data_exploration.ipynb

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  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import geopandas\n",
    "import operator as op\n",
    "from scipy import stats\n",
    "from matplotlib.pyplot import figure\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "           TOWN  TOWNNO  TRACT      LON      LAT     MEDV    CMEDV     CRIM  \\\n",
       "0        Nahant       0   2011 -70.9550  42.2550  24000.0  24000.0  0.00632   \n",
       "1    Swampscott       1   2021 -70.9500  42.2875  21600.0  21600.0  0.02731   \n",
       "2    Swampscott       1   2022 -70.9360  42.2830  34700.0  34700.0  0.02729   \n",
       "3    Marblehead       2   2031 -70.9280  42.2930  33400.0  33400.0  0.03237   \n",
       "4    Marblehead       2   2032 -70.9220  42.2980  36200.0  36200.0  0.06905   \n",
       "..          ...     ...    ...      ...      ...      ...      ...      ...   \n",
       "501    Winthrop      91   1801 -70.9860  42.2312  22400.0  22400.0  0.06263   \n",
       "502    Winthrop      91   1802 -70.9910  42.2275  20600.0  20600.0  0.04527   \n",
       "503    Winthrop      91   1803 -70.9948  42.2260  23900.0  23900.0  0.06076   \n",
       "504    Winthrop      91   1804 -70.9875  42.2240  22000.0  22000.0  0.10959   \n",
       "505    Winthrop      91   1805 -70.9825  42.2210  11900.0  19000.0  0.04741   \n",
       "\n",
       "       ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD  TAX  PTRATIO       B  \\\n",
       "0    18.0   2.31     0  0.538  6.575  65.2  4.0900    1  296     15.3  396.90   \n",
       "1     0.0   7.07     0  0.469  6.421  78.9  4.9671    2  242     17.8  396.90   \n",
       "2     0.0   7.07     0  0.469  7.185  61.1  4.9671    2  242     17.8  392.83   \n",
       "3     0.0   2.18     0  0.458  6.998  45.8  6.0622    3  222     18.7  394.63   \n",
       "4     0.0   2.18     0  0.458  7.147  54.2  6.0622    3  222     18.7  396.90   \n",
       "..    ...    ...   ...    ...    ...   ...     ...  ...  ...      ...     ...   \n",
       "501   0.0  11.93     0  0.573  6.593  69.1  2.4786    1  273     21.0  391.99   \n",
       "502   0.0  11.93     0  0.573  6.120  76.7  2.2875    1  273     21.0  396.90   \n",
       "503   0.0  11.93     0  0.573  6.976  91.0  2.1675    1  273     21.0  396.90   \n",
       "504   0.0  11.93     0  0.573  6.794  89.3  2.3889    1  273     21.0  393.45   \n",
       "505   0.0  11.93     0  0.573  6.030  80.8  2.5050    1  273     21.0  396.90   \n",
       "\n",
       "     LSTAT  \n",
       "0     4.98  \n",
       "1     9.14  \n",
       "2     4.03  \n",
       "3     2.94  \n",
       "4     5.33  \n",
       "..     ...  \n",
       "501   9.67  \n",
       "502   9.08  \n",
       "503   5.64  \n",
       "504   6.48  \n",
       "505   7.88  \n",
       "\n",
       "[506 rows x 20 columns]"
      ],
      "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>TOWN</th>\n      <th>TOWNNO</th>\n      <th>TRACT</th>\n      <th>LON</th>\n      <th>LAT</th>\n      <th>MEDV</th>\n      <th>CMEDV</th>\n      <th>CRIM</th>\n      <th>ZN</th>\n      <th>INDUS</th>\n      <th>CHAS</th>\n      <th>NOX</th>\n      <th>RM</th>\n      <th>AGE</th>\n      <th>DIS</th>\n      <th>RAD</th>\n      <th>TAX</th>\n      <th>PTRATIO</th>\n      <th>B</th>\n      <th>LSTAT</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Nahant</td>\n      <td>0</td>\n      <td>2011</td>\n      <td>-70.9550</td>\n      <td>42.2550</td>\n      <td>24000.0</td>\n      <td>24000.0</td>\n      <td>0.00632</td>\n      <td>18.0</td>\n      <td>2.31</td>\n      <td>0</td>\n      <td>0.538</td>\n      <td>6.575</td>\n      <td>65.2</td>\n      <td>4.0900</td>\n      <td>1</td>\n      <td>296</td>\n      <td>15.3</td>\n      <td>396.90</td>\n      <td>4.98</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Swampscott</td>\n      <td>1</td>\n      <td>2021</td>\n      <td>-70.9500</td>\n      <td>42.2875</td>\n      <td>21600.0</td>\n      <td>21600.0</td>\n      <td>0.02731</td>\n      <td>0.0</td>\n      <td>7.07</td>\n      <td>0</td>\n      <td>0.469</td>\n      <td>6.421</td>\n      <td>78.9</td>\n      <td>4.9671</td>\n      <td>2</td>\n      <td>242</td>\n      <td>17.8</td>\n      <td>396.90</td>\n      <td>9.14</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Swampscott</td>\n      <td>1</td>\n      <td>2022</td>\n      <td>-70.9360</td>\n      <td>42.2830</td>\n      <td>34700.0</td>\n      <td>34700.0</td>\n      <td>0.02729</td>\n      <td>0.0</td>\n      <td>7.07</td>\n      <td>0</td>\n      <td>0.469</td>\n      <td>7.185</td>\n      <td>61.1</td>\n      <td>4.9671</td>\n      <td>2</td>\n      <td>242</td>\n      <td>17.8</td>\n      <td>392.83</td>\n      <td>4.03</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Marblehead</td>\n      <td>2</td>\n      <td>2031</td>\n      <td>-70.9280</td>\n      <td>42.2930</td>\n      <td>33400.0</td>\n      <td>33400.0</td>\n      <td>0.03237</td>\n      <td>0.0</td>\n      <td>2.18</td>\n      <td>0</td>\n      <td>0.458</td>\n      <td>6.998</td>\n      <td>45.8</td>\n      <td>6.0622</td>\n      <td>3</td>\n      <td>222</td>\n      <td>18.7</td>\n      <td>394.63</td>\n      <td>2.94</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Marblehead</td>\n      <td>2</td>\n      <td>2032</td>\n      <td>-70.9220</td>\n      <td>42.2980</td>\n      <td>36200.0</td>\n      <td>36200.0</td>\n      <td>0.06905</td>\n      <td>0.0</td>\n      <td>2.18</td>\n      <td>0</td>\n      <td>0.458</td>\n      <td>7.147</td>\n      <td>54.2</td>\n      <td>6.0622</td>\n      <td>3</td>\n      <td>222</td>\n      <td>18.7</td>\n      <td>396.90</td>\n      <td>5.33</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>501</th>\n      <td>Winthrop</td>\n      <td>91</td>\n      <td>1801</td>\n      <td>-70.9860</td>\n      <td>42.2312</td>\n      <td>22400.0</td>\n      <td>22400.0</td>\n      <td>0.06263</td>\n      <td>0.0</td>\n      <td>11.93</td>\n      <td>0</td>\n      <td>0.573</td>\n      <td>6.593</td>\n      <td>69.1</td>\n      <td>2.4786</td>\n      <td>1</td>\n      <td>273</td>\n      <td>21.0</td>\n      <td>391.99</td>\n      <td>9.67</td>\n    </tr>\n    <tr>\n      <th>502</th>\n      <td>Winthrop</td>\n      <td>91</td>\n      <td>1802</td>\n      <td>-70.9910</td>\n      <td>42.2275</td>\n      <td>20600.0</td>\n      <td>20600.0</td>\n      <td>0.04527</td>\n      <td>0.0</td>\n      <td>11.93</td>\n      <td>0</td>\n      <td>0.573</td>\n      <td>6.120</td>\n      <td>76.7</td>\n      <td>2.2875</td>\n      <td>1</td>\n      <td>273</td>\n      <td>21.0</td>\n      <td>396.90</td>\n      <td>9.08</td>\n    </tr>\n    <tr>\n      <th>503</th>\n      <td>Winthrop</td>\n      <td>91</td>\n      <td>1803</td>\n      <td>-70.9948</td>\n      <td>42.2260</td>\n      <td>23900.0</td>\n      <td>23900.0</td>\n      <td>0.06076</td>\n      <td>0.0</td>\n      <td>11.93</td>\n      <td>0</td>\n      <td>0.573</td>\n      <td>6.976</td>\n      <td>91.0</td>\n      <td>2.1675</td>\n      <td>1</td>\n      <td>273</td>\n      <td>21.0</td>\n      <td>396.90</td>\n      <td>5.64</td>\n    </tr>\n    <tr>\n      <th>504</th>\n      <td>Winthrop</td>\n      <td>91</td>\n      <td>1804</td>\n      <td>-70.9875</td>\n      <td>42.2240</td>\n      <td>22000.0</td>\n      <td>22000.0</td>\n      <td>0.10959</td>\n      <td>0.0</td>\n      <td>11.93</td>\n      <td>0</td>\n      <td>0.573</td>\n      <td>6.794</td>\n      <td>89.3</td>\n      <td>2.3889</td>\n      <td>1</td>\n      <td>273</td>\n      <td>21.0</td>\n      <td>393.45</td>\n      <td>6.48</td>\n    </tr>\n    <tr>\n      <th>505</th>\n      <td>Winthrop</td>\n      <td>91</td>\n      <td>1805</td>\n      <td>-70.9825</td>\n      <td>42.2210</td>\n      <td>11900.0</td>\n      <td>19000.0</td>\n      <td>0.04741</td>\n      <td>0.0</td>\n      <td>11.93</td>\n      <td>0</td>\n      <td>0.573</td>\n      <td>6.030</td>\n      <td>80.8</td>\n      <td>2.5050</td>\n      <td>1</td>\n      <td>273</td>\n      <td>21.0</td>\n      <td>396.90</td>\n      <td>7.88</td>\n    </tr>\n  </tbody>\n</table>\n<p>506 rows × 20 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 287
    }
   ],
   "source": [
    "# Corrected Dataset\n",
    "boston_corrected = pd.read_csv(\"Boston_Housing_Market_Challenge/boston_corrected.csv\")\n",
    "boston_corrected[\"CMEDV\"] *= 1000 # correcting from thousands to dolars\n",
    "boston_corrected[\"MEDV\"] *= 1000 # correcting from thousands to dolars\n",
    "boston_corrected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "town_numbers = boston_corrected.TOWNNO.unique()\n",
    "\n",
    "town_data = dict((el,[]) for el in range(len(town_numbers)))\n",
    "\n",
    "for i in range(len(town_numbers)):\n",
    "    current = boston_corrected.loc[boston_corrected['TOWNNO'] == i]\n",
    "    current = current[\"CMEDV\"].values\n",
    "\n",
    "    town_data[i].append(current)\n",
    "\n",
    "\n",
    "array = np.array(list(town_data.items()))\n",
    "mean = np.zeros(len(town_data))\n",
    "std = np.zeros(len(town_data))\n",
    "\n",
    "for i in range(len(town_data)):\n",
    "    mean[i]= np.array(array[i][1]).mean()\n",
    "    std[i]= np.array(array[i][1]).std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
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     },
     "metadata": {}
    }
   ],
   "source": [
    "figure(num=None, figsize=(12, 10), dpi=80, facecolor='w', edgecolor='k')\n",
    "\n",
    "plt.title(\"Average CMEDV per TOWNNO\")\n",
    "plt.xlabel(\"TOWNNO\")\n",
    "plt.ylabel(\"Mean CMEDV (dolars)\")\n",
    "\n",
    "plt.scatter(range(len(mean)),mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "The towns with high mean were [33 37 44 45 48 49 76] "
     ]
    }
   ],
   "source": [
    "outliers_mean = [mean>37000][0].nonzero()\n",
    "print(\"The towns with high mean were \", end=\"\")\n",
    "for i in outliers_mean:\n",
    "    print(i, end=\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f981825ed60>"
      ]
     },
     "metadata": {},
     "execution_count": 291
    },
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {}
    }
   ],
   "source": [
    "figure(num=None, figsize=(12, 10), dpi=80, facecolor='w', edgecolor='k')\n",
    "\n",
    "plt.title(\"CMEDV std of each TOWNNO\")\n",
    "plt.xlabel(\"TOWNNO\")\n",
    "plt.ylabel(\"CMEDV std\")\n",
    "plt.scatter(range(len(mean)),std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "The towns with high deviation were [28 36 40 45 75] "
     ]
    }
   ],
   "source": [
    "outliers_std = [std>8000][0].nonzero()\n",
    "print(\"The towns with high deviation were \", end=\"\")\n",
    "for i in outliers_std:\n",
    "    print(i, end=\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x720 with 1 Axes>",
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     },
     "metadata": {}
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(12,10)})\n",
    "\n",
    "(mu, sigma) = stats.norm.fit(boston_corrected[\"CMEDV\"])\n",
    "#print (\"mu={0}, sigma={1}\".format(mu, sigma))\n",
    "\n",
    "ax = sns.distplot(boston_corrected[\"CMEDV\"], bins=30, axlabel=\"CMEDV (dolars)\", kde=False)\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "x_dummy = np.linspace(stats.norm.ppf(0.01), stats.norm.ppf(0.99), 100)\n",
    "ax.plot(x_dummy, stats.norm.pdf(x_dummy, mu, sigma))\n",
    "\n",
    "ax.set_title(\"CMED Distribution\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 294
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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aV4iGFPAzN85V6rhErPu2V92352WhCg1HERSMy+w5EKM77wJcDju2tF0e2zTJrXAUHSf6tidQGkKwpe+jdNG3XvfTmPTNEylet73qvik9C01UOKrQYBxlTZNNHRmP6fDuqvsVBTkoDWEodAZcVlPtsnGpOMuKMPQaib7dBThNZRg3/4YtfWdVGV3bHoQMmoxSq8dpLqd87Vy/ZdckJmPeXv3rnD3rKKrwCJTBITiN5XU+V9+uA/bsbK/bgvsOwJq2H0eB/2YUBGr2iOaxOB1Oio9WH3jkH8ghqcYU35oG3T+Rde8upMJq97p90ke3o1AoOLbzCKten0NZbpFfcp+kS02ifFN1vVuPHEUdGYEyJBhn+d/7GzR0bE/xkuV/N6JXEanuei+pWe9p2ST2aOO1/KD7JrH+vwuosHiv9yu+uZ/IFnGoNGr2/LoOc1Hdbe7v0jdPpOQM+76g5omY02sMmlptWHNPENQ8EWuW99kS/hLo9R6o7T0kJQ6nw0l5ZnW9lxzKJqab93qvKbpraw7PWVN1P6hZJM3H9OGPG1+i6z1T/JL3VJqEJCy7avTv2UdRhUWgNITgNHl/zxNefA+FTg8KBWULa8/mDLqgLxFXXI8yKAhHWSklv3zjl9yxzeNwVjg5kVFd7zn7s2nds+5673XphaRvPURhTqHX7Untk1BpVOQf9d8X1tjmsR7Zs/dn0+a02XuRvvUQRT6yN4aw1FhcDidlNdp7UVoOzXx8rrYc3oPeD16ONliPpaiczW/OqdoWHB9Jm3G9mT/tFS68b7LfswOoE5Iw7zy745nEV6rbe+n8ppu9fJL39yCbZt29t5/mwy7gwgcuR1P5Hmx9+9dGShqYFApFU0cQdahzcKOsrIyvvvqKffvc56m2b9+ea665hrCwsEYJF8gUWh3OGl+mXRb3qKhSp8dxyqCEQqsjdOgkir54zeu+VGGRBHXpS+GXr+MsKyZ84o2EjZ5KyU8f++8FnAGVXofDaK66f/K2yqBvssENhUaLs8ZsC5et8hcBrc5jcEMVEo46OgFr+k4KvngSTbMWhI+5iaLCYziK3b8QWNO2Yk3biio8Bl27njhNZf7LrtPhNFVndJors+v1UMcAgSY5hbBxE8h/53Wv24P7DaB0/hyv2xpKoGbXBmmxlVtqPWYrt6AJ9jzlpNVFnVEqlaT/uYukCzwP0n6a/g7HdmWg1mvoe9toxr1xE99e9apfp+kr9Xqcphp/g5W3VUFBf+vLXswVE0GpoOSPVX87ozcagw670bPevZ3q0/KizihUSg7/uYtEHwfH31/1Miqt2v0eafw/Zu/u+6rbe119nzJIR0Vx7b8Bh9GM0qD3e85TBXq9B2p7VwdpqTil3ivKzai91HtNHW4chUKp4OjC6lNlut49mb8+cs8AaSwKrQ6n2Uf/7mNwI/fBW1FotRh6D6SisPbgtHnLOsxb1qGKbYbhwgE4S0v9kltn0GI5pd7N5Wb0Xvr3mnqO68XSD3/zvs9gPVc/fy2/vbcYyymfHQ1JZ9B5ZLeUW9CdUfYlfst1JtRBnv2M3WhG46PPO7xkK4eXbCU0JYbWo3phLqw+zrrw35PY/uEiKhqxvSt1Ptq7zvfxTM59le29z8DqmRxNyPt7YPHZ52Qs3ULG0i2EJsfSclQvLIX+O9YVwt98Ho2kpaVxww030KtXL7p37w7Ajh07GD16NJ999hlt2/pn+mag0nfuTdi4awGwH03DZbOi1AVVbVfo3J260+r5YRgyZDzmHetwFBd43berwoZp+xocBe4pqOUrFxI17d8N/RJOK2pIb1LvusadYXcaDosVlaH6NaoqP7gcJv994J9K17YHoYPdv17Zc9Nx2W0otdWdt0LjzuSyeU7HdFXYcTkqMG1ZCi4n9txD2LIPok1pj7m49vRHR0k+jqJjhA66jNLfZjVIdkPvfkRdewMA1rT9uKxWlEHV9anUu2+7LL7rUx0XR+xd91H07VdY0w54bNe1aYcqLBzTlo0NkvmfkL0mm9mGNqT2AZc2WIf9lOm7ar2W/neOZe5dH/ncV862dPc+yx2sfOUXbl7xHFEtmlFwKLfB8oYN6kv8zdcDYNp7AKfFUrvegyr/Bs1mb08/IxGjhhJ2UX+OPvas94UaG4DdZEUTfGq967GZPOu938xxzL/7w9Pu02GrIG3JNqb+8BD5B7IpSMtpsLyRQ3qTeqe7fz/Z9ynPsO9zmq1V22uWdzZiP3lSoNX7P6W9V5htqE+pd3WwngqT79MEWk0aSOrIC1l5+5s4Kxeqje9/PmqDjuw/tvkl50lBPfsScaW7f7cd2u8+ntGfXf8O4LLZMK7+g4Tn3yXvmQdxltf+wuQ4kUdFbhYRV0yj8OO3GvhVgNVkQ39KveuD9VjqOD2jZfdWhMWEsX3Jdo9tGp2G6e/MIGPHEZZ9srSh49ZiNVm9Zq/r1JKT2Xd4yd6YKsye/YwmWI/9NH1eWWY+xenH6P3AZFY89BnJAzqhNug4sszP7b1XXyKnVrd3p/WU9l7Z57i8HL/X5LLZMK76g4QX3yXvKc/23ph8vQd19TkAZVknKDmcS6/7prDqkXPnAg1CnA2fgxsvvvgijz/+OCNGjKj1+OLFi3nhhRf45JNP/B4ukFh2bcCyq/rXlfDLpqOOT4HKK5po4lNwlJV4PZVE27IDqrBIDL2GAKAMDiViyi0Y1yzCuHoxFXlZVF2CAQCXxz4aQ+HyDRQur36NLR+6iaBWyRStdL9GQ6sU7IUljTpr4+TMipNCh16DKjoRDu0AQB2TiNNU6jFrA6CiwNuXzjrqVqFCFdZwa26YNqzFtGFt1f3o6beiSUmFze4v85qUVBwlxT6nQaqioon790OUzp+Daf0ar2WC+w3AvHUzLmvDnmsbyNlrKs44gVKlJDwlhpJM968tMe0SPRZXjEiNITQxiss+ci9MqNKo0YbouXHxE8y+4U2vp5+4XFSeRNxwSleuo3Tluqr7CXffgq5FCmVr3fWub5FKRVFxvX/FDr94oHvBxseeo6LAf6fUFB/1rPfotr7rfdJHMwH3lTu0IUHcsPhJfrzhDa/1rlIrCUuKbtAv2UXLN1BUo+9r8eB0DK1SKF7l7vuC6uj7zBk5RA+tXo9DqdOiS4jFnNFw+c5UoNX7P6W9l2ceR6lSEpwcizHLPU08vE0SZYe9D3w2H9OHdtcMY+Udb2I5UVz1eOwF7YjokMqoOc8AoAnR43K4CG+VyPqHfQ+8ni3z5nWYN1fXe+S0W9EkpWLe5q53dXIKjtJin6ek1KJQoNBoUUVEef+yp1RVXVmloZ3IOI5SrSQmNbbqFJKk9kkcq2PA+cJLL2Tnsh0eC4WqNGr+9eZNFOcV88NT3/slb00nMk54ZE9sn+ixmGhNvS7t5TV7Yys9egKFSkloSgxllf1MZJskSnwsWlyTQq0kNMl9nBXfsx3RHVOZssB9VTJNsB6X00Vk6wSWP9Bw30HMm9Zh3lTd3qNuuBVNcirmrZXHM0kpdR7P1H4BCpTaOtp7I6l6D5JjKavscyLbJFJ86gLGXihUKkKS/Le+nBD+5nNB0czMTI+BDYCRI0eSmZnp11BnQ6lSotGqUakUVbeVqqZfJ9W8Yy1B3Qegik1AoQ8ieNAYzNvXei1b+Pmr5P/3/yh4/0kK3n8SZ1kxJfO+wLTRff6vedsagrr3RxUZAxotwQNGYT2w0+u+GlPBsnXEjBiAPjUBVXAQ8VeNoWCp99fYWCz7NxPUsTeqyGYotHoMFwzDsm+T17L23EM4y4sx9LgEFErU8S3QJLbBlrkfAH3H3iiCQgBQRTbD0OMSbNmeMwwainHtakIGDEadkIgiyED4mPGUr/U+TVoVEUncfQ9T9scyyld4XiYQQKHRYOjZ2+c+GlKgZq+w2Di0fBd9bhmJWq8loWsLWg4+n30La19mueDQMWaNeYrvrn6V765+lT+e+R5TYRnfXf0q5XnFRLVqRky7RBRKBZogLQPuHo/xRAlFh/274F/pijVEXDIIbXIiSoOB6CmXUrLc9+KrCrUahUbjvlPzNu5fyWOvnkzmEy9hz/Pv4mcVFhvpy3dy4c2jUOu1xHdpScvB53PAS71/MfZJvr/6Fb6/+hWWP/s95sIyvr/6Fcrziml2fnMSurZEqVah0mnoft3FBEWFkrfbv5doLFy2lugafV/CVN99X8narQS1SCSifw8UGjXxV4/DfDirer0NpQKFRo1Cqaz8IqgGlcovuQO93gO1vTssNnJW7KDjTaNR6bVEdW5JwoDOHP3N87MpeVhPzpsxljX3vIspp/Zszr0fLWDp1Kf544YX+eOGF8ldvZsj89ay5bmv/ZrftHE1hr6DUMe7+/ewEeMxbfBe77r2ndAkN3e3Zb2e8IlX4TQbsVdeGtPQdzDKkFDAfRnN0OFjse73z9WwbGYbO5ftYPTto9EGaWnZrSXnD+nM5nnejwk0Og3dRnRn45zaV8xRqpXc8NqN2K12vnn0K1wu///A5M6+k1G3jzrL7J4zHZVqJWqtGoVSUeu2v1RYbBz9cyfdpo9GrdcS26UlKYPO59CizR5l21zaB32k+zgrvEUzOl83lGOb3Vd62f7hQn6d8izzrn2Zede+TNbqPaTNWceaZ771W3YA44bVBNdo76GjxmNc76O9dzilvV92FU5TdXtHoQC1BoVKBbhv+6t/r8lhsZG1Yiedp49CpdcS07klSQM7c2SxZ/tpPa4Pusr3IKxFM867dih5W/x3rPtPoPgH//sn8Dlzw+Fw+HxSXdsa25W3j+WqO8dX3b94Ql++eWsO37zlv4Ufz4Tt4B6MaxYTdf39KNQaLHu3Ur68eu2A6NufxLhyIZZdG3CZjbXnCziduCymqlMpzNvWoIqIJnr6owBYD+6mdKF/O/czUbp5D8dm/0a7l+5DqdVQtGYrOV82bb3bM/dh2raciEtvA7UGW/pOjJuqLzEXecUDmLYuc8/2cDopWfQJoRddgaH7xTjKiij749uq9TY08S0JvnC0ex0PsxFr+g6MGxf5Lbtlzy5KFy+g2f2PoNBoMW3dRMmc6oWp4p98ntKF8zBtWEvwwIvQxDUj/NKJhF86sapM1h3Tq24Hdb8Ap9mEdZ//LqP6T8j+5ws/MfQ/V3DT0iexlJj48/mfKEzPI7FbS8a9NYMPBj2My+HEVFD9K4yl1AROV9VjhqhQLnp4MiFx4djNNo7tPMK8uz/G6efrxBu37aLg14WkPvUQCq2WsvWbyf/ul6rtLd94joKf51X9+t3qnRfQxLlXQU/9v/sBOHTzvdhP5BMz9TJUoSG0eOmJqueXrFxL3gef+yX7ihd/4uLHr+TGJU9hKTGx4oUfKUw/RkK3Vox7cwYfDn7Is95LTLhq1LtKq2bgvRMJS4rGWeGg4FAu8+/5CFO+f87hP6l0yx7yflxM2xfvR6nVULxmK7lfVffvHT94kmPfLaRo+QYqSspJf+Y9Um67ihYP3IRx/2EOv1B9ukfUJX1pce+NVfe7z3ufgqVryHj1M79kD+R6D+T2vv3V2fR4+CpGz3sWW6mR7a/+QNnhY0R3aUW/V25l3nB3vvOmj0EbHsxFH91X9dzMJZvY/soPVJitVJirZ7I5rHYqLDbsZZ4zExuSde8uypctJGbmwyg0Wsw7NlFaY5HQuEeeo2zJPMyb16EIMhA55VpUEVG4bDbsR9PJ/+8rUOFelFbbqi1hYyej0Olxlpdi3raJ0gWel1BuKD8+M5upT1/F038+i6nEyOxnfuDYoWO06tGKm9+7lQd7319VtvPFnTGXmWtdRhWgZbdWnH/R+djMNp5f+2LV4x/c+h7pW9P9lv2nZ2Zz5dNTeerPZzCVmPjxmdlV2We8dwsP9X6gquz5ldkPnpId4IonruTC8b2r7g+fMYJvHvuaTV4GQhrKhpd/pN+jU5my6GlsJSY2vDSbksPHiOvaiktev5lvL34QgLguLel+yxjUQVqsxUYyft/Otg8XAlBhstY6jaKisr3bSv3c3v/aRdnShcTeXdnet2+idEF1e2/22HOU/jYP86Z1KIMMRFxe2d7tNmwZ6eS/W93edW3aE3vPI1XPTX7rE6wH9nLijef9+hoANr08m96PTuWyBc9gLTGx6WX3exDbtRUXvXoLs4e6209Ml1Z0uXksmiAtluJyjv6xnZ0fLfR7PiH8ReHyMQR911130aNHD6ZNm1br8VmzZrF161beeuvsz48c2+Zf9UvZxD6+OnDHsrLXB2721AmhTR2h3sxbmv5Svf+L5mwP3MuXDUv1vuZOIPg9M6qpI9Rb3+jAXThtXUHg9pGXpDTd1Rz+rr3Hw5s6Qr1d2L24qSPU28t/RjR1hHpTBPBvot2DAzf7xT0Ct59ZuT2yqSP8LVetfbOpI/jNpHbTT18oQP18oOFOcWwqPmduPPzww9x4440sWrSIrl27ArB9+3ZKS0v59FNZZEYIIYQQQgghhBDnBp+LU8THxzN37lyuvPJKlEolSqWSqVOnMnfuXBISEhozoxBCCCGEEEIIIYRPdV6YXq1WM2HChEaKIoQQQgghhBBCnJsC90St/w0+BzfuvPNOFArvb59CoeCNN97wVyYhhBBCCCGEEEKIM+ZzcGPIkCEej5WVlfH5559TVOS/68ELIYQQQgghhBBCnA2fgxsTJ1ZfotFms/HFF18wa9YsRowYwW233dYo4YQQQgghhBBCCCFOp841N5xOJ7Nnz+a9997jwgsv5LvvviM5ObmxsgkhhBBCCCGEEOcEX8s2iHODz8GNRYsW8eabb9KyZUs++ugj2rZt25i5hBBCCCGEEEIIIc6Iz8GNe+65h8TERDQaDe+8847H9jfffNOvwYQQQgghhBBCCCHOhM/Bjeeee06m3QghhBBCCCGEEOKc53NwY9KkSY2ZQwghhBBCCCGEOGfJT//nNp+DG19//bXPJykUCq666iq/BBJCCCGEEEIIIYQ4Gz4HN3bv3u318Y0bN5KTkyODG0IIIYQQQgghhDgn+BzceP7552vd37lzJ6+99hrBwcG89957fg8mhBBCCCGEEEIIcSZ8Dm6cdOjQIV5//XUOHDjAzJkzGTt2rCw0KoQQQgghhBDif4p8Cz63+RzcOHbsGG+99RZr165lxowZvPHGG6jVpx0LEUIIIYQQQgghhGhUPkcrhg8fTmxsLNdccw0ul4vvv/++1varr77a7+GEEEIIIYQQQgghTsfn4Mbo0aNRKBQcOnSoMfMIIYQQQgghhBBCnBWfgxsvvPBCY+YQQgghhBBCCCGEqBefgxvXXHMNF154Ib1796Z79+5otdrGzCWEEEIIIYQQQpwzFLKk6DnN5+DGtddey8aNG3nmmWfIzMykc+fO9O7dm969e9O1a1cZ7BBCCCGEEEIIIcQ5wefgxogRIxgxYgQAhYWFbNq0iY0bN/LII49w4sQJtm/f3lgZhRBCCCGEEEIIIXxSnq6A0Whk165d7Nixg507d6LVahk3blxjZBNCCCGEEEIIIYQ4LZ8zN15++WU2b96M3W6ne/fu9OzZkxtvvJGYmJjGzCeEEEIIIYQQQjQ5hSy5cU7zObjxyy+/kJSUxMiRI+nduzedO3dGqTztRI86fXx1YLaGm752NXWEenu7n7WpI9SbcYOlqSPU24I9MgjYFK64InDb+/wfo5o6Qr1dfnVFU0eot/T5f+9zrSlNmWpv6gj1tnR2ZFNHqLeho01NHaHevvw1cD+b/vNMRFNHqD+7o6kT1FvFoeNNHaHe5v8c3dQR6m3sBHNTRxAiIPkc3Fi7di0HDx5k48aNfPbZZ+zZs4fU1FR69+5Nr1696N69e2PmFEIIIYQQQgghhPDK5+AGQJs2bWjTpg1XXXUVDoeDefPm8d577/H666+zd+/exsoohBBCCCGEEEII4ZPPwQ2n08nu3bvZuHEjGzduZOvWrYSFhXHhhRdyyy23NGZGIYQQQgghhBCiSQXmIgv/O3wObvTs2ZPw8HB69erFiBEjePzxx0lJSWnMbEIIIYQQQgghhBCn5XNw49dffyU1NbUxswghhBBCCCGEEEKcNZ+DG6mpqZSVlfHVV1+xb98+ANq3b88111xDWFhYowUUQgghhBBCCCGEqIvPa+ClpaUxatQoDhw4QPfu3enevTtpaWmMHj2atLS0xswohBBCCCGEEEII4ZPPmRsvvvgijz/+OCNGjKj1+OLFi3nhhRf45JNP/B5OCCGEEEIIIYQQ4nR8ztzIzMz0GNgAGDlyJJmZmX4NJYQQQgghhBBCCHGmfA5uOBwOn0+qa5sQQgghhBBCCCFEY/I5uNGpUyc+//xzj8dnzZpFp06d/BpKCCGEEEIIIYQQ4kz5XHPj4Ycf5sYbb2TRokV07doVgO3bt1NaWsqnn37aaAGFEEIIIYQQQoimpkDR1BFEHXzO3HjrrbeYO3cuV155JUqlEqVSydSpU5k7dy4JCQmNmVEIIYQQQgghhBDCJ58zN/bu3YtarWbChAmNGEcIIYQQQgghhBDi7PicuSGEEEIIIYQQQggRCHzO3Dhw4AB9+/b1eNzlcqFQKFi3bp1fgwkhhBBCCCGEEOcKWXHj3OZzcKNFixZ8+OGHjZlFCCGEEEIIIYQQ4qz5HNzQarUkJSU1ZhYhhBBCCCGEEEKIs+ZzzQ2NRtOYOYQQQgghhBBCCCHqxefMjR9++KExcwghhBBCCCGEEOcshSy6cU6Tq6UIIYQQQgghhBAioMnghhBCCCGEEEIIIQKaDG4IIYQQQgghhBAioPlcc+NcYeg7jOD+I1FotFj+2kLp/K/AUVHnc4IHjyX04gkUfv4qtvS9VY9rW3UkdNhkVDHxuMxGyn77Acuezf5+CT6NvfZiLpnUnxbtk1gxbyNvPPhpk2U5VdiIkYSPGYNSp8O4aSP5s2ZBhWe961q3JvKyyWhbtACnE8u+fRR8+QWOkhIAwkePJmTAQNTR0TjKyyn7fRklCxf6N/twd3aF1p294Avf2SMm1si+fx+FX1VnDxs+ktChw1CFhuK0WDBu3EDR99+C0+mX3LowAxc/dgUpfdpjKTay7t0FpP221Wd5pVrFFd/cj9ag4/OxTwKgDw9m9Kv/IrJ5HAqVkqLDeax5cy7Hdh72S+Z/QnaAoAuGYOg9HIVag/XAdsqWfue1n1GGRRFz89M4bdaqx0wbl2BatxiA0FHXou/YE5fDUbU9/617weXyS25tmIGBj15BYu/2WIuNbP7vAtKXeNZ7pysHc97lA9FFBFNhspK+bDub3p6Ly+EkuFkEk757qFZ5jUHHxjfnsPubP/2S+6Sg7kMw9BwKag3Wg9sp/+MHn/UefeOTuGrW++almDb+BoBCZyDkkivQprQHXNgy9lL+xw+4bBa/5FaFGmh17zTCLziPitJyMj/5hYI/Nnotm3LTJGJHDwDgxMLVZH78s0eZmGF9aP3gjaS/+gUnFq32S+aagnoMwdBrmLu9p22n7Pfvfbf3m56q3d43LcW0wd3eo657FGVYVNU2hVqN7fBflMz5wC+5tWEG+jxyJQkXutv79vfnc8RLe+9w5WDaTR6IPiIEu8lKxu/b2PaOu70DdJkxipRBnQlr3ozds5ay65PFfsl7KkPvoRj6jUCh0WLdu5XShV+f/nhm4BhCLhpP0VevYzvsPp5RhkYQOuoqtKltcdltGFctwLx1ZWO8BPRhBkb85wpa9GmHudjIyncWsm+x53vQb8YIev9rKA5b9ev7/MqXKckubJScNX27ci9f/fkXFnsFQzqn8sCkC9GqVV7LLtuRwcdLd3Ki2ERchIFbRnZj8PkpACzdfoSPl+ykoNyCVqWkT4dE7h3fi2C9/xbg/3bNfr5audedvVMKD4zv6TX7b9uP8OKc6uNZp8uF1e7gs9uG0yEpijKzjdcXbGX9gVwAJvVuw02XdPZbboCgnhe7P1c1Wqz7t1G25Fvf/cytz+Ks0V+bNizBtHYRAMEXTUTfsScKXRAuiwnz9tWY1vvvbzbgP1d7XYKhT2W979tK2W8+6j08mpjbTqn39UswrXEfo4dcfBnatl1RBofhLC/GtHYRlt0b/Jo9UCiQRTfOZef04Ia2dSeCB4yiaNYrOMqKibzydkKGjKd82U8+n6OKjEXfqSeO0uLaj8cmEH7ZdEp++RRb+l8odEEo9QY/v4K6FeQV8/278+kxsBNavbZJs9QU1LkzEWPHkvvC8ziKioi7624iJ02iyMsis8rgYEqXL8e8ayc4nURfdx0x02eQ98rLlSUUnPjgfWyZmWji4oh/4EEqCgoxbljvl+z68zsTPmYsx158HkdxEXF33k3kxEkUzfaS3RBM2YrlmN9xZ4+65jpibppB3qvu7KZtWylfvRKnyYQyOJjY2+8kbNhwSn/zz4fqoAcuw1Hh4LMR/yGmXRJj3phOQVoOhenHvJbvfu0QLEXlaA26qsfsZit/PP0txUfzweWi5eDzGfPav/h0xH+qDuwle23aFh0J7j2cou/fwlleTPiEGQT3H4Nx5Ryfz8l/6z5wec9k2rgU4+r5/opbS7/7L8Nhd/DtqP8Q3S6JYa9NpzAth+LDtev96KrdpM3fgK3cgjbMwMXPX895lw9kz7crMOYV8+WQ6oOwkIQoJv/0KEeW7/Brdk3zDhh6DqX4p7dxGksIGzed4D6jMa6Z6/M5+e894LXeg/uNRakLovCzJwAIG3sThj6jMK78xS/ZW8y8CldFBVun3IehTQrtn52J6VAm5ozcWuXixgwisn83ds94CpcLOr50N9Zj+RyfX/1FVBViIHHqaEyHs/2S9VTa5h0J7jWMoh/fwlleQvilMwjuOxrj6jrq/d37vdZ74RfP1rof/a8nsB7Y1uCZT+p172Scdgc/jXmcyLZJXPTqDIrScig5pb1nrdrNofkbsZeb3V9Unr2e9lMGse+7PwEoy8pn2zvzaDOxn9+ynkrb6jwM/UZS9NWrOMtKiJhyKyGDx1H+h+82qoqMRXdeTxxlxbUeD5/wL+x5mZz48QPUsQlEXnsvFQV52DP2+/lVwCUPTsJhr+C/w/6PuPZJTHrzJk4cyKYgPc+j7P4l21n4+Nd+z1SX9ftz+PLPv3hnxiXEhAXx0Bcr+XjJTm4b3d2j7PESE09+t5aXpg2iT/tE1u7L4dGvVvHzwxOICtHTpUUsH9w+nIhgPSarnRd/2sgHv+3g3+N7+id7Wi5frviLd/51sTv716v4+Pfd3Daiq0fZEd1aMKJbi6r7C7am89nyPbRPjATgzYXbsNgd/HzfOIqMFmZ+upz4iGDGXtDKL9m1LTsS3GcERd+9gbOshPBJNxM8YCzGFb/6fE7+G/d67WcsO9diXLMA7DaUIeFEXHEnjsJjWA9s90v2QP5c1bY8j+C+Iyj65nV3/z7pFoIHjsX4568+n5P/2r+91rvLbqVk9rs4Co+jTmxOxOUzqSg6QUV2uh9fgRB/3zl9WkpQt36Yt66i4kQOLouJ8hXzCOpW98FI2JirKVv6k8coZcigsZi3rMB2cDc4nbjMRhxFJ/wZ/7TWLdnK+mXbKC02NmmOU4UMGEDZihXYs7NxmkwUz/mVkAEDvZY179yJadNGXBYLLpuN0qVL0bdtW7W9ZOECbBkZ4HRiP3YM49at6Nq19bqvBsnefwBlK1dgzzmD7LtqZy/7fSm6NtXZKk4cx2kyVd5TgMuJOq6ZX3Kr9VpaX9yFDe8vwm62kbvjMEdW7qHdaO8HTaGJUbQb1ZMtny+r9bjDVkFxxgn3TAGFApfThT48GH2Y/wbyAjk7gL5Tb8y71uEoyMVlNWNctxj9+X38+n82BLVeS/MhXdj6wSIqzDbydhzm6Ko9tBnlWe9l2QXYyt2/zigAnC7CkmO87rfN6F7kbT9EeW6RH9ODvmNvLHvW4yg8hstqxrRhMfrzetdrX6rwaKyHduGyWXDZLFgP7kAdndDAid2Uei1RA3uQ9dkcnBYr5bsPUrx2BzHDPNtMzPC+5P64FFt+MfaCYnJnLyV2RO3PsJR/TeTYr79TUVrul7yn0nfqjXn3OhwF7no3rl+EvtPfb++a5DYogkKwpG3/+yG9UOm1pAzpwo4PF1JhtnFi52GyV+2m5UjP9l6eXYC93Fx13+VyEVqjvR9euImc9XupMFk9nusv+q59sWxfjeNELi6LCeOqBei71n08EzpyKuW/1z6eUWh0aFu0x7h6ITgdVORlYdm7haBu/f39EtDotbS7pAtr3luM3Wwje/thDq7Yw3lj/PPlviEs3JLOuF6taRUfQZhBxw2XdGbBZu9fzk6UmAjVa+jbIQmFQkH/jkkEadVkF5QB0CwimIhgfVV5pVJBVn6Z/7JvPcy4nq1o1SycsCAtNwzpxIKtZzaTceHWI4zq1hJF5WUdVu/L5pqBHdBr1SREhjD2glbM3+K/L6n68/ti3rkWR34uLqsJ49qF9f5cdRTmgd1W/YDLhSoitoGS1hbwn6ud+2DescZd7xYTxjUL0HfuW699GVfNd9c9LipyjmDPOogmyT+DYUI0JJ8zN7755huuuuqqxsziQR2XiHXf9qr79rwsVKHhKIKCcZk9BwR0512Ay2HHlrbLY5smuRWOouNE3/YESkMItvR9lC761ut+/tdpkpIxba2egmc7ehR1RATKkBCc5XUfgOs7dMCW7fsXSH37dpT9sbzBsp5Km5SMaVuN7JlHUYVHoAwOwWk8Tfb2HbDn1M4e3Kcv0dNuQBkUhKO0lMLvvvVL7ojUWJwOJyVHqwfc8tOySezRxmv5QfdNYv1/F1BhsXvdfsU39xPZIg6VRs2eX9dhLvLfF6dAzg6giknAenBn1f2KE1mogsNQ6INxWbz3D9E3Pw24sB3ZR/mKX2r1I0HdBhHUbRCOkgJMG37z269LYamxuBxOSjOr670wLZv47t7rvdXwHvR7aAraYD3monI2vuV9Zkqb0T3Z/ukSv2SuSR2dgCm9uq+uOJGNMjgMhd6Ay2Ly+pyofz0JLhf2o/spX/Vr1ftj3rESfZeBWPe7p2Xr2nbDlu75OdAQ9MnNcDmcWLKPVz1mTM8krEs7j7JBLRIxHcqqum9KzyKoeWLV/eD2LQhu15wjb31D9ODG+YKoio4/pb1nn769T38KXC5sGfspX/mL13L683pjTdsOFTbPHTSAk+29rEZ7LzqYQ1z31l7LtxjegwsfuBxNsB5LUTlbfbT3xqKOTcS4v/pXW3teFqqQOo5nOl6Ay1Hh/kGmJoXHDUCBOi4Rf4ts7u7ri2r09SfSckjp4f09aD3oPG7/4xmM+aVs+2E1O35c6/eMpzqcV8Kg85Kr7rdNjKCw3EKJ0Up4sK5W2Q7JUTSPC2fVniz6dUxk9V/ZaNRK2iREVpXZcfg49372J0aLHb1GxQvTBvsv+/FSBnWskT0+0p3dZCXcoPP5vNwiI9uPnODRSRfWerzW2ZEuSM8raejIVVQxCVjTqtt7xfHK9l5XP3Prs7g/V/dSvvznWn8Xht7DMfQbhVKrx1Gcj2XvJr/kDvTPVVVMovd699HPAETf/py7fz+yl/I/fvJeTq1BndAC89YV/oouRIPxObgxe/bsJh/cUGh1OK3VB7kui/uXGKVOj+OUPz6FVkfo0EkUffGa132pwiIJ6tKXwi9fx1lWTPjEGwkbPZWSnz723wsIUEqdrsaMBXCaK+tdr69zcEOTkkLE+AnkvfG61+0REyeBQknZKv+dG6zQ63CZvWQP0tc5uKFJTiH80gkcf6t2duP6dRjXr0PdrBkh/QfgLPXPwYDGoMNurL0+gK3cUuu0jZNaXtQZhUrJ4T93kejjoPL7q15GpVXT6qLOKDX+PfsskLMDKLU6XNbq/C6ru80otDqPgzCX2UjhFy9ScTwLRVAwoUOvIGzM9ZT8+C4A5i1/ug/KrGa0LToSdumNOI2l2P0wjVNj0GHzUu8aHwe96Uu2kr5kK2EpMbQZ3Qtzgecvjs26tSIoKpQjf/h36iyAQqPFaa3x67rtZL3rPQY3nOZyir55iYoT2e56HzKFsFHTKPnlvwBUHM9EoVITfcsLANiPHsC8Y5Vfcqv0Ohwmc63HHEYzKoPee1ljddmKmuWUClrceRUZ73zrtzVZvFFqdFV1DTXr3Vt7L6fw65eq2/vFlxM2+npKfn639k7VGnRtu1Ey50O/5VYHeetnzGi81DvAkSVbObJkK6HJMbQc3QtLof9+YT8TCo2+qm+Bmv2M3uPLhEKrI2TIBIq+fsNjPy6bFdvRg4QMHEPZsh9Rxyai79gDp8n/r08TpK36pfokq4++fv/S7ez4eR2mwjISzm/OpS9fj7XMzL7f/HfakjdmawXBQdWn/YZUngJssto9BjdUSiWjLmjJ/327BluFA7VKybPXDCRIW/051LVlHMueupzjJSbmbjhIQmSw/7Lb7LXW8wipvG2y2usc3Fi07TBdW8SQGBVS9Viftgl8uXIvj0/uTWG5hflb07HYHT738XcpNTof7d3H5+rnz1ORV9nPDL+SsHE3UvLD21VlTBuWYNqwBHVcMrp23WrtuyEF+ueq+3jmzPoZl6mcws+eq673EVMJu/RGSr5/m1OFjryKiuNZ2NL/8u8LEKIBnFNrbug79yZs3LUA2I+m4bJZUeqCqrYrdO6DGKfV4vHckCHjMe9Yh6O4wOu+XRU2TNvX4ChwnxdavnIhUdP+3dAvISAF9+1HzA03AGDZvx+n1YoyqLreT952WnwvzqeOiyP+3vso/OorrAcOeGwPHTqUkAEDyH3maa+Le/6d7NHTKrMf2I/LYkWhr5G98rbTXHf2ZvfeR+E33rMDVOTlYc/OJuraaZx4560Gy3+S3WRFE1z7IF0brMd2yrRptV5Lv5njmH/36b9EOGwVpC3ZxtQfHiL/QDYFaTkNmvmkQMuu69iL0OFT3dmzDuK0Wav6FgCF1t1mai5eeZLLbqUi76j7tqmM8t9/IOa251FodO5txzOrytoO78H61yZ0bbv5ZXDDbrKi9VLv9tNMtS/NzKco/Rh9H5jMHw99Vmtbm9G9OLJ8JxXmhv/1Xde+J6GXXAmAPecQLrsNpbZmvbtve10E1G6rqluXqYyy5bOJmfFcVb2Hjb6RivwcSuZ+CAoIGTiR0JHXUbbwM899/U0OixWVIajWYypDEA6TZ253WX2Ncvqqcs0uvQjT4WzK9/p5sd8OPQkdWtnesw/itFur6hpO195ttdv7Hz8Qc0t1e6/6P9p2w2UxYc9K89vrqDB79jOaYD12L/VeU1lWPiXpx+h1/2RWPdzw7cEX/fkXEjrmGgDsRw/isltq9zM63+09eNA4LLvW4yzxfjxT8uvHhI28iti7XnT/ir1rPapY/8/csJttaENqvwe6YJ1HXw9QcLh6DY6cnUfY+u1K2l3S1e+DG79tPcyLP7sX9+3aMpYgnRpjjVmCJ28bdJ6LgG5My+Xdhdt49+ahtE+KYl92IQ/M+pPX/jWEdolRtcrGhRvo0z6Rx79ezed3j26Y7DUWBe3aPJYgrQajtUZ2q+/sNS3afoRpg8+r9dg9Y3vw2vytXP7aAsINWoZ1ac7SnRkNkhtAd14vQke4fxC1Zx1y9zNn87l6rEY/s/R7Yu540T0Qckr5iuNZ7nUlBoyl/A/f6+/VV8B9rna6kNCRlfWeWXk8o635velkvXv2Mx71vuQ7Yu58yaPeg4dMQh2TSPE33n+4/F8ky4me23wObmRlZXHXXXf5fOKbb77Z4GEsuzZg2VW9Em/4ZdNRx6dA5RVNNPEpOMpKvE6Z0rbsgCosEkOvIQAog0OJmHILxjWLMK5eTEVeluecPAGAcd1ajOuqp4vG3nor2tRUjBvdBwjalFQqiot9ztpQR0cT/+BDFM+ZQ/naNR7bQwYNImLsOHKffQZHUcOeb3hq9pib3dlNmyqzp6biKCn2OWtDFR1N/AMPUTJ3DkYv2WtRKtH4ac2N4qMnUKqUhKfEUJKZD0B020SPBTkjUmMITYxi0kcz3ZHUKrQhQdyw+El+vOENyrycz6lSKwlLivbb4EagZbfu3YS1xpTWsDHXo45NwrrffTqTOi4Jh7HU59TZmlwn+xSF9486F/jtU7D06AkUKiVhKTGUVtZ7VNtEin0s4lqTUqUkLDm61mMqnYaWl3Tl9wf8c9Um6/7NVaeNAISOnIYqNgnS3F921DHJOI2lPk9J8aqy3tWxyZQtn111SoR512oip9yDP37LtmTloVAp0SXFYa08NcXQOhlzhmcbNR/JwdA6GeP+IwAEt06pKhfWvSNhXdoSceH57tcQGoyhTSqG1inu2RwNxLpvM9Z91fUeNvp61LHJVQt/qmPPor2fvHFKew86rzeWvd6vFtNQTrb30OQYyrLc7T2ybRIlZ9DeFSoloUnez4X3F8vujVh2V9dJ2MR/oW6WgvWvLQComyXjKPd1PNPRPdu050UAKA2hhF82A+PaxZjW/oazpJDi79+pte+KnCN+fT0ARRnuvj4iJYbiyj4ntm0i+WfwHuCiUb4RjOjRkhE9Wlbd/883qzmYW8TQrs0BSMstIipE7zFrAyAtp4huLePomOLuG89LiaZTagyb0o55DG4AOJxOsgsb7rTJUxcF/c/3azmYW8zQzqmV2Yvd2euYtbEj4wT5pWaGVF7h5aRwg44nL69ee+G9JTs475TPgL/D+tcmrH/V+Fwdd6O7n9l38nO1sr2fzeeqrwajVPltzY2A+1zdsxHrnhr9zKU3oo5Lxrqvsp+J893PnMrb8UzwwLHoWnei6OvX/Hb1MSEams8FRUNCQrjooot8/msM5h1rCeo+AFVsAgp9EMGDxmDe7v2czcLPXyX/v/9HwftPUvD+kzjLiimZ9wWmje71Hczb1hDUvT+qyBjQaAkeMArrgZ1e99VYlColGq0alUpRdVupavo1XstXryZk0GA0iYkoDQYixo+nfLX3Kd6qyEjiH3qY0mXLKFv+h8f24L79iJw8hWMvvUjFCf8v4Gpcu5rQGtnDx9WRPSKS+Ad9Zw8ZNBhlaBgAmsREwseOw/zXHr/krrDYSF++kwtvHoVaryW+S0taDj6fAwtrX6q44NAxvhj7JN9f/QrfX/0Ky5/9HnNhGd9f/QrlecU0O785CV1bolSrUOk0dL/uYoKiQsnb3XC/0PyTsgNY9mxE36Ufquh4FLoggvuMxLLb+9V81AktUEXGAQoU+mBCL5mC7eiBqg99XbvuKDQ6QIG2RQf05/XCetA/az9UWGxk/LmTHjPc9R7XpSWpg87n4CLPy1u3u7Q3+kj3FOWIls3oMm0oOZtq/8refHBnrKVmcrcc9EveU1n2biSoU19UUe56N/QegeUv75eZU8c3r1HvBkIumowts7re7XkZBJ3fF1QaUGkIOr8/Ffn+ufqI02KjaPU2kqddilKvJaRTayL7dSN/qWebyV+6joTLhqGJjkATHU785GGc+M39GZb+0mfsvPH/2H3z0+y++WmMBzLI/mIeWZ/96pfcJ1n+2oD+/Op6D+49AsseH+29Vr0HEzqkdr0DKEMi0KS0xbLHv5cIdFhsZP65ky7TR6PSa4nt0pLkgedzeLFne289rg+6yvYe1qIZna4byrHN1e1doVKi1KpRKN2fvSdv+5Nl53qCuvVHFZOAQhdEyIAxWHZ4P54p+uo1Ct5/gsIPn6bww6dxlhVTuuArzJv+BEAVE49CqwOlCn3n3uhadcK4fqlf8wPYLTbS/thF/1tGotFrSezagjYXnc9fC7y8B4M7oQt1/2oc3ymV7lcO5NCK3R7l/G3UBa2Yt/EQh/NKKDPbmPX7bsb09L4oYsfkaHYcPsGBHPflavdnF7L98PGqNTd+23qYY0XuL4m5ReW8v3gHPdvE+y9795bM25LO4eOV2f/cw5gaAzfeLNp6mIs6pRB8yuyOrIIySkxWHE4n6/bnMGfTIa6/qJPfslt2r6/9udpvVN2fq1HNqOpnhl6OLWN/ZT+jQN91AAqdobJsc4J6DMbmpysDBfzn6u716Lv2QxWdUF3vu9Z5LatOrFHvQcGEDrvCXe+Vs+MNfUegO+9Cir99U9YnFAHF58yNiIgIJk6c2JhZPNgO7sG4ZjFR19+PQq3Bsncr5curF+uJvv1JjCsXYtm1AZfZWHsuhtOJy2Kqmlpl3rYGVUQ00dMfBcB6cDelC/2zOOSZuvL2sVx15/iq+xdP6Ms3b83hm7d8X5KvMZh37aJk4QISHn4EhVaLcdMmin7+uWp70nPPUzxvHsZ1awkdfBGaZs2InDiRyBrtJWPGdAAiJ09GFRJC4hNPVm0rX7uGglmz/Jo9/sHK7Js3UfRLdfbEZ5+nZL47e8jgi9DENSNiwkQiJlRnP3qLO7uubTsiL5uCQq/HWVaKcdNGin9u+GmQJ6148ScufvxKblzyFJYSEyte+JHC9GMkdGvFuDdn8OHgh3A5nJhqnNNpKTHhcrqqHlNp1Qy8dyJhSdE4KxwUHMpl/j0fYcov9VvuQM9uO/IXpo1LibziLlBrsB7Y7r7sXKWoGx7DuP43rHs3oQqPJmTsDSgNoThtFmwZ+yidXz0FNeiCiwgdeTUAjpICyn77Bnum/6bqr33pJwY+diVTFz+FtcTE2hd/pPjwMZp1a8Xw12dUXYourmtLLrh1DOogLZYiI0f+2M7WDxbV2lebMb045OWLor/YM/Zi2ryMiMtmglqD7eAOjOsXVm2PvPYRTBuXYN2/GVV4DMH9xqE0hOC0WbBn7Kd00ayqsmVLvyHkosuIvulpUEDFsQzKlnzlt+yH3/qaVvddT4/Zr1JRZuTIm19jzsgl9Pw2tH/+TjaPuxOA4/NXokuIpctH/+e+v2h11WVgHUZzrfU4XBUVOEyWWo/5g+3IXkyblhE55U53e0/bgXFddb1HXfcoxo2/Yd3nrveQAePc7d1qwXZ0H6ULak+51ne8EHvOYRwl+X7NDbDplR/p88hUJi98GmuJiU0vz6bk8DFiu7ZiyGs388MlDwIQ26UlXW8ZgyZIi6XYyNE/trPjw+rX2PvhK2k9pnqxxfNvGM66p78hfaH/Zp/YDu3BtPY3Iq+9F4VGg3XvVspXzKvaHn3LExhXL8Sye6Pn8Yyr8nim8lQgXatOBA8YjUKjxX4sk6Jv3sRlapyr7Sx74SdG/N8V3LbsScwlJpY+/xMF6XkkdWvJZW/P4K2BDwPQYXh3Rv7nSlRaNWXHi9n4+R/smd94/ctJfdsncs1F53H7B8uw2isY0jmVm4Z3qdp+1avzmTakEyN6tKRH62b8a1hnHvlyFUVlFiJC9Ewbcj6927mvvHT4eAnvLtpGmclGqEFLv/ZJ3Dqqm/+yt0vgmoEduP3jP7BWOBjSKYWbLjm/OvubC5k2+Lyq2R5Wu4Pfd2fy3FWeV87Zl1PEmwu2UmaxkxodyhOX96VVs3C/ZbcdrvxcnXpP5efqtlqXSI/61+MY1y3G+tcmVBExhAwaX/25emQvpfOqZzro2nUjZPAEUKlwlpdg3vIn5i3+W5g+kD9Xbel/YVq/hMirK+t9/zaMq2rU+03/cdf7no3ueh88obreD++ldM4nVWVDLpqIq8JO1C1PVT1mWrsY07rFjfZ6hKgPhcvlfSWzCRMm8Ouvvzbof3bs/25q0P01lpu+DtxTWN7u55+V6xuDouknsdTbgj2NOwVauE25PHDb+/wftacvdI4aN7Xh1tFpbOnzG+9yoA2t5ejAbTNLZ59TS36dlaGjz+LUqXPMl7+GnL7QOerG/0Q0dYT68+Pinf5Wcej46Qudo+b/7H3B4UAwdoJ/B7r9Le7h95s6gt9M63hrU0fwm8/3vtfUEf42n18fH3vsMbKysjwez8rKovw0lwMVQgghhBBCCCGEaCw+Bzfmzp3Lvn37PB7ft28fL730kl9DCSGEEEIIIYQQQpwpn4Mbu3fvZujQoR6PDx06lC1btvg1lBBCCCGEEEIIIcSZ8nnSq91u97UJhY/LHgohhBBCCCGEEP9E8j343OZz5obL5aKwsNDj8cLCQnysQSqEEEIIIYQQQgjR6HwObkyZMoU777yTjIyMqscyMjK4++67mTJlSqOEE0IIIYQQQgghhDgdn6elTJs2jcLCQi699FJ0Oh0AVquVadOmcf311zdWPiGEEEIIIYQQQog61Xmh+XvuuYebb76ZgwcPAtCmTRsMBgM5OTkkJiY2SkAhhBBCCCGEEKKpyYob57Y6BzcADAYDXbp0wWazsWTJEn788Uf27NnDpk2bGiOfEEIIIYQQQgghRJ1OO7ixe/dufvzxRxYtWoTVauXZZ5/l/fffb4xsQgghhBBCCCGEEKflc0HRzz//nPHjx3PvvfeSkJDAr7/+SlRUFGPGjEGv1zdmRiGEEEIIIYQQQgiffM7ceP755+nbty9PPfUUKSkpgFzXVwghhBBCCCGEEOcen4MbCxYs4KeffmLq1Km0bNmSiRMn4nK5GjObEEIIIYQQQghxTpCf+s9tPk9Lad26NQ888AArVqzg+uuvZ9myZeTn5/PAAw+watWqxswohBBCCCGEEEII4ZPPwY2TVCoVl1xyCf/9739Zvnw57du354UXXmiMbEIIIYQQQgghhBCnddrBjZqio6Np3rw5Wq3WX3mEEEIIIYQQQgghzorPNTe2bdvGo48+Sm5uLmPGjOHmm2/m3nvvJT8/n7vuuqsxMwohhBBCCCGEEE1KIatunNN8ztx49tlnufbaa/nxxx9JTk5mypQpdOnShcWLFzN+/PjGzCiEEEIIIYQQQgjhk8+ZGzabjalTpwLuxUW/+eYbHn30UbkcrBBCCCGEEEIIIc4pPmduqFSqWvejo6NlYEMIIYQQQgghhBDnHJ8zNw4cOEDfvn2r7peWltK3b19cLhcKhYJ169Y1SkAhhBBCCCGEEKKpyU/95zafgxsXXHABzz//fGNmEUIIIYQQQgghhDhrPgc3ysrKSEpKaswsQgghhBBCCCGEEGfN5+CGP2SvD8yJPG/3szZ1hHqbuVbb1BHq7e5kfVNHqLfxFxY0dYT/SWmLDU0dod6GtM9v6gj1ljYvcOu9WZy5qSPU27Y5gdu/DzwvcPvIjUsimjpCvV0cW9rUEeot7Z3ypo5Qb05XYB7/AqQbg5o6Qr11jyxr6gj1tmFh4NY7wLiHmzqB+F91xmtunCRrbgghhBBCCCGE+F8j19c4t/kc3GjRogUffvhhY2YRQgghhBBCCCGEOGs+Bze0Wq2suSGEEEIIIYQQQohzntLXBo1G05g5hBBCCCGEEEIIIerF5+DGDz/80Jg5hBBCCCGEEEIIIerF5+CGEEIIIYQQQgghRCCQwQ0hhBBCCCGEEEIENBncEEIIIYQQQgghRECTwQ0hhBBCCCGEEEIENJ+XghVCCCGEEEIIIYSbAkVTRxB1kJkbQgghhBBCCCGECGgyuCGEEEIIIYQQQoiAJoMbQgghhBBCCCGECGiy5oYQQgghhBBCCHEasuLGuU1mbgghhBBCCCGEECKgyeCGEEIIIYQQQgghApoMbgghhBBCCCGEECKgyZobQgghhBBCCCHEaciaG+c2mbkhhBBCCCGEEEKIgCaDG0IIIYQQQgghhAhoMrghhBBCCCGEEEKIgCZrbgghhBBCCCGEEKehkFU3zmkyc0MIIYQQQgghhBAB7R8zcyNu4lDiLx+JUqelaPUWjr79NS57RZNmChsxkvAxY1DqdBg3bSR/1iyo8Myka92ayMsmo23RApxOLPv2UfDlFzhKSgAIHz2akAEDUUdH4ygvp+z3ZZQsXNi4L+YUY6+9mEsm9adF+yRWzNvIGw9+2qR5TlKHGjjvgauJ7tkRW4mRgx/NIe/3zR7lIru1peW00YS1TcFebmLNlf/xur+Irm3o+eY9HP5yEYc+me/v+IQMGUHo8DEoNDrM2zdR9N0sr21GHZ9I1HU3o46NA8B29AjFs7+k4liOez9DRxPcewCqqGic5eWUr/qd8mX+bTOBml0daqDNfdcRcUFH7KXlZHz8K/l/bPJatvn0iTQb3R+AvIVryPjoFwDCOrfhvOfvqFVWFaRn3xMfULBqm9+yQ+D2M+pQA63vu46IC86jorScjI9/qaPeJxFXWe/HF64h46OfqzcqFaRMu5RmI/uhMugxZx9nz72v4TCa/ZYdIHzUSCIuHYNSq6N840ZOfDLLa72jUtFs5m3oWrVEExtL9lPPYtm7r3q7Wk3MtGsI7tUThUqFZX8aJz75DEdRkV9ya0INdHrwaqJ7dsBeYiTto7nkLvPsI6O6t6X1tFGEtk2hoszEyiv/z6NM6mUX0XzKRWgjQrEcL2LbIx9iyjrul9wnhQ4bSdioMSi0OkxbNlL45Syv9a5t1ZrwCdXt3bp/H4XffIGzsr0DaFKbEzn1GrSpLXBZrZQunEvZsiV+zQ/u96DrQ1cR26sDthIj+z6YS/ayLR7lWk+9hOSRF2KIj8JWbOTIr6s49O3vfs/nTdzEYTSbUn2MlfnOVz6PsUK7dSDl9qvRxkZh3H+YjFc/xXa8EICIgT2JmzgUQ6sUjAeOkPbAy37NrQo10Orf0wiv7GcyP/mFguUbvZZNuWkSsaMGAHBi0WoyP3b3M+qwENo9dRv6lHgUSiXmo7kc/fBHyvcc8mt2daiB1vdeV5X96Ce++8jUm2r3kUc/ru4j+y77AIfZCrgAyF++mfTXvvRrdm2YgT6PXEnChe2xFhvZ/v58jizZ6lGuw5WDaTd5IPqIEOwmKxm/b2PbO3NxOZwAdJkxipRBnQlr3ozds5ay65PFfs19UmyN9l58mvYe4qW92yvbe+JNUwjv2w1NZDj2giLyvltI4e/rGuU1BGI/I0RD+EcMboRd0In4K0Zx4MFXsRcU0/o/t5F47aVkf/rz6Z/sJ0GdOxMxdiy5LzyPo6iIuLvuJnLSJIp++MGjrDI4mNLlyzHv2glOJ9HXXUfM9BnkvXLyQ1/BiQ/ex5aZiSYujvgHHqSioBDjhvWN+6JqKMgr5vt359NjYCe0em2T5ThVh7uvwGl3sHLSw4S0Sab787dSfigb45HcWuUcFhs5C9eRp9tMi2tGeN2XQqWk/cwplPx1uDGio+vYmdDhYznx1gs4iouImXEXYWMmUTrHs804Soop+PhtHIX5oFAQMngoUTfexvHnHqsqU/jFB9izM1HHxBEz8wEcRQWYt2yQ7KdodedUXPYKNk5+gOA2yZz37B0YD2VhzqjdZpqNHUh0/65sn/4MAJ1eugtrbj7H5q+idNdB1o+9u6psWNd2nPfMbRRt2uOXzCcFcj/T8s6puOwONk2+n+A2yXR8dqbPeo/q35Ud058G4LyX7sKSm0/e/JUApEy7lLBOrdg180WsxwsxtEjEabP7JfNJQV06EzF+LDnPuOs9/t93EzV5EoXfedY7gGX/AUoW/Uazu2Z6bIsYNQJ927ZkPfgITpOZ2JtuJOb6a8l7/S2/ZO94z+U47RX8OfFhQtsk0+OFWyk9mIXxyLFa5RxmG1kL16HSbaHV1cM99pM0pi/JY/qy9cH3MWYcIygxhooyk18yn6Tv1JmwUWM5/srzVBQXEXv73YSPn0TJT17auyGY8pXLsfzX3d4jr76O6BtmcOINd3tXhoQQd88DFH33NaYtG1Go1agio/ya/6TO/74cp93BkvGPEN4mmQtfuoWSg9mUn/IeoIDtz35J6aEcDIkx9HntdszHi8j53fNLoj+FXtCJZpePIu2hV7AXFNPqP7eTcM14cj77yaOsKiyEVo/fRsYbn1OyfgeJ0ybQ8uGb2X/P8wA4yo0c/2UZ+pR4Qrt19Hv2FjOvwlVRwdbL78PQOoX2z87ElJ7p0c/EjRlEZL9u7L75KVwu6Pji3ViP5XN8/kocZgvpr3yOJfs4uFxE9utG+6fuYMuUe8Hp9Fv2ljOn4qxwsHmKu4/s4KOPjBvj7iN3zngaXNDxpbuwHqvuIwF23vw0lpwTfst6ql73TsZpd/DTmMeJbJvERa/OoCgth5LDtdt41qrdHJq/EXu5GW2YgYHPXk/7KYPY992fAJRl5bPtnXm0mdiv0bKfbO8HK9t7yzNo70cr23tCZXs/UNnenRYr6f/3NtbsPAztWtD6mbux5hzHuNe/A2MQeP2MEA3lH3FaSvSwvuT/thpLRg6OchO538wneljjdYTehAwYQNmKFdizs3GaTBTP+ZWQAQO9ljXv3Ilp00ZcFgsum43SpUvRt21btb1k4QJsGRngdGI/dgzj1q3o2rX1uq/Gsm7JVtYv20ZpsbFJc9Sk1GuJG9SN9E/n4zBbKdl1iBNrd5Ew/EKPsqX7Mji2dCPm3Hyf+0u94hIKNu3FeDTPn7GrBPcegHHdCipys3GZTZQunkNwnwFey7rMJvfgAIBCgcvpRB3brGp7+bKF2DPdbabi+DHMO7eia9VOsp9CqdcSPbA7GbPm4rRYKdt9iMJ1O4gb1tujbNzwPmTPXoYtvxhbfjHZs5cSN6Kv1/3GDe9D/sqtOC02v+Q+KVD7GXe99+DorDm16j12WB+PsrHD+5JTo95zZi+rqndViIHEyy7m4KtfYq38pcx0JMfvs/ZCBw2gbPkK7FnZOI0min7+ldDB3usdh4OSRb9h2X/A6xchdWwspp27cJSU4rLbKV+/Hm1ysl9yq/Ramg3qxsFPFuAw2yjelc6JtbtI9NJHluzLIHfJJkw5XvpIhYLW149m3zs/YcxwHyibc/Kx+3lwI7jfAMpXr8Cek43LZKJk/q+E9Pde75bdOzFvrm7vZb8vRVejvYcOH4Vlz05MG9ZCRQUui4WK3By/5gf3e5AwuCv7P5mPw2yjcFc6eWt2kTzC8z049M3vlBzIwuVwYsw8zrHVO4nq3MrvGU8VPbQfBb+tqjrGOvbNPJ/HWBH9e2DOyKF41RZc9gpyv5xLUKsUdMnxAJRt20vxqs3YC0u8Pr8hKfVaogb0IKuynynfc5DidTuIGerZz8QM60vuj0ux5RdjLygm98elxA53v0aXvQJLVh64XNWfWWHBqMOC/Zt9YA8yP6vuI4vWeu8j44b3JefHyj6yoJjc2cuI9fHZ1BhUei0pQ7qw48OFVJhtnNh5mOxVu2k5sqdH2fLsAuzl1bPsXC4XockxVfcPL9xEzvq9VJisjZIdIMpLe486w/Z+7JT2fuyruVizjoHLhWn/YYx70gju2NrvryEQ+xkhGso/YnBD3zwRc3pm1X1TehaaqHBUof774DkdTVIytsyjVfdtR4+ijohAGRJy2ufqO3TAlp3te3v7dtizfG//XxWcHIfL4aw1LbrsUBbBLRLOel/6ZlEkjurL4S8WNWTEOqkTkrBnVbdje9ZRVGERKIN9t5nEl98j6Y1PiJhyLWW/zfNZTte6PfbcrAbNW1OgZg9KbobL4cRSo80YD2VjaJHoUdbQPBHjoeocpkNZXssp9VpiBvXg+BL/z6wK1H7GW737qk93vVe3LWONcsEtk3A5nMQMvoCes1+i++dPET/+Ir9krkmbnIw1o7rerWdR76cq+3MF+nZtUUVGoNBqCenfD9OOHQ0Zt4ohxUsfeTCbkJZn10fqYyMIioskpGUig2Y/zcDvnqD1DaNB4d9F1jRJydhrtHd75lFU4XX3Myfp23XAXqO961q1wWk00uzh/5D0+rvEzvw3qqhov+SuKbjyPTBmVv+KXnIwm9CW8ad9bnSX1pQdzj1tuYbmPsaq0ffVcYwVdEpZp9WGNfcEQc09/7b9TZ9U2c9k1+zfM71mCWqRiOmU13hquc4f/IdeC96l/dN3cHzhKiqKy/yXPdlLdi+ZqrLX7CPTszCcUq7Ta/dxwQ8v0e7/bkHXzL/tPCw1FpfDSVmNNl50MIfwVt7beIvhPbh82QtM+e05ItskkfbrWr/mO51T27C5jvZ+6t/Gyfau9/I+KbQaDO1aYM7w//F7IPYzgUSh+Of++yf4R5yWotLrap1fffK2yqDHUdY0MwuUOh1OU/WvWE6zO5NSr8dZXu7zeZqUFCLGTyDvjde9bo+YOAkUSspWrfS6/X+ZKkhHhclS67GKcjNqg+6s99V+5pSqGSCNRanT4bR4thmFTg9G720m5/5bUWi1GHoPrJ4NcYqwMRNBocC4flXDh64UqNlVQTocptprMziMZlRBeu9la/QzFUYLKoNnuegB3bGXlFO640DDBz5FoPYzSi/1XmE0owry/Fs9td4dRnNVvWtjI1CHGNAnx7H16kfRJ8fR6eV7MGflUbJlr1+yAyj1OpzmGvVuOrN698aee4yKgkJa/PdtXA4HtsxMcj77okHznqQK0lFhPKWPNJpRe2nvddHHRgAQ06sDa294DnVIED1fuQPriWKy5vvvi4lCd0q9n+xn9L77GQBNcgphl04g/+3q9q6KjETbvDnHX30RW1YWkVOuJGbGbeS98LTf8gOog3TYPd4DC2ovfUlN7W4cDUolmQv9c3peXdzHWNX1XtcxljJIR0Vx7ffCYTSjPM3r8wef/buXLKceR1Z4Kbfr5qdQaNREDeiOQu3fw2eV3ld2L32kXkeFjz4SYPc9r1C+Nx2lTkvqDePp8Mzt7Lj5Gb+dUuOtjdvKzWh8tIEjS7ZyZMlWQpNjaDm6F5ZC/w0anQnlWbR3lY/27q2Npcy8FnN6FmVb/Hu6KgRmPyNEQ6mzd37ppZd8blMoFNx///0NHuhMRA3pTepd1wBQvjsNh8WKyhBUtf1kp+I45YuuPwX37UfMDTcAYNm/H6fVijKoOtPJ206L70zquDji772Pwq++wnrA84tR6NChhAwYQO4zT3tfuO5/nMNs9ei41cFBZz2dMabv+agMOvKW+/d8w6BefYmc6m4ztoOVbUbv2WZc1rrbsctmw7j6DxJeeJe8px/EWV59YBA8eCiGCwdw4vVnGrTNBHL2mhzm2n0HgCpYj8PsmfvUsiqD3msfEze8D8eX+mfWxj+ln3F6qXd1sN7rYGJd9e60utfWyPpiAU6bHVN6NvnLNxN54fkNOrgR0r8fsTdV1vu+/TgtZ1/vvsTcOA2FRs3hm27BabUSOW4MCQ/dT/bjTzRI9pocZivq4Np9pMqgp8JLe69zP5Vrmhz+dhkV5WYqys1kzl1NTJ9ODTq4Yejdj6jr3PVuTduP69R+pvK26zTtPfbu+yj69iusadXt3WW3Y9q6BdsR95pKJXN/Ifmt91AEBeEy+28x2gqzFc0p74HaoPcYmK+pxaRBpIy4kDV3vIGzERZKjxzSm9Q7rwWqj7GUZ3iM5f7b9mxjzkY8HjvJe/8e5DW3+ziyOrev/t1lr6Bg+Sa6fPIkpkOZtWZ7NKRTj2urM3npIy1W1HV8NpXtSnOXqzBz+L/fc+GcNzE0j8d02D+nYXlr45pgPfbTtIGyrHxK0o/R6/7JrHr4M79k8yZySG9SKtu7cXcazrP4TuEwWz0G7ry1ncSbJhPUIom0B/27gO5JgdDPCOEvdQ5uGAwGj8cqKiqYN28ex44da7LBjcLlGyhcXj2q2PKhmwhqlUzRSveK74ZWKdgLSxp11oZx3VqM66oP6mJvvRVtairGje5VubUpqVQUF/v8VU8dHU38gw9RPGcO5WvXeGwPGTSIiLHjyH32Gb+toh/ojFnHUaiUBCXFYs52T8ULbZ3ksZjo6URd0J6w9qkM/Nm9IJQ6WI/L6SKkZRI7HvugwfKaN63DvKl61eyo629Fk5SKeau7zWiSUnCUFuOs4xfJKgoFSq0WVURU1QCBoe8gQoeN5cTrz+Iobtg2E8jZazJn5aFQKdEnxVVN/w1ulYzpiOdBnykjh+DWyZTvP+Iu19qznDY2kvBu7Tj0+td+yftP6We81buhjno3+Kh3Y+UXC1flVQDcd1yn7uJvK1+zlvI11fUed8et6FJTMa5317uued31Xhdd8+YUfD8bp9H9eVXy21KiLp+MMjQEZ9nZ768upkx3H2lIisV0so9sk0T5WU5BNh7Ncy/a6oe6rsm0Ya17TYxK0dNvRZOSCpsr+5mUVBwlvvsZVXQ0cfc+ROm8OZjW1W7v9qyjULPd4N/XcpKx8j0ITo7FmOV+D8LaJFF2ykKLJ6WM7kObq4ey9o43sZwobpSMRcs3UFTjGKvFg9MxtEqheJX7GCuojmMsc0YO0UOr1ydQ6rToEmIxZ/h/PZNTWbLd/YwuKQ5rjX7GWxbzkRwMrZIxnuxnWqXUmVmhUqFLiPHb4IbF22dT6zqy1+gjDa2TMdVZ3y7Af/PPS4+eQKFSEpocQ1mWe1ZmZNskStK9t/GaFColoUkxpy3XkE5t780fnE7QGbZ3S0YOUV7au6VG/cdfcylhPTuTdv9LjTbIFwj9jBD+UueaG3fccUetf61bt2bx4sW0bduWn39uuiuRnKpg2TpiRgxAn5qAKjiI+KvGULC0ac/ZK1+9mpBBg9EkJqI0GIgYP57y1d6n1qsiI4l/6GFKly2jbPkfHtuD+/YjcvIUjr30IhUnGm+167ooVUo0WjUqlaLqtlLVtEu4OC02jq/aTusbx6LUawk/vxWx/buQu8TLZd8UCpRaNQqVCqi8rVYBcOiT+ay99ik23PQ8G256nhNrdpEzfw17XvTvpdOMG1cT3G8Q6vhEFEEGQkeOx7h+tdeyug6d0CQ3B4UChV5P+GVX4TQZsVdeTjWoV1/CL51M/tsv4Sjwf5sJ1OxOi42C1dtIvX4cSr2W0E6tierXleNLPadknliynsTJl6CNiUAbHU7SlKEc/632Jd3ihvWmdE86ljoWqm1IgdrPOC02CldvI6VWvXfjhJcZL+56H4o2JgJNdDiJU4ZV1bs1N5+SnWkkXz0ahUZNUGo8MUN6UrR+l1/zl61aTeiQwWiS3PUeOXE8ZSvqOHVKrUah0QCgqHEbwHIondCBA9yzP1QqwoZdQkVhYYMPbID7KlF5K3fQ5l9jUOm1RJzfirj+Xcipo49UqlXV/WVlH+m02sldvpUWU4ehCtKhi40geWw/Tqzd3eCZazKuW03IwMGoE9z9TPjY8ZSv8dHeIyKJu+9hyv5YRvkKz/ZevnoVhu493YMlKhVhYydgObDfr7M2wP0e5K7cQfvK9yCyc0viB3Qm6zfP9yBpWE86zBjH+n+/iym3wK+56lK4bC3RNY6xEqb6PsYqWbuVoBaJRPTvgUKjJv7qcZgPZ7kXVQRQKlBo1CiUSvdngEYNKpVfcjstNopWbyN52qUo9VpCOrUmsl838pd59jP5y9aRMHkYmmh3PxM/eRgnlrhfY0jHloR0aoNCrUKh1ZBwxQg0kWGU7/PfldSq+shp1X1kpK8+cul6Ei4birYye+LkYZyo7CODmidgaJ0MSgVKvY4WN0/Bll+M+aj/1lRwWGxk/rmTLtNHo9Jrie3SkuSB53N4seclp1uP64Mu0r1mTliLZnS6bijHNqdVbVeolO6+R+k+1jx5259Obe/xU8dQeJr2Hu6jvTe7YhSRQ3pz8OFXG/UH10DsZwKJ4h/872wcPnyYK664ghEjRnDFFVdw5MgRjzIPPPAA48ePr/rXoUMHfv/dfanht99+m759+1Zte/LJJ88ygXcKl+v0P72sWbOGV199laCgIP79739zwQUX1Os/2zJier2edybiJg0j/vKRKLUaitZs5ehbvq9JfbaimtVvpDVs5EgixoxFodVi3LSJ/FmfVU3zTnrueYrnzcO4bi0REyYSOWmSx5TmjBnu+kp+9TXUkZG4akwRL1+7hoJZs06bYeZa/1ym9ao7L+WqO8fXeuybt+bwzVtzG+z/uDv57M/RVYcaOO/Ba4i+oAP2UiNpH84h7/fNRHRuTbeXbufPUf8GILJbWy544+5azy3afoAtd7/psc/zHroW64kiDn0y/4xzdOhUv3NGQy4eSeiwMSg0WszbN1H03ayqNtPsseco/W0e5k3rCOrei7Cxl6GKjMJls2HLSKd0zmzsOe5FxeKffBXVKW3GtHEtxd/NqleuQMmesc9zttnpqEMNtLn/OiJ6dKSi1MiRj38h/49NhHVuw3nP31HrEq/NZ0yi2aj+AOQtWkPGh7UHebt/9gTZPyzh+KKzH1xNTKrfgc+50M/kZtev3lvfP62q3jM+/pn8PzYR2rkN5z0/kw1j76oq23zGJOJGua++c3zR6lr1ro2JoPW91xHWuTX2ojKyv/+NvPlnvkZLs7j6XeEjfPRIIi4di1KjpXzjJk58Ul3vKS8/T9Gv86pme6S+9Rqa2Nhaz8+YeQ8V+fkoQ0KImXYths7ng1qFLTOLgq++wXoo/bQZDuaEn3VuTaiBTg9eTXTPk33kXHKXbSaiS2suePE2fh91L+DuIy98865azy3clsamyj5SZdDT6b6pxPbthL3cTPb8NRz6fPEZ5+jYpn5XywgdPpKwke72btqyicIvq+s9/qnnKV0wD9OGtYRdOpGI8Z7tPev26uOQkIsuIWzspSi1OqxpByj8ahaOosLTZthxIKJe2U/ShBro9vDVxPRsj73UyN7355K9bAtRXVrT++VbWTTiPgAu+f4J9HEROG3Vf5NZSzax69Xv6/1/JwXXb/AmbtIwmk0ZhVKroXjNVo6+/WXVMVbHD57k2HcLq379Du3ekZTbrkIbF41x/2EyXv0UW577S1PUsH60uPfGWvsuWLqGjFdPfxqC3XH2P6CoQg20uvd6wnt0pKLMSObHP1OwfCOh57eh/XN3svnSO6vKptx0Wa1+JvNj96U/Q7u0o/ltV6BPiMVV4cB0JJusWXOqTvc4E07X2X8hV4caaH3ftKrsR0/2kee3oePzM9k4rvrvM3X6JJpVZs9btJqjH7n7yLBu7Wl111VoYyLdV135K52MD3+qtVDp6aQbg05f6BTaMAN9HplKwoXtsJaY2P7ePI4s2Ups11YMee1mfrjkQQD6PDqVxH7noQnSYik2cvSP7ez4cGFVm+/z2FW0HlP7Ch/rnv6G9IVeBmS9OC+8foPEsae098wa7b3DB0+Sd0p7T67R3o/WaO/dF3+M02bH5XBU7Tvvu4Xkfb/wtBmy6lHvNTVlPwMwbtXbf+v557Lbz/e8rPs/xbu7z/x9u+6667jssssYP348c+bM4aeffuKLL3yvGbZv3z6mTZvGqlWr0Gq1vP3225hMJh588MGGiF6lzsGNnTt38tprr1FcXMw999zD4MGD/9Z/5s/BDX+q7+DGucBfgxuNoT6DG+eK+g5uiL+nPoMb54r6Dm6cC+ozuHGuqO/gxrmgPoMb54r6Dm6cC/7u4EZTqu/gxrmgPoMb54r6DG6cK+ozuHGuqO/gxrng7w5uNDUZ3AhMZzq4UVBQwIgRI9iwYQMqlQqHw0Hv3r1ZsmQJUVFRXp/zzDPPAPDYY48B+G1wo841Ny6//HKSkpIYPnw4GzZsYMOG2lO1H3jggQYNI4QQQgghhBBCiMZVWlpKaWmpx+NhYWGEhYVV3c/NzaVZs2aoKk8rVKlUxMXFkZub63Vww2azMW/ePGadMht4wYIFrF69mtjYWGbOnEn37t3/9muoc3Dj9ttvR/FPueitEEIIIYQQQghRT//kb8aff/4577zzjsfjd9xxBzNn1n/GyrJly0hMTKRjx45Vj1155ZXccsstaDQa1qxZw2233cbChQuJjIys9/8Dpxnc+DsvQgghhBBCCCGEEOe+adOmMXHiRI/Ha87aAEhISCAvLw+Hw1F1Wsrx48dJSEjwut+ffvqJyy67rNZjsTXWIuvfvz8JCQmkpaVx4YUXnvr0s1Ln4AZAWVkZX331Ffv27QOgffv2XHPNNR4vUgghhBBCCCGEEIHn1NNPfImOjqZjx47Mnz+f8ePHM3/+fDp27Oj1lJRjx46xZcsWXnvttVqP5+Xl0axZMwD27t1LdnY2LVu2/Nuvoc7BjbS0NG644QZ69epVdQ7Mjh07GD16NJ999hlt27b92wGEEEIIIYQQQggRGJ544gkeeugh/vvf/xIWFsaLL74IwPTp07nzzjvp3LkzAL/88gtDhgwhPLz2IuivvfYae/bsQalUotFoeOmll2rN5qivOgc3XnzxRR5//HFGjBhR6/HFixfzwgsv8Mknn/ztAEIIIYQQQgghxLlO8Y9edePMtW7dmtmzZ3s8/tFHH9W6f+utt3p9/snBkIZW53W1MjMzPQY2AEaOHElmZqZfAgkhhBBCCCGEEEKcjToHNxwOR722CSGEEEIIIYQQQjSWOgc3OnXqxOeff+7x+KxZs+jUqZPfQgkhhBBCCCGEEEKcqTrX3Hj44Ye58cYbWbRoEV27dgVg+/btlJaW8umnnzZKQCGEEEIIIYQQQoi61DlzIz4+nrlz53LllVeiVCpRKpVMnTqVOXPmMHXq1MbKKIQQQgghhBBCNCnFP/jfP0GdMzcA1Go1EyZM8Hjc5XL5I48QQgghhBBCCCHEWalz5kZdFIp/yviOEEIIIYQQQgghAlmdMzcOHjzoc1tFRUWDhxFCCCGEEEIIIYQ4W3UObsyYMcPnNp1O1+BhhBBCCCGEEEKIc5GcvHBuq3Nw448//misHEIIIYQQQgghhBD1Uu81N4QQQgghhBBCCCHOBTK4IYQQQgghhBBCiIB22kvBCiGEEEIIIYQQ/+tkyY1zm8zcEEIIIYQQQgghRECTwQ0hhBBCCCGEEEIENBncEEIIIYQQQgghRECTNTeEEEIIIYQQQojTUMiqG+e0Rh3cSJ0Q2pj/XYMxbrA0dYR6uztZ39QR6u2NrMCt9ye0uqaO8D8pItja1BHqzW4M3Il0wbqKpo5Qb+Ul2qaOUG9JYcamjlBvpccD97eVCI29qSPUm07raOoI9RYZHrj9u8MWuF+GtCpnU0eotxJr4PbvMTpbU0cQIiAF7tG0EEIIIYQQQgghBDK4IYQQQgghhBBCiAAngxtCCCGEEEIIIYQIaIF70qsQQgghhBBCCNFIAncFnf8NMnNDCCGEEEIIIYQQAU0GN4QQQgghhBBCCBHQZHBDCCGEEEIIIYQQAU3W3BBCCCGEEEIIIU5D1tw4t8nMDSGEEEIIIYQQQgQ0GdwQQgghhBBCCCFEQJPBDSGEEEIIIYQQQgQ0WXNDCCGEEEIIIYQ4DVlz49wmMzeEEEIIIYQQQggR0GRwQwghhBBCCCGEEAFNBjeEEEIIIYQQQggR0GTNDSGEEEIIIYQQ4jQUsujGOU1mbgghhBBCCCGEECKgyeCGEEIIIYQQQgghApoMbgghhBBCCCGEECKgyeCGEEIIIYQQQgghAposKCqEEEIIIYQQQpyGAllR9FwmMzeEEEIIIYQQQggR0GRwQwghhBBCCCGEEAHtnD8tJajLIAzdLwa1FuuhHZSv/BGcDu+F1RpC+l6KrnVXUKqoKMihZM67VfsJ6jwQhT4Yl92K9eB2jOvmgcvpt+xhw0cSPmYMCq0O46aNFHwxCyoqPMrpWrcmYuJktC1agNOJZf8+Cr/6AkdJSdV+QocOQxUaitNiwbhxA0XffwtO/2RXhxo474Grie7ZEVuJkYMfzSHv980e5SK7taXltNGEtU3BXm5izZX/8bq/iK5t6PnmPRz+chGHPpnvl8xnY+y1F3PJpP60aJ/EinkbeePBT5s6EgCqUAMt/n09YRecR0VJOdmf/kzh8o1eyyb96zJiRw0A4MSi1WR/8lPVtuZ3X0to53bokuI48urnFCxdK9lPI/rS4URfNhqlTkvp2s3k/vcLXF7+VgGCu3Qk4ZZr0cRGYd6fTvabn2A/UQCAKiSYhFuvI7jreYCL8q27yX3vC5xmi9+yR4wdQdSE0Sh0OsrXbeL4h597z65WkXD3rehbt0ATF0vmf57HvGdfrf1EjB6KKjQUl8VC2ZqNnPjiO7/1MwAxE4YRN3kUSr2WktVbyHrnS5/1HtK1I0m3XY02NgrT/sMcff1T7McLapVRhQTT4aNnsWYd4+D9L/gtd6Bnjx4/nJiT7X3NZnJO094Tb3W3d9P+dLLfqG7vbd59Bk1sdFVZpVZD2ZZdHH36Tcl+CnWogbb3X0fkBR2xl5Zz5KNfOfHHJq9lW0yfSPzo/gAcW7iGIx/9UrUtvHt7Wt1yGfrEWOwl5WR9+xvHFqz2S+aaArmPDBvpPhZT6nQYN24kf9Ysn8dikZNrHIvt20fBF9XHYvqOHYmYMAFdixY4jEay/v1vv2U+KXz0CCLHj0Gp1VG+YRPHP/aeHZWK+DtvRdeqJZq4WLKffA7zX9X9e8JD9xLUsX3VfYVajS0nl8z7H/X7aziduIlDib98JEqdlqLVWzj69te47N7bVmNQhxpof/81RPXsiL2knPSP53DcyzFwRLd2NL9uNKFtU6goN7F+6uO1tre4YSwxA7oS3DyejC8Xc+TzBY2SvfW91xF+wXlUlJZz9JNfyPfRz6TeNIm4yn7m+MI1HP3456ptfZd9gMNsBVwA5C/fTPprX/o9vxAN4ZyeuaFJaY+h+yUUz32Pwi+fRhUWTXCvkT7Lhw6+HIXOQOF3L1Lw2WMY18yp2mY9soei2a9S8MkjFH3/MuqYRII6D/Rbdv35nQkfM5ZjL75A1r13o4mLI3LiJK9llYZgylYsJ+u+e8i67x6cZjMxN82o2m7atpXcJx7n6K0zyHnsYbQpqYQNG+637B3uvgKn3cHKSQ+z+9lZdLznSoJbJHiUc1hs5CxcR9r7v3jZi5tCpaT9zCmU/HXYb3nPVkFeMd+/O5+ls/1/QHg2Uu+4Gpe9gh2X38vhFz4m9c6r0TdP9CgXM2YQkf26seeWp9hz85NE9OlC7JjBVdtNhzLJePtrTAePSvYzENz9fGImjybjsZc48K/70DaLJfaqCV7LqkJDSHn4Do5//TP7rroD88EjJD9wa9X2uGsmoQoxkDb9ftJmPIg6IozYqd731RAM3c4nauIYsp58icO3/BtNs1iir5zos7x57wFy3/yAiqJij23GTds4et//cejaWzhyz6PoWqQQMWaY37KH9uhE3JRRHHrkFfZe/wDa+BjirxnvtawqLIQWj93GsS9/ZfcVd2JKO0Lzh272KJdw42Qsmbl+y3xSIGcP6X4+sZeN5shjL7H/xvvQxscSd/UEr2VVYSGkPnIHeV/9zN6p7vaeUqO9H7z9MfZefmvVP3t+IaWrvR9I/69nb33XVFz2CtZf9gD7n/2UNndfhcHL52r82IFED+jK1unPsHX6M0T37UL8OPexikKl5LwnbyF33irWjbuHfU9/TKvbJhPcKslvuSGw+8igzp2JGDuWYy+8QObdd6OOiyNyko9jseBgSpcvJ/Oee8i8p/JYbEb1sZjTaqV85UoKv/vOb3lrMnTtTOT4seQ8/SJH7rgHTVws0VO8Zwcw708j7x3v/XvuC6+SPm1G1T/L/jTK13v/AaIxhV3QifgrRnHgodfYdd1D6OJjSbz20ibN1PauK3BVOFg76SH2PjuLdndP9fq36rBYObZoLYc++NnLXsCcc4L0D36hYP1uf0eu0nLmVJwVDjZPuZ+05z+h5V1XE9TcM3vcmIFE9e/KzhlPs3P600T27UyzsYNqldl589NsHHcXG8fdJQMbIqCc04Mb+va9sOzbgKMoD5fNjGnLUvQdenktq4qIQ9uiE+UrfsBlMYLLRUV+VtV2Z2kBLluNXwZcLlThMX7LHtJ/AGUrV2DPycZpMlE851dCBngfTDHv2olp00ZcFgsum42y35eia9O2anvFieM4TabKewpwOVHHNfNLbqVeS9ygbqR/Oh+H2UrJrkOcWLuLhOEXepQt3ZfBsaUbMefm+9xf6hWXULBpL8ajeX7JWx/rlmxl/bJtlBYbmzpKFaVeS+SAHmR/PgenxUr5noOUrNtB9CV9PMrGDO3LsZ+WYM8vwl5QTN5PS4ke3q9q+4l5f1K2fR9Om12yn4GIi/tTtHQV1swcnEYTJ76fS8QlA7yWDet3AdajOZSu2YzLXsHxb39F3yIFbVI8AJpmMZSu34rTbMFpMlO2fiv6VP998Qi7aAAlv6/ElpmN02ii4Me5hF3kPTsVDooXLMGyLw2Xl9kY9rya/Qy4XC608f7pZwAih/ajcMlqrEdzcJSbyPt2PpFD+3stG96vB5aMHEpWu+s97+s5BLVMQZccX1XG0LE1+uZJFC71/6BlIGePuKSyvR91t/fj39XR3vue0t6/+RV9yxS0NbKfZDi/ParQEErWev7C+b+eXanXEjOwOxmfzcVpsVK6+xAF63YQN6y3R9lmI/qQ/cMybPnF2PKLyZq9lGYj+gKgDgtGHRLE8aXrASjfn4Ep45jXL14NKZD7yJABAyhbsQJ7duWx2K+/EjLQx7HYzp2YNlYfi5UuXYq+bfWxmC09nfI1a7AfP+63vDWFDhpA6fIV2LLc/Xvhz3MI9dW/OxyULPwNy/4Dp51tp46NQd+xPWUr1/gh9dmJHtaX/N9WY8lw96W538wneli/0z/RT5R6LbGDunP403k4LFZKdh8if+1O4od5HgOX7csgb+lGLDnej4HzfttA4ca/cJis/o4NuLNHDexB5mfuY7Gy3YcoWruD2GGex2Jxw/uS82NlP1NQTO7sZcRW9jNCBLpzenBDHRlPRX5O1f2KghyUhjAUOoNn2bhUnGVFGHqNJPr6p4i8/H60rbrUKqNr24Pofz1HzI3PoI5OxPzXOr9l1yYlY8us/vXZlnkUVXgEyuCQ0z5X374D9pzsWo8F9+lL6nsfkvrue2hTUin7c3mDZwYITo7D5XBiyqr+8C47lOV15sbp6JtFkTiqL4e/WNSQEf+RdEnNcDkcWLOrB4FM6VkEtfCc/aBvkYg5vXrgznQokyAvsyQaSyBnB9CnJmI5nFl133I4E01kOKrQYI+yupQkLEeq/65dVhu2Y8fRVR6cFy74g9Be3VAGG1AGGwjt15OyrTv9ll2XkoS1Rh7rkaOoIyNQhnhmPxOhA/rQ+sv3afP5f9E1T6F4iX/6GQB9alKtejcfzkQT5b3e9c2TMNco67TasOaeQN+88kuRUkHSrVeT/d7XJ2fR+lUgZ9elJtbKYzlSR3tPTcJ82LO9e/syGnlxf0rXbcFltfknOIGbPSi5GS6HE3ONz1XjoWwMXvpIQ/NEjIeyapTLqipnLyrj+O8baTayHygVhJ7XEl2zKEp2HfJL7pMCuY/UJCdjO1rjWOzoUdQREShDzuBYrEMHbNnZpy3nL9qUJGwZ1fVuzTjz7HUJHdQfy979VJzw/cNUY9E3T8ScXv0aTelZPvvSxmCoPAY+k7/Vc42+sp+xZNfInp7l9RgrqEUipkOZtcoZTinX6bX7uOCHl2j3f7egaxZ96i6EOGfVuebGI488wnPPPddYWTwoNFqcNWZbuGxm9+NaHS6rqVZZVUg46ugErOk7KfjiSTTNWhA+5iaKCo/hKHb/oVvTtmJN24oqPAZdu544TWX+y67X4TJXZ3Sa3dmVQXqcxnKfz9MkpxB+6QSOv/V6rceN69dhXL8OdbNmhPQfgLO0xC+5VUE6Kky1z32tKDejNujOel/tZ06pmgEi6qYK0uM8pd4dRjOqIL1nWb0eh9Fcu5zBs1xjCeTsAEq9vtaMBYep+m/VUVZ7do8ySEdFSe1+w2mqfq2W9AwUahUdvn4bAOPOvRQt/MNv2RV6PU5TdX06q7IH4Sw/+5lJZavXU7Z6PZqEZoQN7o+jpLTBsp5KGaTzaAvux73Uu16Hw6PeTSgr6z3m0qGY9qdjPpiBvkWy3zJX5Qng7KpT23sd2VV6HRWltbM7jOaq7CcpdFrC+vf061ob7jyBmV0VpKvqV2pm8dpHBumoqNG2KowW1DX6yBN/bKLtvdfS+o7LATj4xrfYThT5KblbIPeRSp2uVvaqYzG9Hmd5HcdiKSlETJhA3uuv+yzjbx7Za9R7XdlPJ3TQAIp+nnP6go1Apffel6oMnm2rUfJ4+VutMNbvGLixqfQ++hkv2VX62v3Mqcdiu+95hfK96Sh1WlJvGE+HZ25nx83P+HUNLiEaSp2DG3v37m2sHIB7ZkXo4CkA2HPTcdltKLXVf5QKjfsPz2Xz/LLsqrDjclRg2rIUXE7suYewZR9Em9Iec3HtKYSOknwcRccIHXQZpb/NapDswX37ET3tBgAsB/bjslhR6IOqtisrb9e1aJY6Lo5m995H4TdfYT1wwGuZirw87NnZRF07jRPvvNUg2WtymK21DqQA1MFBVJzltLqYvuejMujIW761IeP9YznMFpSn1LvKoMfhpb04LJZaH0KqYD0Ok+925W+Blj18cB8SbpsGgOmvAzgtFpRB1X+rJ/N5+1t1mq2oDEG1HlMGBVW91uQHbsV6JIujz76FQqGg2Q1XkPTvGWS99F6DZA8d2JdmN18PuNfPcFksKGvkOfnF7eQBfH3Zc/OwZWYTN/06cl9++2/t66SIi3qTPPM6AIx70nCarbXaTZ31brHWep0ASkMQTrMFdVQEMZdeQtqdTzdIzn9a9vDBfUi8vbq9O05pM3Vld3jJrqrMXlNY3wtwlBkx7t4v2b1weOk3fPaRZiuq4OqyaoO+6geHoJRmdHjsJv76vw8o3rKXoOQ4Oj17O9b8Yoo2NNx5/YHcRwb360fMDZXHYvv347Raa2U/edtpqftYLP6++yj8yvexmD+EDOhL3HR3dvPeOrL/jcVX9e3boY4Ip3y9/9aXqUvUkN6k3nUNAOW703BYareXk22rqY5pfP2tnu0xcFM4tS6hsp/xkt1hsaI+pd5r1nnZrjR3uQozh//7PRfOeRND83hMh3M89vW/SNHUAUSdzqmrpZycWXFS6NBrUEUnwqEdAKhjEnGaSj1mbQBUFHhbiK2OOb4KFaqwhltzw7huLcZ11Vd2iLn5VrSpqZg2uRds0qam4igp9jlrQxUdTfwDD1Eydw7Gtac5D1KpROOnNTeMWcdRqJQEJcVizj4BQGjrJIxHzm6hu6gL2hPWPpWBPz8PgDpYj8vpIqRlEjse+6DBcwc6a3YeCpUKXWIc1hz3YFxQqxTMRzw/SCxHcghqlYJx/5HqchlN94ETaNlLVqynZMX6qvtJ996MvmUKpWvcB3v6lqnYi0q8/mpkzcwm4uLqtRUUOi3ahFisR7Ornpv7/le4rDZcQNHi5bR44ZEGy162ah1lq6pPp4u/+xZ0LVIoX+vuZ3QtUqkoKq7XrA0PKhXa+Li/v59KxX9uoPjPDVX3Ux+YTlDLFEpWudc5CGqVgr3Qe71bMrKJGlp9HrZSp0UXH4slIxtD+5ZooiJo//7Tlds0KLRazvvqNf667l5w/v1zPQI5+6ntPfm+yva++gza+1Hv7d1ytPZU/ciL+1O8vOHP3w/k7DWZs/JQqJTok+KqpowHt07G5KWPNGXkENI6mfJ9RzzKBbdMwpyVR/Hmv9z7zcyjcMMuonqf36CDG4HcRxrXrsW4tvpYLPZW97GYcWP1sVhFcbHPmQ/q6GjiH3qI4jlzKF/TuGtSlK9eR/nq6v692cxb0TZPhcqFP3XNU+rMfiZCBw+gfONmXNam+bJeuHwDhcur+9KWD91EUKtkila6+1JDHX1pYzB5OQYOaeP9b/VcY/HRz3g7xjIfycHQOpnyymMxQ+tkTHUei7mQr/QiUNS55saBAwfo27evx78+ffrQt6//F56x7N9MUMfeqCKbodDqMVwwDMs+76PN9txDOMuLMfS4BBRK1PEt0CS2wZbp/jVG37E3iiD3eYqqyGYYelyCLdt/I/LGtasJHTQYTWIiSoOB8HHjKV+9ymtZVUQk8Q8+TOmyZZQt95yeGTJoMMrQMAA0iYmEjx2H+a89fsnttNg4vmo7rW8ci1KvJfz8VsT270LuEi+raisUKLVqFCoVUHlbrQLg0CfzWXvtU2y46Xk23PQ8J9bsImf+Gva82PQrLitVSjRaNSqVouq2UtW0y884LTaK12wlcdp4lHotIee1JqJfVwp+X+9RtmDZeppdNgxNdASaqHDiLxtOwZLqgzmFWoVCo0ahUFTdRuG/D6VAzg5QsnwNEcMGoUtJRBkcRMzl4yj+3fvCjqXrtqJLTSK07wUoNGrirhyP5UgWtuxjAFjSDhM5fBAKrQaFVkPkiIuwHsnyuq+GUPrnGsIvHoQ22d3PRE++lNI/fS9KqVCrUWg0HrcBwi4ZjCosFABtciJRk8Zi2vWX37IX/b6OqOED0aUkoAwOIu7KsRQt8/5lomTtVvTNkwjv7673ZlddivlIFtasY5Rt2sXeGx7gwMwnODDzCY59NQdz+lEOzHyiQQYH/mnZi/9YQ2SN9h57mvaub55EWL8a7f1wFrasY1Vl1NGRBHfpQPHv/v8iGKjZnRYbBau20fyGcSj1WsI6tSa6X1eOL93gUTZvyXqSJl+CNiYCbXQ4SZcPJe839xfe8oNHCUqOI7y7+5Ke+sQYovp0rrVGhz8Ech9Zvno1IYOrj8Uixo+nfJWPY7HISOIfrjwW+8PLqTIKBQqNBoVK5f6M0mhApfJb9rKVqwm7eBCaJHf2yEnjKaujf6dmn35K/w6g0GgI6fv/7N11dFzV9sDx7/hk4t4kdXd3dxcq0NJC4T0o7hR9Dx7ygAcUK+5QXAotdXd3o95UkjRpksbGM/L7Y9JJ0pmkbci0Cb/9WatrjZyZ7pyc7Hvvvuee25mC1f5//mshe/kmYob0RF87AVVwEDUmj7hqt4D3x2W1k7VuN3X/4dkHDmtZn5jurUlfVsY+sKZ4v7fkY/Dc3UipUYNSUepxIGM/v34XtW7x5JnQFg2I7N6WzGW++2KZyzaTMH4g2ugINNHhJE4YRGZRngmqk4ChQU1QKlDqddS983rsWblYTgf+bl5CVAaF2+0ucw9qxIgRfPLJJ2V+OCnpyla4zvzwyu8JHtS6D4Z2/UGtwX5iLwVrfgGXE4DIiY9j3rncO9tDFRlPaN+JqKMTcBbkYNq6CHvyPgBC+01CW7uZZx0PiwnbiT2Yti4C56XvpW3aknnFcQOEDRlK+PCRKLRaTNu3kf31l977kye+9Ap58+dh2rSR8DFjiRw7zmea5Om7pgEQfds0DK3beK6vL8jHtG0rub/Nxl146TtKHDsZdsVxq0MNNH/iJqI7NKUw38TRT+aSsWI7Ea0a0Pa1e1k9zPN7jGzbiA5vP1Tqszm7j7DjId9rl5s/eTO2zByOfz7/suN4OyUw0xInPzCayQ+Uvm3j9zPn8v3MPyrt/3iu/pUXS1ShBuo+eith7T33J0/9/DfOr9pKSMtGNHrpAXaNud/btubt44kZ6lnxPWvxOlI+m+19r8nr0wlt06TUdx+e/joFewNXzKsqsQfpL/337E/0mMHEjB+OQqslf+N2zn4wC3fR32qD9/5L1i/zvWcyg9s0J+HOm9DERmM5coLUdz6j8Fw24LkTQMK0KQQ1bQgKsBxNJv3j77CfvfTdgjSail3LGjFqCFHXjUCh1WLcvJ1zH3/ljb3O2y9zfvY872yPeh/OQBMXW+rzJ+56FEdmFvH33k5w+9Yo9Xqc+fkUbNpG9g+/XVaesVgqNgkwZuxg4iYMRanTkrdhBynvfuONvcmHL5Dx0wLvjImQts1IunsK2rhozIdPcPrNL7z9XlLkwB5ED+nFscf+V6GYqlPsKlXFxkz0mMHEjh+OQucZ72nvF4/3hu//l8yfS4/3xLuKx3vK25+Vij1mwghCO7Ym+clXKhRLdYw9x3Tl19+rQw00emwqkR2aUZhv4uSnv5O5chthrRrS8n/3sXHEQ962de8YR43hntkP6Qs3cPKT4ltNxvTpQO2pw9HFR+M0WTi3fCsnP5sDZe/KlRIVUrEz9lUhRxrCK5bfw4YOJWJk0b7Ytm1kfVm8L5b0yivkzpuHaeNGIsaOJXKc777YqWmefTF906Yk/Otfpd6zHDxI+mWsTee0V+ygNmLEUCJGj0Cp1WLcuo1zn37ljb3WjJfJmTPPO9ujzrtv+OT3k/c94l04NKR7V6In38Cp+65sXzwvN7DrTcSNG0SNG4ai1GrI2bCT0zO/xV1Ysd/1xQrsmks3uog61EDTx28msmgf+MSnczi3YjvhrRrQ+tV7WTfc038RbRrR9u2HS302d/cRdj/8NgBNn7iZGkNLnwg+9L9ZpC/xLTb4o1M5KxR7g+m3EN6+GY4CE6c/+42sldsIbdmQZq/cz9ZRD3rb1p42jvhhnrvvZCxaz+lPPXkmrG0T6j84GW1MpOeuK3+e4NQns0stVHo5ui3/+87SfqL1Q9c6hIB5de/b1zqEv6zc4sbYsWP5/fffK+0/q0hxoyqoaHGjKqhIcaOqCFRx42qoSHFD/HUVLW5UBRUtblQFFS1uiL+mosUN8ddUpLhRVVS0uFEVVLS4URVUtLhRFQS6uBFIFSluVBUVKW5UJX/n4saTf+Pixv/+BsWNco/ANBr/SWHHjh08/XTlXSMphBBCCCGEEEIIUVHlnm77+eefvY8zMzP5/fff+e2331AoFIwaNSrgwQkhhBBCCCGEEEJcSrnFDafTycqVK/n111/ZvXs3gwcPxmQysa6MxZiEEEIIIYQQQgghrrZyixs9e/akTp06TJkyhXfeeQe9Xs+AAQOuVmxCCCGEEEIIIYQQl1TumhtdunQhOTmZ9evXs3fv3qsVkxBCCCGEEEIIUaUoFH/ff38H5c7cePvtt8nLy2PevHm88sor5OXlYTQaOXPmDLVq1bpaMQohhBBCCCGEEEKU6ZL37wsPD+emm27ipptu4s8//2T27NlMmDCB6OhoFi5ceDViFEIIIYQQQgghhChTuZelXKx58+Y888wzrFu3jtTU1EDFJIQQQgghhBBCCHHZLjlzwx+tVktEREQlhyKEEEIIIYQQQlRNf5OlKf62rmjmRkmKv8uqI0IIIYQQQgghhKjWyp25cezYsTLfczgclR6MEEIIIYQQQgghxJUqt7hxxx13lPmeTqer9GCEEEIIIYQQQgghrlS5xY2VK1derTiEEEIIIYQQQogqSyGrblRpFV5zQwghhBBCCCGEEKIqkOKGEEIIIYQQQgghqjUpbgghhBBCCCGEEKJaK3fNDSGEEEIIIYQQQiArblRxMnNDCCGEEEIIIYQQ1ZoUN4QQQgghhBBCCFGtSXFDCCGEEEIIIYQQ1ZoUN4QQQgghhBBCCFGtyYKiQgghhBBCCCHEJciColWbzNwQQgghhBBCCCFEtXZVZ25YdmRezf+u0iw4EHOtQ6iwMZ2zr3UIFfacVnetQ6iw5064rnUI/y99MtZ9rUOosCXroq51CBU2fLjpWodQYTuWa691CBXWvpflWodQYa/9EXKtQ6iw6UPyrnUIFbZpU9i1DqHCujXOv9YhVJgqRHOtQ6iwUK3qWodQYUvmVd/8PuI+w7UOQYhqSWZuCCGEEEIIIYQQolqTNTeEEEIIIYQQQohLkDU3qjaZuSGEEEIIIYQQQohqTYobQgghhBBCCCGEqNakuCGEEEIIIYQQQohqTdbcEEIIIYQQQgghLkEhi25UaTJzQwghhBBCCCGEENWaFDeEEEIIIYQQQghRrUlxQwghhBBCCCGEENWarLkhhBBCCCGEEEJcgiy5UbXJzA0hhBBCCCGEEEJUa1LcEEIIIYQQQgghRLUmxQ0hhBBCCCGEEEJUa1LcEEIIIYQQQgghRLUmC4oKIYQQQgghhBCXIAuKVm0yc0MIIYQQQgghhBDVmhQ3hBBCCCGEEEIIUa1JcUMIIYQQQgghhBDVmqy5IYQQQgghhBBCXIKsuVG1ycwNIYQQQgghhBBCVGtS3BBCCCGEEEIIIUS1JsUNIYQQQgghhBBCVGuy5oYQQgghhBBCCHEJsuZG1Vblixuhg4YSNnQECq0O846tnP/2K3A4fNpp6zcg/LoJaOvUBZcL2+FDnP9hFq68PABiH5yOrlETb3uFWk1h+lnSn3s6IHHrwgz0//dEanVtgjXXxKb3F3B0yc4y2yvVKiZ+/xhag46vRz4PgD48mOFv3EZknTgUKiU5yRlseOcP0vcmByTmkkL6DSF08AgUGh2W3dvI+fErv/2urpFI1NQ7UcfGAWA/fZLcX77BkZ7m+Z6Bwwnu0hNVVDQuoxHjuhUYly8MWNyqUAN1H7mVsA7NceQZSf3iN86v2uq3bdJt44kd1hOAzEXrSf18tve9Og/dTGirxuiS4jj5xtdkL9sYsJivxMib+zNgXA/qNklizbytvP3EF9c6pMtWlWMP7jWYkH4jUGi0WPduI/e3WeD0M97jEomYNA11tGe8F6aeJG/OdzjOeca7Qm8gfMxkdE1bA2DeuJKCZXMCFrc2zEDPpyeS2KUJtlwTOz5cwImlvnmm+aQ+NL++F7qIYBxmG8nLd7PtvT9wO13FbW7oTfNJvdFHhmDKyGXFY5+TfyYzYLEDGLoMxNBjCAqNFtufO8lf+J3ffi8puPcIQvqOIeebt7AnHwQ8/R42Ygraes0AsB0/QMGC73DbrQGJWxNqoNUTU4jp1JTCPBOHP/mDtOXbfdpFtWtEo1uGEda4FoUFZlZP/E+p90MbJtHiwesJbZCEw2zlzB8bODZrcUBiLsnQfRDBvYd5xvuBHeTP/ebS/d5vFKEDr+P8FzOwH/f0e8iQCQS17oJCH4TbYsa8bTWmNYHL7yUZwgxMfOFGGndrginXxMJ35rNz4Q6fdtM+vJP67Rt4n6s0KjJPnuP1ca9elThL8uYZbVGemV1Gnom/KM+knCRv7nc4Mjx5BpWa8OumoG/ZHoVKhf3kMXJ//QpXfm5A4taEGujw1I3Ed26KLc/EgY/mcWaZb183ntyf2sM6Y6gRhT3XxInf13Hk+5Xe94f++h/0UaG4nW4Asvcns/7hDwISc0nVtd8BDF0HYug5tChH7iB//mXkyD4jCek3hpxZb2I/4flbjb7neZQRUd42CrUG+9H95P7wXuBi7zQAQ7fBntgP7SR/8Q9+Y1eGRxN770u4SuRr86almDZ4comuWQcMnfqjia9FYdpJcr57M2Axg2e72v3pSSR09mxXd300n2Q/29Vmk/rQdEIvdBEhOMw2Tq7YxY4S29XB791LRP0ElFo1xrRs9ny6iDPr9gc0doAfNx/l2w2HsRY66dc8iceGt0OrVvm0W7LvNK/NL/65XG6wOZx8cXt/miZGel8vdLqY+vFyzDYHcx8eHvD4hfirqnRxQ9+iFWHDRnJuxis4cnOIvfchwseMI2/2zz5tlYZgjGtWYT2wF1wuIidPJfofd5D59usAZL4zo1T7uMeexnrwz4DF3vvx8TgdTr4c8iwxjZMY8fY0so+mcf5Eut/27W7uhzXHiNag875WaLGx8sUfyD2dBW439fq0ZMSbt/HFkGdLHZRUNl2zVoQOHknmzP/hzM0h5o4HCRsxjvy5vv3uzMsl+7N3cZ7PAoWCkD4DifrnPZx7+d/eNudnfUxh6hnUMXHE3P84zpxsLDu2BCT22vdNwV3oYM8Nj2JoUIuG/70f84kUrKfSSrWLGdGbyO5tOXDXC+B20/h/D2NPzyJzwRoAzMfPcH71NmrePj4gcVZUdkYuP70/n/a9WqDVa691OFekqsaua9ySkH4jyP74VZz5uUTd8gChg8dSsOgXn7bO/FxyvnkfZ45nvAd3H0DkTXeT+eYzAISPvhGFRse5l6ejDAkj+s7HceRkYdm+PiCxd5s+HpfDyY/DnyWqcRKD3pjG+aNp5CaXzjNn1u3n2Pwt2I1WtGEG+r98K81v6MWBHzzjvdHoLjQa3YVlj3xK3skMQpOisRVYAhLzBdoGzTH0GErON2/gKsgj4oa7Cek7CuOK38v8jCoyFl2zjjgLcku9HtLvOhT6YLJmPg0KBeHX30Vw31EYl/r+DitDi4dvwOVwsOK6pwhrWJOOr95N/rEUjCdL97vTaufMwk2oVuygwU2Dfb6n7bO3krF2L5sffAdDjWi6vv8w+cdTObdhX0DiBtA2bEFwn2HkfD4DZ34ukVPuJWTAGIxLZ5f5GVVULPqWHXFedBBn2bEO08o/cBfaUYZFEHnrIzgy07H9WXYhv7KM+9cEHIUO/tP33yQ1rcnt799B6uFUMo6X/h18evfHpZ7f88V9HNt6NODxXUzXuCUh/UeQ/VFRnrn1AUKHjKVgoZ88k5dLzqwSeabHACKnFOeZkF6D0NZpQOYbz+CyWoiYcCvhY28i5+vAHKi2e/R6XA4n80f9i4hGNenx+p3kHkulIPni/RkF21/8lrzjaQQnxdDzrXswZ+SSsqJ4PGx8/BPObT8SkDj9qc79rm3QAkPPYeR8/QauglwiJt1DSL/RGJf/VuZnVJGx6Jp38MmR2R+ULqzGPPgK1j99C1SVRVuvOYbuQ8j57i1cxjwixt9FSK+RGFfPKfMzmW88Am7ffVu3xYR520rU0fFo6zQNWMwXdHl0Aq5CJ7+MeIaoRkn0f+MOzh9NI8/vdnUrhUYL2jADfV66labX9+bgj6sB2PrWb+SdzMDtdBHTvA6DZt7NnIkvY8nOD1jsm4+l882Gw7x7c29iQvU89fMmPlv9J/cMbOXTdkir2gxpVdv7fMHuk3y57hBNEiJKtftu4xEiDDrMtvKLakJUFVV6zY3g7j0xrltDYVoqbrOZvHlzCOney29b6/69WHZsxW214rbbKVi5DF3DRn7bqqJj0DVqgmlTYA441HotDfq3ZstHiyi02Dm7J5mTaw/QeHhHv+1DE6NoPKwjO75eXup1p91B7qlMcLtBocDtcqMPD0YfZghI3BcEd+mJadMaHGdTcVvM5C+eS3DXnn7bui1mT2EDimJ0oY6N975vXL6QwjOnwOXCcS4dy96d6Oo3DkjcSr2WyJ7tSf16Li6rDeOBY+Rt2kP0gK4+bWMGdiN99lIKs3IozM4lY/Yyogd3976fOW81BbsP4bIXBiTWitq0dCebl+8iP9d0rUO5YlU19qCOPTBvXYsjIw23xUzB8rkYOpUx3q1mz44veMa7242q6CwfgK55W4yrF+IutOPMycK8dS2GTv5z1l+l1mup0681Oz9ehMNi59yeZE6vO0CDYb55piA1G7vRc1ZMAbjdbkJrxnh/jna3DWHr23PIO5lR3D7fHJC4L9C37oZ193qcmWdxW82Y1i1A36Z7uZ8JHXYjxhWzfc7+qSJjsB3ehdtuxW2zYDu0C3VsYkDiVum11OjTlqOfLcBpsZOz7wTnNuwjaUhnn7Z5B0+RtnQb5rQsv99lqBFN2rJt4HJjTssiZ+9xQusmBCTuC4Lad8eyfT2Oc2m4rWaMq+YT1L5HuZ8JGzWFgiW/+vS7MysDd6G9+AW323vWO5C0QVpaD2rD4vcWYrfYSd51ggOr99NxVKdyPxeZGEX99g3Y9se2gMd4MZ88s2wuho6XmWdcblQxxf2qiorFdng/LmM+OAqx7NmKJj4pIHGr9FqS+rbhz0894z177wnS1u+nzhDfvj7y/Qpyj6Tgdrownj7H2XX7iG5dLyBxXa7q2u8A+rbdsO5ajzPT87dqWjMffdtL5MgRkzEu982RJWnqNEZhCAlocUPfuivW3RtwZhXl9w0L0LfuVqHvsp88hO3gDlwFeZUcpS+1Xkvtfq3Z9clCz3Z1bzJn1u2nwVDf7aoxNZtCo+ckgALA7SbswnYVyD1+1nsi0o0bpVqFIT4ioPEv2nuaUW3rUj8ujLAgLf/o1YyFe05d3mf3nGZY69ooFMUXXaTlmFiy7zRTezQp55NCVC1VeuaGJrEmlt3FFf/ClNOowiNQBofgMhnL/ay+cVMKU1P9vhfcrSe2o4dxZvvf4fyrImrH4nK6yDtdPKU762gqie0b+m3fe/o4Nn+wAIfV/4H0xO8fI7JuHCqNmgNzNmHJKf9n/6vUCUlY9l7U72Hl93vi6x+i0OlBoSB/QdlnFXQNmmBav7LM9/8KXVI8bqcTW2qG9zXziRRCW/sWU/R1E7GcSClud/wMQXUCczAkqjZNfBLWA7u8zx1pZ1CFhqMwBOM2+y/E1HjhAxRaHSgUFCy9aKaBovQTTY2alR80EFY7FrfTVerSkZyjqcSXkWfqD25PtyeuRxusx5pjZOs7cwEIjgsnOD6SyPoJ9HrmRlxOF8cWbmf350s8hdUAUccmYjq8x/u8MD0FVUg4iqBg3Bbfftc164Db6cB+zHdar3nbKgwd+2Ld7zlo1Tdrj+3IHp92lSG4VhxupwtTyjnva/nHU4lq47/fy5P8yyqShnbmyGfzMSTGENGiHid+WH7pD/4F6rgkbAd3e58XpheN97L6vWVHT78f8T+bJLj3MIL7jkSp0+M4n4llT2Bm5ZUUWycWl8NF5qnisZ92OJUGHcv/HXQa3YkTO4+Tk3Y+0CH60NTwk2fCLpFnXiyRZ5YU5xnz1rWEj5mCMiwCt8VMULuuWA8FZrZPSK04XE4XxhJ5Ju9YKrFtLz3eY9o04MTcDaVe6/SfqSgUSnKPprDv/TnkHUsr49OVo7r2OxTlyEO7vc8LMy6RI5t3wO1wYD9a/qUPQW27YTu4E0oWJiuZOiYRU4kcfKnYAWLuexncbuzJBylYObvMdoF0YbtaUHK7eiyN+HYN/LavN7g9XR6/wbtd3T5zbqn3+8+YRkLHxqh0GlI3HyT74JmAxp+cmU+vJsUF8oY1wjlvspFnthFeYmb4xc7mmth9OpOnR3co9fqbi3dzV/8W6DS+l7X8f6aQRTeqtHKLG1arFb1ef7Vi8aHQ6XCZi88euixFFVK9Hsopbmhq1iJs1HVkvfeW3/eDu/ckf/5cv+9VBo1BR6Gp9LXedqO11CUnF9Tr2wqFSkny6n0ktvefPH+a/DoqrZr6fVuh1AS+HqXU6XBZ/fS7rux+T3vsbhRaLYYuvYpnclwkbMRYUCgwbV5X+UEDqiA9LnPpfneaLKiCfMewSq/HabKUbme4dmNdXDsKnR63tXgsuIoeK3VBOMvY+U1/9h4UGi1BHXvizMn2vm47vI+QfiPI/ekzlCFhGDr3QqENzCU4miAd9ovzjMmKpowdmBNLd3Ji6U7CasXQYFgnrOcLAAiOiwAgsUsT5kx5DW1oEIPfuQtzZi5H5m4OSOwACq0et6243y88Vmj1Pju1Cq2OkP7XkfPt236/y3H2NKjUxD7muRbbnnwI87bVAYlbFaTDcVG/O4wW1BXIH+c27afN01OpN3EASrWKo18uJO/Q6coK1S+FVucd44B37Ct1epw+/a4ndNA4cr58o8zvM61dhGntItQJtdE3b1fqbylQtAYd1ot+B1ajFV1w2TvvAB1HdWLZJ0sDGVqZFNoK5Jln7kGh9c0zjqwMnLnnqfHs27idThzpKWT9/lpA4lYbtD7jvdBoQV3OgRJAs9uGgULBqQXFxa5tz88i53AKCgU0vKEvPd+8h6WTX/Ke/Q6E6trvnth1pXOktXhfzG+OHDCWnG/87/d6abTomncI6FobF+K53PzuNhvJ/uJlHBkpKA3BhA65kfAx/yT3x3cDGqM/6iDf/fdCowVNGfk9eelOkpfuJLRmDA2Gd8JStF29YOX0T1GolCR0akJ43fiAnjAAMNsdhOg03ucXHpvtjnKLG4v3nqZN7RgSI4O9r605lIrL5aZP0yR2ngzs+ltCVKZyj5R79uzJ0KFDGT9+PO3atQt4MIYu3Ym6+R8A2I4exm2zoQwK8r6v1Hseu61lLxKnjosj9sHp5PzwLbajvtd16ho2RhUWjnmH/0UmK0Oh2YYmuHQi1AbrsZttpWPVa+l+/yjmP/TJJb/TaXdwdOkubvz5SbKOpJJ9tPLOdgR16kbkjZ5+tx87jMtm8/Y14P0duG3lL87nttsxrV9Jwv/eJ+PFJ3AZi5N8cJ+BGDr3JPOt//pdmLQyOC1WlBdtgFQGPU6Lb9xOq7VUMUMVrMdpLv/nE38PQe26ET7+FgDsyUdw26yewl0RRVFB12Urf4fbXWjHvHkVNf7zLudefwqXqYC8Od8Rft1NxD3xKi6TEcuuzQS1870sqjIUWmxoL8ozmmA9hRflmYvln8ki90Q63R6fwMonv8Rh88wY2/ftSuxGK3ajlcNzNlGzW7NKLW7oW3YmdORNnthPH8Ntv6jfix77WwQ0uM8orPs248rL9nkPIHzCnTgyUjj30/soUBAyaALhY28jb/alc+uVclpsqC/qd3WwHscV5g9NqIFOr9/Dn2//Qtry7eiiwmj3wm3Ycgo4PafyCsD6Nl0IGzMVgMJTR3HbbSj99LvLT34PGTAay+5NOHP993tJjrOncTdqQciAMRQs+qmSovfPbrahv+h3oAvWYzOVPfbrtatPaEwYe5buDmhsFwS160b4hBJ5xm715ha4gjxjt2PetIoazxXlGWMB4WNvBrWas8/ci9tuI6TfcKKnPULWzBcr/edwmO0+410TrMdRTp5pML4XdYZ2Zs097+AqLN7eZ+8rXgz98DfLqDOsMzFtGnB2Q+Utslid+13fqguho4pyZNHfqkJXvC/mzZF+/laD+47Gunczrkv8reqbtcNtMVF4snLXPdG36EzosMkAFJ455if2ov1IP/ndXWjDke4p6rpMBRQs+ZHYB1/zFEjs5W/PKpvD4rv/7tmulp/fC1I829Uuj01gzVNflnrP7XSRtvkgzSb2piAlk5T1Byot3pKLgrapHYNBq8ZUYm0MU9H23aAt/8Toor2nmNqzeD0Ti93B+8v38caN5V+yKERVVO5o//3335kzZw6PPvooer2ecePGcd111xETE1PexyrMvGUj5i3Fd6WInnY3mlq1YbunEKGpVRtnXm6Zl0aooqKJe+RJ8ufPxbx5g982wd17Ytm5HbctcAkz93QmSpWS8Fox5J3xzGKIbpTos5hoRO0YQhOjGPfp/YDnjinakCD+sfh5fv3H2xSczfH5bpVaSVhSdKUWNyzbNmHZtsn7POrWu9Ek1cays6jfk2rhzC+730tRKFBqtagiorzFDUO33oQOGknmWy/hzPX9mSqLLTUDhUqFLjEOW5pnynhQ/VpYTvr2lfVkGkH1a2E6fLK43anATo8VVYNl1yYsu4rHe8TkO9Ek1sa613NJgyahNs6CvDKnLJeiUKDQalGGR+IyFeC2mMj9oXgBw9Ch47GfPlHpPwNA/ulMFColYbViyC/KM1ENE8ktY9HiUmGrlYQmRQOQd+ocTruj9BmlAJxdsu7finV/cVE5bOxtqONrYSu67lsdXxOnMc/vVGRtvWaowiIJ6tgXAKUhlPAJd2DasBjzxiWoa9SkYNH3UGjHDVh2rCHyH49X+s8AYDpzDoVKiaFmLOYUz9ms0AZJGE+evaLvMSTGgMtN6hJPn1gzczm7cgdxXVtUanHDumcL1hKXioTfMA11Qi3Y77m7iyahlme8++v3Bp5+N3TpB4AyOJSISXd7ZmusW+T7nylVqKJjKy32smSeykSpVhJTO5asoss/E5skkn687LHfaXQn9i7fg90SuKn4JfnNMwm1se4pyjOJtXHmX2GeCYvEZSxAk1SbgkXF0/ZN65cTNnQcSkMILnPlXrZqPHMOpUpJSM1YjEXjPbxhEvnJ/sd7nRFdaXzTINbe+w6WzNxyv9vtdlf6PRWrc79b923Buq/4bzVs/O2o42tiO+D5W1XXqFV2jqzfDFVYBEGd+gJFOfL6OzGtX4x5Q/EdmPRtumPZs8nn83859gNbsR4okd/H/BN1XE1sB4vye1zZ+d1X0fbnGsz9v7BdDa0ZQ0GKZ7sa2SiJvMvZrqqUhCaVfXykLPreynTxoqD/+W0rRzNyGdDCczns0Yw8ooJ15c7a2Hs6i6wCK/2aFa8fc+a8kbO5Zu7+yrPoeKHThclWyMg35vPpbf1IiAgu6+uEuObKXVC0Vq1a3H///axcuZJnnnmGw4cPM2TIEO6++25WrFgR8OBMG9cT0rMP6oREFEEGwkeMwbjR/06fKiKSuOlPUbByOcY1/td0UGg0GDp2KfM7KovDaufEqr10vnMYar2WGq3rUa9PS44sLH2rwOzj6cwa+Tw/TZnBT1NmsOqln7CcL+CnKTMwZuQS37IOCW3qoVSrUOk0tJvan6CoUDL2X97iQBVl2rqe4O69Udfw9Hvo0DGYNvtffFXXtAWamnU8OwF6PeHjJ+MymygsuhVsUKduhI+eQNa7r+HMDuy0NpfVTu6GnSTeMgalXktI8wZEdG9D9grfs8/ZyzcTP34QmugINFHh1Bg/mOylxYU1hVqFQqNGoVB4H1eFi+yUKiUarRqVSuF9rFRV6XWBvapq7JYdGzF07o06LhGF3kDowFGYt5Ux3hu1QJ1Y2zPedXrCRt2Iy2zCcc6zo6+KjkVhCAaFAl2TVhi69sW44o+AxO2w2jm1ei/tpnnyTFzretTu3ZLji3xvSdpodBf0kSEAhNeNp/XUgaRt99wxwmkrJHn5Llrd1B+1QYchNpzGY7pxZkPg7iYFYN27maB2PVDFJKDQBRHSawTWPf5vuZzzzZtkf/gc5z9+kfMfv4irIJf8+d9iKbr0xJF2iqB2PUGtAbWGoPa9cWT4X3Ppr3Ja7aSv3UPjf45ApdcS2bI+8T1be4sUpSgUKLVqlGoViqLHiqJb8pnOeAqwiQM7gkKBNiqUhH4dyD8emLgvsOzaRFCHXqhiE1DogwjuOxLLTv8nA85/PoOsmc+S/d5zZL/3HK78XPLmzsK8ZSUoFAR16oNC71ngWlOzHoau/by3iQ0ku8XOvuV7GXrvMLRBWuq2rUfLfq3YPs//QqEanYY2Q9qxbW7gZmxeijfPxJfIM2XcRelSeabwTDJBHXqg0AeBUkVw9/4483IqvbABnvGeumYPzW8fjkqvJbpVPRJ7teLUEt++rjW4Iy3vHMn6h97HlFZ6BkFQfCTRreqhUKtQatU0ntwfXXgI2XsDU/y9oLr2O4B1zyaC2vf0/q2G9B6BdXcZOfLrN8j+4DnOf/QC5z96wZMj532DZdsqbxtlWCTaek2w7q784oZP7Ps2E9Sme3F+7zEM617//686sS6qqHhAgSIomNBBE7GfOlw8Q0WhAJUalMrSjwPAYbVzevVe2k4bjlqvJbZ1PWr1asnxxb7b1YajupbarraaOpD0ou1qWJ04Ers2Q6XToFApqTekA3FtG5Cx83hA4r5gWOvazN91kuTMfAqsdr5ad4jhbeqU+5mFe0/Rt1kSwSUuZ6kfF8ach4bz9Z0D+frOgTw1qgNRwXq+vnMgcQG+qYEQf9VlL+DQrVs3unXrRkpKCg899BD33XcfBw8GdifGemAf+YsXEP/Y0yg0Wsw7t5E3t3ixyhrPv0L+wnmYt2wkuFdfNHHxhI8eS/josd42KfdN8z4OatcBl8WM7VBgd9oB1rw6m/7PTOKfS1/Ammdmzf9+5fyJdBLa1mfUO3fwSZ8ncTtdmLOLL92w5plxu9ze11RaNb0eHUtYUjQuh5Ps42eZ//CnmLMCdxspANuf+yhYtpDYB59CodFi2b2t1CKh8f9+mfwl87Bs24QyyEDE9TejiozCbbdjP3WCrPdngMMzFS585ASUwSHEPfGc9/PmrRvJ/fGrgMR+6t3vqPvorbT5+U0c+UZOz/wO66k0Qlo2otFLD7BrjGeWTOaCNegSYmjxsSeurMXrvLeBBWj8ysOEtvGsDh3SoiF1H57K4emvU7D36t3Czp9J945k8gNjvM/7X9eN72fO5fuZgTmArkxVNXbb4X0YVy8k+q4nUGi0WPdtL7VIaOyjL2FcOR/Lrk0oggxEXncTqvBI3IV2Cs8kk/35G97xrkmqS/joySiCDDizMsj9/mMcGYGbEbTp9dn0/NckJi16AVuemU2v/Upucjrxbeoz6K07+Lb/kwDEt65Hh7tGoA7SYs01cXLFbnZ9UnzmffOM2XR/6gYmzXsOu9HC4bmbOTovsAtD2o8fwLxxCZFTH0Wh0WA7uBPj6nne96Pveg7T+oVY92/FbTFRai6J24XbasZd6JmBl/fHV4QNnUTsQ6+CQkFhajL5c0tPDa5MB978iVZPTmHA3FcozDdx4M2fMJ5MJ7J1Azq9dg9Lhz4KQFSbhnSd+aD3c0OXv032rqNsefAdHGYrO5/5jCZ3jqHFIxNx2QrJ2LiPY7MWl/XfVgr70f2Y1i0m6vbHUKi1WA/swLiieA2q6AdewLRmAdY9W/z3u8XkmSquUKBv3o7QweNBpcJVkIt50wrMmwJ/4gNg9n9/YeKLN/L86v9izjMz+7+/kHE8nXrt63PHh3fxVJfimTst+7fCUmC5JreAvcBvnimxWGXs9JcwriiRZ8ZelGc+K84zefN+9Fz+9uSrKFRqCtNTOP/VzIDFvmvGL3R8ejIj57+EPc/Erhk/U5CcTnSb+vSccTdzBz0GQItpI9CGB9P/s+nez55euo1dr/+M2qCj3fQbCE6KwWl3kHc0hfXTPwz4XZmqc7/bjx3AvGEJkbdM9+TIP3diXFW8vYy+53lM6xZi3VfG36rVXOqyDn3rrhSeOYEzJ/DrJ9hP/Il581IipzyMQq3BdmgXxnXzi2Of9iymjYuxHtiKOiKGkL7XoTSE4rJbsScfJG/O58Vxt+xK+KhbvM/jn3gPy95N5M//OiCxb5nxK92fvpHrF76IPc/Mltd/IS85nbg29Rnw5p38MOAJAOJa16Nd0XbVlmvi1Mrd7PpkIQAKFLS5fSgRdeNxu9zkn8lk7TNfc/5ISnn/9V/WtWENpnRvzH2z1mIrdNK3WRK3923ufX/Kh0uZ2rOpd7aHzeFk5YFUXr6+9OWzaqWS6JDiy3PCgrQoFIpSr/1/pqjsKWeiUinc7kvPP3a73axbt47ffvuN9evX06NHD8aPH0/v3r2v6D87ffvNFQ70Wpq3JzCX4VwNYzpf+lrpqir9aPkLllVlz53wvVe7CLxPxjqvdQgVtmRd5LUOocKGD69at/e9EjuWB2bB16uhfa/AL94ZKK/9EXKtQ6iw6UMCf0vKQNm0Kexah1Bh3boF9sROIKlCNJduVFVpq++dMpbMq74H4yPuq94zJKKnvHytQwiYl9o9cq1DCJh/7XrzWofwl5U7cyM5Odm77kZUVBTjxo3jueeeIyIi4iqFJ4QQQgghhBBCCFG+cosbkyZNYuTIkXz44Ye0aNHiasUkhBBCCCGEEEIIcdnKLW6sW7cOrVbL8ePHWbzYcx1wo0aNaNCgwVUJTgghhBBCCCGEqApkxY2q7ZILit5zzz1s3LiROnXq4Ha7OX36ND169OCtt95Cq62+1yoLIYQQQgghhBDi76Hceyl98sknuN1u1q5dy9y5c/njjz9Ys2YNCoWCTz755GrFKIQQQgghhBBCCFGmcosby5cv56WXXiIsrHh17fDwcF544QWWL18e8OCEEEIIIYQQQgghLqXcy1LsdjtRUVE+r0dFRWGz2fx8QgghhBBCCCGE+PuRNTeqtnJnbuj1Zd8fOigoqNKDEUIIIYQQQgghhLhS5c7cOHPmDA8++KDP6263m5SUlIAFJYQQQgghhBBCCHG5yi1uPP3002W+169fv0oPRgghhBBCCCGEEOJKlVvcGDt27NWKQwghhBBCCCGEqLIUsuhGlVbumhtvvvmm9/Gvv/5a6r1nnnkmMBEJIYQQQgghhBBCXIFyixvr1q3zPv7uu+9Kvbd///7ARCSEEEIIIYQQQghxBcotbrjdbr+P/T0XQgghhBBCCCGEuBbKLW4oSlxUpLjoAqOLnwshhBBCCCGEEEJcC+UuKJqSksKDDz7ovfXrhdvCut1uUlNTr0qAQgghhBBCCCGEEOW57FvBXnzrV7kVrBBCCCGEEEIIIaqCcosbZrP5asUhhBBCCCGEEEIIUSHlFjdefPFFWrRoQePGja9WPEIIIYQQQgghhBBXpNzixssvv8zvv//O0aNHGTt2LCNHjiQ8PPxqxSaEEEIIIYQQQlQJckuNqq3c4sa4ceMYN24cZ86cYc6cOUyaNInGjRtz991307Rp06sVoxBCCCGEEEIIIUSZyr0V7AW1atXi1ltvZerUqWzdupV9+/YFOi4hhBBCCCGEEEKIy1LuzA232826dev47bffOHr0KMOGDePnn3+mVq1aVys+IYQQQgghhBBCiHKVW9zo3bs3cXFxjBs3jnvvvReFQoHNZuPYsWMANGzY8KoEKYQQQgghhBBCXEuy5kbVVm5xQ6PRkJOTw+eff84XX3yB2+32vqdQKFixYkXAAxRCCCGEEEIIIYQoT7nFjZUrV16tOIQQQgghhBBCCCEq5LIWFBVCCCGEEEIIIYSoqsqduSGEEEIIIYQQQghZc6Oqk5kbQgghhBBCCCGEqNakuCGEEEIIIYQQQohqTYobQgghhBBCCCGEqNakuCGEEEIIIYQQQojLkpyczMSJExkyZAgTJ07k5MmTPm3effddunXrxpgxYxgzZgzPP/+89z2LxcJDDz3EoEGDGDp0KKtWraqUuGRBUSGEEEIIIYQQ4hIUsqIoAP/5z3+YPHkyY8aMYe7cuTz77LPMmjXLp911113HE0884fP6559/TkhICMuWLePkyZNMmTKFpUuXEhwc/JfikpkbQgghhBBCCCGEuKTs7Gz+/PNPRo4cCcDIkSP5888/OX/+/GV/x6JFi5g4cSIAdevWpWXLlqxdu/YvxyYzN4QQQgghhBBCiP/H8vPzyc/P93k9LCyMsLAw7/OzZ88SHx+PSqUCQKVSERcXx9mzZ4mKiir12QULFrB+/XpiY2O5//77adeuHQBpaWkkJSV52yUkJJCenv6XfwYpbgghhBBCCCGEEP+Pff3117z33ns+r993333cf//9V/x9kyZN4q677kKj0bBhwwbuueceFi5cSGRkZGWE65cUN4QQQgghhBBCiEv4Oy+5ccsttzB27Fif10vO2gDPLIuMjAycTicqlQqn08m5c+dISEgo1S42Ntb7uEePHiQkJHD06FE6d+5MYmIiqamp3pkeZ8+epUuXLn/5Z5A1N4QQQgghhBBCiP/HwsLCqFmzps+/i4sb0dHRNGvWjPnz5wMwf/58mjVr5nNJSkZGhvfxwYMHSU1NpV69egAMHTqUn376CYCTJ0+yb98+evXq9Zd/Bpm5IYQQQgghhBBCiMvy3HPP8eSTT/LBBx8QFhbGq6++CsC0adN44IEHaNWqFW+++SYHDhxAqVSi0Wh47bXXvLM5brvtNp588kkGDRqEUqnkhRdeICQk5C/HJcUNIYQQQgghhBBCXJYGDRrwyy+/+Lz+6aefeh9fKHj4YzAYmDlzZqXHJcUNIYQQQgghhBDiEv7Oa278HciaG0IIIYQQQgghhKjWpLghhBBCCCGEEEKIak2KG0IIIYQQQgghhKjWZM0NIYQQQgghhBDiEmTNjapNZm4IIYQQQgghhBCiWpPihhBCCCGEEEIIIaq1Kn9ZSuigoYQNHYFCq8O8Yyvnv/0KHA6fdtr6DQi/bgLaOnXB5cJ2+BDnf5iFKy8PgNgHp6Nr1MTbXqFWU5h+lvTnng5I3LowA/3/PZFaXZtgzTWx6f0FHF2ys8z2SrWKid8/htag4+uRzwOgDw9m+Bu3EVknDoVKSU5yBhve+YP0vckBibmkkH5DCB08AoVGh2X3NnJ+/Mpvv6trJBI19U7UsXEA2E+fJPeXb3Ckp3m+Z+Bwgrv0RBUVjctoxLhuBcblCwMWtyrUQN1HbiWsQ3MceUZSv/iN86u2+m2bdNt4Yof1BCBz0XpSP5/tfa/OQzcT2qoxuqQ4Tr7xNdnLNgYs5isx8ub+DBjXg7pNklgzbytvP/HFtQ7pslXl2IN7DSak3wgUGi3WvdvI/W0WOP2M97hEIiZNQx3tGe+FqSfJm/MdjnOe8a7QGwgfMxld09YAmDeupGDZnIDFrQ0z0PPpiSR2aYIt18SODxdwYqlvnmk+qQ/Nr++FLiIYh9lG8vLdbHvvD9xOV3GbG3rTfFJv9JEhmDJyWfHY5+SfyQxY7ACGLgMx9BiCQqPF9udO8hd+57ffSwruPYKQvmPI+eYt7MkHAU+/h42YgrZeMwBsxw9QsOA73HZrQOLWhBpo9cQUYjo1pTDPxOFP/iBt+XafdlHtGtHolmGENa5FYYGZ1RP/U+r90IZJtHjwekIbJOEwWznzxwaOzVockJhLMnQfRHDvYZ7xfmAH+XO/uXS/9xtF6MDrOP/FDOzHPf0eMmQCQa27oNAH4baYMW9bjWlN4PJ7SYYwAxNfuJHG3ZpgyjWx8J357Fy4w6fdtA/vpH77Bt7nKo2KzJPneH3cq1clzpK8eUZblGdml5Fn4i/KMyknyZv7HY4MT55BpSb8uinoW7ZHoVJhP3mM3F+/wpWfG5C4NaEGOjx1I/Gdm2LLM3Hgo3mcWebb140n96f2sM4YakRhzzVx4vd1HPl+pff9ob/+B31UKG6nG4Ds/cmsf/iDgMRcUnXtdwBD14EYeg4typE7yJ9/GTmyz0hC+o0hZ9ab2E94/laj73keZUSUt41CrcF+dD+5P7wXuNg7DcDQbbAn9kM7yV/8g9/YleHRxN77Eq4S+dq8aSmmDZ5comvWAUOn/mjia1GYdpKc794MWMzg2a52f3oSCZ0929VdH80n2c92tdmkPjSd0AtdRAgOs42TK3axo8R2dfB79xJRPwGlVo0xLZs9ny7izLr9AY0d4MfNR/l2w2GshU76NU/iseHt0KpVPu2W7DvNa/OLfy6XG2wOJ1/c3p+miZHe1wudLqZ+vByzzcHch4cHPH4h/qoqXdzQt2hF2LCRnJvxCo7cHGLvfYjwMePIm/2zT1ulIRjjmlVYD+wFl4vIyVOJ/scdZL79OgCZ78wo1T7usaexHvwzYLH3fnw8ToeTL4c8S0zjJEa8PY3so2mcP5Hut327m/thzTGiNei8rxVabKx88QdyT2eB2029Pi0Z8eZtfDHk2VIHJZVN16wVoYNHkjnzfzhzc4i540HCRowjf65vvzvzcsn+7F2c57NAoSCkz0Ci/nkP517+t7fN+VkfU5h6BnVMHDH3P44zJxvLji0Bib32fVNwFzrYc8OjGBrUouF/78d8IgXrqbRS7WJG9Caye1sO3PUCuN00/t/D2NOzyFywBgDz8TOcX72NmrePD0icFZWdkctP78+nfa8WaPXaax3OFamqsesatySk3wiyP34VZ34uUbc8QOjgsRQs+sWnrTM/l5xv3seZ4xnvwd0HEHnT3WS++QwA4aNvRKHRce7l6ShDwoi+83EcOVlYtq8PSOzdpo/H5XDy4/BniWqcxKA3pnH+aBq5yaXzzJl1+zk2fwt2oxVtmIH+L99K8xt6ceAHz3hvNLoLjUZ3Ydkjn5J3MoPQpGhsBZaAxHyBtkFzDD2GkvPNG7gK8oi44W5C+o7CuOL3Mj+jioxF16wjzoLcUq+H9LsOhT6YrJlPg0JB+PV3Edx3FMalvr/DytDi4RtwORysuO4pwhrWpOOrd5N/LAXjydL97rTaObNwE6oVO2hw02Cf72n77K1krN3L5gffwVAjmq7vP0z+8VTObdgXkLgBtA1bENxnGDmfz8CZn0vklHsJGTAG49LZZX5GFRWLvmVHnBcdxFl2rMO08g/chXaUYRFE3voIjsx0bH+WXcivLOP+NQFHoYP/9P03SU1rcvv7d5B6OJWM46V/B5/e/XGp5/d8cR/Hth4NeHwX0zVuSUj/EWR/VJRnbn2A0CFjKVjoJ8/k5ZIzq0Se6TGAyCnFeSak1yC0dRqQ+cYzuKwWIibcSvjYm8j5OjAHqu0evR6Xw8n8Uf8iolFNerx+J7nHUilIvnh/RsH2F78l73gawUkx9HzrHswZuaSsKB4PGx//hHPbjwQkTn+qc79rG7TA0HMYOV+/gasgl4hJ9xDSbzTG5b+V+RlVZCy65h18cmT2B6ULqzEPvoL1T98CVWXR1muOofsQcr57C5cxj4jxdxHSayTG1XPK/EzmG4+A23ff1m0xYd62EnV0PNo6TQMW8wVdHp2Aq9DJLyOeIapREv3fuIPzR9PI87td3Uqh0YI2zECfl26l6fW9OfjjagC2vvUbeSczcDtdxDSvw6CZdzNn4stYsvMDFvvmY+l8s+Ew797cm5hQPU/9vInPVv/JPQNb+bQd0qo2Q1rV9j5fsPskX647RJOEiFLtvtt4hAiDDrOt/KKaEFVFlb4sJbh7T4zr1lCYlorbbCZv3hxCuvfy29a6fy+WHVtxW6247XYKVi5D17CR37aq6Bh0jZpg2hSYAw61XkuD/q3Z8tEiCi12zu5J5uTaAzQe3tFv+9DEKBoP68iOr5eXet1pd5B7KhPcblAocLvc6MOD0YcZAhL3BcFdemLatAbH2VTcFjP5i+cS3LWn37Zui9lT2ICiGF2oY+O97xuXL6TwzClwuXCcS8eydye6+o0DErdSryWyZ3tSv56Ly2rDeOAYeZv2ED2gq0/bmIHdSJ+9lMKsHAqzc8mYvYzowd2972fOW03B7kO47IUBibWiNi3dyeblu8jPNV3rUK5YVY09qGMPzFvX4shIw20xU7B8LoZOZYx3q9mz4wue8e52oyo6ywega94W4+qFuAvtOHOyMG9di6GT/5z1V6n1Wur0a83OjxfhsNg5tyeZ0+sO0GCYb54pSM3GbvScFVMAbreb0Jox3p+j3W1D2Pr2HPJOZhS3zzcHJO4L9K27Yd29HmfmWdxWM6Z1C9C36V7uZ0KH3YhxxWyfs3+qyBhsh3fhtltx2yzYDu1CHZsYkLhVei01+rTl6GcLcFrs5Ow7wbkN+0ga0tmnbd7BU6Qt3YY5LcvvdxlqRJO2bBu43JjTssjZe5zQugkBifuCoPbdsWxfj+NcGm6rGeOq+QS171HuZ8JGTaFgya8+/e7MysBdaC9+we32nvUOJG2QltaD2rD4vYXYLXaSd53gwOr9dBzVqdzPRSZGUb99A7b9sS3gMV7MJ88sm4uh42XmGZcbVUxxv6qiYrEd3o/LmA+OQix7tqKJTwpI3Cq9lqS+bfjzU894z957grT1+6kzxLevj3y/gtwjKbidLoynz3F23T6iW9cLSFyXq7r2O4C+bTesu9bjzPT8rZrWzEff9hI5csRkjMt9c2RJmjqNURhCAlrc0LfuinX3BpxZRfl9wwL0rbtV6LvsJw9hO7gDV0FeJUfpS63XUrtfa3Z9stCzXd2bzJl1+2kw1He7akzNptDoOQmgAHC7CbuwXQVyj5/1noh040apVmGIjwho/Iv2nmZU27rUjwsjLEjLP3o1Y+GeU5f32T2nGda6NgpF8XKZaTkmluw7zdQeTcr55P8/CsXf99/fQZWeuaFJrIlld3HFvzDlNKrwCJTBIbhMxnI/q2/clMLUVL/vBXfrie3oYZzZ/nc4/6qI2rG4nC7yThdP6c46mkpi+4Z+2/eePo7NHyzAYfV/ID3x+8eIrBuHSqPmwJxNWHLK/9n/KnVCEpa9F/V7WPn9nvj6hyh0elAoyF9Q9lkFXYMmmNavLPP9v0KXFI/b6cSWmuF9zXwihdDWvsUUfd1ELCdSitsdP0NQncAcDImqTROfhPXALu9zR9oZVKHhKAzBuM3+CzE1XvgAhVYHCgUFSy+aaaAo/URTo2blBw2E1Y7F7XSVunQk52gq8WXkmfqD29PtievRBuux5hjZ+s5cAILjwgmOjySyfgK9nrkRl9PFsYXb2f35Ek9hNUDUsYmYDu/xPi9MT0EVEo4iKBi3xbffdc064HY6sB/zndZr3rYKQ8e+WPd7Dlr1zdpjO7LHp11lCK4Vh9vpwpRyzvta/vFUotr47/fyJP+yiqShnTny2XwMiTFEtKjHiR+WX/qDf4E6Lgnbwd3e54XpReO9rH5v2dHT70f8zyYJ7j2M4L4jUer0OM5nYtkTmFl5JcXWicXlcJF5qnjspx1OpUHH8n8HnUZ34sTO4+SknQ90iD40NfzkmbBL5JkXS+SZJcV5xrx1LeFjpqAMi8BtMRPUrivWQ4GZ7RNSKw6X04WxRJ7JO5ZKbNtLj/eYNg04MXdDqdc6/WcqCoWS3KMp7Ht/DnnH0sr4dOWorv0ORTny0G7v88KMS+TI5h1wOxzYj5Z/6UNQ227YDu6EkoXJSqaOScRUIgdfKnaAmPteBrcbe/JBClbOLrNdIF3YrhaU3K4eSyO+XQO/7esNbk+Xx2/wble3z5xb6v3+M6aR0LExKp2G1M0HyT54JqDxJ2fm06tJcYG8YY1wzpts5JlthJeYGX6xs7kmdp/O5OnRHUq9/ubi3dzVvwU6je9lLUJUVeUWN55++mkmTJhA+/btr1Y8pSh0Olzm4rOHLktRhVSvh3KKG5qatQgbdR1Z773l9/3g7j3Jnz/X73uVQWPQUWgqfa233WgtdcnJBfX6tkKhUpK8eh+J7f0nz58mv45Kq6Z+31YoNYGvRyl1OlxWP/2uK7vf0x67G4VWi6FLr+KZHBcJGzEWFApMm9dVftCAKkiPy1y6350mC6ogvW9bvR6nyVK6ncG3nfj7U+j0uK3FY8FV9FipC8JZxs5v+rP3oNBoCerYE2dOtvd12+F9hPQbQe5Pn6EMCcPQuRcKbWAuwdEE6bBfnGdMVjRl7MCcWLqTE0t3ElYrhgbDOmE9XwBAcFwEAIldmjBnymtoQ4MY/M5dmDNzOTJ3c0BiB1Bo9bhtxf1+4bFCq/fZqVVodYT0v46cb9/2+12Os6dBpSb2Mc+12PbkQ5i3rQ5I3KogHY6L+t1htKCuQP44t2k/bZ6eSr2JA1CqVRz9ciF5h05XVqh+KbQ67xgHvGNfqdPj9Ol3PaGDxpHz5Rtlfp9p7SJMaxehTqiNvnm7Un9LgaI16LBe9DuwGq3ogsveeQfoOKoTyz5ZGsjQyqTQViDPPHMPCq1vnnFkZeDMPU+NZ9/G7XTiSE8h6/fXAhK32qD1Ge+FRgvqcg6UAJrdNgwUCk4tKC52bXt+FjmHU1AooOENfen55j0snfyS9+x3IFTXfvfEriudI63F+2J+c+SAseR843+/10ujRde8Q0DX2rgQz+Xmd7fZSPYXL+PISEFpCCZ0yI2Ej/knuT++G9AY/VEH+e6/FxotaMrI78lLd5K8dCehNWNoMLwTlqLt6gUrp3+KQqUkoVMTwuvGB/SEAYDZ7iBEp/E+v/DYbHeUW9xYvPc0bWrHkBgZ7H1tzaFUXC43fZomsfNkYNffEqIylXuknJCQwGOPPYZGo2HcuHGMHTuW2NjYgAVj6NKdqJv/AYDt6GHcNhvKoCDv+0q957HbWvYiceq4OGIfnE7OD99iO+p7XaeuYWNUYeGYd/hfZLIyFJptaIJLJ0JtsB672VY6Vr2W7vePYv5Dn1zyO512B0eX7uLGn58k60gq2Ucr72xHUKduRN7o6Xf7scO4bDZvXwPe34HbVv7ifG67HdP6lST8730yXnwCl7E4yQf3GYihc08y3/qv34VJK4PTYkV50QZIZdDjtPjG7bRaSxUzVMF6nObyfz7x9xDUrhvh428BwJ58BLfN6incFVHoPY9dtvJ3uN2FdsybV1HjP+9y7vWncJkKyJvzHeHX3UTcE6/iMhmx7NpMUDvfy6IqQ6HFhvaiPKMJ1lN4UZ65WP6ZLHJPpNPt8QmsfPJLHDbPjLF9367EbrRiN1o5PGcTNbs1q9Tihr5lZ0JH3uSJ/fQx3PaL+r3osb9FQIP7jMK6bzOuvGyf9wDCJ9yJIyOFcz+9jwIFIYMmED72NvJmXzq3XimnxYb6on5XB+txXGH+0IQa6PT6Pfz59i+kLd+OLiqMdi/chi2ngNNzKq8ArG/ThbAxUwEoPHUUt92G0k+/u/zk95ABo7Hs3oQz13+/l+Q4exp3oxaEDBhDwaKfKil6/+xmG/qLfge6YD02U9ljv167+oTGhLFn6e6AxnZBULtuhE8okWfsVm9ugSvIM3Y75k2rqPFcUZ4xFhA+9mZQqzn7zL247TZC+g0netojZM18sdJ/DofZ7jPeNcF6HOXkmQbje1FnaGfW3PMOrsLi7X32vuLF0A9/s4w6wzoT06YBZzdU3iKL1bnf9a26EDqqKEcW/a0qdMX7Yt4c6edvNbjvaKx7N+O6xN+qvlk73BYThScrd90TfYvOhA6bDEDhmWN+Yi/aj/ST392FNhzpnqKuy1RAwZIfiX3wNU+BxF7+9qyyOSy++++e7Wr5+b0gxbNd7fLYBNY89WWp99xOF2mbD9JsYm8KUjJJWX+g0uItuShom9oxGLRqTCXWxjAVbd8N2vJPjC7ae4qpPYvXM7HYHby/fB9v3Fj+JYtCVEXljvb777+f+++/n02bNvH7778zdOhQOnXqxPjx4+nfvz8qVeVOUzJv2Yh5S/FdKaKn3Y2mVm3Y7ilEaGrVxpmXW+alEaqoaOIeeZL8+XMxb97gt01w955Ydm7HbQtcwsw9nYlSpSS8Vgx5ZzyzGKIbJfosJhpRO4bQxCjGfXo/4LljijYkiH8sfp5f//E2BWdzfL5bpVYSlhRdqcUNy7ZNWLZt8j6PuvVuNEm1sews6vekWjjzy+73UhQKlFotqogob3HD0K03oYNGkvnWSzhzfX+mymJLzUChUqFLjMOW5pkyHlS/FpaTvn1lPZlGUP1amA6fLG53KrDTY0XVYNm1Ccuu4vEeMflONIm1se71XNKgSaiNsyCvzCnLpSgUKLRalOGRuEwFuC0mcn8oXsAwdOh47KdPVPrPAJB/OhOFSklYrRjyi/JMVMNEcstYtLhU2GoloUnRAOSdOofT7ih9RikAZ5es+7di3V9cVA4bexvq+FrYiq77VsfXxGnM8zsVWVuvGaqwSII69gVAaQglfMIdmDYsxrxxCeoaNSlY9D0U2nEDlh1riPzH45X+MwCYzpxDoVJiqBmLOcVzNiu0QRLGk2ev6HsMiTHgcpO6xNMn1sxczq7cQVzXFpVa3LDu2YK1xKUi4TdMQ51QC/Z77u6iSajlGe/++r2Bp98NXfoBoAwOJWLS3Z7ZGusW+f5nShWq6MCdALkg81QmSrWSmNqxZBVd/pnYJJH042WP/U6jO7F3+R7slsBNxS/Jb55JqI11T1GeSayNM/8K80xYJC5jAZqk2hQsKp62b1q/nLCh41AaQnCZK/eyVeOZcyhVSkJqxmIsGu/hDZPIT/Y/3uuM6Erjmwax9t53sGTmlvvdbrf7osv4/rrq3O/WfVuw7iv+Ww0bfzvq+JrYDnj+VtU1apWdI+s3QxUWQVCnvkBRjrz+TkzrF2PeUHwHJn2b7lj2bPL5/F+O/cBWrAdK5Pcx/0QdVxPbwaL8Hld2fvdVtP25BgsAXNiuhtaMoSDFs12NbJRE3uVsV1VKQpNiynxfWfS9leniRUH/89tWjmbkMqCF53LYoxl5RAXryp21sfd0FlkFVvo1K14/5sx5I2dzzdz9lWfR8UKnC5OtkJFvzOfT2/qREBFc1tf9v/A3WZrib+uyFhTt1q0br732GmvWrGHAgAG899579O7dO9CxYdq4npCefVAnJKIIMhA+YgzGjf53+lQRkcRNf4qClcsxrvG/poNCo8HQsUuZ31FZHFY7J1btpfOdw1DrtdRoXY96fVpyZGHpWwVmH09n1sjn+WnKDH6aMoNVL/2E5XwBP02ZgTEjl/iWdUhoUw+lWoVKp6Hd1P4ERYWSsf/yFgeqKNPW9QR37426hqffQ4eOwbTZ/+KruqYt0NSs49kJ0OsJHz8Zl9lEYdGtYIM6dSN89ASy3n0NZ3Zgp7W5rHZyN+wk8ZYxKPVaQpo3IKJ7G7JX+J59zl6+mfjxg9BER6CJCqfG+MFkLy0urCnUKhQaNQqFwvu4Kqy0o1Qp0WjVqFQK72OlqkqvC+xVVWO37NiIoXNv1HGJKPQGQgeOwrytjPHeqAXqxNqe8a7TEzbqRlxmE45znh19VXQsCkMwKBTomrTC0LUvxhV/BCRuh9XOqdV7aTfNk2fiWtejdu+WHF/ke0vSRqO7oI8MASC8bjytpw4kbbvnjhFOWyHJy3fR6qb+qA06DLHhNB7TjTMbAnc3KQDr3s0EteuBKiYBhS6IkF4jsO7xf8vlnG/eJPvD5zj/8Yuc//hFXAW55M//FkvRpSeOtFMEtesJag2oNQS1740jw/+aS3+V02onfe0eGv9zBCq9lsiW9Ynv2dpbpChFoUCpVaNUq1AUPVYU3ZLPdMZTgE0c2BEUCrRRoST060D+8cDEfYFl1yaCOvRCFZuAQh9EcN+RWHb6Pxlw/vMZZM18luz3niP7vedw5eeSN3cW5i0rQaEgqFMfFHrPAteamvUwdO3nvU1sINktdvYt38vQe4ehDdJSt209WvZrxfZ5/hcK1eg0tBnSjm1zAzdj81K8eSa+RJ4p4y5Kl8ozhWeSCerQA4U+CJQqgrv3x5mXU+mFDfCM99Q1e2h++3BUei3RreqR2KsVp5b49nWtwR1peedI1j/0Pqa00jMIguIjiW5VD4VahVKrpvHk/ujCQ8jeG5ji7wXVtd8BrHs2EdS+p/dvNaT3CKy7y8iRX79B9gfPcf6jFzj/0QueHDnvGyzbVnnbKMMi0dZrgnV35Rc3fGLft5mgNt2L83uPYVj3+v9/1Yl1UUXFAwoUQcGEDpqI/dTh4hkqCgWo1KBUln4cAA6rndOr99J22nDUei2xretRq1dLji/23a42HNW11Ha11dSBpBdtV8PqxJHYtRkqnQaFSkm9IR2Ia9uAjJ3HAxL3BcNa12b+rpMkZ+ZTYLXz1bpDDG9Tp9zPLNx7ir7NkggucTlL/bgw5jw0nK/vHMjXdw7kqVEdiArW8/WdA4kL8E0NhPirLnsBB7fbzY4dO1i3bh0pKSlXpbhhPbCP/MULiH/saRQaLead28ibW7xYZY3nXyF/4TzMWzYS3Ksvmrh4wkePJXz0WG+blPumeR8HteuAy2LGdiiwO+0Aa16dTf9nJvHPpS9gzTOz5n+/cv5EOglt6zPqnTv4pM+TuJ0uzNnFl25Y88y4XW7vayqtml6PjiUsKRqXw0n28bPMf/hTzFmBu40UgO3PfRQsW0jsg0+h0Gix7N5WapHQ+H+/TP6SeVi2bUIZZCDi+ptRRUbhttuxnzpB1vszwOGZChc+cgLK4BDinnjO+3nz1o3k/vhVQGI/9e531H30Vtr8/CaOfCOnZ36H9VQaIS0b0eilB9g1xjNLJnPBGnQJMbT42BNX1uJ13tvAAjR+5WFC23hWhw5p0ZC6D0/l8PTXKdh79W5h58+ke0cy+YEx3uf9r+vG9zPn8v3MwBxAV6aqGrvt8D6MqxcSfdcTKDRarPu2l1okNPbRlzCunI9l1yYUQQYir7sJVXgk7kI7hWeSyf78De941yTVJXz0ZBRBBpxZGeR+/zGOjMDNCNr0+mx6/msSkxa9gC3PzKbXfiU3OZ34NvUZ9NYdfNv/SQDiW9ejw10jUAdpseaaOLliN7s+KT7zvnnGbLo/dQOT5j2H3Wjh8NzNHJ0X2IUh7ccPYN64hMipj6LQaLAd3Ilx9Tzv+9F3PYdp/UKs+7fitpgoNZfE7cJtNeMu9MzAy/vjK8KGTiL2oVdBoaAwNZn8uaWnBlemA2/+RKsnpzBg7isU5ps48OZPGE+mE9m6AZ1eu4elQx8FIKpNQ7rOfND7uaHL3yZ711G2PPgODrOVnc98RpM7x9DikYm4bIVkbNzHsVmLy/pvK4X96H5M6xYTdftjKNRarAd2YFxRvAZV9AMvYFqzAOueLf773WLyTBVXKNA3b0fo4PGgUuEqyMW8aQXmTSsCGv8Fs//7CxNfvJHnV/8Xc56Z2f/9hYzj6dRrX587PryLp7oUz9xp2b8VlgLLNbkF7AV+80yJxSpjp7+EcUWJPDP2ojzzWXGeyZv3o+fytydfRaFSU5iewvmvZgYs9l0zfqHj05MZOf8l7Hkmds34mYLkdKLb1KfnjLuZO+gxAFpMG4E2PJj+n033fvb00m3sev1n1AYd7abfQHBSDE67g7yjKayf/mHA78pUnfvdfuwA5g1LiLxluidH/rkT46ri7WX0Pc9jWrcQ674y/lat5lKXdehbd6XwzAmcOYFfP8F+4k/Mm5cSOeVhFGoNtkO7MK6bXxz7tGcxbVyM9cBW1BExhPS9DqUhFJfdij35IHlzPi+Ou2VXwkfd4n0e/8R7WPZuIn/+1wGJfcuMX+n+9I1cv/BF7Hlmtrz+C3nJ6cS1qc+AN+/khwFPABDXuh7tirartlwTp1buZtcnCwFQoKDN7UOJqBuP2+Um/0wma5/5mvNHUsr7r/+yrg1rMKV7Y+6btRZboZO+zZK4vW9z7/tTPlzK1J5NvbM9bA4nKw+k8vL1pS+fVSuVRIcUX54TFqRFoVCUek2Iqkrhdpc//zg5OZnZs2czd+5cYmNjGTduHKNGjSI8PPyK/7PTt99c4UCvpXl7Knca2dU0pvOlr5WuqtKPlr9gWVX23Anfe7WLwPtkrPNah1BhS9ZFXusQKmz48Kp1e98rsWN5YBZ8vRra9wr84p2B8tofIdc6hAqbPiTwt6QMlE2bwq51CBXWrVtgT+wEkipEc+lGVZW2+t4pY8m86nswPuK+6j1DInrKy9c6hIB5p+Mj1zqEgHlw+5vXOoS/rNyZGxMnTuTUqVOMHDmSTz75hGbNml2tuIQQQgghhBBCiCrj2l+kLspTbnHjlltuYeDAgWgDdCtDIYQQQgghhBBCiL+q3BV5hg8fztq1a7n++utp164d7dq144YbbmD58uVXKz4hhBBCCCGEEEKIcpU7c2PNmjU899xz3HfffbRp0wa3283evXt57rnn0Gg09OnT52rFKYQQQgghhBBCCOFXucWNWbNm8eabb9K5c2fva82bN6dhw4Z88MEHUtwQQgghhBBCCPH/gqy5UbWVe1lKSkpKqcLGBR07diQ1NTVgQQkhhBBCCCGEEEJcrnKLGwZD2bchKu89IYQQQgghhBBCiKul3MtSCgoKWLNmjd/3jEZjQAISQgghhBBCCCGEuBLlFjcSEhL47LPP/L5Xo0aNgAQkhBBCCCGEEEIIcSXKLW588803VysOIYQQQgghhBCiylLIiqJVWrlrbuzevdv7+Pz586XeW7VqVUACEkIIIYQQQgghhLgS5RY3nn/+ee/j2267rdR7M2fODExEQgghhBBCCCGEEFeg3OKG2+32+9jfcyGEEEIIIYQQQohrodw1NxQlLipSXHSB0cXPhRBCCCGEEEKIvys5Aq7aLvtWsEajsdRtYeVWsEIIIYQQQgghhKgKLvtWsDVq1Ch1W1i5FawQQgghhBBCCCGqArkVrBBCCCGEEEIIIaq1cosbFoul3A8HBQVVajBCCCGEEEIIIUTVJDfVqMrKLW60a9fOu3DoxXdHUSgUHDx4MHCRCSGEEEIIIYQQQlyGcosbnTp1wmKxMHbsWEaOHEl4ePjViksIIYQQQgghhBDislxyzY0zZ84wZ84cJk6cSOPGjRk/fjy9evVCqVRerRiFEEIIIYQQQgghynTJCkWtWrW4//77Wbx4MaNHj+bJJ5/kyy+/vBqxCSGEEEIIIYQQVYLib/zv76DcmRvgWWtj3bp1/P777xw+fJjJkyczcuTIqxGbEEIIIYQQQgghxCWVW9x4/fXXWb58Oe3bt+fGG2+kc+fOVysuIYQQQgghhBBCiMuicF98G5QSmjZtSr169TAYDN67ppT066+/XtF/9m7HR648wipg4kTbtQ6hwo4udl7rECosIrj69ntkE7lN1LVwx++qax1Chc3sYr/WIVTY0qMx1zqECusRl3utQ6iw9ecirnUIFTa0ada1DqHC1hyJvtYhVNjgnrnXOoQKe39Z5LUOocJ01Xi+d2OD61qHUGG9e+Rd6xAq7NdVUdc6hL/kge1vXusQAuaDTg9f6xAC5p5tb13rEP6ycmdufPHFF9jtdgwGQ6nXzWYzWq02oIEJIYQQQgghhBBCXI5yixvr1q2jfv36XH/99aVe/+WXX0hOTqZ79+4BDU4IIYQQQgghhKgK/FzMIKqQcu+WsmXLFsaPH+/z+vjx41m7dm3AghJCCCGEEEIIIYS4XOUWN5xOJ0qlbxOlUul3DQ4hhBBCCCGEEEKIq63c4obVasVisfi8bjKZsNur7+J3QgghhBBCCCGE+Psot7gxfPhwnnjiCYxGo/e1goIC/v3vfzN06NCAByeEEEIIIYQQQlQFir/xv7+Dcosb9957L1qtll69ejF27FjGjh1L7969USqV3H///VcrRiGEEEIIIYQQQogylXu3FLVazYwZMzh16hR//vknAM2bN6dOnTpXJTghhBBCCCGEEEKISym3uHFBnTp1pKAhhBBCCCGEEEKIKumyihtCCCGEEEIIIcT/Z3+XtSn+rspdc0MIIYQQQgghhBCiqpPihhBCCCGEEEIIIao1KW4IIYQQQgghhBCiWpM1N4QQQgghhBBCiEuQNTeqNpm5IYQQQgghhBBCiGpNihtCCCGEEEIIIYSo1qS4IYQQQgghhBBCiGpNihtCCCGEEEIIIYSo1mRBUSGEEEIIIYQQ4hIUsqJolSYzN4QQQgghhBBCCFGtSXFDCCGEEEIIIYQQ1ZoUN4QQQgghhBBCCFGtyZobQgghhBBCCCHEJciSG1VblS5u6MIMDHhmIrW7NsaSa2LTews5smRnme2VahU3/jAdrUHHlyNe8L5+//Y3KbTYcLs9z48u3cXK//4c6PAJ6tAPQ5fBKNQabEd2U7DsR3A6fOMOiyLmzhdx2W3e18xbl2LetBiA0GE3o2/WEbfT6X0/a+ajeH+gSqYONdBw+lQiOjSjMN/Iqc/mkLVym9+2daaNJX54DwAyFm7g1Ke/AxDWqiHNX7mvVFtVkJ5Dz31M9rpdAYn7gujRg4kePxylTkv+xu2c/WAWbodvvwMEt25Gwl03o4mNwnL4BKnvfE5hZrYn3pBgEu6eSnCb5oAb4879nP1wFi6LNWCxB/caTEi/ESg0Wqx7t5H72yy/Y0Ydl0jEpGmoo+MAKEw9Sd6c73CcSwNAoTcQPmYyuqatATBvXEnBsjkBi7u6x34pI2/uz4BxPajbJIk187by9hNfXNN4yhM+dCjho0ag1OkwbdlK5pdfgZ/xr2vYgMgJE9DVqwsuF5aDh8ieNQtnbt5ViVMXZqDvvydSs0sTrLkmtnywgGOXyO/Xf/cYGoOOb0c9732991M3kNi+AeG1Ylj94o8cXuA/V1W26DGDiZ3gyTN5G7aT9n45eaZNMxLvuhltbBTmIydIeas4z3jeb07CP25AV7MGTqOJs5/9SN76wPwcF/q9Vol+P3qJfr+hqN+/Ker38NqxdLt/FDVa10OhVHDu4Bk2zPiN3NOZAYm5pLAhQwkfUTS+t20l66uv/I/vBg2IHD8Bbd264HJhPXSI7G9m4czzjO/w4cMJ6dkLdXQ0TqORghXLyVu4MGBxa8MM9Hh6EoldmmDLNbHjw/kkL/Xt9+aT+tDs+l7oIkJwmG0kL9/F9vf+wO10ATDh92fRR4bgdnm2/+f2JbPswY8CFvcF3vyuLcrvs8vI7/EX5feUk+TN/Q5Hhie/o1ITft0U9C3bo1CpsJ88Ru6vX+HKzw1I3EFhBsY9P5GG3ZpgyjGxdOYC9i7yP94Tm9Zk+OPXkdisJoUWO6s/W86m79cCcNtn9xDfIAGVVk1OajYrPljMwdX7AxLzBfowA6Ofm0j9bk0w55hY+e4C9vuJvc9dQ+h52yCchcW/j4+uf53cVE+OqdupIYMeGUNUrRjMuSY2fLmCnbM3BTR2baiBzk/fSI3OTbDlmdj74XxOLdvh067p5P7UHd6Z4PhIbHkmjv22nkPfr/S+H92yLu0fGkdYnXhMZ8+zfcYvZO09EdDYofruz+jCDAwscdy08TKOmyYXHTd9UeK4SaFU0OXOoTQf3RmtQUdeShaz7/wAuzFw+79CVJYqXdzo+8Q4XIUOPh/8H2IaJzHqndvJOprK+RMZftu3n9oPS44RrUHn894PN75BXkpWoEP20tZtRnCXweT8NBOXMZfw6+4guMcITGvnlvmZrJnTwe3y+5556zJM6+cHKtxS6j9wI+5CB1snPE5ww5o0f+k+TMdTsJw6W6pd/MheRPdow+5p/wWgxWsPYjubRfr8deTvO8bmkQ9524a1aUzz/95DzrYDAY09uF1LYiYM5+S/XqPwfC61n76f2MnXcW7Wrz5tVaEh1HrqPtLe+5KCrbuJmzKOmo/fTfJjnp8n7qZxqEIMHJ32GCgU1HryXmJvvI6ML34MSOy6xi0J6TeC7I9fxZmfS9QtDxA6eCwFi37xaevMzyXnm/dx5mSBQkFw9wFE3nQ3mW8+A0D46BtRaHSce3k6ypAwou98HEdOFpbt6yX2CsjOyOWn9+fTvlcLtHrtNYvjUoJatSJ89EjOvvQKzpwc4h9+iKjx4zj/k28xVxkcTMHKVWTs2wtOFzG3TCX2jjtIf+31qxJrz8fG4yx08vXQZ4lpnMSwt6aRfTSNnBPpftu3vbkfllwjmovye/bRVI4v30WX+0ZdjbABCGnfktgJw0n+12sUZudS59/3EzflOjK+9pNnwkKo8/R9pMz05Jn4m8ZR+4m7OT7dk2d0tRKp/didnHnrM4y7DqAKDkIVbAhY7L0eG4+r0MlXRf0+/K1pZF1hv+tCgji57gCrXvyRQpOVDrcPYeiM2/jxhv8FLG7wjO+IkSM5+z/P+I578CEix40j52f/4zt/1Sos+/aCy0X01KnETLuDjBkXxreCzI8/wn7mDJq4OGo8/gSO7POYtmwOSOxdp0/A5XDy0/BniGqcxMA37iDnaBq5yaX7/cy6/RybvxW70YI2zEC/l2+l2Q29+fOH1d42Kx77jLPbjgQkTn90jVsS0n8E2R8V5fdbHyB0yFgKFvrJ73m55Mwqkd97DCBySnF+D+k1CG2dBmS+8Qwuq4WICbcSPvYmcr5+LyCxj3p6PI5CJ6/0e5aEpklMfXca6UfSOHe8dL8bIoK55cM7WPj6HPYv24NKoyY8Ptz7/vxXfyfzRAYup4uarWrzz4/v5q3Rr1CQlR+QuAGGP+XJkW/0f5YaTZK48d1pZBxJI/O479/qgaW7mPOv73xeV6qV3PDmP1n+9jx2zt5EYotaTP30XlL3nSLjSFrAYu8wfQKuQgdzRv6biEY16T3jDnKOpZJ/0XhHAVte+Jbc42mEJMXQ9+27MZ/L4fTyXWhDDfR+/Q62v/YzKWv2UHtQB3q/No15179AYYElYLFX5/2Zvk+Mw1no4LOi46bRFTxu6nLnUBJa1+WXf8ykID2HqAY1cNr9F++FqGqq7Jobar2WBv1bs/mjxRRa7Jzdk0zy2gM0Hd7Rb/uwxCiaDOvAjq9WXOVI/dO36IJl3yac2Wdx2yyYNi1G37LrtQ7rkpR6LdG92nHqqz9wWW0U7D/O+U17iBvUxadt3OCupP6yHHtWLvasXFJ/WUbckG5+vzducFey1u7EZbUHNP6I/j3IWbYO25k0XCYzmT/9QcSAnn7bhnXvgO10GvkbtuMudHDuhzno69ZCm1QDAE18DPmbd+KyWHGZLRRs3om+dlLAYg/q2APz1rU4MtJwW8wULJ+LoZP/2N1Ws2djCqBQ4Ha7URWdOQDQNW+LcfVC3IV2nDlZmLeuxdCpl8ReQZuW7mTz8l3k55quaRyXEtq7JwWr11CYmorLbCZnzhxCevvvO8uevZi2bsVtseK228lbtgx940ZXJU61Xkv9/q3Z9vEiHBY76XuSObX2AI2H+c/voYlRNBrakV1fLfd578CvG0jddhSnrTDQYXtFXsgzpz155tyPfxA5sIw8060D1hJ5JuP7Oejr1UJX05Nn4iaO4vzi1Rh37AOXC2eBCXt6YGZAXOj3rSX6/eQl+r2xn34/9+dpDv2xBVu+GZfTxd4f1hBZNx5deOCKMgAhPXtSsKZ4fOfOnUNIzzLG9969mLdtxW31jO/8ZcvQNyoe33kLF2A/dQpcLgrT0zHt3IkuQONfrddSp19rdn28EIfFzrk9yZxZt58Gfvq9IDUbu9Fz4KYA3G43YTVjAhLX5fLJ78vmYuh4mfnd5UYVU5zfVVGx2A7vx2XMB0chlj1b0cQHZruqCdLSYmBrlr+/CLvFzqldyRxcc4C2I337vcfNfTi68TB7Fu7EWejEbraRmXzO+37G0bO4imbP4Pac8Q6vERGQuAE0ei3NBrZm1fuLKLTYObM7mSNrDtB6hP+/1bIEhRnQhwaxd8F2ANIOnCEzOYOY+vGBCBsAlV5Lzb5t2PepZ7xn7T1B2vr91B3ayaftoe9WknMkBbfTRcHpc6Su20dMq/oAxLSqhzU7nzOrduN2uTm1ZDvWXCO1+rQJWOxQffdn1HotDa/wuKnpsA5sv+i4SRcaRNsbe7Pyvz9TkJ4DwPnj6VLcENVGlZ25EVEnFpfTVWqaa9aRNJLaN/DbvvdjY9n0/kIcZezgjvv0XhQKBel7T7LurbkUnM0JSNwXqGISsB3b633uyExBFRyGQh+M2+r/ACn6zhcBN/aThzCu+R23pbhdUNveBLXtjTMvG/OWJdiO7A5I3EE143E7XVhTijfqpuOphLfx3ekz1EnEdDzF+9x8PAVD3USfdkq9lpje7fnz3x8EJOaS9LUTKdhSfNmLNfkMmshwVKHBOAtK97uuVhLWk6e9z902O/b0c+hqJ2FPTef8gpVEDe9P3totAIR270jB1sBdUqOJT8J6oPj7HWlnUIWGozAE4zb7HzM1XvgAhVYHCgUFS38v/aai9BNNjZqVH3SR6hz734kmqSamHcVTUO2nTqOOiEAZEoLLaCz3s/qmTbGnpgY6RMBzWYPL6SKvRH7PPppKQvuGftv3nD6OLR8uuKoFjPLo6iSSf5l5Rl8nCWuy/zxjS0nH0LQ+9vRzNHrvRVRhIRj3HOTsx9/hNFZ+IS2ijH5PvES/l7VdvSChXX1MWfnY8syVGu/FNEk1Me8sMb5PV9741jdpTMHKVZUWa0lhtWNxO13knynu9/NH06hRxv5MvcHt6fbEDWiD9VhzjGx7p/SMz97P34xCoSD7SArb3/2DnGOBOwMPoKnhJ7+HXSK/v1givy8pzu/mrWsJHzMFZVgEbouZoHZdsR7aF5C4Y+rE4nK4yD5V3O/ph1Op19F3vNdqXZeMo2e54+sHiK4dQ8q+0/zx8q/kped629z87u006NIYjU7DkQ0HST1wJiBxA0QXxX6+xN9qxpFU6nTw/7fauHcLHlvzXwqyCtj24zp2/LIRANN5I/sW7aDtmM7s+GUjSS1rE5EQyZldyQGLPbRovBeUGO85R1OJa+c/9pJi2zTg2JyNxS8oSq9uoFAoCK+fUGmx+lNd92ci/Rw3ZR5Jo2YZeabPY2PZ6Oe4KbphAm6ni4YD29D2xt7YTVb2/LiOvb9sCEjc1ZGsuVG1lVvc6NbN/1l4t9uNQqFg06bAXbOnDdL6XNtlN1rRBPteclK/byuUSiUnVu8jqYPvH/Hsae+Rvu8Uar2GbvcMZ9Tbt/PD5De817AGglKrw20rjt9tKzoTo9X5FDfcFhPnZ72K41wKiqBgQgdOJGzEreT9+j4Alh2rMa76DbfNgrZuM8JG/xOXKZ/C1Mq/7lAVpMNpLj3dz2myoArS+29rKm7rMFlRGXzbRfdsR2Gekfw9gZ9Gq9TrcZmLd7Av/CzKIL3PQYcySIcjr6DUay5z8c9qPXEKhVpF0+/eBcC09yA5C1cSKAqdHre1uD9dRY+VuiCcZWxQ05+9B4VGS1DHnjhziq/htx3eR0i/EeT+9BnKkDAMnXuh0AbucorqHPvfiVKvKzX+XZai34NeX+7Bn7ZWLSLHXkfGm28FPEYAjUFHock3v/u7pLBu31YolEpOrt5HYhk7aVebUq/HaSqRZ0zl5Bm9b55xmiwoi/KMOjqKiH7dSX5mBo7zudR8+HYS75rCmRmfVHrcZfX7xZf6ANQr2q4mX6Lfg+PC6fXYeDa+Paeyw/Wh1FVsfGtq1SJizHVkvO1/fEeMHQcKJQXr1lZuwEXUQX763WRB42d7CZC8dCfJS3cSWiuGhsM6YT1fPH7W/ucbsg97Tio0n9iHwe/cxe8TX/HO9ggEhbYC+f2Ze1BoffO7IysDZ+55ajz7Nm6nE0d6Clm/vxaQuLVBOmwX9bu1jDwTHh9OYtOafHnXh2QcPcuQh0cx8X9T+eTWmd4239z/GUq1koZdGhNbPx53gNY9A9Aayojdzz7wgaW72TF7E6bsApJa1eH6Gf/AWmDhwGLPAfqBRbsY+Z+JDH1sLAALXv6V/IzcgMWu8TPeC03+80xJLW8bBgoFyQs8l4Zl7U8mKCaM2oPac2blbuoM7kBIUjQqvSZgsUP13Z/RXOFxk6KM46aQuAh0oUFE1I7lqzEvEVErhnEf3k3O6UzObLl6l8MJUVHlFjcMBgPh4eGMHz+e3r17o1RevatY7BY72pDSG35tsI5Ck63Ua2q9lh4PjOSPBz8t87vSdnmKAHajk7UzfufONS8TVTee7ONny/zMldI160To4BsBKEw5hstuQ6Erjl+hDQLAbbf5fNZdaMOR4Tmz5zYXYFzxMzH3vIJCo/O8d6747IA9+QC2P7eha9Q2IMUNp8WGyhBU6jVVsB6nn0U0L26rMuhxmn3bxQ3uyrllgbmOObxPVxLuuQUA859HcFmtKINKxwT4XQTU5ednVQYFeX/Wmo/fje1kCqdfmolCoSD+HxNJeuQOUl77sFJiD2rXjfDxntjtyUdw26ylx4y+KHZb+Tut7kI75s2rqPGfdzn3+lO4TAXkzfmO8OtuIu6JV3GZjFh2bSaoXeVdFlWdY/87CenenZjb/gGA9fBhXFZbqfF/4bHLWvYiYOr4OGo8Pp3sb77Fevjq7LgUmm1ogkvnd02wHrvZN793u28UCx+u/AP9KxHRtyuJ9xblmQOePHNx7oMy8ozVT041BHnbuu12cpavx57muSb63M/zqf/SYwH5Ofz1uzZYT6Gffu96Gf2ujwhm5My7ODB7A8eWVv6stuBu3Yn5R4nxbavA+I6Lo8aj0zn/7bfYjviO79CBAwnp2ZOz/33R78KklcFhKavfy1+cr+BMFrkn0un6+ARWPfklAOf2Fp9x3zdrOQ2HdyKubX1S1lfeelZB7boRPqFEfrdbvTkdriC/2+2YN62ixnNF+d1YQPjYm0Gt5uwz9+K22wjpN5zoaY+QNfPFSov/ArvFhu6ifteF+OYZgEJrIX+u2uudjbHyoyX8e+1L6EL02EocMLocLo5sOES3Kb3JPp3FoTWBWUfMbvYTe7Aeu8k39qwS6ymk7DnJ1u/X0nxgGw4s3kV03TjGvXozvzzyJcc3HyG6dgyT3p2GMTOfo+v+DEjshX7Gu8ZPnimp0fhe1B3WiRV3v4Or0LN4vj3fzLonPqPt/dfR4dEJpG85RMb2I1jO5VZqvH+X/ZnCKzhu6vnASOaWcdx0YSbH1k+X4rQVkn3sLEeW7qJuj2ZS3BDVQrnFjRUrVrBlyxZ+//13vv76awYMGMC4ceNo1Cjw12XnnspEqVISXiuGvDOe69liGidy/qJFzyJqxxCaGMX4Tz135lBp1GhD9Pxz8XP88o93/F5+4nZT6XOKbAe3YTtYvLp92IhbUccmYTvsmUKrjkvCacov85KU0vEVnQ1Q+A/SDQGbE2VJyUChUqJPisOa6rk0Jbh+Tcwnfae9mk+lEdygJsbDJz3tGvi208ZGEt62Mcff8l3oqjLkrdlM3priwknSo3eir1eL/A2e34W+Xm0Kc/J8zqYC2M6kEtG/h/e5QqdFmxCL7XSq97NnP/oWt82OG8hZvIq6/3u60mK37NqEZVfx7KeIyXeiSayNda8ndk1CbZwFeWVOgyxFoUCh1aIMj8RlKsBtMZH7w8fet0OHjsd+uvKKYdU59r8T48aNGDcWT+GNu/dutLVrY9qyFQBt7do4cnPLPKutjokm4aknyZkzF+P6qzflNO+0b36Pbpzos6hleK0YQhKjGPPJ/YDnOndtSBBTFz3P7/98O+CXF16Qu3ozuauL80yt6Z48c+GOJuXlGeupVCIHXJRnahTnGevJlIDd+epiuWX0+8Xb1fBanu3qdRf1+y2Lnue3on7XhgYx8t27OLnuADu/9F0LpTKYNm3EtKl4fMfeXTS+txaN71qXGN/R0dR44kly587FuNF3fIf07k3EyFGcfem/OHMCN5byT2eiUCkJrRVDQVG/RzZMIreMRVxLUqiVhCaVveaGmzJ3FSrMb35PqI11T1F+T6yNM/8K83tYJC5jAZqk2hQsmu297Na0fjlhQ8ehNITgMpd/adGVyjqViVKtJLp2DNmnPf2e0DiRDD8LcqYfPVu0c1XkEn+SSpWKqFqBWwsluyj2qNoxnC+KPb5xot/FRC/mdru9gyKuYQLZpzI5vumw93uPrvuTBj2aBqy4UVA03kNqxmJM8VwiEdEwkbyLFxMtUm9EF5rdPJAV98zEkln6bl2Zu4+z7LY3AFColIz85VkO/VC5l4/9XfZncso4bsou47hpwkXHTbctfo6f//EO2Uc9+/ElZyZdpU2UEJXiklMxunTpwv/+9z/mzJlD/fr1mTp1Kt99F5gD1ZIcVjvHV+2j611DUeu1JLSpS70+LTm0cHupdtnH0/lqxAv8OOUNfpzyBiv/+xPm8wX8OOUNjBm5RNWPJ6ZxIgqlAk2Qlp4PjcGUmUdOsv+VgyuL9cBW9K27o4qugUIXRHDXoVj3+5+9oE6oiyoyDlCg0AcTOuB67Kc9Z0sAdI3bodDoAAXauk3RN++E7VhgrlF1We1kr99F7VtHodRrCW3RgKjubTi3bItP28ylm0mcMABtTATa6HCSrh/IuSWlL1WKG9SF/AMnsJ69OneqyVu1gYhBvdHVSkQZHETMDaPIXeF/Ver8TTvR1U4itFsHFBo1cZPGYD2Zgj3VsyGwHk0mcnBvFFoNCq2GyCF9sZ1M8ftdlcGyYyOGzr1RxyWi0BsIHTgK8zb/sesatUCdWNuzIdXpCRt1Iy6zCcc5z2wkVXQsCkMwKBTomrTC0LUvxhV/SOwVpFQp0WjVqFQK72Olquqtx1ywbj2hffugSUpEaTAQed0YjGvX+W2riowk4emnyF+6nIIVgbvcyh+H1U7yqr10vGMYar2WGq3rUbd3S44sKp3fz59I59tRz/PLTTP45aYZrHnpJyznC/jlphkYi6ZVK9UqVFo1CoXC+7jSj/YukrNyA5GDi/NM3MRR5CwvO8/o6yQR1t2TZ+Jv9OQZW4onz+QsX0/kwJ5o4mNR6LTEThhO/tY9AYnbYbVzYtVeOl1Gv38z6nl+vmkGP980g9VF/f5zUb9rgnWMnHkn6XuS2fL+1bmLF4Bx/XpCevdBk+gZ3xFjxmBcX/b4rvHkU+QvX07BKt/xHdytO5ETrif9tVdxZAb2FrYOq53Tq/fSbtpw1Hotca3rUbt3S45f1O8AjUZ3RR8ZAkB43XhaTR3I2e1HPTHHRxDXup53nLeY0g99eDDn9gRu/QQokd/jS+T3Mu72cKn8XngmmaAOPVDog0CpIrh7f5x5OZVe2ADPmew/V+xlwD3D0ARpqd22Hs36tmT3fN9+3zl3C837tyKhSSJKtZJ+dwzm5M4T2IxWYurG0bhHU9Q6DUq1kjYjOlC3Q31Obj9e6TF7Y