{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "#import sklearn.datasets\n",
    "from scipy import stats\n",
    "from ipywidgets import interact, interact_manual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "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>Unnamed: 0</th>\n",
       "      <th>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>SI2</td>\n",
       "      <td>61.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.95</td>\n",
       "      <td>3.98</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Premium</td>\n",
       "      <td>E</td>\n",
       "      <td>SI1</td>\n",
       "      <td>59.8</td>\n",
       "      <td>61.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Good</td>\n",
       "      <td>E</td>\n",
       "      <td>VS1</td>\n",
       "      <td>56.9</td>\n",
       "      <td>65.0</td>\n",
       "      <td>327</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.07</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Premium</td>\n",
       "      <td>I</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.4</td>\n",
       "      <td>58.0</td>\n",
       "      <td>334</td>\n",
       "      <td>4.20</td>\n",
       "      <td>4.23</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.31</td>\n",
       "      <td>Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI2</td>\n",
       "      <td>63.3</td>\n",
       "      <td>58.0</td>\n",
       "      <td>335</td>\n",
       "      <td>4.34</td>\n",
       "      <td>4.35</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  carat      cut color clarity  depth  table  price     x     y   \n",
       "0           1   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98  \\\n",
       "1           2   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84   \n",
       "2           3   0.23     Good     E     VS1   56.9   65.0    327  4.05  4.07   \n",
       "3           4   0.29  Premium     I     VS2   62.4   58.0    334  4.20  4.23   \n",
       "4           5   0.31     Good     J     SI2   63.3   58.0    335  4.34  4.35   \n",
       "\n",
       "      z  \n",
       "0  2.43  \n",
       "1  2.31  \n",
       "2  2.31  \n",
       "3  2.63  \n",
       "4  2.75  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamanti = pd.read_csv(\"diamonds.csv\")\n",
    "diamanti.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0    53940\n",
       "carat         53940\n",
       "cut           53940\n",
       "color         53940\n",
       "clarity       53940\n",
       "depth         53940\n",
       "table         53940\n",
       "price         53940\n",
       "x             53940\n",
       "y             53940\n",
       "z             53940\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamanti.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'carat', 'cut', 'color', 'clarity', 'depth', 'table',\n",
       "       'price', 'x', 'y', 'z'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamanti.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "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>Unnamed: 0</th>\n",
       "      <th>carat</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "      <td>53940.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>26970.500000</td>\n",
       "      <td>0.797940</td>\n",
       "      <td>61.749405</td>\n",
       "      <td>57.457184</td>\n",
       "      <td>3932.799722</td>\n",
       "      <td>5.731157</td>\n",
       "      <td>5.734526</td>\n",
       "      <td>3.538734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15571.281097</td>\n",
       "      <td>0.474011</td>\n",
       "      <td>1.432621</td>\n",
       "      <td>2.234491</td>\n",
       "      <td>3989.439738</td>\n",
       "      <td>1.121761</td>\n",
       "      <td>1.142135</td>\n",
       "      <td>0.705699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>13485.750000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>950.000000</td>\n",
       "      <td>4.710000</td>\n",
       "      <td>4.720000</td>\n",
       "      <td>2.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>26970.500000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>61.800000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>2401.000000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>5.710000</td>\n",
       "      <td>3.530000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>40455.250000</td>\n",
       "      <td>1.040000</td>\n",
       "      <td>62.500000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>5324.250000</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>4.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>53940.000000</td>\n",
       "      <td>5.010000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>18823.000000</td>\n",
       "      <td>10.740000</td>\n",
       "      <td>58.900000</td>\n",
       "      <td>31.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0         carat         depth         table         price   \n",
       "count  53940.000000  53940.000000  53940.000000  53940.000000  53940.000000  \\\n",
       "mean   26970.500000      0.797940     61.749405     57.457184   3932.799722   \n",
       "std    15571.281097      0.474011      1.432621      2.234491   3989.439738   \n",
       "min        1.000000      0.200000     43.000000     43.000000    326.000000   \n",
       "25%    13485.750000      0.400000     61.000000     56.000000    950.000000   \n",
       "50%    26970.500000      0.700000     61.800000     57.000000   2401.000000   \n",
       "75%    40455.250000      1.040000     62.500000     59.000000   5324.250000   \n",
       "max    53940.000000      5.010000     79.000000     95.000000  18823.000000   \n",
       "\n",
       "                  x             y             z  \n",
       "count  53940.000000  53940.000000  53940.000000  \n",
       "mean       5.731157      5.734526      3.538734  \n",
       "std        1.121761      1.142135      0.705699  \n",
       "min        0.000000      0.000000      0.000000  \n",
       "25%        4.710000      4.720000      2.910000  \n",
       "50%        5.700000      5.710000      3.530000  \n",
       "75%        6.540000      6.540000      4.040000  \n",
       "max       10.740000     58.900000     31.800000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamanti.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='carat', ylabel='price'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamanti.plot.scatter(x=\"carat\", y=\"price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='carat', ylabel='price'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ikpdI4ImlFr/wfeeZ7HUPPuzprvshIGvuTJ0Svb/UoqnmkePG8P/LG1O2pinHuwGBo3hlY8KXLu9ydj3imdP9t9w98lbv4pQUfN/jCyy1A15cG7M1TRlnBb3Io7RVhGecFDhScHa+wXzbZ3cmabQdSm0YJyVfuzbCEZLtSUZuoBe5jNOCvDQUGlJtyQpDO3IZpxBnGlcJCmOIPEUrUMSZpTQWC5xbrGqx9q0MblYP0Y8CpOTNBk13gQSEqjrQ9F7USpcWbI4QAlcKjDZ4UtJtB7Q8l0GSETiKsiyYZhptcwKnKsRe6QXMtwImWbXvcaFZald1Xwttn9PzEd3Q5cXhmLSsWq+lFWSlRQiwVlBow/puwhcu7pCWhqTQVXdiYTjVj2j4Diu9gBfWJ+zOCvoN8UAWoE/9twt8+cqQTuhyrOOzPct5eWPC//2Fi/zN7ztfp7tqDlGnRO8ftWiqeeTYD//PN33irOBEL2SUFFzamdEOHJZaPoNZwbfWRgCsdMN79i65H3dxdq/eJvSqDrxhXFBqy/FeRMODJK/SVJd3YkJPErmKSVKwM8toeoqtacY3rg8prEFrqi47U6W+ECCspbSW1VGC1pbNSco310ac6IUkuabUgr94tsv79upk0kJj4MDK4GaRtLPzLUIF2VsQTc5eB50QkpQqMiQlWFuJPSOraERalkgBrcjhpa0JaWlo+i5WCCwWYw2hp3j/8R4r3QBHCqyFE52AhXbIJC24OkhwlCLJNduzfM8CofKySouSUlsKY3ER6L0OtJ1ptnd+HE73I5Y7IQC90OPsfAMleSAL0KubY758aUgv8ljuRAC0o4DV4Yy1ccZS0687omoOUadE7x+1aKp5dBEgEAymGV+9NqK0ljjXtIPKWduVgq9c3uXyzqwSCffoXfJW7+KuDGJeXBsziHNKa25IF8Hp+Qbn5ptM0pytSc4kKYllZRA51/Rp+oq0MGxOMqSBoixJtSEvDMZW6T6pIC817dCl03KJXMGL6xOu7cb0Gz5n5iOeWGwdCKYbBZ+13DSSphTMNz2Gg/xuzsgBkko0OQoankNQatIS/D0bgNJYSg0NX+BKSZKXbE0yjK3Sbak2FKXBdSS6FFwexPQjl+97fIHlTsiVwYx+5BO4itBVjJKCpNB8a3XM1jjDVRJHCkZpVR8mAEdJFJastEipOD1XCaWdWUY7dDHWEqcls6LkmVO9B7YArQ1T4lJz/A1F573I4/ooZX2c8Phy6x3bnpp3D3VK9K1Ti6aaRxZPSYZJzsXtGaW1dEMXbeHabsxiyyfOq8Lf/U6pe/UueSt3cfvtwEmhGe+NGek1fARUXVmOoNCWWa5xlGCSlggBx3vRweDZfuRhrCXb6xRzpUC4VSu81lVd1xNLLRq+wzgteHy5zRPLMEpLTvdDljsRUsmbCr4bI2lZWQmn0hi2phn9hg/3KJoMYC0UGkYHXXJQyNczfhaYJCWRr9ieGlbHGUVRApCV1ePBnjLU1vKN1SFPLLd470qHpu8cErHnFpqMkpzIczg9H/GVS7tc2Z6xO03Zr912jEQIRTMwzPKcpu/y9Mku66P0poJYSfFAFqBj3YDIqYRg6L0+pHeUFESe4lS/TrnUPJo8DI7mtWiqeeRRe+NE8rLyPbJUHWFre11Q/YZ/x1EYN+ONf8D3cheXa8M0KxmnBe3QY6E0rI9SHFkZM76yOcVzJEvtgLNzAYM44wsXB7hKstIJaQcOoacIXIm1AqUkoSvJHYvVkOkC11G0Q4/VYYK2lp1ZVTPVb/jMNQOUkjx9ooOFm16MjndDrg7iQ8NhV7oh07dQCe5SCSYrDGVZiSgAIaha5q0hKSHVYDJNw5OkhaEoAQFSgCPAkRKEIS8tz18d0Q49QLDY8inKyq27Gbhc2p4x3wxoBS7zzQCB4EuXtylM9V4ApTFMEoMU0G8GJHlJVhqO98KHKq3x2GKbZ850+a8vbgKVJ9UoKdiNc374PYucnq9FU82jxcPkaF6LpppHllwbupFH4CpeXJtwfZjQChTHOj5ZYRgkOU+f6B5KOx3Fu+R+/gF7qpqjNk1KlNLMspK81FwaJkgpCVzJE0tNIt+h2/B4crlFmhkGab43U85joemxO8vwXUm34VFoyzTVGKVpyaow+sX1EUJITvQCBPYg2tYKXKZ5iQXagXvTbbw+TEhLzVPH2si9Fv9rwxm7s3v3abKiEkhlWUWWJJVwErBXkC6wxiKBhqcIfQVCY62m0FV6sOEpcl09t+FXUbfBLOf/85WrDGc5w6QgKwzd0KUdurz/RIfzi00CxyF0Ja6r6AaK0JMkhSUvLQaLNZamJ3lhY8IkLzndbzx0Iyd+6UffA8CXrwy5PkqJPMUPv2fx4Oc1NY8SD5OjeS2aah5ZPCVxlWCcGPoNt+qYKgyjpKQbuBzvhW8qcD5K19v9/AMOXMWpXsh/f3WLWVai9kZjzDV98rJyBZ9lmp1JRuQpZlnJsV6AGkuWOwH9hocQYGbQb/gHVgKuIym1ZGdaEBeGa4MUKSEtSlY6IUIK5po+SVHedn9v5iYMsD5KyfN7F02lraJNhqoYXAKpgVyDYy2lqcRU6FS1RiBxpcWRmlRXbuJxURWBe7IqjtcWNkYpoyQnyS2dsBprcnU3ptg2rI1SvmM3Yb7psz5KGc5KQt+lG3k0tUEqQZYbplk1gqYXeRRF5dB+N+f3nUghdCKX//f//H4ub8+4Mqi8peoIU82jyMPmaF6LpppHlmDPkPCVzQn9RuXNtDvL2ZpmPLXS5txCk1c2J8hUHLnr7e34Az4112Cp7fPKesEwLglcxWPtgCQr2J5mOFIgpaTpOei97jptNWujhMuDmMhVnJ2LWGy5fOXqGE9KHEcyTQumaU7Ll5zohUzzgu1pjqCKOE3Sgt244OkTjUPbfOOifys34ciVTO+tnOmAYq+WyBrYl18aaDpVobfV++aXCk8JtJY4SuHqapyKsAYlwHUVk6xAG8vaKMFYS2mhGYYYW4muvDTkZcmFrSlXdma0AgdfyUpwWkNhLIESGGsIHMlyNyRwJUleRRxdJe94fh9ECuH0fC2Wah5tHjZH81o01TyypIVGAI8ttkhyQ5xrWoHHYjvAc9TByIu76Xp7O/6AtbU8sdSmF3p86dIujiOqUSCqavkfJjmOUmTa4AjJJC2xWN6z3MZ3FElR8srGhKK0HO+EjNOc3bhgOMupNkXgu5ITcx02hsled1jlL/TYDWNebrbozzd9HCHe1D23Nkm5h9FzN99/Xq9pAkh15bDtymouXegIhJJoq9HW4quq+F5b0BYE1diUfsOl4TtM0pKs1KS5prSWyFcILKHrMMs0vYaLkJInl5usDlMEkpwCaQWRpwgcxSzT7M4mOFKy0g1Y7oSVkeltzu/DlEKoqXlUeNgczWvRVPPIkmtDYS3n5qsFKy/NoblcpbF33fV2pz9gLIzT4q5SM/tpxNJYCmNYH2Q4UtJpVKmj0FOM05y1YcJSO6AZKDynaqWfZCWrw4RXNieMUs1yJ6Cwljg3NH1F5Cvy0rAxyfBdh8V2yPY0pRd5nJmPOD3/ehTkZov+5cGMwKkiOfC6D9XWOOU+aSbE3tf+ABJtIHQFnluZTSopSIoSR1javoOrJFZUNUjaaEJHcXahwWInYHOUoU1lXTBMcjylQFiUVHQjDyHh8cUmxsIHjnf48qUBW5OMwhiUI+h4HqFbFZ07StKJXNZGKXlpWOqEd5XGrIei1tS8dR42R/NaNNU8slhjKbVlnObMNYKDReyNIy/upuvtVn/Awzin4Tt87drwIEoz1/BY7oZE3u3f35GCS9sz/r9fvsbWNCPJK8fuTuhxeq5Bw3c5Odeguyd04lzT9BwGcc6VnbhqvXcdpCi4uDVjku+ZNVqYZpqG7yCpxFxhNL7jcH6hwam55sExuN2iXxrL6X7E9qw4iMjNt7xb7M2t2RdG+0XfN/5c3fCzZiA43W/gOYrduGCxFeB5Ek9JSm24vBNjgMAFT/mVKFISRyqOdUNGac4sNUzSFCkFSgiOd0I6oUvkO1gEnhIstQOefWyer14d4jjgS4dZURJ4Cm0sC02XlU7IKC24Mkh470r7lufxYUsh1NQ8SjxMjua1aKp55LgxzbQ9TdkcZ5zqR5yaa1CU5i3fodzsD7jhO8R5SSf0aPsOVwYxX7w0YLHt37T76sa6oYtbMz738ibjtKDpOWCgsFVarjVTnO5HlYllXrI7y0kLTS90eXVzyiipank2xinTvGB1FFdmjVKSFwZtIclK0sBFY1HC5+lzHRbaASduiH7cbNHPSl0ZOuYlK70uZxfkQUTuhdXduz5ultcvOIeiVHsWAtpUj0shiXOL5wi+63SPXsPneC+sokJZSdN3GMQFRWmJmg6e4zBOS5465tBreCRFyfVhyigusdZiMSy0Pd5/okNSlDx/dUQndCmMZXOccn033ptDKEiTEpHCsU5Ev+kzzUs8KWm0FUt7juA342FLIdTUPEo8TI7mD/Qv+U//9E/5K3/lr7CysoIQgs985jOHHhdC3PTrn//zf37wnDNnzrzp8d/4jd849D5f+9rX+P7v/36CIODkyZP8s3/2z960LX/4h3/Ie97zHoIg4P3vfz//8T/+x7dln2vefvbTTFIInlhsc7IfcXU35uX1CQbedIeSFnqvXuVovkP7f8DffabHd5/p8+Rik7SsRnm0ApedWc7OrIo83dh9dXlnRqkNF7amfOnSgC9eGvDfX9nmj1/YYH2csdQJOdGLWGyHVWdc5DPLNIU2fPXqkP9xccBXr47wHcHFwYwLG1OmacnONGMUF1zbiZkkJaUGYyxC7rXwW4hLjdHQCR2WW+GbjsGNi742huvDypfp+atDXt2c8MrGBG0s7cBFCcFob8TInXAAdUMNtOUGTyZevwAZUz1mqTrjjLW0AkWv4eE7lfdUy3coS0tcmj03cUGSa7S2xFnJly8N+a8vbDOKS050I37qu0/wKz/2BD/7PWc4M99CyWrOXD9yq9l+2rI2ShkmBWlhaIYu7dAn14aruwktX/HeYx3OLjQ4Pdck8m59kd6PQE6ygklaUGhzMDh3pRPUUaaamvuA7yjagftA/54eaKRpNpvx9NNP83M/93P8xE/8xJseX1tbO/T9f/pP/4mf//mf5yd/8icP/fx//9//d37hF37h4PtW6/URAuPxmB/7sR/jR3/0R/nUpz7F17/+dX7u536ObrfLL/7iLwLw+c9/np/+6Z/mk5/8JD/+4z/Opz/9af7qX/2rfOUrX+F973vf/dzlmreZm6WZnlxqs9D0ybTh6ROdg5+/1W4nJQTbk4xXNyd8c3VML3KZJCU7s8p52leScVYc6r7KS8Plweygbmgwy7i8PSMtDL6jGZaWXFdRqDTXGGvYTTKUkJxfDJlresw1PNZHKeOshKyk4SuOdQKuD+JKcADCWAQQumARdAOXZ053+Yvn5mn6iuO98NA+3ph2XBslbE4yBDCKc6SAP35xkwtbU5453ccYi3PEyIm7d20rDGArUSSASFXdc2ZvRt6+kLJUBeChJ8m15bWtGR8620cKgesqPEcSuArXVwzigt2kYDhLkUrhKEkrECilmOUFCMGJXoP5ps+3VsckuWYQZ3Qij/mmj7XwiqputLZnOVJKjLFoU6VwV0cp/aZHVhoe70d3vFA/TCmEmpqat4cHKpo+9rGP8bGPfeyWjy8vLx/6/t//+3/Phz/8Yc6dO3fo561W603P3ef3f//3yfOc3/3d38XzPN773vfy/PPP81u/9VsHoum3f/u3+ehHP8rf//t/H4Bf//Vf57Of/Sy/8zu/w6c+9am3sos17zC3qi1pBS5lkh8UG8Nb73baf72vFL3Qo9CGSzszksJwdr5BVhg8pQ6KzzcnKXFWHBJ0vchnoeWR5CWTrKThu7iyipwMkxxXSi5vxyx3K/fvsrRcHcQEnkPgVB1kUBVKJ6VG2yqyE7iK3FhKa1ASmr5Dri3XhjHCwnIn5L0rnUPC6fRcg6zQ/LeXt9DGUmqDlILjvQhrLYNZwVev7RJnhkZwtJqmwBXkGjzsQT2T2NNbjq2iYHrvpAiqeXRpodkeZxgDOoK5hk/gKeK0pBu5bEwyNpOCwhj0nsjp+4rAU8w3fBbbIWlR8srmlCeWWmyMKxGz2G4RzhymWcnF7RmuI3l5c8LutKAZOASuIvIk1kJeGIZxTl7am0Ymb+bD9DClEGpqat4e3jU1TRsbG/yH//Af+L3f+703PfYbv/Eb/Pqv/zqnTp3iZ37mZ/jlX/5lHKfateeee44f+IEfwPNev8h/5CMf4Z/+03/K7u4uvV6P5557jl/5lV859J4f+chH3pQuvJEsy8iy11MU4/H4Le5hzf3gqLUlR+l2spZbmhS+8fVpobkyiFFCMklytiYpjpSc6ke4SjJJi8pNG0vgvv5eniNphy5KWfIcCq1JUs04K7EGltoeC02fzXHGa5urgMVYCF2FtZaldkiwlzbSxlZRJlsN6GWvZX//uOx/CQSvblTi8Mnl12u7lBQc70ecWWjgSsGVnZj5VkDDcyi1Ic4zrg0SXtuavqnj7VakhcVzJZ6vaHuKYaZJMo0VFs+RKGHIS8htJah6kVd1xmlLVpQst1u0QpfIkxTGHDimp4VBqkpkaWMJXEnoKBwl2BgnZKVmkpV87uUtklLzvuMdFlshL65P2JnmBI7i2u6M3UnOpNAgoF2UZKXEWks/9Hjf8Q7Pnp+768hkPRS15kYehnlpNfePd41o+r3f+z1ardab0nj/y//yv/DBD36Qfr/P5z//eX71V3+VtbU1fuu3fguA9fV1zp49e+g1S0tLB4/1ej3W19cPfnbjc9bX12+5PZ/85Cf5xCc+cT92reY+ctT21Nt1O+1MM15anzBOilsujm98/fJekfD6KAVhGGcljy00mWv6B7Utp3oRO3uF3PsCLSs1SWF4cqHF1qxgfZxX7e5S0A4Ux3sRO3HB6jCh3Gu/bwUOs6xgVhgi3+F4N2Q0yyj2QjYaSDTISgvgCYvBEBeai1szFlo+2liuDGKuDGIeW2jw+FK7mstnLAJBrg2GahZdVeOUcHlnRmEs68OEwBVIXh+ueytyDZ4rUEDou4S+y/Y4JgoCwLAzLZDS4GgQCqyoBJDA4riKfsPl2iCm33CrTrS4QEpBM5B4UuG7glGqwVR+TbOs6jzMSoOnJI4SZLHGGEuhNXYvRTjNC9ZGKc3AwQCFNmxNMqQAJSUNV+I7cq9AvKL2Yaq5Gx6meWk19493jWj63d/9XX72Z3+WIAgO/fzGCNEHPvABPM/jb//tv80nP/lJfN9/27bnV3/1Vw/97vF4zMmTJ9+231dzdI5SW3K7iNQoKci0ph/5t1wc3/h6tZfGCj3FcjdgpRMwzvRBTdOpXsRyN0QIuDyIgUqgDeOCWa4JfI+2EbiOZDfet9oWbMc546TEGIsVVft/XGgcKREGJknJq5tTBnF2qLB6v+B6PyK01A6rIbbacHUQ0/RdjK3SW69sTFgdJpzsN9gYp2xPU1Z3U0pTmUyO45JLO1MEgm7osDuTzHKN4s6iSQNxppGi6nBzBORW0AQmmaY0ldATAqyGONeveyT5Lkluqjl57T5PrbTYmeZ4SmCoZuUZLGKcsDnOmOQlgaNY6QV0Qp+njjVZ7oTsTHO+fGXAbpyTa8Niy+fr14YIIeg1fPoNj+1pRqYtjhD0Q48z8w0Kbbi8M+PcQpNRnPOt1RFKVUah9zLguebbi1pkP5q8K0TT5z73OV566SX+3b/7d3d87oc+9CHKsuTSpUs8+eSTLC8vs7Gxceg5+9/v10Hd6jm3qpMC8H3/bRVlNffOUWpLbhWR2plmWCz9yMfbGyPiuxJwDy2Ot3p9WmqeWGpxbqFJVmrirGRjnLE9zVgdp7hCEDiK0lh2kxwlIXIVW5OU7VlOkpVMM01hNK6UlceSEAgBRWGqmiCnSowFXhVJSUsNQuI6AltWc9v202b7dUQnew16kcfOLMdRgtVRzIletNfxVfInL21xen7GU8sdnlis/Ii+dm3Iy2sTELDU8plkJaWBY+2ApDR8a3V0Z9VEVfCthGWpEzCcFTRczc4sJyk0uX5d3EEVwQuVohc55FrzyuaU9660ubg9xZiqo26SSdZHGeO0rGbWFZrArVJixgp2pjknew1O9RqsjlM6gcOVYcIoKRjsFem3gmqIrysFV3cTEIJu5GCtpR25vP9kl8hzubA1Jck1X74y4CuXdwldxWI74MmlFiu96E0+TDemYtJcM81L2sHhuX01jz612emjy7tCNP3rf/2veeaZZ3j66afv+Nznn38eKSWLi4sAPPvss/zDf/gPKYoC160+vJ/97Gd58skn6fV6B8/54z/+Y37pl37p4H0++9nP8uyzz97/nal5RzhKHcHNIlKn5xus7SYMZhm7cUGuqzRPL3IJXOeQSeGdIlq+o7i+mxzqlttPFZ7uN1jphWDhf1zY5sogYZzklNpWhdEWhGtJ8hLYq1fSlmbDpdfwSXKNsRpHSVxX4NvqOfleG9r+HmsgKeFPXtzg+FzELNN7qTLFfMMjcB0MVfRqmlbiw1WSJ5fazEUer2xNGCclkecwKzRNR1L6kkhbIleQ6TtVNVVM073i7r1hvLNcY+zr22nYKxI3IB3ICsM0qVzHQ08yTHKSzLA5zZilBUoIAiVYH6VYBO9ZbvLek12G05Jca4SEK7sx66OMtWHMKCkoSoMUgjjTLLd9XEfyzdUxG+OUUld5OyEqQXp5J2bTzbk2jAkdie9Wrc4I2JpkpIVGSnHQ/qwEXNiasjpMmGQlF7YmDOOCwHFo+IqnjrV59vz8QVNAzaNNbXb66PJARdN0OuXVV189+P7ixYs8//zz9Pt9Tp06BVRprz/8wz/kN3/zN9/0+ueee44vfOELfPjDH6bVavHcc8/xy7/8y/z1v/7XDwTRz/zMz/CJT3yCn//5n+cf/IN/wDe+8Q1++7d/m3/xL/7Fwfv8vb/39/jBH/xBfvM3f5O//Jf/Mn/wB3/Al770Jf7Vv/pXb/MRqLnf3KqOYKkdVHPLbhBRN4tIWQsvrY9ZHabMNX3agUtWGl7bmnG8e3iMxp0iWre729ye5ZxdaDBOCr61NmaWFQhRvSfWUmgoyqqw2xH7s+jAaMNwlmOtZb7l0QldtDZMtT6ILgkqEXIwloSqhkcJQVEatpKCM36VLgQOHMhdKchLc7CNncjjVL9BXmrGack089icpGhtGCcl8khVTRW5qQYNdyOHSVKNZLF7/gPOvrGlBOUIkNXi4kjLODNc3JoR54b5hkecVZ5K7ag6pnFpiDzFQjvgzFyD3aDg6mDGaFYwmOTsxBmB6/D4UgulJDuThF7kcnq+ydevDZlmBYstn3FakOQaz5GMkoIX1ib0Gg6rwxRjqg665W7I1jhDuRAXhgubU07NRXzHSoeNcXaQirm+G/PC6hTfFZyZc5FS8NyFbQB+8MnFu/k417xLqc1OH10eqGj60pe+xIc//OGD7/drhP7G3/gb/Nt/+28B+IM/+AOstfz0T//0m17v+z5/8Ad/wP/2v/1vZFnG2bNn+eVf/uVDtUadToc/+qM/4u/8nb/DM888w/z8PP/4H//jA7sBgO/93u/l05/+NP/oH/0jfu3Xfo3HH3+cz3zmM7VH07uQN9YRzLKCz72yReQp+k3/psWYN3Y7pcWeCLBv/rK3qN28VbfUUe42dyYZm5OcwFUkhQZh8aSoCpctNCQstH3itGSWa2a5xqJp+g6h4zAXuTR8l36as7o7O9j0NxIXhlGa0/QVs7wkLwxZqSlKS1YY2r6DUvJQJCQtNM3AJc0F31ob0408Ajfk+jBhMihIyqNPn6tEnGaSCWblDdu4d2xdUf3TdwTdyONkr8HqOKErqn1eGyZobdndc0APSsX2rKAsLYW0rI8z4qxkvuGzM0lZKxJWh2mV/vQcENBveJTaUBjL956bJylKssJQmKrovR16WGOJS81kN8bYkH7kMc0113YT2pHLXMtlHJdMs5K40Jyaa7DUDvjzK7u0fBeB4NogZaFV2STMCsPS3mDoF9YnfPB0r07VfRvwsM1Lq7l/PFDR9EM/9ENYe/vw/i/+4i8eEjg38sEPfpA/+7M/u+Pv+cAHPsDnPve52z7n4x//OB//+Mfv+F41Dy83i+zMcs0wrqITp/qNA3duuHkxZq7NnjhQDOOScVbgKcW5xQaBq+4qrH6Uu81iz4TSWIs2poow8bp3kbYWR0n6rQAxy1CFoRs6nJprkGvDTlxwrBPgSg8pb20CkOSWnWnBYlvS8hRxUXJ1N+F4O2SpExD5CinFgWjcv8Cf6kVsacNjiy3GSYGx8Nh8k6Wmz7euD490HF7fb0ueFjfdwmJPPOVlJeY2pylprulGDnGh2Y3zPZftskpVGkMn8vEk7Ewz0lyzPk6Jfc32LGeh6TNJSwptmGaaVzYmDGcF7cjFVZJMazylcB3J9jCjH1bHb2OckWQlrcClG7o0AsU4KRmnOS+ujTk718D3FMe9gO9YafPkcousfF0cD+OctKzEm1KCWVbNAWwFDmujlHFa3DfRNIrzumbqIaY2O300eVfUNNXUHIU3RnayUrM1yehELtpYrOVgcblVMaanJKGraHgOx7sReWnwnEr47LfgH5Wj3G0utX3ageLawFTO2OZwas1YwTTTrHQcBAGZ1vRCD99xQGjmGi5b05xhWtDxHcZZcdNtMex7Til8JVFC8J6lFo3Aoem7fOeJLhbYmGSHLvC9hse13YTAkUwAay2Oo2gGDuoo7XM3UOo3zJy7CY5UOEJS6kpMzlJNnOu9XJ6l0JbSgsgNjixZmI9IyxRtDS+uTug3PBAG5ThYW0WZXFV1+21MUiJXcnKpxSwteHljzGCWMUwKpmmJxpIWmlIbltoBvYZXpT6zAq2rczOMC8a7MefnGzy2dw6t5UAch65D4DhVR6SncPa8o4ZxQeQ5VV3UWyTNS75wccALa2PiQhO5dc3Uw0htdvpoUoummkeGN0Z2SmPJdeV5dKMz9+2KMW8ndE71IrK9lNRRL353uttshx7LnYCX1qfIG+av7aOUxGhDrg2BK3Gky1I7oN/yq24vA1+7tosjJY6jqOJUN2cS51zantENXU70Qv7i2T6dyDt0MT81Fx26wKeFZpjkBzVei3s1XteG8UHR9FEp3/D9G1/tC+iG1TiUduiSqKroOisrf6VpVv3f2XvtLC8ZpSUn+g2ENSy0fb7rdI+dWcHaMKXhKZLS0PQVoSsZpQXjrORUL+DzF3ZYG6akhSYrNaM9bywpLK3AZZYXDGcFgStYagdkpWaWl9hZVReXa1PNvTP20Gem5buc6Ac8f2W0V9PUYBgXDGYZz56bvy8RoS9cHPDchW36DZ9jnYBJWtY1Uw8xtdnpo0UtmmoeGd4oeISoCsOnieHJ5dZBiuxOxZhvFDrOnk3A1qSyDbgbkzolBSvdkHboAtWCfOMFdJIWnJxr8NhiwosbU0RZ2Qqoqh6aTqBwVJUqXGz5PHWsxVMrHYSwJIVhe5IS+S4rbZ/LOzGBIyhKe9MAkBBV+qvXcPEdyeYk42T/cKrglhf4N9R3Ra5D03MY3iKydScE4Mlq7lyxp5wCt/KT2olzpllRDfHdq3eSElxXIaVFG42wlZu6sZaFhscgzjjWCVjuhGxOM3JdstQNuLw9Y2dWdbu5UnC2H7E7K3jutR0CV2CsJS0MeaGRnqQTuTy20OL6bsYwyZhTAecXm8yykkJbjndDGr5ilJS8sjkh9BTnFpqHPjMnexGZNoxnBXlpcR149tw8z56fv6djdSOjOOeFtTH9hs9Cs6qVCprVZbyumaqpefupRVPNI8WNi1dWaOYaPjOvpOk7FNocqRjzjWH11RtsA5p7kaejmNQd1RHYGEHoOShrDsSOtCCcaijwXNOj1PDkUot25LIxThgmBaO0JHIloSsJPZeVTsDV3dktM2ZaQ5IXjJOSJ5dbjNOSrNS3vQu+VY3XmfkGS22fa5N7E02WShDt124poB26NEOPSaZJsgKx5/jd8ALi0jDX9JjEBbuJpdAGVwnK0rI5y/ClxFOCF9YmXNic8K21CXlhsMIy1/Q51g443gspjOHPrw5xpMBaQWmqlGvDVZTGkJbQ8l1+6D0tdmcFUlbO4AKX+ZZPy3eZZSWd0KMXeYfSvDd+Zn7oPYvkpWGcFve15miaVwXoxzqHTX7fjpqpmpqaN1OLpppHijcKHkdWXj73Uoy5X6+yPc3uyaTuKI7ArcBlnOR8c21MfIP+KIGyhGGcM98J+I5jLX78O4/zpUsDXlqf4DqKU72Q0/2IS4MZL65X9S2hEmTFzSNNSBBSMEwyZpkmKzTb04z5pn/LfbhVjddgljPfCoHpHY/jrSjt6zVOroK8tKyNYpCCtLT0IkGBwgBZoRnFlZkl1uKqvZSiqJSX5wle3ZphrGVrnFKWhlFWErpVfVShK48mhWCSVg7ra+MEqNK5ek/F9VxJVhq6ocfjS226ocOF7Rkb4wx3r7A7zktO9SNagfumNO+NkTrfUfddwDQ9h8hVTNLyIMIEMEnL+1YzVVNTc2tq0VTzSHLj4vVWijHv1aTuqI7AWaFJC02clgdpqhuJc8t4VhAcl5yda7A5yTjeC+hHAQ2/KnLuhi5bo5RpVmKlYq4Bs6QkMa+7bVcpP8Fc6LHSjbi4NWOxNQJRLcS3SjfeqsYryUvkPZRp7CdEHWB/rJvrVMNeCgMb45xSm2qbhUUi8FxFw1dMkpzId1lo+jiOpOG7nF9ocrwb8M3VEdpYstIwSqtojC5LCqEoSk1hHIQETHVuWqHD5lQc1DSl2tL2Fd3AYzcteGlzwrFuyHee6hN5DjvTLXamOZ3Q41Q/YrkTEuflO+6504k8njrWPqhhagUOk7S8rzVTNTU1t6YWTTXfFtxrMea9mtTdrJOvNBYpKzPJfbE1zcvKO0jfvKQ63+sAG0xz/tvLm1zcjmkGDhJJK6wWSM+V+J7D4wsNru3MKKwlChVuaRhnFnevdqgVOoSBIi81u0mJ50gWm8Ed0403K2Z/7/EOv/EfvnlXx9KhqtUqbTWcN/IdtKWKAEmBElWELM0NgSsIXJdCW5LCstT0AUtWlAjXpxd5fOBUl+87N88L6xOavstiy+N/XBqyPckotUUpReS5eMqhKA15YRlnmshzaPrVMF4lNdoaBJaTvYjIdzAazs83EEJQGrNXQyZ4cX1ML/IqU828fGCeO/u1US+sT7g2SHAdyXed7t2XmqmamprbU4ummprbcK8mdftia5ZVA3m3Jhm5NpTaMNfwcfYiOk3PwZg3d5bdyKwsuDpI+OKlXdJC4zmCC9szzg8TnjnTY22YMkkKeg2PRuBybTfGWIuzJ0SMhU4oWWyFFNqwNcvpBi7vWW7dcrbejdysdfrqYMb2PdQzCQUe+27ggsgVWCFxRBX1KbTBAnFmEDJHa4vWlrwssULgCMmxjseJuSYSwdY0Jy0MrdDFItDW4DiSVqBIS01hLIZqvMyVwazqQlSSKRK558DuK8lK2+PJ5TZ5aelEDqfnmuTGHIjbx5daeI58KDx3PEfylx6bpxd5XNieopQgcB2u7cZHak6oqam5d2rRVPNIcZSZc3fLvZjU7Yutz72yxTAu6EQujhRME8PMK1kfpZxbaNKJPEL39umdNNPMRRJtLEVpmGYGYy2rw4T1UYxBMNd02Z7kaGuRAkoDSWFQoooyuVLhOQJPOWSlZn7Pf8nsJrecrfdGbozWrQ3TO3ouvZFy7z8CkAq0MTT8yg8pKzTXBgVprrFYtIFZWoIQOLIaI+NK8BxF4Lt4e95HL66NCTzFfNPj6iAmdBSerCwBlBBEvkOcFWgLeaFpBQ5TXWIyQZJXJpZN3yFwKquDXuTQb/oYaw8iifufqeO98KHx3LkyiFkbJyy2ggMhf5TmhJqamrdGLZpqHgmO2ql2L6LqXk3qltoBkadIC4M2Fk8pnlxu0fSdg6iOtdBv3b4OpTSWhl/NVxtMM8bDmKbvYoxmZ1YQOJKo5eM7VapvrhlQ6ioahrZEgUtpoSg1882Alq+IAgdtLZ3Qu+VsvdvhOxK5VyN0N+xH1ISGUaLRJmaWFeSFZpJqSgORJ8mtqTrbVCWysJVoExLGs8oGwnGqIu8fPNUhKwyDaU47cBklBUmhafgOndBlmlaO68c7AaW17MYFBoPnCEZpSTd0UFIwTQuUgONeSFpqznUCru8md/xMvdMctV6upqbm/lOLpppHgjt1qh1VVN2Ou62L0tbSb/qc6jewe75CrpIU2hwUkQMYc3uDyIav6Dc8BBDnJaHr0ItcepHLfNNHW1gbVa7dnchDIMh0SeQ6ZEbT9j36DY/vf3yBU/MR/+PCDlvTnKK07MY5+9NXbjVb72aEnkNxt6GmG7BUdgOT1DLLcxwFUlQCKc4MSu3XP1l8AAS5tkRKohEU2pIWJe2ew4fOzrM+Srg+rJzBpawG2S22feJcc9VaQkehVDVieKntMMsLdmcZWaFxWh7nFprM8pJhnDOIM55aboMQt/xMrXTD+x7RPCr32pxQU1Pz1qlFU827nqPceV/fTe7Y/n+/2a9r0sYe6mq6sYjcWlgf57d9n17oYQ1cHcRc3U1IC83mJGWu4SOloB+5jJOCRAkcATtxge9IwkARTw2XdmJmeckLG2OGSUGpK1frP7+yS1JoQldxfrFJ8w7puRsZJ/ldeIEfZj9AZaFKubmgDThKIpSlLO3e8F6JQOA5AmMMSu7ZQAjLOCsYJSXaGr5yeUDkOfQihzh3eGK5Or/r44xpVrLY9Fho+VwZJHQij8h1iAqHaW440wiYb/k8sdxka5JycTPmm9cmpJnGdRTvW+kc+kxpY/jK5V0u78yqsToPIPp0r80JNTU1b51aNNW867lTp9o4Ke46nXFjGs9a7imqcJQi8lGcM0luP8DNdxXGWi7tTNgaZSCgE3pslAmF1lwfwDgtybWpaoKsRSAYznJmWY4SVYH0pe2Y67sJkVctrMvdEN8RZKXl2m5MK3D4YWfxSCnMJNe4wO3l3p0pDbQdB4tAysqx3PUFGI2QAokldB1mmcYChTbkuaYZenQDl7w0/PdXtvkLp3s8udQmzjUvrE4Ypzl5YYh8B89VFNqSl4aiNGhlSfMSrMV3BaMk57nXdtie5iw0PTqRQ6EtL26M8B3Fh876B9s7Sgou7czoRi6+kuzEOdvTDHjnaonutTmhpqbmrVOLppp3PXfqVLOWI6czbkzjJXk1dw2gG3mEe4vV3UQV7lREPpjlIC0etxYgAsEgLrB2L62lDdvTDGss06wk9B2WWh6BI7mwHSP2RN5uXHkeBZ4izgxDkeO5sDG2PLXcoeE5eEriSMMsq+ajvbQ2YZwWd0xhdhte5dN0FwN79zFU0Sa79+/SQDOQZIWlNOZgJp2jodvyAcFuDAaDNRbfkzgCCgHTrGSalVwdxDhSoqTEcwRxrjnVbxC4inGS8/LOBLCMElHVmFlD6ErGSclC0yfODU3fIS4Mvms53o3YmeW8tDHi3EKDTuhiLVwfJgSu5NL2jGu7CWlZjXRZHSb8v549Q/Md8km6l+aER4m3o+GjpuYo1KKp5l3PnTrVBrP8yOmM/dooT0l24/xgMQ72XLHvNqV3pyLyytgRHAX5TQSIAvKypCgFriM53gsZJgVbkwxtDEVsOd90UbJyn+5EBa4UTLISa8BaS6ktUkGmNWlhiQuNqyphMstLHCU5PRexMc745uqI03ONO6YwW77CvoWapv2XSgGFsXuu3SXGVN1yoSPoNz3OzDdZm6RYAorSMMkLrg9i1ocJDd+j6TsIIbi0E5OWmrnIZ7znjt0KFa9tzrgymJFkmqI09Joup+danOqHbE1y4kyz0Pa5upsQui5pqUFUUa/QlXxzdcqfXdjhWCfAkZJRXGKxXNye0Q495pvV7/va9RGfe2WLj71/5d4Pyl1wr80J73buR21iTc1boRZNNY8E+51qk7RgFOf4juTsYoN+6LE9y5lvelwexMCt0xlpobkymDFNS0ZJwYXtKY6UdEOPwazgeDcC7q1D6VZF5PPNAF9J8lsUCHkSru0mWKl4fKHJNC2ZZRpXVkXNubEkmaEMLOOkoOk5ZNowyzS51ug9S3DfAYsgKzXGCApjOdUPwEpcJdiapGhtWWj5R0phXtyOUfshobeAsBA4MIwLhGBvjp7CUxIhJN9YHdPyHRwJ49KgjSDXBrTFmBwpLKujhIWGz+6ssixYHSYEjuLPrwxZH6YIKZhrecxSjbUSrTWL7ZB26NEJXUptuTJISQvNUtvHUYKNccYoKZhv+vQjj1mmSYscpQSbo5R26B1ELhse9CKX17ZmTN7h2W/3atr6buUoo4lqat5OatFU80iQl5qsqMTCzixDCUFSGJhvEPkuSyttPEfdNp2Ra8P13WroqasErlS4jmAQ51UtzVLrvncoZYVGCjC3iNokphqlYm3B6jAmKTSzXCOocnUSiAtNmpfE1iJF1TmWFZXLuLGgrCbXlrTUaGtpOJJxUrAzLZhveewmBVuzjOVuQL/hH/r9N9vffcHZiiTx9O7CTftHTFNte+SBpDLhnGt5PL7YJist14czduOcJDeEjmSaa7AWrQ2lrjrrpANJbtgYJQSOYJwWTLOCcVJQuppRXplbtjyFJxVew2Eu8iiMod/wmGt4uEriKElhDC+tTUgKTWAVq8OYvIS/eHaOD5zokpeGrNS8uDHhlY2SVuiija3qyPYG6ObavOMDc7+d0lQPi9XCt9Mxr3kztWiqeSTYGGe8vDlhlpbMt3wssDXJGMY57z/eJfIUvej26QxrLJO0QElBO/DYdgsEoKRllmsQ9q46lI5ycR3McjbH2W3tjrSpUmg70wwpBb6q5rTlWhM4ipbvMMlKslLTCV0CR+E5EDkwLSArqjQYWCSWTuhwohcihGVtlBJ5Dt97bg5XHi2FmWtDK6isDe4Gh2owr7bgCWiHisB1yUtNFLgo6eC6iuP9gPVxQpIXlMYySgviQmM1lNriyNfroQptUMJhY5xRaoPnKJq+YpiUjJMcV0pKbUhKw0rbp9vw2JikZLlBh5avXtsFa8lKjTaGq4OcwK3O1zNnerz/eBdXVVYRniNZbvkstX1meQkIHCVZ7gRYLB7iHRuY+zCnqd4uUfGgrRYe5mNe885Ri6aadz37d6ChUqRKU2pL4Cl8VzFKcnL9erHQ7dIZQgpaocM4LslLQ9uvRlPkunKSrjyNxJtSem9cIO7m4mowXB0mt92/Qlc1LK5SCCAMKp+iwpF0Ipdm4LA7K/AUbE8z4qxkkuhDKT9BVT8lkbSjgPee6PKR71gmLTXtoLpzv7A1PVJHlqckcV4wvEPX36FjCwgJnhJEQeXanWqYFRpHCjxVLYrfuD5CMGIwy9HGoKRAGyhLixSW0oDrQORU59dai+tKRknJyW7AybkmZal5bXPKbpxXqTwEC02PxU7IMC5wpEDrkmu7mrLUXBumDGYZTd/hL53vsdyOuDCYMdfw8JzDAnKuFfD9j8/zhYsDWkHll5UUht1Z/o4OzH0Y01Rvt6h40FYLD+Mxr3nnqUVTzbueXBsmaYkVFmthdZRgEbQDh4WGX9X5HOEu1FOSk92ITScjyasFWylBnFQz0V7bnPL+411O9KLbLhB3c3EtCktW3F585BpcZehHLtpaQNEOBQ3PwXUErcDj/cfb/Nmr2wzjyj/JvqHeSBuDL1z6DY+zCxHdwMV1JHPN19NxR+3IClzFKCluWrh+Kyx7zt5CEjiKQVyQlxZPCYySxJnG2GpA7r6Pk5SCpitpBi7WGpK946TYcw03ds8SQqCwrPRCFpoe00yz0AnYmSbsxJqsKJFCsD3NGMYFTyw2SPeKz5e7EYWpuiNLbdBWcG6piVCCK4OEuaZHO/AOCcgTvT6uUrywPmFrmhN5Ds+em3/HBuY+LGmqN/J2i4oHabXwsB7zmneeWjTVvOvxlGSWF2xPczqRx2I7qGp/0hIhIPCcg5qU213YAldxoh+RlJp2AGsjQ8t36IYuJ/sRS+2AtNRc243Jiqq+pRdVC8QoyfnqtSHTtGCclke+uM5yjatufxcugUxXaarO3uJeGEmqS0rjcKpX/a6duNxbSAxYy426SQnQ1nBmLmSpFeIoeXBnfmO07KgdWb3Au+vZc9qAtZqtiSU3Bk8J2qHLNCuY5baa96b2jC9t5aheIsiNoRu6WGuRwuBKB6kUvUDR8l0CT+BL6IUum5OMjXHKJC2JfJc4NxgLr23PWG4FfOfpDj/8xCJfurJLJ/LwpEIKQSd0iXPNxjglzktO9xtkpSYv7ZsEpJKCH3xykQ+e7jFOi4NI3TvFg05T3Yx3SlQ8KKuFh/GY1zwYatFU80jgKknbd0hzjScFjpDkpWF9nLI9TfnqteGR0gXHuyFXBzFfvzbk1a0pgat4z7E25xdbeEoyjDO+cGGHnVkGCEZxDsQIYJKVXN6e0Ys8vuN459D73uri2m1Uxo63QwNaQ1wYjnsKoSRb4wyJw/F5nxP9kMuDGGsss6IkyW/S1LZnjHR1N8UiePpkFyxc2JreNFrmB7dfAI73wts+fqv9iHMQVO7eFssoKapxMnsbbAElBI6yFFaQlAbQRK5CKYeuo1GOw3zHJ5QKb3/YcWjZnBQkRck4LapIoXL4juMhK72InVnKMye7/M3vO88oyfncqzu4skCFME0rf69CGwptWBulHOuEnJ5r8vSJzoE7+RsXxdY7LJb2edBpqpvxTomKB2W18DAe85oHQy2aat715NrQjTz+wuker23NGMQZWIHvSAqtaQfOkdMF14eVYeGJfkhaaJpBFaXamqQc70aVFcGemFrphWyMU64O4oNI1MYoZX2c0gwcnlhqH7xvWujKIuANES9PScQdDI/2BZDWFoNAWcFiOyBwBE8eayGEwGqYZAVxefP3KDX4bmVT0A0d4rzkzy7skJb6ntIpu/G9eYF7qqrRyg3YPQFlb9hHV0kaviLNDS6GsjTEuqpnijyFwsVxJLq0BE1F5Dn0I5flXsCV7bgq8i4NndCl6SnOzDfoRlVtUlJaXlgd8+rWhIvbE8ZpScNzMMZiRRWX6/guVwcxSa75/scXHogouhMPoyP4Oy0q3mmrhYfxmNc8GGrRVPOux1OScM988mS/wTjJuT5M+OqVIUIqtiY5jlIsd6royO1Gp9zo07SbFExzTTdy2RhndEOX68OEbuQReQ5poUkLQzv0SItqTMdcM8BVHKqHmWUFF7ZnRJ56U8RrGJd7xca3LhCygK+q/WwHDrPCELiSvLSsDVNmecl4llPcQjBBNdetGzicXWiy0osotOXr14e8/3j3ntIpVffY3bMvkG5l8ZTlVdrOWFN1pCmFVILIdWiFHv1IcWahzeaoEkfnlyKeXOyw0ApY6cRM0oJpWjDX8DjeDelEHllpcIVgmpZ88fIOZQmPLbV4dWPC9WGCLxX9po/nKI51Q5q+S+Q7LHeCe9rHd4KHzRH820FUPGzHvObBUIummnc9b7xgT7OSy9sx01xzfrGB6yiu7BlbLraCW6YLbvRpagUuK92Qa7sJ68OUJDd0Gy6jtOSp5RaulLyyOWW699xJmjN2FY8vNZlr+mhrD+phdqc5CDjWDol851BEJ/IlUt75LlxryK1hnBSk2rIz0Sx3AwIlGZWVJYLl9WG4byTyFMvdAGMtg1mOFXBlO2apFdCJPJQQB8dy//jcbubevtHn3fLGhrubCadJplECQldxai7cqzHzsVjSAnoNl37T5aW1KU8ttznWqbbl7HyT7398kVFSHFgExLlmmlbGmb4SYAVzzWokjicVeWkprWWh7fHMmT7LrRBHCaZ5SWneonPn28jD6Aj+qIuKh/GY17zz1KKp5pFg/8J8YXPKl6/sMk1LlKwGrDZ9l9BTbE1f9+C5WbrgRp+mhuegZNVGfX2YsjPLcQWcnYvohR7NwCXXho1JwtoopRUozixELHfCqpB4rx4mLTTfuD5ixQlvGtF5cqlBw7v9hdelikMZU1kKCCFJCo2gmtsWeIpe5OI6lQjZDwLtmYFXwsRaNkY508yw0PJpepWf05XdmFboHoigtNA4QrC6m7A9zW7ZOt4OXRzg3uJNN0cByqkEogU6ocJYyHILQZWSUUKwOc5o+w6hJ9H2cD3YSjfku8/Psb6bshNXI2XaoUM3clFKgKnStlIKjnVDRmllhrncCTjejWh4DpO0eNfUqTxMjuDfLqLiYTrmNe88tWiqeSTYv2DvxjmOFDy53CIrDdd2Ey7vzDjWCRBC0PQVT59oYC2M0+LQhX3fp2l3VnB5Z8YsL0nyEm0Miy2f7zozxzQreWVzgsUiBQSOYjVLmW+4e8XgBXFe8vhii1bgHpgwBu7hi+x+RGeaapS4fUSjpBqn4khItUEKSydUNHyF70qsUMyFEd+8PmQ30QRO1ammbfXlUI1QCVzBqX7ILC9ZGyacX2oSp5rLg5hu5GJMtf2Bo7g8mB2qdfrm9RHTrOTJ5SrVUpSWpgfDeyttehNy70vJvX8LaAcehYHMVDVlS+2QhbaPEoKNacbpfoTWhklaHKSDZkXJR7/jGNpYXtuekpdVvdtyy+f6bsJrWzOy0uDsGVa2AodhkuOIqlJ+khaPVErpQVCLippHmVo01TwypIVmFBfMNwICx6EXKhwpWRulXN5NONMPeWKxiTaWL10avCmKsu/TNE5GXB8mKCmJPIeG7+A6ksEs5/GlFgBfubzLpZ0Z802f5U5AoS0vrk84M9fgvStteg2PrNR3LJCdJAWD5M6F4IGrCF1wlIPnCOaaAcfaEXNNj2lWcn03pRs5lBZybTFYfAHCWuYaDk8d7+I6EikE46Qy71zpBjQDxSzTbE8yug2fU72IrUl20DquTTUaZHWUcGkwY2eacXquQafhYN+6X+EB+1ExKSSBX3mNB55izvfohg6be+7uDU8R+goFfPBUl4VWwPasuKktwNmFxqGIh+8qro8T1scJrcA5iJod74YstgNmeVWsf6wT3rd6pnrkRk3No0UtmmoeGXJtsAJWegFXdmLSUtIKFY4MWB2nPHt+ntBzbmvAt9DySa8YTvYimr6L2Zsv1m9Wg3/PGsNcwyPwFN+x0mK5HeEqSaENW5OE3VnB+jhldZweCLLldsBr21PgzQWyu7OcOL1zuKYwBh8HRCUoLm5P2Z5mfOjcHOcXGkySgk4UIJVmluaAJPIr48du6HCyH3F9mDKMM5baVbGzEIJppllq+XzP+TlagUtWGlbHKc29yNj6OOXKIK5qniwkRRVpa3kuk+z+nTsFOAKMMcSFIHAk1lZja3aTkqy0CFFydTdmllWz315cG2OsYKkdsNwJCL3DEY43RjyOd0NOdSOu78S8sJvgSMG5hQbf9/gCcw2P9VHCOC3ZmmaMk+ItuVk/iJEbtUCrqXn7qUVTzSODpyRKVItHnJdcHuQoUdXfPLHY4tx8k2+ujm5rwLfcDVls+xSFpTAGTylOdQLmmj7DOOel9Qnro4SX94wtpZAsd8I94WS5NkyYb/n0G/6BIDs33+TxxdZNC2QnSX4kk8i0sCihCVxJJ/T3vofXtqYoAU+f6mGxXB3EnOqHFAa0NmxNqnl1C82AYVwyyzWbkwRrwVURWI1yJK3AxXcU1nIQGTPWsj5KiPOSYVxQGkPTd2iHLl+/Orhrc8s3ouDAoWrfxTzwXFwFrhRsTHKwKbkVOHuF4bNMs14kuFLyrbUpaWkrDy1Hci56s03CjULi+jAhN4a/9PgC2ljivGRjnPLS+phcGzbHGaf6EafmGhSleUtu1u/kyI16JlpNzTtHLZpqHhkCV2GM5QsXdihN5YJdWEtpLN9zzkcpcUcDvtBVnO430MbiOwrPqWpfJmnBKCmYpAWh59DyHQptD7ry5ps+14cJrcCl4TvVQu1KwGVjkvHdZ3o3LZBtRS6BKxllt59JYoEkN3RCS1YaIk8S+u5e7c4MBLyyOSUtKtuDxdClHTi8tDpBOJCWhrQo0dowykryMuZYJ+Dx5RaRpw66CW/sRFS5ZG2UsTNNAcHJfojrKDYnGVcHbz3MZABfQugpZrkmCiTLHQ+sYJRU1gGlsXhKkluYZRqBoNtw0BiGac6XL1dRuqbvHLJJ2BcSl3ZmxFmJpySjtGC5E9LdO//XhzG7ccE4KQlcScN32JnlNHyH+aaPyiWXd2Z37Wb9To/cqGeivfOM4pxpXr7jbvA1D55aNNU8MszSgq+vjlgdpiRFNYW+4SvmIo+NcXowWmQwy+k1XDz1+tDd/W4p36lEwzevjwg9S1NU6bStScrGJMGREkcVTNKSrNT0Gh5r47Ryt44L5poer25OybXBU5Je5BK41ey79l4050aaXjWmZWN6Z9GkFMSFRogCKQRFkqOkJC40k7ggLQ1xXpLkBZ7j0Agc2r6iqVy+en3I6m5C5Dmc6oYEnkKpSlw48vCYmf1OxJfWRlzaK6aeb3rMck2QVaNpPOetRzDsDV9KgSckcVaSFZZxVmBM5ejUalQGlOO0RFuDMQprBZ3AZZppLm5PaQcu33mqe3B8L25N+fyFHdJCI4QgyUs2xhnfc1bSDT2SvOSFtTGjpGCWlThScGa+SeRKXlwb0wldClPNBZxr+rx