtYzaaE2x3W/Dbsoj+jcJmmz242obZK+5y1VZWwm01Z7R8tlb8hm/OXiuh8ShZv2/c0xsRYdMymcp5U4jSbWE31OprHWBIfE/6do7Uu3nJ0nqSS19HrtGIvOlYSnTebezvbmMzknE5r6cdhujEYfX+mW0Zu39OYdXxGx57JJKR9L5tMQsRydDqTxb8/0PZUWa/v7ExiKdk9rEdZY3T5aURsp4qNayKiLImKglnjq0MF1pJVmzFtTP+4y+s37Mbo4b1iCrjgiKJLVm0OLc8aX41lqz+OOD56/3uf2xT3fKOH98L6DbtTXp41vhpPr9ua1jVm1lXj/ufr46Zx1vhqwwYzS1X0ZxSUTfoEVcXMcdUxBXhwNNLoAV3S3T+TvyGb85eK6HyKF2+1VZX4+dl9sX7Dbixb/XHCGA6e5+dn943J3/A4nVGn/fnMrKvGvc9twr3PbYq7T3gshqct+jpPr9uqGWuJjnn4xY/ixuc1YweEvnOC66K/h6KXg8dE520qeR2dNq3Yi46VROfN5t7ONiYzOaepHczIlWoMBu/7h1/8KOX9w+/F8Psq0TGJ4karHJxZV43FK7XLvET38uKVmzTTmWo5eu9zm0LX0Os7O5NYSnYP61HWGF1+GhHbqeJo4SniaOHZ42jhxYOjhWdGEUW4vDJcbhllTgk2swSXV0aLW0Z5mQSr1LbcwSHBZmlbdtolOKwSPH4Zh1valv2KjINNMjpEnS96/zKHBLvG+dw+Gc0ujf3tEuwa20UAzWlewyfLaGqO/JtdbhmO4DkNblinc7+Gf0Z6pU8VBLj9Abg8Mhw2CXazKWHBne7+6f4N6Z6/WOMw2ecezKcWd9u96z6y7LBLcB55YtpyZF3ncgkmMSxmnRKsUTEXfUwoTgMyDh6OjXOtuIq3T3jsx7uOrMhojPN9EO8YX0DGocPxv0MSxXz4cnNL2P0Wdkx03jqPLHt8csQ9CEFAS5qxF34vO+2tn0f0efWoJGcbk+mcM959W6xxmIhWDHp8AXh8MmwWCTaLKVQGVZRLkMLiL1554/XLaIoTJ/GOSRQ3WuWkN1imhd3bzSnGWaIYCi9Hw88Z/A453JLe/ZdO2ZdJLCWLCz3ixujyM9X99RwtnI3rFLFxnT02rosHG9e5w/sye8zD7BRrHPJzNw7z1jjtqXGthfeWfpiX+uFUXEREREREREQFhI1rIiIiIiIioiyxcU1ERERERESUJTauiYiIiIiIiLLExjURERERERFRlti4JiIiIiIiIsoSG9dERAVKEUU0+xXsbfKiRVZa5wyVI5dbgsv+1uVUz+cKKJHnT+F4IsqMKghwyQp+aPbBdSR23YHWZa8aJxaTxGcq8av1HRK8rktWoApCrrKAyBDhseWOU64Fy81gudeSYlwFYzV8f1UUgah4ZhxROCnfCSAioliyIGDpy1uwZVdDaF1Nn0qMHt4L9z1fD48voLk8a3w1JFVNeD6bxYQbJw7C+nc+jzl/vOOJKDMBQcCyNVuxeWdsLK98/VPcMmUIHouK9dqqSkwY1Rd3rHgfHl8gdEwwPuN9P4THbyrfIbVVlZg5rhomxjwVofDYSlSujR7eC4+t2ow5l9QmLPdSKSe1YpNxROH4mIKIqMAoooilq7dGFOgAsGVXA9a/8zlGj+gdd3np6q2av8SHn2/0iN4xFYZExxNRZlSNhjXQFrs3TR6Mx9fExvrmHQ146c2dodgOHhOMz3jfD8HtqX6HbN7RgGVrt/LJGxWd6NhKVK6tf+dzzNZoWAe3a8VVvPNpxSbjiMKxBkVEVGBcXjmmQA/asqsB/XpUJFx2eeWE5+vXoyLh+aOPJ6LMuP2BmIZ10JZdDQgE1JRjPbgu2feDyyun9R2yeUcD3P5AKn8OUcGIjq1k5VqXjrakcZNOORkdm4wjCmLjmoiowLS4/Qm3+/xKwuUWtxy1HHm+6P1jr8/GNZEeXJ7EsZRurKdyTItbTvu8ydJJVGii79lk5Zo7zVhMdj6t7YwjAtjnWleKIMDt1f7Vym41QWRfDCJKgdNuTrjdYhYTLjvtUtRy5Pmi94+9PosGIj04bIljKd1YT+WYVOI3+rzJ0klUaKLv2WTlmj3NWEx2Pq3tjCMCiuDJ9cGDB3HbbbdhxIgRGDhwIC699FLU19fH3f+VV15BVVVVzL89e/YYnla3N4Clqz/W/Bev0U1EFM1hlVDTp1JzW02fSmzf05hw2WGNLOCjz7d9T2PC80cfT0SZsZtNqK2KH2smk5ByrAfXJft+cFiltL5DaqsqYTebUvlziApGdGwlK9f2H/IkjZt0ysno2GQcUVDBN65//etfY8uWLXjwwQexevVqnHTSSZg6dSp2796tuf+OHTtw6qmn4p///GfEv2OPPTbHKaf2ShEEtPgUzX8KB7ugFIiKglnjq2MK9uCop+s37I67PGt8NURFSXi+9Rt2Y/TwXprn1zqeiDIjqCpmjquOaWAHY3fxyk2YURcb67VVlfj52X1DsR08Jhif8b4fgttT/Q4JjnIs8M06KjLRsZWoXBs9vBeWrNqctNxLpZzUik3GEYUTVLVw74Q9e/bg3HPPxZ/+9CcMHDgQAKCqKs477zxccMEF+NWvfhVzzFVXXYXevXtj/vz5uqYlEFBw4EBLwn1afAqWrv5Yc9us8SfDaYn9LSOTY8JJkoiKCicaG1sgy/ErxNleRw/x0pCr66eaV9kqhLzOVq7yqrKyQ1r7pxKHxSZRXiui2Do4kVuG0y7BbpXg8clodrUtu8OWHVYpYcM4eL4Wt4wyhwS7RQotp3J8ocrV/VqqijUOi+lzVwUBbn8ALo8Mh02CzSLB62+NvQ5OCWaTRiwCaD4S/w6N+AyP53jxq/UdEryuwybBbjZpNgiKKW+LTby8LdY4TJfe91Z4bDntEqzm2FgKlptljtbYcx/ZniyuguVk+P5OqwRBVeEKi+d4cWQ0xql+gnmpy7l0OYtBKioq8NRTT6F///6hdYIgQFVVHDp0SPOYHTt24LzzzstVEomIDCMqCsrMIsrMltYVigKHJMJR3rbslEQ4w5bTPV/0MhHpT1DV1tgta4s1u0mEvSxxLCaKT614jqa1T8R1C/f5ClFKtGIrablpFuFMI6609o+4JuOIwhR047q8vBxnnnlmxLo33ngDX331Fc4444yY/Q8cOIAffvgBmzZtwh/+8AccPHgQNTU1uOGGG9CzZ8+s0yNJiZ84CrICIc5rv4KofXwmx4QzmcSI/+qZNr3FS0Ourp9qXmWrEPI6W7nKq0wUQ/6lo5DzulgwD3OvEOKQn7txmLfG0TNvCyEO08V7Sz/MS/3omYcF3biO9uGHH+KWW27BWWedhVGjRsVs37lzJwDAZDJh8eLFcLlcWLZsGS677DK89tprOOqoozK+tigKSV8XcO1rhiRpD2YgmUyax2dyjJbycrvuadNbvDTk6vpByfIqW4WQ13oxOq/SlUocFqtCy+tixDzMjUKLQ37uxmHeGifbvC20OEwX7y39MC8LS9E0rt98803ccMMNqKmpwYMPPqi5z9ChQ/HBBx+gY8eOoXVLly7FT37yE6xduxbTp0/P+PqKoqKpyZVwHzkQgCxrjwouBwJobIztG5PJMeFMJhHl5XY0NbkRCMR/pTPb6+ghXhpydf1U8ypbhZDX2cpVXqVbMUglDotNrvK6lDEPs1OsccjP3TjMW+PEy9tijcN08d7SD/NSP8G81ENRNK6ff/553HXXXTjnnHNw//33w2KxxN03vGENAA6HA8ceeyz27t2bVRpEUUia6S3+lrivFcT70DI5RovTadU9bXqLl4ZcXT8oWV5lqxDyWi/J8qrJ5UOL2x97nN2Mckf8OM1UKnFYrIy+L9sD5mFuFFoc8nM3DvPWONnmbaHFYbp4b+mHeVlYCnq0cAB44YUXsHDhQlxxxRW45ZZbIIrx34l/4YUX8Mgjj+Af//gHbDYbAKC5uRlnnnkmbrjhBlx66aW5SjYRERERERG1IwXduP7iiy9w0UUXYeTIkbj99tsjttlsNjgcDhw4cAAdOnSAzWbDd999h4svvhhDhw7FnDlz4PF48OCDD+Lrr7/Ga6+9FmpwExEREREREempoBvXTzzxBB566CHNbWPHjsXs2bNx1llnYdGiRRg3bhwAYNu2bbj//vuxZcsWqKqK008/HTfffDOOPvroXCadiIiIiIiI2pGCblwTERERERERFQNOjEZERERERESUJTauiYiIiIiIiLLExjURERERERFRlti4JiIiIiIiIsoSG9dEREREREREWWLjmoiIiIiIiChLbFwTERERERERZYmNayIiIiIiIqIssXFNRERERERElCU2romIiIiIiIiyJOU7AcUiEFBw4EBLvpMRQxQFdO7sxIEDLVAUNd/JKWjMq9TlKq8qKzuktX+hxmE2eF9mj3mYnWKNQ37uxmHeGide3hZrHKaL95Z+mJf6CealIAjZn0uH9FAeiaIAQRAgitnfDKWOeZU65lXuMK+zxzxsn/i5G4d5a5z2nrft/e/XE/NSP8G81OVcupyFiIiIiIiIqB1j45qIiIiIiIgoS2xcExEREREREWWJjWsiIiIiIiKiLLFxnWeqIMAlK/ih2QeXrEDVqTM9EREREeUH63dE+ZePOORUXHkUEAQsW7MVm3c2hNbVVlVi5rhqmFQOqU9ERERUbBLV71jxJsqNfLWz+OQ6T1SNDxwANu9owLK1W/kLJxEREVGRSVa/C/DZCZHh8tnOYuM6T9z+QMwHHrR5RwPc/kCOU0RERERE2UhWv2vxsn5HZLR8trPYuM4Tl0fOajsRERERFZbk9Tt/jlJC1H7ls53FxnWeOGyJe90k205EREREhSV5/c6co5QQtV/5bGexcZ0ndrMJtVWVmttqqyphN5tynCIiIiIiykay+p3TyvodkdHy2c5i4zpPBFXFzHHVMR98cBQ7gaOFExERERWVZPU7E8erJTJcPttZfPc4j0yqill1NXB5ZbS4/XDazXBYJYiKku+kERERERUUVRDg9gfg8shw2CTYzSZdKsl6n9ekqpg9rjrOOdm6JgpKN/bS2T9xHBqHjes8kgUBS1/egi272kazq+lTiVnjqyHxyTURERERAOPmrDXqvIKqwiGJcJRZWlewXkcUId3YyyRW8xGHfC08TxRRxNLVWyMa1gCwZVcDlq7eCkXkR0NERERk1Jy1+ZwLl6g9Szf2iilW2YLLE5dXjmlYB23Z1QCXl1NxERERERk1Z20+58Ilas/Sjb1iilU2rvOkxZ14nkOXm41rIiIiIqPmrM3nXLhE7Vm6sVdMscrGdZ447YnnOXTY2R2eiIiIyKg5a/M5Fy5Re5Zu7BVTrLJxnScOq4SaPtrzr9X0qYTDWjg3CREREVG+GDVnbT7nwiVqz9KNvWKKVTau80RUFMwaXx3TwA6OFs7puIiIiIiMm7M2n3PhErVn6cZeMcUqH4/mkaSqmDOhdZ5rl1uGwy5xnmsiIiKiKEbNWZuvuXCJ2rt0Y69YYpWN6zwTFQVlZhFl5iPzr7FhTURERBTDqDlrOSc1UX6kG3vFEKt8LZyIiIiIiIgoS2xcExEREREREWWJjWsiIiIiIiKiLLFxTURERERERJQlNq6JiIiIiIiIssTGNREREREREVGW2LgmIiIiIiIiyhIb13mmCgJcsoIfmn1wyQpUQch3koiIiIh0xfoOUWlhTGuT8p2A9iwgCFi2Zis272wIrautqsTMcdUwFeCk6ERERETpYn2HqLQwpuPjk+s8UTVuSgDYvKMBy9Zu5a8/REREVPRY3yEqLYzpxIqycf3NN9+gqqoq5t/LL78MANi2bRsmTpyIk08+GSNHjsSKFSvynOJYbn8g5qYM2ryjAW5/IMcpIiIiItIX6ztEpYUxnVhRvha+Y8cOWK1WvPnmmxDCfh3p0KEDGhsbMWXKFJx99tlYuHAhPv74YyxcuBCdOnVCXV1dHlMdyeWRk253lFlylBoiIiIi/bG+Q1RaGNOJFWXjeufOnejZsye6du0as23lypWwWCxYsGABJElC7969sWfPHixfvrygGtcOW+KsT7adiIiIqNCxvkNUWhjTiRXla+E7duzA8ccfr7mtvr4egwcPhiS1fbBDhw7FF198gf379+cqiUnZzSbUVlVqbqutqoTdbMpxioiIiIj0xfoOUWlhTCdWlD8t7Ny5E5WVlbjsssvw5ZdfokePHpg5cyaGDx+O77//Hn379o3YP/iE+9tvv0WXLl0yvq4k6ftbxMxx1Vi2dis274gaaa+uGmZRAJB8QACTSYz4L8XHvEpdIeeV3nGYb4Wc18WCeZh7hRCH/NyNo3fe6lHfKRV65m0hxGG6GLf6yWdellpM65mHRde49vl8+PLLL2G32zFv3jw4HA6sX78e06ZNwzPPPAOPxwOLJfI9f6vVCgDwer0ZX1cUBVRUOLNKu5YbJw7CoWYvWtx+OO1mdCyzooMj/X4K5eV23dNWqphXqSu0vDIqDgtBoeV1MWIe5kahxSE/d+Pombd61XdKRbZ5W2hxmC7GrX7ylZeMaW1F17i2WCzYtGkTJEkKNaL79++P3bt3Y8WKFbDZbPD5fBHHBBvVDocj4+sqioqmJlfmCU/AaRbhNLf+ACB7/Wj0+lM+1mQSUV5uR1OTG4GAYkj6SgXzKnW5yqt0KwZGxmG+8L7MHvMwO8Uah/zcjWNU3mZT3ykV8fK2WOMwXYxb/RRCXpZKTAfzUg9F17gGtBvJffv2xT//+U90794d+/bti9gWXO7WrVtW15Xlwv0SCASUgk5fIWFepa4Q86rQ0qOXQszrYsM8zJ1Cymd+7sZh3hpHj7wt5s+G95Z+mJeFpeg6PGzfvh21tbWor6+PWP/JJ5/g+OOPx+DBg/Hhhx8iEGibY+29995Dz549s+pvTURERERERBRP0TWu+/btiz59+mDhwoWor6/H7t27sWjRInz88ce49tprUVdXh+bmZsyfPx+fffYZ1q5di5UrV+Kaa67Jd9I1qYIAl6zgh2YfXLICVSiuAQCIiIiofWNdhqj0MK4zU3SvhYuiiCeeeAL3338/rrvuOjQ1NeHEE0/EM888g6qqKgDA008/jbvuugtjx45FZWUl5s2bh7Fjx+Y55bECgoBla7Zi886okfbGVcOkqnlMGREREVFyrMsQlR7GdeaKrnENAJ07d8bdd98dd3t1dTVeeumlHKYofarGTQsAm3c0YNnarZg9rhoCb14iIiIqUKzLEJUexnV2iu618FLh9gdibtqgzTsa4PYHNLcRERERFQLWZYhKD+M6O2xc54nLI2e1nYiIiCifWJchKj2M6+ywcZ0nDlviN/KTbSciIiLKJ9ZliEoP4zo7bFznid1sQm1Vpea22qpK2M2mHKeIiIiIKHWsyxCVHsZ1dti4zhNBVTFzXHXMzRsciY8DBRAREVEhY12GqPQwrrPD5/p5ZFJVzB5XDbc/AJdHhsMmwW428aYlIiKiosC6DFHpYVxnjo3rPBNUFQ5JhKPM0rqCNy0REREVEdZliEoP4zozfC2ciIiIiIiIKEtsXBMRERERERFliY1rIiIiIiIioiyxcU1ERERERESUJTauiYiIiIiIiLLExjURERERERFRlti4JiIiIiIiIsoSG9dEREREREREWWLjmoiIiIiIiChLbFwTERERERERZYmNayIiIiIiIqIssXGdZ4oootmvYG+TFy1+BYrIj4SIiIiKhyoIcMkKfmj2wR1orcsEl12yAlUQ8p1EonaNMZo7Ur4T0J7JgoClL2/Bll0NoXU1fSoxa3w1JFXNY8qIiIiIkgsIApat2YrNOxtgs5hw48RBWP/O5xF1m9qqSswcVw0T6zZEOccYzS0+Js0TRRSxdPXWiBsbALbsasDS1Vv5BJuIiIgKmhpWaQeA0SN6x1TaAWDzjgYsW7uVT8eIcowxmntsweWJyyvH3NhBW3Y1wOWVc5wiIiIiotS5/YFQpR0A+vWoiFu32byjAW5/IFdJIyIwRvOBjes8aXH7E253udm4JiIiosLl8kTWVXx+Ja39ichYjNHcY+M6T5x2c8LtDju7wxMREVHhctgi6yoWc+JqZfT+RGQsxmjusXGdJw6rhJo+lZrbavpUwmHlzU1ERESFy242obaqrS6zfU9j3LpNbVUl7GZTrpJGRGCM5gMb13kiKgpmja+OucGDo4WLSuLXNoiIiIjySVBVzBxXHaq8r9+wG6OH94qp2wRHIhY4EjFRTjFGc4+PR/NIUlXMmVADl1eGyy3DYZfgsEpsWBMREVFRMKkqZo+rhtsfgMsjw2mXMGdCDTw+GS6PDIdNgt1sYqWdKE8Yo7nFxnWeiYqCMrOIMrOldQUb1kRERFREBFWFQxLhKGury0Qss9JOlFeM0dzha+FEREREREREWSr6xvUXX3yB2tparF27NrRu27ZtmDhxIk4++WSMHDkSK1asyGMKiYiIiIiIqNQVdePa7/fjhhtugMvlCq1rbGzElClTcNxxx2HNmjWYM2cOHnnkEaxZsyaPKSUiIiIiIqJSVtR9rh977DE4nc6IdatWrYLFYsGCBQsgSRJ69+6NPXv2YPny5airq8tTSomIiIiIiKiUFe2T602bNuGll17C4sWLI9bX19dj8ODBkKS23w2GDh2KL774Avv37891MomIiIiIiKgdyMmT648//hhutxvDhg2Doii48sorI7b/7Gc/w6WXXpry+ZqamjBv3jz89re/xdFHHx2x7fvvv0ffvn0j1nXt2hUA8O2336JLly6Z/REAJKnwfoswmcSI/1J8zKvUFXJeFWIcZqOQ87pYMA9zrxDikJ+7cZi3xtEzbwshDtPFe0s/zEv96JmHhjeu77jjDvzpT3/CWWedhWHDhkFVVXzwwQc48cQT4XQ6sW/fPtx7770466yzQo3gZBYsWICTTz4ZF110Ucw2j8cDi8USsc5qtQIAvF5vxn+HKAqoqHAm3zFPysvt+U5C0WBepa7Q8qrQ4zAbhZbXxYh5mBuFFof83I3DvDVOtnlbaHGYLt5b+mFeFhZDG9evvfYa/vSnP2HevHmYNGlSxLbf/e53OOmkk3Do0CGce+65WLVqFWbPnp30nOvWrUN9fT1ee+01ze02mw0+ny9iXbBR7XA4MvxLAEVR0dTkSr5jjplMIsrL7WhqciMQ4BzZiTCvUpervEq3YlCocZgN3pfZYx5mp1jjkJ+7cZi3xomXt8Uah+nivaUf5qV+gnmpB0Mb16tXr8bFF1+MKVOmxN2nY8eOGDduHP7xj3+k1Lhes2YN9u/fj5EjR0asv/3227FixQocc8wx2LdvX8S24HK3bt3S/yPCyHLh3riBgFLQ6SskzKvUFWJeFVp69FKIeV1smIe5U0j5zM/dOMxb4+iRt8X82fDe0g/zsrAY2rjevn07Jk+enHS/oUOH4uWXX07pnPfffz88Hk/EunPPPRe//OUvcf755+P111/Hiy++iEAgAJPJBAB477330LNnz6z6WxMRERERERHFY2gPeI/Hg/Ly8oh1JpMJzzzzDHr27BlaZ7fbEQgEUjpnt27d0KNHj4h/ANClSxf86Ec/Ql1dHZqbmzF//nx89tlnWLt2LVauXIlrrrlGvz+MiIiIiIiIKIyhjevKykp8/fXXMeuHDRsW0f/5iy++yPqV7aAuXbrg6aefxhdffIGxY8diyZIlmDdvHsaOHavL+YmIiIiIiIiiGfpa+ODBg7Fu3TqMGTMm7j6qqmLNmjU444wzMr7Ojh07Iparq6vx0ksvZXw+IiIiIiIionQY+uT60ksvxaZNm3DnnXfGjOANtDasFy1ahO3bt6c1zzURERERERFRITH0yXV1dTVuvPFGLF68GG+99RbOOeecUB/pb775Bm+++Sa+/vpr3Hrrrejdu7eRSSEiIiIiIiIyjKGNawC48sorccIJJ2Dp0qX4wx/+AEVpGyp+4MCBWLBgAYYNG2Z0MoiIiIiIiIgMY3jjGgCGDBmCIUOG4PDhw/j666+hKAqOOeYYVFRU5OLyRERERERERIbKSeM6EAjg0KFD6Ny5M0444YRcXJKIiIiIiIgoZwwd0ExVVTz00EMYMmQITj/9dJxyyil48MEHNQc3IyIiIiIiIipWhj65XrFiBZ588kkMHToU/fv3x+eff47ly5ejubkZt912m5GXJiIiIiIiIsoZQxvX69atw+WXX45bb701tO6pp57CsmXLMH/+fJhMJiMvT0RERERERJQThr4W/t///hfnnHNOxLrRo0fD4/Hg66+/NvLSRERERERERDljaOPa6/XC4XBErDvqqKMAAC0tLUZemoiIiIiIiChnDG1caxEEAUDrYGdEREREREREpSDnjWsiIiIiIiKiUmP4PNerV6/Ghg0bQsuqqkIQBLz00kvo2rVraL0gCJg1a5bRySEiIiIiIiLSneGN61WrVqW0no1rIiIiIiIiKlaGNq63b99u5OmJiIiIiIiICgL7XBMRERERERFlydAn10uWLEl5X74WTkRERERERMXK8MZ1qlNvsXFNRERERERExcrQxnV1dTW2bt2KE044ARdeeCHOP/98HH300UZesugoogiXV0aL248yuxl2qwRRUfKdLCIiItKJKghw+wNweWQ4bBLsZhOEJA8d8kUVBDR5Ati35wDsVgk2SSzYtBIZzYjYLabvA0qfoY3rVatW4ZtvvsHrr7+OP//5z3jggQdQW1uLCy+8ED/96U9RUVFh5OULniwIWPryFmzZ1RBaV9OnErPGV0NikBERERW9gCBg2Zqt2LyzrayvrarEzHHVMBVYWV9MaSUymhHxwBgrfYYPaPajH/0I06dPxyuvvII///nPGDZsGJ5//nkMHz4cU6dOxSuvvILm5majk1FwFFHE0tVbIxrWALBlVwOWrt4KReRYc0RERMVM1ahIA8DmHQ1YtnYr1CNd5wpBMaWVyGhGxANjrH3IaQuuV69emD17Nl5//XWsXr0a/fv3xxNPPIHTTz8dc+bMyWVS8s7llWMa1kFbdjXA5ZVznCIiIiLSk9sfiKlIB23e0QC3P5DjFMVXTGklMpoR8cAYax/y9ni0Z8+eOOmkk9C/f38EAgH8/e9/z1dS8qLF7U+43eVm45qIiKiYuTyJy/Jk23MpnbQqoohmv4K9TV60+BW+bUclx4jYLabvA8qcoX2uo/l8PvzjH//AG2+8gbfffhterxcDBw7ELbfcgp/+9Ke5TEreOe3mhNsd9px+NERERKQzhy1xWZ5sey6lmlaOF0PtgRGxW0zfB5Q5wz9Fn8+HDRs24I033sDf//53uN1u1NTU4LrrrsNPf/pTdO3a1egkFCSHVUJNn0rNV8Nr+lTCYZUAjhpORERUtOxmE2qrKrF5R2xZX1tVCbvZBBRIgzSVtCoaDWugbbyYORNqOOMJlQQjYtdmSVz3t1lY9y8Fhr7Hc8MNN2DYsGGYM2cOvvrqK8yePRtvvfUWXnzxRUyaNKndNqwBwOOXMW1Mf9T0qYxYX9OnEtPG9IfHz1dDiIiIipmgqpg5rhq1VZFlfXB04EKafieVtHK8GGovjIhdt0/G6OG9NOv+o4f3gtvH+CkFhj65/vOf/wyTyYRBgwbh2GOPxa5du7Br1y7NfQVBwN13321kcgrK4RY/fr/+E9wwcRC8/gBa3H447WZYzSbc/3w9po4eAEe5Jd/JJCIioiyYVBWzx1XnZF7bTObPDT/GaZcwq64GHl8AHp8Mm0WCzWKC1y+jxS3DapFw6XlVEAAcf2wn+PwKLGYR2/c0Yv2G3XC5ZZSZ9au7cD5gyqdUYzf6PrVZpFDMlDkkWCQJLq+MFrcfR3WyYdIFJ+Bwc294fIFQ/Nz3fD1uv3oYBAfv82JnaOP6mGOOAQB88803+OabbxLuK7Sz4ec7lpkxd+IgLFuzNabf0tyJg6AoHDGQiIioFAiqCockwlF2pOFpQMU5k/lzEx3T4+jO+P6HZixdvSVye99KTDirL+5Y8T48vta6Sk2fStw4cRCcDv2qlZwPmApBstjVuk+DT6KfWrcVt04disc0xiiYNqY/fvv4uzjY7Autt1lNmH3/27zPi5yhjeu33nrLyNMXNYskxQQb0Ppa1eNrWvstsd8FERERJZNs/tzZGq+xJjvmV7+o1d6+swGKCowe0Rur3twJAKG6jF51l0z+HqJci3efBuNh3qTBWL7uE826/vJ1n2D2JbW48/cbAbQ2uPcf8gDgfV7scjZ3wtKlS/Hdd9/pcq79+/fjxhtvxNChQ1FbW4vp06fjs88+C23ftm0bJk6ciJNPPhkjR47EihUrdLmunthviYiIiPSQyfy5yY453OKLu33Lrgb061ERs86jU59RzgdMxSDRfbplVwPMJjFhXb9LRxuAtifZS1ZtDm3nfV68cta4fvbZZ3HWWWdhypQpeO211+D1ejM+14wZM/Df//4Xy5cvx+rVq2Gz2XDllVfC7XajsbERU6ZMwXHHHYc1a9Zgzpw5eOSRR7BmzRod/5rsJZvnuoXzXBMREVEKMpk/N9kxyeohPn/sE2q95unlfMBUDJLHUOK6vscbwEPXn4mLhveKeUU8lfNTYcrZhGrvvvsu3nzzTaxbtw6/+c1vsHDhQpx//vkYO3YsamtrUz5PY2Mjjj32WMyYMQN9+vQBAMycORMXX3wxdu3ahffeew8WiwULFiyAJEno3bs39uzZg+XLl6Ours6oPy9tyea5dnKeayIiIkpBsvlxrRYTPIoSMbBSmd2MS87ui/Ubdof6Tvc5tmNooFWXR8ZtU4eEBisL7hNkMcc+n0mUjnQGJ+N8wFQMUrlPE8WQ0y7hlw+8nfH5qTDl7FOzWCw4//zzcf7552Pfvn1Yv3493njjDbz88ss47rjjMG7cOIwbNw5dunRJeJ6Kigo8+OCDoeUffvgBK1asQPfu3XH88cfjsccew+DBgyFJbX/a0KFD8eSTT2L//v1Jz58rTquUcP48J+e5JiIiohQkmpO3pk8l6rftxZD+R2sOrHTjxEG47/l6/L+uZbjxikFYujp2oNXgPuEDmG3f0xhxnURz/6Y7OFkxzQ9O7VeyuHt363dY9ebOuDHkSNIW4H1enHL2Wni4rl27YtKkSbj22msxaNAgfPHFF3jwwQdx5pln4tZbb0Vzc3NK57n11ltx+umn43/+539w1113weFw4Pvvv0f37t1jrgcA3377re5/SzYmjOqrOdfdhFF985QiIiIiKjbx5uQNjlrc80ed4g6stP6dzzF6RG/cMDG2YR29D9Ba6f/5kSfeQYnm/k02OJmqMVtMMc0PTu2YIMSty48e3isUI9ExVNOnEteMHQCR93lJyvn7Bh988AFeffVV/O///i9cLheGDh0aalj/4x//wB133IHvv/8ey5cvT3quyZMn4+c//zn+9Kc/YdasWXjhhRfg8XhgsUTOsWi1WgEgq37eACBJ+v0WcdAt444V72P0iN64eESviLki71jxPu6dMxydUng13GQSI/5L8TGvUlfIeaVnHBaCQs7rYsE8zL1CiEN+7pEkAL8cX4MWbwAtbj9aPP7Q/LmLZp2RcGClqaNPgtcfSLjPVRediBEn/whOqwkAcP8vR8Dl8cNhM8NpNcEkAEBsQ7nJk2xwMgXlNlPCvyeV6xQLPe/bQojDdJVS3EbX5Z02c0Tchb8GHoyhYQOOxv5DHtyy7J+489rTUW4zZXyfl1Je5pueeZizxvVDDz2E1157Dd999x2OPvpoXHnllRg3blxoLmwAOP/887Fjxw4899xzKZ3z+OOPBwD87ne/w8cff4znn38eNpsNPl/kgADBRrXD4cg4/aIooKLCmfHx0b458ANsFhP6/rgCFeU2uDwynDYJfX9cAZvFhBa3jJ7HdEz5fOXldt3SVuqYV6krtLzSOw4LSaHldTFiHuZGocVhe/ncD7t8ONTsRYvbD6fdjI5lVnRwWGL28cgKVLR+TkP6d8dp1UfD7ZGxcNowlDnNMAkCWo7UOX445MGSVZuPDF6W+CmZyyOjUwcrrDYzOjgsOCrFdO/bcyDhdo9PRo+jy+NuT/U6xSbb+7bQ4jBdxRK3+5vcONziQ4tbhtMuoYOzNeZa1/lx8+RTQ3HlTjLTj8sj4+Zl74aWw+/9bO7zYsnL9iJnjetnnnkGZ599Nn73u9/htNNOg6DxGhAADBgwANddd13c8+zfvx/vvfcefvazn8Fkav2lUxRF9O7dG/v27UP37t2xb9++iGOCy926dcs4/YqioqnJlfHx0To4zbhzxukxr2nV9KnEnTNOB6CisbEl6XlMJhHl5XY0NbkRCLCPdiLMq9TlKq/SrRjoHYeFgPdl9piH2SnWOGxPn7s3oMbts2xtfcSluU/w9dTHVm3GnEtq8dzr2+LWOZIN8+L2tjYMoq+bjM2SuKpps0gp1XdKRbz7tljjMF3FFLeegBrTVaK2qrX75h0r3gcA3DhxkGZcRfexBmIHM8723i+mvCx0wbzUQ84a1y+++CKOP/74mFe2gdYny59++ikGDhyIs88+O+F59u3bh7lz56JLly4YNmwYAMDv9+M///kPRo0ahaOOOgovvvgiAoFAqPH93nvvoWfPnlkPZibL+t24NrMUM7AI0Dax/JwJNWldLxBQdE1fKWNepa4Q86rQ0qOXQszrYsM8zJ1CyudS/9yT9VmePa4aADT3CdYxZl9Si/XvfJ6wzgG0Ngq0Xg0PH8As/Lqp9Am1m8UkgzaJJf35