7faObhiL33vHoZGr6VW23o06dvSuzBoSY37tkQf6pnFlNiyNp0n9+Jw0W1q0w+lEF07lrqdPOtdRNaMpnGv5pw7Wnkzly/mtNpJWbOXVtOGodJriWlVj6RerTi52Pf21nUGd6D1XSNZ/eAHmNKyfd6PaJyEQqVEbdDR9r4xmM/lkL7lUMBih+q7P+PvuKl+GcdNX454gR+mvMEPU95gRdFx0w9Fx015qdmk7jxOp9sGodKoiKwbR+PBbUkOUDGsOlL8jf/9HSjcl3HR4PHjx/n9999Zvnw5bdu2Zdq0aTRocOXXPr/b8ZEraq8LMzDw2YnU6tIYa56Zje8u4MiSnSS2rceomXfwce+nfD6T1KEBg1+YwpdF92uu2bEhfZ+aQEhcOIUWO+l7T7L+nXnequblmDix7Kl05Qnq2J/gzoNArcF2ZDcFy3703ic76h//xrR5CbaD29A17UBIr9EoDaG47Fbspw5hWjMHl8lzi7GIGx9GHetZTdyzoOhSbId87xfuz9HFziuOWx1qoOFjU4lo3wxHvomTn/1O1spthLVqSPNX7it1i9c6d4wjfpjnrGTGog2c+uS3Ut/V7svnSP15KecWbeRKRQRXrN+jxwwmZvxwFFot+Ru3c/aDWbiLphs3eO+/ZP0y3zvbI7hNcxLuvAlNbDSWIydIfeczCs95NrCa+BgSpk0hqGlDUIDlaDLpH3+H/eylC2ORTSpW5g7uPYSQvsM991bft53c2V97x0zsoy9hXDkfy65N6Ft3InTIOFThkbgL7RSeSSZ/0S84znqKL/rWnQgfPRlFkAFnVgb5C37GdmR/hWKqTrHf8bsqID/b5AdGM/mBMaVe+37mXL6fWXk7KTO7VM6dhMKHDSV81EiUWi2mrdvI/OJL73T7mq++Qu7ceRg3biRi3Fiixo/zmdJ/8rZpV/x/Lj165WcwdWEG+j4ziZqdPfl9y/vzObZkJzXa1mfE23fwed8nfT6T2L4B/Z+/iW9HPe99bfSH95J40SJ7f9z1Hmk7L+/Ao0dc7hXHDhBznSfPKHVa8jZsJ+394jzT6P3/kvnLfO9sj+A2zUm86ya0cdGYj5wg5a3iPAMQN/k6okf0B6Bgxz7SPv4Ol+nSi3OuPxdxxXHrwgz0u6jfjy7ZSUJRv39WRr8PeP4mvinq9yYjOtH/P5MptNhKneH+ceL/vEWnSxnatGIF77ChQ4kYMRKFVotp2zayvioe30kvv0LuvHmYNm0k4rqxRI7zHd+n7vCM75pvvIk6MtL7OwMwbtxA9ldfXTKGNUeirzhubZiBnv+6kYTOjbHlmdnxwTySl+4krk19Br11J9/1fwKAHv++kZrdm6MO0mLLNXFyxW52fbIQp91BRL0a9H5xKqFJ0TjtDs4fSWXH+/PIPnT5C1sO7pl7xbFDUX7vVyK//1oiv09/CeOKEvl96EX5fWFxflcYggm/7iZ0jVugUKkpTE8h/48fKDxz6QLN+8sirzjuoDAD456fRMNujTHnmlnyznz2LtpJnXb1ueWDO3ihW/F473x9d/rdMQiNXsupXcn88dKv5GXkElsvjvEvTiaufjwup5vs05ms+Xw5f668/JNMugocNejDDIx+fhL1uzbGkmtmxcz57F+0k9rt6jP5/Tv4X3dP7ONeuZn63Zqg1qrJz8hl+88b2PpDcdGv+eC29L5jMOEJkdiMVvYt3MGKmQsu+3R8Y8OVr0+nDTXQ+V83UqNTE2x5ZvZ+OI9Ty3YQ26Y+vd+4i9kDHwdg5K/PYoiLKHUnjlNLtrP9dc/tnbs9P5WEbs0BSN98kB1vzcaWc/mFsN498i7dyI+qsD/z66qoK477wnFT7aLjpg0ljptGz7yDj8o4bhrywhS+KDpuAgiODWfgMxNJaFsPy3kjO2atZP9vV7bO4gPb37zi+KuLL7o8fK1DCJh/brk6a68FUrnFje+//565c+ei0+kYO3YsQ4cOJSgoqKzml3SlxY2qoqLFjaqgIsWNqqKixY2qoKLFDfHXBKq4cTVUVnHjWqhIcaOqqGhxoyqoSHGjqqhocaMqqEhxo6qoaHGjKqhIcaOqqEhxo6qoSHGjqqhocaMqqEhxoyqR4kb19HcobpS75sYLL7xA8+bNiY+PZ/Xq1axevbrU+++8804gYxNCCCGEEEIIIYS4pHKLG6+88srVikMIIYQQQgghhBCiQsotbowdO/ZqxSGEEEIIIYQQQlRZAV6zXPxF5RY3LnVXlClTplRqMEIIIYQQQgghhBBXqtzixv79gb27ghBCCCGEEEIIIcRfJWtuCCGEEEIIIYQQolpTVuRDhw4d4r777qvsWIQQQgghhBBCiCpJgftv++/voNziRnJyMtOmTWPUqFF89NFH5OXl8dBDD3HTTTfRvHnzqxWjEEIIIYQQQgghRJnKvSzl2WefpU2bNtx8882sWLGC66+/nqZNm7JkyRKio6OvVoxCCCGEEEIIIYQQZSq3uJGbm8v06dMB6NmzJz169ODNN99ErS73Y0IIIYQQQgghhBBXTblVipJFDKVSSY0aNaSwIYQQQgghhBDi/x3FtQ5AlKvcSkVycjITJkwo8/mvv/4auMiEEEIIIYQQQgghLkO5xY0PPvgAu92OwWAo9brZbEar1QY0MCGEEEIIIYQQQojLUW5xY926ddSvX5/rr7++1Ou//PILycnJdO/ePaDBCSGEEEIIIYQQQlxKubeC3bJlC+PHj/d5ffz48axduzZgQQkhhBBCCCGEEFWJ4m/87++g3OKG0+lEqfRtolQqUSj+Ll0ghBBCCCGEEEKI6qzc4obVasVisfi8bjKZsNvtAQtKCCGEEEIIIYQQ4nKVW9wYPnw4TzzxBEaj0ftaQUEB//73vxk6dGjAgxNCCCGEEEIIIYS4lHKLG/feey9arZZevXoxduxYxo4dS+/evVEqldx///1XK0YhhBBCCCGEEEKIMpV7txS1Ws2MGTM4deoUf/75JwDNmzenTp06VyU4IYQQQgghhBCiSpBlJ6u0cosbF9SpU0cKGkIIIYQQQgghhKiSyr0sRQghhBBCCCGEEKKqk+KGEEIIIYQQQgghqrXLuiylsgyqnX01/7tKM//XqGsdQoX1a5J1rUOosEJT9a29LVlXfcdMdTazS/Ud7w9s0V7rECrsi2nWax1ChZ1dU33zzPixvrdqry6W/RF9rUOosOE3OK51CBX2xlcR1zqECru/Z/Xch6zulMHVN0fu3hJyrUOosOsH5lzrEEQZZMmNqq36ZiwhnUPp2AABAABJREFUhBBCCCGEEEIIpLghhBBCCCGEEEKIak6KG0IIIYQQQgghhKjWruqaG0IIIYQQQgghRHUka25UbTJzQwghhBBCCCGEENWaFDeEEEIIIYQQQghRrUlxQwghhBBCCCGEENWarLkhhBBCCCGEEEJcgqy5UbXJzA0hhBBCCCGEEEJUa1LcEEIIIYQQQgghRLUmxQ0hhBBCCCGEEEJUa1LcEEIIIYQQQgghRLUmC4oKIYQQQgghhBCXoFC4r3UIohwyc0MIIYQQQgghhBDVmhQ3hBBCCCGEEEIIUa1JcUMIIYQQQgghhBDVmqy5IYQQQgghhBBCXILiWgcgyiUzN4QQQgghhBBCCFGtSXFDCCGEEEIIIYQQ1ZoUN4QQQgghhBBCCFGtyZobQgghhBBCCCHEJciaG1WbzNwQQgghhBBCCCFEtSbFDSGEEEIIIYQQQlRrVf6ylMiRQ4geOxyFTkfBpm1kfPw1bofDt6FaReLDdxPUoC6auFhOP/MK5gOHvG9HjRlGeL+eqGOjceYbyV28gvNzFwUsbm2YgV7/mkhilybYck1s/2ABJ5bu9GnXYlIfmt/QC11EMA6zjRPLd7Pt3T9wO10Ex0cw7scnS7XXGHRsfWcu+79fHbDYAcKGDCV8xAiUOh2mbVvJ+uor8NPvugYNiBw/AW3duuByYT10iOxvZuHMywMgfPhwQnr2Qh0djdNopGDFcvIWLgxo7BEjhxB1nWfMGDdt49wnZY+ZhIfuRl80Zs48+wqWEmMmYuQQIoYPRBUaittqpWDDVjJn/QguV0Di1oYZ6Pl08ZjZ8aH/MdN8Uh+aX188ZpKX72bbe54x421zQ2+aT+qNPjIEU0YuKx77nPwzmQGJu7rH7k/40KGEjyoa/1u2kvnlV/7Hf8MGRE6YgK5eXXC5sBw8RPasWThz865qvOUZeXN/BozrQd0mSayZt5W3n/jiWofkFdSxP4Yug1FotNgO76Jg6Q/g9O1nZVgUMXe/hMtu9b5m3rIU80ZPDg/uOxZ9s44odEG4rWYsu9dj3rw4oLHHXDeIuAnDUOq15K3fQcp73/jPM0BIm2Yk3TMFbWwU5sPJnH7rCwrPZZdqowoJpumnL2FLSefYY/8LaOxBnQZg6FrU74d2UrCkjH4Pjybmnov6ffNSzBs8OTyk/3i0jdqgDA7DZczFvHER1v1bAha3NsxA16cnkdDZk2d2fzSfk37yTNNJfWg8oRf6iBAKzTZOrdjFrhJ5pvUdw6jVuxVhdeLZ/9Uy9n0e2LFyQVD7fhg6DUKh1mA7upuCFT+VPd5vfwGX3eZ9zbxtGeYtnjijpv4LZViU9z2FWo09+U/y5n4cmLjDDEx4fhKNuzfBlGNi8cz57F7o2+8Aic1qMurxsSQ1q4ndYmfVZ8vY8N1a7/s9pvSm5019CIkKIfdsLl8/+BlZpwKb30P6DyF00AgUWh2WXdvI+fErv/lcXSORqFvuRB0bB4D99Elyf/4GR3oaALrGzQgdPgZtrbq4zCbSn3k0oHFX99iDew0mpN8IFBot1r3byP1tlt/xro5LJGLSNNTRntgLU0+SN+c7HOc8sSv0BsLHTEbXtDUA5o0rKVg2JyAxa0INtHpiCjGdmlKYZ+LwJ3+Qtny7T7uodo1odMswwhrXorDAzOqJ/yn1fmjDJFo8eD2hDZJwmK2c+WMDx2ZdnTwT3HMwwX2Ge/p9/3byfvff7yWFDBhN6KCxZH/2OvZjfwKgb9WJ4J6D0STUwp6SzPlPXr0a4Qvxl1Xp4kZw25ZEjxvB6f+8iuN8DjWfeICYSWPJ/PYXv+0tB4+QM28JSY/d5/umQkHazE+wnTyDtkYctf7zGIVZ5ynYEJgdse6PjcdZ6OSHYc8S3TiJQW9O4/zRNHKT00u1O71uP0fnb8FutKINM9D/lVtpfkMvDvywBlNGLt/0Ky5uhCREMWH2vzi5ak9AYr4gqFUrIkaO5Oz/XsGZk0Pcgw8ROW4cOT//7NNWGRxM/qpVWPbtBZeL6KlTiZl2BxkzXi9qoSDz44+wnzmDJi6OGo8/gSP7PKYtmwMSu6FtS6LGjiDlOc+YSXz8AaInjSWrvDEzfwmJ033HjGnbLvJXrsNlNqMMCSZx+n1EjBhE7rwlAYm92/TxuBxOfhz+LFGNkxj0hv8xc2bdfo6VHDMvF48ZgEaju9BodBeWPfIpeSczCE2KxlZgCUjMf4fYLxbUqhXho0dy9iXP+I9/+CGixo/j/E/+x3/BylVk7NsLThcxt0wl9o47SH/tdT/ffG1kZ+Ty0/vzad+rBVq99lqH46Wt14zgrkPI+fFtXAV5hI+7k+CeIzGtmVPmZ7LefhTcvsVF696NmDYsgEI7ypBwIiY+gPN8OrYjuwMSe2j7FsRdP4zjT83AcT6Xuv++lxo3jeHsV7N92qrCQqj773s4887X5G/ZTY2bx1LnyTs59sjLpdol/HMC1jNnUSgCezXv/7F319FRXlsDh3/jEleIASHFpUChxa24FqkB9QI12q/trcutUb916u4U2kKxFiju7g4hIQlJCETH7ftjQoSZBBoyQO7dz1qsNXJm2HNyZs+ZPec9rza5JUFdBpL/49u4SwoJG30XQT2GYVo2q8rH5L31kN9+9zhsFM6YhutULur4hoRfNwVn/gmcmUcCEnunh8fidrj4degzRDRJoPd/JpF/MIvCM/JMxspdHJ67AUeJxftDw9RbaXZtT/b9vAyA4ow8tn4wh8tGdQ1InP5oG7YgqFN/8me+5+33EZMI6jIE06o/qnxM3rRH/Pb7qW+nVroedcdz2A5srfWYT7vmqbG4HC5e7P0M8c0TuO2DSRzfn0XO4cr9bgwP4o6PJjPn9VnsXLQNlUZNeL3wsvs7je5Mp1Gd+ereT8k9kkNkYhSWosDmd12LNoQMGMaJd1/FVZBP9OQHCB06mqLZvvncVVjAyc/ex3UqDxQKgnv1I/KOe8id+jQAbpsN85oVWDTrCBk0PKBx1/nYm7YmuM9QTn7yGq6iAiJvuZ+QAaMoXuA7F3MVFZD/3TRc+d7Yg7peTcSEuznx1jMAhI24EYVGR+7L/0IZHErU5Edx5udh2bSq1uNu9eB1uJ1O/r7mCUIvS6Tja3dTdCiDkqOVx7rLaufY/LWo/t5MyoQBPs/T7tlbyVmxg3UPvIuxfhSdpz1I0eFMclfvrPWYK9I2aU1QryGc+ux1XMUFRNw0hZD+11D858wqH6OKjEHfphOuovxKt7stJkyrFqKOjUOb0iKgcdc1sufGpe2SPiwltHd3Cv5egf1YJm6TmbwZfxDWp7v/xk4X+XMXYtl3EI+fX9ZPzZqP7UgauN3Ys7Ip3rAFY4smAYlbrdfSsE9btnyyAKfFTs72VNJX7uaywR192hZnnsRe4v1VTAHg9hCaGO33eS8b0omcbYcpOZ7v9/7aEty9O8XLl+PIzMRtNlMwexbB3Xv4bWvZsQPzxg14rFY8djtFixahb1Ler4Xz52FP8/a7Izsb05Yt6JoGpt/BO2YKK4yZkzP/ILR31WOmYN5CrFWMGUdOLm6zuey6x+NBW79eQOI+c8zklo6ZlHMYMx6Ph5DTY0ahoP0dA9nwziwKj+aUty8y+zyPxO5fSM/uFC8rH//5s2YR3LOK8b99B6YNG/BYvOO/cNEi9AEc3zWxduEW1i3eSlGB6WKHUom+dRcsO9bgyjuOx2bGtGY++tada/RcrlM54LCX3+DxoAqPqaVIfUX068qphauwpWfhKjGT89NcIvp189s2rGsHrGlZFK7ahMfhJOeH2RiSk9Al1i9rY2yRgr5hAqcW1f5k/Uz6Np2xbF/t7XerGdPqeejbdKnRc5lWzvX2PR6cWUdxZBxCk9C4dgMupdJrSerTlu2fzsdpsXNiRyqZK3eRPMg3z5RknsRRUv6luVKeAVLnbyRr3V6cZpvPYwNF3+oqLLvW4jqZjcdmwbRuAfpWNRvvFWkSL0NhCMZ6cNv5B+nv+Q1aWvdry8Jp87Fb7BzdmsqeZbtoP8y333vc3JsDq/exbf5mXA4XdrON3FRvLlcoFPS7ayBz3vid3CPe205lnMQS4Pwe1Lk7pjXLcR7PxGMxU7RgNkGd/c8JPBaztzjgDRiP2406pvwz35F2BPOGNTjzLsxKwrocu6FjN8wbVuDMycJjMVO8eDbGTlXEbjV7Cxvgjd3jQVW6igNA17IdJcvm43HYceXnYd6wAmMn/5/J50Ol11K/VzsOfj4Pl8VO/s4j5K7eScLAK33aFu5NI2vhRsxZeX6fy1g/iqxFG8HtwZyVR/6Ow4Q0iqv1mH3+3yu6Ydm0Emeut99L/v4DwxVVzIFLhY68ieIFM/C4XJVutx/ag3XnRlxFBQGMWIjad0mv3NA1SKBkY/nSR9vRdNQR4SiDg3CXnN9E3diiGQULl55viH6FNojB43JXWkp/6mAm9dtf5rd94wEd6Pr4tWiD9FjyS9jw3my/7S4b0pFtXy4MSMwVaRISMW8p73d7ejrq8HCUwcG4S0qqfay+eXPsmZlV39+sKcVLAtPvALqkBEo21N6YCenemdjJt6IyGnAWFnHi659qM9wy/sZM/sFM6nWoesx0ecw7Zqz5JWx41ztmgmLDCKoXQUTjOHo8cyNul5tD8zex7Yu/wOOR2M+BJiER0+YK4z+t9sa/KKeKjsN2sHwVmjM3A1VwGAp9EB6r//dq1N1TAQ/2o3spWfobHkt5O+NVAzB2HYxSq8dVkId178aAxa5vkEDRum1l1y2px9BEhqEKCcJVXDl2fcMELKnHyq67bXZsx0+gb5iALSMblAoS7h5PxnvfoG+UGLCYT1NFx/vvd0NQpf6sKOrel8FT2u9LfvXfTq1BHdcIy5blAYn7dJ4prphnDmUR2z7Fb/tGAzpw5aPXoSnNM1uq+Fy9UFRR9bEd2lF23XkiE1VQaPXjfeIL3n5P20/Jit/9ttO3vArbwW3gtPs+QS2IaRiD2+mudOjI8QNZJHf07fcGbRuSffA493z7AFENoknfmcbsqTMpyC4grF4Y4fUjqH9ZHNe9OA63y82WORtZ/NFfeAKY39VxCVh2lOdzR0Y6qrBwlEHBuE3+83n8mx+h0OlBoaBo7m8Bi+1s6nLsmnoJWHeXryZyZh1DFRKGwhiEx+x/vNd/4UMUWh0oFBQv/L3ynYrKVzT1az9XBiXF4nG5MWXklt1WdDiTyMv9z2WqkzpjKQmDruTA53MxxkcT3iqZIz8trs1w/VLXi8e6p7zfHcer73d9m47gcmLbv8PnPiHqqmqLG/fff3+VS2QVCgXvvPNOIGIqo9TrcZvLf31xlV5WGQznVdyIvn4UKBUULll53jH6ozHqsJuslW6zl1jRGHV+2x9ZuIUjC7cQmhTNZUM6YTlZ7NOmXrvGGCJDOLoksIekACh1ukorFtwWb78r9fpqv9xpkpIIH3kNOe+87ff+8FGjQaGkeOUKv/fXBsUZY+b0ZWUNx0zxqnUUr1qHJq4eob264SosqrVYK9IY/IwZ07mNmZTBnbCe8o6ZoNhwAOKvasas8a+jDTEw4N27MJ8o4MDswBwKVJdj90epr9n41yYlETHqGnLe8j/+RWVKjQ6PrcKv66WXFVqdz5c4j8XEqW9ewZmTgcIQRMiAGwgdfjuFv7xf1sa8fiHm9QtRxyaia9qu0nPXeuwGHS5Thc8m0+k8o/cpbij1OlyFlXO622xGadADED2iH+b9R7AcSrsgxQ2ltqp+1/sULTzmEk599XJ5vw+8kdARt1M4/X3OFDJoHM7cDOxH9gQkbrVBh8Pnc9WCxqj32/7owi0cXbiFkMRokoeU55mLRanR4bFX6Hd7deO9hFM/vI4zt7Tf+15H6JBbKfxtWuUnVWvQNWlH4exPAxa31qjDdka/W0ss6Pz0e1hsOAnNk/h88odkHzzOkAdHcONrN/PRLe8RVnp4SpMuzXh7zOsYQgzc8fFdFOYUsOHXwOV3pU6H2+KbzxU6PVRRIMj6190otFqMnXuUr4a4COpy7AqdHo+1wlys9LJSZ8BVRXEj+9l7UGi0GDp2x5VfvieRbf9OgvsMpWD65yiDQzFe2QOFtvYPsVQZdDjPGOvOEgvqKnJMdXLX7uLyJ28m+fqrUapVHPxqPoX70msr1CoptHo81gorjsv6Xe/T7wqtnpCBYzn1xaVzGK0QtaHa4kafPn18bisuLuabb74hP7/2D40I7dmF+pNvBcC89wBuqxWlwVB2/+nJoMtS80lr+OB+hPbuRvrTU6vc/O18Ocw2tEGVk6E2SI/jLEtgi47lkX8kmy6PjmXJ419Vuu+yIZ04unQHTkvt/zoT1KUr0bfdBoB1/37cNtsZ/e697LZa/T4eQB0bS/2H/8Wp77/HduCAz/0h/foR3L07x1960e9mWDUV0qML9UrHjGXvATxWK0qj75hxn8eYAXAcz8F+LJPYiTdz/A3fif35clh8x4zmHMdMQYUx47Q5ANj5/RLsJVbsJVb2z1pLYpcWASsQ1OXYAYK7diX6jgrj31qD8V8vlvqP/ouT332Pdb/v+Bega9mJkIHjAHBkHMbtsHkn6aUUWm8/e+y+48bjsOHM9k4MPeZiShZNJ/q+17xfDM9o78zN8O4r0X0YJUt898CoifDeV5E45WYATLsP4rbYUFaY8KqMp/OM7xhxW22VchKA0mjAbbGijgwnesTVHLz/xVqJ0x9dqysJGVTa78cO4bbbyvoaQKE73e++sfv0+8Kfib7/dZ9+D+ozGnV0PAU/Bq6w57TY0PjNM1W/L8G7v0bhkWw6PTKWlU98VW3b2qRr3pGQfjcC4Mg85B3v2nMd73acORX6fckvRN/1CgqNDo+jvL2uSTs8VjOOjIMBex12sw3dGf2uC9Jj89PvDpuD3Ut2kLHbu1Jp8cd/8u+VL6MP1uMoze/Lv1qCtdiCtdjC+plraNa9Za0WNwyduhBxozef2w+Xzmf0vvncY6t+3HjsdkwrlxD32jRyXngMd0ngi2N1Ovb2XQgbcwsA9tQDeGzWyvldX5ojz1J09jjsmNctpf6/3yf3jSdwm4opnPUDYddMIPax13CbSrBsXYeh/fkf0nUml8WG+oyxrg7S4zxLjjmTJsRIpzfuYc87M8havAldZCjtX7gDW34x6bNq90dVfbvOhI0q7fejB/DYrWU5HSr2u+9rCO4/EsvWNZUKSUL8N6i2uDFq1Kiyy3a7nW+//Zavv/6agQMHcs8999R6MEUr1lK0Ym3Z9bj/uwtdoySK12wAQN+oAc78ghqv2gjr28O7QenTL+M8Gbh9K4rST6BQKQlNiqbomLdyHtkknoIj2Wd5JChVSkIToyrdptJpSL76cv5+NDBnOTCtXYNp7Zqy6zF33422QQNMG7z9rk1qgLOgoMpfrdVRUdR/7HEKZs+mZM1qn/uDe/YkfNhwjk99CVctF8WKV66leGX5mKlfOmZKSseM7jzHTCUqFdr6sWdvVwN+x8xl5zZmFGolIQneMVOYlovL7qx8GEeAD+moy7EDlKxZQ8ma8vEfe2/p+F9fOv4bnGX8R0cR98Tj5M+aTckq3/EvvGx7NmLbU36oSOjw21HHJGLb5112rY5NxFVSWOUS/YrKl7FXsa2XUlWre24ULFtPwbLyzacbPDoRQ3IShSu9u+gbGifhOFXos2oDwJqWSWS/8o0rlTotuvoxWNMyMTZLRhMZTrOPXyy9T4NCq6Xl92+x5+aHwX3+49+2ewO23RvKroeOuB11bCK2fZuBCv1exSEpFZX1e4UVnUE9hqFLaUX+D2/5LZDUltN5JiQxmuIMb56JaJJA4bnkGZWSkAT/e1kFim3fJmz7ys+yEDrkVu94L934Ux2TgMtUdG7j/fSFM1bSGlpehXXvBp/2telE2gmUaiVRDaI5me7t97hmCeQc8u337ANZVabvE0dzcdqdVHg1lS7WFsvGtVg2ls8JIm+7G01iAyxbvP2kSUjCVVhQ5WEdlSgUKLVaVOGRF6RAUKdj37oWy9by2MPHTUYT3wDrDm/O18Q1wFVcWOUhKZUoFCi0WpRhEbhNxXgsJgp+Kj8TUMigMdjTa3/TYtOxXBQqJcbEGMwZ3sOwQlISKDl6/B89jzE+GtweMv/y/t2sJwo4vmQzsZ1b1Xpxw7ptHdZt5cXB8Bsmo4lLwrrz7P2uS2mJKiwCY+e+ACiDQogYdzclyxdgWh7YsxrWdQHe91ucp7NuKOp2u5k+fToDBgzgwIED/PzzzzzzzDNERUWd7aHnrWj5asKv7ok2MR6l0UjUtSMoXFr1hmsKtRqFRuO9UvEy3lUhMePHcuy513HkBHZDJafVTtqyHXSYNBi1Xkts22Qa9GzNoQW+p5NqOuIq9BHBAIQn16PtLf3I2lj5V5iGvdpgK7JwfPOhgMZ9WsmqVQT37IUm3tvv4SNHUrLKf0JWRURQ//EnKFq8mOKlS3zuD+rSlYix15L9+ms4TwR+I6uiZasJ61thzIwdQdGycxszijPHzNW9UIWGAKBNjCdy9DDMOwOz5Pr0mGk/sfKYOexnzDSpMGbCGtWj7c39yNrkHTMum4PUxVtpM6EvaqMOY0wYTUd24djqwMRd12P3p3jlKkJ690KT4B1DEdeMpGRF1eM/7sknKFq4mOK/fcf/pUCpUqLRqlGpFGWXlaqLv5e0ddc69G27ooqqj0JnIKjrYKy7/P+Cq45rhCqyHqBAoQ8ipN912NP2l36ZVqC/vDsKnbG0bUMMHXphT9sfsNjz/15L5IAe6JLiUAYZiL1hGPmL/Re2CtdsQd8wgbBuV6DQqKk3bgSWoxnYMrIp3riTvbc9yoEpz3FgynNkfz8by5F0Dkx5rlYKG/5Yd61Df3lXVFFx5f2+c63ftur4Cv1uCCKk//Xefi/9FdDYZSC6lldS8NO751QcOR8uq51jy3bQduIQVHotMW2TSezRmtQ/ffNMyvDO6ErzTGijerS6uR/Zm8o/VxUqJUqtGoXS+544fTmQrHvWo2/dBVVk6Xi/aiDW3VWM9/oNUUXEUjbe+4zFfuxApeKRMjgcTVITrLsDd+pdAIfFzu7FOxhw7xA0Bi0N2yXTqndrts717fdNszfQ6uo2xDVLQKlWcvXkAaRuOYy1xIrD6mD7X1vpdevVaI06wuqFceXYLuxbsTug8ZvWryKoS0/U9eNRGIyEDB6JaZ3/OYGueSs0iQ29X671esLGjMNtNuEoPZ0qCgWoNShUKsB7GZVKYvfDsnkNxit7oo6NR6E3EtJvOOaNVcTepBXq+Abe2HV6QoffiNtswpnrLSqoomJQGINAoUDXrA3Gzr0p+bvqswzVlMtqJ3vFdprePhSVXktE68bU6962rEhRiUKBUqtGqVahKL2sUHv703TMu2dHfL+OoFCgjQwhrs8VFB0O/H5cli2rMXQ63e8GgvsOx7LZf7+f/Px1Trz9NHnvPkveu8/iLiqg8PdvMK/9u+w1olajUCrLLqMM3JgRorYoPNXs5LRgwQLeffddkpOTeeihh2hS4SwYNbFv9C3/+DERwwcSNWooCq2W4nWbyPn467LDSZLfeZmTv80pW+2R8vGbaGIr/1p3ePLDOE7k0fijN9FEReBxlB8SUbhiDTmffHPWGNZkRp61zZm0oUZ6PH0D8Vc2xVZoZtO0uRxZuIV67Roz4O1JZad47f7MDSR1bYnaoMWab+Lokm1s+WSB9xfsUgPenUzennS2fLLgH8fRp1nNjrkMHTSI8KHDUGi1mDZuJO/rr8oOJ0l4+RUK5szBtHYN4deMImL0aJ8l+2mTJgKQ+J+3UEdEVDoEqGTNak5+/fVZY3CYavYFLHz4QCKv8Y6ZknWbyP2kfMw0fOdlTv06p2y1R/JHvmPmyF0P4zyRR7177ySoQ1uUej2uoiKK127k5E+/4XE4zhrD6hqOme5PlY+ZzR+WjpnLG9P/7Ul837d0zDx9A4mnx0yBiaN/b2Prp+VjRmPU0fWJ60jq2hJ7iYX9s9exPcAb0V4qsfdKqZ1jjMMGDyJs+DCUWi2mDRs58WX5+E987RUKZs+hZM0awkePInKM7/g/esfEf/x/3r8+MKdpHXf/CMbdP7LSbT++N5sf36u9yeGXE2sWu6HT1QRdNQDUGmwHtlL810/g8vZz5B3PYFr7J7Y9G9G16Ehwz5EojSG47VbsR/diWvY7blMRoCDs2nvRxDUClQp3SSHWneswr/vznGI4vrxmh/pFjxpA7NhBKHVaCldvJuP978ryTLOPXiBn+ryy1R7B7VqQcPd4tLFRmPcfIf2tL3Hk+i4FjujXjaiBPTj0yKvnFENcD83ZG/lh6HQ1QV0Gevt9/1aK//yxvN/vfNbb77s3oGvZkeBe15T3e+peTEt/K+13iH3iYzxOBx53+S775jV/Yl579r5f9Mc/P45dG2qk85M3EleaZ7Z9NIejC7cQc3lj+rw1mV+ufgyAzk/dSHzXlmhK80z6km1s/3Q+7tI80/npcaQMrXwGhLUv/siR+ee2CqL/tTU7tNLQoS9Bnfp5+/3gdor//rm8329+CtOGv7Dt24Su2RUEdx/u7XebFXv6PkwrZuE2l/8Cb+w0AG1ySwp+eecfxfCfr//5PvKGUCPXvnAjTbo0xVxgZsG7c9g2fwuNOjTm9g8n82znx8radr6uG30n9kdj0HJ06xFmvTSTwpwCAHRBOsY8ez3Ne7bEUmxhw6/r+PuTcz+1+pTup/5x7ADBfQcRMmAoCo0Wy7aN5P/0dVk+r/f0yxT9NQfLxrUY2ncidPgYVOGReBx27GlHKJo9A0em9zAbXZPmxDz4ZKXnth3Yy4l3XqlRXHUldmVQzeZiQT0HEtx7CAqNFuvOTRT8+k3ZeI95eColS+Zi2boWfdtOhAwcjSosAo/DjuNYKkULZuA8ngGAvm0nwkaMQ2Ew4srLoWjeL9gO7DqnGLatD/5HMWtCjLR5fDzRHZvjKDKx/5M/yFq8iYi2KXR6/R4WDnoYgMh2Tej83gOVHnty60HWP/AuAFEdmtJs8kiCkmJx2xzkrNnJnvdm4radff54WvuuNSsYB3UfQFCv0n7ftYnC378t6/foB1+iZOncSqs9Tot57A0Kf/0K+yHvD0qGK7oRfu2dldqYN6+icMYX5xRH3KsX7jDAC+2Xbg+cvVEddd3qdy92COet2uJG8+bNiY+Pp3Xr1n43Fn333X/WATUpblwKalLcuFTUtLhxKahpceNSUJPihjh/tVXcuBgCVdy4EGpa3LgU1LS4cSmoaXHjUlCT4saloqbFjUtBTYobl4qaFjfE+alpceNS8E+LG5eSmhY3LhVS3Kib/huKG9V+yr3yStUVXbM5sOcmF0IIIYQQQgghLhWy5calrdrixn/+8x+eeeYZBg4c6HPfqFGjGD9+fMACE0IIIYQQQgghhDgXZ11r9tprr/HGG29w5tEr1RzNIoQQQgghhBBCCHHBVFvciImJ4ddff2XXrl3cdttt5Fc4jae/PTiEEEIIIYQQQgghLrSzrtyIiIjgq6++omXLlowZM4Zdu7w7FMvKDSGEEEIIIYQQ/ysUeP5r//03OKdts5VKJY8++iht27Zl4sSJPPTQQ7JyQwghhBBCCCGEEJeEaosbZ67OGDRoEE2aNOG+++7j2LFjAQ1MCCGEEEIIIYQQ4lxUW9y4//77fW5LSUlh5syZ/PDDDwELSgghhBBCCCGEEOJcVVvc6Nu3r9/bg4KCmDRpUkACEkIIIYQQQgghLjWyMYNXamoqjz/+OAUFBYSHh/Paa6/RqFGjSm2mTZvG/PnzUSqVaDQaHnzwQXr06AHA448/zpo1a4iIiAC8R4jcfffd5x3XOe25IYQQQgghhBBCCPHvf/+bcePGMXLkSGbPns2zzz7Lt99+W6lN27Ztuf322zEYDOzbt48JEyawatUq9Ho9AJMmTWLChAm1GtdZz5YihBBCCCGEEEIIcfLkSfbs2cOwYcMAGDZsGHv27OHUqVOV2vXo0QODwQBAs2bN8Hg8FBQUBDQ2WbkhhBBCCCGEEEL8DysqKqKoqMjn9tDQUEJDQ8uuHz9+nHr16qFSqQBQqVTExsZy/PhxIiMj/T73rFmzaNCgAfXr1y+77auvvmL69OkkJSXx8MMPk5KSct6vQYobQgghhBBCCCHE/7BvvvmGDz74wOf2++67jylTptT4eTds2MC7777Ll19+WXbbgw8+SExMDEqlklmzZnHnnXeyePHisoJJTUlxQwghhBBCCCGEOAvFf/GOorfccgujRo3yub3iqg2AuLg4cnJycLlcqFQqXC4Xubm5xMXF+Tx269atPPLII3z44Yc0bty47PZ69eqVXb7mmmt45ZVXyM7OJiEh4bxegxQ3hBBCCCGEEEKI/2FnHn5SlaioKFq0aMHcuXMZOXIkc+fOpUWLFj6HpOzYsYMHH3yQ9957j1atWlW6Lycnp6zAsXLlSpRKZaWCR01JcUMIIYQQQgghhBDn5LnnnuPxxx/nww8/JDQ0lNdeew2AiRMncv/999OmTRuef/55rFYrzz77bNnjXn/9dZo1a8Zjjz3GyZMnUSgUBAcH89FHH6FWn39pQoobQgghhBBCCCGEOCcpKSnMmDHD5/bPPvus7PKvv/5a5eO//vrrQIQlxQ0hhBBCCCGEEOJs/ou33PivoLzYAQghhBBCCCGEEEKcDyluCCGEEEIIIYQQok6T4oYQQgghhBBCCCHqNNlzQwghhBBCCCGEOAvZc+PSJis3hBBCCCGEEEIIUadd0JUbfx+LvJD/Xa25brzzYodQYwfnGC92CDUWpKu7/T5kiOlih/A/6fe50Rc7hBr7cqL1YodQY7d/Zr/YIdTYkw3r7gLG537QXOwQauzpwQUXO4Qae+eb8IsdQo09+rD+YodQY++9HXWxQ6ixQpfrYodQY62NqosdQo0N6XrqYodQYx//WTe/M532/KsXOwLxv0pWbgghhBBCCCGEEKJOq7s/WQkhhBBCCCGEEBeI7LlxaZOVG0IIIYQQQgghhKjTpLghhBBCCCGEEEKIOk2KG0IIIYQQQgghhKjTpLghhBBCCCGEEEKIOk02FBVCCCGEEEIIIc5CofBc7BBENWTlhhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeo09cUOQAghhBBCCCGEuNQpLnYAolqyckMIIYQQQgghhBB1mhQ3hBBCCCGEEEIIUadJcUMIIYQQQgghhBB1muy5IYQQQgghhBBCnIXsuXFpk5UbQgghhBBCCCGEqNOkuCGEEEIIIYQQQog6TYobQgghhBBCCCGEqNNkzw0hhBBCCCGEEOIsFArPxQ5BVOOSLm7oQo30ffp6kjo3w1pgYu20eRz8a0uV7ZVqFdf/+Ahao45vhj0PgD4siCH/uYOIhrEoVEryU3NY/e4fZO9IDXj8hvZ9MHbsB2oNtkPbKFnyC7icvnGHRhJ1+/N47Lay28ybFmHe8BcACp2R4KuvR5vUDPBgT9tLyZJf8NitAYlbHWIk5V83E35FS5xFJaR9/jt5Szb6bdtw4mhih3QDIHf+atI++63CC1OQdMsI6g3qisqox5KZy+6H38JlsgQk7tOir+lP7NjBKPVaCldtJuOD7/A4ffsdIPjyFiTcMx5tTCTm/amkv/0ljtyTldqogoNo/tlUbBnZHHrk1YDGbryqH8ZuA1FotNj2bKFo/g9+x0xFQT2HEtx7JPnfvY09dS8ACr2R0KHj0Sa3AMB2eDfF834I2Jipy7HrQo30fvp6Eq/y5pn1H87j0FnyzLU/PILGqOP74c+X3d7zieuI75BCWFI0y178mf3z/L9napuhY1+MVw3w9vv+rRQv/KnKPBN991TcFfrRvH4h5jULAAjqPQp9i44odAY8VjOWbaswr/vzgryGqgy7qS9Xj+5Go2YJLJ+zgXce+/KixnNaXc6RxlAjE14cR4suzSkpMDH7nT/YNH+zT7t7P7qblCtSyq6rNSpyUnOZOvqVstv6TOhFnwl9CIkMJj87n4+nfEpu2omAxQ4Q1GMAwX2GotBose7YSMFv3/od7+rYeMJvmIg6KhYAR+ZRCmf9gDM3C/DmmbCR49A1bwuAec0SihfNCljchlAjo5+/gSZdmmHKN7HwvblsX+A/z8Q3T2Too6OIb5GIw2Jn2eeLWPPjikptkq9IYeKXU1j66UIWTZsfsLhP+3nDIb5fewCrw0Wf5vE8MqgdWrXKp91fu47x+oKtZdfdHrA5XXx5W2+ax0Ww+egJvlq1j/05BYTotfx278CAx36aIdTIyOeuJ6VLM8z5Jha/P4+dVfwN4ponMuiRa4gr/Rus/GIx6874GwSaMdTIDS/cSLMuzTEVmJj77hy2+HmvTv7oLhp3KH+vqjQqco/m8vroVwmODGb0Y2NI6XgZWoOW44eOM/uN30nbmRawuHWhRno8dT0JpZ+pmz6cx+GFvv3c+oZetLyuB/rwIBxmG0cWb2PD+3/gcbkBiGwST9d/jSHysjgcZht7f1/Dti8XBSzuioJ6DSS47xAUWh3W7RspmPGN/zxTL57w8ZPK80zGUQp/+x5nTlZZG01iQ0KvGY8msSEeu42SxXMwrQj866hr412I2nJJFzd6PjoGl9PFVwOfJbppAkPfmcjJg1mcOpLtt337m/pgzS9Ba9SV3eaw2Fjy4k8UpOeBx0Nyr9YMfesOvhz4bFkCDQRNw+YYO/aj4Nf3cZsKCR0+kaDOQzCt/qPKx+R99Ch4fGMK6joMpc7Aqa+eAyB02J0YOw/GtOL3gMSefP+NeBwuNo59hKDLEmkxdQqmwxlY0o5XaldvWA8iu13O9okvAtDy9QewHs8jZ643ISbdMoLQVo3ZOeU1bLmnMDaKx213BCTm00I6tCL22sEcfuJNnKcKaPT0vdSfMJLjX//q01YVGkyjp+/h2LvfULR+G/VvGkXDxydz6KGXK7WLu30s1