3pXPkqM07OXKjnon2zpLmJV+4OOCFtTFxUTnVP3WszbPn5w8Nd655dKlFU80jw4vrE56/OsRzBAutRuWVVJiqSHttzOOLLXamGRd3YjqBc2B+uN/t5juqGtpqLGmpuTSYga0Kg0NPMss0i223GpSrJNd3Y6ZpSZxrFpsejUAxTksWWg7tvfqg17ZmLDT9m86+K7Xh6iAhL4+W6PKUAGtJCoMQYK1AUDJJS/KyxBhBoTXg0goVRaH51iBGIljuBnRDByEFcW5o+A7aWD7/2jbvXelUUZ8b0jr7nYjtwMUK6Dc8LILLOzManmK+6d1pc++IBIyFpNCUGoa6JC6r418UlcD1XHCkxEpB4FqSvJoH5zsSgaTlCxCVFcM0LfcG+MLz14YM44K5po+/Fy28vBPzrbUxx/sR14aVVUTgSrqRR6Etl3am+I4izkqaK+2D97oymNH0nSNHbd5Jd+x6Jto7yxcuDnjuwjb9hs+xTsAkLXnuwjYAP/jk4gPeupp3glo01TwS7Lt5l2VV+yIEhI5D4MIwzrm+m/DyxpiTvQaBq1gdpgfdbh883TuIrlwZxFzYnnK8G3Gq3zhoQR8lBZ3AwxESR0pavuRkv8EoyTkzF/Ghs/PEuWZ1Nz0Inxhj2J3lzNKCL10e0PScQ7UmVwYxL22MkUeMYFRizuI7lnboUJaWWW4qawFdtesHjmSWa9Z2Z0S+R5aVWCEYTDOW2wHSCqZZQZwXXNmZMclKrLYYC48vNg/SOivdkFFccG6hSVpoMm3R2uA5CilF1YnHzY00j4rd+4/RlQ+VsJWQAkshq6G9npJ7lg2CNK+GDldde5a81CgJcaoJHcWXrwzohZVx5eowoRN5NLzqEtcNPVZ6IVd2Yq7tJuxMMxSCorQs9z1GccGVQcZgmrHQ8hnGBQ3f4excg3bo3lXU5p10x65nor1zjOKcF9bG9Bs+C82quzJoVp+vF9YnfPB0r07VfRtQi6aaR4JcG4rSkOYla6McR0k8JWkGDtZaQlfRjTw6e1/HuxGDWYZSkuO9ECXFoVSH50hKY+k1qjv4y9sxi+2qGByqAa7aGGa55mS/gedKGp7DSi9gmpZkWjNJClwlaIYuDddBCnFIlKwOE3qRh7jDwN59Gp5gllmUEFgjscLgKoGjBNpaJKKKPBSWJK9qgAJXErgKKWB7lnOiG2FFFbEJPcWpuQah7/CVK7ukZcn7VjqsjlLaYWUpcKIfsjZM6anKELLQmp24oBu6+OrNDt9HZd+XSSqwBpStuueywuAogaAScp6ChitJtUVKie8qeqGD50qSomSalQgh6JtqTp0FLmxPGcYl3ehw9GWuUY20KUrDMC5ohQpjLWlhmBWapqfY3Kuh2pllzLd8ljshxtq7jtrcyh17qR28yR/srfDtML7kYWGal8SF5tgb7ChagcPa6PVJAjWPNg/0NuRP//RP+St/5a+wsrKCEILPfOYzhx7/m3/zbyKEOPT10Y9+9NBzBoMBP/uzP0u73abb7fLzP//zTKfTQ8/52te+xvd///cTBAEnT57kn/2zf/ambfnDP/xD3vOe9xAEAe9///v5j//xP973/a15+/CUZG2ckpVlJZicygZgdS+FdrwX0m/4B893laTf8DG2KqyGSngluWYwy3hhbcw3V0d8/dqIVzenXBnEXBsmzLKSa8OYnVlGWhjOzjc4MxexuptwZRCzMa4KpFueQ9N3WGgH9CKfhu/QClxafhW1mGYFmTZEewNj74QA2lFI6Lu4SuC7ktARSCmwVFGfotSkhaU0VdoLLFlpSbWlHXooKbDWMklLAkchqUTQ9WHCtUHM/++bG/z3V7a4tDWtCuGVpBd6nOpHKCUpjKE0cHa+wdm55j0LpoN9EnsddKKKklG5GuDIqlvOAjNt8V3FYtPjmdM9PvzkIh840eNYJ6IVuvRDn9NzEcc6IVvTnFlWstAMcKVge5oxy0pKbRgmGVvjnPPzTY53AwwGR1WWBFcHMdZa+k2fxxdbfOBElyeX2igp0dbcU9Rm32z1u8/0+O4zff7CyQ4Af35lly9eGvDFiwMu7B3nt8rpuQaPL7YwwO5eN+ajNL7kYaHpOUSuYpIe9sGfpCWRV6Xkax59HmikaTab8fTTT/NzP/dz/MRP/MRNn/PRj36Uf/Nv/s3B977vH3r8Z3/2Z1lbW+Ozn/0sRVHwt/7W3+IXf/EX+fSnPw3AeDzmx37sx/jRH/1RPvWpT/H1r3+dn/u5n6Pb7fKLv/iLAHz+85/np3/6p/nkJz/Jj//4j/PpT3+av/pX/ypf+cpXeN/73vc27X3N/SQrNLO0ZKkTkOQGbS2lkghpiTyH83umljfyxsXQU5JhkrM6TJlr+rQDl+vDmNc2pwSOJMl0ZWdQVAvpyV7IXzjRZXuac3kwY77lszXOKIxldc/zZ6Hps9DzMNYyy0ukhCTXB63929OM3B4tySUw9BsO46QkLTTWGgptwFoCVzHOSoSsojba7hlGWgNIHCVwtWAnyYgzQ6AUW5Pq7hgkvltF5l5cn5CWlu860z+IYLRDl17DY5IWpKXm/HyTL1/ZeUvny1AJJt91SMuSrATfqcShNrYqNlcQKUlpoe+7fPBMj+841sFaw39/dYeW7zLOco61Q5bb1Yy6rWnO44sNTs6HxJlmmuVc2y0YJgUSSMqclzcrm4ZZXnXKGQsNT9ENPc4vNMnLqmYsyUt2ZwXamnuO2ux7RV3Ymt73Drcb7RS+HcaXPGg6kcdTx9oHNUytwGGSlgxmGc+em6+jTN8mPFDR9LGPfYyPfexjt32O7/ssLy/f9LEXXniB//yf/zNf/OIX+a7v+i4A/s//8//kf/qf/if+j//j/2BlZYXf//3fJ89zfvd3fxfP83jve9/L888/z2/91m8diKbf/u3f5qMf/Sh//+//fQB+/dd/nc9+9rP8zu/8Dp/61Kdu+ruzLCPLXm+7Ho/Hd73/NfePaV7ieYr3Hu+wPsoZzHK0tZzwqyG5jy82mWQFcOcURqGr9vysEGyNM5QUBK5CyWqRF6ISTwjISsNunOMpyUonxHMko7gkzqqv9kIDYy1fuzasXmNhsR3Q8J2DLr2ivHO0IXTAc509fyVD6KsqIpNUReCuK2kaid0zrNQaCl2FkstCM0k1Ld9BCBC6YBBnJIUmLS2essRZCZ5DqS1FqVkbJXzo3BxQpZiSvCTwqmLoXsPj4lfit3S+BFVqrt90mKaWQawPhvcaAClouZLlbsDjC00W2z7L7YBRWqC1oekrFuZDNsYJkeciZTVTbjDL2ZhkrLRDjvdCnr8yZGeWc7IX4Sh4cW2CFIIzCw3a2rI2SslKzTgred+JLsc7EVuTlMuDmFwblIRzc28tanO/O9xu58vkB7VYejt59vw8UNUwrY1SIs/h2XPzBz+vefR56Gua/uRP/oTFxUV6vR4//MM/zD/5J/+EubnqYv7cc8/R7XYPBBPAj/7ojyKl5Atf+AJ/7a/9NZ577jl+4Ad+AM97vb7hIx/5CP/0n/5Tdnd36fV6PPfcc/zKr/zKod/7kY985E3pwhv55Cc/ySc+8Yn7u7M190zTc2h6DlIKnjnVIMkrUTPNCqSUvHely2CW33YCe5KXpIVBG8NXr44YxwVJqTnW9tlNcj4w16MXeiSFJilKTvcbXBnM2BxnmIMaHEk3cjnZ73F5Z8o4KXh5Y4Kxe4XchSYpNau7CWcXmpxfalDcYeptoCB0qxqrWVrQ9FU1O01KFloST/psTDJyqbDWIvajTFWQidxAqTUt32exHXBha0KiwVqNI0Fri6VKky13AqyofJJKY28awUgLTce797tqAfSjKrIVeQ5prml6lVi10uI5ktCp8nXGCrQxrI9TntKGpcjjta0p31id0G+khK5ibZRyfG/47vY4YxBnPLbQ5HgvYr7lM9+q0qPfuD6iEbhErsMsM5xfaNCLPK6PYqyByK1Epe9K+g2Xc/MN3nei+5ajNve7w632ZXpweI7kB59c5IOne4zTovZp+jbkoRZNH/3oR/mJn/gJzp49y2uvvcav/dqv8bGPfYznnnsOpRTr6+ssLh5u83Qch36/z/r6OgDr6+ucPXv20HOWlpYOHuv1eqyvrx/87Mbn7L/HzfjVX/3VQ0JrPB5z8uTJt7S/NffOrULn47Tg2XPzdCOPbuTdNoWxMc7YmWVYoBO6RL5ie5SRaEOcakZxTjdykUIQedXF8oW1MRvjlF7Doxd5ZKVhbZSSl4YT3Yhvro6YpprQV1WNU6tKLz9/dcjJuYgnl1pIefv0nOtAO/SQCLSGTFvE3ijgaVrQDjyWOyHTNOfCZkxhwAWE3KttMhZtLFIKtIX5lo+rSl5OcrSpREzgCnqRS+g6FFbjOfIgbfnGcSSBq3h8+d4XZ19C6FYCd5QUaKDhKzQSZQVIiyMUnqNYafvszHIyY3lhbcL2JCctDP3I5cpOTCd0GGeaC1sTjBW851iL96106IUeL66PmWWap461mWYFSV7iKonAUu41DjR8h5bv0o1cwPLC2phJWtAKHWaZ5sLmlOVuSOTd+xDa+9nhVvsyPRy0arH0bctDLZp+6qd+6uDf73//+/nABz7A+fPn+ZM/+RN+5Ed+5AFuWZU2fGN9Vc2D5Sih830BkBb6UBdTWmi2pxmLLZ+vXRsTeoo53ycvSi7txCgBL6yP2I2r13znqS5xXtUWnZ6LGCclWVGJsRi4MkhYORcghOCplRaR6+51uklGac7aOGWSFpQa7uQ40A1dPni6XxW6FwZrK3+Bhl85oO/GOblWTLOS0lbvtzcqDgn4rkCKKmpT6L2UnCtZ6QRsT1PysnIMHyYF6+OE472Ic/ON2y6+x7oRcy7sFHd3jgTVRk3SkhO9iOW2z+Y0ZWuSI4TACpilBrAsdyXjrGSW6T0LhJyNvfMa5wVb45Rppgg8RWksx7sh71vpcGauEnSlsVwfjnh5vTIi3JxmzNKSQsNc00NI2I0r4fgXz/QBwWCaVwOJw6oj6stXdlls+5zuN+55NMn97HCrfZlqah4sD7VoeiPnzp1jfn6eV199lR/5kR9heXmZzc3NQ88py5LBYHBQB7W8vMzGxsah5+x/f6fn3KqWqubh5I2hc18pPFdieb1m6Fb1IP2GR6ar6NC13YRSV4XbSikavkPTV6yPc/JyRug5OEow3/Rp+g7nFyrTzK1pznivbqodKDqhB6KKBITe6wtZteRWbtcGQ36HOvC5VsjJuZCtaYpSFmsdFJamp8gKjZCCwJV4wmWcFmSFRSnwpUQpSa6rtOBK12O+FfD85SGlNQSOwpUSLSylrXyRSmN4arnF40vt227TSjdgrhuys5Xc1TlSAnwl6EcukSu4PEiYZAXWCpQQOKKKiBljSAtL2HYI3MqIc5qV5KVle5wxTHPGacEkLylLg+cp3rPUZpiUzLISBASepCgNL21OONYJWWwFXEqnTLOCbqTYmeakuea9x9vMNTz+6FubbE8zdpPiQBD3Gh5FUUXq3koK7FYWBHdbK1X7MtXUPFjeVaLp2rVr7OzscOzYMQCeffZZhsMhX/7yl3nmmWcA+K//9b9ijOFDH/rQwXP+4T/8hxRFgetW4dTPfvazPPnkk/R6vYPn/PEf/zG/9Eu/dPC7PvvZz/Lss8++g3tXc78IXcXWJOPi1uxNhbL79SD7i09pqsGsp/sNfFXZFBzrhFWnnYBsU/PYYhvfERg7ZX7P1G6Slsw3PVxHUGjD8V7EXNPjwtaMa8MYJQTXBjFSwM4sR4kq3ZWVhuGsYKUf0goctscpZXF71TRNCrbGGa6q3iP0Kh8pz3HIdEbbdwg9B60sUggQFl1C4VokFrV3TJ4+1aMoDa4j6Ps+V0cpoe/iKMPJKOREP+Q7T3Q50W9QGoOSN49Y7Hdt3ShGj4onK+E0LTTFOCWt9A1WGGaJph15uLJKQU6Sgq1pynI7pDCW0V4H3MY0YzBN8V2HflA5uo/inG+tjUlKTV5qpBSkuWaaFTy22MQYgURwqt9goaVxHEHDU8w1XIQQ/N9/domvr45ZblXu78O4wFOV8NWqmkPoKnnPKbB9C4K32uFW+zLV1DxYHqhomk6nvPrqqwffX7x4keeff55+v0+/3+cTn/gEP/mTP8ny8jKvvfYa/+v/+r/y2GOP8ZGPfASAp556io9+9KP8wi/8Ap/61KcoioK/+3f/Lj/1Uz/FysoKAD/zMz/DJz7xCX7+53+ef/AP/gHf+MY3+O3f/m3+xb/4Fwe/9+/9vb/HD/7gD/Kbv/mb/OW//Jf5gz/4A770pS/xr/7Vv3pnD0jNWyYtNC9vTLiyM6Pf8A8VyualYX2cHIw+ybVBUEWCHCk53g24PIiJvGoobaktcV7ZBgyTkqeOdTjRjQ4Kwc8vNNlNCgazDG0ML21M+ebqCGMsJ/shk6wkcB3SImeWl8R5FV/qNl2+c6/AeJZr8jsUgm+PE1wleXKpw/o4Y5aXLLebdCKX1VFMWhjSwjDNcpLCYA1ICUVZuWaHnuLxxQiJZDBLK78mIegFHo/NN+k2XSJXETqKp1a6TPPypmmeG6N0V3ZmzLK7zM0BrdDBkZJhWhBbi7bgOQ4Ci5SwO82q6JyUBEpQlIbNcUrkO3QbLtO4YHeWURqDjyUuKnPLVuiwOU4xVFEdT0pmWVkNOQ5cVroReWkO/Lu+cX1EK3CYa/q8ujXhW9cnJIXGWIMQ1TicuYZkc5pxuhcezBV7qymwN9aH3Qv3K2pVU1Nz9zxQ0fSlL32JD3/4wwff7xdW/42/8Tf4v/6v/4uvfe1r/N7v/R7D4ZCVlRV+7Md+jF//9V8/VEv0+7//+/zdv/t3+ZEf+RGklPzkT/4k//Jf/suDxzudDn/0R3/E3/k7f4dnnnmG+fl5/vE//scHdgMA3/u938unP/1p/tE/+kf82q/9Go8//jif+cxnao+mdxEHU+23Z3xzbVSN37Aw1/QJXAm4XNmNWdtNiAtNYy+1tTnJGKclF7an/M9PH+f8fJPVUUpaGHbjjHbgELiKvhSsdEMcJZGlOSgEt8BSO+Cb10d87fouDc/hRC+iFbjszHJ6kUs7dOkEDpk2NH2X0/3oYIFzJOR32LfCwLXdmNNzDVbaAavDhMEsRe8NIPakoBu6DGYZjqha+ZWSWGsptKXtShY7EZcHMxwh+e6zcwymOZd1DAjS3LA9yVnphFzbjVloBTdN81wZxHzz+gjXkby4MaY0R6/tEVS2Ca3QY3eWk+RVlMoARpcYC46zPzpFELkKx1FVis6TSCE43Y94IR1jsShZnT8jqjRk5CimWhM4Em1ACsl7jrW5vptwfZRyrBvS8KvL3SjJScsSPxd89lvrfP3aiEla4jqCrDA8faKz5wqe09aGzvEOrpJM0uKhSIHdr6hVTU3N3fNARdMP/dAPYe2tQ/z/5b/8lzu+R7/fPzCyvBUf+MAH+NznPnfb53z84x/n4x//+B1/X83DyX7aTQmBKyXTrOTzr23Tb3gc64T0IhdtqnEYkeeQFFWXm+dIIleS5JpLO1OePtHjQ+f6PHWsRaEtl3dmXNyeMpwVJIUmzkumqeb0fIQ2ltBzODPX4Opgxuleg5VOSLA370wKwTTXHGsHfPB0v4pWVKVMB+mvQlfC57aJrhJeWB2zPspAGIy1bE5ytqYFSkLkKUK3cgVvhS55aQldgSMFeWkoEbyyNeHJxQ5/4XSXE90GW5OUnVnOa9sTzs43OdUP8RzFK5sT5pv+mxbhWVrw5cuDPR+klOevjghdVW3cXZCXGqPNoZl1+f7Ol1S1WK5DO3JoBpVvVC9ymGQabaDpK3qRhzYWi6AoNQZLbiyt0OXpU13ef7xDw6+GKgtRNQbszgr6jWpUzjApKErL81sjru0meE41bictNDuzlMsDl3bosBuXnOwGLLf9gxmED1MK7H5ErWpqau6Od1VNU03NzbixDdt3FEkxYmeaE3rVUFttLK9tzeg3PLoNj9E059IgJiuqOSC5tiy1fCLP4eogPkjjXd9NGSU5uTaM44Kt9TGh59CLXK7vxuzOcv7S+XkQoGQ1lkXfoH58RzIc58iOIHQlG+PsTQXoWWHwBaS3UU0pkBmLqwRpKdicZjhQuXwrgSclk8yQ7XlBha5ASsk01xhjcaRGa8PmOOHl9WqhnWt6nFuIcJXgeDfEcxWCKmo2SfOq7f6GlurXtmdc3onphh6ztCQvDUl+pxjZ61ggLWFwQ5TpjWgql3CswVjYnRWEnoMAzs41ONUNUEqgpOSljSnWCgJPUWhDoTWtwCXLNbO8pBVW294LPc7ON1CSg1TWufkGF7em7Ewz+o0qfTvNKlFcatiaZPiOpB+6PLbUJtlLx90pBXajQ3ctZmpqHk1q0VTzrufGNmxjLdZWi7QnqwG2pTZgQUrBSitgMMkZTHNCTxG6isCF0hrirGR7krMb5yS5ZnOSVgugUrQblmGSE7mV35Kx9mBWmqckTd+hFToMpq8P9N1NcgptOdUP2RhnNzUklFZUvgC3meOm2Tfe1AzigmlaYgwEviB0HFAFcaFRWBJTmWz6qvJaSnNNYSyDWYkQBeXmlKw0vGe5TaHhsYUWTyw3WR2mXNyZMZhlfOVKyeoo4/vOz/PksTaFNmxPMlp+5WVUjXCB5O6CTBggK+ybdlXuPWaByBFoIzAGHCXBWrbjHN+V/OmrO4zTgshVLDRdktwyLUpybTnTD3n2/Dx5aXlpfUKpDf2Gz6woeeZU71AqKysN3qtbpKWhHVbRv+1pRlEapIBRUuApycl+yELT45lTPcLb+DTdzqH7bu0JampqHm5q0VTzrufGNmwpq6Jg35VsjXNKY3Gk5NxiQOAqOntpuqVWQOQ7B4XB7dBhdVgVdFvj8urWjNJamr6DIwXDJGeu6ZPmVWqp6VYO5GujlFNzESvdkElaQNOrUljjEovlu8/0WWwFfPHyLr4j32RIuJvkpEcYfBvnVapQW7CmSmNZbRmXJXFR4itJ4EgEMM1KplTF4MZUHWtYS1EaCm0ZzHJeXBsTeIrlTsA4LXlla8LOpDKATIqSr14bcW035kfes8TTJ7tYASu9gAubM5LcEDqCrLi77jnFvt3CYW5M1bUCh8JAUpRkicVRVf1OXlqmuaY0hqwUhJ5LMxC0CwffVXzkfcucm2+xPkq4PIi5uBPT8J2D6JCS4kD0WAvn55p869q4+szs+VqFjiItSzqhx/ecn6MdunxrfcypuQbvOXZrC4baobum5tuHWjTVvOu5sQ3bUxJHCqySLLaqeqbT8w3SQmOAk/0GK70JQlQO4OCw0PKIfMX1YYKnJNszS1ZqmoGDMYbtuGR1N2W5E+C5kl7oIaVgc5IxSQvOLzZY7gRobfjqtRGzrMBiWWr7GGP5Hxd3+Nb6hF7kkhaG5U6IEtU8u5dfGx1pHy3VEF5rwYqqXspiMabyWCq1Js0NeWnZ72nz9owuEZKkMDRDi68krpIM05IfONUhLwxfvz5kdZAwSHLGSclcw6XpKYrC8MVLA3qRh68kfuhxcs7y6tYEJauC66Piyiqi5Ehu2y24HReVIPKqCJwyleHkSAnmI49Uw7goQAimmcVi+Z7H5jjejUhLzULbp9fw2JymvP9El/nmmw1oA1fx5LE231wd8fzVIbk2pGVJWhpCz+WZMz0eX2xTasPGJOXKbszZhZubfT5oh+46JVhT885Si6aaR4Ib27A9pRglKSd6ESf60SEfm07oVu7O7ZBhXDBMiqqQuLSc6kXszDKmWckkLRkmBZHnkOeaSVqw2PZp+i6hV9X/XEtyLm8XzLUqawNtLK4jef/xLq3A5dpuzBcu7XB6rkEv9Cj20jhAtcgXmrVxeuR9zPcG8AKUtjKwtJbKBRzIrT2I2ggqkaUNSGnIysqK4PHlJk3fYRQXtH2XC5Mp37w2Yn2S4TmCxZZPN/KZZiWBoxAI1icpp3ohlwcxvcjlfcfbWGv4+jUO1XDdDmvBc+H/z96fB0mWnuXd8O95nrPmXnt19To9M5oZzWgXiAEEJqwPSbbBem2HjZAtCGTwH4hNEUAIhEKAsTAYGWE5pADD57A/MAThLxQEgRXoRbzIlgaBlkH7aJae7p7urq4917M9y/vHyaqp6qWqurt6mZ7zi6jorsysPCezuvpcdd/Xfd0TtZDhRnbVxwkEgQIlFZ5z+KFgmGkKa2mGEqUEG4lmkGoiXzHXDBmmhq9f6JFqixDQCj0WJmo0o6v/93a4EzPTDhk8VbA6KkhygwTmmyFTjTJtO9OWRlC2Yq8WM3C7ErqrlmBFxe2hEk0VdwXbx7AfWWix2E1ZGZYJ3dtNvGocHfDkUp+5dsTCRNlWS7Xh2GSdT3ztIiuDHN+TmNyUAirJcc6R5AYly9bRUi9jsZvRjjxCJRnlmq9e6HF0osZcq0GmDaPcMFkP0QammwEXNlIQcKGXEvlyfFHe/wXO8fxqFDsWSpvTeJcWfRxsebvyAnxlaYReGbq5OiIzhsdOrVHzBLHv0YkNaWGJPI/IU+TG0s809VBinWOuXU7Xne+mNMKAyUaE2MOLteN8HDRCn6OTNVb7GcPx18ltr0uMv4+bMQiZHVfOLAgc3ZGhEftEviojJXAEgeQr53vMNgNqoUc/04wyw+vvn8aTV988f2plyNNLQ05MNXjpgsfKIOHMWoJxcGZ1RCPyyAvHZCOgEfpXjRm4XQndVUuwouL2UImmiruKzTHsTi0g02ZHjk1aGIa5Zb5dpnqf76YkuSYKPE7ONOjEZdL2XCtEW8eKSym0oxGUS3qn6j79pOBiL2N9WFa0TKg4tTJECrFVncqNQVtHbizNyGOUG6ZqdXwpWeymrA1zDrdj7p9t8sT5jX2/NgF4AuphKbiEEDjltpbuXqnoIyj9OpKyKvKlcxtk2nKoHY3bh2W7L/Y9kqJgeZjhqTJNW8pS6DRCn1qgmKg9L0o7Tyn+59+e4eo1o8vR1pEVlsBXJMaUwaJjTeEoW3ehJ8kLQ+HAk4LCUiouUXq1MlOKk5Ep/U1JbFhoxVzsZ8yLsnU6WYPz3YQnL/av6EVKC8NTS31GmWW2FdMIPWabEb7yOLuecHZ9xLGpGvPtmHqgWGhHV60W3Y6E7tvdEqyoeDFTiaaKu5ZNAaWN5ZnlAc+uDhllmnrocXyqzquPdRhm40TpyCPTpchZH+bk2hJ5Pr60hLEEQhyCyXrAjIRekrM6zJhthUzWy3bWINWcW094eKGNJwWBkvRTTex7RIGiGZetvQUT8+jJKZqRj38NlQhHWWESQuAriXPge1CYMlm7uKTqYxmLKTeOJ5BgrWO2GWJtWc2ZboTMtiJ6SY6vBOe6Cd1E0q4FzDZDWpG3QzRsvqdT9YhrqaEIYFQYFvspgZLUfIsS4HkSJQSpdigBgSfoJQZPQhz4GL1ZgwI3bqMaC8ZaBI5nV4Zo4zg+1eD+2eZWS243L1JuLLm1eLKsYEHpETs5U8dahxAw34qZb8cstKM9k7ZvdUJ3tbS3ouL2UYmmirueU8sDPv3MKmlhyuqMKy+2x6frBEpueUKmGyGeLFOhh3m5+FVbh7PlKPpcu8bFXrq1PHamERL65Y9QJw7o1HyW+hmDVDNZD6gFinMbI+6bLS9um23A8uJeVghqwbVf3HwFNV9Qi0ICT3B2LUVfqpjGOMr4ySOdkG+9f4ZzG2kZupkUnFsf0an5TNZ81oc5x6bqHGrH1COJc5J7ZxrcP9dkol5W7bZfiJWAawgERwOeceTjgFAlBZ5S5UoX51BCUBjNMLUU1uGcZJRZGqFkthGykRoCDwzluTcin1ak2Bhpnlsf0a4FNCMPT5XrU3bzIgVK0okC2pFPL9VIKQmUZJAZ4lDxyiNt/t6DMzQjf1/i41YndFdLeysqbh+VaKq4q0kLw+PPbbAxKphqhFs5PU9e7HFqdcjff3BuyxPy1HKftVGOlGUl51CnhsDxlfM9LvZSAs9jvhOBENSHBUpKRlk5pi+FpBWVlSTryuTxmWbEdCNECLFVgTg2UdshQq5lFQmUYqWXGmJPMllXTDYC1oYF1lqyq7iyBaCUGod/5qwPC9ZHORcHaZlJVWh6ScFSP+FwJ+Yl85M8ONckCjxWhznne+llRuNWHCCucV9vasAMNU7CVKhoj5O9R3l5/iDQtlyjgnN4slyH0ssNzllW+pqkMAhZZit5EqbqPue7lpVBSqI1Upf+st28SJGvODFd5/T6kGyp3KG3pkuhfGwi5tF7Z7YWM18Ltyqhu1raW1Fx+6hEU8VdTT8tWOymtGs+9fF6E6vKAMiksMhxq8sfm7mzwhL7EkS5hmRtkGOspRHIcjoLSDJN4AkKYxDCIy0scSCZa0fMNiNedayDg62KQ6YNo0xzsZexMsh2iJDZ+uUj8bthXDmyn2tLNMyYqAcstGssiRGjPN/hy5Y87xla6ec8udRnuZ9xYSMh8CWt0OPCRkYvzTkyEfPAfBMpBKk2DHLDyii/qtHYOovnca1bVMrzszDKLb5v8AQIIfGUQEhH7ElG2lLo8nvknKM7KnCuXD4sBfiqNIv3Uk0t8DgxFZNoy9n1hMOtmMlGsKcX6fhUnW+3M8Se4qvn+6SFYbIebLXUjHWXTaHdSeP91dLeiorbQyWaKu5+xM5QRWPL1Sr+JUWIRuhjLShPct9EyFIv41SSM8gMhbY8tz4k0wZPCZLMYBzcM9PkJfNNBJBqw5GJeMf6ESg9RWfXE86sDpmshztEiH/pSeyBr0BYxh4mSz8taMUeK1KgxM4IAEtp8g4ldDPN+jAnUJI48OhnBZGniEJB6AV4UpAWllbsM8oMXzrX5ZHDrasajQvjCJRi3+Nz284JynH+QVJQGId1bpwADs6V++bAkhaU7TMg9MpVNNqVvizlOQK/jE44erjFZD3kkUNtwkDSCP09vUhKCu6fa2Ksw5OCeuiVa3Cs45mVwVbLDe7M8f5qaW9Fxe2hEk0VdzXNyGe+FXF+PUUJOW7PGdLCMNMIqYfP/whY51iYiDi/kfLcRkJ3VGylUEfjC/b6MCfwFJEnODIRoY3h6eUBJ6frl/2mv3mxfXZlyFcudMvgTSWphd6WGHn89Oq+X4ugXAUjcWgDwbgqk/VzCgudmmRpuDN8oDBlgnhDGbppQZpbGpHHkU7IemrIC0MYefRTzZm1EVIK2pHPTDPEkzsF3XajceDL6xJNm+QWRGExthSVSpaZUoNMgytFgRDlShwkhL4i9BXCOLppTmEdhwIPJ2B1kPMt907zppfNX5OASAvDyiBjoVO7TOhun0K7k8f7q6W9FRW3lko0VdzVRL7ilUcnGBUrDHPNKC/N0YcnyjZOOjZQb3pCvunEFM+uDPizLy2OxZWmXpprEMYRBYrIFwgEL5lvYaxjfZhRTMSXHXvzYquEIFSKwJc7wi0jX5Hq/cdqOyDTDuEgEFBoSy/JiX1FJ/JYvELUtgMKV4ZKBlKwmmsiX+D5Eb31FClgIykzxH1PkqUFa4OcZuSj7c5z2240nqwFW5Nn14s2pS/JiOen/ByloMI6QgBRepyklFgEhdY4C6mxLPZS2nHASxdazLfK9791ifjZjf1MoTlHNd5fUVGxRSWaKu56puoBL5lrsD4oMLgyZLET44CL/WyHSXu6GRIowV98bYmzayOW+znWWpQQ5MbghKQeKFqRx/n1lBOzdXylkEJsVR8299CdXh2OzdeKOMjKnKVAsjzImWmGZIWlXQt2PfdL0a7c4RZ5EAceE/Vypcsg1Qx2WWI3SHMyXcNXsNjLGGSGXpKjbRljMFX3wTmMc2hrMcaw3C+XD7ei4DKjca4tmbm+KtMmm6GWnixbjrnd2UZ1AuQ41TwvLGlekGpH4Em8cWRAoTXnuwnnNhKS3FwmYHbzIe1nCi3T1Xh/RUXF81SiqeKuJc01nzm1xtcu9BgVhkAJ7p1p8E3HJ2iMqwbHpmo7TNpnNxL+9zeW+PzZdYwxFMaMc4EMOAgDaMflepGL/ZR65DHbLLOahlnB50+vc3p1yCDXPLs85J7pOkcm68w0As6sjQjHSeDrwwLj7NjUvD82AywFkBnoZwWtmseRdp2vDLtlheYqrI4sjW7CbCNEG02uLb4nGQ4LaqEiM45smBNIQc336KcFa8OM1UFGMyqTvLe3H9eGOULcmJ9nU2oESpDjUMD2wptz46wp59DWUBg3rkg5fKU41I6JA8mZ1YRD7QGL3ZTOWITux4e0nyk056jG+ysqKraofuIr7lo+c2qNx55ZQUrBoXZE4Cn+7rkNPnd6fesxmybtp5b6SCFYH2Z85VyftNAkOXhCkmtLmlsKbfEE9FNLri0XewlfOLPOxV7KUj9lfZjz7OoQYx0z9YhAKZ5eHrLYTZhvxxybrJEW5R44JeH+2Sb6Grbe+vJ54eRJcFbQTzQXu8llpvZLcVDu1SsMnXrAg/NNZuoBDkdhHfVQMVsPqUcehbXkrjy/hw61yvuaISdnGluCI/AlwXVWWBTj39bGPqascJix92ozkNMDpCw/txa88YLjZiDxPcVE3Sf0FUlh6SYFoa9YGeZkuqx+bbZGpRDlguVxJfD06nDHuRyfKr1oFlhPcizsEIebwqqfFfTTYst838+KXafzKioq7k6qSlPFXUl3lPO1Cz0m6yEz48ydqFH+c//aYp8H5posDTIWNxKeWOoTKIkDzqyMGBYaiWBUaEIFiOfTuDeX9a6PcjylWGgr1oY5n3pqGV8p5loRk/UQ6xwzrZBTKwNOr5Uhkq3Y5/BExLHJOg/Ml5WMzzy9v4uuoBRK0pVTZo3YJwo8Yl/RLyzGQSxhdBUNZoFBalkf5TQjD+PKqk7se2MlJkgK83xUghLUQkU98PGV3BIkmyLhUCtmOPZCXQuC51e7eICVpQl8UzB5rrwv9gSFc4RjoRgEkprnIaQj1Y5a6JVVoVRjnWWQak6vDHlkoXVNPqT9TKFV4/0VFRWbVKKp4q5kkGtGheFQOyI3phwtV4JaIHliccCffPEcG4kmVIIkN9TbEadWhpxdT8i1LgVFoAiVJLMZ1kLke7SiEEs5M2a0RUpBL9GsruUUheG7H55nsZuwOsxJtcE5x+JGyqFWxGQj5KWH2jtaRLVwf6LJAbkZl4alxGwu7BUwSjXalKnlu2GgTN7WlicW+9Qjj+OTMbmBRlTGEKz2Mzq1EGsd5zdSTs54GGO50E9ZHdRY6NQAWB6kDItrM4Jv7s6TohRGjlIwTda8cQq7xY4n6cJAIXW50kQpyYnpOien6vzt6XVC5ZBCkOhygfI9kw3SwnKhm7DYTVmYiK/Zh7TbFFo13l9RUbFJJZoq7jrSohQrnmDcjhFoY/GUZH2YM8oN042AuWaIdXCh2yPyPeqBZJhrGr7HUpajhADhwAmcLY3DiTakeTkWX1jH+ign8CTtyGPdOJ5Z6dNNCo5O1unEQTkyLwoOd2IeOdK+7GIr2J8vaHO6rNw1ZyEv/T1p4UiLAiVBbM7t70I/KXOPLDDXDJhuhtQDv3xdhaEW+sw1QyYaEWfXhjyzPGC1n5Foy1Iv5WWHOzx67zRnVkfY/XcW8YHQB0+WYZ+5KV9TKEp/lhMCKQTGlXv0Uu1wziIRzNUDjk3VePTkNKvDjDNrKWvDgjhQ3DtZ5/h0nX5mmG+FrAxzFjrRTfEhVeP9FRUVlWiquGu41PzbTXO+fmHAsckanVrA2jDnqeUBDx9q0Yh8an65q2yuFbHYTznWiVBSEHiSQluMBGNF2ZbzJdONYJyWrYmUIvYls42A2PeIA4lE0E8NvtJI6RhkBVlhOdyJSK4SLdCK9jc95ygrRbkt22qFcXhSk1pDYS11X40fdXUUIBRo5whVuZT3/vkWhbac30iYa8V0Yo3nKSbjgKVexlPLfQ61I07O1JEI/p9vLFEYQ+wplLp8SfCVEEDkg5CKRBuybV9jNGQDje9BzZc4XVZ26oHACR9rLJ3YZ64VUws9Hlro8MqjcHqtXPyrVDnVON8MuXemyUgbEGLfa0a6o5xBrmlF/mVZTRUVFRWXUommiruG7SGEdd9jshYx28zJitLLoyScmIw5NBGVE2i6rD4tdGIKYxkVlmGmKaxjthWQ5AbPU7RxNKKAw52I7jCnEXikuowh0E6wMcpZ7BpmWyHKCdYGGV8910OIMlxzlMstv81lY+/XUPWQlIJpc1Q/LRwCR2FAe2U45254EmYbIXPNkH5umG5F3Dfd4OsXe5zbGKGtY6YRcWQyJvIF5zdGZRTDZBmr0E0KBpnm//7qEt923xT5PgWTAsQ4suFSkSUoN7FoDdpaGoHAU4LA85HCMdmJqEceU7WAKPR49bEJlvspmYYkLwVsUlim6pLz3YSZZkToyT19SJdOVtZ8xUOHWjx67/Q1fU9uJ3fSWpeKihcLlWiquCtIC7PD/DvMNFGgeMWxSQptOToZUw98nloaMMw1nWbASj8DQLsyL0lrQ6fmMdMMaUY+K/2U9VGGsYLQE3TTgn5u8aTEV47cOJb7Gc5ZmpHP8cmYxV7OhfUhmbYcnazRCD0K4+in6Y6R+E2G2f6Xt4332G6teysMBGOjelaYvTpzaFvurEMIGqHHwwtNNsZCaKoR0Y48FjoRiDK/qB55TI+XHC/1MyJfMV0PWeymfP7sGvvpzklKgTfM3RWzw+22xwHEoYcvJbPtkFbo88pjbVqxz3c9OMdUPeD8RjmpeHZ9xJm1EfPtiHtnG8S+4sml/vh8SwGxmw9pc7Jysh5yqB3RTzWPPbMCwHc+MLuPV7Y/boawuRPXulRUvFioRFPFXcGl6c6+Ktd8WFeatTu1kHrg0Yw9NpKCTuzhK8Hp1SEbo4LjUzWcL7l3psEot5zbSEi1xSHwBDxwqMUgNeTFEF8JDjdiVgcZTy+PkAKmm4qlQcHKIEMKiS8lgZI8t57QjDzun2teNoF2rVzqu44CQSvy2RjmFGbvhSa+gn6mEQKOTdZ4xeEJnlzqc2SihhSSpX7K+W5GM/IYIlGifO3ro3xrUW4/MbTjAH+fHvDNeIRiF4VVrocpBeBUPSIMFCcm6xybqnF8uk4z9OjEAU8vDzmzOmSmEfHAXLPck5drtHbU6z7TjRAhxI73+Eo+pL0mK199fOKGW3U3U9jcyWtdKirudirRVHFXcGm6c+BJ2rHHl853qXkKPc7XqQeKVx/rANBLykrToU5EJ/ZZHRbk2rHYTUuTs4OssGhrOb8xIh1HVo+0xUs1U/WI5zZSsI7pekiaW1qRh3PljrjCuNKgTdkWy7S5bHJrrhNd0+vcHnApASkktUDRS8yeS00EZVvqQjdlsubzV99Y5uzaEE9JjkzWqIeK5X7OhY2UZuTziqNtvvRcl7VhRi3wMc5hHTw416Cf7T9uQAnY7dEOwIKTMMrLhchL/ZR6pBjlhkakuNBNWOnnhL5ktulQSvLwoTbDvGyn3j9XJ1C7p3RvVn3WR/nWZOV2mpHHhW5KLy1uWDTdLGFzaUUVqrUuFRW3kko0VdwVbE93TnLD8iDhicUBp1eG+L6glxU8ON/iNccmuGemwRfOrJFpw70zTeZaEb2k4Cvne3xjaVAu5VWSpCgFRpngnTNRC6iHHrEvWRlkrA9LEdap+dw/V6ebaIQUPLeWMNnw6MQeg1yzkRQ8fnaDhU6Md0mVwdprG9vf/ujClstrQyVpRJJuandtmSUGPOPoJjlrw5yvX+jRSzWNSDHTjFho15htRFzoJUghePnhia3XOcoNoa/wlSPRhsjb338dFnYYv6+EBISEwBNkhWZtHBFxn2gwUQ8Ypprn1hOsdbRqMRe6CZm2RJ6iHnqsDXOGuSEVV56Ou7Tqo7UlyTXdpCBqPv86+qmmFnjXtL/uStxMYbOffXmVaKqouHlUoqniruFwJ+bs2ohPPbXME4sDtLPcM1XnyGRMb6QZZAWFtnziaxf5i69dJDOWM6sjjk3VmG2EDFPNM0t9PFW2pvqZptAW4SzGSAaZZpgbAk+ircNZTeRLhpnhXDcBJwh9iRCOLLeskJdBjg7SQjMsNIvddEelYbGbXNdr3XzeQlskECpB3Yf+XgUgUe55e3Yt4WIvR1vL0ck6Z9eGNGOFNQJfSuJQsTbK+Pb7ZrlvpsnTywOaoce5jYxRbvGEJQDyfZxr6EGud28fOgu+FMShhxKClx9pUws81gY5850Q5wRPL/UZpBpPSbKi4GKv3DeXaVsGczrHq49N4MmdoulKVZ/IVzy7MkQKQTPy6KeatWHGoyenb7jKdDOFzX725VVUVNw8KtFUcddwbiOhnxUEnmK6HhAFCt9TCCQLnRrDXPPxry+yOsgxwHwrItWWv35mhVZUemI8UWY6raYabQzCQmYdxhnqoUJbR5IbYl+SWot1EuMcFzZSACJPcWwyRknBhV5Gd6RLc3krwhOCb1zsbxnNYc9YpR14lL6f3JRmcKXAR5TVJSEJPUt/j8BJ5yDRFt8vqzvdYQFrQ0aFJvIVRyfrzLRCGoGHpbzQn5xpUgs8zq6PSLXBUzBRC/DGYmgvrCsF02ZrcTsh5WsRAqxUTNYCMm1wTrA6zDnfTUh1HSngubURTy8NsDisdTQCj1FhODpZoxnVaY89TqdXh1vC9GpVn5cvtPni+W45gZeVFaZHT07z6L3T+/+GXIWbKWz2sy+voqLi5lGJpoq7grQwnFkrTd1L/YxuVmAAi2NtmNOMFVmheXp5yPGpGvG4mFD3FaPcsjYYkRtLagy5dmVqtRNlFlHhAMuwsDgHnZqPsVA4x1zkM1EPMMbhKfA9xdHJGs+sjIg8xZHDMQvtiLVR2aKLfIkUcN94/H2vnXHb0ZRVok2dkhYQ+gKMw3mGbB8J3Z4E42xZbVGSKFBIIVGiXM8SeWXl5dhEjdVhTjfJy9ykSPHAfJNRZvA8gQL2O/i32Z67VDRJAA8aSlKYsqIXKEGuFc+tjTgxWydUitVhznNrQySCibrPxX5KVoAxcO9cncMTNWabISemGvTTYkcL7NKqj7GWxV7KhW6CEILjUzFzrZiHDrUum2y8Xm62sKnWulRU3D4q0VRxV5Aby7n1cmlu4JWTc8Y5+ommMDDTDEhNaWRuxz6DTLMyzOknml6Sl9UQ4wikJHWaTFtyY1FO4CnwlCDyFEmu8aQgLQoafmn6vtBLsdbRqflM+4rXHJ+km2iCtmSqUY7orw3ycdVBbC2PBRjsJx1yGzt0kQMPS+HKis9oj6cSlJWtQjusLRDO4XsSIy25dgwyw9qo4BVHO9wz3eBCb4X/54klkkLjCUkr9vGlpB76PHvJ4tu9kDwfK2CBYBxebgwYacu8JgvLgwJjDUKUxnpPwbm1EevDgtiXZMaSW0cz9Cicw9rxBGGiyY25rAV2adVnsZdyZm0EwGQcMFEL6aUFa8P8wEQT3FxhU611qai4fVSiqeKuwFlHPy233R+dqDHKNMOs9LmkRc7aoKARSSJf8NTSAE9Jzm2MWNxI6WflDrqar6gHio20oCgsxpbPKwClykhJQ5mtFCkPJGwkBaNc46syy2nROL5+oUcj9Di9NuLcWsLKMMMBtcDjUDuiEfpY53h2dUTvOpbebqIUZBa0gdxcOQdpx3tEKViUEggERjhCKZioB9w726AT+9R8xcJEjXMbCafXhkgHvpTkBi52Uw5Pxsx3Ip5aHhB5MNxntWl7HpOlTDZX45MyVuBw+A4kjkFuSItkHHNAWe0SjsRY0lFB5Eusr8r9eL2EwxMx7VqZkm6t3dEC2171ybThwqaHzMF8u1yuvL065RwHkqt0K4RNtdalouLWU4mmirsCIQXN2KM30tRDj3um6zyzPGR5kOErQbvucc9kjUGq+dqFAWmhWe5nbCQ5UgjqQcDKKKeb6XKRrCpbWVJIMmvRrvy87gk8KSicYTAsl+Tm2lB4EjXSHGorPn9mg8xoukkp2rLC0IoDkrxAEG0lTq+OMtYG1y+aNve3CdhX0KQAQgXTtYDcWDq1gMhXBOOWoq8kibbkheXZlSGDkSYOPWRh8KTD+bJsQ0rJa451+L+/fJ7hVdbDXAlHGT+gx9WyTZ+TtK58b31JHPr0MoM2jppfGtJDT/FcN0HnholGQKgkhSknD42xXOyltCKPtCgrhJe2wDarO08tDVgfFUzGAfPtiPl2DJTCanWQ8cRin15SHGiuUiVsKiruLirRVHFXECjJ0U6NJS+jlxQoJXlgvsHhrJy8mmmEpc8o8JiseXx9KSlzlER5QYx8yYWNhF5S4ClFMxQU1iKcwOry4t6MQ3AWJRVLvRFJoRFCICkTua0tx+YRAk8IJhohvhA8tTLAjnICv8wbOrc+olMPqAf+VlbU9eCu8ver4Qk41A6YasYM8wIpJI3IY6rh40uBMY5WzWOUa06tDHniYp9hYagHpUE79CXLg5xzGwkPzTfxvc260f7PNxuf6KbYg9IELgU4KZAC6oFCW4sBlgY5NaXIcou1UPMVSWEptKVT82hEZatVSIGnypUvl7bANqs+040QcISeYrIebt2fFoZuUpAZw2QtrAIjbwHVCpiKFyqVaKq4K4h8xaF2xKnVIUmuMQ564xUhLzvcJlCStVHGar9gshFyKDWkccH6MGOYWzypmKyXoibyAKHQRdnycQgQZevIIHDOjZOuxfiCL/GkJPQFG8MCbaEWKDwl6KWa3khjsZycbuB7kq8t9phrRbz+/hkeu8ER8c09dFeaTLsUJUFKxZGJGEtEkpdCzzpQSjLZ8JltRmyMCpb7KYNU04g8It9jPSloGG+cX2WYqAU0guurwEigHkokllyX02xRoGgEHo3QY3WYEShJLSxN+lJBO/JIdXm+UkAcKg51YgKleOlCk3/48kN0asGuF+BW7HPfbJMnl/r002LLoL06yHA4Jmvhiz4w8maLmWoFTMULndsa6vHJT36S7/me72FhYQEhBB/96Ee37iuKgp/92Z/lZS97GfV6nYWFBd7+9rdz/vz5Hc9x4sQJhBA7Pn71V391x2O++MUv8vrXv54oijh69Ci/9mu/dtm5/PEf/zEPPvggURTxspe9jD/7sz+7Ka+54iYiSnHjKYUnJf1Uk2Sar17o8qmnV/j6+T6n14Ys9lK0tayONIPMkmnLYj+llxhi38M5QRyWe9YaQRkpoI1jdZgTqHKhbG4cvhIY65BCMNXw8KQkKSw1r4wtGGblJN5sI2C+FZEZQ1oYGqFH6EmS3JSK5QDYz7MIB8v9nCeXBkzVQyZrIY3IYyIOCKRASUGn5tFLC45MxIS+JNcWYyzWOhZ7KZEvmaj5gKO/n5CmS8+BsadJWxyqTEyXIBBIVU4W+lIxEQfMt2KOT0Yc7tSYacVMtUKOTEbcN9Pk2+6b5thEnZlmyLfeO81c63JhkxaGXlqQ6efdXsen6tw/28QC60mOBY5P17dalduJfMUgLVfjbH+OuxFtLM8sD/jss2v87bNr/O2pNZ5ZHmAO6N/nJpuZWVIIJuJgayji9DUOFlRU3C5ua6VpOBzyile8gh/6oR/in/yTf7LjvtFoxOc//3l+4Rd+gVe84hWsr6/zEz/xE3zv934vn/3sZ3c89pd+6Zf44R/+4a3Pm83m1t97vR7f/d3fzRve8AY+8pGP8KUvfYkf+qEfotPp8CM/8iMAfPrTn+atb30r73//+/lH/+gf8Qd/8Ae85S1v4fOf/zyPPPLITXwHKg6KtDBc7KXcP9Mk8hUbo5xeUnAmLbiwnnFyts5MK+BrFwacWR1hrWWpn1LzPVqxhzYwyDXTdY+VoaYoLJ6SSKXwpSb0RNl+89V4Cs2R5gaEY5RrNkainLYb71lLck06Fhypp2jVfBqRz3w75mVH2pxZTXhyqc9E/drWqNwIvleKkvVRQXeUc3SijnGOQa75yvkeDx5ucX49YXVYcHyqwWIv4+zakH5ajJf8Ku6ZrnN0os4oN6zumaR5ZQRlmGVSGAQwGXscm4iRUtKphYwyTS8reHp5wEIrKqsevkRbxUQtxFjHUi8lN44H5xsoKTHWbVUq9qpmXGrQduOq5PZcJWMtp1YGLPczENAIvLu6InIr9tlVK2Aq7gZuq2h685vfzJvf/OYr3tdut/n4xz++47YPfehDfPM3fzNnzpzh2LFjW7c3m03m5+ev+Dy///u/T57n/N7v/R5BEPDwww/z+OOP84EPfGBLNH3wgx/kTW96Ez/90z8NwC//8i/z8Y9/nA996EN85CMfOYiXWnGT2Z7H4ytZVgmycpdcGChCz+PohE8v0ZxdS0iyAh+Js47uqEBIiRSOFEHkl16ftHCEvmQy9smNY1AY1gYZIKn7CutKf0xhDEKUF9p4XK0w1pFbTZJZEmXKSoYnkULQTzX9cTVnkF6/EXwTT5ShlXvVQoxzSAS1QGAcvOaeSTZGOU8vDagHHgutUsAtD1J8CdPNkIu9DE9KhBBM1Hw6tYAjEzFfv7BxDW6m59msW+TjvqIEJms+L5lvMdUIGGWGcxtsnU8YKHJreWihQbsWolx5gZ2UPgudmLlWxDMrgy0xBPDkxT5fv9hnonZ1AXCpQfvSXKVTKwOeXOpz32yT2UZ0V3ucbpWYqVbAVNwNvKAy97vdLkIIOp3Ojtt/9Vd/lampKV71qlfx67/+62j9/Bz0Y489xnd8x3cQBM//oL7xjW/kiSeeYH19fesxb3jDG3Y85xvf+EYee+yxq55LlmX0er0dHxW3j+15PFAuzA19yagoMMZibLluY7YZMtcIUEpSDyWJNlgHEzWPyTggN+ArQS1U1EJF7Cus2DR3Q1o4Mm2ohYr5VsxUPaQRhrRqHq3AIw4kvhIIWU7kxYEitw6EIykMz62OxmGbHs3Ix1c3XrUoF/fu/bhMl+e+Pip4aqnPl5/b4KmlPt2kYJCW5u+LvYzQk3zhuS7n1kdMN3zqoUcxvuC1Y5/jU3UC5XEQ9RZJedF+4mKftUFOd1QwEQe8ZL7FgwtNHphrcXSihrWSVx+dYL4TcXgiphn5rI8KTq+OGIx30w2zgq9f6PFX31jm3HrC2bWkrCaGHs3Q53w3vWqbbXvbbqmfstzPuG+2yX0zTXwlaUb+ns/xQmVTzGxvT2baYJ1jkBZk1zAhuRuX/oxuUq2AqXgh8YIxgqdpys/+7M/y1re+lVartXX7j//4j/PqV7+ayclJPv3pT/Pud7+bCxcu8IEPfACAxcVF7rnnnh3PNTc3t3XfxMQEi4uLW7dtf8zi4uJVz+f9738/v/iLv3hQL6/iBrk0hRlXrtoYZZpCO04tw0QjIJCSRs1n3jmkA8/LyAqHsWAFZUI2sNrPiQOP3DhCT2KdoRP6KCVRsvQyzbVCnIPJumVlmFM4S2/gyEMQWJK8FGzNSJIXMJIG4zlakU8n9ukmOcYKrm0GbScS8P0yq8kzz6eFXwnr2JoWXOpn/NkXz1HYUmDeP9vkgfkmhbFc6KacXR0y3Sg9T43Q5/75JrNjsamt5cRMjciDwT5zmq6EAGo+FNayNsj4snHEgaIZKLQ1PLeWUg89JhsB7ZqkU/P54pl1nl0bkWmLc6WfLBj7w2q+5BtLA1JtmGtFGMtWkOVsM9q1mrG9bbcyKFtys41oRyvubq2IbBczUsBirxSN3aTAk4ITU3Xqc94NtyWrFTAVdwMvCNFUFAX//J//c5xzfPjDH95x37ve9a6tv7/85S8nCAL+zb/5N7z//e8nDMNLn+rAePe7373j2L1ej6NHj96041XszfYU5meXy0yeWlD+E8+0ZbVfhkwenqgxVQv41DOrJLlBG8NG4miFHi+Zb7LUTRkWBcpYhpmmPa4KhZ4g0w5tLVluSQvLfCtiVGjkSBMHPlmRk1lDUVh8pagFCiUlngf3zTSYboXUgnK9x5fOdRnl+roFE5RiKxsbsvf6Pd1SVqTS3OBLSVaAxjIZ+vTSnFMrQ6YaIRvjduWDhxp0U81KP0PK0isUDAoeWWjRjgM8xe4qbR8UDqbqEZ4nKYpyvUsn8ok8j/l2SG4cjUBxeLJO7ClOrY44uzYi8MuWoXOONLesDXJWhik4wcaoACc4MlkDYHmQE/lyX9WM0FNl9TDwXjRLcbeLmQvdhKV+hpICJQTTzZDTa0MCTx5IW7JaAVPxQueOF02bgun06dN84hOf2FFluhKve93r0Frz7LPP8sADDzA/P8/Fixd3PGbz800f1NUeczWfFEAYhjdVlFVcO9vzeJ5Z7nN4osbRyRoXuymrw5yNtEAJQafu8dzqkCTTjHKDtg4EJNpwbmNEXlhakY+SoI0iyQ3tdkg79ii04bmNBEEpxC72M86sDgk8ha8EUgqkE1hXGsRDz0dKR1oYhpnmmF9jsZtSCxRzrZCnLt64p2lTt+znh7kUaI7IlyDLiTqLRFvH6dUhw0wTKEEn9ugmhkFWCoVUW5Lc0jUFi90UX5W76m4ER+nFGhYGWRgKbaiHHs+uDRnkZchoHEjObThecbQDAtZHGcNcEwXRlohdGyasjzLmOyFHJ+s44Ox6OY011w5ZHeQ0QsUrjtT3Vc14MVZEjk/VyQrDX31jGWMdjdBnZiJgvh0zyvWBeZuqFTAVL3TuaNG0KZiefPJJ/vIv/5Kpqak9v+bxxx9HSsns7CwAjz76KD//8z9PURT4fmly/PjHP84DDzzAxMTE1mP+4i/+gp/8yZ/cep6Pf/zjPProowf/oipuOpk2dEcFM82QdhRwbKLOICt4emnA353b4Aun11nu5yAgLwypgVCCH3os9XIc0HAwGYccmfDJtGOYFcSeJPQVtcAjrEkK4xhmmmFucMB8q0ZeGHqZQQiJsZrMOAQOL5bMtELWRjnD1HB8qqyC3MgalUvZq+hTJoILhoUoU7mFYCoOCTzJIDH0RgVx4HF0MibXhlOrQ6x1+FKQaouzjocWWqwMc2YaAdkBnfpqP6cVlrlWnpJkaSlkc11Wng61FXPtmGFWIIDpZoAvyiW/UpTVISFLcWMMHJsoqxYbSQHCEfkeD83vr5qxmVM03y5N8S+WioiSgsOTNU7M1Kn7HvXQ26qy3Yy2ZJWUXvFC5baKpsFgwFNPPbX1+alTp3j88ceZnJzk0KFD/LN/9s/4/Oc/z5/+6Z9ijNnyGE1OThIEAY899hif+cxn+K7v+i6azSaPPfYYP/VTP8W//Jf/cksQff/3fz+/+Iu/yDve8Q5+9md/li9/+ct88IMf5D/+x/+4ddyf+Imf4Du/8zv5jd/4Df7hP/yH/OEf/iGf/exn+e3f/u1b+4ZUHBhpYbGuIFASATy9MuDJ5T6DVGOs42I/xWiL5wkCUYZVdpMCh6MeeIyygqwwrAxFmb+UlxNy9dBjqh6WK0cKTZqbcUXKjQ3fgmaoyGzpqZqqB7Qij1YUMFEPOLUy4uzqkI2koFMrd9DdKgQw0hZnQetypUk9UCTaUlhT5lON217tWoBYTfDV5ji/REmIlCTThl6Skx+AaCoMDLKCQAkiBMPMEHiS+WbIQwstBmmBlBJPCsJxdEOSW1pRULYaC8NqP6NV85hvx2wMy5Oab0cIkTLbjHj1sQkePHTlCvWmSFICLvayy2IKXn2sg7buRVERCZSkEXhIIV4UbcmKiuvhtoqmz372s3zXd33X1uebHqEf+IEf4H3vex9/8id/AsArX/nKHV/3l3/5l/y9v/f3CMOQP/zDP+R973sfWZZxzz338FM/9VM7vEbtdps///M/50d/9Ed5zWtew/T0NO9973u34gYAvvVbv5U/+IM/4D3veQ8/93M/x/33389HP/rRKqPpBUiaax4/s8Gp5QHLwxxfQZJb1oc5xll8Uc7n54VDSkGgFM0QUm3JCoNz4ClJWmisc2gL1mqsMyz3EtakQo0jDSJfkeaGJDco6Si0RYhxVcZBJy534GXa4XmStWGBLwFKcRIHHk9fvPGpS0XZdttLflnYSgBPtEW4MttIUN7WihQO0NpipGC6EY2jFBwLnYh2LeBCP+MlsU9aWAIPsj3KW5LnU8uvdk4eUAvKC3JhLbVQAYK8KHfQ1b2yetiMfB6cb/G1cz1ybctzc2WrcaETc2KqzlqYszzIWR3keFLwwHyTY+Oq3nYuzXJaG2SMcsPJmcaLdo3Ki7EtWVFxrQjnbuGvuncxvV6PdrtNt9vd03dVcfP4qyeW+N/fWKawllPLA55bS1gb5USeZKoRUhhLqi0bwwwrymmyRuBhgH6i8RUEnsJYqAUC7QRJpvE9hXEWay3OSeqBQsoyoHGUlv6bqXqIxSFFKUIONSMePtqhFfnEwXhCSVueXOrTCn2accATi10+8cTKDb9uxd45TZuPk4DnldlE7VqIJ6HmSWbbMS873MIg2BjmJIWhlxTMNiMWOjGpNlzsZ7zp4Xl8BT/0//0bLvR2Lzf5lInf1l69fdiJJC+Zb6GNY7oR4ESZqP7AXBPnHLXI4+WHOxyfqlNoy18/u8og0VuBlqk2TNYDHphrjYNNM55cGtCKPGbb8RVXdTyzPNgKc5RC8HdnN0i14YH5Joc7pcjqpwUW+KYTEy8awWDG3rbNaIXQUyy0o7s21LOiAq7t+n1He5oqKq6FtX7K/3lqmWGuUZ5glJuyuqQE2jkakYd1sL46RCqBj8AJwTC31AJJPRC0x1WGDa0hV+SmrDhJC8YKcm2J/TJyIMktidbUAomvyt1zq8MCYx2RpyicZX1UMFHzmWtFnFtPKYzl8HhnWmbcuPJ04+xXMAEgS4N1URgKY+hEIbXIY6IWsJFompHPfXNNAinItGUj0QxyjTaOe6br3DfbQApBsg9Tk6P0ixWybAleej61ADo1n9CTtEJFOw5AlO1OB9QCn5PTpYH7yaU+J6cbvP6+GU6vjRhkBY3Q50gnRgCL/Yz1JGd9WBAFiqMTdWqhd1nV6NIwx2Gm8TxBO/BZHuTMNEMCpe7aiIHdqIzaFRW7U4mmiruGJ5YGXNhImWtHDFJNYUovTj2EpLCsDHKscygBmQOHYL4ZlJ4lrcl12bZKc0OWWVJn0ZSLbnEGKUTZZhICbS3WmTL3KfQJA4k1rtyhJiDwJFlhOb3SZ6busz7MObM2pBl6NGOfVBum6j7nbtEFSZSnDUCgoBn6OCEwxpEaSzLICT1JLy1oRZpXHutwsZcy1QiZbUX004JUG156qE0t8Pjq+Q32E2buKFtwxVgwbc+k8hUc7tSoRx6BJzHAVDMg14buSNOOfU5ON5hvx1tVjov9jG86MXHFi/rRqRq9pODL57osePEV062bocfaKGdjlLMwrij5ShIohXWWXBsK4wjUi9vLUxm1KyquTCWaKu4K0nErqRF6JLlhfZSjnWWQa4aZxhoYZhohoOZ71L3Sl+R7AoHAl5J6XO6sE0rihKEYN66NBSOgcOPWm3VEnqTQAoujlxmalLd7nkAbqEc+tdADZzm9NgIpaUYeSWHwC8nGIOe59eRAFpUKnl+EezU2e/CehHpYrkOxDkbj9y3yJYvdlJlmhBQa5+D+2SbnuylJrokCj5Mzja3psWeWh9h9BEwZINfl+W16rwSleGqEiiMTMdoJWlFZ9bl/rkleGEaF4ZGFzlbOFuyc4mpF/mUX9dBThL7Fjh+74z0Sjs+dWuOzp1bJTZnrdGyqzrecnCLwJDONgCcW+0ShAhz9tKi8PBUVFZdRiaaKu4LcWKQQtGPFX59aZ3WQ0U9yUu3AlVUN58pprWYoefnRDjhHpi1HJmK6iS6jChJNoByBBG2fNzJvGqgtoJUl14LclnECkV9WK5aT0mzuIciLAm3KkfmVQc7JmToPLrQ5v5Hw1PKAJNdM1UNOTNX48vnBNb/ezYqNZCxCxr6h3XCuFICS0vguBQSqnA4cZoa1YTnFNtNssjbMeelC66ptmrqvkPs0UhnKFl3glcnlxkErkrRqAZ7vM9/wKHQZ33B2bcRMI6QReuTGst3CvZ/Kz/Z06+0TYF840+XJpQEvPdRirh1hrOPxs+UapW85OUUj9Og0fOq+xzA3d33EQEVFxfVRiaaKu4JASTaSnEFuiD2JNg5tSoGgPPCUhydLo2scCJqRYnmQ001yhIT+qGBYaBJt8YTA9yQxllyP20tu2wSYg9AHoSR5YQiVZK4VsNhNKAy06j5xGNBLNRtJjicla4OCxShlphmyNigYSMlUPSQJrq/1s1mxgVKU7Kfq4yhbjZ4nMcaiPImxAt8TRL6PcW4cdGlZ7KZXregAHJ+t72v3XCxLkaQ8QRx4RL4iKzT1OKAWKF53okPkK55ZGXJsqs5LZpsY63hyuc8zywPun23uOsW1GRmwKequNAG22s948mKfw52YQ+1Shr1ktjR7nlkbcmwyplMPef19M8y3oxdNxMALkUu/3xUVt5pKNFXcNWSFYbmfEwd+WVnCoRTUAg+BoBH6SFlWpb58rsfyIKPQlslRhnFgrcAYixWCzDiMoaymjKtMULaYGrGHRDDX9Mt8JmPJdNkWcg5yo1nsGgrtcG483r4+YG2U0675XOym9DPNxX6Ku4FlqJsiTrB33ACU1Z56pAi9MhYhUIK00HgZ1EKfduQzUfPpxAH9TO8qiqx1NANIkqs/RgCduscodwgBmbG0aj4Cj0AKZushrShgeZDxwHyL+2aaW96le6caXOiXE1yJvrzyc2lkwPYJuUtXdQy1phF5O6IHpBScmK5zdj3h/rkmJ6b3lxa+H6oL+8Gz2/e7muqruJVUoqniriA3lmScWr2R5AwLi7blmpAkN3hSMRQabSxKCjxRVolwDusENd9jmBcYCwiLMw7tQBlAlEGQxWZ7zpQp4pm2eJ4cV7DKY/nj7CIxdhhZW7b5zq6ltGPDM8t9+pkh8hQz9YD+DW2eG1ePxn/fs1MmACswDuqhIvB9cgvOOSZin8MTNRwghaQ5zmy6GsZCIw5ZSrKrPsYXYJ0g9gUOxyAz9DPDbCPggbkG062ImVZIPfZoR6U53ldldlYt9Ji0AS870iHw5GUC5MzaaCsy4Eq5StsnwLLcsLiRMswMtfFWAIB+qmlFPgudG18PArf+wv5iEmd7fb8rKm4VlWiquCtw1pHm5YTb+ijDmHH4oYXUOnypSS0oBO2az6iwFNYRKhhmBuccgZJ4CtJiHGrJ2FztSmHilX9lmJfhlZ4A31qScesu9BTOWaJQobWlMI7EOXwBnhQkuWF5UK7kqIflOpblXnrDr91SnovZo9xkXBkGiQXnBA7LoVZIMwrQQC/JmW/HTNR85pvRrt6hWiARewgBTzEWYYJRYfClYK4R8uB8kxMzDWaaIcNUc6GX8kw+QCmJEHCoFdGpB4Seohl5lwmC7ijnyaUBoSevOCG3uSNtawIs8nnoUIvHninzsJqRRz/VrA0zHj05vfUcN8qturC/2Koul0ZEwJW/3xUVt4JKNFXcFQgpiH3FqZUh59dTtN2ZRF0Y8AwEITQDH2Mdo7zMIdLOgIAJvxx919ogvLIll5sylNFR+qMMoAtAgPAswqmykuIkE3VYHzmkKOtMBosHxGF5nEJbnHN4whJ5klQbnLixi1wgyvBIB0iz+wSdrwBZ5h8lhaYehsx1amTaoBwsdCKkhNOrQ6SEc+tJGShp7GUVjcj39uwJWqDmKzKtkcChTlS2yGS5Ay+Qgr85vUZvVNDPNHHgUfMVX7vQ4+hEzPe+4vCOi+GmWHhqqc9XzveYqJXJ5PPtGCXErrlKj947DcDXFvtc6KbUAo9HT05v3X6j3MoL+4ut6pIbS2YsE3Gw4/YXY45Wxe2nEk0VdwWBkiz3U1Z6CYW9+vXcU5LCllUlKcp9aopyiiwvLP1Ukxfjqsy2r9uqOlGKKOFA2dLzlGtDUlhU7CGlJNcWX5V/Rn6ZidTPNUlucUCqHblxeErecAaQdhAJCDxBb5dSUygg9Msf99w6nHVMxAHHp2IudjMWNxK+vjigHftMNQK6ScFfPbHMiekhvpKXVTQybZB7qKamL2jXQtpxDSkEnXrAPdMN2rHPxihneZiRZIbpZkhWWHpJjicCIl/STQqyS/xem2IhVIqJOKAYiygo8552m64LPMl3PjDLq49PjLOo/AOrMMGtu7C/GKsuV5uIfDHnaFXcPirRVHFXkBWGZ1dHJMZe8VIuACnA9xTDTNO1lizXaFeO64fGkmS2NC1TTpmZq5RtNitYmQFty311Ujh6QgMCZy3NeojAYRxspLrclSbH1SrnGKSa3qhgfZTf8Gu3DrR1u1aZCle2yUJPoAT4viT2JKPMoK1hpA2joqDmS9qxTz30eXq5z6mVAX//obnLKhrOWZzc/WI10Yw41Al5+eE2hXWc30hYTwpakce5jRGtKKAd+VgnODpVxzhHYS33TMX0EsO5bsJ9cw1CT10mFtLClIJJwIVeSuRLMm33zFVqHrBY2uRWXdhfjFWXaidexZ1EJZoq7grWhjkX+8nWlNullEneEMjSX9NP9JY4in1F4CkKU5S3iTI129jdzdWOsiLlKKfmrAUlHAYYFgaJoNAWY0oPlJBgNERBucbkYj8jzfezAOXqbC7q3cdGE5SAmXqIVNBPDatJzurZgiTVZMYy04wwDha7KXOANYLEGIQoqxnbKxozjQCtdz/3jUHGs1KRactkPUACq/0MX5Rp7A/MN1kf5pxdHzFVD0EIbGbJtaMReNhxjlboqcvEwnw7BspzXRvmHG7HtzVX6VZd2F+sVZdLJyKrHK2K20UlmiruCtJCM8otsVe2kq6EJ6Bw5TJYT8FkLcD3FJ4SxIGi0A7fy7G6rMzsR85sajRLKYqEENSUpBUp0tyQOkOmy8d5DpRi3BYURNLjcNtncdC9ode+6bXa9TEChJR4vkIK8GTZwwykJG6GnF1N2BjlBJ7C9ySrw5zcaHwpENt8V1sVjbychNuNQWEJkpy8HtAfaepRueS4EXqcnKlzZKJG5CtOrY7opRrfk2gHubZ0WkG5nmYsApx1aOPopTlT9QglBYcnasSBYiYLeORwm0aoGOb6tk2T3YoL+4u16lLtxKu4U6hEU8VdgackoSrXmlyNxIAbplhXtusGuSU04HmC7qhgmGucHYuf/QQfXYKxDicczdDHk2WEQWqerwZJAYHvoaTDWGhGgkPtGLgx0aTHieeXLsTdjpIwUfM43InwpGA1UEipGKQFk1FIq+bTTXL6aY6kxiArRehCJ6IW7AyTDD3FRpKTFruLprSAQapJi7JalQwsD8w3WJis8dL5Js9tJEzWAu6brfO1c300lkOtiFbkE0jBQjtCCcEzywPObySsDFKWehnHJmscm6qT5ppnV4eEnuQvn7hIf7xs+MhEzNHJ2i2fJrtVF/YXc9Wl2olXcbupRFPFXUGSW6brARfWE65Wd3FAoiHyoBUqHIJuWtAIFc3IJ/IE57s5ToC4jvikJC930xmXM6cUnhTEnsCTjqQoz0q6cvlJpi0Pzjco9hPlvQeFLT92IzPQSwvW+jlWOJLCUPPLJb79rKAdefSSHOdgdZAjhWChHTLfjsgKi0DsqGicXR2R79ES3BSLS/2UmUbEkcmA1xzvEPgeCxM14sDjfDfl+FSdyJMs9zMKA4u9FCnLVSfPrgz54nMbKE9ytFMj9BRn10ekRSlKEKCtZbn//MLhlUE5mQi3Z5rsZl/Yq6pLRcXtoxJNFS940sLQSwtOzjb40rndqzYeZZVpmFnysYm7m2iMc9R8SSBhdJ02I8vYlJ3D0kZCGCikUoRinA5O2farSzjUCrl3ts7/eWL1+g52HQySnPW0KGMVjGNEQeiNq031gKOdGF9JulnBbCPg6FSNhU4Nbd1lFY0LG6M9W4K+KC/waWFZ7qcY5/j6Yp+jE3VCT+648J9dGfLXp1YZZBpfSfqp5hNfu8hiPyXNDE5A5ClOTNd5ZKHNINUYZ5EOnloaoq2lEflEvmSQGaYawV07TbZJVXWpqLj1VKKp4gVPbiyDTBP5inwXc7KibJFJIbDWPV+dcVBoy9A4PE9SkxatIbuOFt0mToIxltyWDvBy2t8ReRJPljlO/+epdZ5aufZlvdeLFOUF1miHVAJjBYFUtFs+vpLY8SThVD1guhkyzAxn10Z80/FJjkzVdlQ0+mmxZ5a5daWgVdYReJJhplnspkw2Qha7KSdnGuNAUPjqYm8sdspQzUxbHnt6hdOrQ15xpMNEPWCYGx4/u8HFXoqSguV+Ol5f4zjcKVtT68OCXDvunSljEe7GabKKiorbx905alHxoiJQEiEEXzzbJdnF12Mo20ViHAipKH8ABNCKFEKVF2vjIL8BwQRlmKZxkGsoCkumHWkBw1wjxbjVlRRk+xl7OyCUdAyyAu0szcAjlDDINdPNkG86Mck9MzHHpurcN9dirhVTD302RgWPn90gvyQzaT9dRQkgwJMSJQRKCVqRz9FOzPluuVcOSgG22E1p13zqgYcnJQIYZWWEg+eVq1Um4gAl4UvnNnDOIUUp4rLCsTHMiT2FlIJRbsbtu7t3mqyiouL2UFWaKl7wRL6iEymeWurt6e0xrjRsm3FBajNzaZAZtC29P/tdgLsbhS2X2hpK8eDLcuRfCcGosKT9lAdmW7TrHhcPIKtpPwTjqk5aWJwQHJ6o89DhJm9+5BBSCP7/n3+OZlwKFwDhQZob/vrZVTwlWOjEW+GWnVqw5/skBMSBx5FOjJSKeiDp1AICT11eBRLsWBCcaYN1UA8U/UQTegWeLKtVuXZM1gMK7ehlBZEnWB5m+F4ZkxD4gn5WcHLm4JbwVlRUVEAlmiruEnqJZpDuUmYas7k/zrhyokyMd8yNCoe9ZPXKjbBZxTKUYmm6EVALPKQsd9vl2hAHHlHgA7dGNG2MCqLAEXkCZ0NeMt/gDQ/Nc3SyznI/3SFcjLV842KfJxZ7aOu42E9QUtAbv8fNyKfpQ2+XQpmQMBH7xL5P6Ata8XhNjd1ZBWpGPvOtiPPrKUqUKemFLtPZlSi9YOc3yuOPcsN8K6AWKlJtGGW6XPOSG3LtqIWKmUbIQ/N3/zTZi2lhb0XFnUIlmipe8KSF4fTaaM8qkwSkVxqUhSyrQZ4nUJT+phuLmdzJVswAY3EGKClRShA5i8OSFAUbw72F3kGeU6oNUiiiQHHvTH1LWGwKl9OrIwpj6SUFTy71sQ4Od2KaYcDqMGeKctR9oRMw1QzorV1d8E3WPGabEZGvqIWlabkZemTacmzy+SpQ5CteeXSCUbHCMNeMclgb5TRCiRCSVuQhhGC5n+EczLUi+qlhoh6AEGSFIfQND8426DRCHpxv8eCh1i14R28P2xf2DjKNEILjkzH3z7XuyoW9FRV3EpVoqnjBkxtLVmj2Ctf2x/lLSkmUgiItvUablSXJ7gtvrwVHWW0SlIboQWbRNiP0FRJBpBSDVNNNb02VCco0dIGgESqOTdb4xtKAY1N9jk7W6KU5vhKsD3POr6csDRIybVloR9wz06AdBwxzTS/T1NMCZwP01eLXgVjB/TMNJlsRseeRGcPRyZiFiRpHJuLLqkAnZxooKTi9NmJjmJMbwz94xQKjzHBmNSEtNM3IY7oRoMZJ2AvtGBwsacNkIyS18OB8c/x6iru2AnNmbcTXL/RIxlOjw8zw1fNdLvYyvv3+mUo4VVTcRCrRVPGCJ1Byz91rW4/1JIGS5M7iSbZaclC20XbRAddM6JdGcAv4HjjnWBtkSCmYbYa0Yp9WFNBNs4M76C5kxqGkwzpY6ecs9XNWBzmTDZ+1Yc5KL6cWKtqxx6jwkM7QiQNmG1H5ejzJRi9HtgUbo6JcDcOV25lKgaaMGzjU8Xj54Wm++Z4pGpF3RSGzPXtoZZDx+dOCiVpAHCgeXmgzzDSBJ1kdZqz0M5SQYxN7xH2zDZqRzyjX5MbxhTPrly0YvluExOYOvqQwrA5zaoHHXMtnfZTzhbPrzLWiu7rKVlFxu6lEU8ULnshXnFkd7vm4wkIEBL5EWUGa2R1VJn2AgkmMjydEWXFSArQTKClohh6H2hETjZDCWs5u3BrRZGx5Yt1E842LfYQUfONij8lawD0zDSYaAdqUqeYnputo4xjkhn6eU/d91pOcwjiOTcYMM4Nz4qr+r1xDPfB4cL7JI4fbGOfoJgVTjXDXc1RC0E8059YTTq+OaMc+M82Q+XbMKNM0o4BW5I+XDysCT45znQpWBoYza0Mma+FlC4YPKuTydvuINuM1emlBLfC2TPsTcUCuLWfWR9xTGeArKm4alWiqeMHTHeWsDPfX5pquBwS+YnVYYMXOSskBaqayLWfKiksjUMy2I3ojjfMEYeAzyBxKFpdtq7+ZaAdWg3CGUW5oRR6pcawOC2abmrmZJqO8YJQbYg+aUbk0N80tgzRFW8urj01w/1yL8xtDdiveWAujwnDvbIO5Vkw/LfYVNnlmbcTptSHTzZDlXkZSGE6tDBlmmkbkcf9sE4Anl/pbC2v7acHqIMPhmKyFNCMfYMeC4RsNudzuI7qdVazNeI1hZphrla8zN4Z+WhD6cseS44qKioOnEk0VL3gGud6X4pFApxZwrpuSa4NinOI9/jiIqAHGzxOq8rmsK8VKVpRVAoQkVoK5dkhWWNYGt87TBM8Hsw0zTeQJjLFYa+lnmgu9Ebm2DFJNZgIWvJiZZlQKDl9xbKLG/XPNctmw79GOPM52r3z+UsBEzWeuVbb2thb97nJB32w9NUOfuWZMI/BYHuR0k5zlQc7DC60dXqjtu9eOT9e52EuJ/J3PvZ/j7oczayOeXOrTDP2bVsXaD5GvODYR89XzXVYHGdaVa2oGmWaqVp6bd5e0Iisq7kQq0VTxgqcReAi5d4ihEtBNNQK2PFDbZ9c2IwJuFEEZaSAleKKsBBTa0KoFJJkhyTSjXFMPfE6t9A7giPs7J0m52NdTAuMcQkqMc3hYRlnBYtcRBx6+lCgBSaF5+ZE233xy6rJ2VKYNM60QLo6ueLxAwWQ93PKIpYVBArm2ZNpcUcDkxpIZOw6xFByeqDHbihhmmmGhWZiobVV1Lt295hz0koK0MFsVps3jXhpyea0ttu1iLvBk+bW+BPx9V7EOsq33kvkWS/2Mv/jaRbppQSvyOdSOkAg2RjlPLQ14YL5ZVZsqKm4ClWiquCuIvL1rRJmD5UFO5JWLc7dvXNmeq3SjWCC3oCzEfuklWk8K6sYR+wKcZG2QU5v0cO7WVAUcEI4X7zkEEkGgBKESCKHItGWm6THKDaGvONSKOTJVIxgLjksvwKGndvViNWOfQa7RxrIxynhmZUgtUPzdcxtXbW0FShIquUP4+EqipKAR+pele1+6e22hE29VfyJf7VgwHHrqultsubEkuSHThvVRQW4sgZJM1Hwi39u1inUz2npKCl57YpLzGyOW+jmRL4k8hROQ5Jq/+sYSq4OM41P1u8oEX1FxJ1CJpooXPINcE3k+iquLns3WW6E1SVa2zbY/VoqypVYcYGySAQYF1DyIPUGSFySFJA4UTeXRjnzum27w7Fp6cAfdhU7NZ1RYCm0IfMlsK0QbR64tibbEgcc90w1OTD9/sb1aa2u5n9IbFVdtaQrAl5KNUU5aWBBwqBVTC70rtrY2KzHTjYDTa2X16krCZzc2W3fb23abC4bh+ltsgZJsJDnnN1KmGiGtyCfTlqeXhxzuxLuuarlZbT3jHLPtmJMzTZyD5UHKhW5KHHjkhcVYd1vahxUVdzuVaKp4weNLwSA3eKJsi12JzZtHVxFFxrHr3rprRfJ8uniqITOWVFsElmYgmGqE+EoSh7dmN5oAGqFPIxIM05yJeshUI+JQO2ay7rHcz3lgvsVMM0QIMU4uv7y1tcnqIKewV6/LJdpwbDLiVccm+MbFPgtefJlB+/RqWX3aGOWsDHIyY/GFIPIU2rorCp/d2B5bsNm22xRa21ts120Ud5d/7FYoPJBjXoXNqpwZL0PeGJXTdDhQgWSyHpbHPwATfEVFxfNUoqniBU8UeIRSXFUw7YeDCrXcRIw/zPi5+5khGG+wTYpybDw3huWNW1NlUpRLhI9ORkweajLTjnjlkQ6N0CfVhmOTdc6uJ1zoJgghcM4R+Ypvu3f6ihfcZuQhxc440O1Vp8JYzq2nLHZTjGWHQdtYy9ow49TKkGdWBvQSzbHJGsem6uX6lKzg+GSdhYn4ujxAl7btYKdfajv7MYrnxtKpBUS+YmOk6WUFgVKcnK0T+eqqX3sjx9yLyFdb7UiVS5LCEHqSrLAcm6xtibODMMFXVFQ8TyWaKl7wOOuYmQjxJOiDVj/XyfY1KgIIlKAe+Ghj8bzSDxN4HoHv35LzCRScmK7x8JEW9cBDiNI8nWnL8ckaWWF5cmmAthZfjrPMxdWnCWdaEZOxz9q4dHdpm64VBnhK8szKAChXycSBh6/KdShPLw/xpMAaqIceq8McX0lmWxGhJ1kZ5geaN3QlvxTsXk3b/rWxr6gHHoc7NXJtCbzyuSxc9Wtv5Jj7YbP6dnp1SFYYnIPjkzXm2/GBHqeiouJ5KtFU8YJHSMF0PaIZeaRX67/dzONTVnKuNIlnx/eVF1BBqBQIQTMKcM4ShbfGpBv4kmboESqPJDfcOxOR5IZhZrjQHfHcekIrCmiEXpky3Y4Ax8V+xrGp2mXipRF4vP7BGRb/5gz94nJxFYeK+U7EVD3g64t9Tq+OiPzyAr4yKNfJHG3XWE9y6oFisZfy+dPrHJqICZQgUIpHFloHJpq2V2Y2P9+vX+p6v/ZGjrkftrcjpxohZ9aGtGIf6xyjVB/YcSoqKp7nukXTf//v/52PfOQjnDp1iscee4zjx4/zm7/5m9xzzz3843/8jw/yHCsqdiVQkul6gLa3p8zkuNyAvr1zJQAhBGY8f++EY7E7ohkF3KpTjnzBuW6CBQpjOLeeICWMckM/0VgsDx5qkRUeTwz7TK4FTNQCpBTcP1tnrhXveL52LeA7XzLHx750gX5RPP+6Kd+P7rD02IxywyDTTDcCcu1YG2UsdlNefqTNkYkaw9yw2M1YHxUY54g9RaoN3aRs7XVqBxf+uZtRfK9IgL1M5tdzzIMi9MpVM43Qu6nHqaiouE7R9OEPf5j3vve9/ORP/iS/8iu/gjHlJaPT6fCbv/mblWiquKVEvuK5jSH9/Pb15i6ttHgOAq+cygs8Sd2TBIFEoJBCUFioh4qNWxRu2UsMjiGrg4Rh7phqhjw026KXFFzsZwxTw4WNlNl2zFwjZNlmrAxSksJR8yWvOzl92fj6TDNA4ohUaaS347UxngArLEvdhH5SYKxDIBDC0Qx9ZpqO3DiUgnbs8ZXzXaSAeujjcODgyESNlWF+1Uyn6+FKRnElBKdXh3tGAuxmMr/WY96Mys+tOk5FxYud62p2/6f/9J/4nd/5HX7+538epZ7/wXzta1/Ll770pX0/zyc/+Um+53u+h4WFBYQQfPSjH91xv3OO9773vRw6dIg4jnnDG97Ak08+ueMxa2trvO1tb6PVatHpdHjHO97BYDDY8ZgvfvGLvP71ryeKIo4ePcqv/dqvXXYuf/zHf8yDDz5IFEW87GUv48/+7M/2/Toqbi/dUc7nnt3A2bIVdidQjxSxL2nXAqabMe1GxKFWnXum6rz8aJuXzrc4OlEjNweRDLU3mYZRZlgfGay1GO04tTrkQjcrPVdeuZqjnxScWRvy1FKfQjtOTNXopYavXuhy+pL9fku9DKRHp6boxIp6CK1IMt0MUEJxdnXEU8sDcm3wPcVkPaQVBwjg7NqI9WFBJ/apBeMpMCWQQnJsssbxyTqZNmQ3waQWeopW5BN6aisSQArBRBwgheDJpf5lr/VKX3u9x7yZ3KrjVFS8WLku0XTq1Cle9apXXXZ7GIYMh3svTt1kOBzyile8gv/8n//zFe//tV/7NX7rt36Lj3zkI3zmM5+hXq/zxje+kTR9fuLobW97G1/5ylf4+Mc/zp/+6Z/yyU9+kh/5kR/Zur/X6/Hd3/3dHD9+nM997nP8+q//Ou973/v47d/+7a3HfPrTn+atb30r73jHO/jCF77AW97yFt7ylrfw5S9/ed+vpeL2cXp1yFI/w5cHE055EBTWgRBYB83Q4yXzTb7t3ine/LJD/NNXH+W1JybxlGRldDDLeuN9TMtb4TDWkhvLMNMs9xM2kpxc27FwkuAcF7oZ3aRAUl6ElSxjAM53U7LtiaBOoK0l1RAHARP1CF95dDNdBkIWhkFW7rIbZhohBPXAY6oZ0gg9nHOMCsNsM+JVxzp8673TPLzQ4vBEjcLYm25ivjQSwFeSZuTTDP3LX+sdSloYemnxgjjXioq7getqz91zzz08/vjjHD9+fMftH/vYx3jooYf2/TxvfvObefOb33zF+5xz/OZv/ibvec97ttp9/+2//Tfm5ub46Ec/yvd93/fxta99jY997GP87d/+La997WuBsgr2D/7BP+A//If/wMLCAr//+79Pnuf83u/9HkEQ8PDDD/P444/zgQ98YEtcffCDH+RNb3oTP/3TPw3AL//yL/Pxj3+cD33oQ3zkIx+54vllWUaWPX/B6/VuzTqMisspjCsXy94hk3MAw8wSB4JOLeBVxzu84sgErdhnsh4C5cSYlFAcwMVOAp6SZfT4VbBAnoOSDmvBuoLYV3hSkBmHtZZ4LFACJZlrRnQaIec3Emab5RLcQa63xtfLyTHH4XbEk8sjhnlBoASJNiSZpe5DoBRBILCUwtZYRyvycRaOT9d41fEJAk9yYqrO6bUhYtwN66fFLTEx38xIgJvNtSSNH+QKl4qKFzvX9Wvcu971Ln70R3+UP/qjP8I5x9/8zd/wK7/yK7z73e/mZ37mZw7kxE6dOsXi4iJveMMbtm5rt9u87nWv47HHHgPgscceo9PpbAkmgDe84Q1IKfnMZz6z9Zjv+I7vIAie/4/xjW98I0888QTr6+tbj9l+nM3HbB7nSrz//e+n3W5vfRw9evTGX3TFdXF0MibJbnxq7iBrGpKxQb0ZcrhT4/h0nVSX2+gLY+mnBVlhaRxA5ICFfZnglQLnSv+RcxZtyqRuD6j75boSB8SBpBYojC0rU5ZyD932yk8/LVgdZDz6kikemq9hjGNlUDBMLcaBNvDExS6fP73O6eUhSsL5bkJhyp11RyfqNCOPVuRz/1yT+2ebWMpcIQu3xMS8PRJgOy+EUf39tBW1sTyzPOCzz67xt8+u8ben1nhmebA1kFBRUXHtXFel6V//639NHMe85z3vYTQa8f3f//0sLCzwwQ9+kO/7vu87kBNbXFwEYG5ubsftc3NzW/ctLi4yOzu7437P85icnNzxmHvuueey59i8b2JigsXFxV2PcyXe/e538653vWvr816vVwmn20h2AN6ggyxU+V5p9O7EPsPCMNeMAFgdZAwzTTcpcDgi72COuh/rjx0vEY4ERJ4HsgypbEc+M+OqkpOOTFvOrCcMC8uhVkgvKVgd5Lzq2ARKCJ5ZHvDsypDnNkZc3MgRQlEPylZkkpWtQA30Uo2SkqeWB4Se5LX3TDHfjpESjmxLqb4VJuYrVVtudiTAzWK/SeM3a4VLRcWLmeuOHHjb297G2972NkajEYPB4DLxcrcThiFhGN7u06igNBX7V41hvD1kGjLtSArDMCn4u+fWUUoigV6asz7KmWvHeJ4P3Hgq+F5pT5Jyqk0JEFISBYr7Z+p8633T9FLDNy72ya1jphZwtF2O/aV5uZNOJAXt2Of4VJ3Tq8OtC/F9s00+f3qNr17ogXNkGjbDB4wpX38zEgRCcmptxJHJGi8/0t5aJHspV0ryvlH2amMdRCTArW5/7aet6Bw3bYVLRcWLmesSTadOnUJrzf3330+tVqNWqwHw5JNP4vs+J06cuOETm5+fB+DixYscOnRo6/aLFy/yyle+cusxS0tLO75Oa83a2trW18/Pz3Px4sUdj9n8fK/HbN5fcWdw1YuTE2Ru50qPOwEHrPVzNjoFoacIPMHfPLPGXz2xjBOOyXrIxWFyIMfaK22hzIqCwlJOz7mc3MY8fLjDMNekxnBypsbqUNMIy7bZepIzyDSvOtoiCjyGmd5xIXYWstyS5gZtd777hnKpbK4tvpIECibrAa89Mbl1Eb8V7FVtuZEq17X4ig6S/SSNZ/qF69eqqLiTua6m/Q/+4A/y6U9/+rLbP/OZz/CDP/iDN3pOQGk2n5+f5y/+4i+2buv1enzmM5/h0UcfBeDRRx9lY2ODz33uc1uP+cQnPoG1lte97nVbj/nkJz9JsS2A7+Mf/zgPPPAAExMTW4/ZfpzNx2wep+L2spc3w1eC7DZkNG1eFq/0Q2SAJNcMc4PWllqoeGJxwOPPrZMaQ+grfE+R3yL3uqH0GSFAKhA4zm+k/PUza4Dgnuk6rzsxzUwzwJeCYa6JPMl8K+T4ZINMl22rzNitPXLdNON8N2FsjdqBA4yxOAGFtUzUQu6Zqd/SeuC1TMddz6j+tcYVHBSbbcV+VuzwyPWzgoV2VAr0F7Bfq6LiTua6fnK+8IUv8G3f9m2X3f4t3/ItPP744/t+nsFgwOOPP771NadOneLxxx/nzJkzCCH4yZ/8Sf7tv/23/Mmf/Alf+tKXePvb387CwgJvectbAHjooYd405vexA//8A/zN3/zN3zqU5/ine98J9/3fd/HwsICAN///d9PEAS84x3v4Ctf+Qp/9Ed/xAc/+MEdfqSf+Imf4GMf+xi/8Ru/wde//nXe97738dnPfpZ3vvOd1/P2VBwwe12chrnmJv5if1UcZS7UlWSPB2jjkMLRSzVfea7L1xd7OCdoxz5KCJqhRxDeut/2jQOFoBGWmUlxIBkVmkcWWhyfrCOk4FC7xkIn5uR0g4VOzEwjZFgYJNAM/R0X4tPLAzZGequKdSnOle1AXwoenG8x367d0ov1Zhtr+7JgYLxk98YyoG53XMHxqfqu5vn9CKuKiopr57rac0II+v3+Zbd3u92tdPD98NnPfpbv+q7v2vp8U8j8wA/8AP/1v/5XfuZnfobhcMiP/MiPsLGxwbd/+7fzsY99jCiKtr7m93//93nnO9/J3//7fx8pJf/0n/5Tfuu3fmvr/na7zZ//+Z/zoz/6o7zmNa9henqa9773vTuynL71W7+VP/iDP+A973kPP/dzP8f999/PRz/6UR555JFrel8qDp79mF7rkUcr8hgNb/3eue3/2rcvrZWyXNKbGMfyIOVTT62MwyDBGosQgrxZTprdKrSDWAqUVOTGEZhSWDjBliE6DiTLvYJUG1YGGUoKloc590zVWBlkzLcinl4ZkGnDM6sjnLBIWaaBq0veDynLN+TkTI3XHOvc8ov1zVyYe7vjCvbTVrwVK1wqKl5sCOfcNf+3/T3f8z3Eccz/+B//YysR3BjDv/gX/4LhcMj/+l//68BP9E6n1+vRbrfpdru0Wq3bfTp3Db204G+fXWMiDnZc+ApjWU9yvunEJM46fvD3HuMLzw12eaaDZ7tIEDy/pHeTQMJcI6DTCLBWsDJMMa6svESeYq4d89Ryj5XBrRN7kYIoUFgHE7HPmx45xI985710agGnV4c8t55wdn3ImZUR/VxzbKLG4YmYiThgWGhOTpc+oK9d6PLRLzzH555do5/Yrf17m/+ZCOBQy2e6GfF/vfoI3/mS2Zvu9bkSzywPtjxNl07H3cgEWVoYPvvsGlKIHR6tflpggW86MXHHVHM2q2pVTlNFxZW5luv3dVWa/v2///d8x3d8Bw888ACvf/3rAfjf//t/0+v1+MQnPnE9T1lRcUX2Uy1wDu6drd9y0eSAUEDurry0N/AgCj36qcb3FJFSDHKN50ukguVecssW9m6SGiA3OAdDBdZZvnaht2VgPjwR81DS5Atn1pFCMFkPt953mQqeWx/xsiMdXrrQ4mNfLit8DkNSGKwu3wcBHO74HJ6oMVUPedXRids24n6zqi0vpLiCmzGVWFHxYuW6RNNLX/pSvvjFL/KhD32Iv/u7vyOOY97+9rfzzne+k8nJyYM+x4oXMfu5OC33U4y59aYmC2RXqdNKYK4eIkRpqj7eDJiajlnuZWgHo8ySWUOsbsN5u9I83458jk7WtjxiUE6Uhb5FKbmjumesZW2YcWplyCDXCAcbo5xD7ZhWbDm7NsI6Aw7qvuBbTk4jpWKi5rM+OtjFu9fCzcyAqtpfFRUvPq47p2lhYYF/9+/+3UGeS0XFFdnPxen06uh2nd5VuTgq8IRGCNgYagoDsecx3wjR1iCRdEcZ5/obN3ys/QYu1CTUIoWnFMenGhgrtozSmx6xK1X3FnspTy8PiXzFbCPiYi8t08WRBL6gFSmQEClJuxYSBR6H2jFKCoaZvu0j7jej2nIrQjkrKiruLPYtmr74xS/yyCOPIKXki1/84q6PffnLX37DJ1ZRsYmSgoVOTCv2AUfzktFw5xy9pLj6E9wGBJDmFl9B5EnWkpxeWjDdDHDAINNM1P0Dm/rbb5cvCBSB7+OpcuIt0YZc2x0G5lbk76juCVHujsPB8ckatcBjphHRinwW+wkTcYDWMUGgETim6z4PzDYRUjLMNfXQu6tH3Kv2V0XFi4d9i6ZXvvKVW2tLXvnKVyKE4EoeciHENU3QVVTsxn4CBNeGOdmtNgftgoItMaQt5NoyFfuAYJgaRnlC3fdoBB6D9GDEnke5umSv8/KUoB5IfCVZ7KU8szTg6ERMpxbsmCjbXt3bGGTkxnJyts58OwbA9wTtmsfZdYexUI8ko6JcwRL4isxYhqOCTq1MEq9ERUVFxd3AvkXTqVOnmJmZ2fp7RcWtYD/7swapZpjdOULdUoomT4HRpQ/r4UNtelnB+fWUeuQxWQs5NlnjqcXLozuu95h74aty6tBay9A4rHP004LPPrvGPVMNvuOBmSvug+slxbhapLaEqrYO31N0aj6eEijlMVlzpIXBWMvGSHNiqsYrj3b29PjstYZk+/3OcUtXllRUVFRsZ9+i6fjx4wAURcEv/uIv8gu/8AuXLcKtqDhI9ruYNPQUaX7rM5quRiAgDiTOOawvEFKOjdAerbrPPVN1Yl8x04p4Zvlg0qP38jRJwFgYphZjc+JA0Y49PCXoJYZRoZlvR5d9XegpmhFMNULOjMNEI1/RHxX0E81LF9oc7cSc76WkhWUjyTHa8c0nJnjtPZPUgqv/F6ON5cmLfc6sJzjnaITejiri9ipjkhs2khyATi0gHg8I3I4Yg4qKihcv12w08H2f//k//+fNOJeKih1sT3TOtGGYa3JjLkt0dq5sEd0peLIMdtRWkGmLNpp+prHO0Qw8LvYyNkYFk/UA74Au+Hu9fEsZB2CBwJdM1HzunWnQqYUc6oQYB6NLhOf29TUXeynJWMSuDXOcgOPTNVqRz8qwYGNUkGtDoCRTzYC1Uc5i9+qLiLWxfOqpFT72lUWevNjnQjfhYi/l64vPJ71vT4LPtOH8Rsr59ZS0MLdsZUlFRUXFdq7LnfmWt7yFj370owd8KhUVOwmURAk4tTLgaxd6fOV8l6+e73FqZYAv5Zb/ZngHVZkAhgZ6iaUwFm2h0I6lXsZyL6WbFKwOMkZZQVJoEn0w575XQq0CQgWhBxNjo3fkK+qBpJ9pjLFcukFuu2iZqocc7tSIAslsK+RbTk7x6qMTdGKf06tDLvZSVoc5WWHKhb/x7utEnloa8IWz69RDj7lWhK8Uq8OcJNec76b0kmKryhh4kvVRwVQjZKoRsjHSRL66ZStLKioqKja5rsiB+++/n1/6pV/iU5/6FK95zWuo13d6Fn78x3/8QE6u4sVN5CsEZUVhsh7SjMqgyHMbI6Yb4ZanJVCKG1gjdlOwrvyAMhNJW0c/K5isRzw0X8PzPJ640Kd7gFN/u7XoPFGat3ESIQRJbkl1hhQSYx33TNUAtvKUdmuN9lJN6EuOTNb42mKPNDdMNyJiX5IZS6Yto0zj4IpRA2lhOLM2xJNlFpQnJV4wfu5MUx/vSNtcU5IbS27KqT4c9LLisom/yt9UUVFxK7gu0fS7v/u7dDodPve5z/G5z31ux31CiEo0VRwIaWEQwH2zTZLcMsoNse9x32yAGLdsQk/hK3FZGvftRFBWdjSlkMm0Qyc5vpL4MifVEUebPrVAEsiDGcUXlCtSRld5I6woK15CGFKtWU8EgRJccFAPFYEn+bvnNramEyfrwZ671abrpTE/KQzDjYQ4VBzpRBzqxJzrprxktnHFqIHcWKyDeuCRaYs3FmOhJ9no5ci22LEcOPAkgZJlO9aVIjnw5