xaPHfVvM+VbocauIouYYBJt3NEBREOo/HS+ugNZ9Vr25E0BrDJnCfpDS894v9Lxsb3L2kn5dXR22b9+uuW3r1q2YMmVKSufp168fzjjjDCxcuBD19fXYuXMnbrrpJjQ1NeHKK69EXV0dmpubMX/+fHz22WdYu3YtVq5ciWuuuUbPPydrLq+csG+TK8mrJURERFT63P5kfZYDCffZsqsBXTraktY5REXBrPHVSQdnCr9uKjg4GRWjZPX0fj0q0K9HRdJ9gLYY2t/oAcB7v9QZ+uR68eLFOHjwIABAVVUsW7YMFRUVMftt27YNHTp0SOmcgiDg4YcfxgMPPIDrrrsOhw8fxqBBg/DHP/4x1H/76aefxl133YWxY8eisrIS8+bNw9ixY3X7u6Ipohgxb6TdKkFM8n5Vi9uPISd2xdVjquEOO9ZmlfD0uq1occsoM8c+5ddLOvNNEhERUWoyKV8THePyyOhUZsHsS2rRpWPbGC0BVUVLix+HXX6IggCbxYTRI3qjX4+KiEFS12/YDY9Xxh3ThsHpNEMUhNA5Dh72AELrc5a9TV6U2c2YM6EGHr+Mwy1+uL2y5uBMwXQ5ylKrp5hUFbPHVbPeQXmXLD7D6/SPzh0Jk0nA/kYPXF4ZFrOIb/cfxsC+3SAHVLS4/Xhs7kiIJgGLV27CV3sjZzuyWdrmub7v+XosuHoYltwwkvd+iTO0cd27d28sW7YMQGuj+JNPPol5LdxkMqFDhw64+eabUz5vhw4dsGDBAixYsEBze3V1NV566aWM050OWRCwVGPeyFnjqyElCJwu5WZMvXgAlsQ5FmpqvwhnIt35JomIiCi5TMrXZMeUOaS4Y7RMG9Mfv338XVz3i4G4ceIgrH/n89BrqMF9bpw4CAFZRedONs1zXDN2AG5Z9k8cbPaF1s0aX42jykVMu6dt8KVoDlt6VUhBVeGQxLYGOesblGPJYi1enX708F54+MWP0LXCjt9eNURzLvj5Vw3BXb/fGNHA9vhk3LFiY2i5zCHBIYm890ucoKq5+YRHjRqFpUuX4oQTTsjF5XQXCCg4cCBy0AFFFDX7TQOtgTZnQk3cJ9jZHBtOkkRUVDjR2NiSUn8LVRCwRKNfFtD6BZNqH6pilG5etWe5yqvKytTeWAnSisNix/sye8zD7BRrHBba555J+ZrKMaogJKwvXDS8FwDgNY2+n8F9po/tj6deiZ3nOvwcd/5+Y8S6OZecjKWrP47bV7qU6wtGinffFmscpitfcZss1mbV1SSMs6oeFThz4I8SxtH0sf0x696/RxwT/LHLiJgptO/AYhbMSz3krM/1W2+9VbQN63iy6Tedrz7XqfTdIiIiovRkUr6mckyy+kKXjjaIAhLuEwioSc8Rvc7l8bOvNJWMZLGWSh/rZHEUCLTGRPQ4BYyZ9sXQ18InTZqE22+/Hb1798akSZMS7isIAlauXGlkcnTX4vYn2R6/33SL25+wf5RRfa5dnuRz8KXah4qIiIhapVO+hvfr1BLsY62orfWFh68/MzQn9cFmX0T9weOV0aWjHZec3be1f7UvthGfrL7i1kh7i1tGJ7vEvtJUErTis1tnO+ZNGgyzSUSL24/brx6KgKJCEgV4fIGIernPr6RU73907kg4rBK8fhl3TB/GmGmHDG1ch79xnuzt8xy9na6r6PnqYrfHz94yhzlh/6gyhzEfTbI+Uun2oSIiIqLUy9fwfp23TR0Ss1+nMkvcPtZ3zjgdv1vxPqaPqY5bf9AafCxZfcWukfZgHYZ9pakURMdnt852LJx+Gh5fE9t/OtjH2uMLhOLKJAop1fvLzCKgKLCbRNgZM+2SoS2pP/zhD6H/f+KJJ+B0Rr7LvmXLFtTU1BiZBEM5rFLCOSEdVgmI02/abpESzo03Z0JN3GOzYTebksw3aeKXABERUZpSKV+VqAGTtu9pjKlHzL6kNqZhDbTNST1v0mA89/q2lObWBVrrI/6AkrC+sv+QJ2Zda0OC9QEqDdHxOW/S4JiGNRAbR8HlSRecAJNJyLjeT+2H4X2ut23bhjFjxsS88n3o0CFceumluOCCC7B79+44Rxc2t0/G6OG94s4J6fbFf0XMnaRvh9ugPtecb5KIiEh/qZSv0f0612/YHVOPSDYntdkkpjS3LtBWH7n3uU2YNqa/Zn3lmrEDsGTV5oh1s8ZXo2uFI/U/nqjARcdnOnG0ZVcDTELrdFvx5oKfNb46pYGIqfQZ+uT6v//9L6688ko4HA4cf/zxEdssFgtuueUWPP3007jsssvw6quvonv37kYmR3fNLj/ue74eo0f0xsUjekX0m77v+XrcfvUwOMu1+y83J+lz3eyW4TRonmuTqmJWXU3ac3MTUW74FBWHXZF9uzo4zLCIQp5SRERBiebJ1SpfHdbWqlazL9Daf/rXZ8JpNcMrt84lXe40Y/b4GrR4WueV9njlJGOyJO736bCZsWjm6TFzVP/28Xcx+5JaXHnhifB4A3DaJTisEkQAd1xzGlrccmidJWfD3RIZK3x8gw4OM2bV1cDtlZPWw33+yDqx2yvjygtPwgfbvsM1Y/sfmee6LWZYh6YgQxvXTz31FCoqKvDiiy+iU6dOEdvsdjsmTpyIn/3sZxg/fjyeeOKJuPNWFyqn3QyPLxDx+lXk9vjZ28GZuM91B6dxH01AELBs9RbOc01UoA67/Fix/pOIdVNH90cXDjZIlFfpzpNrs5hw29ShePlvOyOOCc5R/fCLH4X6TwePeeTXZyYZkyVxv0+bxYQDTZ6I+XUB4GCzLzTd1qNzR4b6hgJAmVlsG0RVUQCRrWsqfuHxaLOYQnG1ZVcDFlw9NGGcmaJ+zLZZJdy8LDjv+3/w6NyR6FYeFjNERxj67fnee+/h6quvjmlYh+vSpQumTJmC9957z8ikGCLY51pLqO9FHDZz/D7X69/5HDazMY1rVaNiALROQ7Bs7VaoAp+MERERRUtWfiqiiKWrI/twjh7RGy+9uTPmmPD+09F1AUkSE9cPLInrHgFVDfXljrdPovoJUSmIjsfRI3pHxJWsqAnjrEPYj9nR4xIwhigRQxvXDQ0N6NGjR9L9+vbti++//97IpBhCVJSM+15wnmsiIqLikck8uf16VKTdf9rvV5KOyZJovJfDzT7NvtzBfdg3lNqD6HiMjsVkc8ObjjxsCr5lEhyXgDFEyRj6s0vnzp2xb9++pPsdOHAg4dPtQiapKuZMCPavSr3vBee5JiIiKmzh/autFilmLunwcrzF7cdtU4eEynGPLxDTbzOaVl1AEISkc1Y/tmpzqP+02yPDbpOw/5AHj63ajN9MPhW3Th2KMruE6WP7w+9X4A7vY81GAZWQ8Bh12iVYzRLcR/pYh89bbTabImLNapFi4jWc29s6Z7XdKsHj8+OmSacyhiglhjauBw8ejLVr1+KCCy5IuN+6detwwgknGJkUQ4mKEttfKQnOc01ERFS4tPpXh88lDSBhOX7f8/WwmBO/IJisLhBvzuo5l9TGvNJa06cScy6phccrY8HT74fWjR7eC9272GE3iewbSiUlPEaj+1QHBWNAlJW0Ys1pN+OXD7wdWo4ep4AoHkNfC7/iiiuwceNG3HPPPfB6vTHbfT4fFi9ejHfeeQeXX365kUkpOInmuV7/zuewW4xp5Abn+dMSmueaiIioHYvXvzpYRo8e0TumD6fWPoqKhH2fbUnqAqNH9I45xmo2JTxGVtSYdVaDxnEhypfoGE0Wj06nOeVYq+lTCXtYn2r2saZ0GHqnDBgwADfffDPuvvtuvPrqqxg2bBiOPfZYBAIBfPvtt9i4cSMaGxvxq1/9CsOHDzcyKQUnlT7XZUl+8c5EcJ6/ZWu3YvOO2NFOOc81ERG1d4n6V2/Z1YCLR/QCgLizhQT3EQUBo4f3Cq0LCj5NcyepCwSvEzxm2pj+8PpTPya4zu2V4TSgTkGUL9Ex2q9HRcJ4FIUTU4qb8DgLLrOPNaXD8J9hLr/8cvTr1w8rVqzA3/72t9ATbKfTiTPOOANXXXUVampqjE6GocLn0Et1zuhk81Qa1ecaaJ2Hc/a46rjzdBIREbVnycYncdrMUDTKzPA+nXarBIfNjPpt3+PiM3tr9o++adLgpNdZNPN0OO1mmEwCFq/chGvGadeZgtfu1MGG30waHDGOS7PbD0Ews6ynkhEdoz6/knAso2QxbbdKeOj6M7H/kAe/ffxd3DTpVDw6dyT7WFPacvKOwymnnIJTTjkFANDY2AhRFNGxY8dcXNpw0XNaAm2/ckkJCjCnPfE8lYnmyNaDoKpwSGLb4GUsbImIiAAkH3+kxeNH53JbxLrwPp/hT9Bq+1bihOO64Oal/wz16Qz2j05WF2jx+EPzVdf0qcS8SYMRCMRW9ONdO9if1OsL4OZl70bMyU1UzKJjNFkMOJPEtNsrh81j3VoPZx9rykTO3xGqqKgomYa11pyWQOvrJUtXt855GU82c2QTERGRcZLNJa2oQEBVI/aJ1+dz884GvPTmzog+neHjqyS6zvY9jRHHLF/3CSRJjDkmWX/T4Jy9wTm51SPTDBEVq+gYTTZvtdkcGzdBwZgOX2Y9nDLFDjhZyGauarcv8TyVbp8x81wTERFRYl5/4jJaEgUcbvZF7JNsTut+PSpi1u094Ep4nfUbdscc4/crMccku7YprDG9eUcD3P7YKb6Iikl0PTrZvNWyHBs3QGRMB5dnja+GrLAeTpnhzzJZyGau6maXH0+t24p5kwbDbDoJLW4/nHYz/AEF9z63Cdf94hQ4yznfNBERUa61uGXc93w9Ro/ojYtH9Ioo3+97vh7X/WIgAODhFz8K7WO1SAnrBME5r7t1th8p+0W0uP3oWmbH7PE1cHn9oXFQ3v/0e+z+5iDmXTEo5jxur4zKzjbMHl8Dt691vBeHzZxwbuzo/qYuj9zWLYyoCGnVoxdcPRSyokIUoNnnumvn1lj7/kALJJMIt1cOxfTtVw/Fo3NHwmQScOfvN2L2hJNxFGOEMsDGdRaymau6g9OMW6cOxfJ1n8T017516lAA7A9FRESUDw6bBI8vEHf04eD81eH7LLh6aMI6gUkU0K2zHQunn4bH12yNKftn1FXj7mc/wIxxNTj+R52w/p3P8cL/7og5T5nDDEEQsGR17Hgv8ebGtkf1N03Wp5yo0EXXo4N9rl/TmOc6GDdz7n879KS6g9MS1cc6cl5rxghliq+FZyGbuaptZimmYR08dvm6T2DjnJRERER5YTebUFuVuC/09j2NafX5lBUV8yYNjmlYB/d5fE3rU7hk57FZ4tcf4s2Nvf+QJ7RcW1UJu9mUemYQFaDoenSycQdsR+rkoT7YUlsTqKZPJUymtq4TjBHKBhvXWUg2P6U7QZ/rbPprE1Fh8ykq9jf7Iv75FL6NQlQsBFXFzHHVMQ3s2qpK/PzI69frN+xOq8+nKABmk5hwH7NJTHqeZHWP8L7dwTl7l6zaHEr/zHHVnI6Lil50PTrZuAPhdfLg2AVAWx/rxSs3AWCMUPb4eDQLzSnMVe2M0+c6n/NcE5GxDrv8WLH+k4h1U0f3Rxf23yIqGiZVxexx1XD7A6G+0HazCRAE3DtnOFxuGU6HhDkTauDxyTjsSlyu2yxSCmW/P9Q3O9E+iThsZtwz8ww47BIcVgk+WcYtV54aSj8bDVQKouMg3bhxewOheaxlRcbsCSczRkgXbFxnwWk3Jxy8xJFgrup8z3OtiCJc3taBUMrsZtitEkTO5UdERBQiqCocktg2+JeqQjky8raK1oGTAISm8Xn4+jPxwyEPlqzajIPNvohz2W0STGLiKbCcdnPCt96C+yTisB2ZnxcAFAU2UYQtLP1ExSq67vrbq4aEYi04DkI80XETPo+1BWLb4GWMEcoSG9dZKLNKuG3qULz05s6YwUtumzoUZVYp7uTzwXmutV5hCc2vZ1BjVxYELH05diCUWeOrIfFLhYiISFN4+dmpzII7Z5yOxzTK0ztnnI7fPv5uqIFdW1WJD/7zPQaf0C1h2S8HlFBf7kT1g3zVH4jyJV7dNRhryeImvE8144SMxD7XWVABvPy3nZqDJ7z81s6E432LAK4ZO0Bzvr1rxg4w7INRRBFLV2sPprJ09VYoIm8JIiKiaNHl5+xLahMOTDr7kloAreX6hFF9IQD49+4GzKyr1iz7Z9ZV49+7G7B+w278/Oy+Mf29g/uIqopZ47XPMWt8Nd9Co5KTqO4ajLXoMRCCovtUM07IaHxynYUWr4zNO7UHT9i8owEtXrnt1awozV4Ztz35L8y+pBZXXngi3B4ZdpuE/Yc8uGXZP3HHNafFPTYbqQykZsR1iYiIill0+dmloy1heTp19Em4beoQbN/TiDtWvI95VwwCANz21L8i5uZ12s3wBxTc9tS/cMuVp6L6+K443OLF5PNPxJQLhZh9br1qCBySiDkTauDyynC55VD/ajYYqBQlq7tOHX0SrvvFQJhNIqaP7Y9AQG0d98guwW6V4A/ImFF3MpyME8oBNq6zkGxQEVeCQcla3H5UdrLj/3Utg9cfgCAAkijg/3UtQ2Unu2EDmnEgNSIiIm3hfTo7OMywWaTQstNuxoKrhwKCio5lNni8cqjxvH7D7pi5pVvcfhzVyY4hHaz4x0f/DQ24tPeAG3Mf3qB5fZdHjph79zeTBuOe5zbF7OMos0BUFJSZxbYymw0GKnLh8VdeZoZVaou/ZLEWHSeLZp4eMW/1oplnhPpYExmJjessJB1UJMGgZJ3KzbjxikExr7nU9KnEjVcMQkANxD02G/keSI2IiKgQhffptFlMuHHioIh5c20WE26bOhQv/21nxFtrNX0qcePEQbjv+fqISr/NKuGXD7yNmj6VWDj9NPxwwA1fIHHZHl1Gaw3S5LCxnKbSk+p4BlqxplW31RrAjCgX+P5vFoKDimgJDZYQh1mUEvZ9NovGfAlkk2YiIqJSFN2nc/SI3hEN6+C6l97cGdMdbMuuBqx/53OMHtE7tK6mTyX2H/KEtj++ZisqOllDgy5pqelTCXtYGVzTpxLb9zTG7GOzsJym0pLOeAZasWaPqrtqxRLrt5QrRdm4PnjwIG677TaMGDECAwcOxKWXXor6+vrQ9m3btmHixIk4+eSTMXLkSKxYscKQdIiKkvGgIqn0fTaCxy9j2pj+mmmeNqY/PH5jrktERFSoosvkfj0qYsporXVBW3Y1oF+PCgBt5emSVZsjtgcCatJBl/yB1jK4tqoSPz+7L9Zv2B2xz+jhveBlOU0lJt3xDKJjLTwmgrFkUvwRy+xnTblSlD/j/PrXv8b+/fvx4IMPonPnznjhhRcwdepUrF27Fp07d8aUKVNw9tlnY+HChfj444+xcOFCdOrUCXV1dbqnRVLVjAYVaXH70anMgtmX1KJLRxtcHhlOmxSaH9Oovs+HW/xY/NwmzYHUfvv4u7hp0qlwlLPPNRERlRZVEOD2B1r7LNsk2M0mCEemn4wej8TnV2CzmDB6RG/061EBn19BRQcbLjuvCiqAPsd2gs+vwGIWQ/1A7VYJD11/Zqg8jZ7nusUt4/arh6LMYcbsCTVwh/XlNpkE3Pn7jZhRV4NH546E1WLCR9v24p7ZZ+D7H1yh69z3fD3umD4M9jKW01T8gjHZ4vZHxJvHK2PB1UMhK61zySeLtZsmnYpFM0+H026G3SrhzY1f4uSq7nh07kgOYEY5V3SN6z179uDdd9/Fn/70JwwcOBAAMH/+fGzYsAF//vOfYbPZYLFYsGDBAkiShN69e2PPnj1Yvny5IY1rABkNKtLBacadM06Pee0lOGcfEk7klbkODjMONvtw5+83xtledLcEERFRQgFBwLI1WyNe6a6tqsTMcdUwqWpM/8zwPter3twZWnfb1KFY9bed+NP/7gjtG+wHWuYwY879b8dNg9MuhQZYqulTiRl11bjrmY3Ye8Adto85YhCmR+eOjBmoiX2uqRR4A2ooJh/59ZkR8RaMv9eiumYEY81uk3Ddg/8IrQ+PraDTTz6WA5hRXhTda+EVFRV46qmn0L9//9A6QRCgqioOHTqE+vp6DB48GJLUVvgMHToUX3zxBfbv35+PJGuymaWE82PazMYUnjZL4j7X7MtFRESlRNVoWAOtU2YuW7sVqiDEjEciK2rcPtcfx+lznax8tYeVr8F+2PMmDY7Yxx9Q4i4DrT8I2M2mNP56osJz2OWLiEmHzRwRb1pjHgBtsRZQ2h5AxetzzT7WlC9Fd+eVl5fjzDPPjFj3xhtv4KuvvsIZZ5yBhx56CH379o3Y3rVrVwDAt99+iy5dumR8bUnS77eIg+7kfa47pTCyockkRvw3mUMeGaOH9wpdJyjYl8vtk9GxRH8VTzev2rNCzis949AogtD6o1/0Oq20a+V1OsdTYd+vpaoQ7sVUP/cmTyCmYR20eUcD3H4FKtSIslEUoNnnOvgUO9qWXQ1we2XMGl+tOQvIrPHV2N/oijnGbDoptM/Mumrc9tS/NJeBI0/a66phFgUAkd8PemNMGUfPvC2EOEyXySTiULM3IibdGmMeJIq1w82tA5oFY+vgwbbYCq6ziADE4sufdDBO9aNnHhZ9K+rDDz/ELbfcgrPOOgujRo3CokWLYLFE9kWyWq0AAK/Xm/F1RFFARYUzq7SG++bADwm3t7hl9DymY8rnKy+3p3bd3T/gqXWtv5abTSeF+nv5AwrufW4TrvvFKTju6NSvW4xSzSsqvLzSOw6N0uiSIUmRT5fMZilh2sPzOpPjqfDu11JVaHGY7HPft+dAwu0tbj8UVY0pG6P7XCd7s6vF7YerxYfZ42vg9rX1p7aaTbjvD/WoG9VX85hH546E3SrBJ8u47henwGmX4LCZ4bBJWDBtWOg8Hcus6ODIbV9rxpRxss3bQovDdHzXeADdOtuPxJsYE2/WJLFmtZhCcbNs9cf4xTn9sGjmGaHY6dbZkaO/pDAwTgtLUTeu33zzTdxwww2oqanBgw8+CACw2Wzw+SIHEQk2qh2OzINNUVQ0NbmS75iiVOabbmxsSXoek0lEebkdTU1uBAKp9fW+depQzb7et04dCkBN6brFKN28as9ylVfpVgz0jkOj+P0yZDkQs04rtrTyOp3jibGdrWKNw1Q/96SNYo8fkihGlI3RfUAB4LapQxKeJ7q/dDStOaujj1lyw09QbjMBUCF7/XCaRTjNrQ8IZK8fjV5/zDmMwJgyTry8LdY4TJfJJKLcYcbC6afh8TWtb3ksuHpoRLylG2tTLpLC3vYs3XpsNMapfoJ5qYeibVw///zzuOuuu3DOOefg/vvvDz2t7t69O/bt2xexb3C5W7duWV1TlvW7cYP9u7ReDQ/2FUnneoGAktL+NrOEx17eErev95wJNbr+nYUo1byiwsyrQkuPFlUFVFWNWZco7eF5ncnxVJj3a6kqpHxO9rnbLKaE5e32PY0Y0r97xI/ONosU0+czOEd1vPPYk5TrWnNWh/cVbe1PLRZV3lLm9MjbYv1sRJMJS1d9HIoVWVEjBi9LJdbCl9OtM5caxmlhKcqX9F944QX87ne/w+WXX46HH3444jXwwYMH48MPP0Qg0PbU57333kPPnj2z6m+tN49PjjvX5ejhveDxGTOPZb7m1yYiIsoHrz9xebt+w26IghBRNnr9gZiyMtEc1dPG9IdP1r5OvDmrZ9ZVwye3zWs9c1x1aGowolLm8vgj4it6jINk88Gve3tnxDKn2qJCUnRPrr/44gvcfffdOOecc3DNNddEjABus9lQV1eHp59+GvPnz8fVV1+NrVu3YuXKlVi4cGEeUx3rsMuP+56vx+gRvXHxiF4Rc/jd93w9br96mCHzTbe4/TH9XML7XBs1v3aQIopwHZnbs+zIfIT8UiQiIr0F59A97PLDKpkwfWx/BAIqWtx+OGwSPt61DxXlVtw7Z/iRvs9nwm4xh/pLR/P4AqFye8pFJ8LtkUPl5+9WvI/rfjEwoly3WyXYbRK27NwHm80Uuk7wmNue+heu+8UpWHLDyIg5t4lKRfjc8p3LJECUcNDdGl93TBsGp9MMURDgiXqwEx5rwVgKzmHd0uLCGSf/GOcN68U5rKkgFV3j+n//93/h9/vx17/+FX/9618jto0dOxb33HMPnn76adx1110YO3YsKisrMW/ePIwdOzZPKdbmtJvh8QXijoboTGGk8EyUl0X2cwmq6VOJhdNPQ0AJJDg6O7IgYGnUK+nBXx0lViqIiEgn4fNadyqz4M4Zp+OpV9pe+75z+mkYctIxobIwuM+S1a1lVLw+n8Fy+4yaY3DzsncBtJZj08dUo8wRWa4/OnckAOCZP28DsE3zfE67BIcktvb7ICoh4TE45MSumHrxgFAdMBhvwa4YWvEWHUvR879zDmsqVEXXuL722mtx7bXXJtynuroaL730Uo5SlJlU+lwb8aVhleL3uX58zVbMmVBjyHUVUYxpWAevu3R163X56yMREWUrel7r2ZfUxgziWdnZjmVhPzJH75Osz2f4/NPBfWbWVUfsY7dKUBQ1L2U9UT5Fx+DVY6qxJKwOmG68afWxZtxQoSrKPtelwCvLmDamf9y+W165tPpcs683ERHlgtsfOa91l462mPInuk919D6J+nzOrKvGvc9tili/ZVcD9h5whfaZNqY/3F4/7n++HrPGV8ftO8oflakURcdg9DzW6cTbrPHV8PpcEcuMGypkRffkulQ0Nfux+LlNmH1JLa68sLXvlt0mYf8hD377+Lu4adKpsBvU57rPsR1xw8RB8PoDob7PFrMJ9z9fb1if6xa3H0NO7Iqrx1TDHdbn2maV8PS6rYb39SYiotKhiCIOumV827gfTrsEu0WCqKpwHeljfec1p6Gywh4q5x6deyasZim0LAB44LoRuPe5Tdh7wA2XJ7U+n8G+0nsPuGPSZJZEPHT9mRHl+Jyf10ISBMyZUHNkvBG59VVw9hWlEhQ+rk5wHmqvX8bhFj+W3DASVosEj1dGs9uP26YOwfY9jVi/YXfCPtb/86/PMejEY/Do3JGMGyoKbFznidNuxsFmH+78/cY42435aDqVm3HjFYOwdHVsn+sbrxiEgGpMn+su5WZMvXhAxGtBwevOGl8NGHRdIiIqLfHG77hm7AD89ol/AQDunHF66LXvYP/OZXHGGrn9qX/BaYstc6P7fP5w0I07VmiX2UDr07lgP2ygtRwP9gsVAZSZxbYfkdlAoBITLy6njemPh1/8CNPHVMdMb1fTpxI3ThyE+56vT9jH+sxTfsw+1lQ0+Fp4ngT7XGsJ9ScxgFmUYhrWQFvfZ7NozHXFJNcVDbouERGVDkUU45YlT77yb8y+pDamP6dWn+vgMY+v2Yp5kwaH5qjWUtOnEnaLFOoXGm+f8HmsjSzHiQpNorhcvu4TzJs0OKZhHdy+/p3PMXpE79C6uH2siYoEG9d54vEn7nPt8ZdW32f2uSbS5vYr+PybQ9h3yIP9zT7sb/ZB4cjBRJqSlSVdOtpi+nNq9bkOP8ZsEuGTAwnnwvb4ZazfsBs/P7svaqviz5cdXGa/UGpPksWl2SQm3N6vRwWAtth5+c3tEcuMJSom/CkoTw63JO5z/ZtJpxo2z3Xi7cb1uc7HdYkK3WGXDyv/sh2yHIB6pFF9xfkn5jlVRPkVPj+uwyaF5oFOVpZ4vQGoUGGzmDB6RG/061EBj1eO6d8ZrsUtA1Aj+nz6/AosZhHb9zTivufrcfvVQ3HvnOEIKArGntkbUy48KTRntcMqweOXcfvVw9ifmtqN8P7VySTbx241h/WplvGTQcfhwuHHM5aoKLFxnSfJ+lw7DOpz7bSbk2wvresSEVFxCURN4wMAtVWVmDmuOmlZYrWacOiwFzdOHIT173we6sMJxPbvDAqWP+F9PqM57eaIPqAPXX9mxDzXs8ZXo1v5kZcB2RigEhfdvzo4p3s8qdQB2/pUi+hWzrEJqHjxtfA8yVef6/Z2XSIiKh7R8+MGbd7RgGVrtyYtS/Yf8kBW1LT6d/oDCvwBJWmf6+jrhJ936eqtUERWqaj0afWvTjZmgckksA5I7QZLgjwRFSUvc196k/T19hrU19vtkxP2Z3P72OeaCptPUUN9ooP/fAr7RhPpKXp+3HCbdzQkHa9kyarNEAWk3L8zOGf1vc9twoy6+GXywy9+FHOd6PNy7BBqD7T6VyerW+5v9CScx1pUGDtUOvhTUR5Jqhqa+9LlluHIQV+tpiR9vY2aX7vZ5cfK1z/FTZMHIxBQQ/NciyYBi1duwoy6k+E04Lr5Fq/fIBWfwy4/Vqz/JGLd1NH90aWs9O5bIj2F980sOzJ3bbxyzuWRI/pL+/wKbFYTOjgtMIkCDrf4oSgqZo+vgdsnh/o9HzzsgT8QwB3XnJZC/04Jj84dGTNn9e1P/QvzJg2G2dTWn9puldDY6MLEn50Ip13CvkY3fvv4uzjY7ItNO8cOoRISHrcdHGbYLBLcR5YfvG44OjisoeVml4x7Vn6QoG45GBUdrZg9oSY0z3Uwvj749Bv0/lEXdC3BOiC1T2xc55moKDmd+zJf82uXl5lxy5QheFxjntFbpgxBQCm9ea4T9Rs0sYFNRO1AvLlvZ42vhqTxPei0S3H7S48e3ivUXzp8+YHrhqNrZ2eofLlt6pCEabJbJc05q/cecGPuwxsAxM6zG+xTGq/sBIwbK4Uo18Lj1mYxhWJyy64GdOtsx8Lpp2FJWFzfNnVIkrqlGXPufzu0HC++iEoBXwtvZ/LV99kqSTENa6BtnlGrVFqVkmT9BlVByFPKiIhyI9Hct/H6KFvNUkr9pcOXLVHlS7L5qJ02c9J9TCYhYtlhlTh2CLUL0XE7ekTviJicN2lwTH0uWTxZzaaIZc5jTaWMjet2Jl99n9vbPNfJ+g26/aX3pJ6IKFwm3/seX+Jjgv2lw5fdUddZv2F33HJu2pj+8MqJ56yeWVeNxoPe0PKs8dVQFTlvY6UQ5VJ03PbrURGxrDVndaKYmzW+Gvc/Xx+x/MGn30QsM3aolPCnonam2eVPMpfnMEP6Pre3ea5dnsQ/Frg8Mhzsq0tEJSzZ975WH+Vk350+vxKzHH0djy8QUc7ZrRJs1sj+n/fOGQ6HRcLQk47G5Ata+4g67eZQP+zrfjEQj84dCbtVwrLVH+PSc/vhqDJLXsZKIcql6HiKjjmtuA6PuSkXtcWT3SJhf6MLV40eEDYHvIzex3YJm9easUOlhY3rdsZpNyeZy5PzXOvBYUv89yTbTqVHkkTs1xgEidUKKlXJvve1+ign+27sfpQDj90wEjaLBI9PRrPLr3md8HLu0bkjIQD4f13LMO/yQRAEAQKAgKrizQ/24ISenUNzVoenPbxP6NTRbenK9VgpRLkUHU8Ws5hwe1Aw5s6oOSYmnh6dOzI0j7UkSTipV0c0NrZAlhk7VHr4Wng7w3muc8NuNsW8bhhUW1UJe1j/I2ofXB4ZK9Z/EvNPDrByQaUpk+/9RN+dNX0q8a+t32HO/W9jyctbsO+AGwuffj/pHNX+gII5D7yNZWu2oktnO5at/ji0fOMVg2AzCzHHhPcJ5Xc2tSfRcXvY5Y2IyWTxFh3XpVjHI0qEjet2RgQS9xkz8Loz48whOrPOuOvmi6CqmDmuOqaSGBwtnNNxEVGpy6SPsgBgwqi+cccFWb9hN4DIAc0SzVEdnMc6eMyy1Vtx0+TBoeWlq7civCoUTNuy1R8D4Hc2tT+iquKasQNC8XRSz6MiYjJZvIlR69inmtob/pTUzjR7Zdz/fH3EfNNOuxkmk4A7f78RN0wc1PrqjgHXveuZjTFziAb7t82fMsSQ6+aTSVUxe1w157kmonYr3T7KLn8Ad6x4P9Rf2mkzo8XjD40L4vG1DQa5ZVcDLh7RC6ve3Kk5R3X0PNbBYwIBNWLZ4w9g0cwzQn1CVUXGpef2w9TR/M6m9sflD+C3T/wrNGe1yytHxKTPr+CHA25MH9s/oh4ZXp8Ljyc2rKm9YeO6nWlx+/HV3mbMuvfvcbYbM7BYexvQjIiIWiXro6yIIlxeGS1uP8rsZjx4/QgcOOiB02GBxyujc7kNfX9cAZvFFNG4BtoGWwrOUf2bSa1PpaP7fIaLLo9a3DK6lYenTcRRwQEn2bCmdiI8Dudefgq6d3bC428d1+CeWWfgh0MePPrSZhyMGjvkN5MGR8RbbDwRtS9sXLcz+RpYrLzMjIXTT4uZG7GmTyUWTj8NAaX0pqYKaMx1HXzF0MQKW0HzKSoOuyIr4IrGZxZ3kLI8f75a6QeADg4zLCLnWKfCIQsClr68JaJcqK2qxIRRfXHz0n+GGtM1fSpx54zT8dvH342o3NsskX2howdf0hJdDpbagJpE6dKKw2BXjOAbI/FiMHbAM8YTtW+MgHYmOFCF1jyioUEnDPil0SpJeCzqixtofSXv8TVbMWdCTUn9wqlqNKyB1jmul63ditnsw1fQDrv8WLH+k4h1V5x/Ysx+Lo+MP/zlPzHrtfbNJa30A8DU0f3RhVPAUYFQRDGmQg+0fk8qCjB6RO/QiN9bdjVg+bpPMPuSWtz5+40AWsusDmH3c02fSmzf0xj6/3jlnMkkRCwbVe4RFYN4cRhcDsZhvBgMxlxwmfFE7V1pdXKlpPwBOeFAFP5A4jlGM+XyypoVHaD1C9zlNea6+eL2B2Ia1kGbdzTA7S+9J/VEROlIVi7061ERs65LRxuAtqdqpiNvYtRWVeLnZ/fF+g27sX7Dbowe3ivuQGqLV26KWGafUGrP0olDrRgMDjLIeCJqxSfX7czhFhkPvBB/YLG5l50CqwFPttpbn2uXR0anMgtmX1KLLh1tcHlkOG0SfjjkwZJVm1sHOOMTRCJqh1RBgNsfSFouBPtTh/N4Zdw2dUhogLPbrx6KR+eOBNTWV8TvnTO8te+2w4zZE2rgPtKH1Gk3w26VjvzAfDIHW6J2L7yPdSLRcejxynh07kjYrRK8Phm3Xz2M8UQUho3rdsZhk0IDv8TbboR89fXOlzKHhDtnnI7l6z6J6cN054zTIQp8JZyI2p/wsSgenTsy4b5a/adtVili8CSbVcIvH3g7tHzb1CEAEg9o9ujcka2zU7AhQO1UeB/rh68/M+G+sX2qzRExx3giisTXwtsZu9kUM/dyUG1VJexmk+a2bAX7emsJ9dEpIRZJimlYA239Bi1Saf29ZLzg4GnR/3wKf6ih4hA9FoXVbEpYLoT35Qyu23/Ik3B5+55GbN/T2K7KG6J0KKKIpavbBpd12swpx2FNn0rYw+KH8UQUi43rdkZQVcwcVx3TwA6OYm3UIFuiImPWeO2+3q19dEqrz3V762NOxnN5ZKxY/0nMP61RwYkKUfRYFPsb3ZipUS6E958OqulTiWlj+mPJqs2ay+n0uearq9SeRddPvLKMaWP6a8aLVp/qZas/jlhmPBFF4s9N7ZBJVTF7XDXc/kBr31+bBLvZZOjo1T80y9j4yVeafeD+51+fY0j/Y9rmFS0B7a2PORFRMi5P5I+KTW4/nvj9Vtw0eTACATVULpglAX6/Euo/7bSbYTWb4PHLuGnSqXDaJZhMAvY3enDtuBpYzCL+u7cJNluwz7WMMoeEOaHyRoaDfUKJAMTWTw63+LH4uU2YfUktrrzwRLg9cmsfapsZHp+M268eGqqvKYqMS87uhykXMZ6I4mHjup0SVBUOSWwbVMvgaaEcNglr3v4ca97+XHP7Twb92NDr51p762NO+aM113a+59km0hI9pofFLOKrvc2Yde/fQ+senTsSMxb/PfrQiO3h/T0jbcOSG0aiW/mRck1R4DSLcJrblonau9h53s042OwLTa8VLTrmltwwEg6JfayJ4uFr4ZQT+errnS/trY855Y/W6+JygI1rKjzR5YBW32iTSUj63dmeyhIivUXXT5LFXPi88IwxouSKvnG9bNkyXHHFFRHrtm3bhokTJ+Lkk0/GyJEjsWLFijyljoLy1dc7X0RFSdLHnL/4ElH7El0OaPWNXrxyU9LvzvZUlhDpLbp+snjlJs2xD6LnhWeMEaWmqB+fPfvss3j00UcxePDg0LrGxkZMmTIFZ599NhYuXIiPP/4YCxcuRKdOnVBXV5fH1FI++nrnk6SqmDOh5sg8kjLngSSidi+6HHDaW/tGe3xyqFyQgITfnW3nUODxybBZJNjNYsmWJUR6C6+fuNwyAkpAM+ZkRcbsCSeXfH2NSE9F2bjeu3cv5s+fjw8//BA9e/aM2LZq1SpYLBYsWLAAkiShd+/e2LNnD5YvX87GdQHIdV/vfBMVBWVmsW3wMjasqcD4FFVzxPEODjMsoqBxBFF2YsoBRYkpF0RVTfjdKagqym0m9Di6HI2NLZBlfrcSpUOrfhK9bIHYNthsidfXiPRSlI3rTz/9FB07dsT69euxdOlSfPPNN6Ft9fX1GDx4MKSweYSHDh2KJ598Evv370eXLl3ykWQiooJ02OXHivWfxKyfOro/upTQCP5ERERERivKxvWoUaMwatQozW3ff/89+vbtG7Gua9euAIBvv/02q8a1JBVeF3WTSYz4L8XHvEpdIedVLuJQEABBiHpqm+q6dPcN3w7B0GsJQmz+af6tcfYtVIV8v5aqQrg3+Lkbh3lrHD3zthDiMF28t/TDvNSPnnlYlI3rRDweDyyWyKctVqsVAOD1ejM+rygKqKhwZpU2I5WX2/OdhKKRy7za3+TG4RZfqA9TB6cFXYros0o3rw67fDjU7A3NTduxzIoODv2efuYqDhtdMiQpckRUURBSWpfJvgAgmUwJ99XjWmazFJN/Wn9rvH0LHb8HcyNRHGp9B/jkgKHfg/zcjcO8NU62eZusPGw46EKzy48Wtx9ldjOcDjMqOzmyuqaeeG/ph3lZWEqucW2z2eDzRc75GmxUOxyZf6koioqmJldWaTOCySSivNyOpiY3AgH2OUsk13nlCahYunortuxqCK0Ljr5pMxV2X9ZM8sobULFszVZs3tn29wZHF7XG+XvTbbzlKg79fhmyHIi8tqqmtC6TfQFADgQA1dhr+f0yGhtbYtalum+h4vdgdvSKw+jvgE5lFtw98ww8+cq/Dfke5OduHOatceLlrZ7lYSHXP3hv6Yd5qZ9gXuqh5BrX3bt3x759+yLWBZe7deuW1bkLecCUQEAp6PQVklzklSKKMQUbAGzZ1YClq7dizoSaohg1PNW8UgUhpmENAJt3NGDZ2q2YreP0Hbm4z1UVUKPTm+q6dPfV2m7QtVQ1Nv80/1a0FjR7D3oi1hX6IGf8HsydmPtI4ztg9iW1MQ1rQP/vQX7uxmHeGkePvNU6vljqH7y39MO8LCwl17gePHgwXnzxRQQCAZiOvGb53nvvoWfPnhzMjHLG5ZVjCragLbsa4PLKKDOXTh8Ztz8Q07AO2ryjAW5/AI4i7BtWaiRJxP7myDd7lDgNfpdHxh/+8p+IdRzkjOLR+g7o0tHWrr4HiQpBe6t/EBWakouuuro6NDc3Y/78+fjss8+wdu3/Z+/e46Oo7/3xv2Z29h5CAi6oeKQQAhQxMS0RBEGqnl5E0RBBT4sohouEYL0AVlEkFqwVr+VWBeoPD7UFBZF61LbaekSllthAylduRaU9WiVAuCR7n53fH2E3mb0m2Z3d2ezr+Xjw0NnZ3Zl8dj7zns/uvN+frdiwYQNmz56d6V2jHNLiipzaqD2ny5+mPUkPpzv+35NoPaWH0+3H+u17Vf/8MqdXoeRF6+MJzwvd7DxIpAeJrj9a2O+INNXtBte9e/fGunXr8Nlnn6GiogIrV67EwoULUVFRkeldoxxitxrjrrdZu9dNIzZL/L8n0Xoiym7R+njC80I3Ow8S6UGi6w87+x2RprK+hz322GMRj5WUlGDTpk0Z2BuiVjazhNJiR9Rbs0qLHbCZJUAHOU+pYjUaUDbEgfoDkX9v2RAHrEZDa3IvEXVL0c4Bx0+5c+o8SKQHuXb9QaQ33e6XayI9EAMBzL2xBKXFDtXjwWqdeigmkkqCoqB6UgnKhqj/3mC18FQVMyMifYp2Dli5uR6zKy7OmfMgkR7k2vUHkd5k/S/XRHolKQrmTS6F0+OH0+WHzSrBZpa6bWAzKApqJpXA5ZPhdPths0iwGg0cWBPliGjnAItByKnzIJEetL/+CM4vz35HlB4cXBNpSAwEkGcUkWc8W2G5mwc2QVFgk0TYghWlObAmyinRzgGiouTUeZBID3Lt+oNILzi4JqKc5Q0oOOOMrKwaa3oqIiIiIqJYOLgmopx1xunD+u17Ix6/5ZphGdgb/Ys2T3YPmxEmUcjQHhERERHpBwfXRNStxPo1moPA5Dndfvz3G5+oHquaOBy9g7cAExEREeUwDq47SBQF9Oplz/RuxJSfb830LmQNtlXH6a2tOtIPP//3aWx4Y1/E4zOuH45zz8tXPXbaI0OSDBHPFUQh4vGOPtbp5wqtA36DQYz73JRsS4Pnmk0STnvkiNdbzAa4wx7vmWdGYQ9zxHNTpSPHa9MZD041e1SPJbtf0d4z1vt25rmd2VY621tv8VBv56nuhG2rnWTbVm/9sLN4bKUO21JfBEVhciERERERERFRMjjPNREREREREVGSOLgmIiIiIiIiShIH10RERERERERJ4uCaiIiIiIiIKEkcXBMREREREREliYNrIiIiIiIioiRxcE1ERERERESUJA6uiYiIiIiIiJLEwTURERERERFRkji4JiIiIiIiIkoSB9dERERERERESeLgmoiIiIiIiChJHFwTERERERERJYmDayIiIiIiIqIkSZnega7atm0bnn/+efzrX//ChRdeiJqaGvzgBz8AAOzbtw/Lli3D3r17UVBQgFtuuQVVVVVJbU+WAzhxoiUVu55SoiigVy87TpxoQSCgZHp3dI1t1XHpaiuHo0ennq/XfpgMHpfJYxsmJ1v7IT937bBttROrbbO1H3YWj63UYVumTrAtBUFI/r1SsD9p99prr+GBBx7ATTfdhNdffx3XXHMN7rnnHtTX16OpqQnTp0/HN77xDWzZsgXz5s3Ds88+iy1btmR6tzUhigIEQYAoJn8wdHdsq45jW6UP2zp5bMPcxM9dO2xb7eR62+b6359KbMvUCbZlKmTdL9eKouDZZ5/FrbfeiltvvRUAMHfuXPztb3/DX//6V/z1r3+FyWTCkiVLIEkSioqKcOTIEaxduxaVlZUZ3nsiIiIiIiLqjrLul+tPP/0UX3zxBa677jrV4+vXr8fs2bNRV1eH8vJySFLb9wajRo3CZ599huPHj6d7d4mIiIiIiCgHZN0v159//jkAwOl0oqqqCp988gkuuOACzJkzB1deeSW++uorDB48WPWaPn36AAC+/PJL9O7du8vbliT9fRdhMIiq/1JsbKuO03Nb6bEfJkPPbZ0t2Ibpp4d+yM9dO2xb7aSybfXQDzuLx1bqsC1TJ5VtmHWD6+bmZgDAfffdh5qaGsyfPx+///3vUV1djRdeeAFutxsmk0n1GrPZDADweDxd3q4oCigstHd9xzWWn2/N9C5kDbZVx+mtrfTeD5Oht7bORmzD9NBbP+Tnrh22rXaSbVu99cPO4rGVOmxLfcm6wbXRaAQAVFVVoaKiAgDwzW9+E5988gleeOEFWCwWeL1e1WuCg2qbzdbl7QYCCk6fdnb59bHICtDikeF0+2C3GmEzGWDoRD69wSAiP9+K06ddkOVAyvevO2FbdVy62qqzFwZa9cNM4nGZPLahWmfjSrb2Q37u2mHbaidW22ZrP+wsHlupw7ZMrKPxMNiWqZB1g+tzzz0XACJu/R40aBDeffdd9OvXD0ePHlWtCy737ds3qW37/ak9cGVBwOotDag/2Bh6rGyIA9WTSmBQOldSX5YDKd+/7opt1XF6bCu97U+q6LGtsw3bMLVxJR49tTM/d+2wbbWTirbN5s+Gx1bqsC2jS1c8DJd1N+kPGzYMdrsde/bsUT1+8OBBXHjhhSgvL8fHH38MWZZD63bu3IkBAwYklW+dakqUDxwA6g80YvXWBigpKgdPRES5gXGFiIgos/Ew6wbXFosFM2bMwKpVq/D666/jn//8J9asWYMPPvgA06dPR2VlJZqbm7Fo0SL84x//wNatW7FhwwbMnj0707uu4vLJER94UP2BRrh8ctR1RERE0TCuEBERZTYeZt1t4QBQXV0Nq9WKp59+Gl9//TWKioqwYsUKjBw5EgCwbt06LFu2DBUVFXA4HFi4cGEoP1svnG5/wvW2PFPc5xAREQUxrhAREWU2Hmbl4BoApk+fjunTp0ddV1JSgk2bNqV5jzrHZonf9InWExERtce4QkRElNl4mHW3hXcXVqMBZUMcUdeVDXHAajSkeY+IiCibMa4QERFlNh5ycJ0hgqKgelJJxAcfrGInaFjFjoiIuh/GFSIioszGQ94jlkEGRUHNpBK4fHLrvf8WCVajgRdARETUJYwrREREmYuHHFxnmKAosEliW1I9L4CIiCgJjCtERESZiYe8LZyIiIiIiIgoSRxcExERERERESWJg2siIiIiIiKiJHFwTURERERERJQkDq6JiIiIiIiIksTBNREREREREVGSOLgmIiIiIiIiShIH10RERERERERJ4uCaiIiIiIiIKEkcXBMREREREREliYNrIiIiIiIioiRxcE1ERERERESUJA6uM0wRBDj9ARxr9sLpD0ARhEzvEhER6RjjBhER5aJsiH9Spncgl8mCgNVbGlB/sDH0WNkQB6onlcCgKBncMyIi0iPGDSIiykXZEv/4y3WGKFEOEACoP9CI1VsbdPlNDBERZQ7jBhER5aJsin8cXGeIyydHHCBB9Qca4fLJad4jIiLSM8YNIiLKRdkU/zi4zhCn25/UeiIiyi2MG0RElIuyKf5xcJ0hNkv8dPdE64mIKLcwbhARUS7KpvjHwXWGWI0GlA1xRF1XNsQBq9GQ5j0iIiI9Y9wgIqJclE3xj4PrDBEUBdWTSiIOlGDVO0FHVe+IiCjzGDeIiCgXZVP8089v6DnIoCiomVQCl0+G0+2HzSLBajTo6gAhIiL9YNwgIqJclC3xj4PrDBMUBTZJhC3P1PqAzg4QIiLSF8YNIiLKRdkQ/3hbOBEREREREVGSOLgmIiIiIiIiShIH10RERERERERJ4uCaiIiIiIiIKEkcXBMREREREREliYNrIiIiIiIioiRl5eD6iy++wJAhQyL+vfzyywCAffv2YerUqbjkkkswfvx4rF+/PsN7TERERERERN1ZVs5zfeDAAZjNZrz99tsQBCH0eI8ePdDU1ITp06fj6quvRm1tLXbv3o3a2loUFBSgsrIyg3tNRERERERE3VVWDq4PHjyIAQMGoE+fPhHrNmzYAJPJhCVLlkCSJBQVFeHIkSNYu3YtB9dERERERESkiay8LfzAgQMYNGhQ1HV1dXUoLy+HJLV9bzBq1Ch89tlnOH78eLp2kYiIiIiIiHJI1v5y7XA48MMf/hCff/45+vfvj+rqaowdOxZfffUVBg8erHp+8BfuL7/8Er179+7ydiVJf99FGAyi6r8UG9uq4/TcVnrsh8nQc1tnC7Zh+umhH/Jz1w7bVjupbFs99MPO4rGVOmzL1EllG2bd4Nrr9eLzzz+H1WrFwoULYbPZsH37dsycORMvvPAC3G43TCaT6jVmsxkA4PF4urxdURRQWGhPat+1lJ9vzfQuZA22Vcfpra303g+Tobe2zkZsw/TQWz/k564dtq12km1bvfXDzuKxlTpsS33JusG1yWTCrl27IElSaBA9fPhwHD58GOvXr4fFYoHX61W9JjiottlsXd5uIKDg9Gln13c8BlkBWjwynG4f7FYjbCYDDELi1wUZDCLy8604fdoFWQ6kfP+6E7ZVx6WrrTp7YaBVP8wkHpfJy7U2TDZuhMvWfphrn3s6sW21E6tts7UfdhaPrdTpDm2Z6njWVcG2TIWsG1wD0QfJgwcPxvvvv49zzz0XR48eVa0LLvft2zep7fr9qT1wZUHA6i0NqD/YGHqsbIgD1ZNKYFCUzr2XHEj5/nVXbKuO02Nb6W1/UkWPbZ1tcqENUxk3kqGnds6Fzz1T2LbaSUXbZvNnw2MrdbK1LfUSz1It627S379/P8rKylBXV6d6fO/evRg0aBDKy8vx8ccfQ5bl0LqdO3diwIABSeVbp5oS5YACgPoDjVi9tQGKkIGvbYiISLcYN4iIqDvozvEs6wbXgwcPRnFxMWpra1FXV4fDhw/jZz/7GXbv3o077rgDlZWVaG5uxqJFi/CPf/wDW7duxYYNGzB79uxM77qKyydHHFBB9Qca4fLJUdcREVFuYtwgIqLuoDvHs6wbXIuiiF/+8pe4+OKLcdddd6GiogJ79uzBCy+8gCFDhqB3795Yt24dPvvsM1RUVGDlypVYuHAhKioqMr3rKk63P6n1RESZoAgCnP4AjjV74fQHsvrb5WzDuEFE1P3kYlztzvEsK3Oue/XqhUcffTTm+pKSEmzatCmNe9R5Nkv8pk+0nogo3bprflS2YNwgIupecjWudud4lnW/XHcXFpOE0mJH1HWlxQ5YTNl7UBFR99Od86OyhdVoQNmQ6HGjbIgDVqMhzXtERERdlctxtTvHMw6uM8Tj82Pi2IERA+zSYgcmjh0Ijy97b4cgou6nO+dHZQtBUVA9qSTigiT4K4fQjX/lICLqbnI5rnbneMafRzOkxeXH8o11mDiuCNePGwivLwCTUcT+I01YvrEOj8y6DNY8U6Z3k4gIQMfyo2w8Z2nOoCiomVQCl09ubXOLBKvRkNUXIkREuSjX42p3jWccXGeIzSLB7ZWx+e2DMdcTEelFd86PyjaCosAmiW0XXVl+IUJElIsYV7tnPONt4RnSnXMNiKj74TmLiIgodRhXuycOrjOkO+caEFH3w3MWERFR6jCudk/d/34DHeuuuQZE1D3xnEVERJQ6jKvdDwfXGdYdcw2IqPviOYuIiCh1GFe7F94WTkRERERERJQkDq6JiIiIiIiIksTBNREREREREVGSOLjOsIAootkXwNenPWjxBRAQ+ZEQkX4oggCnP4BjzV44/QEogpDpXcp6bFMiotzRXc/53fXvShYLmmWQXxCw6uU92HOoMfRYabEDc28sgcRiBkSUYbIgYPWWBtQfbDtHBacIMfAc1SVsUyKi3NFdz/nd9e9KBf5MmiEBUcSqVxpUA2sA2HOoEateaeAv2ESUUUqUwAkA9QcasXprA7+h7gK2KRFR7uiu5/zu+nelCkdwGeL0+CMG1kF7DjXC6fGneY+IiNq4fHJE4AyqP9AIl09O8x5lP7YpEVHu6K7n/O76d6UKB9cZ0uLyxV3vdHFwTUSZ43THPwclWk+R2KZERLmju57zu+vflSrMuc4Qu9UIi8mAieOKMLR/Iby+AExGEfuPNGH7e4dhs/KjIaLMsVnin4MSrdcrRRDg8slwuv2wWSRYjQYIacoP665tSkREkfR8zk8mFur579KD3P7rM8hulrC4ahQ2vX0Qm98+GHq8tNiBxVWjYDdLQCCQwT0kolxmNRpQNsSB+gORt36VDXHAajQAWVa0JNMFWLpjmxIRUXR6PecnGwv1+nfpBW8LzxRFwcvvHIxa0OzlPx3M6YOSiDJPUBRUTypB2RCH6vFgAE7Xr72poocCLN2tTYmIKDY9nvNTEQv1+HfpCX+5zpCOFAOwSfzug4gyx6AoqJlUkrHbqFNJL+fc7tSmREQUn97O+amKhXr7u/SEg+sM6UgxAFueKU17Q0QUnaAosEli2/koSwOnlufczuaudZc2JSKixPRwzg/GqTPOBAWV28XCRLFND3+XHqVtcN3c3Iy8vDwAwLZt21TrLr74YhQVFaVrV3SBxQCIiNJHq3NupvO4iYiI4mkfpxZXjYz73GAsZGzrOs3vgaurq8MPfvAD/PSnPwUAyLKMn/zkJ7j//vvxk5/8BD/5yU/w4x//GLKcW3OiWUwSSosdUdeVFjtgMXFwTUSUKlqcc/WQx01ERBRLeJzaf6QpZiwMFiNjbEuOpoPrw4cPY8aMGbDb7Zg4caJq3Zo1a/DOO+9gzZo1OHz4MN566y0td0V3XF4/Jo4dGHGAlxY7MHHsQLi8uT1HHBFRKnl88c+5Hl/nz7kdyV0jIiLKlPA4tf29w1FjYftiZIxtydH059F169bhG9/4Bl566SWYTOpcNofDgX79+qFfv374zne+g9dffx0TJkzQcnd0pdnpw/KNdZg4rgjXjxuomud6+cY6LJlxGez5zLkmIn0Jz8GymCS4vH40O33IsxphNUsQdTiNYIvLH/ec+8isy2DtZM41a2cQEVEimYyb4XHK7ZVVsdBmNiLPps6nZmxLjqaD67/85S+orq6OGFiH+973vofly5druSu6k2c1wu2VVXNct2e38rZwItKXaDlYwV9+l2+sg9sro7TYgbk3lkDSWU6WzSLFPed2JeeatTOIiCieTMfNaHGofSxcOX98a3XwdttmbEuOpreFHzt2DAMGDFBvUBRx3XXXoaCgIPRYv379cOrUKS13RXes5vj5f1YzD1wi0o9YOVh7DjVi+45PMXFcUWh51SsNCIj6mkrQajREzMkZFMwz08N7EhFR96CHuNmVOMXYlhxNr3569uyJ5uZm1WOCIGD58uXo169f6LETJ06gsLBQy13RHeZcE1E2iZeDtedQI4b2L1QtOz36OocJioLqSSURFwzt88z08J5ERNQ96CFudiVOMbYlR9OfRwcOHIgPPvgA48ePj/u8//3f/8WwYcO03BXdSZRz/TBzrolIRxLlYHl96nwxp8uPPKO+zmEGRUHNpJJOzUmdifckIqLsp5e42ZU4xdjWdZoOrq+77josW7YM1157LUpLS6M+p76+Hq+99hqeeOIJLXdFd+xWIywmAwZfWIjCfAucbj/sFgmDLyyExWRgzjURZUR44ZVgMG0twmLAxHFFGNq/UPWF4Pb3DsNkVN8IZdPpOUxQFNgksa0YSwouFLR4TyIiyk7BOKoowMMzRkEOKJBEAW6vnLG42ZU4xdjWNZpe/VRWVmL79u340Y9+hNtuuw3XXnstvvGNbwAAvvjiC7z55ptYt24dRo8eje9///ta7oru5JklPFp9OZ579e/Yc0hd5ODR6sthkURAhxV3iaj7ilZ4JXgbmM1owOKqUdj09kFVUbDSYgcWV43C3k+PqR6zmSWew4iIKKfEK2D2zG//FipgxrjZfWk6uBZFEWvWrMGyZcuwfv16rF+/XrVeURTccMMNePjhh7XcDV0KABEDa6A15+K5V/+OeZNLtU2IJyJqJ1bhlfoDjVi9tQFzK0vx8jsHo56zRAEYOqAXAISqnupxOi4iIiKtxCtgBgATxxVh89sHGTe7Oc3v28vLy8PPfvYz1NTU4J133sG//vUvKIqCfv364aqrrsKFF16Y1Pt/9tlnmDRpEh566CFMmjQJALBv3z4sW7YMe/fuRUFBAW655RZUVVWl4s9JGafHH3GRGhQsapBn5PCaiNIjXuGV+gOt56SY6w824rZrh+Gy4efBptN5romIiLSUqIDZ9eMGhpYZN7uvtCXF9evXD9OmTUvpe/p8PsyfPx9OpzP0WFNTE6ZPn46rr74atbW12L17N2pra1FQUIDKysqUbj8ZLS4fCvJMqJlSht4923Kuj51yY+Xmel0WAyKi7ita4ZX2OdYtLh8WV40M5Yq5vbLquR6vjHPyTFAUBU5/gAVQiIgopzjd/ri1Sby+gGq90+1HD5uRMbKb0XxwffDgQbz00kv48ssvceGFF+Lmm2/GoEGDUvLeK1asgN1uVz22efNmmEwmLFmyBJIkoaioCEeOHMHatWt1NbjuYTdi6ZwxWLttb0TO9dI5YwCwoxFR+tgs6nBgMRmwYOoIbN/xaUSO9YKpI7B8Y51qgG23SnFztg28eCAiom7MbpXixk2jQYy6nnGye9H0vuO//e1vqKysxObNm/H//t//w0svvYQbbrgBb731VtLvvWvXLmzatAk///nPVY/X1dWhvLwcktR2oThq1Ch89tlnOH78eNLbTRWLUYoYWAOtt42s3bYXFqM+K+0SUfdkNRpUc1pOHFeE7Ts+jXqO2r7jU0wcVxR6rGyIA2ajFDdnWxEEbf8AIiKiDDIbpbhx0243Rl3PONm9aDqCW7VqFYqKirBq1Sr069cPTU1NuOeee7B8+fKkqoOfPn0aCxcuxIMPPojzzjtPte6rr77C4MGDVY/16dMHAPDll1+id+/eXd6uJKXuu4iTrsQ51wUdKMlvMIiq/1JsbKuO03NbpbIf6oGe2rp6UglWb21A/YFGDO1fqPpmvb32uWNlQxyoriyB2xs/Z9vlCyDfYtBkv/XUhrlCD/2Qn7t22LbaSWXb6qEfdlZ3PrYSXduLwrCY67sSJ7tzW6ZbKttQ08H13//+dzz66KPo168fAKCwsBALFixAZWUljh49Ghr0dtaSJUtwySWX4LrrrotY53a7YTKpc5XNZjMAwOPxdGl7ACCKAgoL7Ymf2EFfnDgWd32Ly48B5/fs8Pvl51uT3aWcwbbqOL21Var7oZ7opa0XTB2BU80enDwT/3xpNRux5r4r0TPPjB42Ew4cORH3+W6vH/3Py0/lrkbQSxt2d3rrh/zctcO21U6ybau3fthZ3fHYSnRt7/ZE1jZRre9inOyObZnNNB1cNzc345xzzlE99o1vfAOKoqCpqalLg+tt27ahrq4Ov/vd76Kut1gs8Hq9qseCg2qbzdbp7QUFAgpOn3YmfmIH2a3GuAXN7FYJTU0tCd/HYBCRn2/F6dMuyDIrDcbDtuq4dLVVZy8MUt0P9SCTx6VXaS3A0uLyIc9qhNUiwSQAdqMIn9UY97V2q4RAQIHH7YPf44PFFD+cWEwdO6d1Bft2crK1H/Jz1w7bVjux2jZb+2FndYdjK2bsTBg346/vbJzsDm2pF8G2TAVNB9eBQACiqP6ZPfgrst8f/9ubWLZs2YLjx49j/PjxqscffvhhrF+/Hueffz6OHj2qWhdc7tu3b5e2GeT3p+7AzTNLeLT68oi5rkuLHXi0+nJYJLFT25PlQEr3rztjW3WcHttKb/uTKulua78gYNUrDRHnn7k3lkBSFNjMEkqLHVFvYSstdsBsNGD2Y++ECrFYjSLKhjhQfyDy+WVDHLAaO3dO6wo9Hq/dlZ7amZ+7dti22klF22bzZ5Otx1a82JmXIG7azJImcTJb27K7yrqb9J944gm88cYb2LZtW+gfANx55514/vnnUV5ejo8//hiy3FbFdufOnRgwYEBS+dapFgAiBtZAa07Gc6/+HewiRKSVgChGXBwAreefVa80ICCKEAMBzL2xBKXFDtVzghcRT2ysA9BWiEVAa852+6JoQFsVVE41QkRE2Sxh7ATixk1RURgnc4DmJakbGxvx5ZdfhpaDg95jx46pHgeA888/P+H7xfr1uXfv3ujXrx8qKyuxbt06LFq0CDNmzEBDQwM2bNiA2traJP6K1HN6Ehc0yzNm3XcfRJQFOnr+kRQF8yaXwunxo8Xlh90qwWw0YPl/1+HQ/50Kvab+QCOcPhk2SUTNpBK4fDLnuSYiom6lI7FzxaZ6zJ86Ah6fjBaXD3arMRQ3f3xzGeNkDtB8cF1TUxP18TvuuCPisX379iW9vd69e2PdunVYtmwZKioq4HA4sHDhQlRUVCT93rEogtDpTtLi8sXNuW5x+ZFnNMV9DyKirujI+afFpbTmkplFtGb3KDh20oX9R5rwr6PNEe/pdPthyzNBUBTYJBG2vLPnL14wEBFRN5A4dvow76YyNLt9ePzFXfj6hEv1esbJ3KDp4PpnP/uZlm8fcuDAAdVySUkJNm3alJZty4IQMbdrRyaD72E3YumcMRFzXZcWO7B0zhgA7GhEpI1E5x85EMCPn/zf0GMzbxiOn7+4CyebvSgtdmDB1BFYvrEObm9b+o3Novl3tURERBnTkdh555PvorTYgdpZo/Hw8x+qBtiMk7lB009Zy1+L9UCJMrAG2nIQa+LkT1iMEla8vCdq3sbabXsxb3IpEGDmNRGlXqLzz6yK4RGP1Uwpw9JffRR6zcRxRaF5sFsLsRj47TsREXVbHY2dew41Ys2WBiycVo57n3kPAONkLtF0cB2eU51IR3Ku9cTlkyMG1kGtk8G35iBGw5xrIsqUROcfny8Q8dht1w5TLV8/biAAFmIhIqLc0JnYuedQI4yGiwAwTuYaTQfXV111Vaeen4qc63Ryuv2wmAyYOK4IQ/sXwusLwGQUsf9IE7a/dziUWxFNi8sX972Zc01EiXS23kNAFM8WJ4t//nG6I6dKdIU9ZjUbsXL+eBZiISKirJUojnY0bgKRsbPF5WeczEGaDq6VswfSsGHD8P3vfx8OhyPBK7KL3SphwdQR2L7j09DtkQBCOYl2a+zmTTzRPPMyiCi2ztZ78AsCVp29ne3pu6+I+97WKHlh4blidqvUemcOLxiIiCgLJYqj7eMmgE7HTsbJ3KTpCO6NN94I/Xv22Wdx6aWXYsKECfje976HHj16aLnptDAbJWzf8WnU3AsAcfOmbR2YaJ4510QUTWfrPQREUXWBcPyUO+75JxB2IVBa7IDc7jGeo4iIKJsliqNzK0tVcRNIHDuPn3Krlhknc5OmSb0DBw5ETU0N3njjDWzZsgUXX3wxfvnLX2L06NGYM2cO3njjDbhcrsRvpFOuBLkXLk/krZVBbp8fM28YHnWi+Zk3DIfbF/u1RJTbOlLvob3wPLGVm+vjnn9aWnyqxyaOHYgzzV7Vc7x+nqOIiCg7JYqj0fKrE8XOlZvrQ8tzbyyBP8A4mYvSdu/x0KFDMXToUNxzzz3Ys2cP3njjDTz++ONYtGgRrrzySkyYMAFXXnllunYnJZo7kDdtj5E3fabFh5+/uAs1U8pw27XD4HL7YbVIOH7KjQfXfID7pl0KWz5zrokoUrSc6PD17es9hOeKnWz24sE1H4TOP26PHxZz2/ln4S3l+Mm08lANieUb6/DwjFF4+u4rQs954LZLYYlRU4KIiEjPEsXRaDnW7WNn1cSL0OLywW41wmAQcLzJjfumlYeWl/7qI9RMvgTnME7mnIwk9paWlqK0tBT33nsv1qxZg7Vr1+KNN97IuoJmifKmbQlyrvPtJpx3jg2yrEAQAEkUcN45NuTbTcy5JqKYbBYJBXkm1EwpQ++eFjjdftgtEmRFwZlmLwIK0OIPwGqS4PH5o56r3F4ZB//ZhKH9C2ExSWg67cbhL07imjEDYLVION3iVT3fYpZw/6r3MXFcEe68qQyKAjj9ARZqISKirBEsUCYHFDxz9xUwGkX4/IHWH8QsEoxGEX5/AIIgRI2zx065sXJzPR6ZPRqnmr3weGX4AwpEATAJBhw76cL+I0042uTivNY5Ku2fuizL+PDDD/Hmm2/inXfewalTp3DxxRfjmmuuSfeuJC2ZvOk8s4QHbx+JVa80RExE/+DtIyEJAvM0iCgqm9GAR6svx3Ov/j3i/DFx7EAsWbsTbq8cWjYYWou01B9ofa7FZIhajLFssAOTrxqM+1e9D7dXDr3n4qpRONXsjf6aOEXUiIiI9CK8QBnQFjeXb6xTxU2jQYwZZx+tvhxHm1x45rd/w4KpI/C7sPpLwbhp47zWOSktEykHAgG8//77WLRoEUaPHo2ZM2di3759qKqqwttvv42XX34Z06dPT8eupJQYCGDujSVRcy/m3lgCMc7gOABEDKyB1lztVa80gMNqIoolIAgRAR9oPX9s3/EpJo4rUi1DETD5ysGhc9XEcUVRizHWH2zEprcPhl4ffI+X/3QQUALRX3O2+IsiCFr8qUREREkLiGLM6+5ocTM/zxgzzj736t8BJRAzlgbjJofVuUnTX66Dv1D/8Y9/xKlTpzBo0CDceuutuOaaa/CNb3xDy02njaQomDe5FE6PH06XHzarBJtZijuwBhJPRO/0+JFnTMt3H0SUZRKdP64fN1C1fNu1w0K3dF8/biB69bSofn2O93qgdQA9/dqLYm4zWETNJvGcRURE+tPZuCmKsWNeMK4O7V8YM5YyLuYuTQfXt99+OwwGA771rW/hBz/4AYqLiwEAjY2NaGyMPGDLy8u13B3NKVDQ0d9uWlw+WEwGTBxXhKH9C+H1BULFg7a/dxgtLj/yYhRDI6LcFMwVa3H5sLhqZOh8EbyFO8hikvDwjFGQAwokUYDb48f9t16KPLsRBkGAy+2P+3qvL/LLQaerc0XUiIiIMq2jcdNqlvDsPVfAH2itXZLo+S63P2qsbI9xMTdpnnMtyzJ27dqFuro61ePK2RwEQRCgKAoEQci6gmZA7PyNuTeWQIqTZ5FnM0bNXywtdmDB1BHIs7EIAhG1iXWuWTB1RChXLMjt9eOR9R+Fcsd+/uIuzJtShhf/Z1+HXm+KctdMvAKNAFi4hYiIdKUzcdPl8cPp9kfc5h3r+VaLBLc3/pfOjIu5SdNP/cUXX9Ty7TMuIIoRnRZoy5ueN7k05u3hVpMUM08DAOZNLmVBMyICEP9cA7TmUAe/pCstdmD/kSbV+popZXHPN7FeH1Q2pLVAY/uiaOHrrSzcQkREOtHZuBlQEFGYLP7zFew/0hSzsDHjYu7SdHB96aWXhv7/yy+/xPnnn6/l5tIumbxp5lwTUUd1NFesfdXT9utvu3ZYh14frBb+yPq/hNYHq4GLgQCqJ5Vg9dYG1QA7uJ7TcRERkV50Nm4aRKHDz595w3CcOOnG9vcOY8HUEaHnBDEu5ra03a9w1VVXYdSoUZg0aRK++93vwmw2p2vTmok2wbx6fey86WReS0S5JdH5wmqWQrlh4beuAa15Xx15/aH/O4m9nx7Dz2suh8crw2aRVPNYGxQFNZNK4PLJrblkYeuJiIj0oLNx866bv5Xw+U/ffQWOn3LjwTUf4P5bL8Ujsy6D3Sph3uRSuL1+xkUCkMbB9RNPPIFt27bhJz/5CWpra3HNNddg0qRJuOSSS9K1CylntxoTrI/dvMm8lohyS+LzhRH3r/4g5vpEeV9WiwSrWUJRvwKs3FyPUcPPi/lcQVFgk8S2Ii28gCAiIp3pbNyMVmukPYtZwt1P/2+710ttlcADAcZFCknbfccTJkzA2rVr8e6772L27Nn429/+hptvvhnf//738fzzz+Prr79O166kjM0sRcxxHVRa3JqjqMVriSi3JDpfGA0CyobEXn/8lDvu6z9s+Dfuevp/8bsdn+LR6stRt+8rLFz5PmqeeBcrtzZA5hzWRESURRLFTckgqNZ/9uWpmHG0bIgDp5rdqmWr0ZDaHaZuI+1JvQ6HAzNnzsTrr7+OV199FX369MHTTz+NK6+8EnPmzMHHH3+c7l3qMjEQwNwbSyI6b7BaeLy5rkUAsysujvra2RUXp/+DISLdineumXnDcBw/6cHkKwdHXT9x7ECs3FyPiWMHxly//b3DAFpzxp579e/4xnk9Q8+pP9CI1VsboHCATUREWSLedfbMG4bjbwe/Vq0f0K8gZhydfOVgQBFUy4yIFIugKOm/d6Gurg6vvfYa/vCHP+DMmTMYPXo0vvOd7+Ddd9/F+++/j4ULF2L69Onp3q24ZDmAEydaoq5rm0PP33qbiFmKO7AGgGZfAIuf+xA1U8rQu6cFLrcfVouE46fcWLm5Ho/MHt2hgmaSJKKw0I6mphb4/awuHg/bquPS1VYOR49OPT9eP8xWnWnr4LnG6fLDbDaEzhcPz7wM9696HxPHFWFo/0J4fQGYjCICCiCJAqxmCR6vjN6FFsiyApfbjxa3L+b8nU/ffYXq9jcAWDl/fNstcDrDvp2cbO2H/Ny1w7bVTqy2zdZ+2FnpOrbCr7PdHj8s5rbr7DtvKsMvNtWH1htEAQtX7IiIo8E4+XjNWBw75QotP3Hn2IzHRPbT1Am2ZUreKyXv0gFHjhzBa6+9hu3bt+OLL75Av379MG3aNFRWVuLcc88FAPzoRz/C/PnzsWbNGt0NrjtG6fA3WS0uH/o58tC/bw+4vH4IQutFcP++PdDPkad5QTNFEFiUiEhn2vdLu1WC2SiFiqT0sEswnr2nRYHSer44twd+esdoNDt9eGzu5ZAVBS0tPngRgCSKsNuNEAUBbo8fBflmmAwGuAN+BBQFvfItGHxhISwmQ8Tg2hWlAJrT7W/LJyMiItKBWHGzxeXDA9NGoLDABpenNaYF4+ajc0fj1Bkf5v9wBAoLzJBlBS0uHx6fNxYGg4Cmkx54ferBarPLh0fWfxRaZkykWNI2uP7e974Hs9mMq6++Gj/96U9x2WWXRX3ewIED8fnnn6drt5IWa4L6uTeWQIozWC3MN+LHN5dh5SuRr/3xzWUIKHLM1yZLFgSs3tKA+oOR0wYYOMAmygiPrIT6pcVkwIKpI0JzU/ftZUXtrNFYEeVcE5x6y+2VQ7e7rXtxFxZOK8fabXsTPn/pnDF4cM0HONnsDT3PGqUAWqKiaEREROnU/no2PG4WX9ATC24ZgZVR4mb1jSXY/PZezJ5UijVbGiLWz6kswYrn6/H1CRdKix1YMHUEbGGFhhkTKZa03c/w0EMP4f3338eTTz4Zc2ANANXV1XjllVfStVtJCYgiVr3SEHXC+VWvNCAgxm5eSZTivlYStem0SpSBNcC8SqJMOuP0qvrlxHFFoQsEAFg4rTziAgBoPV9s3/EpJo4rCi2v3bYX990aObCO9/yaKWWh5wQLoLXH4i1ERKQn4dez4XFz/tQRMa+zV7/SgOobL4kZV9dsacDCaeWh5e07PoUcaPvxiTGR4knb4Hr9+vV49tln8eGHH8Lniz/3XLZINEG90xN7btlkXpsMl0+OGFgH1R9ohMun3S/mRBTdqWaPql8O7V+oOj8YDWLc88XQ/oWqZVlWOvX83j0tANoKKq7cXB9aH7yrhWkjRESkF+HXs+Fx0+OT48ZBV4LrcKNBVC2fOXt3F2MiJZK2exp+8IMfYMeOHdi4cSPsdjvGjBmDK6+8EuPGjUOvXr3StRsp1eLywWIyxCx+4IyTN53otVrlXDvd/vj7zBwSorRrcfnQt5cVC6eVw2gQI84PLa74X0h6fYGI5y+uGhmzYFl4Lpnb48eKe8fDapYgKgqW3jGa9RiIiEi3nG5/RNwMXw7XmTgZ/nqLScLK+eMZEymhtA2uFyxYgAULFuDrr7/G//7v/2LHjh1YunQpXC4XSkpK8J3vfAezZs1K1+6kRA+bMZTfsfntg6HHg/kZebbYzZuXxGuTYbdKcbdrtzKHhCjd8m1G1M4aHbpFbens0ap++ot7x8d9fftcs2j9OphjHWQKm4nAYpYw78l3Q9/I2ySx7Us2XkQQEZHO9LBLqrj52JzRquWn775C9fzOxkm71ah6fZ5Naq0OzphICaS9hnzfvn0xZcoUPPHEE3jqqadQWlqK+vp6PP300+nelaRZTJIqvyMomJ9hMcUeqFoTvNYa57XJMBvjb9ds5OCaKN1Eg0GV+9W3l03VT81GQ8Tcm0GlxQ74A0rcfh3MsQ4+f/+RJtVyMMeatReIiCgbGA2SKm72LrSplo+fcqviZnhOdlCsOOmTA6rleNf0RO2lbXDtcrnw4Ycf4umnn8YPf/hDjBgxAnfccQfOnDmDqVOnYsWKFenalZRJJm/a5Y3/WpdXm5zrTOV6E1FsTrdP1S/Dzw9urx8Txw6MGGAHq3+LAjqUYx18/vb3DoeWZ94wXJVjzdoLRESkd+HXs+E51Cs312PmDcNDcTM8J7u98DhZXVmCx1/cFVqeOHYgPD5eH1PHpO1rmPLycsiyjKKiIlx66aW45ZZbMHLkyKzNtwYi8zEi18fOm252xn9ts9MPe37qc5+T2Wci0kZ4vwxfbnb5sXxjHSaOK8L14waGaiUEFMAgCjCb4lcttZolPHP3FTAaRfj9ATw8YxQsZgnHT7kjpuECOH8nERHpW6K4ebLZiwfXfICaKWW47dphcCf48chqlvCLe8fDYBDQeMKF6dcOD9UkWr6xDo/MugxWxkXqgLQNri+99FLU19fj//7v/9C3b1+ce+65OP/889GzZ08YDNlZzj48HyNyfezmtVuNcQuLaZX7nMw+E1FqKYKA024ZdqsxohDL6vvGw2iQ4PL44XT78eBtI1FYYIYsK2hx+WC3GuGTA3j8xV1YNH1k3O24PH7cv/qD0PIv7h2PO598N+bzOX8nERHpTUAU4fT4QzHw8pJzceu1w0Nxcums0VHj5GMb/powTtqtRsZFSom0HSm/+tWv4PP5sHv3buzcuRN//vOf8Ytf/AImkwnf/va3MXLkSMyYMSNdu5MSNrOE0mJH1NtMSosdsJklIBCI8kogzyxhcdUobHr7YERhhcVVo5AX57WZ2mciSh253RydK+ZfgUdmjcbqs/liF/bNw6LbR2Lly3uw51Aj+vayqgq1BJUWO/DIrNFobHLG7dftc6zLhjhw6own5vND83eyaAsREemEXxCw6mxMBIB7f1iKaRMuSlmcVAIK4yKlRFoLmhmNRpSXl+POO+/Eb37zG7zyyisYM2YMduzYgSeffDKdu5ISoqKgurIkah5kdWUJxDidMADg5XcORi2s8PKfDkKr4a0IYHbFxVH3eXbFxemvcEeUg5R2A2sAMEtSaGANAPfdWo7Vr7QtL5xWHnHBALSeL1ZvaUDvnpa4Odntc6wnXzkY5/SK/nzO30lERHoTEEWsekUdA4d+w6F6LJk4ObviYpjNIuMipURa73E4ceIE/vKXv+DDDz/Ehx9+iH//+98oLCzEDTfcgCuuuCLxG5x1/PhxPPbYY9ixYwc8Hg/Ky8uxcOFCDBo0CACwb98+LFu2DHv37kVBQQFuueUWVFVVpfzvcfpk/PRXH529lfMi1S0oi5//EA/dPrK1bH+013r8oQvrcPUHWguL5RlTP9Rt9vix+LkPQzkoLrcfVktr7uUDq9/HI7NHa7JdImrj8smq/u/2yaoLAllWVMtGgxi3EItPVlQ52XaLES1uXygn+66bvxVKO3lk/V/w+LyxEc+3WzmnNRER6U+0YrzhBcw6GydtFiPMJoPq+pdxkVIhbYPr66+/HocOHYKiKPjmN7+JG264AePHj8fFF18MoZPTvsyZMweiKGLt2rWw2Wx49tlncdttt+GPf/wj3G43pk+fjquvvhq1tbXYvXs3amtrUVBQgMrKypT+TU63H6eavfho71ehvGmXx4/9R5pwqtkbtyhQpgqLtbh8yLebcN45NsiyAkEAJFHAeefYkG83saAZkYba54utXjgeRqk1p7rF5cMv7h0fyqFOVKglXIvLhwemX4q+hTZ4/TKanT70KbTCbJTQ4vahxe2H3SJh8IWFsJgMaHH54PbKoZSUx6ovT9n8nYogwOWTW89/Fl6YEBFR17SPmSvuHQ+LWYLH58eZFl+X4uQTd46FUTLg6xNOKIoCIWx9tLioAHD6A4xp1GFpG1z/x3/8B6ZNm4Zx48bB4Yg+X2tHNDU14YILLsCcOXNQXFwMAKiurg4N3nfu3AmTyYQlS5ZAkiQUFRXhyJEjWLt2bcoH13arFHdC+kQFzRK9txYKehix6PaRqltOgdZ9XnT7SAQCnIKHSAvt88WCuWEr2+WPAa39sHbWaHjDpsJKfL5oLcQSvA18xeZ6zJtSFjGnZ2mxA0vnjAGgvjCwpeh8I4fd7g603VJn4MUIERF1UHiONdA2feTPX9yFR2aPVj2/I3Hy6xOuDsdFu01iTKMu0fT+32nTpoX+nT59Gq+99hruvfde1ePBf7feemuH3rOwsBBPPfVUaGB97NgxrF+/Hueeey4GDRqEuro6lJeXQ5LaLhZHjRqFzz77DMePH0/p32c2SnEnpDcbY1+wBguLRRMqLKYBo0GKGFgDZ3NSXmmA0cBqiESpFp4vFi83bM2WBljDzg8+ORD3fOGTA6HXb9/xKWqiDKyD69du2wtzu/Njqs434XnkQfUHGrF6awOUTt6hREREuSlajjXQFsNqppTBaupcnDQbDZ2Ki1aTxJhGXaLpSEqJ8q3Orl27MGzYMNjt9oTPTeShhx7C5s2bYTKZsGbNGthsNnz11VcYPHiw6nl9+vQBAHz55Zfo3bt3p7cTJIXlT592y3HzO9xeGfmW6NOMnfH6MaeyJGpVw+rKEnj8fvQwJf54DAZR9d9ETroi81ba77PT40dBN52Oq7Ntlcv03Fbh/TAbhPe7RLlhbq8fE8cODC0//uKumFVQqytLsPj5D1Wvv+3aYXHfv8XtC71+7o0lMIkAxOTa9bRbjltHwuULxDwfJkvPx2t3pYd+yM9dO2xb7aSybfXQDzurI39/omvV264dBqfH16k46fHHf8/wuOj2Zi6mdRT7aeqksg01HUX993//t2rZ7/dj+PDh+OlPf4qLLroo6fe/9dZbcdNNN+E3v/kN5s6di5deeglutxsmkzpn2Gw2AwA8Hk+XtyWKAgoL1V8IHD1yIu5r3F4/+p+XH3XdF4eP4Znfxi6GdtfN38aFRT07vH/5+dYOPe+LE8firm9x+THg/I5vNxt1tK1If20VrR9mg/B+lyg3rNnpUxVW8foCOHbChVkVwyPm71z8/If4+oRL9Xqn2x/3/V0eGSvmj0cPuwm9U/QZJ3M+TBW9Ha/dld76IT937bBttZNs2+qtH3ZWvL8/0bWqy+2HAnQqTt5507fiv2dYXDygg5jWUeyn+pLWnyg7W7gskWB18J/+9KfYvXs3Nm7cCIvFAq/Xq3pecFBts9m6vK1AQMHp007VY5YEvyxbTBKamlqirutIznWs17ZnMIjIz7fi9GkXZDnxBF52qxEWkwETxxWFirAFqwhvf+9wh7ebjTrbVrksXW3V2QuDaP0wG4T392j9sMBmRO9CG1ze1uItj88bC4NBQNNJD7y+APyBAP59zAlRAGwWI46fckMOKJgzqRRur6zqxzZL/HOT3Sqhp0WC7A/gyL9Pw+luvQixmQwwdPE0ncz5MFns28nJ1n7Iz107bFvtxGrbbO2HnRXv2JIVoMUjR42RvexGFBbaQkVAe1iNeGzu5Tjd4kEPuxnOs4U73V4ZZ5q9MBkNOHbSFSoy3NG4CDmApqaWjMa0jmI/TZ1gW6ZC1t3/e/z4cezcuRM/+MEPYDC03o4hiiKKiopw9OhRnHvuuTh69KjqNcHlvn37JrVtv1994FqNIsqGOFB/INaE82LEa4LyzBIemTVaNbct0DbZvVEUYr42GlkOdOj5drOExVWjsOntgxFF2BZXjYLdLHVqu9moo21F+mwrve1PRwRrLAT7uj8QUPXD4gt6YsEtI7DylcjiLXMqS/D8Cw24dcJF+F2UQiwTxw7EM7/9G9xeOdSPm854VNtrr2yIA3azBI+spLRQSzLnw1TR4/HaXempnfm5a4dtq51UtG02fzbhf3/74mHrHrhaFSMvGtALP765LKIIaNkQByZfORj3r3ofbm9rIdBgXHxk/V86HBeDtUfa748eYlpHsZ/qS9bdpH/06FHce++9+Otf/xp6zOfz4ZNPPkFRURHKy8vx8ccfQ5bbqu3u3LkTAwYMSCrfOhpBUVA9qQRlQzo/4XwAiBhYA22T3WvZRV5+52DU7b78p4MxXkFEyRABzL2xJFRs5e+HGlX9cP7UETGLt6zZ0oD7bi2PWzxx4rii0PLL7xzEZ1+cxMSxAyOKu5QWt16IAEh5oZZkzodERJS7wgtiClBfq95187eixsj6A43Y9PbBUAwEuhYXZ1dcDDEsRjGmUVdl3S/XQ4cOxeWXX47a2losXboU+fn5+OUvf4nTp0/jtttug9lsxrp167Bo0SLMmDEDDQ0N2LBhA2prazXZH4OioGZSSafndXV6EhcWyzOm/ruPFo8/boGGFo22S5TLmj1+rNhUj/lTR8DjkxFQFLzw+r7Qeo8vfnFEWVbirr9+3MDQcv3B1mIvTac9uG7swFAuWvC28UfW/wWPzxuboFCL3DrvdSd19XxIRES5y+VTFw8Lv1Z1eeNfM7ePgdEeqz/YiFuuGYbTzW1x0W4xwmQy4PgpNx5Y/T6W3jE6Iu4xplFXZGRwnUzutSAIeOaZZ/Dkk0/irrvuwpkzZzBixAj8+te/xvnnnw8AWLduHZYtW4aKigo4HA4sXLgQFRUVqdr9yH1SFNgkEba8s4XUOtDpEk9270ee0RT3OV3R4vKhIM+Emill6N3TEspROXbKjZWb6zXbLlEuCoginGfzw+68+RKIYuu5zxVWcCza+aB9P21x+fDM3VeE+unJZnVdCa9Pfa+L0+1HQFFw8J+tOdjB2+Xathe/4JnT7W87n3VSV86HRESUexRBgMsn44zTh6d/PBp59rac6vYSXbuGx0AgMi4ePeHEYy/uCi0/OmcM7n76f0PLseIeYxp1lqaD6yuvvDLqQPqOO+6A0agu8CMIAt5+++0OvW+PHj2wZMkSLFmyJOr6kpISbNq0qdP7m04dKWimhfw8I5bOGYO12/ZG5G4unTMGgsCTBlEq+AUBq87mhxXkmbB0zphQvtjiqpGq54afD4LPj9VPH1zzgWqAbQq728Tl8eOR9R+htNiBBVNHYPnGOtUAO9H5JVHhFyIiomS0r/vx3UsvwI1XDYkZI3vY41+7njjpjnj/8LgYvmwNi3OMe5Qqmh5Jl156acorhHcX4QWO2gsWVkAg9ZnXZknCirCCEEDrLTRrt+3FvMmlmmyXKJcERDE0sAaAmillqouC/UeaVP3falKfD8KfHxTspzVTyrD0Vx8BaD1f7D/SFHpO++Xg6yeOKwoVMAyeX+IXajHw23kiItLEGadXlWM9+eqhqmJl4THSbJQiipkBbTFx2oRvqh6PFhcDinr98VNtA3LGPUolTQfXjz32mJZvn9U8fj/mVJbEnezeKqY+9zlTud5EuSS8n/XuaVEtb3/vMBZMHQGgtd8db3Ji7o0loYIt4c9vb8+h1pxqoK0q6vKNdVGXg88P5p6VFjsw98YSiIEAqieVYPXWBtUAm4VaiIhIa6eaPeqc6rCYGR4jw9e3t+dQI0RhWGg5Vlw0nE3LKi12YOYNw/Hgmg8AMO5R6vEeiAw53ezDM7/9CAunlcNouChisvu7bv42rPna5FzHX8+ca6JkhfczZ1iOtdsrY/nGOkwcV4Trxw2EIgpY/t91oYJnifqp2+PH4qqRCCiAQRSwuGoU3F4/9h9pirgFHACsZiN+ce942MwSxLN3prBQC1FqKaIY0feCLCYDBN4VRgQgMkaGL4fHyMQxUcbPqsfA5fGH4uJdN38rVMhz+cY6PDzjslAc9Pr9eOC2Sxn3SBMcXGeI3WqE2WiAxWSALLd2agGtAdhsNGiWc52pXO+gYPEKXsxTd9C+YFme1Qjr2cGr3WqExWTAxHFFGNq/EAZRwCOzL0PfQhu8fhnNTh/y84wwSVKoeMudN5VBFAWIQmsNisVVI7H/SPSCZHarEfev/iC0vLhqJB5Z/1HM/bRZDK3vG2WqERZqIUoNt1fGis31UdfNm1IGq8Q0OcptAVHESZcfRklE2eBzUH3jJXB5/HC6/Vg2ZzT6FNrg9vrR7PShZ54RxnYxMl5Rz+C1a/u4GM5ulUJx0CKKsDDukUY4uM6QPLOEB28fGTFvX2mxAw/ePhKSIGiS+5ypXG8AkMPmMQTabscx8ORGWaZ9wbKg4G3XeWYJi6tGYdPbB0O5zsH1E8cOxPPbGvBQ1aiIHLL2t7O5vXLUgmTRcqbD89PaKy124IOGf2Pz2wfZ34g6KNav0PwFmqhr2sfMeVMuxpzK0pgxcMP//D88MH1k1PXhRT1Lix2wmiWcdnrjxsGjTS4s/dVHjIOkOSbXZkgAiBhYA625I6teaYBWoVsEMLviYpQWO1SPlxY7MLviYs0OCCXKwBponVN39dYGKCx8R1kkIIoJ++/L7xyMun77jk+xcFp5zIJl23d8ionjiqIut++nk68cHOrH2987jIljB0bt1xPHDsT29w4DYH8j6qjgr9Dh/2Ld9k1EsYXHzJJBfWPG0O07PsV9t5ZH1CQKrg8W9QTaYqKgKHj8xV2YU1kSNQ7OvGE4Vp69q4RxkLTGX64zJFOFxZo9fix+7kPUTCnDbdcOg8vth9Ui4fgpNx5Y/T4emT1ak+26fHLEwDqo/kAjXD4ZNonf9VB26Ej/jXW87znUCKPhorivDxYgCy5Pv24YLrv4PFU/fWT9X0L5aF5fAAZRwLQJ34RBGAa3V4bT7Yuag83+RkRE6RQeMxMVKJNlJe76qokX4em7r1DFxOnXDsexEy7MqhgOWVbQ4vLDYjbg+Cl3xPSVjIOkJQ6uMyRThcVaXD6YTQYU5pthEAUIQmvhh8J8M8wmg2bbdbr9KMgzoWZKGXr3tMDp9sNukUL5M063vy3vk0jnovXf9sd3tPV9e1nPFjAUE/Z/r09974rT5ccDa9pyyWK9vum0B6IAWM3xT+3sb0RElC4tLl9EjAy/Juxhk2AwiPD5Ah24Rvbh/tUfhGqbBBQFPewm2C0S/n3MiZWb63HftHLc/fT/xnwPxkHSCgfXGZKpwmL5eUbUzhoddQqw2lmjIQe0ueUtzyZh6ZwxEbfCBvNnRIG5L5Q9wvtvQZ5JdXw/c/cVqvV9e1lV/W5x1ci4728Ku3vEZlGfD+xWIxZMHYHtOz7F5rcPwmIyYMHUEfjdjk8j+ld4zna09yMiItJKD7tRFSN/ce8VquVgDH3+1b0dipHBoqHt42BQ8LpSSZBTzThIWuH9EBkSLCwWTaiwmAbMkhQzj2XNlgaYJW22a5KkmDmma7fthUmj7RJpIbz/1kwpUx3f1rD1C6ep88eCBciiKS12IKCol43tBtvB88P2dgPpieOKVMtB4TnbQGsRQavR0MW/nIiIqHMsRiksRhpVy+ExNFGMtJqkuHFv7ba9sJpaC39GwzhIWuLgOkNcXn/cAkQurz/GK5PTkVzR7rRdIi2IgQDm3thWOKV3T4vq+Pb6ZVX/NhpE1fpEBcgkUVAt+/yB0PLcG0sgB9T9aWj/wrj9a2j/QgBt1fk5/R0REaVLopzr8BgaL0bOvGE4XF5fwrjn8vhRPakkYoDNOEha48+FGdLs9GH5xjpVQaLwye7t+drkXMdfr12u94V983DfreVnC020zgssGgT8fMMuODXaLlEqtZ+nvXeehHmTS0PzXF80oBfuuvlbcJ2do7NPLytqJpeG5uhsz+2VVf3fYpLg9vpD/X9x1ajQPNfB88Ev7h0P29l5tI81q7+MCs/RDmczG7Fy/njOK09ERJppHyML8yQIohSKkZeXnItbrx0eiokr5o+HSTLA5fHDFfYDS3iMtJolWMxSqDjZfdMuhc0SP72yxeWH3SiiZlJJaJ9sFolxkDTHwXWG2K1GuL2yKk9EvV6bjybPFv9klGfTZrsF+UYsun0kVkeZ13vR7SMRUDi9Celb+3naywafgzmVpaE5Ox+fMxo/vrkMK19pXW6fCxYrf6x9/19cNRKPrP+o3Tq/atlulVqr+J+dXzc8Vyw8Rztcnk1qrYrKCwoiItJAtBgZnKf6yZrRmDbhotByeIx8OqxOCaCOkU/ffYWqOFlHrpFtZ58jKApskthWvIxxkDTG28IzJFM511ZT/O1aTdps1yhKEQNroPXWndWvNMAo8nse0q/wedqrb7xENUdnYaFNtRyeC5Yof2z/kaa4y+HnA6vRoLrVLd77M7eMiIi0lChG5ufHj5HHT7njxsjjp9yqZZtZyth1NFEiHFxniMfnx8wbhsfMJ/H4tMlBzrVcb6JUCJ+nPTxfLHw5PBcsUY719vcOx10O75eCoqhyyWK9P3PLiIhIa8nGyJWb6+NeE6/cXK9a9vr9EbVP2r9m7o0lEAPx06WItMKvdTLkdIsPP39xF2qmlOG2a4fB5fbDalHnk1g1yLnOtVxvolRwutWD2/DjOXw5PAc6Wv6Y3WqE2WiA2+vHwzNGweXxI6C0zjt/183fStgvDYqiyiWzW1tzwN1eP3PLiIgobZKNkSebvXhwzQeha2K3xw+LWUJAUXDipBv3TStX5Vw/cNulsOSZIClKqPaJ0+WHzSqFapMQZQoH1xlitxpxstmLpb/6KMZ6bT6aTOV6261G9O1lxcJp5TAaRLS4fLBbjfDJATz+4i7NtkuUCjaLhLLB56D6xkvg8rQOXpfOGo3CAjNkOXLwGi0Hun2/+8W943Hnk++G1v3i3vG4f/UHMbcfq39E5JIFAswtIyKitIoWIx+7YzR6F9qi3hEZLUa2vyZeXDVSFRPDY2b7uiNiIIA8o9j2Aw0H1pRhHNFkSDBXJNqt0qFcEQ1OEJnabp5ZwiOzRmP1lsiCZo/MGg2jKPCESLplMxpUxVn69rKidtbo0NzVT941TtWvgjnQsfqZ0aCet9onBzLSL4mIiJIVHiOLL+iJBbeMCBX5fKqTMTK87ojBIISWQ3VE+OUx6RRzrjNEBOLninSz7QaAiIE1cLag2ZYGcNhAehYQBFUxloXTykMDawB4/MVdmFPZ1q/i5VjPrrgYx0+5QsszbxiOx1/cFfP5zB0jyn5GowiXX4n4p4i8DKPsFx4j508doVr+++FGVHcwRobXHZl7Ywl+vmEXANYRoezAX64zpNnjxwu/24uayZeE5vyzW42wmiWsfmU3pl83vHXqHQ22u2JTPeZPHQGPTw5t12w0YPl/12HeTWWabLcjBc202C5RKoQfv0aDqFr++oQLDz//4dm0h4taawjYJFRXloRukQvWVHhg9ft4ZPZoPH33FaF8snv+69uwWdvPm92aQ83cMaLuweOVserl3RGPz5tSBqskRL6AKIuEx0iPT1Yt/0effCxWxUgf8mzGUIx0eWTYrRKsZgker7+1zsjZGOgP+FEz+RLWEaGswcF1hrS4fNj3eRP++Nd/Ymj/Qnh9Abg8fuw/0oR9nzdpVuCrxeXDaacXzW6f6tbUZnfr41pu9zvfOh8//P6w0JcJeVYjLGYJL731CQuakS4FRPHsYNeHFfeOh+VsoD95On6BPkCBorT2q8df3IWvT7hUa1tcPtSu+wsmjivC0P6FMCoiREGAoCjMHSMiIt1rHx/zrEY8f/9VkAQBzWcfK8gzoWZKGXr3tMDt8eOB2y6FP6DgxCk33F45dM27/b3DeHjGKBw76Wq3fFnrDy6BAEwQcQ7riFAW4eA6Q/JsRiyYOgLbd3yqKi5WWuzAgqkjkGfT5qPJzzOqckXbb7d21mjIAVmT7Tryjfiv730zlI/TfrtzbyyBqGizXaKu8gsCVsU4XgH14Do8B7v982tnjcbDz3+oGmDbrdH7f/CWNwMvIIiISKfixccVm+px6zUXYemcMVi7bS/2HGqExWQIxbzw17Re8xpx/+oPNL8GJkoH3oebIVaTFHGSAVpvkd6+41NYTdqcWMySFDEACG53zZYGmCWNTmiipMq/ab/dVa80ACJPpKQfAVGMe7yeU2BV5YqF52C3f/6aLQ1YOK089FiwOEu0/l9/oBGrtzZAEXibKBER6U+i+Dh/6gg4ellDA2sAmDiuKO41rygKqmWtroGJ0oGD6wxxeePnIEebuiAVOpL73J22S9QViY5Xt9evKsYSnoMd/vxgCkZpsQPVlSVoOumJ+fz6A41w+XgnB1EqKGL0QmIsJkbUNYnio8cnR+RcD+1fGPc1x5pcqmWtroGJ0oFfDWVIszN+zmaL0w97vja5z/HXa5dznYntEnVFouO12enD8o11mDiuCNePG9iB49uHX9w7HmajAY0nXDAkKGDkdPvb5qomoi5ze2Ws2FwfdR2LiRF1XkfiXTivL379EJdH/YWyVtfAROnAwXWG2K3GuOttVm0+GrvVCIvJECqk5PUFYDKKoSISdg23e9GAXrjr5m/B5W1X0Mwk4Znf/k2z7RJ1RrBAi91qxIV983DfreWQZSV0vIoGAT/fsAtWi4QnfzwWJklCi9sHt1fG4qqRoX7k9qovFOxWI+588t3Q8i/uHR93P2wW9gciItKPRPFRkkQcO+mE3WqE0+1XxURTgtlgwtdrdQ1MlA48ejPEbpZQNsSB+gORt8mUDXHAbpY0qRRsN0tYXDUKm94+GFFIbXHVKM22m2eW8OOby7DylcgCGD++uQySILAyMmVU+wIt639yFR68fWREXllpsQMP3j4Suw99jWEDHFGP5wVTR2D5xrrQALu02IFAu2O7tNgBvxxAabEj6m1yZUMcsBoNrIpKRES60D4+/ur+yPhoMRmwuGoUtv75MOoPRsbEf/zfyZgxr7TYgf1HmlTLNo2uRYnSgQlHGTT5ysGqokhA60ll8pWDNd3uy+8cjFpU4uU/HYzxiuQFgLgFMHgKpUwKL9AiC/GP17Lic1XFWtqv377jU0wcVwSgtT/PrrgYZ5p9quW/H25U5WwHBauFcx5PIiLSg/D4GBCEiPg4cVwRNr19UDWwBtpiogJEjXmlxQ5MHDsQ2987HFqee2MJRA6sKYvxl+sMafH48cj6v4RyNtvfnv3I+r/g8XljW+f402C74Se/oPoDjWjx+DXZbkcKmmmxXaKOCD8+3V457vGaqCDh9OuG4bKLz8PxU248sPp9PDJ7NJ6++4rQcu2syyAZBMybXAq3V4bb64fFJMFqFDmwJiIi3QiPj9Gu54b2L1TdDdnenkONuHXCMJxu9uC6sQNx/biBsFuMsFok2MwS3F4/lsy4DDZr6zIH1pTtOLjOkBZXa55mrJNRdyss1uLyoSDPhJopZejd0wKn2w+7RcKxU26s3FzfbQuaKYIAl09uLVBlkWA1Gjh40qHwfhGtn/TtZcXCaeUwGsSE/eirY0489uIu1fvdv/qD0LLHK6NHngkIBJBvMaD/efloamqB38+LCiIi0o8Wly8ixzo8HgoJpo88ekIdE39WfTkKrBL8/gBskghbsHgZB9bUDXBwnSGJCpppVeArL8F28zTabg+7EUvnjIm4lba02IGlc8YA6H4DTlkQsHpLg+pOgeBtvwYOsHUlvF+E98++vayonTU6NJf14qqRcd8vvDhL+PuxYBkREWWDgh5GLLp9JFafvRV86azRqngIoAsxkTGQui/eh5shNrMUkXsSFCrmoAFrgu1aNdquxSjFzFFdu20vLMbudaJVogysgdZb71dvbYCS4FteSq/wfhG+vHBauepCYv+Rprj9KLw4i9loCC2HCpYRERHpnNEghQbWAFBYYFbFQ6DzMdFmif9DD1E2y8rB9cmTJ7F48WKMGzcO3/rWt/Bf//VfqKurC63ft28fpk6diksuuQTjx4/H+vXrM7i30YmBAObeWBK1uIOWxRxcXn/cohIur1+T7XYk57o7cfnkuLntLp8cdR1lRni/cIctGw2i6vjd/t7hDhdnmXnDcDSecAFgwTIiIsou4ddvsqxEXM91JibOvbEEfXvZtN9xogzJyp8L77nnHhw/fhxPPfUUevXqhZdeeglVVVXYunUrevXqhenTp+Pqq69GbW0tdu/ejdraWhQUFKCysjLTu64iKQrmTS6F0+NHi8sPexqKOTQ7fXh+W8PZXJmL0OLywW41wicH8PiLu3DXzd+GPb/75HpnitPtjzufuNPthy2v+/y92SqYE9/s9GHF5nrUTCnDbdcOi1gOP37dXhnLN9aFChJazRJ8vgB6F1ogywoenjFKNS92deUlWDl/PHPuiYgoKwTjY4vLp7qeiXY95/bKUa8tDQYBTSc9eHjGZaFrXFNW/qxH1HFZN7g+cuQIPvjgA/zmN7/Bt771LQDAokWL8N577+H111+HxWKByWTCkiVLIEkSioqKcOTIEaxdu1Z3g2ug9RfsPKPYNrDUuJhDD7sRD1WNipr7/FDVKGiV+5ypHPNMsVslLJg6Att3fBoxn/iCqSO63d+bjdrnxK+YPx7zppRh+45PsedQ5PIv7h0f8fr2BQlXLhgPQMDzr0b2q4XTyiEKCiyiyLmriYhI98LjY/vrmWjxsCDPFPPacuYNwwEosBnE1mtckaNr6t6y7ggvLCzE888/j+HDh4ceEwQBiqLg1KlTqKurQ3l5OSSpbfAyatQofPbZZzh+/HgmdllXMpX7nKkc80wxG6XQwKy94JyP5m6WY55twnPiRVFQfV4Wk/rz88mBuMev0WCI269MEj9vIiLSv/D42JF4WDOlLKfq6hDFk3VHe35+Pq644grVY2+++Sb++c9/4vLLL8fTTz+NwYMHq9b36dMHAPDll1+id+/eXd62JOnvuwiDQVT9N5GTrsS5zwUa/Kra4vej+sYSVVEMoC3/xhfww67xAKSzbZWM0+748yS7vTLyLfotapXOtuqsVPTD0251TvyxJpfq83KF5Zg9/uKuiOqoQOvxW11ZEvH89hL1Kz23dbZgG6afHuJhRz53QZZjThMkCLH/jliv68prWlei0++XSexT2kll22px7ITHx47Ew949LR2OgTy2UodtmTqpbMOsG1yH+/jjj/HAAw/gqquuwpVXXomf/exnMJnUuaxmsxkA4PF4urwdURRQWGhPal+1lJ9v7dDzvjhxLO76FpcfA87vmYpdUm/38DGs2VKnmicxmI+z9FcfYU7lJbigKPXbjaajbZWMo0dOxF3v9vrR/7x8zfcjWeloq85IVT8M/3xcHnWBufCcsq9PuPDw8x9G5JNZzRK8fj9cCQryOd2J+5Xe2jobsQ3TQ2/xMN7n7j7WAkmK/kWmJBli/h2xXteV1wCAAKHT76cH7FPaSbZtteqH4fGxI/HQ3YUYyGMrddiW+pLVg+u3334b8+fPR2lpKZ566ikAgMVigdfrVT0vOKi22bpenTAQUHD6tLPrO6sRg0FEfr4Vp0+7IMuJ87U7kvvc1NSSqt1Tbdfjk+H2yjC2+3bI7ZXh8cmabbe9zrZVMiym+F3LYtL+701GutqqsxcGqeqH4Z+PySiiIM+Emill6N3TArfHj2fvuQL+gIIzzV64vTJMRhEf7f0K2987jMfnjcWxk65QgbrH542Nuz2bJfbnnc7jsrtiGyYnU/0wWR353P1+GX5/9NkZ/H45Zr+M9bquvAYAFCidfr9MYp/STqy21Us/tJgkXNg3T/VjSKJ4mEj7GMhjK3XYlqkTbMtUyNrB9caNG7Fs2TL853/+J5544onQr9Xnnnsujh49qnpucLlv375JbdPv1++BK8uBDu1fMPc52u07wdxnLf7OPLOER2aNxuoot9U+Mms0jKKQtvbtaFslw2oUUTbEgfoDke3cOs+xqOvjKSgdbdVZqdif8M/nX0dP49Hqy/Hcq3/HnkONsJgMoQIu4cfr4qpRgKLgkfUfhZbNRkPS/UqPbZ1t2Ibpo6d2jve5KwqgxCgkqCix/45Yr+vKa1pXdv799IB9SjupaFstPhubUcSDt4/EqrNpfInioaIE0HjS0+kYyGMrddiW+pKVN+m/9NJL+OlPf4of/ehHeOaZZ1S3gZeXl+Pjjz+GLLd9Q7xz504MGDAgqXzr7kIEMLvi4qhzEc6uuFizAyIARAysgdZcnNVbGtDdTgmCoqB6UgnKhqjbmfMc60P451NS5AgNrAFg4riimAXpXv7TQRiNBtXy3w58hZk3DE/7vPVERESpFBCE0MAaSBwPoQhYubmeMZDorKz75fqzzz7Do48+iv/8z//E7NmzVRXALRYLKisrsW7dOixatAgzZsxAQ0MDNmzYgNra2gzutX40e/xY/NyHofl7XW4/rBYJx0+58cDq9/HI7NHIM6Z+iO3sQMEnLbabSQZFQc2kErh8cuu81haJ8xzrSPvPJ6BAdXwO7V+omkKtvfoDjfC1+4a4/kAjbpswDKLQNm+90+WHLQ3z1hNRehmNIly+GL9cx6hlRpRNwq/XEsXD6dcKONnsxYNrPkDNlDJUTbyIMZByWtYNrn//+9/D5/Phj3/8I/74xz+q1lVUVOCxxx7DunXrsGzZMlRUVMDhcGDhwoWoqKjI0B7rS4vLh5PNXiz91UdR1ztd/rY5t1O83b69rGcLYIihglA+OYDHX9yFFo22m2mKICCgAHJAab1lUBA4uNaR4OfT4vJF5Fw/c/cVOHbKjZWb63Gy2QuLyYCJ44owtH8hWlw+LK4aGcq5drr96GEzQlCUtM5bT0Tp5fHKWPXy7qjr5k6+JK37QpRKAVGE0+OPGQ9lRUFLiw9Ojx8moxiKf8GCZ8Fry8eqL0effMZAyl1ZN7i+4447cMcdd8R9TklJCTZt2pSmPcouiQqa2TSYhgsA8vOMMacyqp01GnIgehGYbOYXBKx6eU/UqcckDrAzrv3n8+y9V2DpnDER83SWFjuwdM4Y/HT9XzDrhhJs3/Gp6hv80mIHFkwdAatFQs0T74Zu+zfw8yUioizRPh6uXDA+ZjycecNwPLXmA5xs9obiX55NfV1p1+g6kihbdK/7cCmhYEGzaIJFJ7RglqSIgTXQeivumi0NMGs8x3W6BURRlbMUtOdQI1a90oCAyK6XSeGfj8UoRVxIAK2f19pte7FwWnnMnLPtOz6FHGgdTNcfaMTqrQ1QYs11S0REpCPh8dAsxY+HNVPKQsvbd3wKU7sp5kqLHbBqdB1JlC14hZ9jvH5/zKITM28YDq8//lyFXdWRnOvuJNf+3mwT/vl4fHLcz8toEOOuP9PcNv1f/YFGuHzd704MIkovRRTh8itR/yn8gpZSJDweurzxr19697Soll1nr2dKix2YOHYgPD5e31Bu49dLOabZ6cej/99foxY0e3DNB3jgtkthydMm5zr++u6Vc51rf2+2Cf98En9e8de7verBtNPth02DfkREqaP34mRur4wVm+ujrps3pQxWSQc7SVmvs/HQ5VYPnl0ef6gGyfKNdXhk1mWwMv5RDuPgOsfYLFLcgmY2izaHhN1qVBWE8voCqoIY3S1HJ1Fue3f7e7NN+OeT+PiM/3mawirda9WPiCh1WJyMcpkiCHD5ZNitRlUBM49XVhXsDP/y2BoW3yxmCfev/iC0zPhHuY49IMdYjQaUDXGg/kDkLT9lQxywGg2ABsWY7GYJi6tGYdPbByMKQi2uGgW7WepWVSWDue3Rbq0K5bZ3o78320R8PooS9/iEosT9PPcfaQota9mPiIiIkiULAlZvaUD9wUas+cl38Gj15Xju1b9HFDBbMHUElm+sCw2wS4sdOH7KrXpO+2XGPyLmXOccQVFQPakEZUPUOdfBKsdaThP18jsHoxbIePlP0edPzGaiomDujSVRc9vn3lgCkYEno8I/H6NRjHt8Go0iJo4dGPXznDh2ILa/dxhAevoRERFRVyntBtYAcOyEO2JgDbQVLJs4rghAW22elWdTFcKXGf+IWvGX6xxkUBTUTCqByye35oZaJFiNBk1PiC0ef+hEHq7+QCNaPH7kGbvPdz1On4zH/7sO991aDllWQvN6GwwClv7qIyy8ZQRsUvf5e7NN+Ofj8ytxj0+fX8G5va2YN7kUbq8/1G8sJgkenx+PzLosLf2IiCLJEODyR+93esidJtITl09Wxbs8uyluAbPp1w3DZRefh4Ci4MRJN+6/9VJYLRJsZglevx8P3HYp4x9ROxxc5yhBUWCTxLaiSxqfEHOtwJfT7cc/v27G3Mf/HHM9C15lTvjn87PqMXGf3+Lyo2++CQgE1P0mEIDVILYVb+GFBVHauTz+mIW/mDtNpOYMK0gWvhzuq2NOPPbirtDyY9WXt/4YEgjAIoptRXAZ/4gAcHBNaZJrBb4SFfRgwY/MCm//XDs+iUgf9F6xnLqf8PiX6HokomAn4yFRXOwhlBa5VuDLYor/91pM3evvzTbhn4/BIOTU8UlE+sCK5ZRu4fHv+Cl3hwt2Mh4SJcakT0oLMRCIX+Crm52oPT5/3AJYHl/827BIW+Gfz8837EJ1Dh2fRESUm8Lj38rN9Zh5w/CEBTsZD4k6hr9c56iAKMLp8aPF5UOe1QirWdL8hCkpCuZNLj27XT/s1taCGN3xRN3i8uP5bQ1YOK0cRsNFoYJmPjmAx1/chXt/+O22PF1Kic4c0y0uP5ZvrMPEcUW4ftxAeH0BHD/hQnVlCTw+OebxmYl+Q0RE1Fmx4lW0+HfipBvTJnwTojAMbo+MPJsEq0mCy+vHwzNGwW41dtvrNaJU4+A6B/kFAate3hMxn+HcG0sgaVyQQgwEkGcU24qXddMTdZ5NwkNVo7B2296Idn6oahREgYU/Uqmzx7TNIsHtlVVzWre3cv741mru7Y7PTPYbIiKijooXr/Js8ePf6oXjIRkMWMF4R9QlvC08xwREEateaYg6n+GqVxoQEHlIpIJJkiIG1kBrO6/dthcmid9rpUpXjmmr0RAx13tQ2RAHrEZD0tsgIiJKt0TxyiRJceOfSZIY74iSwB6SY5wef9z5DJ0e5gKnAts5fbrS1oKioHpSScQFRtkQB6onlUTM1cnPkyjzFFGEy6+E/jV7ZPz7WAv4OxpRm47Eq3jxj/GOKDn8+SzHJJpv2tnN5pvOFLZz+nS1rQ2KgppJJXD55NZ5xy0SrEZDxMA6mW0QUeq4vbJqPmtBECBJBsyqGJ7BvdIfRRTh9soRj1tMBgjdNBWL2nQsXokx4x/jHVFyOLjOMYnm8+X8hamRq+2sCEKHBquplExbC4oCmyTCFiwuF2Nfc/XzJKLsE/4lRNC8KWWwSpw8u7vraLyKFf8Y74iSw9vCc0xwvuloQvMXUtJysZ1lQcDKLQ2oeeJdLFz5PmqeeBcrtzZAFrS9mEtHW+fi50lERNkn2XjFeEeUHA6uc0yuzTedKbnWzoogYPWWBtQfVOdp1R9oxOqtDVA0HGCLioLZFRdHbevZFRdDTMEv57n2eRIRUXZKNiYy3hElh18/5aD28007XX7YuvF805mUS+3s8skRA+ug+gONcPnk1qmtNOD0yXjwlx+iZkoZbrt2GFxuP6wWCcdPufHA6vex9I7RKdl2Ln2eRESUnVIRExnviLqOg+sclSvzTWdarrSz0x2/eqjT7W/L69Jg2yebvVj6q48033aufJ5EpG9GowiXL/r5R2FadU5LVUxkvCPqGg6uiShpNkuCHK4E67N120REmeDxylj18u6o6+ZOviTq4/EG5Kwk3n0wJhJlFnsYESXNajSgbIgD9Qcibw0vG+KA1WiIWYk7m7dNRJQt4g3I7/nRt+Hzt50nBVmG+1gL/H4ZZiMH3tmEMZEoszi4JqKkCYqC6kklWL21QRXQy4Y4UD2pRNPpuDK5bSJKrVhzNAO83VlL4QPv4Bzifr+MmsmXcAqvLMKYSJRZHFwTUUoYFAU1k0rSPs91prdNRKkTa45mIPbtzkSkxphIlDkcXBNRygiKApskthVLSWMgz+S2iYiI9IQxkSgzOLgmIiKilIp3e7fFLMHtiT7DAG/9zh5xP2MWSCOiHMXBNREREaVUotu7O1vpmvQn3mc8b0oZ87SJKCdxcE1EREREUcWawiveXQac9ouIchUH1x0kigJ69bJnejdiys+3ZnoXsgbbquP01lZ674fJ0FtbZyO2YXp0pB9+fcIJSTJEXResRJ2qdQJS+35xt6Xz90v1tgwGEV5fAL/c2hCx7o5JJTHfL9ZrAGDelEvQN8bxc8blhdMVmTJgMrbuRzQ2q4QeVlPUdbHE2k5X3y/ee8Z6v2TPV9keD3m+Th22pb4IisIKB0RERERERETJEDO9A0RERERERETZjoNrIiIiIiIioiRxcE1ERERERESUJA6uiYiIiIiIiJLEwTURERERERFRkji4JiIiIiIiIkoSB9dERERERERESeLgmoiIiIiIiChJHFwTERERERERJYmDayIiIiIiIqIkZe3getu2bbjmmmtw8cUXY8KECXjzzTdD6/bt24epU6fikksuwfjx47F+/foM7ikRERERERF1d1k5uH7ttdfwwAMP4KabbsLrr7+Oa665Bvfccw/q6+vR1NSE6dOn4xvf+Aa2bNmCefPm4dlnn8WWLVsyvdtERERERETUTQmKoiiZ3onOUBQFV111Fb73ve/hvvvuCz1eVVWFSy+9FADw61//Gn/6058gSRIA4KmnnsIf/vAHvPXWWxnZZyIiIiIiIurepEzvQGd9+umn+OKLL3DdddepHg/e+j1z5kyUl5eHBtYAMGrUKDz33HM4fvw4evfu3aXtynIAJ060dH3HNSKKAnr1suPEiRYEAln1PUnasa06Ll1t5XD06NTz9doPk8HjMnlsw+Rkaz/k564dtq12YrVttvbDzuKxlTpsy9QJtqUgCEm/V9YNrj///HMAgNPpRFVVFT755BNccMEFmDNnDq688kp89dVXGDx4sOo1ffr0AQB8+eWXXR5cA4Ak6e8ueoNBhCAIMBoNkOVApndH19hWHafnttJjP0yGnts6W7AN008P/ZCfu3bYttpJZdvqoR92Fo+t1GFbpk6wLVMh6wbXzc3NAID77rsPNTU1mD9/Pn7/+9+juroaL7zwAtxuN0wmk+o1ZrMZAODxeLq8XVEUUFho7/qOayw/35rpXcgabKuO01tb6b0fJkNvbZ2N2Ibpobd+yM9dO2xb7STbtnrrh53FYyt12Jb6knWDa6PRCKA1x7qiogIA8M1vfhOffPIJXnjhBVgsFni9XtVrgoNqm83W5e0GAgpOn3Z2+fVaMRhE5Odbcfq0i99aJcC26rh0tVVnLwz02g+TweMyeWzD5GRrP+Tnrh22rXZitW229sPO4rGVOmzL1Am2ZSpk3eD63HPPBYCIW78HDRqEd999F/369cPRo0dV64LLffv2TWrbfr9+D1xZDuh6//SEbdVxemwrve1PquixrbMN2zB99NTO/Ny1w7bVTiraNps/Gx5bqcO21JesS9YYNmwY7HY79uzZo3r84MGDuPDCC1FeXo6PP/4YsiyH1u3cuRMDBgxIKt+aiIiIiIiIKJasG1xbLBbMmDEDq1atwuuvv45//vOfWLNmDT744ANMnz4dlZWVaG5uxqJFi/CPf/wDW7duxYYNGzB79uxM73pUiiDA6Q/gWLMXTn8ASoqS6YmIKDcxrhBlHvshUW7KutvCAaC6uhpWqxVPP/00vv76axQVFWHFihUYOXIkAGDdunVYtmwZKioq4HA4sHDhwlB+tp7IgoDVWxpQf7Ax9FjZEAeqJ5XAkF3TjxMRkQ4wrhBlXrx+mJUX3kTUYYKiMNp2RKrnE1QEASvDTrxBZUMcqJlUAqEDH40kiSgstKOpqYX5FgmwrTouXW2VK/N6xsPjMnlsw1ZdjSvZ2g/5uWuHbdt1ifrhnTeW4pxekW2brf2ws3hspQ7bMnWCbZkKWXdbQnpz0QAAc4xJREFUeHfh8slRT7wAUH+gES6fHHUdERFRNIwrRJmXqB+2eNgPibozDq4zxOn2J7WeiIioPcYVosxL3A99adoTIsoEDq4zxGaJn3WTaD0REVF7jCtEmZe4HxrTtCdElAkcXGeI1WhA2RBH1HVlQxywGg1p3iMiIspmjCtEmZeoH9rN7IdE3RkH1xkiKAqqJ5VEnICD1SQ7UsyMiIgoiHGFKPMS9UMDZ+Qi6tZ4j1gGGRQFNZNK4PLJcLr9sFkkWI0GXgAREVGXMK4QZV78fsjRNVF3xsF1hgmKApskwpZnan2AF0BERJQExhWizGM/JMpNvC2ciIiIiIiIKEkcXBMREREREREliYNrIiIiIiIioiRxcJ1hiiDA6Q/gWLMXTn8AisBCF0REFBvjBlFqsU8RUaqwoFkGyYKA1VsaUH+wMfRYaKoGFr4gIqIwjBtEqcU+RUSpxF+uM0SJcjIHgPoDjVi9tYHfmhIRkQrjBlFqsU8RUapxcJ0hLp8ccTIPqj/QCJdPTvMeERGRnjFuEKUW+xQRpRoH1xnidPuTWk9ERLmFcYMotdiniCjVOLjOEJslfrp7ovVERJRbGDeIUot9iohSjYPrDLEaDSgb4oi6rmyIA1ajIc17REREesa4QZRa7FNElGocXGeIoCionlQScVIPVqgUWKGSiIjaYdwgSi32KSJKNd7vkkEGRUHNpBK4fDKcbj9sFglWo4EncyIiiopxgyi12KeIKJU4uM4wQVFgk0TY8kytD/BkTkREcTBuEKUW+xQRpQpvCyciIiIiIiJKEgfXREREREREREni4DrDFEGA0x/AsWYvnP4AFEHI9C4REZGOMW5QruKxT0R6x5zrDJIFAau3NKD+YGPosWCFSgPzfYiIKAzjBuUqHvtElA34y3WGKFGCBADUH2jE6q0N/DaWiIhUGDcoV/HYJ6JswcF1hrh8ckSQCKo/0AiXT07zHhERkZ4xblCu4rFPRNmCg+sMcbr9Sa0nIqLcwrhBuYrHPhFlCw6uM8RmiZ/unmg9ERHlFsYNylU89okoW3BwnSFWowFlQxxR15UNccBqNKR5j4iISM8YNyhX8dgnomzBwXWGCIqC6kklEcEiWPlSYOVLIiJqh3GDchWPfSLKFll5H80XX3yBK6+8MuLxpUuXYvLkydi3bx+WLVuGvXv3oqCgALfccguqqqoysKfxGRQFNZNK4PLJcLr9sFkkWI0GBgkiIoqKcYNyFY99IsoGWTm4PnDgAMxmM95++20I7aZf6NGjB5qamjB9+nRcffXVqK2txe7du1FbW4uCggJUVlZmcK+jExQFNkmELc/U+gCDBBERxcG4QbmKxz4R6V1WDq4PHjyIAQMGoE+fPhHrNmzYAJPJhCVLlkCSJBQVFeHIkSNYu3atLgfXRERERERElP2yMuf6wIEDGDRoUNR1dXV1KC8vhyS1fW8watQofPbZZzh+/Hi6dpGIiIiIiIhySNb+cu1wOPDDH/4Qn3/+Ofr374/q6mqMHTsWX331FQYPHqx6fvAX7i+//BK9e/fu8nYlSX/fRRgMouq/FBvbquP03FZ67IfJ0HNbZwu2YfrpoR/yc9cO21Y7qWxbPfTDzuKxlTpsy9RJZRtm3eDa6/Xi888/h9VqxcKFC2Gz2bB9+3bMnDkTL7zwAtxuN0wmk+o1ZrMZAODxeLq8XVEUUFhoT2rftZSfb830LmQNtlXH6a2t9N4Pk6G3ts5GbMP00Fs/5OeuHbatdpJtW731w87isZU6bEt9ybrBtclkwq5duyBJUmgQPXz4cBw+fBjr16+HxWKB1+tVvSY4qLbZbF3ebiCg4PRpZ9d3XCMGg4j8fCtOn3ZBlgOZ3h1dY1t1XLraqrMXBnrth8ngcZk8tmFysrUf8nPXDttWO7HaNlv7YWfx2EodtmXqBNsyFbJucA1EHyQPHjwY77//Ps4991wcPXpUtS643Ldv36S26/fr98CV5YCu909P2FYdp8e20tv+pIoe2zrbsA3TR0/tzM9dO2xb7aSibbP5s+GxlTpsS33Jupv09+/fj7KyMtTV1ake37t3LwYNGoTy8nJ8/PHHkGU5tG7nzp0YMGBAUvnWRERERERERLFk3eB68ODBKC4uRm1tLerq6nD48GH87Gc/w+7du3HHHXegsrISzc3NWLRoEf7xj39g69at2LBhA2bPnp3pXY9KEQQ4/QEca/bC6Q9AaTdvNxERdT8871Mu4nFPRLkg624LF0URv/zlL/HEE0/grrvuwunTpzFs2DC88MILGDJkCABg3bp1WLZsGSoqKuBwOLBw4UJUVFRkeM8jyYKA1VsaUH+wMfRY2RAHqieVwKAoGdwzIiLSAs/7lIt43BNRrsi6wTUA9OrVC48++mjM9SUlJdi0aVMa96jzlCiBBgDqDzRi9dYG1EwqgcCAQ0TUbfC8T7mIxz0R5ZKsuy28u3D55IhAE1R/oBEunxx1HRERZSee9ykX8bgnolzCwXWGON3+pNYTEVF24XmfchGPeyLKJRxcZ4jNEv+O/ETriYgou/C8T7mIxz0R5RIOrjPEajSgbIgj6rqyIQ5YjYY07xEREWmJ533KRTzuiSiXcHCdIYKioHpSSUTACVbPZHEPIqLuhed9ykU87okol/BenAwyKApqJpXA5ZPhdPths0iwGg0MNERE3RTP+5SLeNwTUa7g4JqIiCgJiiB0atAgKApskghbnunsG3CAQdmtI32Axz0R5QIOrjNIjjL3Y/A2KQODDhGR7vE8TrmOfYCIqA1zrjNEiRKMgNY5H1dvbYAiCBnaMyIi6giexynXsQ8QEalxcJ0hLp8cEYyC6g80wuWT07xHRETUGTyPU65jHyAiUuPgOkOcbn9S64mIKLN4Hqdcxz5ARKTGwXWG2Czx090TrScioszieZxyHfsAEZEaB9cZYjUaIuZ8DCob4oDVaEjzHhERUWfwPE65jn2AiEiNg+sMERQF1ZNKIoJSsMIm534kItI3nscp17EPEBGp8X6dDDIoCuZWlsLp8aPF5UOe1QirWYIYCGR614iIuqXOzkmdiEFRUDOpJKXvSZRNwvuA3SrBbJTg9vrZJ4go53BwnUGyIGD1K3s4NyQRURpoNR+voCiwSSJseabWB3j+phzTvg/IgoBVvLYhohzF28IzhHNDEhGlD8+5RNpjPyOiXMfBdYZwbkgiovThOZdIe+xnRJTrOLjOEM4NSUSUPjznEmlHEQQ4/QGccfriPo/9jIi6Ow6uM4RzQxIRpQ/PuUTakAUBK7c0oOaJd+HyxB88s58RUXeXlrOcx+PBiRMncN5550FRFKxatUq1ftSoURgxYkQ6dkU3LCYJpcUO7DkUeftUabEDFpMEsGo4EVFK8JxLlHrhOdb7jzTF7Gehea9Z1IyIujHNB9dvvPEGamtrMWrUKDz77LMIBAJYuXKl6jlbtmzBW2+9BbPZrPXu6IbH58fEsQMBQBWESosdmDh2IDw+P6wG3lhARJQKPOcSpV54jvX29w5jwdTWH0va9zPOe01EuULTwfWePXswf/58jB8/HnPnzlWt27JlCy666CIcOnQIFRUVeO211zBlyhQtd0dXWlx+LN9Yh4njinD9uIHw+gIwGUXsP9KE5Rvr8Misy2ANTutCRERJ4TmXKPXCc6jdXlnVz2xmI/JsnOeaiHKHpoPrX/3qV/j2t7+N1atXx3xOcXExrrnmGrz11ls5Nbi2WSS4vTI2v30w5noiIkoNnnOJUi9av2nfz1bOHw+bJPJWcCLKGZreA/fxxx93aMD8ne98B/v27dNyV3THajSgbIgj6rpQXhIREaUEz7lEqcd+RUSkpung+tSpUzjvvPPUGxRF3HHHHejTp0/oMYfDgZaWFi13RXcERUH1pJKIoMS8JCKi1OM5lyj12K+IiNQ0vQ+usLAQJ0+eVD0mCALuuusu1WNHjx7FOeeco+Wu6JJBUVAzqQQunwyn2w+bhXlJRERa4TmXKPXYr4iI2mj6y/U3v/lNvPPOOwmf9/vf/x4lJSVa7opuCYoCmyTinDwTbJLIYEREpCGec4lSj/2KiKiVpoPriooK/O53v8Pvf//7mM/5/e9/jz/84Q+YPHmylrtCREREREREpBlNbwv//ve/jzfffBN33XUXvv/972PChAkYMGAAAOD//u//8NZbb+G1115DRUUFxowZo+WuEBEREREREWlG87lHnnrqKaxZswa/+tWv8NZbb4UeVxQFVqsVc+bMiZgDuzM+++wzTJo0CQ899BAmTZoEANi3bx+WLVuGvXv3oqCgALfccguqqqqS/luIiIiIiIiIotF8cG0wGFBTU4MZM2bggw8+wL/+9S8oioJ+/fphzJgxsNvtXX5vn8+H+fPnw+l0hh5ramrC9OnTcfXVV6O2tha7d+9GbW0tCgoKUFlZmYo/iYiIiIiIiEhF88F1kMViwVVXXZXS91yxYkXE4Hzz5s0wmUxYsmQJJElCUVERjhw5grVr13JwTURERERERJrQtKAZAOzYsQMzZ87EhAkTMGfOHLz//vsped9du3Zh06ZN+PnPf656vK6uDuXl5ZCktu8NRo0ahc8++wzHjx9PybaJiIiIiIiI2tP0l+s///nPqK6uRl5eHgYMGIA9e/bg3XffxYMPPogf/ehHXX7f06dPY+HChXjwwQdx3nnnqdZ99dVXGDx4sOqxPn36AAC+/PJL9O7du8vblSTNv4voNINBVP2XYmNbdZye20qP/TAZem7rbME2TD899EN+7tph22onlW2rh37YWTy2UodtmTqpbENNB9fPP/88Ro4ciVWrVsFut8Pn8+EnP/kJ1qxZk9TgesmSJbjkkktw3XXXRaxzu90wmUyqx8xmMwDA4/F0eZuiKKCwsOv54VrLz7dmeheyBtuq4/TWVnrvh8nQW1tnI7ZheuitH/Jz1w7bVjvJtq3e+mFn8dhKHbalvmg6uD548CCeeuqpUF600WhEdXU13njjDfz73/+O+NW5I7Zt24a6ujr87ne/i7reYrHA6/WqHgsOqm02W6e3FxQIKDh92pn4iWlmMIjIz7fi9GkXZDmQ6d3RNbZVx6WrrTp7YaDXfpgMHpfJYxsmJ1v7IT937bBttROrbbO1H3YWj63UYVumTrAtU0HTwbXT6URBQYHqsQsuuACKouDUqVNdGlxv2bIFx48fx/jx41WPP/zww1i/fj3OP/98HD16VLUuuNy3b99Ob689v1+/B64sB3S9f3rCtuo4PbaV3vYnVfTY1tmGbZg+empnfu7aYdtqJxVtm82fDY+t1GFb6oumg2tFUSAIgnqDZwuNybLcpfd84okn4Ha7VY9997vfxZ133olrrrkG//M//4Pf/va3kGUZBoMBALBz504MGDAgqXxrIiIiIiIioliyLgO+b9++6N+/v+ofAPTu3Rv9+vVDZWUlmpubsWjRIvzjH//A1q1bsWHDBsyePTvDe05ERERERETdlebzXH/yySeqQmKyLEMQBHzyySdwOtW5IuXl5Ulvr3fv3li3bh2WLVuGiooKOBwOLFy4EBUVFUm/NxEREREREVE0mg+ua2trIx5TFAUPPfRQ6Jbx4O3j+/bt69I2Dhw4oFouKSnBpk2buvReRERERERERJ2l6eD6xRdf1PLtiYiIiIiIiHRB08H1pZdequXbExEREREREemCpoPrXbt2der5qci5zjaKIMDlk+F0+2GzSLAaDRAUJdO7RUQUFc9ZRJQuPN8QUbbRdHB9yy23