IHskLuZ7GVwr6ioeOFxXaJp+/TcZuyAuNKa84qKGyA3lsI5Tk6XU3K5tgTjC+T2CsNz3TvP17LZLrNAbsCXDlcYLnQTemnBxqjBw4fbdLP8QI6nBOzWpdIWfAG14PmqnK8UCGhGHofbNdrbphOPT9b3XF/zxGKftLDMNkPOd1PS3HB6bTTOegqY2lYN3E6gJI3Qoxl7rA3K1x96kvUkpzCOY5NlJtdmVlQTn4maz9PLZVbUydn6HbuyBPYXk1FRUfHC5Lp/Rfvd3/1dHnnkEaIoIooiHnnkEf7Lf/kvB3luFS9yLk2m9pQgN5Zemu+oMNxpsWCOssrkeN587SwUrhQ2SaFZH+V8+qkVzqwmN3y8Tb+S2+V6vHkeUioEksiTnJyuM10LOD5VJw48fCVpRj7N0GdlmDPdCOhnBf20oDCW/rhtttCOcA4Wuwmrw5ylQYoQUFjLKNecWhkS+YL7Zq+8b25zNU49UDQixSArONcdMco1rz7W4f65cmHm8ak69882sUDkexzuxCxMll4sCweysiQtDL20OFBf1HYv2EQcVKb1ioq7iOuqNL33ve/lAx/4AD/2Yz/Go48+CsBjjz3GT/3UT3HmzBl+6Zd+6UBPsuLFyebF9esXelsVmmFmKIzl1ccm8MatrXtnGyguX5h7p+AAa8fVJwdFAevDHOMgOQAfuBKAFBi9ux3cObA4Zho+U42IE9M1nlkZEfveVgUPnm/BzbVbBJ664vqaYa65sJHST3KkkEw0ffKxAJEIOvVg16rK4U7M2bURp1dH9DJNIAWPHG7z6L3TW193pTUlwIGsLLlZ1aD9xmRUVFS8MLku0fThD3+Y3/md3+Gtb33r1m3f+73fy8tf/nJ+7Md+rBJNFQfG8ak6Z9dGfGOpjycljcCjEXuMcs3p1SEnZxq0Ip9WAOsH0+m6KRTb9Ixz0E00oXcwrRoBaOP2jB0oLAxTQxobPAmpduCgU/Ov2IKrBYrYv/L6Gmcd60leBnUqxfIgZ5AVjDJL7Auy3JDkV1/Se24jIdWGhw61kEJgnSPVhufWR1uhpZtcuqbkIETHfkJTr4fNmIzdvGCVaKqoeOFyXaKpKApe+9rXXnb7a17zGvQBjVBXVECZYK2k4FVHJwi90gDsK0k/LbZ+c8+tpVP3WL/DogeuhgGw4BDsHRawNxaQ+3gaAWhn6ScF2pZHf93JSdqxTz8tiHy15RU6OVXn3Hpy1UqMkIJOLeD8epnfJAW044BGaJEC1pKCxW5KpxZcdh5XqsYAO76nN1NY3Mxq0JWWHW8e8042rVdUVOyP6/oJ/lf/6l/x4Q9/+LLbf/u3f5u3ve1tN3xSFRWbbP7m3ox86qG3dSHaHnDZCDzWkzssc2APDGAOaF9eI5TEwd4/ylKUF3VfSV55tM3/56E53vDSee6ZrmMpzfWbXiHGPpyr+XICJTk5VefwRMTaMEdbR+QpGoFHKw44PlljZZhf0Su0PbR0O5eGlm6yl+/oWn1J+w1NvR42W8pX84JVVaaKihc211VpgtII/ud//ud8y7d8CwCf+cxnOHPmDG9/+9t517vetfW4D3zgAzd+lhUvWvbzm/u59QxTvLBEkwAagSTX9oa8WB4glaAo7K51KwVEnqAVezy80Oa1J6boZ3orZmC6ETLfjogDhXPw2WfXdq3ERL7iyGSN5UHG2jDHurJFCI6TMw0W2jGDtLhiO2q/1Zi9fEfX60vaHpo6ystYgEBJaoFiphldczXo0miB7cuOL/WCVVRUvLC5LtH05S9/mVe/+tUAPP300wBMT08zPT3Nl7/85a3HVTEEFTfK5m/um36T7S2kzXHz7kjvOjl2J6KAUeEQN9ihc4DWjsBX1JxmeJWsTCkgChQnpxu87Gib9VHOZC2k5iuGmeGppT6BJzlZa5RVm334co5P1ckKw3I/I9WG2FMoJfCV5IvnunhScGKqTn3O2yFi9vM9hb19R9frS9pvaOpe7CbaLjWwVxWmioq7g+sSTX/5l3950OdRUXFV9vrNvRV7B+AMunVIoB6CEJLCmBsSTQbQziGtw3H1VHDrwJeCeqgwtmxp9tKC5X5GbizaWNLCMt+O9l0JUlLw0EIbIQRfX+yRFYa1UYF1FiUE082Q02vDUoxdImL2+p7u5TuabgTX7Uvab2jqXuwl2i41sFdUVLzwue72XEXFrUJJwULnylNcALHvcad5wD1KLXSl1psAmnFIHCi6o5SlwY21FkNf4iNIXLksWG2rXiW2FFJTdcXxmQYCwZm1hMj3EEJQCzxakc8w1zy7OuSppQEvP9LZVyVok/vnmjjn+KtvLGOsI/TKdt+RiRht3BVFzJXiBLbfv9cUWj/T1z2ltt/Q1N2oogUqKl6cVKKp4o5mP76VcxujPcftbzVKXT2hW8iyXdaJfUyhWeLGshIEgjgIyLRjqA1alM8vgECAklALfZqBR24dG92U5X7GK450mKyHKCHwRBlsuTo2b1+LL0dJweHJGscmawwzzSArwzuHmWai5hP53lWFyNWqMXtVu5qhR6gk3SQfB3MKAqX2NaW2/bmb0fNxC/202PeEWxUtUFHx4qQSTRV3NPvxrWTFjZmpD4LtbTEFTNV8FvtXNhgJC8aWI/rLveyGj22MpV1TDHMgGy8KHoslZ0BKGGSaZ1aHnJhu0AwUq8OCcxsJ8bjSNMo1C50I61x5wY/UNflyAiUZ5prz3XS8PqXcFff08pDDnfiazdV7+Z5qgYexjsfPbuArST1UtCKfOPB4cH731Sr79VTtRhUtUFHx4qT6ya64Y7m0BbJ9zcf5bro1Yt6Mbr/2317pcsCosGzPrhSX3J8UmpV+xiC/inN7nwQSpJCsDHKSogy4NJS75nINQpQDGVJIhplhkBW0ah7zrRBPSc53EwpjODZZYyIOLrvgh14pRnYTEmlhOLcxZLmfkhX2+f0x44/rNelvX6OyPQ7h+FSdM2vl2pWjkzUagccwM5xdH1EP1L6m1HZ77v1QRQtUVLw4uf1Xm4qKq7DfFkhS3FmGJgtspDtrX2L8YSn30o3ycnnv5sLr60WK0giPA0+WgZW+pBQsokwBRzti35IbwUovoxX5zDUjfFV6mk5M1wk9taPScukY/ZXQxvLU0oCPfeUC37jQZ3mQ0gw9+lnO0Ylyn93J2fo4/+ja21VX8z1tiul2HHBkwqcwllxbMm1QSqKtRcndj7WXp2o/3O5ogbQw9NMCIQTNyKuEWkXFLaASTRV3LPttgTy9NLhdp7jF9vacGH++XTZtFl42UQ6MdTcUcCnHHxujAoEgKxyBV65pyccGcDWu8hTGEXiCyUbAS+aaTDdDnl0eUBhLpi3++IJ/uBPzzPJgX9lHp5YH/P/++lmeXBoQKElhYD0pEGsphzs1Hl5okRYGCzfUrrrU93SpmPbHgZ2BJ6/ZT3QjE24HIbyuB20sp5YHPP7cBovdFATMtyJeeXSCkzONG9qdV1FRsTuVaKq4Y9mv9+SgkrVvhEvbc5d6rC6rJ42V1T5DrK9I7JeZSIESOAGhERghkAKcszgJgRR4UjDfDpmqB9wz2+bwRIwxMFELmW2HvPbEBIFSMA58PL022jP7KC0Mn35mhWdWhvieQInSed5NNdY6Tq8OuW+2iXF23z6hzefdq8J1p/mJbnW0wJm1EZ9+ZpWNUUG75iOA8+spo2JlS8hVVFTcHCrRVHFHcT3pyvXwhffPODcQGHdDP4DDwlFzhrQo23SW0oTue5JISLR1pagQ0Ix8amEZhDDMSnFxZDJGCMHplSFJYRlkmmdXhsw0Q+ZaMUqIq47R99OC59YSCmPxkShfMtMIkALWRxln1hIGecHLD3f21a66lnTvgzByb7IfkXYnkRaGZ1eHpIVhqhFSD8p/QUqURvzTa6Mq7qCi4ibywrvaVNyV3Ei6spIvrHkGf9zLM8ZRC33Irt8MnmvwvfI9EM5inCPXFl8JrHUMjSFQgvVRuZDXE4JW6BGHivMbCYu9lKeXB5ycrjPVCNHWsdTPqIcehzs14Opj9FKA1hZPyi1x1Y58ssLSqfm87sQUhzrxjvO9mki51nTvG/UTXe8KlttNbiyjTCOEuMSwLxnlMMiuvLqmoqLiYKhEU8UdwV4Xzd380tEL7AIRSEBB4EnqgQKuXzQZIFKSRqhwtjRzZ9qRaYexECmYqgfEvmSQWc6sjxhkmulmgCcldd+jFZf5TIEnaccBSaFZHuTMNMOrZh81I5+FyRrB2Q1GuUYK8GSZmxR4kntm6tS3TTXuJlIKY685KPJG/UTXu4LldhMoSS30cONoCG+8qDnTFgc0Qr+KO6iouIlUoqnitrNbuvLZtRG5tpzvJowyTT30OD5V31ERKOztTmm6NhINcQBzzZDYV0B63c/lgDy3aCWxOPyxyLHj+5wo16wYC9pqLvYNz20kvHSuyYMLLYQQTMQBmbFsJJp2zWOwVtAd5SS5IRP2im2vyFe85ugET1zocW59xDCzDKwh8hQPH2ny2mOTOy7eu4mU6WZ43UGR1+MneiGneUe+4sRUnbNrI1YHGbpWLmreGBZ0Gj7HJ2t37LlXVNwNVKKp4razW7TAM0t9vr7YA8q8IeccZ9ZGWOu4b64JwHNro1t+zjeCJ0rvUSP2OIi0BE8BUjBMNVrvNKFrDb1EkxalVX2iHhB7HsdmahjryLSh5nuEvqSXFkzX6+TasjLIGWSaRuRfte310EKbNz58iL89vUZRWAIlmGtHTDVCjk09f/Hezx65W2nsfqGneR+fqmPHwZ4XeingWJiMeeWR/fnHKioqrp9KNFXcdq42DdVNcs6sjwh9xVwr3kqZXh1kPH52g6PjC3NevLAqTXEAQip6qSY8AP+MNuUwnjFlBtR2DDDMyhwj35MkuSXwLFo7ZhoBS/2U/7e9P4+u7K4OvO/v78x3HjSrpJpcHvFQnjDVGEICwU3cdAbevHkID5gQyGNew2rsTnDcYTChgayk8wDdkJAOWXj1A7yE7g7pvJgGbBNMwAZsg8EzdrmqVINm6c73zOf940hyqUbVKKlqf9bScunW0dXv3CrX3dq//du74foYgYZpaPhRRMExuHy4xHAlc8xtL11T3HhhHwNFh7H5DnGSkLdNhkvOsjfv4wUpKHXaCrtXYq2dvjtRuqbYNlBgtCdL0w0A6dMkxNkiQZNYdUc7DTXd8giimOFKdumUUKwnOKbOvvlOOissr7N2y3YPZwBuAJYRM9Vw8U5DwBck0AkiooW6r8U+UTEH9Y6KwVKKStagmrXYM9uhkrPIWjp5y2Cm7dFnORi6zsZqbsUF0bqmuGSoyJa+3FFriw4NUrwwIowT3CBcClLOZqPI03n6bjXZho6dXx9rFeJcsbZ/pAI2b96MUuqwj9tuuw2A17zmNYf93q233rrsOcbGxrj55pvJZrP09/fzR3/0R4Th8p/Jv/vd73LNNddg2zbbtm3jnnvuOVu3KDjyWIutvTnKOSvNosQxU02XXTNt9sy22TffZc9shyhO1tyw3iPRAVOBob3UsykBTrXFlEm63TdSyqAO+j6LNU0H68kYXDVS4YLBApoGTTckiBI2VDL865cNcfOVQ1y/+eQaJB5r3MpikFLr+PxissET+2s8unuOn47ViKL09N1iYff1mytcv7l60utYqVMdoyKEOD+t+UzTI488QhS99NP4k08+ya/+6q/y27/920uPvetd7+JP//RPlz7PZrNLv46iiJtvvpnBwUEeeughxsfHedvb3oZpmnz84x8HYNeuXdx8883ceuutfOlLX+KBBx7gne98J0NDQ9x0001n4S7FkU5DJQnsmmlzYN5lvh0w1/HRNUWcJPTkLMbrXSpZi7a/9sOmCIgSCJOF5pdBQtVUOAZ0TiHZlChwDMjbBpau8KKEIDk8YMoaMFzNknUM4jjBNjUGiw4v21Di4uMMuD0RRxvtsWmhePkXU00MTSNvGeQzBh0/ZM9se+nE2tlqFLla3byFEOvbmg+a+vr6ln3+Z3/2Z1xwwQX80i/90tJj2WyWwcHBI379t7/9bZ5++mnuv/9+BgYG2L59Ox/96Ee58847ufvuu7Esi8997nNs2bKFv/zLvwTg0ksv5fvf/z6f/OQnJWg6yw5909w+WqHemeK5yRYJaRfskmNy1UiZgmPwkz3z/GK8vnoLPkGLwUyUgOuHtE9tXi9hkhZV+3FMxoJu9/BrFFDNWsRxwotTTRIUW3pzXL2xzIUDxdOSzTneaI8gitE1xdWjFWxDxzLS3k5NN1jVE2tnu5u3EGJ9W/PbcwfzfZ8vfvGLvOMd70Cpl/6h/9KXvkRvby+XX345d911F53OS6epHn74Ya644goGBgaWHrvppptoNBo89dRTS9e87nWvW/a9brrpJh5++OGjrsXzPBqNxrIPcfptrGbTbEAQ0fUDojhhqJJhoJyh3g3YPdvGO5VZJKtg8W9uM+CUthZNBb1ZjVdsrbC5mkNXGjpg62kvKFNLfyqyNcjnLAxdp+BYlDIGL99c5ZKh0mnb/np+ssl3nptibLZDIWNSdEwOzLs89OIMe2bbS8XgBcckZxtLBdjpMN8IL1z72UIhhFjzmaaD/eM//iO1Wo23v/3tS4/97u/+Lps2bWJ4eJif//zn3HnnnTz33HP8wz/8AwATExPLAiZg6fOJiYljXtNoNOh2u2Qyy7saA3ziE5/gIx/5yOm8PXEEY7Nt9te66XYdGrqmMV7rUslYTDS6FByTnnwOWD9tB47Rp3PFHC1tNVDOOlTzGdp+iGnolDOL9UwJeUtHJRAkCVnLoJqzuGgwT1/BwbEMvDA65SxLGMU8tb/Ofc9Msr/WpZQxyTsmPXl72WiP091WYL2NPxFCnBvWVdD0d3/3d7zhDW9geHh46bE/+IM/WPr1FVdcwdDQEK997WvZuXMnF1xwwRlby1133cUdd9yx9Hmj0WB0dPSMfb/zzWJtzCO752l7EQNFm5l2gCKh1gn46d55bEPj8g0lMva6SpieMp00RWzoGtWcRZRAFEMpY9LSoO1FxBE0/ZAkVuiahuunwYqpaTiGhh/Gp9yPKIxifvDCDP/ywjT7ZjsEcYKla4zX0mad1ay1NNrjdLUVWOwsvnu2fdRmp0IIcaasm6Bpz5493H///UsZpKO54YYbAHjhhRe44IILGBwc5Mc//vGyayYnJwGW6qAGBweXHjv4mmKxeMQsE4Bt29i2fVL3Io7u4HEb002PR/bMkjVNspaGF0TMNAOUAsfXuXpjmUrGWpa5OB/oOmi6Rs4y0DVo+yGDBYen99eZ6wRkDJ1IJXhBQhAmZO2EzX05MpZOyw/ZOd1mQzlzyv2Inhtv8MAzk7hBRJgk1DtpY8iRcob5boBtqmWjPU61rYAbRDwzXucne+YJ4+SozU6FEOJMWTdB0xe+8AX6+/u5+eabj3nd448/DsDQ0BAAO3bs4GMf+xhTU1P09/cDcN9991EsFrnsssuWrvnGN76x7Hnuu+8+duzYcZrvQhzPweM2io5JN4iZqLUo50yCKKHW9Wl7EYWMQcbSmev4y05Xng+SGEwjxrF0ukHE/rkuk3WXubaHpWmgKeIobW8Qa2BqGtWcjWXo1LohBVsnOcWkjBtEPLZ3nrobMFDMLGSOYmodH02lW5BaAgNle9loj5M5sdZyA16caTNR6/LwrllqnYBNPVkGSxnCKDms2akQQpwp6yJoiuOYL3zhC9xyyy0YxktL3rlzJ1/+8pf5tV/7NXp6evj5z3/O7bffzqtf/WquvPJKAF7/+tdz2WWX8da3vpU///M/Z2Jigg984APcdtttS5miW2+9lc985jO8//3v5x3veAff+c53+OpXv8q99967Kvd7vjrSuI2MoTETx+yd65Ax05NOTTdiruXx6K55tvbn2F/zVnnlZ48GJAl0QqDl4UcJhqZhmwo/iilnLHQNwkilEZMeE8YJB+a7DFcyhHHMxmqBcsY8pe25phsw2/QoOia6UhQyJqOVDIo0iMnbBpcMFbhuY2VZJulEapEWs46P7Zlj12wHg4Tpukclb1HvhmTMgP6CQ5iNGW+4S81OhRDiTFkXQdP999/P2NgY73jHO5Y9blkW999/P5/61Kdot9uMjo7ypje9iQ984ANL1+i6zte//nXe/e53s2PHDnK5HLfccsuyvk5btmzh3nvv5fbbb+fTn/40IyMjfP7zn5d2A2fZoeM2NE3Rm7fZP+/i+hGOrtP2IjSgkncwNQ2Foua2VnfhJ8lQacuAE6WAOAJsRc7WCcKEJAKUIkzS7TAvBuKEMEizPoamyFga/YUcfQUbQz/1cSGGoVF0dMbrXYIoQbEYwOlcOJBnqJxhvhOwZzbdDtxf63Kg1sWLYmxdY7icOWYt0vOTTZ44UGeq6TJQsOn6EQ0vJOcY5B2T+W5AJWcunEZMYF31hhdCrEfrImh6/etfT5Ic/u4yOjrKgw8+eNyv37Rp02Hbb4d6zWtew09/+tOTXqM4dYeO2zA0RU/BJu8YtHyfMElwwxDLSOt5NE3hhTGObrJ8TO3aZwCaAiM5fF7ccb9WB1NXxHE6d67gGECCqcAPYhqdkCCM6AQxfpiga7BvvkOcwGg5HXeysZo7pa2sgmMyWHR4Yl8dP4zThp1xQsMNMRZ6NPXnHdwg4vmpJnvnOrhhRME2qWSspceBpcaWi8Io5oWpFg/+Ypq2FzLf8dHKGpWcRU/OYqqZZrLiJKHRDWi7EcPVzMLrIIQQZ875VUEr1rTFcRtNL6DpBmgqbWQZRjGaSjMlOdtYGvS6Z67NZMMlTNZXjx8dyFpQzujknRMLXBKAhQxVnCRYusIxNbwwwTE0DB3aQYgbRERxgkb6P/lUy2V/Le1pdaTiazeIaLjBinteOabOpYNFALKWQcExyNs6vXmbqzZWCBNFQkLBMbF0jWfGGziGTsExMXWNgmNSsE0O1N3DvufYXIdnJxqEcUJfMc2K7Zvv0OgGbO3PYemKejek40c03ZC8o7N9pLxm6plO9LUUQqwf8qOZWHUH17kcesKqnDHIWIrmXMBM20dTGllLw1rIRJlK0fTWV9AEYOg6/UWHWiek5q78zTUBdAURCToaLS/CMNRCbVFC24vBC4jChbYEpiJjpsGmbRiQpLPmFrfEDj6tuNJts0WDJYfqwjibjhdhGTq9eYvRnix+GBFECZaedizvBBGaWv58i8Fvoxtgmy+NzjlQ61LOWDTdCAUMlRx2z7YZb7gMl2xGq1naXoimKVAJxUxa/xbFyaq2HTiV11IIsT5I0CRWzbHeZBZPWN33xDgzzQDH0IniiK4f0uwmDBcdNAeeHq/TPoGgYzWphQ9DB8vQ6ck7gMu++soL2RWg6xqWUuTsNIAMw5hCweDS4Tw/G6sx3/FISDNQuoIoSah3AmxDZ+dMm1rHZ6CYttI4+LTi8bbNDpWe2PNJEihkLOIkYbbj8+JUi03VHKaeBgpBFJM1deJDttjbXsB8y+fJ/XViwNY1ihkTN4ip5iz6goixhQMAQyWbsTmXKQXVnMVQ2WG0nKWUtYjihBdnWkvz5FbLqbyWQoj1QYImsWqO9ybj+hE/2DVLO4goZ20Giumssv21Di0/JGgkmLpCPy09ts+sg/fBHQ3KORNTKXK2eULPU7QVvTkb29TRFIRxQsYyGC466ErhRwmKtF5KUwrdSJtbaiToCubaPvvmuwwUM0c8rbjY8+p48+DcIOLpiQaaWgjidEWtEzJR77JvroOuFH0Fm1LWwo9iLh0q4oZpw9LFxpYvzrRBwbCRWXpsbK5N14/IWjqDpTSwm26lGcbNPVmu3VSh44VkLGNpzYtWc4bdqbyWQoj1Q4ImsSoOfpOxDC3dnjM1wFx6kxmvp6et8pZOywtpeOnWlG0aNLsBWUOjlLGodQxOvJz67IpJAyddQaBgquHS7Ib0F0+sQWopY7GlL08xY+IFEZMtj219OXqLNmNzXVg4PRfECV4QYhoGlqZIUBi6zkDBpuGGeGF02GnFRYvbZostCY7UJqDpBkzUXUaqWaYbHs9NNpnvBGhA1tBwTJ1nJ5ps7slxzaYKI5Us++Y7S9uuGpC1dIaKmcOCjP1Bl7l2mn3rLzpoGugaXD5cZHNfnkd2z+GY+jHXfLat9LUUQqxvEjSJU3Yyc8D8KKbrR3hhxHwnwI9iLF2jkjVxTCMd4KrA9dMtuSBK6AYxSRLjBmnvoURTGIZGotZHTVNMOkjXXmidkCiN8fnuCT2HF4QYGmQsg7YboitFOWNR7wQEUYxSoOsKS1e4oYYfJti2ImtqDBRsLt9QJk4SvDA+7LTiosV5cLqCF6dbR9w+BUBBvRPQDSMsQ2OwZJPECW6YMFLO0Fd00HWNDZUMlqHRk7NQCmxDwzJ0fravRtZe/k+QY+qUMyYDRYf5ts+umTZNN6CQMah1Ag7MdzGUOm0z7E6X472Wq7UuIcTpJUGTOGmnMgfM0jVqXZ8DNZeevE3RSZstHjzio5pNGzXWOgGWZZBzdMJQwws8TA10FB0/wg/W/vbcIj8CFaQ1WGVHp+uuvJ7JUODHCfPtANPQ0Q3FNRvLlHMWPxurE0Qxo9Ucsy0PXQOle8QJ9OZtqjmbV2ztYaDogKaWAtxjzYObbHhH3T4dLmeo5iwe2TWHG0RMN72lP/NK1qQTxOQdg7Yf0ej4PD3e5JnxBp0gImvqXNCXx9SPHPwYmqInZ9HxAyxdcelQkYJj4gYRe+baOIZO0wuOuObVyuYsnvw81dl6Qoi1TYImcdJ2Tbd46MVZ3CA6+TlgyeEfiyM+lFIMlxymGh5JnCwFR4WMScHSyWcMbN3gCC281qy0n1HaZykIY3TDBPxjfo0CHANMDZJEo+lHvHIwT1/OZrSSI04S9kx3MAyNjKmTszTCOMEPE1p+yLa+AtduqjBQdGgH4bI38aPNgxsoOvx0bP6YNTrbenP8r5/sZ6rp4oYxhqZRdAyGijazbZ+WG6Fr8PCLszyxr05f0WGo5NB0Qx4bm2NzT45KLt3OckydthfwwlSbThDw+N559s936cnb5GyDUtZaWkcYJ2yqZplpByc1w+5MOdXZeifqZDK8QohTI0GTOCluEPH4vhq1TkBP3sY2NLwwXvEcMD+KKWctHFOn1glpeAGWrrO1P4dj6un2HDBUyTFZ95lzfVpuiAY4pgZKYWgKTVt/faANTVFyDDpBTNY8/raNBtiGjlLp/W7pzfCb20cJopjnp5roSqOQMZjr+Ew13YU3UYOhikPWMNixrSfdBtPUYW/iiyfODp0H13CD49boTDd93CCimLEoo2j6ATEJbT9ituWyc6qJY+k8sb+GqWn0JmDqOn359J+duU7Ay4ZL1N2Q+a7PfMtnruOhocjaBqahU+sE/GxfDU1TbChnl77/cCXLlj7thGbYnWlHey1PN2ltIMTqkaBJnJTFQuBS1iRnpX+NDEtb8RwwS1/MihhsKGfxwxjLSGtCvDDCX3jTyRg63TAmjtMxHUEU0/Vj9IKir5hlU0+GpyfmwVsf6SZdgWUocrZB4kVLweGxRIAfR+hKo2TpbOsrkLcNULCpmmW87mJqGvMtn3onPZ3mWDplx6C/5LCpmmNzX+6Yb+Jp3c1Lv3e8Gh3Pj3hhusVwJQuJwjLACxwmmy77au5CYAslx0ShkbUNJhouAP0Fh4JjsG+ui2VoXDVSwg0ifrJnnrxlkrMNLENjvh3iRRFelDBe69JXsPGCeKlG6NA1rxVnel3S2kCI1SNBkzh56vAsz0rngB1aA6IUTDVd9s93KGZMfravhkqg4flEcUxjodFhEEEYp6NC4jimmnMoOwZTzWNvca0FOmAbkLNNLEsnB8y2Vnbqz/fBsRKGig5BlHD/MxNU8zaGUkRxQhBHzLZ9lEqIEoUbwF43IJ8xqHWD42Y9Dt3qOV6Njh/H+FHMYNmh7YY0vZDJZpfGYhaqkWYLqzmbnGUQx+BYOvPdgFLGYM9sm5mWz8/3znOglm7DeWG8VChu6BqVnMn+WkgYxbS8kPl2QJTE53WNkLQ2EGJ1SdAkTsri7LED8y660pa252rtYMVzwDb15IiimJ/tqzNe7zLX8YmihCtGShQdk+mGy/i8S8bSMBV0w4QkSdJRKobGTMtj12yLgmVxvLqgtcDUIW/pVLJpy4R2sPJTf7YBGyoOQ5Uss22PnKOzsZpj73yHZyfquH6MqSnm2gFToY9jaOQdgxemWuTtOa4cKR3xzfRYWz3HqtFpuQFZW2em4bKv1mX3dIu6G6KptHGnH0e8MNmi6Jhs7s3yxL4acWKQoHh2vM7zU21Gyg7z3ZC5ThN9uoWz0BHcC2MMXaM3Z9PxQyab7kK3b9jac/pqhNZjTZC0NhBidUnQJE6KY+psH63QCWZo+yEdP80vlfPmiueA6ZpC1zUcS+OCvjzOfJdEwXwnoNDyyNvpibq5TgBKYeuKRNPQUCilaLghu6ZajNVbZ/6GTwPHVJimScOLMDWNnpxBGETMu+5xv9bQIAwVB2oehUxMnKQZqzCOKToW+2cb+FFM1tExAw2lp39G3TBm12yLsdkO5ax12PMeb6vnaDU6paxFb87moednmKh1abphOiZFpW0V3CCh4Qbsnu3wukv6AXh2okHHD/HDmP6CxaUbyuQsY6kWbnFLdrblESXpEGBNKS7sy3P9lh4uHjw9Gab1XBMkrQ2EWF0SNImTtrUvj64p9sx1aHkBedtkUzW74kzA4lZDNWujKcV4w6Vom3hRzHTLZ1PFIIhi5lo+QRQv7PolRFGIY+sUHYOspdPunNn7PF1MXcPUEkCjlLXImjovzjRX9LVuBJNNl04QMBBlSOKER4N5lErYWM7Q8IJ0kG+QYBkamqaIkoQ4hlLGZKLpcnEYLQs6VrrVc6QanXrHx9E1+nIWB2pdDEMna+npnDvLBBLm2h4F26DW9RmpZMlZafbryQMN+goOJScN4hZr4erdgOtGSuyZ6zJR7wKKDeUM20fLbFn4u3Y6rOeaIGltIMTqkqBJnLRTPS108FZDkoClp3UwtqnRcAM6QchsyyOMIhQqDQTihDAGP4zI2jrVvEV3ffS2pO1HGErRV7RBxdS9tC5oJfwIChlF24+ZbLn0Fx3KWZPxWocnx+s0uj5RDB0/xDJ0dE2R1wzKjs6GcmapoeXBfz4ns9WzmKV5YarJM1NNEqWoZk0sQ8cyNPKWgRsm2Ca03JBaN+DJA3VytsFg0aGac7D19hFr4TQFW/sKXDVaoemGQELBMU9rIHAu1ASd7dYGQoiXSNAkTtnJnhY6eKuh4Jj05S3G5jp0AjANjemGS9MLqeYsgijB9WM0XSNJYlSSvrmXMvY6mDyXSiKY64YkdNCURjeM8aOVDRtOk2wKknQ7qdb10TTFTMvD9WPytkYuY7LXD+n6IUOlDEPlDLalU8mZ5G3zsK2bk9nqWczS2LpOb9Zmpu4TkTbLjOI0MExUQrcd40URG0oZMqbOSDlDb8FhuuWi61BrB0ethbMN/ZgnL0/FuVATdLZaGwghDidBk1g1i1sNT+2v0/EjihmDat5i33yHPsshTpK0F5PSKDo6XTum7YW4kY+pKXqyFo61tmtQDhYlaTF4EMVkLI04jlhhzASAH8Y4hqIvb5OQdtPWEkXO0gmSGDeKKWZN/CAdQaMrxUjJwdJ1enOHZ2wOff3zjk4cc9StnkOzNG4QMdP2mGjozLZ9bEOj0fXpBmkh95aeLDds68E2DKZbPhnLoJq1afsRrW5w0rVwp+Jcqglaqy0XhDiXSdAkVk0YxURxghtG7J5rQwJDpQyvv3SQ4UqG2ZbL134yxnjNoxMk+GFIxw8JQ4i0hB/vmeXp8cZq38aKmYaimjNpezGdMMEwNMI4ShsxrYC2MHi3HUT05Q0qWQtL0+hGEVqScEF/npmWz9h8m64f0Q0jGm5I1Y+YanhYRmtZsfPRXv/to+UjbvUcmqUZLGW4MkkI45ifjs3T8SISwNIVg0WLwXKGrGXgGOk/M9Mtn3LWpJq1uHSwmHYNP4lauFMhNUFCiFMhQZNYNWNzHV6cabGhnGVjNUfTDXDDKG3MmLXQNEUla7JntkuSpE0vwzAdfGvE4PoJYRis9m2smKmRnnrLGOQsjWY3wvVjWMEGowJGyg5emNB0Q/J2WgQ/2ejSciMKGYPZTkAQJ2zuyeMFMcOlDBlLp5w1MXTtsGLnsbkOz443qGRtBksOXhDjhhGapo5YdH14liZB1xTVrMVgMUOzG9BXdDB0hanr7Jlt8cwBnas3VtMslBvQciMylsHFg+mYndXYXpKaICHEyZKgSZw1B/fFSRIOK8jNWgZNN1gqyHX9kKxlYOqK2XbIwW2NIiCKIlDrIzOgA0ECQZSwsZQ2fNQSl7YXpL9xDArozWr0FDMYGvh+xGAly2wnwAtjLEOhkbB/roMXJeQsnYylMVByyFoG892QoXIGMJde2zCMeWzPHHNtH0PXsHSNvoJNKWMdtSD60CzNXNtj53Qb10+H7I725NB1RRDEFB2T/oLD3vkuG3tcDD2dh+cGIVv7ckvPvRqZHakJEkKcLAmaxBl3pL44xYyJG8RUFwa2emFEGCdoGnT9dLxIECfsnu3Q9kOSQw6ZxUDbjzHC9VEGbhtAAkXbYLjkUO+GsDDgtuYeuzFnX86kWrCoZi168xYNN2JDxWHnZIvRSoZaJ8QNI6IEMqZOHMf4YRqkVrIWDTcgiJJlxc67Z9rsme3QW7CXeiWNzXUYLjlkbOOoBdGL2Zg9s212zbRxTJ3evMVsx6OatYiA+cin5QeUsyYdL2SuE6ABm3tyXDZcWjMZHakJEkKcKAmaxBl3pL44Y3Np3Y1tKNp+xHTTw49iwiimJ2djaIp6x2e66dHxkiOW/XgxJOvk7Fze1ugpOGzqKdAOYuIkYWtvlum6Yqx2vG7mCUEQE4YxecdkuJyl0U37MvXmHbywQ87RmW6m7RmiBLK2xmzLp+gYWIaOqaulYmcSmGl6FGwTQ2kYmoZhpQXQ++suF/Xnj1oQvZilKWZMWn5If94hjuGJfXUmWy49OZusqaW9oRou+YzF5UNFRqpZtvXnyVon/0/OeuzgLYQ4t0jQJM6oY/XF2R90+cVki5YXUsqaGJqi1Y1pWyETdZdGN+3zc6w6aX+d9Ghq+TFVoGAb9BUsbEND0xfrho5ezK6AjG2gLRR85yydbX15ppou5ZxJT9amsxB0OqZBOw7JWxpZS2fvXIesrfOyoSJeEC8VO6MgUTBccRivpd3IbUOj64fMNFyu23T8U2x526CSsej4ITunWozXO4zXfbKmRn/RoTpik7cNrtlY4VcuHTilIGc9d/AWQpxbJGgSZ9Sx+uLkTJ2uEeLEOlGcYOk6Fw8WyNsGe+c6PD/ZxFvZPNs1z9Y1+rIWI1UHpRR+mFCwDC4dKvKdpybpHCX4sw3YPlLkov4SiQadICaIY7ZvrBDFCT8Zm8MNI3pyFo5lMN/yME2NIIyJ4ojhUgbHNIhhqdg5WAg87IyFqWlMNlx2z3aZbXtkLI1aO+DF6dYxgxLH1Bko2Py3h3fzi6kWGVORd9Li9r3zHco5i5uvGGLHBb1YJ3GM/+Cs0v757rrt4C2EOLdI0CTOqH1zbX4x3mCwmGHbQGHpcTeIMPQ0K7HUEdzQMHWNIIp5en+NZyca62Tz7fgMXcMxTUbKOcYbLpcNZxksZplpepRzOp3mkfNpVVvx2suG2NJboOOHTLVcrhgpU86Y7Jpp44UxjU566rA3Z9NTsPDCGD+MGCjaXDZc5IK+PBnrpfodXXupoLuYMekG6VDcvrzNRYMFMpZx3KDEDSImGx7757tkLZ28Y5B3bCglFDMG/UWHazZVTjhgOjSrpBKYbXsMljLrtoO3EOLcIUGTOCNmmh0++887eWx3jZrroxK4ZKjI/3nDZnRd0fQCNlayzLZ9ojhZekMEqHd9xuY76by5c4RtaChdw7YUfpQO2fWCiFYQ9+q/YAAAQKJJREFU4JgGR2vW1Ik1Wm6abovihErWpuAYS+0aNlZyXL85YrzhMlF3OVB3GSxm2NRjkbUMxutdKlmLrdnlwc/BBd375ruUMhabqlkGS5ml7NKRgpLFoGb3TJuHX5zBi2NGyzkqeRNT0wjiBC+MCMJ0YO/Bf64rcWj921zbY89sh4ypUz4oW7meOngLIc4dEjSJM+Kz/7yT7zw7RSVrsbmaZarp8dOxeaI45u03XrC0VbRnts3zU028MO39E8Yx0y2PIIrpLdjH/T5ZHTon0FV71SRQdnR0pWNpip+OzTPZdJlpetS7R+81FUURe+dchisuXhhzYX/hsHYNm3pyhHFCxwtRSmO04hDFsLGapZgxjxj8HKmg++Ai7aMFJYtBja4UBcsgY+hMNV0cSyeTNVAqZqYVUCybFI8TMB1a2H2k+rdK1qZgm+yvuwyVM1i6vvS1662DtxBi/ZOgSZx2L0w1eGx3jUrWYrCUBWCzbWEZbcYbHgN5e2nbZ0M5w965Dk/sr9FyQ/KOwcZqjlLGYqbjHvd7lbImnebab3CpFFiWThTHhHHMI7vnsQyNOGGhweXhNMA0dGodDz9MlgLNth8e1pm7E0Tsq3UIo4Q4SQOmwVI6qPdYGZnFgu4oXr4ReqSg5OCgxjZ0KnmH4ZLPi7NtDtS7OKai0Q3peDGXDxeOmmVaylbNtul4ITnbYFNPjmrOOqz+zTI0hisOz0w0mW8HVHNKOngLIVaNBE3itBuvuXTCiA0lhyCKieIYQ9OoZC32110mGl0uXOgIPTbbZvdsOvU+axsoYKrpomswPu8d93sF0fqoerLM9Oj/YMnmsbE5craOZRi0/YCj7UIqBdWsyVUbK+y4oGcpCDm0M7euKYaKDr15G0XClSPlpaxRxw2PmZE5kbEiBxf1m7pGX96iWXaISdhf67JvrotlaLzqwh5efdHAUV+LXdMtHnpxFjeIUEqRJAljcx2u31Q94ly4SsZiS28OXUM6eAshVpUETeK0Gyo7OIZi71wXQ9eI4hhd0wijmKytU8naNLoBXhjxyO55ap2Anry9NPF+tuUt1NUcf9+t5a/943UWsLma4aoNJWzDYL4dMFrNkbMMnp9scLT+nFECI+Us20dLy7I2Bwc6URxT7wbsr3WZbfko4BeTTS7oz0GiVpSRWelYkUODtcFSBgBd0yjlLLZUs1w0UORlG0pHPXXnBhGP76sd8c/86fEGl28osmeus3SfbhDRDkKu3ViRDt5CiFUnQZM47bb1Fxkq2vxw9zwFyyRn67S6AXU34ML+LD/bV+OffzFJHMXsmm0zWs3hmDq6UhiWRphNA4FLhwo88OzcMb9XtPZjJoZKJqWchWkoco6OoSvCKCYBWgtDbo9mS3+OCweKhz2+GND8ZM88u2fb5G2dLT1ZppouP949x4szLS7sK3DZhiKDJeeY61vpWJEjZaWKGZMNFYcd1R4uHlwenB2pGWXTDZiou5SyJrmFbNjin/l4w+VVF/ViGfoRAzhdUxIsCSFWlQRN4rSrd3wu3VBirhMw2fRpdCMgppo1KDs6z000CKKYhhswWU/rdXKWwUAxgx9FeEFEEifY2vHfIDWNdKbKGqUDtmUy2w4YKGYYLmUZqWR55kATP4zxwuiY+TRT12l7ISiWBR9BFFNwDIoZg+2jZbpBxHjdZbicpZAxmWmkJxATldBywxU1g1zJWJEjZaUuGyote+5jNaMEQKVNOw+Wfp6gaxpb+zKSVRJCrEkSNInTLt0y0/h/XbeRuWaXx/fW2dfooqPxwqyHGzW4crRC1tapdQJmWj7PTqRBxFzHZ77tM1Cw8aLjb895azhggjSeq3UDLhs22FTNcqDWZaBo88Jki/01l1rn2EXse2c6/MvzUziWga1rDBRsUIrJRhq07J5uM1LOUOsGdPwQN4iZarhMNz22DeRxg5goTk5bM8iVZKWONDZn8fsPlzMMFh0OzLvoSlvanqu1A4arGQpO+k+SzIUTQqxFEjSJ02ZxO8bSFVlTp94J2DPvsb/u4gcJEOGFETU34ECty6beHENFh5obsG++QxjFFDIG/QWbrf05vv7T/at9S6csAZIkSQOFust4vUt/3uGXLu5jbL5NsPPYQdNs10NTain4eOjFWVBwYV+BvpzDgTmX56db1Do+pq4v1BzFZG0DP0yYa/nYQzqmrh2zGeSJzHU7UquAxc8PbYcAhzej3D5aoRPM0PZDOn76GpXzJttHjj++RQghVtOabnJy9913o5Ra9nHJJZcs/b7rutx222309PSQz+d505vexOTk5LLnGBsb4+abbyabzdLf388f/dEfEYbLC2G++93vcs0112DbNtu2beOee+45G7d3zgijmBenWzy6e45Hds/x3ESLctbkmQMNHts9R7PjU+/6zHd8oijBDWNenGmxc6qFpitGy2lDxZ68xZaeHBcNFah1AvbMdlb71k4LXU+bPu6f79ByQw7UXRpuSDVjc9lQ8Zg/uSQxhHGCpiksIy3Cdv04HUNjG2zqyZLE6YnFMIqJkrS55EDexjI02n4EKsExdbwwwguXp+YO/bN7ZNccL063DmtBcKRrf7hzlgefm+JHL84ufe0vJpu4Qbq+gx38/bf25XnVtj4uGiwwVHG4aLDAq7b1yUgUIcSat+YzTS972cu4//77lz43jJeWfPvtt3Pvvffy3//7f6dUKvGe97yH3/qt3+IHP/gBkDYGvPnmmxkcHOShhx5ifHyct73tbZimycc//nEAdu3axc0338ytt97Kl770JR544AHe+c53MjQ0xE033XR2b3adOtJ2jKkpJupt9s13CKKFjAtgKtA0haEULdfH9UOUprA1hRfE7K11GJtr8+xEi3bXX+1bOy1cP+L5ySa6pihlbErZtPGjF8YoXcMxoHWUgva5jsuDz03xmov66S2mc+tIwA/jpRNsDTfg+akmDS9A0xTVnI3SFFGckLd1QB21GeSxttIODWIOvfbFmRYvTDW5sL/Alt48bhAxNtem60dkLX1Z24CDv/9KC8+FEGKtWfNBk2EYDA4OHvZ4vV7n7/7u7/jyl7/Mr/zKrwDwhS98gUsvvZQf/vCHvOIVr+Db3/42Tz/9NPfffz8DAwNs376dj370o9x5553cfffdWJbF5z73ObZs2cJf/uVfAnDppZfy/e9/n09+8pMSNB3FSrZjnmr7PDPexDukLClIoN4NyDs6mtLo+hFRkhDEEXt3uSTEJHF63D5YHy2YjkkHlFK0vYjH99bZ0pvj+lLP0klBQ6VBhCI54ik6P4KnxxuEccJvXzdKkiSAWprppmuK/oLDlaNlCo4OicZMy2Ou7VHMmPQUbNwgXOomfujptuNtpS1ef+i1fhjT9WOqOZtOEJPw0iic/UGXuXbaY+tYfZ+kbkkIsd6s6e05gOeff57h4WG2bt3KW97yFsbGxgB47LHHCIKA173udUvXXnLJJWzcuJGHH34YgIcffpgrrriCgYGXGu3ddNNNNBoNnnrqqaVrDn6OxWsWn+NoPM+j0Wgs+zjXHWkr50jbMV4Y8aNdczT9NAw49C9ZEIOlQzuIaPohB2pd9s+7tPwAz0+oLWzntddBO4HjUYClK6p5i4Kjs3e+ze6ZFl4Ysme2zZ7ZNn6UoAPWIS+UDpiGhqVpPD/V5OkDDRxTx7HSbbogiplppQXhlw0VGC5n2dqX4/rNVa4aLZOxdBxdx9CP3HdpsVnlsbbSjnZtEMX4UUTBMfDDaKnJqGPqlDMmG3tyxKTNKGOQZpRCiHPCms403XDDDdxzzz1cfPHFjI+P85GPfIRXvepVPPnkk0xMTGBZFuVyednXDAwMMDExAcDExMSygGnx9xd/71jXNBoNut0umUzmiGv7xCc+wUc+8pHTcZvrxpG2csbm2tQ7aXRTyZlYuk6t47N3rrOUOTnSATdb12l2AmpdDy+Mcf0YTaVdsJVSQLKWOwmsiAJMAxxTkSRQypgYmmKu4xGEMQ0vwDF1bB0MXQMSkiBBHXQeP2PoOKaB5/rMtDx+/aoNmIbGgVqXXTNtmm5AIWNQcUxMPa37C5OYkWqO7aMVBksOGevIGZ1Dm1UuOtJW3qHXmrqGpes03ZCMZWDqaulrM5bBxQsd32X7TQhxLlnTQdMb3vCGpV9feeWV3HDDDWzatImvfvWrRw1mzpa77rqLO+64Y+nzRqPB6OjoKq7ozDrSVo6mYLwes2emxdh8m2rWYkM5QzcIj9mwEaDhhzS7MR0/QqmEMF6oedLSLNQR6pDXjcXWUTpQsAwqOYdqzqLjR2iaRsmxsA2NUtZkvu1TzNmEUULXj1BEJAkYOmgJFB0T29Co5rNcPFRgpCdL0TGJ4oT5js9IJUPBMZe2wDZVcwxXMisKVE5khMqRrs1YGvtrHhfmLBSKphsc9rUSLAkhziVrfnvuYOVymYsuuogXXniBwcFBfN+nVqstu2ZycnKpBmpwcPCw03SLnx/vmmKxeMzAzLZtisXiso9z2ZG2ciYaLlNNj3zG5ILePKB4dqKJ6ydsqh47qA2imDiO8cOEbpAOTIkBPwY3TBYyL+uXSRr4xAtNKZVSZG2DopNmZYI4IWsaXDJUYmMlQ9cPaPsR/kItlxdCxk4DE8tQXLahRH8hDYbcIGKm5dFfcKjmbExdo+CYFGyTmbZ/WMDkBhENNx1bc6hNPTku7C+saCvt0Gv7Cw47tvbSV3BkG04IcV5Y05mmQ7VaLXbu3Mlb3/pWrr32WkzT5IEHHuBNb3oTAM899xxjY2Ps2LEDgB07dvCxj32Mqakp+vv7AbjvvvsoFotcdtllS9d84xvfWPZ97rvvvqXnEKkkTgijhIbr05Nz8MKI6WY6Iy5v22zrT7dj5toeuq5x3eYq9z87c9SMU9ePCQ+aVJtuyKUfQQJBvH435xZXXnZM+goWGUtntu0zWLDJZy12XNBDc2GQbjVnY2hpoKjUS1mqmLTVQH/RYWNPjk2VLMMlB9vQ0wBoYXDuwRxTZ77rL2yJ6cfszL3YvftETrId7drF+ifZhhNCnOvWdND0h3/4h7zxjW9k06ZNHDhwgA9/+MPous6b3/xmSqUSv//7v88dd9xBtVqlWCzy3ve+lx07dvCKV7wCgNe//vVcdtllvPWtb+XP//zPmZiY4AMf+AC33XYbtm0DcOutt/KZz3yG97///bzjHe/gO9/5Dl/96le59957V/PW14yD33hnWi5TDY+N1Sx9eZt6N0BXir6KtVQTU83ZzHf9NLNiQCfksMBJA/wgxg1eOjF26DXusXs+rnkx4AcheSeLpWuYZppd2ljJcNVohT0zbZ6dbDLd6jLTCciYOi0vwtDA1CGKII5jDE1x5UiF4ZKzlMFZaS3SibQTOJGTbIdeK6fghBDnizUdNO3bt483v/nNzM7O0tfXx4033sgPf/hD+vr6APjkJz+Jpmm86U1vwvM8brrpJv7qr/5q6et1XefrX/867373u9mxYwe5XI5bbrmFP/3TP126ZsuWLdx7773cfvvtfPrTn2ZkZITPf/7z0m5gwcFvvBf1F7GNNnsXmjQamqK3YC9Nu4f0jTsMY+baPiM9WSbmO3gRBBFLM9YMDRwzfdNfx6VLxxVECbOtMK1hWpijd9lQkYl6Ouak44c8O95gphkSJwk5WyNrGeiawgsiOkHMdNPn0sECPXl76XlXUot0Iu0EhBBCrIxK0sYv4hQ1Gg1KpRL1ev2cqW9yg4hHd8+hqbQvUBgnmLqi5YZ4UcxgwWa84VKwzWVv3MWMwb/8YoY9000efnGOhhsRJy9tW1kKCjbMuYdnmBbpcMxBtuuBo0M171DNmlwyVKSas3jD5UNMtV56zZ4br/PpB56n5QX05h10TREsbIOGccK2/hx3vO4Srt1cJUqSpS2wKE7YM9vmQN3FC9MM02I2StcUDTfgkd1zVDLWsmxUEMXMd32u31yluBBMCSHE+exE3r/XdKZJrB43iJhte9S7PkkC851gYa6cRiVr4pgGoz058o65bOL9hf0FyhmTR3fNs2++S6MbcWi7JUOHCAON8KiB0fqtaHqJF0Gn65ExNYoZg+FKhumWi6VraFraznJLX4Hhss3T4z5NN8DQoBsmxHFC3tJwDIOf7p1jsulSzdvL6pKOVYt0Iu0EhBBCrIwETWKZg2uYWl7I43tr+GHMBf2FpdEfO6fbbChnyFo6lexLb9ykzaqxDY1a1+PZydZhAROkdU7d8NhtCc6F9KehoBMmGN2AvqJFf95ivOYSk+AvFH735ixuvKiP/XNd6m5IFKe9qhxD4Zg6vTmbMIa5dsDGao4oTpbVJR2tnuhE2gkIIYRYGQmaxDIH1zCVMxZaophtB+QbLgNFmzhJIIFEgRfEeGGMrmD/XIed0y2aXsh8y+Wfn5o8bITKwc6FoOh4LB2SRBHHMY5uYhk6My2PII6J4oRukHZYD8KInryF64e4cXqSMFYaKMg7Oj15myhOSBKW6pNWUpe0WDh+aCZQWgIIIcTJkaBJLDm0eLjthfQULNpByLPjdfbPGxQck6Giw1Sjy71P7MfSdcZm2+ya6eAGEbWuR60bsHveW+3bWVU66RajqUPe1uktWFi6RtbWeWGqSzFjUc6YTDc9nhlv0PEjCjkb3Q+JAUdTZEyDZjckjGJsw1iaN3doa4GjrkEG4wohxGklQZNYstjAcrH/j6lrNLohc22fOAZDadQ6AT8bq9H2A6p5B0sp5roBcZxQypjEicINonOiJulkaUDOVmQtA0PXuGigwBUbyjw70cAyNEYqWbwwwQ3itNFllBAmMFLJ4kcJTTdgMRc30/GZanpcM5pdqk060bokaQkghBCnhwRNYsmhxcMJCQ03YK7tU8xYaEqxa6bDntkOauHQZTdM8MOX3vxtUzs/9t6OwdRA1zV0TcPUFK+4sIdK1sQNI5rdiJFKFpK0JcFko4OpK7xQ0fFCwjhBqbTlQDeGvoKilDHJ2wZBFEtdkhBCrCIJmsSSQ4uH3SCk4weUMgYZS2PvfIdax0clMRlTxzEtOoGHG4T4oYaOImvrGNr5dTJL8dI8IscAQ1NkTZ1KzqI/ZzGcz/DE/jq1TsCe2TYtN2CkJwskJCjylsFEvctc20dTClMHTaWF4JcOFXntJf3MtAOpSxJCiFUmQZNY5uDi4bm2T9NN583pSjHX9kmSGNsy0DUd21BkDI1amBCqiI6msP2Qjr/eOyydGB2wjDR4Gig6aHpaj7S5J0dv3uJnB+pct7nCJQMF9s+1+fm+Orvn2gyVHPrzNlGSFtQrpYFK8CMI45i8bTDam2NLX54tfUhdkhBCrDIJmsQyBxcPP7lPo5qdZ6bt0/Q8al2flpu2CsjZ6eyyKEmIgSSCKI5pexFN11/VezibDCDnKEggaxsYhkbBTmvCLEPxwnQL29TpzaeDdSs5hytGFE03pJy1aHghXpAWdAdhTBAkKNI6pJxtkDUMvDCm6JgSLAkhxCo7v/ZRxIq5fsRM22ewZNPxQzpeRMbU0XRFHCdEUcRUy6PeDkiSdDRK0TbIOSalrHX8b3COUCptK5B30rqj/EFDehPU0hRiNwx5brKBH0VcPFBka1+Oq0crbK7maHgRkJC1TSp5i0LWQtMT2n6IH0XSiFIIIdYIyTSJZRabW74w1eTne+tMNrqYmmKw5FDOGOhKUe/6gEbHDdANRY9pUMzaFDIGjqHR7CoO1M+PbJNKwA1isjYopRFHycL2ZEIQxbT89ETiZN2j40e03JB2NiBrmZSzFrWOixdEZEwDx0r/d9R1aHag7Uf0FxzJMAkhxBohQZNYZrG5paEUfhixb75L0w3oy9sMV3L05G12TreYbnkYGFiWjq1BzjaodUM8U0M7jwrBHVsRRglN18dQMFi0yVgGXT/EDWJ68yZJAklCOrMviCllLC7sz2DqGkEEGVPDDRIa3YAgioiSdMRKNWPQX7SPvwghhBBnhQRNYsnBzS3n2x7zHY+2F+IGCRMNFy+MCZM0g2JqGqahgIS6l+DHAZWchR/EnBuT447PBJIkQTd0LE1RzppcPFhkuOTw9HgTTUtPwDmGhtI0Zts+TS+gkjXpydtpPyYFQ2WHXdMdukFEEKWvnaEWRp+cZ0X1QgixlknQJJYsNrfMmjq/mGph6Dobe3LsmW3R6IbUOm26fohlaPhROiYka6UzzeqdGC+IqeRNkvPkfV4zQNd0yhmTUjY9Lfeqi3tx/YQXZ9v4YUI5YzJcztD1IywNYgX9RYeGF2AbOlduKPPw89P8YrJNHMeoOA05QwWNbsBTBxpcMVqWLTohhFgDJGgSSxabW853fGZbHsWMyWAxQ8bUeXJ/jaYbkCiFbWroKqYVxARxgqUgSWKaXkDeXiiAPg/ogKmlvaksQ6fejciZJlcO54njmFo3IIig5YdYus7G3hz9BYerN5ZJSAcbN7oB5ZxNksQEEWhaeoLRVNANIv752UluvmoIOy9BkxBCrDYJmsSSxeaWB/Z08aIIJ9bxwhjL0KjmLJQGXTdGNxQZCxq1Ll0/BtMgaxmYpsI2tIVC8XObTnowLgb8KKGsa/TkTfbOd6jkLC4aLPL8VBPH0NGUIk4S3DBipJJZGrqbCphv+gQROIbCtHT0BDRdESUw3nCZawX05p3VuVEhhBBLJGgSy2zqyeEFES9MNplseBQzBoZSeGGEQlFwdGY7AX4YkUQJcQxxkuAYGoaeNr1snuN1OAaQtxUJiqylo2kaG8oZLttQppK1OFB3uWZjGUibhHphOivuwmr2sE7elq7RCgPCOB1BYyhFxMJcOi3NZHnhuf16CiHEeiFBk1hG1xSXDpeY73j80+MHGJvucKDpMt7oksQJWUMjjEGhSFR6KixIIuY6MbaZUM4YhGG42rdxxuhAKatTzlqgYKSUARRDlSxDRYeCYzLf9QnjZKlJ6LE6eftRTDVrkjV12kFI20sDJEVa19STtxguZ87qPQohhDgyCZrEMq4f8p3nJvnnZyd5an+T8VqXThARRulWVMeP0AHHVCTpzhyGUiRJur2klIY6h0uaTB2SOD01V3RsgiShv+CwrT/PYClDxw+xDX2pIWX662PXIw1XcuTsOWpdQKUn5xIFYQw5U6MnL20HhBBiLZCgSSxx/ZC//ZedPPjcDLNtl6Yb0PIiwgQcHdDACyAEWkFaAB5EEMYJhp42dzR1jZytmO8mq307p52pwDF0so6JoSkGiiYZ0+CGLRVGylk6fkjTC7iwv7Di024FxyQIE8I4oZzViROIooREQcHWcSyD2ZYngZMQQqwBEjSJJd95dooHn58lTNIZcvPtiMVqGi8CPUmLnxeFyUJHpgSCGGptD9vUaLfPvYAJoOxANW+Tc3RaXsx8J2R4KIsiHWbsWDoX9hcOq1s6HstQmIZONe8sBE2g6zF9eRsvhBkJmoQQYk2QoEkAUO/4PLG/RhwneGFEoxtwcPlxDMSH9Kw8tIWlF8FUw6MVnOHFniVFI71HN0yHNHox7G+4FFydTT05hitZMrZB2w+5rGhz8eDKM0yL/ChmpJJlqJTBD9MeWYaukbV1Wl6wNOxXCCHE6jt/5l2IY2r5IX4YE8cJB2ou7kkc2AoTaPnrsxu4Iu3wvSijQ6IpQtLAKd1+1FEoukFCvRtgGRr9BYcwgdmWd1Lf19I1BksZLt9QBCBRCTlbxw1iWl7MNRtLkmUSQog1QjJNAoC8ZVDImLS6Ps3u+XfEPWeBoWuQJNi6RsbSqXkRrhulP1ko8KMIW9dwTB0vigmieKE7ekzbCxdOyZ1YpskxdXqyFoau0FXC3rkuL8ZdSo7Bv37ZAG+6duMZuV8hhBAnToImAUApa7GlJ0vTC8+TyXHLxXF6Yq2ctejJ23T8EMOPSRZeDE0pDF1LO3brGhkzzTrNdXy0JB1YvHhi7kRNNFxmGz4526IYJnT8kIQYtdAdXAghxNog23NiySWDJYqOcd5F0jrp8f4IyNsGtq4x3fBxvXAhSIKMpZOzdExNhzgiSmC67fLseIOJppsGVdqJ/+9U7/g8N9lE0zVQCSPVLFdvrLKhnOPhnXM88MzEab9fIYQQJ0eCJrHEsRSDpQznU3JDkQZLCsgYipYX8vx0m7Yf4kdpBiqKwA1jukEMxHgRBGFIxkiH9F4xXKLjh+yZbZ/w92/5IfNtn3onIGeZFGwTU1f05GwMXePn++s03XOksl4IIda58y2pII6h66dFyIYO/rnb1HuZxeYIMekA3dm2jxcmmBpoRtry3AshiGJ0pYgSjayl8csXD3Djhf0UMyamrtF0Aw7UXTZUMidU15S3DJSCqaZL3klP4mla2iw0a6d9mxpucMi8OiGEEKtBgiYBgBtEHKh1ydkawXlUB77QsxNbh5Yb4y80nwoARYJSaRdwQ8FAwSafMXBMHaVpOJaOqafJWsfUme/6J1wMXspaDJQcGl5InCRUcxZdP6LpBmysZqhkLYoSMAkhxJog23MCSPsFPbG/xv55lxM8ALauLAZJ2sKvc5ZGMaOj6xpBEr/UiyqBKAY/Sj/cAFCKTdUsjqHz9IE6Px2bY3+tQ5QkuEG0bHzKSrlBxJZqjqtHioRxzFw7gAR6cxZJotjWl5UskxBCrBGSaRJAOkJl71yHThARnMNbc1kDUKApyGdMbENHKY2Zlk9MyOKtawv7dop0C09XUHIMEqXIZwy8po/rx+yaadP2QvKOcULjUxb5UUyk4E3XbuLxsTlemOoQE5OzDXryFts3Vk/j3QshhDgVEjQJAII4IY4TXpxscQ7HTKCgnDVJlIap6ziWRhQDSYwWpRkoBehammlaTDyZOmRtg7YXU84abOnNU8latPyQ6ZbPy4aLJzw+BdLmlrauEScJr7ywn6s3hbQXtuocy6DgyP+iQgixVsi/yIIwiplpetRdn9Y5HTGlW23FjIVSilrHx9JNYhaGDZsKXY/RNEXXS8MlDbCMtDfTfNunkoOc6XD95iqD5QxtL6QdhAxXsifVU8kxdYbLGZ6fai597pg6TS9guOSccOZKCCHEmSNBk2BsrsNEw6XVPvePttsGDJczdMMYyzAYKNokCXhBSNYy8IKQejdEpW2T0ICMoZF3DJSucEydazZXGK5kieKEphuQqDQ7dbIWM1QH6i7zXR/bOLnBv0IIIc4sCZrOY26QntLaM9vG1nVmuud2mkkBuYzFUDnLRKNLOWORtQwqWRMvCKnmLJ6ZaDLbDkAp9CRB1xWarjFYzrC5N4dlaOQsgz2zbZ4ar3Ngvkspa1Lv+Fy/uYetffkTzjjpmmJrX54NlczC6TtNMkxCCLEGrenTc5/4xCe4/vrrKRQK9Pf38xu/8Rs899xzy655zWteg1Jq2cett9667JqxsTFuvvlmstks/f39/NEf/RFhuDxA+O53v8s111yDbdts27aNe+6550zf3qoJo5gXp1s8unuOH+6a5cn9dZ7cX2Ou2VntpZ1RjgGlrMlA0eFfXdDHlaNlKnmTKzeWuemKIXJZg6xj0F9wKGcN8o5Ob86mmrcxdJ1rN1a5ZKDEvnqXh1+cYdd0G0NTxDE8unuef/rZfnZNt056fbahU3RMCZiEEGKNWtOZpgcffJDbbruN66+/njAM+Q//4T/w+te/nqeffppc7qWti3e961386Z/+6dLn2Wx26ddRFHHzzTczODjIQw89xPj4OG9729swTZOPf/zjAOzatYubb76ZW2+9lS996Us88MADvPOd72RoaIibbrrp7N3wWTI21+H5qSYF26RoG+yd7/Lk/hoNb7VXduZoQF/B5tUX9HHt5io5y2C27eKHOXZc0INt6Fg/09g52aaSNdF1hWNoDJYy6dacUji2Qb9t0PZCHFOnmrOo5m0sXdFwQw7Muzy6e47RnqwEPkIIcQ5a00HTN7/5zWWf33PPPfT39/PYY4/x6le/eunxbDbL4ODgEZ/j29/+Nk8//TT3338/AwMDbN++nY9+9KPceeed3H333ViWxec+9zm2bNnCX/7lXwJw6aWX8v3vf59PfvKTRw2aPM/D816KMhqNxqne7ilxgwg/emlrp97xafkhRcdc1udnsYllwU4ff2xPk1rHS/sSreL6z7SMCWXHYLiawVro4N3shmxa2HKzDI0bL+zl2YkGfhgz1/HZP+fiBjFxEmDrOmEY09NjU+sEeEFEKWuSWQiOiraJG0Tsq3VpugF2XoImIYQ416zpoOlQ9XodgGp1ee+aL33pS3zxi19kcHCQN77xjXzwgx9cyjY9/PDDXHHFFQwMDCxdf9NNN/Hud7+bp556iquvvpqHH36Y173udcue86abbuJ973vfUdfyiU98go985COn6c5OXhjFjM11OFDr4kUxKklHcuyvdWl6IeWMydWjFXZc0ItlaPhRjBfFVDIWk40OP983j6VrmOf4vDk3gPlOwPMTTQyVBklKwWTDZbLu4kURtXbA+FyHH+6Zo+tHaICh6ziWztWjFXrzNhf05RmbbRMm8bLibz+KMTWFrsOplYULIYRYq9ZN0BTHMe973/t45StfyeWXX770+O/+7u+yadMmhoeH+fnPf86dd97Jc889xz/8wz8AMDExsSxgApY+n5iYOOY1jUaDbrdLJpM5bD133XUXd9xxx9LnjUaD0dHR03OzJ+DgrbZKxuIHv5jmn38xhaEp8o7BngSen2gSRjGvvWwQS9dQCfzwxVl+MdngZ3tr6JrCO8dnp8RAy4uYbwfUXR/H0LlooEC9G/DE/jpPH2hgmxrzzS5tL0ShoRkahgZhHGPqCbquYeiKC/ry/Hj3HDNNjySvUCQ03BBbV4xUctJbSQghzlHr5l/32267jSeffJLvf//7yx7/gz/4g6VfX3HFFQwNDfHa176WnTt3csEFF5yx9di2jW3bZ+z5V+LQrbaWG/CzAzU6QUQ5a1HJ2fhRzHTD5VtPT/LyrT0UHJPxeocfvDANCfhhjBdGtLxz++QcQNuPeOJAnVLGZGNvjlonYG+tQ9tPR6D4QcS+uk/RsShkDIIQSlkDQ1PsmXOZqHXxwhIXDRZ5zcX9fPe5KeY6PqYGRcdksOKwfaQs9UxCCHGOWhdB03ve8x6+/vWv873vfY+RkZFjXnvDDTcA8MILL3DBBRcwODjIj3/842XXTE5OAizVQQ0ODi49dvA1xWLxiFmmteLgrTaAmZbHdNOjnDExNEUUJ+QsnTBrsb/WZbzWJS4mvDjTJmfraJqG09CodwP8cz9mwjIUbS9k91yLnJ0GQ5auoaGwDYUbQBwnmKaOpjQsE0CRsXSmmx4tN8A2NHRN8UsX9TNcyrBzpoUXRlSyNpuqWemtJIQQ57A1HTQlScJ73/tevva1r/Hd736XLVu2HPdrHn/8cQCGhoYA2LFjBx/72MeYmpqiv78fgPvuu49ischll122dM03vvGNZc9z3333sWPHjtN4N6ff4ggON4gwdQ0UxAl0