qKbiUtqdEMMfTybnOlvJgoDVWxpQf7Ax9FjZEAeqJ5XAwOBBRDrDcxYRpQvPN0SUjTQdXBuNRvh8PgwbNgwTJkzAxRdfrOXmsooSJWgAQP2BRqze2oCaSSX8dpaIdIPnLCJKF55viChbaTq43rlzJ/74xz/if/7nf/D000/j/PPPx4QJEzBhwgQMGjRIy03rnssnRwSNoPoDjXD5ZNikrJuGnIi6KZ6ziChdeL4homyl6eA6Ly8PFRUVqKiowMmTJ/HWW2/hjTfewHPPPYdBgwbh2muvxTXXXIMLLrhAy93QJafbj769rFg4rRxGg4gWlw92qxE+OYDHX9zVml+UZ8r0bhIRAWg9Z4UryDOhZkoZeve04IzTB9iMsJgkuL1+5kgSZSlFEHDaLePokROwmiVYJDGiDwdEEU6PHy0uH/KsRljNEsRAIGX7EO18E76e10hEpEeaz3MdVFBQgJtvvhk333wzjh49irfeegtvvvkmnnnmGZSUlGDChAm45ZZb0rU7GdfDLqF21mis2dKAPYfavp0tLXagdtZoKIqcwb0jIlKzWdThoiDPhKVzxmDttr3Yc6gRFpMBC6aOwPYdn6rOacyRJMoeHclz9gsCVr28J+LaZe6NJZBS1M/DzzedXU9ElCkZuaemT58+mDZtGlauXIlZs2Zh7969ePTRRzOxKxljNEgRA2sA2HOoEWu2NMBoYOAgIv2wGg0oG+IILddMKQsNrAFg4riiiIE10JYjqbQrYklE+pMoz1kRBAREEateiX7tsuqVBgTE1FxWhp9v2isb4oDVaEjJdoiIUi3tg+sTJ07gt7/9LW699VaMGzcOGzZswNVXX41nn3023buSUU6PPyI4Be051AinJ/4tUURE6SQoCqonlYQueHv3tKjOYUP7F8Y8pwVzJIlIvzqS55yua5fw801Q8Fd0ppoQkV6l5efRpqYm/OEPf8Cbb76Juro6iKKIcePGYfny5fjOd74Dq9Wajt3QlRaXL8F6P/KMzCciosxqP89snk3C3MrSUK7lM3dfgWOn3Fi5uR5eX/x8S+ZIEulbojznZqcfVouE//reEAgABl1QAK8vAJNRxP4jTdj+3mE441y7dHbOaoOioGZSCee5JqKsoung+uWXX8abb76Jv/71rxAEAWPGjMGyZctw1VVXIS8vT8tN616e1ZhgPW8LJ6LMap9/GcyxXhEl13LpnDE41uSK+17MkSTSt0R91Onx4Ser30fZYAcmXzUYj6z/C9ze1jtSSosdWDB1BOy26O/R1TmrBUWBTRLbvpjjwJqIdE7Tq52HHnoIBoMB3/rWt3D11VejZ8+eUBQFb7/9dtTn33DDDVrujq5YzRJKix1Rb68qLXbAapaAFFbeJCLqjPD8y/Ac66A9hxqxdtteTJvwzZjntFCOJC+MiXQrmOdcfyD6dcn+I00AgPqDjQgorXUWNr99EABC/X7e5NKIaxfOWU1EuUTznxJkWcauXbuwa9euuM8TBCGnBtcurx8Txw4EgIhfgSaOHQiX1w8753AkogwJz78Mz7Fub8+hRhjEYVHPacyRJMoOwTzn1VsbVAPs4HXJ8o11ocf2HGrE9eMGql6/51Aj3F5/xPzTnLOaiHKJpoPrd955R8u3z2rNTh+e39Zwdp7riyLmub7r5m/Dns/8RCJKr2Be5BmnD4/Mugy9CyyQZQUtLh8WV40M5VYGbwcNcrll9OllxbzJpZznmiiLtM+FLshT11WwmCUEFAUtLT7cdfO3VPnV0eosRKutwDmriSiXaDq47tevn5Zvn9V62I14qGpUxG2WpcUOPFQ1CgAvRokovdrnRQbnrX7+1chz1IKpI7B8Y51qgG23Sq132wQCzJEkyhLt+3zxBT2x4JYRUesqTBw7EM/89m9we+XQOcAgRk6vFy1vm3NWE1EuSet9OIcPH8b8+fMxZswYDB8+HFdccQXuu+8+fP755+ncDV2wGKW4+YsWI4MNEaVPeF5krHmr9xxqxPYdn2LiuKLQY6XFDtjMPGcRZZPwPj9/6oiYc1i37/PBZX9A/cVZrPmnOWc1EeWStA2ud+7cieuvvx4fffQRxo8fj9tvvx2jR4/Gjh07UFlZif3796drV3SB81wTkZ6E50XGm7d6z6FGDO1fCKB1YD3zhuHw+nnOIsom4X3e45M71OeDy+1/uI5XW4FzVhNRLknbTw1PP/00ysvL8dxzz8FkasutaWlpwYwZM/Doo4/ixRdfTNfuZBznuSYiPQnPi0w0b7XVLOHpu6/A8VNuPLjmAzxw26WwMG+SKGuE9/lE1yXh5wS7xYjHay7nnNVERO2kbXC9f/9+rFixQjWwBgC73Y5Zs2bhrrvuSteu6ILdakRBngk1U8rQu6cFTrcfdouEY6fcWLm5HnbOc01EaWSzSLCYDJg4rghD+xfCYpIiCpi1Xy8IAppOu3Hwn01we2XmTRLpQPviZK19WoLH50eLy4/8PAmSKIWKleVZjXjyrnF4/MVd+PqEC3arMe57m4zqmx3tVqmtyncHBsmcs5qIckHarobOO+88fPnll1HXtbS04JxzzknXruhCnlnCo9WX47lX/x5ROOTR6sthOVsYiIgoHWxGAxZXjcKmtw+G5q4F2gqYrdhcj3lTyrB9x6cR6xdXjYKN81gTZZQcZT7pYDGy3/5hP+bHKFZWO2s0Hn7+Q5iNhphz1bef5xrg3PVERLGkLed6wYIFeOaZZ/Dmm29CltsqzH700Ud46qmnMH/+/HTtii4EgIiBNdCax/Tcq38Hh9VElE4BQcDL7xyMWcyo5uzAOtr6l/90kPMbEGVQeHGyoGD/nT91BFbHKFa2ZkvrtKBPbKzD3BtLUFqszo0ODtC3v3cYAHOliYji0fSX66FDh0IQ2ipeKIqCe+65BwaDAQUFBThz5gy8Xi8MBgOWLVuGH/zgB1rujq50pKBZnjGtxdyJKIc5Pf6IC/OgPYcaUTXxopjnrPoDjXD55LZbRIkorcKLk7W351BjwmJlRsNFmHnDxVAUGfMmB+e59rfe+m1uvbX8kVmXMVeaiCgBTQfXc+fOVQ2uu6vwHKeOBJ4Wlw8X9s3DfbeWQ5aVUP6TaBDw8w27WNCMiDQXEEVV/uWqhd/Bzzfswj+/bo54bqJiR063vy2XkojSKrw4WbgWly9qnZeTZ9yA0PqlmBxQ4PUBVjNQYJUw4PyeaGpqgd8fgNUgwspcaSKihDQdXM+bN0/Lt9eFaDlOwVumDHECUM8eRiy6fWTEbVqlxQ4sun0k5IAc87VERMnyCwJWRcm/XHT7SCz71UcRA+xExY5Y0IwocxL1P7tVwtI5Y7B2296IPj+74mI8sPp9nGz2hh6be2OJpvtLRNRdpfUePq/Xi/3792PXrl1R/2WbWDlO9QcasXprA5Q4v9qbDFLM/KfVrzTAZOCFKhFpIyCKWBXn/HPfreWqx0uLHTAYhIhczKBQcSMiygiLSYrZP0uLHbCajBEDa6CtzkvNlDLVY6teacDRJqem+0xE1B2lbQS3c+dO3HvvvWhqaq02qZz9VVcQBCiKAkEQsG/fvnTtTkrEy3FKlIPInGsiypRE5x9ZbrvrJljM6HiTGxPHDgw9J4jFjYgyz+PzR+2fwf7r8sbv87ddOyzisRaXDwWcFpSIqFPSdtZ89NFHUVhYiCVLlqCgoCBdm9WU0+1Xzfvq9QVgMoqheWHj5SC2uHxxX8ucayJKtfY51vG0uPxYNmcM7BYJx065sWJzPe6bdikKe5oxb3Ip3F5/zBoTXalBQdTdpaJftH8Pu1WC2SiF+qLZJOH/Gk/j1gnfhGS4CC0uH+xWI8xGAzx+P1qc8fu8K0rOdovLz8E1EVEnpe2s+c9//hNPP/00rrzyynRtUnN2q4QFU0dEnfd1wdQRsMcJSnk2Y9zX5tkY0IgoddrnWP/i3vFxn2u3SrjzyXcBtJ6T5k0pQw+b1HonTiAAmyS2fXHYboDQ1RoURN1ZKvpF+/ewmAyh64fgr9EFeSY8Wn15xBSfpcUOzLxhOKzm+NcU1ig52/GuYYiIKLq03Xc8ZMiQ0C3h3YXZKMWc93X7jk9hNsYOTFZT/NdaTQxqRJQa4TnWZqMhbn6muV3+dPCcZElwTkqmBgVRd5WKfhH+HhPHFUVcP9RMKYsYWAOt/Xfttr0wGsW4ff74KXfEY4mKGBIRUaS0Da4feOABrFmzBq+++ioOHz6ML7/8MuJfRx0/fhwLFizAqFGjUFZWhlmzZuEf//hHaP2+ffswdepUXHLJJRg/fjzWr1+vxZ8EV4K8RZcn9tQYifKfXN7402oQEXVUeI718SYXqm8sibjYDlYJPt7kUj2e6HwGdKwGBVGuSUW/CH+Pof0LI64feve0xL2m8MsBzLxheNQ+P7viYqzcXK96bO6NJehTaEu4b0REpJbWn0e9Xi8eeOCBmOs7WtBszpw5EEURa9euhc1mw7PPPovbbrsNf/zjH+F2uzF9+nRcffXVqK2txe7du1FbW4uCggJUVlam6k8BADR3IG/RHiNvujlB/lOz0w97PnOuiajr2udYt5/j1u3xw+v1o2ZyKVxn1wfzM5f/dx0qrxwc8V7xzmdA4nl2OQ825aKO9ovwnGyb0QAFrQPrM04flswchR52EwyiAJfbj2fvuQKSJMLnC6DF7YcoCJhy9WBsf+8w3N7IAXuL04/H/3sXaqaU4bZrh8HtkWG3SrCZJYgAHpk9urWPn33MxHqqRERdkrbB9ZIlS2AwGHD33XfD4Yh+a1JHNDU14YILLsCcOXNQXFwMAKiursb111+PQ4cOYefOnTCZTFiyZAkkSUJRURGOHDmCtWvXpnxwnZfglqm4OdcJXpvHXCciSkL7HOsV86+IOcftxLEDsXxjHdxeGaXFDtz83aEwGiKvrG0JzkmJ5tnlPNiUizrSL8Jzsi0mAxZXjcLL7xxU/WId7K8rNtdj3pSyiFvDgzVbgv25PatFwslmL5b+6iMAwC/uHd86I0kgAADIM4ptRVQDAUDk6JqIqCvSdrXz6aef4tlnn8V3vvOdpN6nsLAQTz31VGj52LFjWL9+Pc4991wMGjQIK1asQHl5OSSp7U8bNWoUnnvuORw/fhy9e/dOavvtWc2t80pGuxWrtNjRWkDkbOBK5WuJiOIJiGJoYA0AFpMRK9stBwWXJ44rwua3D4aWZ1UMVz2vtNgBW4JzktVoQNkQB+oPRJ7TQvNgs6gZ5ZhE/cJikrDqlT2qQfTEcUXY1K4/BgWXa6IMrNuvD/bnoPCc6o70ZyIi6pq0Da779+8Pl8uV+Imd8NBDD2Hz5s0wmUxYs2YNbDYbvvrqKwwerL6lsU+fPgCAL7/8MqnBtRQ2Z/Upd+J5JXvG+NY6mde2Zzj7C5Mhyi9NpMa26jg9t1V4P8x2WrT1SZc6xzpRfYjrxw1ULYfPcz33xpLW20QT/JpVPakEq7c2qAYSZUMcqK4sgVEUAGhT1EzPx2t3pYd+mC2fe7x+4YmSkz20f6FqcNxecE7qjvbnYLXwB9d8EFruSH/OlrbNRqlsWz30w87isZU6bMvUSWUbpm1w/eMf/xg///nP0bNnT1xyySWw2+1Jv+ett96Km266Cb/5zW8wd+5cvPTSS3C73TCZ1Hl9ZrMZAODxeLq8LVEUUFio3ucvDh/D8o11mDiuCNePG6iaq3r5xjo8POMyfOO8nlHf74vDx7Dhf/4f7ru1HLKsoMXlQ57VCNEg4OcbdmFO5SUxXxtNfr61y39brmFbdZze2ipaP+wuutLWZ5xenGr2oMXlQ0+bEYLBAKfbhxaXD6sWjIfJKIVyqp+5+wrIioIzzV64vXLoXLX9vcPw+tS/YLW4/Hhs7uWwWyX0sJvQuxP7tmDqiNA+2a1G9Mwzo4ctPbnWejteuyu99cNs+NzD+4XZ1NpXz7RE1l/x+gLo28uKhdPKYTSIodf45AAef3FX1Dmp27NbjPhZ9ZhQHQW3z4/7ppXDbjXCZjGib6+OFyrLhrbNVsm2rd76YWfx2EodtqW+pG1w/eSTT+LYsWOYMWNG1PWCIOCTTz7p1HsOGjQIAPDTn/4Uu3fvxsaNG2GxWOD1elXPCw6qbbauV74MBBScPu1UPWa3GuH2yjG/YbZbJTQ1tURdl59nxAPTR2LNloaIX64fmD4SckCO+dr2DAYR+flWnD7tgizzFq942FYdl6626uyFQbR+mO262tYeWQnlaV7YNw+Lbh+J1Zt3Y8+hRhTkmbB0zpiIW8GDd8Y889u/hXKsF0wdAYOo/kXZbpVQEMyxlgMdOhepXm8UYTe2fqnp9/jQ5IlfwDFZ7NvJydZ+mG2fe7BfuGUFz/62ta8urhoZ8bw8ixG1s0ZHvT6onTUaXn+Cyv0eP5as+0voNRPHDsQ5BRbc+eS7ofm1zYb4d5FkW9tmk1htm639sLN4bKUO2zJ1gm2ZCmkbXE+YMCEl73P8+HHs3LkTP/jBD2AwtM7FKooiioqKcPToUZx77rk4evSo6jXB5b59+ya1bb9ffeDaEuRN28xSxGuCzJKEFTFyINdsacC8yaUxXxuNLAc69fxcxrbqOD22ld72J1U609bh897ed2s5Vrebx7pmSllE8TIgdo71dWPVt5HGO3fpmR6P1+5KT+2cTZ97+Jzz+480RVxHFBaYIwbWQNv1QXVlSdxrjx7tqvKH11EIzq9dM6kEQgdqIGRT22abVLRtNn82PLZSh22pL2kbXNfU1KTkfY4ePYp7770XvXv3xmWXXQYA8Pl8+OSTT3DllVfinHPOwW9/+1vIshwafO/cuRMDBgxIaTEzABADAcy9sUQVKIG2nCYxTrGQ8Hln29tzqBFOj7+1kicRUZjweW9lWVGdTxLNeRueYx1c7si5i4i6Ljz2b3/vMBZMHQGgbSAc3p/b23OoER6fHLdmS/idKHsONcLXLvUjOL+2LQvzdYmI9C7t81xv3boVH330EU6fPo3CwkKMGDECFRUVobzoRIYOHYrLL78ctbW1WLp0KfLz8/HLX/4Sp0+fxm233Qaz2Yx169Zh0aJFmDFjBhoaGrBhwwbU1tZq8jdJioJ5k0vPziXbNkdkoovTlg7MkZ0XZ05ZIspd4XPnhp9PEs2tG55jbTUb8Yt7x3fo3EVEXRfeV91eWVW7xWqWOnB94EPvAgumTfgmzjQXqWooLN9Yh8VVoyJeE35O4LzzRETaSNvg+vTp05g2bRr279+P888/Hw6HA5999hlef/11/PrXv8ZLL72EHj16JHwfQRDwzDPP4Mknn8Rdd92FM2fOYMSIEfj1r3+N888/HwCwbt06LFu2DBUVFXA4HFi4cCEqKiq0/hMBKB2uhWu3GmExGTBxXBGG9i9UFUPb/t7huHNkp2RPBQEun9waYC0SrEZDh24RI6LMs1kkXNg3L1QQ0en2Y8mMUfAHFIgCYBAFLK4aGTqfhM95awq7K8ZulSAK4DmAKAXC46vNaEBAEOD0tA5wn7nnCtjNRnj8fpxp8SHfboRJktDi9sHl8SPPasSUqwdH7btA6/XDnU++G/F48Joiz2bET6aVq64prGGzj3DeeSIibaS1oNlXX32FjRs3YsSIEaHH6+rqcOedd+LZZ5/Fgw8+2KH36tGjB5YsWYIlS5ZEXV9SUoJNmzalYrcT8guCaj5ZoO3WSinOhardLGFx1ShsevtgxHyUi6tGwa7hHJRyWL4mgFCREwMvrol0z2Y04MHbR4ZSUiwmAxZMHYHfhc19GyxYtnxjXegivbTYgf1HmlTP8ckB3PvMezwPECUpPL4W5JnwaPXleO7VyPSxmTcMx5ote7BwWjlWvhJ5HRHed4OPm42GiJzr4Dlg+45Po15TnDrTNlsK550nItJO2hJu3nnnHdx1112qgTUAjBgxAnfeeSf+8Ic/pGtXUia8MEnQnkONWPVKAwIJ5oR9+Z2DUV/78p+iVx9PhfBCSEHBIieKoM08tESUOgFBUJ17Jo4rwvawgTXQej7ZvuNTTBxXBKAtJ3P7e4dDy9WVJXj8xV0AeB4gSka0+FozpQzPvfr3qH1z7ba9uO/W8pjFB9v3XaCtv/7t4FeYecNwlBY7QuvinQNe/tNBQGgdSAe/QONdKkRE2kjbL9ctLS34j//4j6jr/uM//gMnT55M166kTDJFyVo8/ogBblD9gUa0aFTQLLwQUvh2WeSESP/Czz1D+xfGnBJwz6FG3DphGIb2L0RAab1lvHbmZbBaJPjkABY//yG+PuEKPZ/nAaKuiRZfExUXTFS8rGriRSgb7AjNc734+Q/xwG2X4sRJN6ZN+CZEYRjcHhl2qxTzHFB/oBHTr70IK+ePZwoYEZHG0ja4HjhwIP785z9jzJgxEeveeecd9O/fP127kjKJio444xQly1RBM6fbHzfXm0VOiPQrIIpniyf68MzdV8BoFOHzB+BKUMDs6AknHjv76zQA/Kz68qg5m0E8DxDFFqtmidPtR0GeCTVTytC7pwVOtx+eKDnT7SW6Fgj2bQGtt36bjQY43X489ZuPQ9sBFCgK4uZpO11+9Mk38VZwIiKNpW1wXVVVhXvuuQderxfXXXcdzjnnHBw7dgy/+93v8PLLL8fMn9azPKsx7vp4RcnsSbw2GXarFDMva8HUEZoXUiOirolV32Hi2IERBcrCha/PS9DPWeyIKLp4NUt62CUsnTNGdZv34qqRcd/Pao7f11rcPjyy/iMArf190e0jEVDkiO0E10fL0wYAG2M7EVFapO2+v2uuuQZ33nkntm3bhmnTpuGaa67BtGnTsG3bNsydOxc33XRTunYlZaxmSZXz1F5psSNu0LQleK0tQcDtKrNRipubaTYyABPpTbz6Dtt3fIpze9njnk/CC5hZzRLKhkR/fqjYERGpJKpZYjRIEQPegIK4fdNuMXa47+451IjVrzRAEiO3E1wfnqcdfB+trimIUi0gCGj2yBH/AqwFQlkibWdbp9OJ6upqTJ06Fbt378apU6fw73//GzfddBN69uyZrt1IKbfXj4ljBwJA1F+T3F5/zLxFt8+PmTcMj/rN88wbhsPt88NmSP13H25v/DzxePtMRJmRqL6D2xf/XLR8Y51q2eX1o3pSCVZvbUD9gchf4JiTSRQpUc2SaP1UEoW4fdPj71jfDdpzqBGuBOeD68cNVL3P3BtLOH89ZQ2n24/VW/ZEPF5dWYo8M7/4Jf3TfHC9b98+3H///fjud7+L6upq5OfnY9y4cTh16hQuu+wyvPbaa/jFL36BoqKixG+mM2ecPqzYXI+aKWW47dphcLr9sFskHDvlxorN9fjJtEthy4+et3imxYdt7x5CzeRSuM7mUOZZjbCYJazb1oAbxg+O+dpkOBPkZjLXkkg/2udYt5/Xuv35wu31o9npwzkFFsyqGA6fLwCn2w+rRUJAUdDS4sPiqlFwe/3Yf6QJyzfW4eEZl8GeL6JmUgnnuyfqoGjxs32OdYvLp5pv3usLoGeeGX878DWuv6IIt107DC63H3l2CWZJgscn40yLD30Krai5sRROjy/Udz9s+HfU27uBxHnaNosRj1VfDptVgs0scWBNRJRGmg6u//Wvf+G2226DzWbDoEGDVOtMJhMeeOABrFu3Dj/84Q/x2muv4dxzz9Vyd1Kuh82IeVPKIm6zLi12YN6UMuTZYjdvYb4RVddfjJUx5sgOKPGLoHRVolxK5loS6UP7HOvV943HottHYvUrkXPlBn/dcnvlmMsBRQnlbQJtNR0ERYFNEtu+UOPAmiim8PhYkGdS5T7Hmm++bLAD3/xGb9y/6n30zDOhdtZorN4S2ZfnVJbg0f/vr/jJrZfGrPwNJK7ZYrNIbbONcGBNRJRWmt7/+/zzz6OwsBCvvvoqvvvd76rWWa1WTJ06FVu2bIHNZsMvf/lLLXdFExZT/Pxliyn2QFUSpbhzZEuiNoNciyl+rne8fSai9AjPsTYapIiBNRCZYxlr2R9oGzQz/5Koa6xGg6pWQc2UMlVqV6y5pusPNmLT2wcxcVwRFk4rx5r/v707D2+iXNsAfmdrm6YUChZQcGFrWbpQpOyWUkAFsVDKIsiioAJlUURAQUFUdkXFUpTVBT1HpMjBI6AiR1GoSNldEGTzA5SldKFt9sz3R8mQSdKkpUnTpvfvunrBLMlMJnnyzpuZ53kzncfyysyjmDEqHjn5Orf1XHxRs4WIiNzzauc6KysLTzzxBOrUqVPqOvXq1cPjjz+OrKwsb+6KV5RlnGtvPLYitDfyxO0bZttcTCLyLfvvB3c5li3vDnM5Lb9RB4b5l0S3TiYISBsYI3aw7cewbnl3mNs4VSnkLtdRKeRI33gITw6IctpOTxwUg/z8YpfLGd9ERL7j1Z83r1y5UqbxqyMiIvDPP/94c1e8oiJjVftqnOvCYiOWbshGckIz9E9oKhnn+mYuJnOuiXzBNsd63fPdYZarxJoMrhiMFpfT6kAVlk9LZP4lUTnZxmSIWoXgQCUmpcaiyElcGowWBAUokJzQDC3vDpO0r1t3n0JQgLIMbb8ReYUGvLhyDyYNicPY5DYo0hqhUasQqFJg6UfZGJMcjSAImDw4FsV6E4q1JuZXExFVEV7tXNetWxeXL192u961a9dcXt2uqioyVrXvxrlWQWcwl5rPxXGuiXxDZxbEW8GH9myOnh3uFnOul09LdPlY+3GsnY1rrVHJmX9JVA6ljS0/LiUac97bi1fGdZGsb8253vrDaUkbax1/2mA0o27tIJfbtJ4b5BUa8Nq6fVg+LREvZOyRrFMrWFkymojFghCV/OYP8YxvIiKf8+pt4fHx8di8ebPb9bZs2YJWrVp5c1e8oiJjVftqnGtfbZeISnfpWrEkx7pXx3sk0wqFzGXc2qRUlzquNRGVnaux5d/7/BgmDYlziEuTRXBZh6VWSIDbWFYoZJJpo9nisA5roxARVV1e7VyPHDkS+/btw6JFi6DX6x2WGwwGLF68GD/88AMeffRRb+6KV+iNrvOX9cbS85d9lfusN5kwITXG6XbTUmOgNzHnmqiyFeuMLnOsc3J1Lr8vlDeSqq3TW3efkky7+i4iIkfu6qLUqx2E3Dy9pD2Vy+DyMQqZzOExVtY2ODdPL5le8uF+yTqMZyKiqk0mCN4de+Xjjz/GggULEBoais6dO6Nx48Ywm824ePEi9u3bh9zcXDz99NMYP368N3ejwsxmC65dK5LMu1powJxVWaXmV73yVGfcVsqY0ZcK9Fj84X5xfEzbMbLTNx7CzFEd0KAMuc9KpRxhYRrk5hbBZHJ/S9ilAj02bP8dzzzSDlqDzfjaAUq89e+DGNGndZm2Wx2V91jVZJV1rMLDa5VrfWdxWJ3Z5nMqIaBOnWAxxzpUo0KASilOqwOVMN8Yt7pYb5J818x9ohO0ehMsAqCUy6AzmMv8XeQPGNsVU13j0Jvv+6UCvcPt2LYWT+wGiyCgdogKKmXZ4nTO2E4oKDJg/X9/wYxR8VAp5GI+tdFswZIP9+OZR9pBo1ZBHajE0ROX0eyuMPxztbjS45kx5T2lHdvqGofl5e6zVag3IyPziMP8tNRYhAQqKmMXqw3GqedYj6VHnssjz+LCo48+ipYtW2Lt2rX49ttvxSvYGo0G3bp1w5gxYxAbG+vt3fCK4CCly/xlV2NGh1RgjOyKqF1LhclD45C+yTGPbPLQOK+Nr01EUrb5nHERt2FCaqw47r11/Nx0J/meTw6IwrKVe5BXaBDna9Qqlx0Bjl9PVD7u6qIU6YxY/umhMsWpNedao1ZCZzDh0jUtpr21u9TtTnnjO3F6+bRELLK5eg0wnomIqjKv3hZude+99yIjIwNHjhxBVlYW9u3bhwMHDuDtt9+uth1rwHHMS1txkeFQq0r/hU3tZoxstZdyqgIUSpdjbAYo2GgTeZt9PmfaoLaSafvxc62OnLyC1Vt+waQhceI8a15maXmc7r6LiMiRu/okx8/lljlOre16UIASx8/luh3D2nbaPuea8UxEVLVVSufaVlhYGGrXrl3Zm/UK+zEvreIiw5E2MAYyF3fc+2qca19tl4hucjeOtf34ubas+Z7AzStkSz7c7zQnuyzfRUTkSG6xYOIg57nR1roGZY1T67TeaMbW3adKrZ8wcVAMPvjvL+K0fc4145mIqOrjZcoKUggCJg2MgdZoRrHOhOAgJdQqhdvGz1fjXPtqu0R0k30c2k8X61z/yKXTm8Vxq3VGE5555F6EBCsxeXAsdAZTub6LiMg5pSAdSzooSIG9R//G0g3Z0BnMbuNUa7e8SGvCnLGdoFErMWlQrFj3xJpjXVBQjIe6NceQ3i1LxqwWBLw0piPjmYioGmHn2gNkgoBgpRzB1gIjZWj8NGoV6oQElFrQzJvjXLtezo8EkbdYC5ipg5R4qMtdGJAYAa2+pDP88pOdUEsTAIVcBp3ejDljO4oFjHQGaS0EjVqJkBvjVgcr5AgOvTnObXm/i4joJkEmE38sDwlWIkBecoOfAAEKmQwxTeuhR7vGMJotKNIa8dbU7mK7bVsHAQDUdrnRGrUS14uNEATg3KXrSN94CK+M6+KQYx1iMyY945mIqHphT8pHQgKVWJDWDe99fsyhEMqCtG4IUt5sXD3Jmkfm7FY2cZxrL2yXqKazLWD24ph70b97C6eFkJLvaypeGbMWQrJOW9dhnBJ5nlkmQ0bmURw6cbOo4Ds2MVonJAAL0rrhXSft9msTuuJFm0KDsS3CkZOvk6yjDlCKHWlJW2+zDmObiKh6q/ScayphARw61kBJXtZ7nx+Dt5pWOYBxKdFO873GpUTzA0HkBfYFzO5uGCaZtrIWPkpOaOZ02pqXKefJN5FHCTYda8B5UcFJQ+JKbbdtC5hZayGkbzwkTk8cFINDJ/+RPMa2rWdsExH5B1659pGyFBYLUXm+q1uoN2HOe3sxaUgcHuvXGlpdyS2qOfk6zMr4Ea+M6+KV7RLVZO4KmNk6cvIK+ic0lUyPebg1usXeUZKHyZNvIo/TGs1ixxpwXlTQXQGzscltsHxaItSBSuiNJswcFV+STx2gxFv/PojUpBYOjynWm8T6CYxtIqLqj51rH/FlQbO8QgNeW7evUrdLVBNZc6yLtEakT++CQFUwtDemXTEYpSfZxTozGoQG8HZRIi8p1plwV4MQzBwdD7NZQJHW6FAXRW9X+8Bekdbocrz5h42O8VukNTG2iYj8CC9R+oivCouFBLvebkgwf28h8gSTTIZ3PjuCKW98h+zf/kaAUo30G9NaN0PeBdjdPcJCg0TeFRqixOwxHbHq818w5Y3vYDRa8NqErvjih9OY+ub3mL1yD4p1rn8Uc9eu28d1yWMY20RE/oSdax+xFhZzRixq4gXqANfbVQewoSeqKPsc6we7NJVMHz+X6zIOLYJ02lvfB0RUQilXIsMmRjUalUPOtbu4Vbtp14+fy3WYx9gmIvIv7Fz7iNZgQvJ9TZ0WFku+rym0BtdXtqrbdolqEnc51lt3n3IZh0q5TJx+ckAU9CbGJZE32cesXCZzyK92FbdpqTEwmJy3r3GR4RjaKwJbd5+SPIYFzIiI/A9/MvWRwmIjlm7IRnJCM/RPaAqD0YIAlRzHz+Vi6YZszH2iMzShns99Liw24uufzmDS4Fgx91OjVkEdqMSaLUcxIDHCK9u1ss1BDbmxXZ5ckL8p0hpxf4fGGNyrpdMca53BLIn/oAAldAaTTfx3wptTuyMnX4cXV+7B86M6QO3FuCSqCezbH+tV46Ib84ICFEhOaIaWd4dB5yR1wzZuxzzcGsU6EzRqFRQKGeav34cJqbGSuFYHKqFRq6AJVEIAsGTyfSjSmqBRK1nAjGoEi0yGYp00lmRGC2RKvVe3AQDBQUrIOTY8+QA71z6iUaugM5ixceeJUpZ7562pG6rC2P7RTsfXnTgoBoLgumBLRdiO82u/XSW/AMmPNAhVYVDPSDHO5ozt6LCObfzPGdsRr6y9WWRQqzdJCiMFMy+TqEKctT9xkeEYnBSBV9b+hNen3IfpI9pj6w+nsXHnCbw5tbvT57HGbZfo28UYjW0RjtEPtUFIsLRdXz4tURzXGgDSn0ssKV4GsIAZ1QjFOhMyMo9I5slkMkx5JA4aD41M42wbAJCWGouQQIVHtkFUHrwt3Ed8lXOtkCtLHV93xaajUMi9s137HFT77Vrk/CiS/7DYxZm7XE3bXExn08zLJLp1pbU/h/64gk93nkByQjMEBiix9YfT4jo5+TqXMauy6RhYx6MPsqlZYs3BtoqLDIdaxRN9IiJ/Vy17NHl5eZgzZw4SEhLQrl07DBs2DNnZ2eLy33//HSNGjEDbtm2RmJiItWvX+nBvnTNZTJg4KMZp7tbEQTEwWbyTY1mW8bX9abtEvmD/eXeXY23NxXQ2zbxMoopx1/60vDvMoS5C+sZDeHJAlNOYfXJAFExmi8PzXLpWLK4zcVAMCgtLpuMiw5E2MAYy3qFFROT3quXlkGeffRY5OTlYtmwZ6tati08++QRjx47F5s2bUbduXTz++OPo1asX5s2bh8OHD2PevHmoU6cOUlNTfb3rotwCIzZsP4pnHmkHrcEm9zlAibf+fRAj+rS+efuYB9nnldnmem/dfcqr42vbjxmqCVLiar4O6RsPcXxtqpZsczgbhKpgkSvF6TljO4pxZZ9jrQ5UQqs3wSIACrkMc5/oJNY+KNYZS2ouMC+TyCNKa/f+71IBoluEQymXO9RFyCs04MWVezBpSBwe69caOr0JQYFKsQ7CjJHxDttRyGVYPi0R6kAlPtt5HEnt70H6c4lQqxTsWBMR1RDVrnN97tw57NmzB//617/Qrl07AMDs2bOxe/du/Pe//0VQUBACAgLw8ssvQ6lUolmzZjh37hxWr15dpTrXIcEqDOzRAumbHHOQB/Zo4bXxpkOCVZK8MtvtTh/R3mvbDdWo8NqErg5Dm8S2CMdrE7pCBp54UPVim8P5ZP9WqFf7Dqc1BaaPaI+lG7IluZhvTu0uyal2lpsZrJQzL5PIA2qV0u7FRYajxZ118craPVg0sZvD4/IKDXhtXUkthLemdsczb34vLlMHObaVGrVKEsfJCc1L4pgdayKiGqPa3RYeFhaGVatWISoqSpwnk8kgCALy8/ORnZ2N+Ph4KJU3G75OnTrhzJkzyMnJ8cUuO6W2y++ysuZueWu8aV9tN1CldOhYW7e7essvCFRVu995qAazz+Hs0KZRqTUFtv5wGskJzcR5JeNYC5Jpo80tpszNJPKsoFLaPduca3djVNvmT8e2CEdOvs7lOoxjIqKaqdr1aEJDQ9G9u7SK5/bt2/HXX3+hW7duePPNNxERESFZXr9+fQDAxYsXUa9evVvetlLpud8iCnRmlzlgOoMZoUHuG2aFQi751508rfvc5zpeqEzsq+3aKu+xqsmq8rHyZBzeKvvPs32+pq0jJ6+gf0JTADfzNa/l6cTptNQYzFm1F8CN3MzUGKjkMgAy774IP1KVP6/+qirEYVnfd3ftT/+EpjCYzEi+r6k4z8paB8FgMovT41KiMSvjR8k6EwfFIGPTYQD+EceMKe/x5LGtCnHoisxogUxmFwM3Jkt7/U4fA0Amlzl9veVd358wTj3Hk8ew2nWu7R04cACzZs1Cz549kZSUhIULFyIgQJq7GxgYCADQ6299XD25XIawME2F9tXW5XPXXC7XGUy4+/bQMj9faKi6TOtduHbV5fIirQlN7qhd5u2Wla+260xZjxVVvWPl6Ti8VRdzpXfB2Odr2lMHKiXjVs8c1QHLpyUiOEgFi9mM6SPaQ6NWoXZIIGoFs/bArapqn1d/VVXi0Mrd++6u/TEYLSgsNkrqItjWI7GOPb98WiICVQrk5GnxyrguN2ulBCqRl1eMIb1a4qmUAL+KY8aU91T02Fa1OHSmyHgdSqXzC0Wlvf7SHqNUyp2+3vKu748Yp1VLte5c79y5E8899xxiY2OxbNkyAEBQUBAMBoNkPWunOjg4+Ja3ZbEIKCgovvWdtRPk5vbroAAlcnOL3D6PQiFHaKgaBQVamM3u8zM1apWb5WXbbnlp1Cr0aHcHhj/YGtobBZ9C1CoEBSrxyY7fvLZdW+U9VjVZZR2r8jZ8no7DWxUcpMST/VuhQ5tG0Jah0r19LqZGrbxxp4YARaASt4fXQkGBFia9Ebl61x11csTYrpjqGofu3neDUDIGrrP8aFsBKjk0aukY1fbsY9i+bgJQUjtBo5L7RRwzpryntGNb1ePQaEGpI7sEByrhbNhqk8kC0427PkQ3LjKX9tly+pgb852dJ5Z3fX/COPUc67H0hGrbud6wYQPmz5+P3r174/XXXxevVjds2BCXL1+WrGudbtCgQYW2aTJ57oOrVskRFxmOQ3843qpWkqslL9f2zGZLmdbXBCpdblcTqPTo67QKCVRi2AOtkO6k4NPEQTFQymRe2a4zZT1WVDWPVVXYn5BAJeJb3yF+nlfO7OEyrlTKm7esWcettn8dVfFYVzc8hpWnKh1nZ++7SSYT6yAMeyAScRHhOHTCeXyeuZiP2rUCEdsi3Ont42XNuXYW19UdY8p7PHFsK/O9KdKbkZF5xOmytNRYhAQ6Xj0WLAIEu4J+shu969Jev7PHWOd7Yn1/xDitWqrlTfqffPIJXn31VTz66KN46623JLeBx8fH48CBAzCbb/6KlZWVhSZNmlQo39rjZDIMTopwOobm4KQIwEn+iKe43K6XWIBSCz6t2HQU/Eqg6sT+8yyD63i2nkyI41azejCR19gXHJQBGNyz9Phs0qgOlny4HxNSY5yuM3FQDD747y/i9LiUaKRvPOSwDofNIyKianfl+syZM1iwYAF69+6NcePGSSqABwUFITU1FWvWrMHs2bPxxBNP4OjRo/jggw8wb948H+61oyK9Ca+s/clpftcra3/Cksn3IcTZPTbVdLvFbgo+FetNXtkukTfYf54NJovbuLKOf7tmy1GM7Nu6ZIgeIvI4+/hs3riO2/h8vF8Url7T4qmUKJjNAoq0JmjUSqgDlSgoKMbD9zXHkN4tS8aeB/DKuC4o1poQzPHoiYjIRrXrXH/11VcwGo345ptv8M0330iWpaSkYNGiRVizZg3mz5+PlJQUhIeHY8aMGUhJSfHRHjtXpDW6zO8q0poQovJ8QZQirRG1QwLQMaohVAq5WJClY61AfH/w/7y6XdfLvbNdIk+yyOUovlEzoEXj2nhuRHvojWYUaY2YNboDNBoV5DIZinUmaIKUiLgrDEEBChRpjZL8zNSkCASH8PNOdKsscjnytCZczM0p6QQHlHR6C2/EZ1CAAskJzdDy7jAEBigxY2R7HD+XiyUflYw5b6uw2IhFH+6XzFuY1lWSY70wrVvJD8A3OtEhKvnNNosdayIiuqHada7Hjx+P8ePHu1wnJiYGn376aSXt0a0pS2ExbwgNUWHeU12wMvOoQ+7zvKe6wGxxLArhCSFuXm+Il4fhIqook0yGFTdyrBeN74LpI9uLt57WCQnAaxO6OozlHtsiHK9N6ApAeht4sJsCS0RUOttYtLLerj3nvb145pF2mD6iPbb+cFryA3Zsi3BMH9EeSzdIO9jOCp7Zt9HeapOJiMi/8L5EHwkOVDrkdllZC6N4Q6BS6dCxBkpuzV6ZeRSBSu9sV+3m9aq99HqJPME+h7NeWLBketKQOIeONVASV6u3/IJA1c3Pd0nBQvdj2BORI/tYtDpy8gre+/wYJg2Jg8kiYOsPp52us/WH00hOaCbOK604mTpAWsDMW20yEZWNSqVAod7s8CdUz6HkyY+xtfARucWCiYNiHE4SvF0YxVe5z1qDCcn3NRW3YxXbIhzJ9zWF1mCChjmoVEXZx43WIJ2uVzvIZVxZh+uKiwxH2sAYyFjQjOiWuGvDHuvXGrkFOpfr9E8oaYusV7tnZfwoLre2wTm5xZJpwWICr0cQ+Y7OYMJ7m486zB83MMYHe0NUOnaufUgpCJg8OPZGDmdJ8RRvF0bxVe5zYbERq7YcxYxR8VAp2oi53kazBUs+3I9nHrkXmlD/y0EVZDJojWYU60wIDlJCrVKwY1WN2OZYZ8xIhEqpFMdpt1Wscz3WdZHWhPTnEvn+E5WR7XenRq1EoMp57NnT681u74RSByqxfFoiggOV+O1MDuY91fnGdlQIVCmw9KNsjEmOEosQZmw6jGH3t8RtrJNARERusHPtY3KLpVILo/gq17uWRoWXxnZympP60thOsM9J9QdmmQwZmUclY6tar1wq2MGq8mzzOhvUVWPeU13Eca3njO0oWdddDrVGrSypDs73ncgt2+/OoACFmD995OQVvDm1u8vHBgYqkFugc7mOOlCJKW98J16VNgtmPL1sj2QdjVolKWg2NpmnS0RE5B7vcaphfJXrHaRSusxJDVL514mL4KRjDQCH/riCjM1HIXhxHHOqOPu8zhmj4iW1Co6fy5XEUU6+zidxReRv7L87kxOaSfKn3cVaTr7OIT7t19EElfzIfOTkFazYdBRKudJhHdur36yTQORZcpkM+VoTc6jJL7FzXcPoTSZMSI1xOPGIbRGOtNQY6E2ub2+9VWXJ9fYnWqPZoWNtdeiPK9AavVOVnTzD/vOqUsgl01t3n0LyfU3FOErfeAhPDohyGlferKFA5G/svztb3h0miT1XsfbkgCikbzzkEJ+26yTf1xQ64832xrYmgnWdiYNikLHpMADWSSDyBq3ehIxNR5CR6fhnsTDWqHrj5ZQapqDQiLf+vc9p7vOcVXvxzCP3Qu2F3OeaNs51sc4kGWfVYLQgQCXH8XO52Lr7VEkONvP3qhzbHGvb98/+86szmLF0QzaSE5qhf0LTG1e5BEwaHHsjL7RyaigQ+ZtinQl1QgIwaUgc6tUOgk5vwttTuyMoUAmDyYzCYiNkklgracMu52rx4so9yCs0AIBDfGr1Jhw/l4ulG7Ix94lOkm0WaU1YmNZNjFnBYsKw+1tibDLrZBARUfmwc13DaNQqXLqmxbS3dpey3DsfCV/levuKRq10Oc6qv71ef2CbY53+XKLk/Vs+LdFhfZ3BLL63y6clYtLS78Rly6clllTdZ8eaqFxCgpWljhmffF9TcYxq2+klk+/Da+v2SZ7HPj5fyLiZU+1sDGtxlAyLBYD8ZvEydqyJiKgceFt4DeOrnGtfbddXAlVKl+OsBvpZjnl1Z59jHRggff8UClmZx2n3x88zUWUJUJZen8N2jGrbaaPZ4jI+jWaLZFqhkEmmGa9EROQp7FzXMHqTyWW+mrdyrnVG19u1zYHzBzqD6xxzncG/Xm915zCOtd10bp7eZa2CgmKdOM0ca6Jb564+R8u7wxyml3y432V8Lvlwvzg9cVAMFn8gnWa8EhGRp/Dn2hqmoNCIdVt/wXMj2kNvNIv5aoEqBV7fkI2xydFeybm+XmTEyswjmDk6HmazgCKtESFqFeQKGRZ/sB8TUtsi2I/GuXY37jFzrqsG61i6RVoj4iJuQ9qgtmIe51tTu+Nqvg7pGw+hUGfEO6sOuaxVYB03lyfqRFK2tQxC1Cqo7eLEdrlMJpPkXBfrTNAEKcVYNBil8WUwWnDpmhZzV+11iE+FQoYr17R45pF20NzYrtFswoTUtqyJQEREXsHOdQ0TGqLCtBHtkWEzrBBQ8gv+tBHtYbZ4p4p1LY0KM0bFY9Xnjnl0M0bFw9/GuXY37rG75eR9tmPpvvd8IiakxorjWFvFtgjHaxO64lqezmWtghC1EhrmWBM5sK1lYGW9YqwUBIflrzzZudSca2ss2goKKBkiyxqfc8Z2xCtrpfnXy6clSsasZk0EIiLyFt4WXsMEKpWS8Xqtjpy8gpWZRxGo5DjXnqBWKRAX6TwHkGOm+p79WLpyuVKSc21l/XxqNKoy51wTUQn7WgZW1vGlnS3XaFQu2wqN5mYxstgW4ahlcwdQbItwHD+XK3kcc6yJiKgysXNdw/hqvOmaNs61TBCQNjDGoYPNMVOrBvuxdO1zrG0dOXkFcpnM5bi5WubQEzkoy/e+/XK5TOY2FoGbsaeQl0zHRYZjaK8IbN19SlyfOdZERFTZ+PNtDeOr8aZr2jjXAKAQBEwaGAOt0VySYx3EMVOrCvuceHefT53ehPp11Zg0OBZXcotRUGQUxy1fuiEbLz/RGRo/qhlA5Anuv/cdl7urV6HTmzBnbEfJmNXWegcyAEsm3ycZZ95oNiEttS2CmWNN5DUqlQKFese0QkHmZOUqwCKTOf2uCQ5SQs5zNKogdq5rGF+NN61RqxAUoEByQjO0vDsMBqNF7Jxs3X3Kb8d9FmQyWATAbBEgCCXT7Fz7XnCQEnc1CBEL7AFw8/lUYfLr35X+fH76+SWqCPftjWO7UCtYhSE3rkDrDI4n60GBSocxq23zqdOfS0QD6w9dFgsCZXLUt5kmIs/TGUx4b/NRh/njBsb4YG9KlNbhB0o6/SszjzjMT0uNRUgg0/aoYnhGWMNYx5t2dtudmIvmhRMQTaASc8Z2wqc7T2DjzhOSbc4Z2wkaL23Xl9wV8iHfCVYp8OKYjmK+55pZvVx+Pn0VN0TVmbu4cdUuTB/RHks3ZEs62LEtwpGTr5NM2+ZTi/Us+P1KVOOV1uEHfNvpJ//HnOsaRm6xYOIg5+OBejsX7bNvTzgtUvPZrhOlPKL6KkshH/Idi0wmeX+u5BW7/HwePnml1HHamcNJ5Jy79gYovV3Y+sNpJCc0kzzmyQFRSN94SPIc1nxq1rMgIqKqgFeuayClIGDy4Ngb44qaKmW8zyK9SVJAytahP66gSG8qGRrFT5SlkI8/vd7qxv79CQpUufx8PvZQa8hlN+OmWGtiDidRGdi2N/ZxU2gwlxp3R05ewdjkNoiLCC8ZozpACb3JhJmjOohtlslixpShcQgKUEKtkrNjTUREPsfOdQ0lt1gQopLfLCLm5Q6Cu8I2xX5W0KwmFnCrTuzfH3dFlLQ6M2qFBgCVHDdE/sC+vREEAcUmi9vvycJiI2at3COZtzCtmzhGdbBSgUZ3hyI3twgmE2ORiIh8j5fOqFK4K2zjbwWhfFU4jsrG/v0JDnL9fvjb55PIV8wyGdIzj2LS698hyM1402onccnvTiIiqsrYuaZKYS1s44xYEMqP1LTXW93Yvz85+Tq+X0ReJshkyMg8Kt4KbhEEl3FnW7zMOo+xSEREVRk711QpfFlIzRcMZhPSXLxeg9n1bcjkXfbvT/rGQyxYRuRlWqM0x7qoyFhq3I1LiRaLl1nnMRaJiKiq40/AVGlcFbbxN/nXjViZmS2Oo1ykNUKjVkGhkOG1dfuQltoWQaHMufYVZ+8PIGDSoFgU6YzQ6s2VUuiPqCaxr21QrDdh2co9mDQkDo/1aw2tzgR1kBKFRQbI5AJeGdel0opuEhGVxiKTlVqbJThICTmLKZINdq6pUlV2ITVf0ahV+OtSISYu+Z/T5czh9S1378/yaYli0SQi8gz72gYBKjnyCg14bd0+p+unP5eIBqH+3VYQUdVXrDMhI/OI02VpqbEICVRU8h5RVcbbwom8gDnXVRvfH6LKp1YpEBd5M+6On8stNQ7jIsOhVvGElYiIqhd2rom8oKblmFc3fH+IKp9MEJA2MEbsYG/dfQrJ9zV1iMO4yHCkDYzhuNVERFTt8PIMkZfY5phbc679PW9QkMmgNZpRrDMhOEgJtUpRaSfIFrlcPNYhahXUbo51TaoBQFRZ7L8DglWKknxFm9icmBoLg8mEwuKSfOrJg2OhM5h88r1BRETkSexcE3mJSSbDis+O4MjJm9VxrVdGlX544mi2G2YHuHkFSuHl13urx7qm1AAgqgz23wF1QgKwIK0b3vv8qNPYvC3kxs1zFguClXIEh9yIQz/8fiQiopqBt4UTeYFFLseKTdITSgA4cvIKVmw6Covcv0LPfvxaq0N/XEHG5qMQZDKvbbumHWuiqsjZd8CkIXF47/NjjE0iIqoxqn3LlpGRgZEjR0rm/f777xgxYgTatm2LxMRErF271kd7RzVVsd7kcEJpdeTkFRTr/Wuca/vxa20d+uMKtEaz17Zd0441UVXk7DugXu0gxiYREdUo1bpz/f7772P58uWSebm5uXj88cdxzz33IDMzE5MnT8bbb7+NzMxMH+0l1UQl4yaXrljrXyeVpY3/WNblFeHuWBf52bEmqoqcxbjb7wXGJhFVISqVAoV6s8Of4L2b78gPVcuc60uXLmH27Nk4cOAAmjRpIlm2ceNGBAQE4OWXX4ZSqUSzZs1w7tw5rF69GqmpqT7aY6ppNGqVy+X+Ns61/fi15V1eEe6OtcbPjjVRVeQsxt1+LzA2iagK0RlMeG/zUYf54wbG+GBvqLqqlleuf/31V9SuXRtbt25FbGysZFl2djbi4+OhVN5stDt16oQzZ84gJyensneVaqiaNo6y/fi1trw9Xm1NO9ZEVZGz74CcfB1jk6iaschkvHpLVAHVsmVLSkpCUlKS02X//PMPIiIiJPPq168PALh48SLq1at3y9tVKqvebxEKhVzyL5Wuso/VxEExDoW2rFVyA+QAqnAxn1s5VmkDY5Cx+SgO/WFXLTw1Biq5DIBnWmZncVjTjjVJ8RhWPmdxaP8dkL7x0I1q4ce8Ept8372Hx9Z7PHlsvXFemq81YaWTq7dPpURD5qI4aWnLHObLbv4rK+W8oMzPdYvzPboNuczp+2C0wGldieBAJVQeetsYp57jyWNYLTvXruh0OgQEBEjmBQYGAgD0ev0tP69cLkNYmKZC++ZNoaFqX+9CtVGZx2rq8DhcLzKgSFsynmstTQDqVaP3qrzHavqI9sgv1IvjetcOCUSt4AD3DywjV3H49CNtUVhsFI91SLAK4XWCPbZtb2MMVxyPYeVwFYfOvgO8/T3I9917eGy9p6LH1lvnpUXG61AqHe82k8lkTue7WubqMUqFZ57rVrbtyedSKuVO34fzl69j1ZZfHOanDYpB/Xq1nD7XrWKcVi1+17kOCgqCwWCQzLN2qoODb/1E22IRUFBQXKF98waFQo7QUDUKCrQwmzlGryu+OFZyALWDlKhtzT00W5CbW1Qp266IihwrjUoOjarkBy2T3ohcfekFx8p7YuAqDpUA6qiVqGPN4xQEvz/WVILHsGI8GYeA43eAt74H+b57D4+t95R2bD0dh+6UdmXVIgAmk+MIH4IgOJ3vapnT+TcuAJvMZsDJkPbleq5bmO/p55IBOHsx32F+acfRZPLceSDj1HOsx9IT/K5z3bBhQ1y+fFkyzzrdoEGDCj23yVR1P7hms6VK719VwmNVdlXxWFW1/fGUqnisqxsew8pTlY4z33fv4bH1Hk8c24o8vkhvRkbmEYf54wbGQBCc9HqBUue7WmY/X7wVXCj7Yzw935PPpdWXXgTN2WMEi+DxmGKcVi1+d5N+fHw8Dhw4ALP55q9FWVlZaNKkSYXyrYmIiIiIiIhK43ed69TUVBQWFmL27Nn4888/sXnzZnzwwQcYN26cr3eNiIiIiKjSsPp31VLaWNoWF8XXqHrxu9vC69WrhzVr1mD+/PlISUlBeHg4ZsyYgZSUlAo9r1wuQ926LGjmD3isyq6qHauqHocVUdWOdXXEY1g5qloc8n33Hh5b7/FEQbOyxOHFq0VY9R/HwlpP9I/yWYEwoPTqzNWtoFl5H6M3mrHGyfuRNigWd9x2a9+r5fksFRQbUFjsWAsnJFiFUA8WoK3JZIKrhAQiIiIiIiIicsvvbgsnIiIiIiIiqmzsXBMRERERERFVEDvXRERERERERBXEzjURERERERFRBbFzTURERERERFRB7FwTERERERERVRA710REREREREQVxM41ERERERERUQWxc01ERERERERUQexcExEREREREVUQO9dEREREREREFcTONREREREREVEFsXNNREREREREVEHsXFdjFy5cQGRkpMPfZ5995utdqzIyMjIwcuRIybzff/8dI0aMQNu2bZGYmIi1a9f6aO+qFmfH6oUXXnD4fCUkJPhoD6u3vLw8zJkzBwkJCWjXrh2GDRuG7OxscTk/l+Vz5swZxMXFYfPmzeI8HkP/xNipHIwpz9uyZQv69u2L6OhoPPTQQ9i+fbu4zN+PLePWOxinFef1uBSo2vr222+F6Oho4dKlS8Lly5fFP61W6+tdqxLWr18vREZGCiNGjBDnXbt2TejYsaMwe/Zs4c8//xQ2bdokREdHC5s2bfLhnvqes2MlCIKQkpIiLFu2TPL5ysnJ8dFeVm+PP/64kJycLOzfv184deqU8OqrrwoxMTHCn3/+yc9lORkMBmHgwIFCRESEkJmZKQgCY9ufMXa8jzHleVu2bBFatWolvP/++8LZs2eF9PR0oWXLlsLBgwdrxLFl3Hoe47TiKiMulR78IYAq2YkTJ9CkSRPUr1/f17tSpVy6dAmzZ8/GgQMH0KRJE8myjRs3IiAgAC+//DKUSiWaNWuGc+fOYfXq1UhNTfXRHvuOq2NlNpvx559/Ii0tDeHh4T7aQ/9w7tw57NmzB//617/Qrl07AMDs2bOxe/du/Pe//0VQUBA/l+XwzjvvQKPRSOYxtv0TY6dyMKY8SxAEvP322xg9ejRGjx4NAJg4cSIOHjyIn3/+GT///LNfH1vGrXcwTiumsuKSt4VXY3/88QeaN2/u692ocn799VfUrl0bW7duRWxsrGRZdnY24uPjoVTe/F2pU6dOOHPmDHJycip7V33O1bE6e/Ys9Ho9mjVr5qO98x9hYWFYtWoVoqKixHkymQyCICA/P5+fy3LYv38/Pv30UyxevFgyn8fQPzF2vI8x5XmnT5/GhQsX8PDDD0vmr127FuPGjfP7Y8u49TzGacVVVlyyc12NnThxAjk5ORg+fDi6dOmCYcOG4YcffvD1bvlcUlIS3njjDdx5550Oy/755x80bNhQMs965f/ixYuVsn9ViatjdeLECchkMnzwwQdISkpCr1698Oqrr+L69es+2NPqLTQ0FN27d0dAQIA4b/v27fjrr7/QrVs3fi7LqKCgADNmzMCLL76I22+/XbKMx9A/MXa8izHlHWfPngUAFBcXY+zYsejcuTMGDx6MXbt2AfD/Y8u49SzGqWdUVlyyc11NGQwGnD17FoWFhXjmmWewatUqREdH48knn0RWVpavd6/K0ul0ki97AAgMDAQA6PV6X+xSlXXy5EnI5XI0atQI7777LmbOnInvv/8eaWlpsFgsvt69au3AgQOYNWsWevbsiaSkJH4uy+jll19G27ZtHX51BhjbNQVjx7MYU95RWFgIAJg5cyb69euHdevWoWvXrkhLS0NWVlaNO7aM24phnHpGZcUlc66rqYCAAOzfvx9KpVL8IERFReHUqVNYu3YtOnfu7OM9rJqCgoJgMBgk86wBExwc7ItdqrImT56Mxx57DKGhoQCAiIgIhIeHY+jQoTh27JjDbeRUNjt37sRzzz2H2NhYLFu2DAA/l2WxZcsWZGdn44svvnC6nMfQ/zF2PIsx5T0qlQoAMHbsWKSkpAAAWrVqhd9++w3r16+vUceWcVsxjFPPqay45JXraiw4ONjhF5aIiAhcunTJR3tU9TVs2BCXL1+WzLNON2jQwBe7VGXJZDKxY20VEREBoOTWGSq/DRs2YPLkyUhISMDq1asRFBQEgJ/LssjMzEROTg4SExMRFxeHuLg4AMDcuXPx0EMP8Rj6OcaO5zGmvMd6a6m1zbRq3rw5zp8/X2OOLeO24hinnlNZcckr19XU8ePHMWzYMKxevRrt27cX5//yyy8scuZCfHw8/v3vf8NsNkOhUAAAsrKy0KRJE9SrV8/He1e1TJs2DXl5eZIx/o4dOwYA/Izdgk8++QSvvvoqRo4ciVmzZkEuv/nbJj+X7r3++uvQ6XSSeffffz+mTJmCvn374ssvv+Qx9FOMHe9gTHlP69atodFocOTIEck52okTJ3DXXXehXbt2fn9sGbeewTj1nEqLS8+PIEaVwWw2C4MHDxb69esn7N+/X/jzzz+FBQsWCFFRUcLx48d9vXtVxsyZMyVjN1+9elWIj48XZs6cKZw8eVLIzMwUoqOjhc2bN/twL6sG+2O1a9cuITIyUsjIyBDOnTsnfPfdd0JSUpLw7LPP+nAvq6fTp08Lbdq0ESZOnCgZM/zy5ctCQUEBP5e3yHasTx5D/8TYqVyMKc9ZsWKFEBcXJ3zxxRfCuXPnhIyMDKFly5bCTz/95PfHlnHrXYzTW1cZccnOdTWWk5MjvPDCC0LXrl2F6OhoYejQocL+/ft9vVtVin2HURAE4ciRI8KQIUOEqKgooUePHsJHH33ko72rWpwdqx07dggDBgwQYmJihK5duwqLFi0SdDqdj/aw+lq5cqUQERHh9G/mzJmCIPBzeStsTzAEgcfQHzF2KhdjyrPWrVsnJCUlCW3atBGSk5OFb775Rlzmz8eWcetdjNOK8XZcygRBEDx92Z2IiIiIiIioJmFBMyIiIiIiIqIKYueaiIiIiIiIqILYuSYiIiIiIiKqIHauiYiIiIiIiCqInWsiIiIiIiKiCmLnmoiIiIiIiKiC2LkmIiIHHKWRiIiIqHzYuSavOHbsGKZPn47ExETExMSgZ8+eePHFF/F///d/ZX6OzZs3IzIyEufPnwcAPP/880hKSqrwvp0/fx6RkZHYvHlzhZ+LqKorSyyOHDkSI0eOFKc/++wzLF68uFzbSUpKQmRkJKZNm1bqOkOGDEFkZCTeeecdcV5kZKTDX0xMDB566CGsXr0aFovF4XmOHj2KF154AT179kRMTAw6dOiAUaNGYevWrfxRgKoEd+2Vfcx50r59+8RY+vHHH52uc+rUKXEdaxtrbXNt/1q1aoX4+HiMGTMGBw4ccHges9mMzz77DCNHjkTXrl0RFRWFxMREPP/88/jzzz+98vqIXPHE+WdFvPPOO4iMjHS5jvU8NDIyEp9++qnTda5fv47o6GhERkZi3759AKSxbf1r2bIl2rVrh0ceeQS7du1y+lw7duzAU089hfvuuw9RUVHo1q0bpkyZgsOHD1fotZJzSl/vAPmfjz/+GAsWLEDHjh0xbdo01K9fH3/99RfWrFmDr7/+GuvXr0ebNm3K/bxpaWkYNWqUF/aYyD+VNRbnzp0redzKlSvRoUOHcm9PLpdj165d0Ov1CAwMlCw7f/48jhw54vRxgwYNwuDBg8VprVaLr7/+Gq+//joKCgokHfb3338fS5YsQfv27TFp0iQ0btwY+fn5+PrrrzFjxgwcPHgQL7/8crn3ncjfyOVybN++Hd26dXNYtm3btlIfl56ejvDwcACAxWLB1atXsWLFCowePRqbNm1Cy5YtAQCFhYWYMGECjhw5giFDhuDxxx9HrVq1cObMGWzYsAGpqalYvXr1LX2XEN0Kb51/eos1RocOHeqw7JtvvoHBYHD6uDlz5oivQxAE5OfnY926dUhLS8N7772H7t27AwBMJhOmTZuGb775BsnJyXjppZcQFhaGixcvYuPGjRg2bBiWLl2Kfv36ee9F1kDsXJNHHThwAPPnz8ejjz6K2bNni/M7duyInj17YuDAgXjhhRewdevWcj/3XXfd5cldJfJr5YnF5s2be2Sb7dq1Q3Z2Nr7//nvcf//9kmXbtm1Dq1at8Pvvvzs8rmHDhmjbtq1kXufOnXH69Gl8/PHHmDJlClQqFfbt24dFixZh2LBhDj8I9OrVCy1btsTixYuRnJyMdu3aeeQ1EVVX7dq1w86dOzFv3jwoldLTPVfx2KpVKzRu3Fgyr3Xr1ujduzc++eQTvPLKKwCA+fPn4+DBg/joo48k8RYfH4/+/ftj+PDheOmll/DVV1954dURSXnz/NNb2rVrh59//hnXrl1D3bp1Jcu+/PLLUmO0efPmDm1m+/btkZiYiA8//FDsXL/77rvYsWMH3nzzTfTt21ey/sMPP4yJEydi3rx56NmzJ9RqtWdfXA3G28LJo9auXYtatWrh2WefdVhWt25dPP/887j//vvxwQcfIDIyEmfOnJGs8+WXX6Jly5bibWq27G+zS0pKwvLly7F48WJ06dIFMTExGDt2rMNzfv3110hOTkZMTAxSUlJw/Phxh+fOy8vDnDlz0KVLF0RHR2PIkCHIysqSrBMZGYn09HSkpqbi3nvvRUZGBiwWC95++20kJSUhKioKSUlJWLZsGYxGY7mOG5GnlTUWCwsLJbeoJiUl4cKFC/j8888RGRmJX3/9FdHR0Vi2bJnkOfR6PeLj45Geni7Ou/POOxEVFYXt27c7bHPbtm146KGHyvUaoqKiUFRUhPz8fADAihUr0LBhQ8ycOdPp+qNGjULPnj2h0+nKtR0iX5k4cSKSk5Ml88aMGYM2bdqgqKhInLd06VL06NEDH3/8cZnbzr59+yIvLw979+6VrHv8+HGcPXsWffr0KfN+Nm7cWLziBUD8jhg1apTTH7ICAwMxdepUxMTE4Pr162XeDtGtKk+bB5S0SQMHDkRcXBy6du2KOXPmiG0NUHJ794MPPoidO3eiX79+iI6ORv/+/XHo0CEcPnwYgwcPRkxMDPr16+dwvggAO3fuxAMPPIDo6GgMHjzY6Tq9e/eGXC53+AEqNzcXP/30U7nazJCQEDRp0kSMUa1Wi7Vr1+KBBx5w6FgDJVfNn3nmGXTu3BnXrl0r83bIPXauyWMEQcCPP/6Izp07l/oL2IMPPohJkyYhJSUFgYGB+M9//iNZ/vnnn6NDhw4Ov5qX5sMPP8Tp06excOFCvPbaa/jll1/w/PPPi8t37dqFKVOmoEWLFkhPT0efPn0wffp0yXPo9XqMHj0a3377LaZOnYr09HQ0bNgQTzzxhMOX4cqVK/HAAw9g2bJl6NmzJ1avXo2PP/4YEydOxLp16zBs2DCsWbMG7777bpn2n8gbyhOLISEhkvnWW0K7d++OTz/9FC1atECvXr3wxRdfSPKZv/32W1y/fh0DBgyQPL5v37747rvvJB3c06dP4/jx404beFfOnDmD4OBg1KtXDwUFBdi/fz969eqFoKAgp+srlUpkZGSgS5cu5doOkbeYTCanf9ZYSkxMxIkTJ5CTkwMAMBgMOHjwIEwmEw4dOiQ+z+7du9GjRw88/PDDZW47mzdvjhYtWjj82PXll1+iQ4cO4q3fZZGbm4vc3FzxDrJvv/0WgiDg4YcfLvUx3bp1w9KlS1GrVq0yb4foVpS3zcvIyMDUqVMRGxuL5cuXY+LEifjqq68wcuRISdv1zz//YOHChRg/fjzeeust5OfnY8qUKXj22WcxZMgQLFu2DBaLBVOnTnX4UXfWrFkYNWoU3nnnHWg0Gjz55JMOdQhCQ0PRtWtXhxj96quvcPvttyMmJqbMx8BgMOD8+fNijO7duxfFxcUuYzQyMhLLly9Ho0aNyrwdco+3hZPH5ObmQq/Xl6ljHBoait69e2Pr1q14+umnIZPJcPnyZezduxcLFiwo8zZDQ0ORkZEBhUIBAPjrr7/wzjvvIDc3F2FhYVixYgXatGmDN954AwCQkJAAAOI0APznP//B8ePHsXHjRsTGxorrjRw5Eq+//joyMzPFdWNiYvDUU0+J00uWLEGbNm2QmpoKAOjQoQPUarVDh4WoMpUnFu21bt0aAQEBqFu3rnjbWWpqKrZt24Z9+/ahU6dOAEpO5jt27OiwjT59+mDp0qX4/vvv8cADDwAouUIQFxdXagNusVhgMpkAlJwkXb16FV988QV27dqFsWPHQiaT4fz587BYLGjSpInksYIgwGw2S+bJZDLxO4HIVy5cuOAyv7NDhw7i7ZtZWVno168fDh8+DEEQ0KxZM/z888/o1q0bLl26hBMnTmDGjBnlbjv79OmDDz74AEajESqVCkBJPI4fP77U/bKNR71ej3PnzmHp0qWQy+Vibuhff/0FALjnnnscHmtfhFChUEAmk7k5WkS3rjxtXn5+PlauXInBgwdL0osiIiLw6KOPYvPmzRg+fDiAkqu/c+fOFc8dT506hTfeeAPz58/HoEGDAJQU9ZsyZQrOnDmDVq1aic83d+5c8cpz586d0bNnT6xcuVJy/gmUxOisWbOQk5ODevXqASj5AczVVWvbGDWZTLhw4QIyMjJw7do1cd+tBdzKEqNyuRxyOa+3egqPJHmMNTDtT3RLM2jQIFy4cAHZ2dkASjq5QUFB4gl5WURHR0tOohs2bAig5AtRp9Ph119/Rc+ePSWPsb8VLisrC+Hh4WjTpo14VcFsNqNHjx745ZdfJLcJRURESB7bsWNH7N27F8OHD8f69etx6tQpjBgxwuFqHlFlKm8sutOlSxfccccd4tWyy5cvY8+ePUhJSXFY94477kDbtm0lv8Rv27bNZcGUjIwMtGnTBm3atBGrDaenp2Po0KGYMmUKADitGg6UxK/1sda/xx57rAKvlsgzwsPDsWnTJqd/1k53/fr10bp1a/HW7aysLLRr1w4dOnTAzz//DAD4/vvvERwcjI4dOwIoX9vZt29f5Ofni89/5MgRXLp0yaEmgq3evXuLsdSuXTukpKSIHWxrFeTSqvLPmDHDIR4///zzWzl8RGVWnjbv8OHDMBgMDld027dvj0aNGomVua1s0x5uu+02AJDkO9epUwcAUFBQIM5TKBSSGAsMDERCQoJDigZQUi9EoVCIt4ZfvnwZ2dnZLjvXjz32mBhfsbGx6Nu3L7KysvDiiy+KP9iV1ma+/fbbDjG6YsWKUrdF5ccr1+QxderUgUajEfM9nCkuLobBYECdOnXQqVMnNG7cGFu2bEF8fDy2bNmCPn36lKuogv261i9Yi8WC/Px8CILgUCSifv36kum8vDxcuXKl1CsMV65cQe3atQHc/GK1euKJJ6DRaJCZmYnFixdj0aJFiIiIwKxZs9C5c+cyvw4iTypvLLojl8sxcOBArF+/HnPnzsXWrVtd/hDWp08fvPXWW9BqtTh37hzOnj2LBx98sNTnHzJkCIYMGQKg5KqzRqNB48aNxSttQEmnHYBDPYaYmBhs2rRJnLYvdEbkKwEBAYiOjna6TKPRiP/v3r07tmzZAqCkc52YmIi77roLmzZtglarxe7du9GtWzcEBAQAQLnaziZNmqBVq1bYsWMHunfvjm3btqFbt25im+bMypUrxVvGVSoVwsLC0KBBA8k61rtQLly4gBYtWojzn376aYwePRpASds5YcIEd4eJqMLK0+ZZL5jYn89Z59nXCHB2J2JpqUm2+2PbfgEQ05vshYSEICEhAdu3b8fw4cOxY8cONG/eHBEREQ4dfat58+aJ56wKhQK1a9fGHXfcIblDpLQYHT58OHr16iVOW6/Ak+fwyjV5VLdu3bBv3z7o9Xqnyzdv3ozOnTvj0KFDkMlkSElJwTfffIPffvsNf/75JwYOHOixfalTpw7kcjmuXr0qmZ+XlyeZrlWrFu65555SrzC4us1ILpeLtxHt2bMHCxcuhF6vx+TJk0sdQoGoMpQnFsti4MCBKC4uxu7du7Ft2zb07dvXZW6bTqfD999/j+3bt6NTp07i7W7O1K9fH9HR0YiOjkZUVBSaNGnicGJSt25dsfqx7dWJkJAQ8bHR0dGSTgtRdZCYmIiLFy/i999/x7Fjx9ChQwd07NgRJpMJP//8M7KystCjRw9x/fK2nX379sXOnTthMBiwY8cOt0WSIiIixHhq2bKlQ8cagHhH2I4dOyTz77zzTvGx9nd6EXlTWdu8v//+GwAczg2Bkh+EwsLCKrwv169fd7i74+rVqw4Xe6z69u2L7OxsXL16tUzFP5s0aSLGWevWrdGoUSOH1IuuXbtCrVY7xGiDBg0kbSZ5HjvX5FFjxoxBXl4e3nzzTYdlOTk5WLNmDe6++25JLuf169excOFC3HPPPbj33ns9ti+BgYGIi4vD119/LfmS27Vrl2S9Dh064O+//0a9evUkXzhZWVlYs2aNy9zNRx55BK+99hqAkl8lBw4ciEcffRTXr18XK1IS+UJ5Y9GWs9yrRo0aoXPnzvjoo4/w66+/Or0l3KpBgwa499578fXXX2P79u3lrhJemilTpuD8+fNYtGiR01ve8vPzcfnyZY9si6iyREdHo27dulixYoV4tbtevXpo0aIF3n33XRQXF4u3elqVp+3s06cPCgoKkJGRgfz8fMmoG7fq7rvvxoABA7B69WocPHjQ6TonT56s8HaIyqqsbd6QIUMQEBCAL774QrJOdnY2Ll686JFhHA0GA3766SdxuqioCN99952Y2mGvR48eCAwMxEcffYTDhw97pM0MCQnBmDFjsGXLFocOthVj1Dt4Wzh5VNu2bfH000/jrbfewqlTp5CSkoKwsDCcPHkS69atQ1FREVatWiX+wnb77bejS5cu+PHHHzF16lSP78+zzz6L0aNHY9KkSRg6dCjOnj2LlStXStYZOHAgNmzYgMcffxzjx4/H7bffjr1792L16tUYMWKEwxU0W/Hx8Vi3bh1uu+02xMXF4dKlS1i/fj06dOhQ6i+URJWhvLFoKzQ0FL/99ht+/vlnxMTEiLfADRo0CM8++2yZfgjr06cPFi5cCJlMht69e3vkNXXu3BkvvfQSFixYgMOHDyM1NRVNmjSBVqvFvn37kJmZCb1ej1GjRnlke0SVQS6XIyEhAVu2bEG3bt3ENqdjx4746KOPEBcX53DnR3naTuvV5DVr1qB3794eu7tj7ty5yMnJwciRI9G/f390794ddevWxYULF/DVV1/hf//7H5o2bVquisdEt6qsbV5YWBieeuoppKenQ6VSoWfPnjh//jzefvttNG/e3CN3UKpUKsyaNQvPPvssQkJCsGrVKuh0OqSlpTldPzg4GN27d8fatWsRExODO++8s8L7AJQM9ff333/j6aefxgMPPIAHHngA9evXx5UrV/C///0P27dvR4MGDcRCpeQZ7FyTx02YMAGtW7fGxx9/jIULFyIvLw8NGzZEQkICxo8fL+ZOWvXo0QN79+71ShGw9u3bY/Xq1Vi2bBkmTZqExo0bY8GCBZJKqcHBwfj444/xxhtvYOnSpbh+/ToaNWqEadOmYcyYMS6f/+mnn0ZAQAAyMzOxYsUK1KpVC0lJSZg2bZrHXwtReZU3Fq3GjBmDBQsWYOzYsVi/fj3at28PoCQ3VCaTlenk48EHH8T8+fORmJiI0NBQj72m4cOHIz4+Hv/617+wfv16/PPPP1AoFGjSpAlGjBiBoUOHOr2Nlagqs+Zd217ZsnauExMTnT6mPG1n3759cezYMY/dRQKUtJ2rV6/G9u3bsWXLFrz66qvIy8tD7dq1ER0djSVLlqBPnz4uf6Am8qSytnmTJ0/Gbbfdhg0bNuCzzz5DnTp18OCDD+KZZ54pV92f0tSuXRvTp0/H66+/jitXriA2NhYbNmxA06ZNS31M3759sWPHjnIPWemKQqHAwoUL0bdvX3z22WdYunQprl69Co1Gg1atWmH27NkYMGCAR14z3SQTSiv5SFRJnnzySSgUCo4NTVTFbdu2DdOnT8d3331XrjFyicjz2HYSEVU9vHJNPrNixQqcOXMGu3fvxoYNG3y9O0RUip07d+LYsWP497//jf79+7NjTeRDbDuJiKoudq7JZ3bt2oVz585h+vTpiI+P9/XuEFEpzp8/j/fffx/t27fH888/7+vdIarR2HYSEVVdvC2ciIiIiIiIqII4FBcRERERERFRBbFzTURERERERFRB7FwTERERERERVRA710REREREREQVxM41ERERERERUQWxc01ERERERERUQexcExEREREREVUQO9dEREREREREFcTONREREREREVEF/T8N/27FZl/rIQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df2, height=2.5);  #Seaborn currently has a bug with the hue parameter so we've omitted it\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By studying the results above, you can see there is a relationship between number of cylinders and MPG, but MPG for 4-cylinder vehicles ranges really widely. There also appears to be a good linear relationship between the different ways of measuring MPG values, until you get into the higher MPG ratings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn 1.9 also includes \"scatterplot\", which is exactly what it sounds like. It plots individual data points across two axes of your choosing, so you can see how your data is distributed across those dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=\"Eng Displ\", y=\"CombMPG\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn also offers a \"jointplot\", which combines a scatterplot with histograms on both axes. This lets you visualize both the individual data points and the distribution across both dimensions at the same time. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"Eng Displ\", y=\"CombMPG\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"lmplot\" is a scatterplot, but with a linear regression line computed and overlaid onto the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"Eng Displ\", y=\"CombMPG\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, let's look at a \"box plot.\" This is what's called a \"box and whiskers\" plot, which is useful for visualizing typical values for a given category without getting distracted by outliers. Each box represents the range between the first and third quartiles of the data, with a line representing the median value. The \"whiskers\" that extend from the box represent the spread of the remainder of the data, apart from clear outliers that are plotted as individual points outside of the whiskers.\n",
    "\n",
    "As an example, let's look at box plots for each vehicle manufacturer, visualizing the miles-per-gallon ratings across the vehicles they produce. This lets us look at the spread of MPG ratings across all the vehicles each manufacturer offers.\n",
    "\n",
    "There are a lot of manufacturers, so to make the resulting graph readable we'll increase Seaborn's default figure size, and also use set_xticklabels to rotate the labels 45 degrees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fkane\\AppData\\Local\\Temp\\ipykernel_19348\\3406587463.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels(ax.get_xticklabels(),rotation=45)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(15,5)})\n",
    "ax=sns.boxplot(x='Mfr Name', y='CombMPG', data=df)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another way to visualize the same data is the \"swarm plot.\" Instead of boxes and whiskers, it plots each individual data point - but does so in such way that groups them together based on their distribution. It makes more sense when you look at it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 46.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 21.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 14.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 46.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 45.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 12.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 7.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\AppData\\Local\\Temp\\ipykernel_19348\\1841519660.py:2: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels(ax.get_xticklabels(),rotation=45)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 31.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 6.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 30.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\fkane\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3399: UserWarning: 29.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=sns.swarmplot(x='Mfr Name', y='CombMPG', data=df)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another tool is the \"count plot.\" This is basically the same thing as a histogram, but for categorical data. It lets you count up how many times each given category on the X axis occurs in your data, and plot it. So for example, we can see that General Motors offers more vehicle models than anyone else, with BMW not far behind."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fkane\\AppData\\Local\\Temp\\ipykernel_19348\\4287280495.py:2: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  ax.set_xticklabels(ax.get_xticklabels(),rotation=45)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=sns.countplot(x='Mfr Name', data=df)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's look at a heat-map in Seaborn. A heat map allows you to plot tabular, 2D data of some sort, with colors representing the individual values in each cell of the 2D table.\n",
    "\n",
    "In this example, we'll create a pivot table from our original dataframe, to create a 2D table that contains the average MPG ratings for every combination of number of cylinders and engine displacement.\n",
    "\n",
    "The resulting heatmap shows all of the engine displacement values along the X axis, and all of the cylinder values along the Y axis. For each cell of the table, the actual average MPG rating for that combination of cylinders and engine displacement is represented not as a number, but as a color that ranges from dark for small values, and light for larger values.\n",
    "\n",
    "And, this does allow you visualize a clear trend where things get progressively darker as we move from the top-left of the graph to the bottom-right. Which makes sense; higher MPG ratings are associated with lower numbers of cylinders, and lower engine displacment values. By the time we get to an 8-liter 16-cylinder engine, the average MPG is at its worst of about 12, represented by the color black.\n",
    "\n",
    "This particular graph has a lot of missing data, but the heatmap deals with that gracefully. A 3-cylinder 8-liter engine simply does not exist!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df.pivot_table(index='Cylinders', columns='Eng Displ', values='CombMPG', aggfunc='mean')\n",
    "sns.heatmap(df2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise\n",
    "\n",
    "Explore the relationship between the number of gears a car has, and its combined MPG rating. Visualize these two dimensions using a scatter plot, lmplot, jointplot, boxplot, and swarmplot. What conclusions can you draw?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My solution is below - no peeking ahead of time!\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='# Gears', ylabel='CombMPG'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='# Gears', y=\"CombMPG\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A scatterplot arranges itself into columns when you have ordinal data like the number of gears, but it tells us that there's a pretty wide range of MPG values for each type of gear box, although if you look at where the data points are clustered, you can sort of see a downward trend in MPG as the number of gears increases. But it's subtle.\n",
    "\n",
    "We also see that there's such a thing as a single gear car. These are \"continuously variable transmission\" cars, and we can see they typically have high MPG ratings and are therefore quite efficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21631e97c50>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='# Gears', y=\"CombMPG\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The \"lmplot\" gives us a linear regression of our data overlaid on the graph, and this makes the overall trend of lower MPG's with more gears apparent. More gears isn't better when it comes to efficiency, it seems. We also see the error bars on that regression line, which tells us this trend is probably real and not just the result of randomness in the samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "H:\\anaconda3-fresh\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "H:\\anaconda3-fresh\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x216312abc50>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='# Gears', y=\"CombMPG\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The jointplot gives us histograms on each axis, which provides some interesting insights. The most common gear configuration seems to be 8, with 6 closely behind. And MPG ratings seem to roughly follow a bell curve centered at around 22 or so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='# Gears', ylabel='CombMPG'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='# Gears', y=\"CombMPG\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The box plot shows us that the range of MPG values we see on each gearbox type aren't as crazily distributed as it seemed at first glance; many of the extreme values are in fact outliers that are best discarded when analyzing the trends. This makes the real relationships easier to see; those continuously variable transmissions with a single gear are really quite good at fuel efficiency (higher MPG's are more efficient). Between 5 and 8 things are roughly the same, but from 8-10 things decline markedly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "H:\\anaconda3-fresh\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "H:\\anaconda3-fresh\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "H:\\anaconda3-fresh\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 14.3% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='# Gears', ylabel='CombMPG'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='# Gears', y=\"CombMPG\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The swarm plot makes it even more apparent that those high MPG outliers are in fact outliers on the 6-gear vehicles; the vast majority of 6-gear vehcles have less than 32 MPG. And the overall trend is perhaps easiest to visualize and understand in this representation.\n",
    "\n",
    "So, our final verdict: more gears result in worse fuel efficiency. Which strikes me as a little counter-intuitive! But, this is real data from the US Department of Energy for 2019 model year cars, and that's a real conclusion we've drawn, thanks to Seaborn!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}