vBBN09KaHEMjiiKSOJ2hNtf2mW35jFZzWJpifLbD3rC7NC7kXKaURs7WSVDMtH0qeYtKxsIyNIIYTEPhmBp+GOHrGppSaBY0uwGGpnHpcHEpi6RrikuGimzpy0lvJSGEOE+s6T5Nt912G1/84hf58pe/TKFQYGJigomJCbrdLgA7d+7kox/9KI899hi7d+/mn/7pn3jb297Gq1/9aq688koAXv/613PZZZfx1re+lZ/97Gd861vf4gMf+AC33Xbb0vbarbfeyosvvsj73/9+nn32Wf7qr/6Kr371q9x+++2rdu8rsTiCo+kFNN2AsmNi6zDd8oEEQ1d0/YjxukfJMRguZzANhaErwiim5UfMdrzzImBKAM+PyFs6WVNHUwlhlODHMXnLABJypkE1a+LHMW4QEicRHT+i6YW8fEuF6zb3HPa80ltJCCHOH2s60/TXf/3XQNrA8mBf+MIXePvb345lWdx///186lOfot1uMzo6ypve9CY+8IEPLF2r6zpf//rXefe7382OHTvI5XLccssty/o6bdmyhXvvvZfbb7+dT3/604yMjPD5z39+XfRoOngERzuI2NSbw/NjdKVodkMSoOyYbBvM44UxRcdkS2+OJ/c3aHsBbhARruOoSYMVBX2mSofwxiT05i2uGimjaRr7a13ytsF1m6pMt1xiIpRSuGGCpkE1Y3HtlgrvetW2k5otJ4QQ4tyhkiRJVnsR54JGo0GpVKJer1MsFs/69/fCiAPzXR7bNctM12dsxqXp+eQsg2rORGmKDaUspayJTsJjY/M8tHOWZ8Zb6zbTVHEUCRquH+Ee5yYqtsKyDUYqGS4ZKPHWHZvY2JPjhakWs22fOEnQlKJoG4xWs3T9iNm2x1Apw1B57da1CSGEODUn8v69pjNNYmXCKGb/fJfdM23GWx6WrnHdljIFx6Te9vjZvjrTLZ/98y5KQdbUqOQtphvrt5ZJB/qLDvMdnygG1z/6tSZgGgaOkY5F2dyTZaCUIWsZXDlSxgujI9YlbeqVom4hhBAvkaDpHLDYq8nSNQaLDmNzHdwgZmMFnp1o8dxkC0jIOyYJCfvnQ+q7A+ba67c3k6EgjCFGw4+OfR9ZWzFUydJfMLl4sMi2gQJZ66XgyDZ0qUkSQghxXBI0rXNuELFzqsVUwyOMYsIkQaHo+CHPTjR5cbqFH0ZoSnGg1qXjh9TaPn4Ysx67DOikg3cBwjCi0wnwj5Muy9kmIwtF8KWMyaaenARJQgghTpgETetYGMX8YrLJQy/OUO+GFB2DStYkbxsoleD6ES0/YLbl0XRDvCghiuLjBhlrxcFl14uFd4YC29LoeDHTLZ9u/NLvHYkGDJYddAMuGijwSxf1Sy8lIYQQJ0WCpnVsbK7DzukmXS8ia2p4YcRTB7oUHIOuH7Gv1ma64THTCohiUAqidVL2rwGWAW740ue6Bqau0fUTvCh9THH0oEkDBgsGb7p6lEuGilw6XCRryV95IYQQJ0feQdapg0eoVPMWB2ou3YUmlzMtn/m2R60TktE1onjhWP56Cph0yJoGbphGTQrQEkiISZL0VjTS/x4pcaYD1Yzi0qES/+rCXrb05s/W8oUQQpyj1nRzS3F0iyNU8rZJJWehSDB1jSSBlhti6TrVrE3BNtbVCTkNsHXIWhrlrEFefyk4CgE/BmPhb61SoLTl23iQ/iRQyWhs6MlTzjsUHfNs3oIQQohzlGSa1qnFESpxktCTs9F1jZ68mXawdgNQYCpFy1vtla6MAmwNbAM0XcfUNSxdx7J0Aj9CV1DKGBRzJh03plPz0HSI4zSoOvj8XG/BxDF0io7FaDWDacjPBkIIIU6dBE3r1OIIleenmpQcg8GizWzbx/NjKlkTXdMIwoipdRA1mUA5q1PMmhgKTN0g7xhECcx2fAwtJmPq9OUzZGwDUwXMtzyihW06pUAlL+0+JgmUczbXbq5w1UgFW4ImIYQQp4EETevYwSNUhkpZUIpq1sQNQv7lF7NMNl1mWu4qr/LoBnI6MTGOYdFfsrl0sMB43UNXiq39BWxLsaknw765DkEMBdskYxtcOlggZylemO4QJwlhmBDGCUkCPTmDLX15fvnSPkaqeTb2ZKW9gBBCiNNCgqZ1TNcUW/vybKhkuGQgz/1Pj/Ptpyd5frJFsxviRxGdNdqMyVJQytgEcYxt6liGTjdI2NKXo6/gUMmYRHFCECUEEfTmbfpLNkXLJEogSmJiFLau0fBiwijG0jWGKhl68zYbynku7C9IewEhhBCnjQRN54AgiPhvD+/mq4+MMdkM1sUhueGyRX/JoZQ1uWakRH8pS0yM50U8M9nkwV9M0/QCwjDB1hVBFONHMeVMiNIUo9Ucg+UMYZQQxQkZQ2ewlCFn66ApdmztwdQ12n542HgUIYQQ4mRI0LQO1Ts+LT+k6JgUHJP/7yN7+G8/2EXNWz/n5C7qL3D15irlrEUYw9TCzLyf7JnniX01HFMjiBK6XkBbKcpZk6xt0uh2uHiwwC9fMgDAc5MNHEOn4KSZqaYXsLWaZbrpcaDWxYtibF1juJxhU08OXTv0rJ0QQgixMhI0rSOuH/KjXXM8M96gE0RkTZ3evMUXfrBnXQVMeRNsyyROoNYNKTgmRcdkpunx071zuH5MTz6HHyWYhk7LC6h1I377+l40pXAsg409WQxNQ9cUB+ouLT/ENnQu7C8QxQnPTzUp2CaVjIUbRDw/1QRga5/0axJCCHFyJGhaR360a46HX5yhmrMZKjk03ZAv/nA3B+pr/4TcwdwA9sy1UUoxXHHoKzjoStH1I9puhGPqC5mmiJxtAAm1rk/Xj9jaV2C+6+OFMbajL9V0eWGMbaR9qh7dPUfBTrNwkHYRh7RgfkMlI1t1QgghToqcxV4n6h2fZ8YbVHM2pYxJkoBlKJ7b31ztpZ2wCGh1A/K2wUTdY99chzCKCeIIVNpCQFMamqaI4oQkSVAKdE3DDSJsQ1/WRsA2dIqOiW3oS00/HXN5YOSYOl4Y4YXrJyMnhBBibZFM0zrR8kNaXoSmEsbrLkkCtbZLdz1UfR8iAWpuQEJMf8Gi1g3IWDqVrE1/3mKuG9IJQnQF852AthcwWslQcEyaXsCF/YWjZosWm366CyNlFh0p2BJCCCFOhARN60RG15hsdjlQ61J0LGxD8ZM9c6u9rJMWx+CHEUliUs4abOlN+yndeHEfj+2aww0i4iRGqYRqzuS6zT04ls5wKXfMNgIHN/1c/NwNouMGW0IIIcTxSNC0Tky1fIIwIooSdAVJohir+au9rJOiAMfQ2FDN4gUJhqaIE9B1jd/cPsortvTy2Ng8c22fas5i+0iZqzdWyDvGioKeg5t+znf9pQJx6dkkhBDiVEjQtA64QcTYXJvNvXl6cjZ757vsnW6t9rJOyWDJxtYNwjhixwW9XDhQWOqndMlQkes2V2m4wVJbhRNxcNPPxQJxyTAJIYQ4VRI0rQN+FBMnkLcNOl7ID5+fohGs9qqOrqBDMzr67zs6DJeyKAVbenNcOlQkay3/q1g4iWDpUGkNkwRLQgghTg8JmtYBS9dwTI2f7J7lG09Nr/Zyjqo3p7hyqMxVm6t88v6dR73ugoEc2zdVGK5kuGyodFjAJIQQQqxF8m61DjimzgtTjTUZMCnAUbCpP8OrLuzn+i09vGJrD1/8wU6mu4dfbwDXburhgr48W/ryUmckhBBi3ZDz1+uAG0T8x3t/sdrLOIwOZEzYMpCjmLEpZEy29RcoZiz+7//39fRmlv/1Klvw+7+8kTddO8qNF/WxtS8vY02EEEKsG5JpWgf+fz/dt9pLWKZgKtJSIUU1by003LR49UX9S5mjf3VxH1+59Ua++sgenj5QZ6Cc5RUX9LJ9pCzBkhBCiHVJgqZ14J6HXlztJTCQhUuHKwRJwnw3pGQbbOrJ0VOwabkhr7qwj+2jlaXrdU2xbaDAv//Xl9J0A0BRWGHLACGEEGItkqBpHXhuorPaS+C3rt/Kb183SsE2+Zfnpxib7xAnkLUMXr65hx0X9B7x62xDx85LoCSEEGL9k6BpHQhX6fsaQAxkDXjNxWkNEsBvXTtK0w1Ouo+SEEIIsR5J0LSGPT0+z+/914fO+ve1ddBUejLO0OBlQwW29ReWXXM6+igJIYQQ64kETWvY/+e/PcrkEY7tnwllC266cohnxpt0w4gk0lB6TN4yufnqEXry9tlZiBBCCLFGSdC0Rn3riQPsnj87s+W2byhwxWiZ/+vV2/j+C9P8eNccdden5Fi8fEuVX98+clbWIYQQQqxlEjStUT/fXzsr3+fakTwvG6nwsg0l+oo2/8fLN/Grlw0y0/LozduSYRJCCCEWSNC0Rl3Ynz+jz5/T4NoLKly3qYdSzuKajZWldgA9EiwJIYQQh5GgaY3611dsoO/ep5hux6f1ea8ZzXH9ll6GChmqBYdCxmRTNSvjTIQQQojjkKDpEJ/97Gf5i7/4CyYmJrjqqqv4L//lv/Dyl7/8rK/DMXX+029dw//1/zyKe4rP9daXb+C6zT28fGsvOcfANtLxJl4YYxuaNJwUQgghVkCCpoP8/d//PXfccQef+9znuOGGG/jUpz7FTTfdxHPPPUd/f/9ZX8+Nl/bz9dtfzf/z8C7u//k+9neSw64ZyEEhY/PCjLfs8S1VxUd/4zp2bOs76sgSCZaEEEKIlVNJkhz+TnyeuuGGG7j++uv5zGc+A0Acx4yOjvLe976XP/7jPz7m1zYaDUqlEvV6nWKxeFrX5YURTTeg5UbsnmlR6/pc2FdktDe7lDWabfnMtT1IFNW8SU/elqBICCGEOI4Tef+WTNMC3/d57LHHuOuuu5Ye0zSN173udTz88MOHXe95Hp73Unan0WicsbUtjiLpzcPm3iPXHg2XMwyXM2dsDUIIIcT5TlvtBawVMzMzRFHEwMDAsscHBgaYmJg47PpPfOITlEqlpY/R0dGztVQhhBBCrAIJmk7SXXfdRb1eX/rYu3fvai9JCCGEEGeQbM8t6O3tRdd1Jicnlz0+OTnJ4ODgYdfbto1tSy8jIYQQ4nwhmaYFlmVx7bXX8sADDyw9FscxDzzwADt27FjFlQkhhBBiLZBM00HuuOMObrnlFq677jpe/vKX86lPfYp2u83v/d7vrfbShBBCCLHKJGg6yO/8zu8wPT3Nhz70ISYmJti+fTvf/OY3DysOF0IIIcT5R/o0nSZnsk+TEEIIIc6ME3n/lpomIYQQQogVkKBJCCGEEGIFJGgSQgghhFgBKQQ/TRZLw87kOBUhhBBCnF6L79srKfGWoOk0aTabADJORQghhFiHms0mpVLpmNfI6bnTJI5jDhw4QKFQQClFo9FgdHSUvXv3ymm6s0he97NPXvPVIa/76pDXfXWcydc9SRKazSbDw8No2rGrliTTdJpomsbIyMhhjxeLRfkfaxXI6372yWu+OuR1Xx3yuq+OM/W6Hy/DtEgKwYUQQgghVkCCJiGEEEKIFZCg6QyxbZsPf/jD2La92ks5r8jrfvbJa7465HVfHfK6r4618rpLIbgQQgghxApIpkkIIYQQYgUkaBJCCCGEWAEJmoQQQgghVkCCJiGEEEKIFZCg6Qz47Gc/y+bNm3EchxtuuIEf//jHq72kc973vvc93vjGNzI8PIxSin/8x39c7SWd8z7xiU9w/fXXUygU6O/v5zd+4zd47rnnVntZ57y//uu/5sorr1xq8rdjxw7+9//+36u9rPPKn/3Zn6GU4n3ve99qL+Wcdvfdd6OUWvZxySWXrOqaJGg6zf7+7/+eO+64gw9/+MP85Cc/4aqrruKmm25iampqtZd2Tmu321x11VV89rOfXe2lnDcefPBBbrvtNn74wx9y3333EQQBr3/962m326u9tHPayMgIf/Znf8Zjjz3Go48+yq/8yq/w67/+6zz11FOrvbTzwiOPPMLf/M3fcOWVV672Us4LL3vZyxgfH1/6+P73v7+q65GWA6fZDTfcwPXXX89nPvMZIJ1JNzo6ynvf+17++I//eJVXd35QSvG1r32N3/iN31jtpZxXpqen6e/v58EHH+TVr371ai/nvFKtVvmLv/gLfv/3f3+1l3JOa7VaXHPNNfzVX/0V//E//ke2b9/Opz71qdVe1jnr7rvv5h//8R95/PHHV3spSyTTdBr5vs9jjz3G6173uqXHNE3jda97HQ8//PAqrkyIM69erwPpG7g4O6Io4itf+QrtdpsdO3as9nLOebfddhs333zzsn/jxZn1/PPPMzw8zNatW3nLW97C2NjYqq5HBvaeRjMzM0RRxMDAwLLHBwYGePbZZ1dpVUKceXEc8773vY9XvvKVXH755au9nHPeE088wY4dO3Bdl3w+z9e+9jUuu+yy1V7WOe0rX/kKP/nJT3jkkUdWeynnjRtuuIF77rmHiy++mPHxcT7ykY/wqle9iieffJJCobAqa5KgSQhxym677TaefPLJVa83OF9cfPHFPP7449Trdf7H//gf3HLLLTz44IMSOJ0he/fu5d/9u3/Hfffdh+M4q72c88Yb3vCGpV9feeWV3HDDDWzatImvfvWrq7YVLUHTadTb24uu60xOTi57fHJyksHBwVValRBn1nve8x6+/vWv873vfY+RkZHVXs55wbIstm3bBsC1117LI488wqc//Wn+5m/+ZpVXdm567LHHmJqa4pprrll6LIoivve97/GZz3wGz/PQdX0VV3h+KJfLXHTRRbzwwgurtgapaTqNLMvi2muv5YEHHlh6LI5jHnjgAak3EOecJEl4z3vew9e+9jW+853vsGXLltVe0nkrjmM8z1vtZZyzXvva1/LEE0/w+OOPL31cd911vOUtb+Hxxx+XgOksabVa7Ny5k6GhoVVbg2SaTrM77riDW265heuuu46Xv/zlfOpTn6LdbvN7v/d7q720c1qr1Vr208euXbt4/PHHqVarbNy4cRVXdu667bbb+PKXv8z/+l//i0KhwMTEBAClUolMJrPKqzt33XXXXbzhDW9g48aNNJtNvvzlL/Pd736Xb33rW6u9tHNWoVA4rFYvl8vR09MjNXxn0B/+4R/yxje+kU2bNnHgwAE+/OEPo+s6b37zm1dtTRI0nWa/8zu/w/T0NB/60IeYmJhg+/btfPOb3zysOFycXo8++ii//Mu/vPT5HXfcAcAtt9zCPffcs0qrOrf99V//NQCvec1rlj3+hS98gbe//e1nf0HniampKd72trcxPj5OqVTiyiuv5Fvf+ha/+qu/utpLE+K02rdvH29+85uZnZ2lr6+PG2+8kR/+8If09fWt2pqkT5MQQgghxApITZMQQgghxApI0CSEEEIIsQISNAkhhBBCrIAETUIIIYQQKyBBkxBCCCHECkjQJIQQQgixAhI0CSGEEEKsgARNQgghhBArIEGTEEIIIcQKSNAkhBBnyO7du1FK8fjjj6/2UoQQp4EETUIIcYJ831/tJQghVoEETUKI80Icx/z5n/8527Ztw7ZtNm7cyMc+9jEA7rzzTi666CKy2Sxbt27lgx/8IEEQLH3t3Xffzfbt2/n85z/Pli1bcBwHgG9+85vceOONlMtlenp6+Df/5t+wc+fOpa/bsmULAFdffTVKqcOGGwsh1hdjtRcghBBnw1133cXf/u3f8slPfpIbb7yR8fFxnn32WQAKhQL33HMPw8PDPPHEE7zrXe+iUCjw/ve/f+nrX3jhBf7n//yf/MM//AO6rgPQbre54447uPLKK2m1WnzoQx/iN3/zN3n88cfRNI0f//jHvPzlL+f+++/nZS97GZZlrcq9CyFOD5UkSbLaixBCiDOp2WzS19fHZz7zGd75znce9/r/9J/+E1/5yld49NFHgTTT9PGPf5z9+/fT19d31K+bmZmhr6+PJ554gssvv5zdu3ezZcsWfvrTn7J9+/bTdTtCiFUi23NCiHPeM888g+d5vPa1rz3i7//93/89r3zlKxkcHCSfz/OBD3yAsbGxZdds2rTpsIDp+eef581vfjNbt26lWCyyefNmgMO+VghxbpCgSQhxzstkMkf9vYcffpi3vOUt/Nqv/Rpf//rX+elPf8qf/MmfHFbsncvlDvvaN77xjczNzfG3f/u3/OhHP+JHP/oRIIXiQpyrpKZJCHHOu/DCC8lkMjzwwAOHbc899NBDbNq0iT/5kz9ZemzPnj3Hfc7Z2Vmee+45/vZv/5ZXvepVAHz/+99fds1iDVMURad6C0KINUCCJiHEOc9xHO68807e//73Y1kWr3zlK5menuapp57iwgsvZGxsjK985Stcf/313HvvvXzta1877nNWKhV6enr4r//1vzI0NMTY2Bh//Md/vOya/v5+MpkM3/zmNxkZGcFxHEql0pm6TSHEGSbbc0KI88IHP/hB/v2///d86EMf4tJLL+V3fud3mJqa4t/+23/L7bffznve8x62b9/OQw89xAc/+MHjPp+maXzlK1/hscce4/LLL+f222/nL/7iL5ZdYxgG//k//2f+5m/+huHhYX7913/9TN2eEOIskNNzQgghhBArIJkmIYQQQogVkKBJCCGEEGIFJGgSQgghhFgBCZqEEEIIIVZAgiYhhBBCiBWQoEkIIYQQYgUkaBJCCCGEWAEJmoQQQgghVkCCJiGEEEKIFZCgSQghhBBiBSRoEkIIIYRYgf8/cn9OSBMA7xIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamanti.plot.scatter(x=\"carat\", y=\"price\", alpha=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='carat', ylabel='price'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamanti.plot.hexbin(x=\"carat\", y=\"price\", gridsize=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='carat', ylabel='price'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamanti.plot.hexbin(x=\"carat\", y=\"price\", gridsize=50, bins=\"log\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ideal', 'Premium', 'Good', 'Very Good', 'Fair'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamanti.cut.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cut\n",
       "Ideal        21551\n",
       "Premium      13791\n",
       "Very Good    12082\n",
       "Good          4906\n",
       "Fair          1610\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamanti.cut.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "for cut in diamanti.cut.unique():\n",
    "    sotto = diamanti[diamanti.cut == cut]\n",
    "    ax.scatter(sotto.carat, sotto.price, alpha=0.2, s=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'sns' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[14], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m g \u001b[38;5;241m=\u001b[39m \u001b[43msns\u001b[49m\u001b[38;5;241m.\u001b[39mFacetGrid(diamanti, col\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcut\u001b[39m\u001b[38;5;124m\"\u001b[39m, aspect\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1.0\u001b[39m, col_wrap\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m)\n\u001b[1;32m      2\u001b[0m g\u001b[38;5;241m.\u001b[39mmap(plt\u001b[38;5;241m.\u001b[39mscatter, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcarat\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mprice\u001b[39m\u001b[38;5;124m\"\u001b[39m, alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.2\u001b[39m)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'sns' is not defined"
     ]
    }
   ],
   "source": [
    "g = sns.FacetGrid(diamanti, col=\"cut\", aspect=1.0, col_wrap=3)\n",
    "g.map(plt.scatter, \"carat\", \"price\", alpha=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.stats as stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f81212b37c0>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamanti.plot.scatter(x=\"carat\", y=\"price\")\n",
    "slope, intercept, *rest = stats.linregress(diamanti.carat, diamanti.price)\n",
    "plt.plot(diamanti.carat, diamanti.carat * slope + intercept, color=\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "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>dataset</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>I</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>I</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>I</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>I</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>II</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>II</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>II</td>\n",
       "      <td>13.0</td>\n",
       "      <td>8.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>II</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>II</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>II</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>II</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>II</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>II</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   dataset     x      y\n",
       "0        I  10.0   8.04\n",
       "1        I   8.0   6.95\n",
       "2        I  13.0   7.58\n",
       "3        I   9.0   8.81\n",
       "4        I  11.0   8.33\n",
       "5        I  14.0   9.96\n",
       "6        I   6.0   7.24\n",
       "7        I   4.0   4.26\n",
       "8        I  12.0  10.84\n",
       "9        I   7.0   4.82\n",
       "10       I   5.0   5.68\n",
       "11      II  10.0   9.14\n",
       "12      II   8.0   8.14\n",
       "13      II  13.0   8.74\n",
       "14      II   9.0   8.77\n",
       "15      II  11.0   9.26\n",
       "16      II  14.0   8.10\n",
       "17      II   6.0   6.13\n",
       "18      II   4.0   3.10\n",
       "19      II  12.0   9.13"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anscombe = sns.load_dataset(\"anscombe\")\n",
    "anscombe.head(n=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fc/.local/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3438: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.\n",
      "  return mean(axis=axis, dtype=dtype, out=out, **kwargs)\n",
      "/home/fc/.local/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3721: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.\n",
      "  return var(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "dataset\n",
       "I        [[9.0, 7.500909090909093], [10.0, 3.7520628099173554], 0.81642051634484]\n",
       "II       [[9.0, 7.50090909090909], [10.0, 3.752390082644628], 0.8162365060002428]\n",
       "III                   [[9.0, 7.5], [10.0, 3.747836363636364], 0.8162867394895984]\n",
       "IV     [[9.0, 7.500909090909091], [10.0, 3.7484082644628103], 0.8165214368885028]\n",
       "dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def statistiche(ds):\n",
    "    return [np.mean(ds), np.var(ds), np.corrcoef(ds.x, ds.y)[0][1]]\n",
    "\n",
    "\n",
    "pd.set_option(\"max_colwidth\", 100)\n",
    "anscombe.groupby(\"dataset\").apply(statistiche).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "jupyter": {
     "outputs_hidden": false
    },
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f812152a6a0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data=anscombe, x=\"x\", y=\"y\", col=\"dataset\", col_wrap=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.11.2"
  },
  "name": "visualizzazione.ipynb"
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