mPHUSgCuz+yNqUlxm6DyP/uP7iLCwm/7m6Cew+n5O+q/86qiBh0LTriKi6odHtwn2tQ6IPIe+9JUCgIu/YugnoPp2ThDIn9DN0fGYPL4eKbQd48M/htb57JryLPtLupD5aCEjQV8gzAyYOZHF68lavuGx6QOP3RJrcgqPNA8n9+B3dxIWGjJxPUfRim5bOqfEzeOw/7zTPWHWswrZ4HDjvK4DDCr78f16lsbAe2Be4FnMXJnAKmT5tLhx6t0Oq1Fy2OM9XlHHn909fhcrh4vNeTJDZP5J4P7yJzfybHD1ce79Pu/qjS9f/76n72rz9Qdr3rmC50Hd2FD+/5mOwj2UQnRWMuNAc0dl3T1gT3GcrJT17DVVRA5C33EzJgFMULfHODq6iA/O+m4crPA4WCoK5XEzHhbk689QwAYSNuRKHRkfvyv1AGhxI1+VGc+XlYNq0KSOwjnhyLy+Hi5T7PENc8gVven8TxA1nkntHvxvAgbv1oMvPemMWuRdtQadSE1Quv1EapVjL00dGk7zgakFjPtO5IDt+tOcD747sTHazniV/X8/nKvdzTp7VP24GtkxjYOqns+rwdaXy1aj/N6ocDYNCqGHp5Q/o5E/l2zQGfxwfS0Ce8uf6Nvs9Sv1kC49+fSPaBLE74+RtM+HASf745iz2LtqPSqAmtF3ZBYwUY+9S1uBwunun9FAnNE5k0bTJZ+zPJPiPeT+7+uNL1+76cwsENBwHQGXWk705n1hu/U3yqmM6juzBx2mReGPgcdos9IHF3fWQMboeLHwY/S1TTBAa+5f1MLUitHHfayl0cmLsee4kVXaiRq1+5lVbX9WDXT8sB6PPiTaQt28m8uz8gOC6S4Z/ez6mDWaSv3B2QuE/TNWtN8NVDOfnha7gK84m8/X5CBo+ieK6fPFNYQP5XH5Tnme79iLj5Hk688TQAyqBgIif9i6JZP2LZvhGFWo0qLCKg8Z9W18a7ELXlkt1zQ63XktK3Les/XoDDYuf49lSOrthN0yEd/bYPiY+k6eCObP5mcaXbXXYnBWknwOMBhQKP24M+LAh9qDGg8etbXIV19zpcp7Lx2CyY1/+JvuVVNXouVVgUtsM78diteOxWbIe2o46Kq+WIvZR6LVE9OpD+9WzcVhvFuw5zau12Yvp39mkbM6ALWTMWY88rwJ5XQNaMxcQO7OKNOdhI/Ji+HPrPd9hyTwFgPpqFx1H9L/nnK6JfV04tXIUtPQtXiZmcn+YS0a+b37ZhXTtgTcuicNUmPA4nOT/MxpCchC6xflkbY4sU9A0TOLUoMBPeivRtu2DdtgrXieN4rGZMK+ehv7xrtY8JGXwjJX//6vOLgioiGtv+rd4xY7Ng27cVdUy8xH4GtV5L475t2fjJApwWO9nbU0lbsZumg6vOM00GdWTr14t97ts9czWZGw/isgX2y2lF+tZdsOxYgyvvOB6bGdOa+ehb+75Xz4XrVA44Kkx2PR5U4TG1FGnNrF24hXWLt1JUYLqocVRUl3Ok1qClff/LmfP+XGwWO4e3HmHHsp1cOfzKah8XGR/JZR1SWP/HBgAUCgVD7x7MzNd+I7u0CJh3LA9zUWCLG4aO3TBvWIEzJwuPxUzx4tkYO3X329ZjNXu/cHgDxuPxoCr9dRVA17IdJcvm43HYceXnYd6wAmOnHgGJW2PQ0qpfWxZNm4/dYidtayp7l++i/TDfPNP9pt4cXLOP7fM343K4sJttnEjNqdzm5j4cWruPE6m5AYn3TAt2pDO8XUMax4QSatByW7dmzN+Rfs6PHdwmqezHgZbxkQxu04CE8KBAhuxDo9fSol9blkxbgN1iJ31bKvuX7+byob5/gy439eLwmv3snL+l7G+Qd4H6+jStQUvb/pcz/4N52C12UrceYdeyXXQc3qnax0XGR9K4QwobS9+rJzNOsuzbpRTlFeFxe1g7cw1qjZrY5HoBiVut19KoT1s2lX6m5mxPJW3lbpr4+UwtzjyJvaR8JaHH7SE0MbrsekhcJIf+2ozH7aE48yTZ248Q0bi+z/PUNkOn7pjXrcCZnenNMwv/OPc843ajii7PM0G9BmHbvxPLlrXgcuKxWXHmHvf7XLWpro13IWrTJbtyI7xBDG6Xm8L08iWueQczie9wmd/2Pf81mnUfzsNp9f/F4vofHyGiUSwqjZrds9ZiyS8JSNynqaPiMB/ZWXbdeSITZVAoCr0Rj9X/BDDyjufB48GRvp+SlbPwWL0Tesv2Fejb9sC2fxMAuibtsFd47tpkSKyHx+XGmlGe2MyHMwi9vKlPW2PDeEyHj5VdNx3OwNjI+yU0KDkBj8tNdK8riBtzNS6zleO/LSF79rKAxH2avkECReu2lV23pB5DExmGKiQIV3HlL0j6hglYUsvjd9vs2I6fQN8wAVtGNigVJNw9noz3vkHfKDGgcQOoY+Ix7d9edt2RnYEqOAyFIQiPxffLna7FFXhcTuyHdvncZ964FGPH3lh3eZfK61t0wHZgu0+7//XYw/zkmZMHM4mrIs90/9do1n8074IWMKqjio7DdrC8b5y5pf2uDyrLH2eKunsq4MF+dC8lS3+r9PcxXjUAY9fBKLV6XAV5WPdemENr6pK6nCNjG8bidrorHTqSuT+TJh39j/fTrhpxJYe2HOZUlrcIE14vnIj6EcQ3iePmqRNwOd2sn7OB+R8uwOMJ3LHImnoJWHeXH/LgzDqGKiQMhTEIj9n/eK//wocotDpQKCheeMZKMkXlK5r6gcnz0Q1jcDvdnKzQ78f3Z5HcMcWnbVLbhuQcPM7kbx4gqkE0x3am8cfLMynMLgAgPC6CjtdcxQfXv8nwJ8YGJN4zpeYV0aNp+Q8ql9UL45TJRqHZRtgZK9gqOl5oZtuxPJ4c1uFChFmtqNN/gwq5PvtAJo2u8B37iW0akXvoOHd8cz+RSdFk7kxn3ivlf4MLIab0vXqiwpjJ2p9Jylneq51GXMmRCu/VMyU0S0ClUZGXHpjDx8IaxOBxuSk6Vv78pw5mEtfef9wpAzrQ7fFr0QbpseSXsP692WX37fp5OU0Gd2LTJ/MJTYiiXptG7PhuSUDirkhTPwHrrvLDN5xZ6ahCw6vPMy9/iEKr9+aZP8vzjLZRCo7jGUTf/zSq6Ho40g9TOPNbXAX+/z61pa6NdyFq0yVb3NAYdThMlY+xt5dYKx1yclpy7zYoVEpSl+0kvoPvZAFg+rg3UGnVNO7dBqUm8C9bodHitpUfN+2xey8rtHqf4obbUkL+j6/jPJGJwhBESJ9rCR18C4W/fwiAM/cYCpWaqLu8+z040g9g2b4yIHErDTpc5srHeztNFlQG335XGXSVjg13mSyojHoAtDHhqION6BNj2TL+KfSJsbR640EsGTkUbt4bkNjL4j8jJu/tep/ihlKvw1VYXOk2t9mM0uB9DdEj+mHefwTLobQLUtxQaPV4Ko4ZW4Uxc0aBQKHVEdz3GvK/f8fvczmPp4NKTcwjbwFgT92HeeOygMRdFmMdjP2f5JlGvdugUCo5Wk2eudCUGl0V/a7zKW54LCZOffMKzpwMb54ZcAOhw2+n8Jf3y9qY1y/EvH4h6thEdE3bVXpu4VWXc6TOqMNyxni3FFvRBemrfdxVI67kz0/+KrseUXqIQYuuLXhp1CsYQgxM+fReCrILWP3rmlqP+zSFTo/HWt6f7tLLSp0BVxVfOrKfvQeFRouhY3dc+eX7Kdn27yS4z1AKpn+OMjgU45U9UGgDc+iTzqDDdka/W0ss6Iy+/R5WL5z45kl8edeH5Bw8zqAHR3DDqzfzya3vATDssdEsKv019kIx210E6zRl109fNtud1RY3/tyZzuVJ0cRf4FUa/miNvn8DW4kVbZBv/KH1wohrkci3d31E7sHj9P+/4Yx99Wa+KP0bXAg6oxbrme/VEgt6P/FW1HF4JxZ9+pff+3RBesa/chN/ffQn1hKr3zbnS23UYffzmXrmYZynHV64hcMLtxCaFE2TIZ2wnCyfk6Wv2kOvf4+jzfjeKNUqtnz+F3l7j/l9ntrkk2cs55BnnrwHhVaLoVPlPKMKi0ST2JCTH72B43gGocOvI+Lme8h776WAvoa6Nt7rmsAepC7O1z/6lp+ens6SJUtITEykX79+gYoJAIfZhuaMCZc2SI/dbKt0m1qvpeuU4cz9v0/P+pwuu5ODC7dy4y+Pk3cgk5MHs876mHOla9aRkKtv8MaedRiPw45SWx6/ovSy300RHXacud6E7TEXU7x0BtGTXkah0eFx2AgdcjvOvCwK//gUFBDcYxQhg26meP5XtRb/aW6LDZXRUOk2dZAel8Xm09Z1RluVUY/L7H197tJftjO+nYfb7sB8JJO8pZuIuLJ1rU7cw3tfReKUmwEw7T6I22JDWWHCePqLhNvi2+9uqw3lGa9VaTTgtlhRR4YTPeJqDt7/Yq3FeiZ96ysJGTYBAEf6ITx2KwpdhTGjq3rMBPUajnXnOtyFJ33uAwgbOxlnTga506ehQEFw/7GEjbqDwl/P/j75b4+9In95RlNFnuly33DmP1j7MfwTupadCBk4DgBHxmHcDlvlftd6x3PFzYlP8zhsOLO9S8k95mJKFk0n+r7XvIWQM9o7czPQJrckqPswSpb47lfzv6yu5ciKbGYbhjPGuz5Y7zMJriilfWNCo0PZurB8xYS9dIXkoi8XYym2YCm2sGrGalr1bFmrxQ1D+y6EjbnF+3+mHsBjOyPP6Evz+1mKcB6HHfO6pdT/9/vkvvEEblMxhbN+IOyaCcQ+9hpuUwmWreswtK/ZIV1nY7PYfApI+mA9NrNvvzusDvYs3UHmbu+c4O+P/+SZFS+jC9aTfEUKuiAdO//a6vO42lRxU9DLk6IxalWYKqxWO33ZqK1+CrlgZzo3d20WuED/AbvZ92+gC9JjN/m+b51WB/uW7CCr9G+w7JO/eHz5VHTBemwBKgqcyWa2oz9zzATpsfqJ97Tk0vfqtoXbfO7T6DRM/GASaduPsviLwG1m6TTb0PqZuzvMVccNUHQsj/wj2XR7dCyLH/8KXaiRQe9OZs0bv3J44RYMUSH0e+VWLKeK2fvr6lqN2dChC2HX3QqA/UhpntGX5+1zzjN2O+Y1S6n/4gfkvvo47pJiPA471h1bcBzznsSg+K9ZxE39EIXeUKmAUtvq2ngXojZV+8l066238vjjj9O8eXOys7MZM2YM7dq1IyMjg0OHDnHXXXcFLLCC9BMoVUrCkqIpPOY9ni2qSbzPZqLhDaIJiY9k9GdTAO+ZDLTBBm7783lm3vYOxcfzfZ5bpVYSmhBVq8UN2/5NZYeNAIQMugVVTAIc9E4Q1NGJuE1FVR6S4lfpMarqmESKl84Ap/eXGsvOVURc+yDF1T22hiwZOShUSvQJsVgzvcuujY0TMR/17StzWhbGlERK9h8FICilvJ3pSAYAHiosUQ7AcuWCZespWLa+7HqDRydiSE6icKX3b2FonITjVKHPqg0Aa1omkf3K94VQ6rTo6sdgTcvE2CwZTWQ4zT5+sfQ+DQqtlpbfv8Wemx/2bgF/nqy7NmDdtaHseuioO1DXS8K2x7sburpeIq6SQr+HdWiTW6AKjcDQsbc3PmMIYWMnYVr9J+Y1f6Gun0jxgh/BYccDWDYvJ+K2R8875v+G2Csq9Jdnmsb7bCYalhRNcHwkIz+tnGduXvA8v9/uP88Egm3PRmx7yg8VCR1+O+qYRGz7vEto1bGl/V7FISkVlR8+UMVvEErVRd9z41JU13JkRblpuSjVSmIaxHCidLlyYrMEsg753zwX4KqRV7F98XZsFVYK5BzNwWF3VDoEJRCHo1i2rsWydW3Z9fBxk9HEN8C6w/se0MQ1wFVcWOVS8UoUChRaLcqwCNymYjwWEwU/fVJ2d8igMdjTj9T6awDISzuBUq0kqkE0J9O9eaZ+0wSfzUQBsg9mVR4GFS6nXNmUhJYNeOLvFwBvgcTt9lCvSRzf/98XtRbvmZuC/nvWRg7mFnJ1S+8KxoO5RUQG6apdtbHj2EnySqz0aR64vZ7+iZOlf4PIBtGcKv0b1Gsa7/dvkHPweJV/gwvlROl7NbpBTNkhJAnNEsg+XPV+DVeOuJIdi7f7rOpRadTc8e6dFOQU8MsL0wMad2H6CRQqJaFJ0RSVfqZGNvH9TPVHqVISkhgFQEh8FB6Xm0MLvHM5c24hhxdtJalri1ovbli2rPXuiVEqfMJdaOKTsG7zznE08Q1wFRWce57RlOaZkmIcx49xMQZQXRvvQtSmajcUzc3NpXnz5gD88ccfdOnShc8++4zp06czb968gAbmtNo5snQHV04ejFqvpX7bZJJ7tebA/E2V2p08nM23w55n+vg3mT7+TZZOnY7lVDHTx79JSU4B9Vo3JO7yZJRqFSqdhvY398UQGULOrsCdBgvAuncDhlZdUEXWR6EzYLxqINY96/22VddviCoiFlCg0BsJ7j0W+7EDZb96O3LSMLTuAioNqDQYWnfDmZcZkLjdVjunVm0l6dbhKPVaQlqlENm1HScWrfNpe2LhOuLH9kMbHY4mKoz4a/uT+5f3A8J2PI/CHQdJHD8EhUaNoUF9ovt0JH9dYPYKOS3/77VEDuiBLikOZZCB2BuGkb/Y/wdh4Zot6BsmENbtChQaNfXGjcByNANbRjbFG3ey97ZHOTDlOQ5MeY7s72djOZLOgSnP1Uphwx/rjnUY2ndDFR2HQmcguMdQrNv9/wqa/91bnPzoOU598iKnPnkRd3EBRXO/x1J6+IYzKw1D++6g1oBag6FDT5w5gRkzdTl2p9VO6tIddJxUnmca9WzNgQWV88ypI9l8P/x5Zkx4kxkT3mR5aZ6ZMcGbZ8Bb8FBp1SgUirLLBPgMO9Zd69C37YoqyptngroOxrrL970KoI5rhCqyHt48E0RIv+uwp+0vzTMK9Jd3R6EzlrZtiKFDL+xp+wMa/9koVUo0WjUqlaLsslJ1cffBrss50m6xs23xdobdNxStQUvj9sm07dOGDXM2+G2v0Wm4YmB71s6q/NnlsDrY8udW+t/eD51RR3i9cLqP7cau5b576NQmy+Y1GK/siTo2HoXeSEi/4Zg3+t/sWdekFer4Bt4vGzo9ocNvxG02lW3mp4qKQWEMAoUCXbM2GDv3puTvqs9mdj4cFjt7/t5Bv3uGoDFoadAumZa9W7N17iaftptnb6BV3zbENUtAqVbSZ9IAjm45jK3EyqJp83lrxFTev+4N3r/uDfYu383GX9fy67M/BSTu0wa3acDc7Wmkniii2Grn69X7GNK2QbWPmb8znd7N4gmqcDgLgNvjweZ04XS78ZRedgTwzHWnOax29v69g753D0aj15LULpnmvVuzfZ7v32Dr7PW06NuG+s3iUaqV9Jo0gLQtRy7or9h2i50di7cz5N4haA1aktsl07pPGzbN8b8Pkkanod3A9myYXfm9qlQrue2t23HYHPz41PcB3RMHvJ+pR5ft4IrSz9R6bZNp2LM1Bxf49nOzEVehjwgGIDy5Hpff0o+sjd6zvBQeywWFgpQBHUChwBAZQuN+7Tl1qPZ+lKyKZdNqjFf1RF2vNM8MGFF1nmnaCnVChTwz8kbcFhPOHG+eMa9fib7NFd5cpFQRMmAktiP7A7pqA+reeBeiNlW7ckOnK6/Kb9mypexQlNDQUFQq3/Ob17blr/1K32du4PaFL2AtNLP81ZmcOpJNXLvGDH93Ep/2ehyPy425wjF61kIzHren7DaVVk2Ph0cRmhCF2+ni5OHjzH3wM8x5RQGN3ZG2F/OmxYSPmQJqDfZD2zGtKz8XfcRNT2LesBDb/k2owqIJ6jocpTEYt92KI20/RQu+LmtbvOhHgnuPIerOF0EBzuw0ihd+H7DYj7z7IymP3EKnmW/iLDJx5N0fsKQdJ6TNZbR8ZQrrhz0AQM7cFejjo7n8s2cByF2wquwUhwAHp35OysM3c+Xv/8GRX0z6139QuHVfwOIGKN68i9xf/yTl1UdQ6rQUrt5M9vflG1Q1++gFcqbPo2DZelxFJRyd+iEJd4+nwb/uxLz/CGmven/J8zidOPPLx4jLZAGnq9Jttc1+eDfmNX8RcfPDKDQabHu3ULJsTtn9UXc9h2nVfKy7NuCxmCoX1z1uPFYzHod3yWHhH18TOugGYv7vNVAocGSmUjS79g9j+m+IfeXrv9L7mRu45S9vnln52kzyj2RTv11jhr4ziS96e/NMxWOBbUXePFPxtmHv30V86WZd9S9PptdT1/PHXR+QteVwwGK3p+7BvGERETc+CGoNtgNbMa2aW3Z/5B3PYFr7J7Y9G1GFRxPccyRKYwhuuxX70b0UzfmyrK2uaTuCe10DKhXukkIsm5dh2bw0YLGfixvuHca4+0eWXe97TRd+fG82P74XmC+h56ou58ifX/yFm14cz2vLX8ZUaOKnF6dz/HA2KR1SuPfju3noyn+Vtb28b1vMxRYObPA9Zef0qTMY99wNvLL0Je9hKTPXsOY3/4W12mLbv5OSZfOJuusxFBot1p2bKm0SGvPwVEqWzMWydS0Kg5GIayagCovA47DjOJbKyS/+A07vIRWahEaEjRiHwmDElZdDwY+f4MwJ3Ben2VNnMub5G3lq6YuYC8zMnjqD3MPZNGrfmFs+nMzzXR4D4MiGgyx8bx43fzARrV7L0a1HmP74d4B3qXnFQ+YcVgcOix1LgM9S0zmlHuM7N+G+H1Zhc7ro3TyeO3u0KLt//KeLublrs7LVHjaniyV7M3l5tO9ZeLal53HfD+VfFPu8/gftG0QzbUJgzlRT0byXf2Xk8zfw6NIXMBeYmfvyTE4czqZB+8ZMmDaJl7s+DkDqxkP8/f48xr8/EY1eS/rWVGY+8V3A4zvTzJdmcOOL43hx2VTMhSZmvPQL2YezadyhMZM/upvHrnqkrG2bvm2wFFvKTgF7WnK7xrTu3Rq7xc4ra14ru/2Tuz/iyJbArFRa8/qv9Hj6Bsb/+QK2QjOrX5tJQWo29do1ZtDbk/imj7ef612eTMe7h6I2aLHmm0hdso3NnywAwGGysfixL7nyvuF0e2wsTpuD9JW72fpl4A6pOc22byclS+YTde/j3jyzfRPFCyrkmcdepmTRHCxbSvPM6AmowiO9eSb9CCc/Kc8z9kN7KZo3k6iJD6HQarGnHiD/u4+r+q9rVV0b73WJ7LlxaVN4qinjXnfddUydOpWoqCj69+/P7NmzSUz0LkscPHgwCxYs+Ef/2bROD55ftBfJdeMDe/rSQDo458JtOlbbgnR1t9/rdw588U/4+n3uxd+4rqZGj6m7v5Lc/lndzTNPNrxk99U+q+9zArMB5oXw9OBAHFh5YXywMPxih1BjDz9U/eaxl7L33q5+34ZLWaHLdbFDqLHWxro7nxnSNbBnJQmkT5ZGXuwQzsvz296+2CEEzIKe913sEAJm8IoPLnYI563aWd1DDz3EhAkTMJvNXHfddWWFjdWrV5OcnHxBAhRCCCGEEEIIIYSoTrXFjc6dO7NmzRpMJhOhoaFlt7dv35527doFOjYhhBBCCCGEEEKIs6q2uJGVVX78aUlJCQqFgsjISIxGY8ADE0IIIYQQQgghLhWy58alrdrixujRo1EoFJV2Vy4pKaFdu3a8/vrrxMdfGqf4EkIIIYQQQgghxP+uaosb69b57nzucrn4+eefefHFF/noo48CFpgQQgghhBBCCCHEuVD+0weoVCrGjx9PdnZ2IOIRQgghhBBCCCGE+EdqfA48Vx0+rZUQQgghhBBCCPFPKGTTjUtatcUNi8Xic1tBQQE///wzTZo0CVhQQgghhBBCCCGEEOeq2uJG+/btfTYUjYqKomvXrjz11FMBD04IIYQQQgghhBDibKotbuzbt+9CxSGEEEIIIYQQQghRI+e058bhw4c5ePAgAE2bNqVx48YBDUoIIYQQQgghhBDiXFVb3LDZbPzf//0fa9eupWHDhng8HtLT0+nWrRtvv/02Wq32QsUphBBCCCGEEEJcNAo8Z28kLppqTwX72WefAbBixQpmz57NH3/8wfLly1EoFHz66acXJEAhhBBCCCGEEEKI6lRb3Fi8eDFTp04lNDS07LawsDBeeOEFFi9eHPDghBBCCCGEEEIIIc6m2uKG3W4nMjLS5/bIyEhsNlvAghJCCCGEEEIIIYQ4V9XuuaHX66u8z2Aw1HowQgghhBBCCCHEpUhxsQMQ1aq2uHHs2DEeeOABn9s9Hg8ZGRkBC0oIIYQQQgghhBDiXFVb3HjyyServK9Pnz61HowQQgghhBBCCCHEP1VtcWPUqFEXKg4hhBBCCCGEEEKIGqm2uPHDDz9UeZ9CoWDcuHG1HpAQQgghhBBCCHGpUcimG5e0aosbu3bt8nv7hg0byMrKkuKGEEIIIYQQQgghLrpqixuvvPJKpes7duzgrbfeIigoiI8++iiggQkhhBBCCCGEEEKci2qLG6cdPnyYt99+mwMHDjBlyhSGDRuGQtbkCCGEEEIIIYQQ4hJQbXEjOzub9957jzVr1jBp0iTeeecd1OpzqocIIYQQQgghhBD/NRR4LnYIohoKj8dT5V+obdu2xMTEcOONN2IwGHzuHz9+/D/6z7YMuvOfR3gJcDiVFzuEGouOsVzsEGqspFB7sUOoscwS3/eLCLykUNPFDqHG3O66m2dMtrpb9H45zXmxQ6ixRxvU3RwpLo6Y0Lo7J7BY626eUSnr7pchnb7u5sj8Iv3FDqHGgnSOix3CeWk778uLHULA/N37nosdQsBcvezDix3Ceav2k2LIkCEoFAoOHz58oeIRQgghhBBCCCGE+EeqLW7ceWfdXGkhhBBCCCGEEEKI/x3VFjcmTZrkd+NQj8eDQqHg77//DlhgQgghhBBCCCGEEOei2uLGkiVLLlQcQgghhBBCCCHEJUvOF3ppq7s72AkhhBBCCCGEEEIgxQ0hhBBCCCGEEELUcVLcEEIIIYQQQgghRJ1Wd08aLoQQQgghhBBCXCCy58alTVZuCCGEEEIIIYQQok6T4oYQQgghhBBCCCHqNCluCCGEEEIIIYQQok6TPTeEEEIIIYQQQoizUMimG5c0WbkhhBBCCCGEEEKIOk2KG0IIIYQQQgghhKjTpLghhBBCCCGEEEKIOk323BBCCCGEEEIIIc5CgedihyCqISs3hBBCCCGEEEIIUadJcUMIIYQQQgghhBB1mhQ3hBBCCCGEEEIIUadJcUMIIYQQQgghhBB1mmwoKoQQQgghhBBCnIXiYgcgqiUrN4QQQgghhBBCCFGnXfIrN2JH9afetYNQ6rTkr9rMsQ++x+Nw+m0b0q45SfeORxsTiWl/Kmn/+RJ77ikAwnt0JHZUP4yNkzAdOMrBR98IaNyqECONH76FsCta4iwq4dgXv3NyyQa/bZPuHE3MkO4AnJi/imOf/+bTJrp/Z1Ieu50j//mWEwtWBTR2gLDBgwgfMRSlVkfJhg2c+OJrcPrpd5WKelPuQdc4GU1MDJkvTMW6d1/5/Wo10bdMIKhTRxQqFdb9BznxxVe48vMDFnv0Nf2JHTsYpV5L4arNZHzwHR5/sQPBl7cg4R7vmDHvTyX97S9x5J6s/BKDg2j+2VRsGdkceuTVgMWtCTHS5rHxRHdqjqPQxP5P/yBr8SafdpHtm9DklsGENk3CUWxm2fX/rnR/yGUJtHrgWkJSEnCarRz7YzWHvv0zYHHX9dgBokYOIGbsEJQ6LYWrN5E17dsqx0zQ5S2Iv+sm75g5cISMt7/AceJkhftbEnfbdegS6+MqMXH8858pXLUxYLHX1fGuDjGS8q+bCS/NkWmf/07eEv/91HDiaGKHdAMgd/5q0j6rkCOVCpJuGUG9QV1RGfVYMnPZ/fBbuEyWgMV+Lobd1JerR3ejUbMEls/ZwDuPfXlR4zlNHWKk6SM3EXFFCxxFJaR+NpsTVfR78sRrqF/a79nzV5P62ayy+yK7tCH5zmvQ14+k5EgmB9/8HnNatsT+Xxi7P5HDBxA1eigKnZbiNRvJ/riKnKlWkfDQXegvS0YbG03a069i3rXPt10A1dV5JNTd/A4QMWwgUaOGoNDpKF67kZxPvqlyjMQ/eDeGlEZoYmNIf+YVzLvLx0jkyMGE9emOOiYKV1EJBX/+zanZCwIWtzrESMrDN5fN39O/qPqzqcGdlT+b0ivM37ss/gSXxQalpw3NW7qJI299F7C4T4u+pn/5fGbVJjKnVT9m4u+eUDafOfbWl2XzmcQHbye8V+dKj9193b3gltOgikvbJb1yI+SKVtS7bjAHn/gPu255DF1cDHETRvptqwoNpvEz95D17Sy2X/sA5oNHSX5ictn9rhITub8vJvuXwCXEihpNGYfH6WTLtf/i0Ctf0OiB8Rgaxvm0ix3ak4hu7dg16QV2TnyBiC5tiR3Ws1IbVbCR+BuHYE7NvCCxG9q2IXzkMLKmvkra/f+HJjaWyLGjq2xv3X+A3Gkf48wv8LkvfPBA9E2akPHYk6Tdcz9uk4noW28KWOwhHVoRe+1gDj/5JntvfRRt/WjqVzNmGj19D9nfzWLX9fdjPniUho9P9mkXd/tYrMeOByzm01o9eB1up5O/r3mCbS9+TauHrie4UX2fdi6rnWPz17Lvo1l+n6fds7dyavthFg17lPX3v0uDUT2I7dZGYq9CcIfWxIwdQupTr7Pvtn+hrR9D7Phr/LZVhQbT8Mn7yPn+N/bceB+Wg0dp8NjdZffrkuJp8Mhksr/7ld3X3cPBKc9iOXQ0YLHX5fGefP+NeBwuNo59hAMvf0HjKnJkvWE9iOx2Odsnvsj2iS8S0aUN9SrkyKRbRhDaqjE7p7zG+uEPcOjVr3DbHQGP/2xO5hQwfdpcFs0IfDH6n7jsgRtwO5ysHfMY+6Z+RZP/uxFjI99+jxvWnaju7dg8cSqbJ75EZJe2xA3vAYA+IYbmT97Gwbd/ZPXwhzm1ZietXroblIGdUkjsFyf2MwW1a03UmKGkPfsahyY+jKZ+LNE3jqqyvXnvQbLe/gTnqYILF2SpujyPrMv5Pahda6JGDyX9udc5PPkhtPViiL6h6jFi2XuArHc+8TuPRKEg671POXjTPWS8+CYRQ/oR0u2qgMWePOVG3E4Xm659hIOvfEFylfN372fTjkkvssPPZxPAjskvsmH4A2wY/sAFKWwEd2hFzNghHHnyDfbd9gja+jHUm3CN37aq0GAaPnUvOd//zu4bpnjnM4/fVanNiV8XsHvsPWX/pLAh6oJLurgR1a8rJ/9aiTUtC1eJmewf5xDVv6vftuHdOmBJy6Jg5WY8DifHv/sDQ+MkdIneL1jFW/dSsHITjlOFAY9bqdcS2aMDGV/Nxm21UbLrEAVrthPdv7NP2+gBXTg+cxH2vAIcJws4PmMRMQMrv8akO0aRPetvnEUlAY8dIKRnd4qXLseRkYnbZCb/t1mE9Orhv7HLReGCv7DuPwBut8/d6pgYzDt24ioswuNwULJuHdrExIDFHtGvK6cWrsKW7h0zOT/NJaJfN79tw7p2wJqWReGqTXgcTnJ+mI0huXzMABhbpKBvmMCpRYH9gqLSa6nfqx0HP5+Hy2Inf+cRclfvJGHglT5tC/emkbVwI+asPL/PZawfRdaijeD2YM7KI3/HYUL8TKIldq+Ivt3IX7QSW3oWbpOZ3J//IKJfd79tQ7tcgTU9i6LVpWPmx1noK4yZ2OuHc+rPZZRs3gluN65iE/bsE4GLvY6Od6VeS1SPDqR/7c2RxbsOc2rtdmL85MiYAV3ImrEYe14B9rwCsmYsJnZgF6C08DumL4f+8x220l9XzUezqvxV9kJau3AL6xZvpajAdLFDKaPUa4nu0Z60r+bgttoo2nWYk2t3ENvf94tC7MDOZPxyut8LyZyxmHql/R7ZqSWFOw9RtOswuN0c+3kh2uhwwi9vIrH/l8XuT1jfbhQsXoH9mDdn5v0ym/C+/nMmThf5cxZi2XsQj585QqDV1Xkk1N38DhDauzsFf6/Afsw7j8yb8QdhfaoZI3MXYtnnf4ycmjUf25E0cLuxZ2VTvGELxhaBGfOn5+/Hvir/bMpf4/+zKXZAF7Jmlr5XTxZwfMZiYkrfqxdLxNXdyF+4smzM5P48p5ox453PnB4z2X7GjKiC4r/433+BS7q4oW8Yj+VIRtl185EMNJFhqEKCfNoazmjrttmxHT+BoWH8BYm1In1iPTwuN9bM3LLbTEeO+Y3F0Cge8+HKr7Fiu6BmjQhq2pDcOSsCG3QF2sREbGnpZddt6emow8NRBgf/4+cqXrYcfdMmqCLCUWi1BHfrinn79toMtxJ9gwSsqcfKrltSj1U5ZvQNE7BUaHt6zOgbJnhvUCpIuHs8mR/9cHpVYcAEJcXicbkxZZSPmaLDmQTX4It96oylJAy6EoVKSVBSLOGtksnbHLhlwHU5dgBdw/hKY8aaegxNRNVjxppa/t7w2OzYs3PRNfCOGWPzxgA0+eBFmn/7NokPT0IV7Ps8taWujnfD6RxZYcyYD2dgbOSbI40N4zEdLo/bVKFdUHICHpeb6F5X0HHG67T/5gXqj+wd2ODrMEOi971qqdDvpsMZBPl5rwY1jMdU4bOp5HBGpZUGCkWFWZDCe92YHLjPW4m9NNwLHLs/uqTKeceWegx1FTnzYqur80iou/kdQNcgAdvRCvPIo+moI8JR1sLnobFFM2zpgVnJ7H/+nlHN/P1YpXbGM9q1eutfXPHL6zT9913o6kUFJOaK9A0qjwNLdfOZBvFYj5S39djs2I+Xz2cAoob2oeXP73HZu88S2vWKwAYvRC2ptrixfv16srPLj+X87LPPGDlyJPfeey85OTkBD06l1+Eymcuunz6GWmXU+7RVGnQ+x1i7TBaUftoGmkqvw2X2jcVf3N7XWN7WWbGdUkGj+8eR9sFP4LlwS8GUeh1uS3m/u0tfi1L/z/vScTwb58lTNPrwfZK//BRtQjz5v86qrVB9nDkOTl9WGvyMGb0O9xljxm02l7WNHtEP8/4jWA6lBSze01QGHU6TtdJtzhIL6hqM39y1u6jfqz0DF71Nrx+eJWPeWgr3pZ/9gTVUl2MH77j2l2eqGjN+80xpW3VUJOF9upL28gccmPQ4Sq2G+LvGBy72OjrelQbfHOk0WVAZdD5tVX5e4+kcqY0JRx1sRJ8Yy5bxT7H/+U9IunkYYVe0COwLqKNUBn0V/e7ns8mgw3nGZ9Pp93T+5n2EtW1C2OVNUKhVNBg3CIVahUqnldj/y2L3R2nQl80LgLLXpjQYLmgc56KuziP9xVNX8rs3Hv9jRHWeYyT6+lGgVFC4ZOV5PU9Vqp6/+/ls0ld+r545z9/14JtsmfAk2277N46TBTR/6d6AH0J25mdrtWPGT15ymctfw8k/FrN/4hPsGfd/5Hz3O0kP3oGxxWUBjF6I2lHthqKvvvoqX3/9NQDr1q3jiy++4Nlnn2Xv3r289NJLvP/++7UaTESfq2hwv3c/hpJdB3FZbSiN5Ynw9BvOZbb6PNZtsfl8WKmMetx+2gaay2pDZaycwFVGg9+4vW31Fdrpy9rVG9Ebc2omJXtTAxpvcLeuxNx5GwDWfftxW22VJimnL7ut/7wvo2+/BYVGTeqdd+G22YgYPpS4xx8h85nnaiX28N5XkTjlZgBMuw/ittgqTURO963b4mfMnDG+AJRGA26LFXVkONEjrubg/S/WSpxn47LYUAdVHr/qID3Ofzh+NSFGOr1xD3vemUHW4k3oIkNp/8Id2PKLSZ8VmMlAXYs9vHdn4u+9BQDz7gO4rdZK79ezjRl/7+3TbT12O/mLV2HP8hZ/c3+ZS+Opj9Ri7P8d492bryvHog7Sl26+VpnrjLYVc6Tb5t1bI+PbebjtDsxHMslbuomIK1tTuHlvAF9B3eSyWP2MXz0uP+PlzPe12mgoe09bjuWw/7VvuOz+G9BGhpK7eAPmtGxseYHbKFpivzixA4T27ELc3aU5c88B3BZrFXnn4m7iC3V7HlmX83tozy7Un3wrAOa93s/VyvPI0n4/jzESPrgfob27kf701Co3yDxf/ufvelxmP59NVhvqKj6bAIp3HvS2c1pI/XA6V85+F2PD+phTs2ot3vDenUm4r/KYqVhAqnbMnPE+Bu+YOf0aLIfLf1gq3rSTgmVrCet6Bea9h2otfiECodrihtPpJCwsDIAlS5YwZswYhgwZwuDBgxkxYkStB5O/dD35S9eXXW/02ESMjZMoWOk964KhcRKOU4W4in2PYbakZRHVr/w4SqVOiy4uBkta7SWRc2XNyEGhUqJLiMVWurTNmJLoNxbL0SyMKYmY9h8FICglqaxdaPsWhLZtQviVrQFQhwRhvKwBxpQk72qOWlKyeg0lq9eUXY+97250DRpgWuc9u4uuYQOcBQW4S/75nh+6hg05OX0GbpP3b1b41yIirxuLMiQYd/H57yFSsGw9BcvKx0yDRydiSE6i8BzGjDUtk8gzx0z9GKxpmRibJaOJDKfZxy+W3qdBodXS8vu32HPzw7W+qZLpWC4KlRJjYgzmDO8eDSEpCZQc/Wcbfxnjo8HtIfMv79/OeqKA40s2E9u5VcCKG3Ut9oJl6yhYtq7setK/JqNPTio7o4k+uQGO/KrHTMTV5cevKnRatPVjypbIWo9mBHSV1X/LeLeU5kh9QmzZ8l9j40TMR31zpDnNmyNLynJkeTtT6RJyT8V11hdwlVtdY8nILe33GKyZ3vdqcEoiJj/vVVNaFkEpiRTv8/7SG5SSgLlCu7wVW8lbsRUAVZCBzkO6lrWV2P97YgcoWrGWohVry67HPzQZfaMGFK/25kxdowY4q8iZF1pdnkfW5fx+5hiJ+7+70DVKoniN9/Nc36gBzvwC3CU1GyNhfXt4Nyh9+mWcJwNXzLP6+WwKOsv8/fRnkzElEXO1Y8VDbW9q4DOfeWQS+sYV5zNJVc9n0rOIuLp8zChKx0yVh/zUfvh1luJCHNslauyc10dt27aNjh07Amcc8xlApxavIWpgd/QN4lAFGYi7cSgnF63x27ZwzRYMjeIJ79YBhUZN/fHDsaRmYMsoPaxGqUChUaNQKkHhvYxKFZC43VY7+au2knjLCJR6LcGtUojo2o68Ret82uYtWkvcmP5oosLRRIVRf2x/TvzlfY1HXv+KHbf/m12TX2TX5BcxHUgj89s5ZHw1KyBxn1a8chUhfXqhSYhHaTQSMWokxcur+XKpVqPQaABQVLgMYD18hJAe3b0VfJWK0P5X4zx1qlYKG/7k/72WyAE90CXFoQwyEHvDMPIXr/bbtnDNFvQNEwjrdgUKjZp640ZgOeodM8Ubd7L3tkc5MOU5Dkx5juzvZ2M5ks6BKc8FZLdol9VO9ortNL19KCq9lojWjanXvW3ZF/1KFAqUWjVKtQpF6WWF2juWTce8H8bx/TqCQoE2MoS4PldQdDhwZ9qpy7ED5C9ZTcSAnuiS4r1j5vrh5C/2v+Fa0VrvmAntWjpmbhyJ9Wh5nslfvIqIft3R1ItBodMSM3YIRRsCt8dMXR3vbqudU6u2knTrcJR6LSGtUojs2o4TfnLkiYXriB/bD220N0fGX9uf3L+8k2jb8TwKdxwkcfwQFBo1hgb1ie7Tkfx1O2s95n9KqVKi0apRqRRll5Wqi7vNldtqJ2/lNhrd5u330FaNiep6ObmL1vu0zV24nsSxV6ONDkMbFUbidf3I+av8y0twkwagVKAJC6bpw+M5uWYnlmOBO1xVYr84sftTuHQN4f16ok2MRxlkJPra4RQsqXqTSkWlOYKq0hwh0OrqPBLqbn4HKFq+mvCrS8eI0UjUtSMoXHpuY4Qz5pGhPbsQM34sx557HUdO4DbohgqfTbeUfzZFVPXZtGgdcWP6oS2dv8eP7c+J0veqoWEcxpREUCpQ6nU0mnwt9rwCLOmBPVNN/pI1pWPGO5+pd8Pws46ZsvlMhTEDENbtCpR6HSgUBLdvRXifLhSt3xbQ+IWoDQqPp+qfuR5++GHq169PbGws06ZNY9myZRiNRkpKSrjxxhuZM2fOP/rPtgy68x8HGDu6P/WuHYxSq6Fg9RbS3/+ubCf8Fp88T/bP88uq9CHtW5B0zzi0sVHl5yfP8Z6vObJ/Vxo9fHul5z65aDVp//nqrDE4nP98QqoKMdL4X7cS1qEFzmITxz7/jZNLNhDS+jKavXI/m4bfX9Y2aeIYYgd7d5HOXbCKY5/96vc5W/znYfIWr+fEgnPf6To6pmZLAMOGDCJ8xDCUGi0lGzZy4ouvoHQZYNIbr5A/a07Zao8G772FJiam0uPTpjyIMy8PZXAw0bfchLFNa1CrsB/L4OT3P2I7fOSsMZQU1uw44uhRA4gd6z2nfeHqzWS8X36O72YfvUDO9Hllv44Et2tBwt3j0cZGYd5/hPS3fM8LDxDRrxtRA3uc83nhM0v++XGlmhAjbR4fT3TH5jiKTOz/5A+yFm8iom0KnV6/h4WDHgYgsl0TOr/3QKXHntx6kPUPvAtAVIemNJs8kqCkWNw2BzlrdrLnvZllS/gD4VKJPSm0Zr8KRV8zgOgxpeeFX72JrGnflo2ZJtNe4sSMuWW/jgRd3pL4uyZ4x8yBI2S8/XmlMRM77hqihvYFoHjzTrI++QF3hWO+q+J21+yL76Uw3k22ahcB+qUOMZLyyC2Ed2iBs8hE2ue/kbdkIyFtLqPlK1NYP6x8nDScNLpSjkz79Ley+7TR4aQ8fDOhbVJw5BeTOf0vcuae+0qfl9MCs7x53P0jGHd/5dM2/vjebH58749a+z8ebfDPc6Q6xEjTR24i4ooWOIpMpH42ixNLNhLa5jLavHovq4c+WNY2edIo6g/xrlTKnr+a1E9/L7vv8ncfJiglEY/TRd7yLRz+aCZuq/38X5TEHtDYY0Jr59CRyBEDiRo9BIVWS/HaTWR/9E1Z3mn83lTyZs4t+yU/5dM30cZGV3r8oUn/wpHr/6xZVbFY/3megUtjHqlS1qyIcCnkd52+ZjkyYvhAokYN9Y6RdZvI+fjrstiT33mZk7/NKR8jH7+JJrbyPPLw5IdxnMij8UdvoomKqHQWrMIVa8j55JuzxpBf9M/3S1GHGEn51y1l8/f0059NrS+jxStT2DC8/LOpwcTR1Cv9bMpZsIr0z7yfTaHtmtH4gXFooyO8Z13Zc4S0T3+ttFHp2QTpajZni75mADFjB5eNmcwPyuczTT98kdxf5pXNZ4LbtST+rvIxc+ztL8rGTMprj6NPTgSFAnt2Hrkz5lG4ws+PVlVoO+/LGsVfF6zse9fZG9VRPZZ8fLFDOG/VFjeKiop45513yM7O5qabbqJLF+8pjtasWcP+/fu57bbb/tF/VpPixqWgJsWNS0VNixuXgpoWNy4FNSluiPNX0+LGpaCmxY1LQU2KG5eKQBU3LoSaFDfE/7baKm5cDDUtblwKalrcuBTUtLhxKahJceNSUdPixqVCiht1039DcaPaT4rQ0FCeffZZn9u7du2KViuTKiGEEEIIIYQQ/xtk65FL2z8qg+fm5vL777/z22+/4fF4WLhwYaDiEkIIIYQQQgghhDgnZy1uOJ1O/v77b2bOnMmOHTtwOp188cUXtGvX7gKEJ4QQQgghhBBCCFG9ag/yfvnll+nVqxfTp09nxIgRLF++nLCwMClsCCGEEEIIIYQQ4pJR7cqN6dOn065dOyZNmkTnzp2BC3caWCGEEEIIIYQQQohzUW1xY+XKlcyZM4fXX3+dwsJCrrnmGlwu14WKTQghhBBCCCGEuCTI7/yXtmoPSwkNDWX8+PH89ttvTJs2jaKiImw2G+PHj+fnn3++UDEKIYQQQgghhBBCVKna4kZFzZs356mnnmLFihVMmDCBv//+O5BxCSGEEEIIIYQQQpyTf3QqWACNRsPgwYMZPHhwIOIRQgghhBBCCCGE+EeqLW707du32g1EZfWGEEIIIYQQQoj/BQo8FzsEUY1qixuffPIJAB6PhwceeID33nvvggQlhBBCCCGEEEIIca6qLW40adKk7LJer690XQghhBBCCCGEEOJScM4bigohhBBCCCGEEEJciv7xhqJCCCGEEEIIIcT/mmq2oxSXgGqLG2PGjCnbUDQ1NZWxY8dWun/mzJmBi0wIIYQQQgghhBDiHFRb3Hj44Yex2+0YjcZKt5vNZrRabUADE0IIIYQQQgghhDgX1RY3Vq5cSePGjbn22msr3T5jxgxSU1Pp2rVrQIMTQgghhBBCCCGEOJtqNxRdv349Y8aM8bl9zJgxrFixImBBCSGEEEIIIYQQlxLFf/G//wbVFjdcLhdKpW8TpVJZtheHEEIIIYQQQgghxMVUbXHDarVisVh8bjeZTNjt9oAFJYQQQgghhBBCCHGuqi1uDBkyhMcee4ySkpKy24qLi3n66acZNGhQwIMTQgghhBBCCCGEOJtqixv33nsvWq2WHj16MGrUKEaNGkXPnj1RKpVMmTLlQsUohBBCCCGEEEIIUaVqz5aiVqt58803SUtLY8+ePQC0bNmShg0bXpDghBBCCCGEEEKIS4ECz8UOQVSj2uLGaQ0bNpSChhBCCCGEEEIIIS5J51TcqC1rT4ZcyP+u1lx7o+Nih1BjW2drL3YINZYQarrYIdRYhx6+G/GKwPt9UfjFDqHGxoyqu2PmuR80FzuEGnu0QbVHZ17SXk+vuxt7f9Sv7sb+xqqIix1Cjf17cvTFDqHG3n255OyNLlFWT939pbdXuPNih1Bj7a+su2Pms8V1N88AtL3YAYj/WXV3VieEEEIIIYQQQgjBBV65IYQQQgghhBBC1EmKix2AqI6s3BBCCCGEEEIIIUSdJsUNIYQQQgghhBBC1GlS3BBCCCGEEEIIIUSdJntuCCGEEEIIIYQQZyFbblzaZOWGEEIIIYQQQggh6jQpbgghhBBCCCGEEKJOk+KGEEIIIYQQQggh6jTZc0MIIYQQQgghhDgLhcJzsUMQ1ZCVG0IIIYQQQgghhKjTpLghhBBCCCGEEEKIOk2KG0IIIYQQQgghhKjTpLghhBBCCCGEEEKIOk02FBVCCCGEEEIIIc5CcbEDENWSlRtCCCGEEEIIIYSo06S4IYQQQgghhBBCiDpNihtCCCGEEEIIIYQ4J6mpqVx//fUMHDiQ66+/nqNHj/q0cblcPP/88/Tr14/+/fszY8aMc7rvfMieG0IIIYQQQgghxFkoZNMNAP79738zbtw4Ro4cyezZs3n22Wf59ttvK7WZM2cO6enpLFy4kIKCAq655hq6dOlCYmJitfedD1m5IYQQQgghhBBCiLM6efIke/bsYdiwYQAMGzaMPXv2cOrUqUrt5s+fz7XXXotSqSQyMpJ+/frx559/nvW+8yErN4QQQgghhBBCiP9hRUVFFBUV+dweGhpKaGho2fXjx49Tr149VCoVACqVitjYWI4fP05kZGSldvHx8WXX4+LiyM7OPut950OKG0IIIYQQQgghxP+wb775hg8++MDn9vvuu48pU6ZchIj+OSluCCGEEEIIIYQQZ+W52AEEzC233MKoUaN8bq+4agO8qyxycnJwuVyoVCpcLhe5ubnExcX5tMvKyqJt27ZA5dUa1d13Pi7p4oYu1Ejfp68nqXMzrAUm1k6bx8G/tlTZXqlWcf2Pj6A16vhm2PMA6MOCGPKfO4hoGItCpSQ/NYfV7/5B9o7UgMdv6NAHY6f+KNQabAe3Ufz3dHA5feMOjST6zhdw221lt5k3LsK83nvcUeTNT6EMLV/io1CrsafuoXD2JwGJWxNipNVj44nq2BxHoYmDn/3B8cWbfNpFtm9Cyi2DCWmShLPYzIob/u3TpsGY3jS8tjfa8BCsuflsffJTzBm5AYn7tKiRA4geMwSlTkvR6k1kffgtHqdvvwMEtW1B/N03oYmJxLz/CJnvfIHjxEkALpv2EpqYqLK2Sq2G4s07SX/x3YDFbuzan6Ceg1FotFh3b6Zo9nd+x0yl19BnOCH9ruHUl29iP7wXgOCBYzG0vQqF3oDHYsa8cRmm5fMDFnddjl0XaqT309eTdJU3z6z/8Ox55rofHkFj1PHdcG+eCWsQQ5cpw6nfNhmFUkHu3mOsfvM3CtJPBCzu0wydrsbYeQAKjRbbvi0U//WT/zwTFkX0PVNx261lt5nXLcS82tu3wX3HoG1yOcqgUNwlBZjXLMC6a33A4jaGGpnw4jhadGlOSYGJ2e/8wab5m33a3fvR3aRckVJ2Xa1RkZOay9TRr5Td1mdCL/pM6ENIZDD52fl8POVTctMC1/fqECNNH7mJiCta4CgqIfWz2ZxYstFv2+SJ11B/SDcAsuevJvWzWWX3RXZpQ/Kd16CvH0nJkUwOvvk95rTzX5J5vobd1JerR3ejUbMEls/ZwDuPfXmxQ6pS8NWDCB0wFIVWh3nLBvJ/+hr85Ht1XDxRt05GHV0PAHt6Kvm/fIfzeNYFidMYauTGF2+keZfmmApMzHlnDpv9jPe7Prqr0nhXaVTkpuby6uhXAZjy5RTiLotDrVVzMvMk8z+Yz86lOwMe/89r9vP9qv1YHU76tEzkkeFXoFWrfNr9tT2N1+eUvy63x4PN4eLLu/rRPD6Sh75dwfb0vLL7HS43DaJC+P6+gQGJ2xBqZOTz13NZl2aY800sem8eOxf4z+9xzRMZ/Og1xLVIxGGxs+Lzxaz7cQUAfe8dTIs+rYlOrseKzxax9OO/AhLvmbFf+/wNNO3aDFO+iQXvzWXbfP+xJ7RIZPijo0hokYjdYmfJ54tY/cMKwuuH8/CsJyq11Rl1zH1zFiu+XRaw2DUhRto+Np7oTs2xF5rY/+kfZPmZR0a1b0KTWwYT2jQJR7GZpddXnkdGtE6m5ZQxBDesj/n4SXa9NZ38nUcCFvdpQT0GENxnKAqtFuuOjRT8+q3fz1V1vXjCb5iIOioWAEfGUQpn/4AzpzSvqNSEXTMefesOKFQq7EcPUTDza9xFBQGJWx9qZMRz15NSOt7/fn8eu/yM9153DaTHHf1xOcpf00fXvkFBpnf+27RnK66+fyjh8ZHkHMzij+enk3ckJyAxi0vLmYefVCUqKooWLVowd+5cRo4cydy5c2nRokWlQ1IABg0axIwZMxgwYAAFBQUsXryYH3744az3nY9LurjR89ExuJwuvhr4LNFNExj6zkROHszi1BH/k7/2N/XBml+C1qgru81hsbHkxZ8oSM8Dj4fkXq0Z+tYdfDnwWTwud8Bi1zZsQVCn/uTPfA93SSFhIyYR1GUIplV/VPmYvGmPgMc3plPfTq10PeqO57Ad2FrrMZ/W4sHrcDucLBv1BCGXJdLh1bspOpSB6WjlfndZ7GTMX4tKt5nG4wf4PE/C0C4kDu3Clsc+xpSWjSE+GmexOWBxAwS3b03MmCGkPv06jpMFNHxqCrHjryHnm5k+bVWhwTR48j4y3/+K4g3biJ0wmqRH7+bIIy8BcOjepyu1b/r56xSt8v8FpjZoL2tFUK/B5H/xJq6iAiLG30vw1SMpWfhrlY9RRcagb90R1xkflJbNKzEt+QOPw44yNJyIWx/CeSIb256qv7T/r8be45ExuB0uvh7kzTND3p5I3sEs8qvIM+1u6oOloARNhTyjCzZwdOVulr74Mw6TlSvuHMigN+/g5+teDUjMp2mTWxLUZSD5P77tzTOj7yKoxzBMy2ZV+Zi8tx7ym2c8DhuFM6bhOpWLOr4h4ddNwZl/AmdmYCaS1z99HS6Hi8d7PUli80Tu+fAuMvdncvxw5X6fdvdHla7/31f3s3/9gbLrXcd0oevoLnx4z8dkH8kmOikac2Fg88xlD9yA2+Fk7ZjHCL4skdYv34vpSAbmo8crtYsb1p2o7u3YPHEq4KHN6w9gzT7J8Tkr0SfE0PzJ29j1xDSK9qSSdH1/Wr10NxtveR7cgftsOhcncwqYPm0uHXq0QqvXXtRYqqNv2YbQgcPIffsVXIX5RN/1f4QNG03hrF982roKCsj79H1cJ/NAoSC4d3+i7riXnJeeuiCxXvv0tbgcLp7q9RSJzROZ/OFkMvdnkn3GeP/47o8rXZ/y1RQOrj9Ydv3XV38l+3A2bpebhm0acu/n9/LS0JcoyvM9Rrq2rDuYzXcr9/H+bb2JDjHwxE+r+XzJbu4Z0Nan7cDLGzLw8oZl1+dtTeWrZXtoFhcBwFs396zU/t4vl3JFcmzAYh/65BhcDhev93mW+s0TmPD+RLIPZHHijH43hgdx00eT+PONWexetB2VRk1ovbCy+0+l57Hw7Tl0vLZrwGI906inxuJyuHih9zPEN0/gtg8mcXx/Fjl+Yr/jo8nMeX0WOxZtQ61RE1YvHICC7AKe6fxYWduIhEgem/s0OxfvCGjsrR68DrfTyeJrniD0skQ6veadR5acMY90Wu0cm78W5d+buWxC5XmkJsRIx1fuYud/fiZ7xTYSru5Ip1fvYsn1/8ZZYglY7LqmrQnuO5STH7+Gq6iAyFvvJ2TgKIrn+56m0lVYQP6303Dle/NKULeriRh/NyfeegaA4B790TZM4cR/nsFttRA+9lbCRk0g/xvfZf+1YcgT3vH+Zt9nqd8sgXHvTyTHz3gH2L1wK78/5ftFMrJBNKNfnsAP931Kxs40ut3ShxvfuYMPRr0a0O9Nou557rnnePzxx/nwww8JDQ3ltddeA2DixIncf//9tGnThpEjR7J9+3YGDPC+v++9916SkpIAqr3vfFyyZ0tR67Wk9G3L+o8X4LDYOb49laMrdtN0SEe/7UPiI2k6uCObv1lc6XaX3UlB2gnweEChwOP2oA8LQh9qDGj8+lZXYdm1FtfJbDw2C6Z1C9C36nzez6tJvAyFIRjrwW3nH6QfKr2Wej3bceiLebgsdgp2HuHEmp3ED7jSp23hvjSOL9yIOSvP94kUClJuHcK+D37FVPpLpCUrD0eAixvhV3cjf9FKbOlZuE1mcn/+g/Cru/ttG9rlCmzpWRSt3oTH4ST3x1nok5PQJtb3aWts3QxVSDCFa3x/eagthg5dsWxahTM3C4/VTMnSuRg6dKv2MaHDx1P810yfXxRceTl4HPbyGzyesl8WAqGuxq7Wa2ncty0bPlmA02In+3SeGVxNnhnUka1fV84zuXvS2ffHemxFZtwuNzt+Wk5Eo3rowgKcZ9p0xrJ9Na6843isZkyr56Fv06VGz2VaORfXqRzAgzPrKI6MQ2gSGtduwKW0Bi3t+1/OnPfnYrPYObz1CDuW7eTK4b55pqLI+Egu65DC+j82AKBQKBh692BmvvYb2aXFqLxjeZiLApdnlHot0T3ak/bVHNxWG0W7DnNy7Q5i+1/l0zZ2YGcyflmMPa8Ae14hmTMWU2+g9+8T2aklhTsPUbTrMLjdHPt5IdrocMIvbxKw2M/V2oVbWLd4K0UFposdSrWMnbtjWr0c5/FMPGYzRfNmEdSlh9+2HovZW9gA73n83G7UsfUuSJxag5bL+1/OvPfnYbfYObL1CLuW7aLT8E7VPi4yPpKUDilsKB3vAFkHsnCXfsHweDyo1CrC64cHMnwWbDvK8A7JNI4NI9Sg5bZeLZm/7ei5PXbrUQa3a4TCz7kTj+eb2J6Wx+B2jWo34FIag5aW/dqyZNoC7BY76VtT2bd8N+2G+eb3rjf14tCa/eyYvwWXw4XdbCMvtXyV6bY5Gzm4eh92s83nsYGKvXW/tvw1bT52i52jW1PZs2wXHfzE3vPm3uxfvY+t8zfjcriwmW3kpvr/lf2K4Z1I3XyY/KxTfu+vDSq9lrhe7TjwuXcemb/zCDmrd5Iw0M88cm8amVXMIyNaN8Z2qojsZVvB7SFz0UZsBSXE9WoXsNgBDB27Yd6wAmdOFh6LmeJFszF29D+P9FjN3sIGlH3HUEWXz1dUkTHY9u/CXVIETgeW7RvQ1EsISNwavXe8L53m/d50bFsq+5fvpu1Q//OZqqR0aU7a1iMc25aKx+Vm1VdLCIkNo1GFFWVCAKSkpDBjxgz++usvZsyYQePG3jnjZ599Rps2bQDvRqPPP/88ixcvZvHixVx//fVlj6/uvvNxya7cCG8Qg9vlprDCsu68g5nEd7jMb/ue/xrNug/n4bQ6/N5//Y+PENEoFpVGze5Za7HklwQk7tNUUfWxHSqvjDtPZKIKCkWhD8Jj9T9hjJr4Ang82NP2U7Lid7/t9C2vwnZwGzjtvk9QC4xJsXhc7kqHjhQfyiSinf9+r4o+JhxDbATByfG0fuImPC4XWX9t4PDXC7yFpgDRNYinaF35qhbr0WNoIsJQhQThKjad0TYBS2p62XWPzY49Oxd9gwTsGZWr3BF9u1G0djMeW2D6HUAdm4Bt77ay647sY6hCwlAYgvBYfMeCrnVHPC4n9gP+lyQH9RxMUO9hKHV6nKdOYNkeuEMM6mrs/vLMyWryTPd/jWb9R/Nw2vznmdPi2jfGlFeELcArCFTR8dgObi+77szNQBVcdb8DRN37sjfPHN1LyZJf/bdTa1DHNcKyZXlA4o5tGIvb6a506Ejm/kyadKw+z1w14koObTnMqdKJeXi9cCLqRxDfJI6bp07A5XSzfs4G5n+4AE+A8owh0ZsjLRVypOlwBmF+ihJBDeMxHc4ou15yOANjo/LjUSt94VN4rxuT4ynYuj8gsf+30cQnYtlevqLLkZGOKiwcZVAwbpP/z/iEtz5GodODQkHRnN8uSJynx/uJM8b7ZWcZ71eOuJLDFcb7aZOmTaJZ52ZodBr2rtrLsd3HAhL3aam5hfRoXn4c9GX1wzlVYqXQbCOswgq2Mx0vMLEtLY8nR/kv4izYdpTLG0YTFxFU6zEDRDWMwe10c7JCv+fsz6SRn35PbNuInIPHufOb+4lsEE3mznTmvjyTwuyCgMR2NjGlsedViP34gSwad/T9gtmgbUOyDx7nnm8fILpBNOk705g1dSYFfmK/YngnFn+yMJChE1Q6jzRVnEceziTy8n82jwTgjJqYQgHByXH+29YSTf0ErLvL55HOrGOoQsNQGIPwmP1/rtZ/8UMUWh0oFBT/9XvZ7eYNKwgbOR5laDgeixlD+85Y9wXmMLLT4/1UhflMzoFMGl7hv9+b9mzFo8tfojivmI0/r2TTjDVl91X6aCr9bIq9LI7UDQf9PNP/Hj+1WnEJqba44fF4/FbbwXuqmHM5JqemNEYdDpO10m32EmulQ05OS+7dBoVKSeqyncR38F9ZnD7uDVRaNY17t0GpCXxNR6nR4bGXL5s7fVmh1fkULTyWEk798DrO3AwUhiBC+l5H6JBbKfxtWuUnVWvQNWlH4exPAxa3yqDDeUa/O00W1Ab9P3oefUw4ANGdmrPmtpdRBxvo+OZ92E4UkDF3TfUPPg8qvR63ufwLpcvk7XelQe9T3FDpdTiLiivd5jJZUJ7xWhU6LaHdOgZ0rw3wjg23tcKYKb2s1OlxnfEFVKHVE9J/NPlf/afK5zOtWIBpxQLUcQ3Qt2xf9nyBUFdjryrPaKrIM0pl9XkGICg2jB6PjGHNO7NqO1wfSq0Oj61Cv9tO5xm9T9HCYy7h1Fcv48wpzTMDbyR0xO0UTn/f53lDBo3DmZuB/ciegMStM+qwnNHvlmIruqDq88xVI67kz0/Kj3WPKP3FukXXFrw06hUMIQamfHovBdkFrP41MHlGZdDjMlcej06TBZWfHOnNp5ZK7dRGb7v8zftInjiKsMubULT7CEk3DEChVqHSXbqHgVxqlDodHkt5vndbSse/Xg9VFDcyH7oLhVZHUJfuOE/6WXUYAFqjFqvPeLegC6q6MADQaUQn/vrEd2+HT+/9FKVaSbPOzajfuH7ACnmnme1OgvWasuunL5ttzmqLG3+WFi/iI4L93r9gexq39mpRu8FWoDPosJ3R79Yq5pGh9cKIa57IN3d9RO7B4wx4cDjXvnozn9/6XsDiq47W6C92Czqjb54Jiw0noXkSn03+kOyDxxny4AjGvXYzH95SOfZGHRoTHBXCzkXbAhk6KoPv56qjpDz3nav83anoo8KIv/oKji/bSnz/Thjjo1EF+FA5hVZfac7hLpvPGHBVUdzIfuYeFFotho7dceWfLLvdmZeDq+AU9Z99B4/LhTM7g7zfXw9I3P7GjK3E6jfP7F64jc2/rsV0spiENg257s3bsBZb2PXnVo6sP0C//xtGw44pHNt2lO639UWlUaGpkAOEuJRV+y3/+uuv57XXXiM5ObnS7YsXL2bq1KksXbo0YIE5zDY0Z0x0tUF6nyWBar2WrlOGM/f/zv6F32V3cnDhVm785XHyDmRy8mDtbSSma96RkH43emPPPITbYUOhLY9foTUA4LH7Lmn0OOw4c7wrCDzmYkqW/EL0Xa+g0OjwOMrb65q0w2M148gIXOXUZbGhPqPfVUY9Tou1ikdU8Tx27y/bqT8txlliwVli4dgfq4ju3KpWixthvToTf+8tAJj3HMBltaI0GirFDuD2E7/LaqvU1tve4NM2tMsVuIpNmHbV7q+p+suvInTkzQA40g7isdtQ6iqMmdLLbptv7MFXj8CybS2ugpM+953JeTwdT5NWBF89kuIF0//nY6+oqjzj8JNnOt83nPkPVp9n9OFBDHvvLnb/uppDC2t/XxxdqysJGTQOAMexQ7jttrLcAqDQnc4zvv3ucdhwZlfIMwt/Jvr+170F1wp5KajPaNTR8RT8+Hatx3+azWzDcEa/64P1PhOzilLaNyY0OpStFfrVXrpSb9GXi7EUW7AUW1g1YzWterYMWHHDZbGi8skbelz+cswZ+VRtNOA0e9tZjuWw/7VvuOz+G9BGhpK7eAPmtGxsefkBifu/gfHKrkSMuw0A26H9uG02FIbyv4Wy9LLHWv3nlcduo2TFEuLfmEb284/jLg7cfhUAdrMdvd/xXvUhDo1Lx/u2hdv83u92utm7ai+9J/TmRPoJdi3bVWvxVtwU9PIG0Ri1aky28sMHTaUr14y66n8oWrAtjZt7+i9ebE87wakSK31aJtZS1L5sFptPwVQX7DuPBHBaHexduoOs0lUwSz/+iydWTEUXrMdW8s/mP7XBbvaNXR+kx2b2jcVhc7BryQ4ySmNf/PGfPLfyZfTBeqwVYu84ohM7F2/HbgncClTw5r0zP1fVQfqy3HeuHEUmNj35KS3uGUWrB6/jxIa95G3ejzW3oBajBUP7LoSN9c4j7akH8Nit3gJpqdOX3bbqf2Tx2O2Y1y6l/nPvk/vGE7hLigkbdROo1Rx/5l48dhvBfYYQNfEh8t57sVZfA/gfM7og/3mm4uagGduPsv7HFbTodzm7/tzKyaO5zHrmJ4Y8Pobg6FB2zt/MiSM5FOUU1nrMQgRCtZ9MN910E7fccgu33nort912G4WFhbzwwgscPnyYadOmVffQ81aQfgKlSklYUjSFx7y/rkQ1iffZTDS8QTQh8ZGM/sx77l2lWoU22MBtfz7PzNveofi470RRpVYSmhBVq8UN275N2PaV78cQOuRW1DGJZRt/qmMScJmKqjwkpaKy32DOWDVjaHkV1r0bfNrXJvOxXBQqJcaEGMyZ3qVtIZclUJJ6/CyPrMyUnoPb7gjoISgAhcvXUbh8Xdn1xH9NRp+cVLbxpz65AY78Qp9VGwC29EzC+5bvC6HQadHGxWBNz6zULqJvNwqWrq712K3b12OtcLhF2HUTUcclwS7vONLEJeEqLvR72IA2pQWq0AiMV/UBQBkUQvgNd3tXPKxc4PufKVWoomIk9jP4zTNNffNMWJI3z1zzaeU8c8uC5/ntdm+e0YYYGPb+XRxduZstXy32+b9qg233Bmy7y3NA6IjbUccmYtvn/SKijk3EVeK/389U9mtvhTwT1GMYupRW5P/wlt8CSW3JTctFqVYS0yCGE6VLaBObJZB1qOozhVw18iq2L96OrcLEPOdoDg67o9Iv14H+FduS4c2R+oQYrKU5MjglEdNR3xxpSssiKCWR4n1pAASlJFTadDRvxVbyVng/I1RBBjoP6VrWVvgyb1iDeUN50Sry9rvRJjbAstn7ntAkNsBVWFDlISmVKBQotDpU4REBL274G+8JzRI4fqjqz9UrR17J9nP4IqpUKYlOiq7VeM/cFPTfM9ZxMLuAq1t7N3o7mF1AZLC+2lUbO9LyyCu20KeV/+LF/G1H6dUiAaMucL8Gn0w7gVKtJLJBNKdKz9BSv2k8uX42V8w+eLzy2R0v8pkeT5TGHt0gmrzS2OOaJZDjJ0ceP5BVKV5/KVCt09Cmfzu+fTDwZz4ynZ5HJsZgzvCO99CUBIr95MizObX9EKsnvwGAQqWkz8/PceTnJbUar2XrWixb15ZdDx83GU1cA6zbvfNITXwDXEWFVR6SUolCgUKrRRkagbukGE1CA4oXlB/+aVq1mNBBo1Eag3Gba/fweH/jvV7TeL+bifo4Y6X+3sXb2bvYe8irLkRP+2uuInN3elWPFuKSUu2GosOHD2fmzJls3LiR6667jpEjR5KcnMyvv/5Ky5YtAxqY02rnyNIdXDl5MGq9lvptk0nu1ZoD8ytv6HjycDbfDnue6ePfZPr4N1k6dTqWU8VMH/8mJTkF1GvdkLjLk1GqVah0Gtrf3BdDZAg5uwI7gbTuWY++dRdUkfVR6AwEXTUQ6+51ftuq6zdEFRELKFDogwjpMxb7sQOVvlwog8PRJDXBujtw+yYAuKx2clZs57I7hqLSawlv3ZjYbm3JWuinqKJQoNSqUapVZZcVpaeGc9scHF+6hUY39kdl0KGLCSdxWFdOrKm9X5f8KViymoj+PdElxaMMMhBz3XAK/l7lt23R2i3oGyYQ2vUKFBo1sTeMxJqaUWm/DXVUBEFtm1Pwd+0XN85k2boWwxU9UMXEodAbCOo9DMsW///vqS/eJO+9Zzn5wXOc/OA53EUFFM7+FvP6JaBQYOjUC4Xeu5mlJjEZY+c+ZadaldjLnc4znSaV55lGPVtzYEHlPHPqSDbfDX+eXya8yS8T3mRZaZ75ZYI3z2iCdAx7bzLZ21NZP21uQGL1x7prHfrLu6KKivPmma6Dse5c67etOr4Rqsh6gMJ7WEr/67Gn7cdTurrG2GUgupZXUvDTu+dUHDkfdoudbYu3M+y+oWgNWhq3T6ZtnzZsmOO/eKvRabhiYHvWzqqc/xxWB1v+3Er/2/uhM+oIrxdO97Hd2LU8cHnGbbWTt3IbjW4bjlKvJbRVY6K6Xk7uIt/cnLtwPYljr0YbHYY2KozE6/qR81f53ye4SQNQKtCEBdP04fGcXLMTy7GLf7o9pUqJRqtGpVKUXVaqLr39x83rVhHUtRfquHgUBiOhg0diWrvSb1tdi9Zokhp6v3zo9YSPHY/HbMJxAU4Fa7fY2b54O0PuG4LWoCW5fTJt+rRh4xz/Z9/S6DS0H9ie9WeM99jkWFp0b4FGp0GpVtJxWEdSOqZwaNOhgMY/uF1D5m5JJTW3kGKLna+X72XIWTYBnb/tKL1bJhLkp3hhczhZsiuDIe2rf47z5bDY2fv3DvreMxiNQUuDdsk0792abXN9NwbfOns9Lfq2oX6zeJRqJb0mDSBty5GyVRtKtRK1Vo1C4X1PqLVqFMrAHXjvsNjZtXgHA+4dgsagpWG7ZFr2bs0WP7Fvmr2BVle3Ia5ZAkq1kn6TB5C65XClVRutr26DpcjC4QuwZ4LLaid7xXaa3u6dR0a0bky97m3J/OufzSMBQpskolApURv1tLhnFJbcfPI2Bm4uA2DZvAbjlT1R14tHoTcS0m845k3+55G6Jq1Qxzfw5hWdntDhN+I2m3Dmegs5jmOpGK7ohkJvAKWKoK59cRXm13phA8Bh9Y733ncPRqPXktQumWa9W7Njnu+Yada7NfoQ70q3+NYNuHJcD/ZXWP0V1yIRhVKBMSKI4c9cz/7luzh5NNfneYS4FJ118wmtVotOpyM/Px+Px0O7du1Qqy/MPqTLX/uVvs/cwO0LX8BaaGb5qzM5dSSbuHaNGf7uJD7t9bh388uT5fsmWAvNeNyesttUWjU9Hh5FaEIUbqeLk4ePM/fBzzAH8LRpAPajezFvXEzEtfeDWoPt4HZMa+eX3R9581OYNvyFbd8mVGHRBHcfjtIYgttmxZ6+j6J5X1V6Pn2LK3FkpeIqDPwxwnvfnk6rx8bTe9YrOIpM7H17Oqaj2YS3TeGK1+7h78EPAxBx+WVc+e4DZY/rv+gdTm09yMb/8+5NsfedGbT61430/m0qjhILmXNXkznf/xev2lKyZRd5v84neeqjKHRaitZsIveHWWX3XzbtJU78MpfC5etwFRWT/so04u+aQOJDk7AcOMKxNyqfdjK8T1fM+w5jzz5BoNkP7sK08k8i73wEhVqLdfdmSv6eXXZ/1P0vYFo+D+v29Xgspso/LHnc3tvsNlAo0LdsT8iAMaBS4S4uwLz2b8xr/5bY/Vj5+q/0eeYGbv3Lm2dWvjaT/NI8M/SdSXze25tnLBXyjK3Im2dO39a4d1vqtWpIZOP6NB9WviP8z9e/SklOQcBitx/Zg3ndQiLGP+jNM/u3YlpZXlyJvPNZTGv/xLZ7A6rwaIJ7XePNM3Yr9tS9FM3+oqxtcO9ReJwOIu96oew285o/Ma/9MyCx//ziL9z04nheW/4ypkITP704neOHs0npkMK9H9/NQ1f+q6zt5X3bYi62cGDDAZ/nmT51BuOeu4FXlr7kPSxl5hrW/Oa/kFxbDr37E00fuYkuv76Oo8jEwXd+wnz0OKFtLqPNq/eyeuiDAN5TvsZF/z97dx3e5NU+cPwbT1NXSg0p7u463IZMGYxt7waMuds7F/ZuzDfGXJgrMGQbtuEMt+FQpC11jzfJ74+UCkkLdKSy3/25Lq4ryXOS3jw5uZ+TO+c5D10/cl8WMG3ZBs4sLvvynXjHVfgnxuEqdpC1ZgfH5nlesro2XHv7WK67a3zp/csm9Obrtxbx9VuVX8q8Nlj276Vg+VKi7n0MhUaLeedW8peULRIa/eSLFPy2GNOWjSj9DIRecz2qkDBcdhu2E8fJfHsOFFe9OPCl8sNzP3Ddc9fxwpoXMOYb+f6570k7lkbTLk2Z9d4sHuzxYGnb9pe1x1xo5sg5X0QVCgWjbhtFdGI0ToeTzFOZfPbAZyQfSD73z11SvZo3ZErfltzx6Z9Yix0MahPHLZe1Ld0+5e3fmDagdelsD6vdweq/TzP7Gu+XTV1zIJUAvcanl4A9a8kLPzHhmWt5+I9nMeWZWPzCj2QeS6NR56ZMfXcGL/R+BICkLUdZ+dZSpr4zHY1ey6mdSfzwyBelrzP+yWvoPL4stw+cMZyfn/iaXb/47vLwC174kauencxTfz6HMc/Eghd+IP1YGo27NOXmd2eWXuL12JYj/PbWUv7zznQ0flpO7DzO1w9/UeG1uo7rwY4lvov1XPte+44Oj0xh6CL3OHLfa99RdCKN0A6J9Hj5Nn4f6R5HhnVsRu+3ysaRo1a+QfbOI2y+2z2ObDp5KFG93H0tc8t+tv/3Q5/Hbj20l6I/lxF+68MoNFose7dVWCQ08oEXKFq1BPPOTSj8DIROnIoqOBSX3Yb9dBLZH71amlfyF39L8ISpRD3yEgqVGntaMjmf+W4dl6Wzf2L8M9fywB/PYs4zsXS2u78ndG7KlLkzeLGPu7+3HdGZy5++FrVWTUF6Hhs+Xc3ucsXWkQ9NpEGLGJzFDvav2M3vryyq7E/+vyTridZtClcVc3hXrFjBc889xxVXXMFtt93G/v37eeyxx+jYsSOPPfYYAQHeF4mqzNzu9/7jgGvDVZNrZvDjCzvrcT6KDarblyGsSkSHuvcr5/8HC1b4bpFjX7tiou8WfPW1p7+qvwuNXRtVfP5GddTLp3x77rwvzRtaf2Ofsz60tkOotqeeCK7tEKrtzdm+vcqdL1l8fLqcLw0Mqb85snOP+ttnPlxZf/MMwFO7fLduV23bOfKW2g7BZzr/9lFth/CPVfkN7K233mLevHncfffdaDQaOnbsyIIFCwgODubyyy+vqRiFEEIIIYQQQgghKlXl+SU///wzGo0Gu93OyZPuNSoSEhJ4+OGHGTFiRI0EKIQQQgghhBBCCFGVKosbGo2GefPm8f7776NWuxdSKi4uZsaMGcyaNaumYhRCCCGEEEIIIWqVQlF/TzP7/6DK4sb777/Pxo0b+emnn0hMTATg2LFjPP300ygUCm699dYaCVIIIYQQQgghhBCiMlWuubFgwQLefffd0sIGQGJiIu+88w4LFiyo4plCCCGEEEIIIYQQNaPK4oZKpSIwMNDj8eDg4Bq7HKwQQgghhBBCCCFEVaqsUCgUCtLT02nQoEGFx9PS0nwalBBCCCGEEEIIUZcoFLUdgahKlTM3pk2bxi233MKGDRsoKiqiqKiI9evXM336dKZNm1ZTMQohhBBCCCGEEEJUqsqZG1dffTVarZannnqK5ORkFAoFcXFx3H777UyYMKGGQhRCCCGEEEIIIYSoXJXFjaNHj9KuXTvmzZuHy+W+7I1CoUChUHD06FGaNWtWI0EKIYQQQgghhBBCVKbK4saMGTNQeDmxyGg0kp+fz4EDB3wWmBBCCCGEEEIIIcSFqLK4sXr16gr3TSYTn376KV9//TU33nijL+MSQgghhBBCCCGEuCAXdD3X4uJivvnmGz788EMGDhzIzz//7HEFFSGEEEIIIYQQQojacN7ixsKFC3nnnXdo164dn3/+OU2aNKmJuIQQQgghhBBCCCEuSJXFjXHjxmEymbjzzjtp164dDoeDo0ePlm6XBUWFEEIIIYQQQghR26osbhiNRgDeeustFApF6RVTwH3VlFWrVvk2OiGEEEIIIYQQog5QKFznbyRqzUUtKCqEEEIIIYQQQghR1yhrOwAhhBBCCCGEEEKIf0KKG0IIIYQQQgghhKjXLuhSsEIIIYQQQgghxP9nitoOQFRJZm4IIYQQQgghhBCiXpPihhBCCCGEEEIIIeo1KW4IIYQQQgghhBCiXqvRNTeGxOfU5J+7ZFb8EFrbIVRb/zbZtR1CtRVk1N8lYV7+JaC2Q/h/6c7OWbUdQrWt+CW8tkOotsdH5dV2CNV2dLtfbYdQbfOG2mo7hGqbtVJb2yFU29x+ubUdQrVteMdV2yFU200d8mo7hGpTG2o7gupTGerv76AHtvnXdgjVdtst9fez+q+nkPemLqu/GUsIIYQQQgghhBACKW4IIYQQQgghhBCinpPihhBCCCGEEEIIIeq1+ruogRBCCCGEEEIIUUMUitqOQFRFZm4IIYQQQgghhBCiXpPihhBCCCGEEEIIIeo1KW4IIYQQQgghhBCiXpPihhBCCCGEEEIIIeo1WVBUCCGEEEIIIYQ4D1lPtG6TmRtCCCGEEEIIIYSo16S4IYQQQgghhBBCiHpNihtCCCGEEEIIIYSo12TNDSGEEEIIIYQQ4nxk0Y06TWZuCCGEEEIIIYQQol6T4oYQQgghhBBCCCHqNSluCCGEEEIIIYQQol6TNTeEEEIIIYQQQojzUChctR2CqILM3BBCCCGEEEIIIUS9JsUNIYQQQgghhBBC1GtS3BBCCCGEEEIIIUS9JmtuCCGEEEIIIYQQ56FQ1HYEoioyc0MIIYQQQgghhBD1mhQ3hBBCCCGEEEIIUa/V+dNSQseOIHziaBQ6HYWbtpL+/ue4ios9G6pVxNw7C7/ExmiiIjn1xIuY/j5Yujls/CiCB/dDHRmOo6CIvN9WkbPoV5/FrQ0y0Ouxa2nYoyXWPCO73lvCieU7PNq1unYgLa7sjz4kALvJyslVO9n5zi+4HE4AOswYRfyA9gQ1asC+z1aw9+PffBZzeYHDRhI0agwKrQ7T9i3kfPEZeNnv2qaJBE+4Em3jxuB0Yj10kJyv5+PMzy9to0loROjkqWgTGuOyWilY9guFK5f7LPbw8cOJuGI0Sp2Wgg3bSH13vvc+A/h3aE3MrOvRRIZhOnSclDc+xp6ZDUCzuc+jiQwvbavUaijcvpdTz73ps9jPMgQZuObZybTo3RJjnpFlby5hx7LtHu2mz5tJ0y6JpfdVGhWZJzKYM+kln8dYmfoYe9CIkQSPGYNSp8O4dQtZn33mtb/rEhMJvaKsv1sOHiT7i/k4Svp78OjRBPTrjzo8HEdREYWrVpK/bJnP4q7veca//3ACBo9BodFi2bOVvJ/ng8Nzv6ujYgi5djrq8CgA7CknyF/4FcUZqQAo9AaCx1+HrlUHAEwbV1O4YqHP4lYHGmjx4PWEdm2NvaCIpA8Xkbl6q9e2TaZPIHp0XwDSlm0g6cOyuMJ6t6fJLRPQR4dRdDyFI698ielkms/irkzAkJEEDS/J9zu2kPvNZ177v7phDOE3zkQd0QAA26kkcr//guIzqTUcceXGXn8ZQyb1pXHLWNYs3sIbD39S2yGVChzuzjMKrQ7T1i1kz//M+3E1MZGQieXyzKGD5H5ZlmdKqVTEPPcCCr0fKffd7bO4NYEGOj1yHZHdW2HLN3Lg/V9IWemZ0xMnDyF+ZA8M0WFY84ycWLiOY9+sKt3e8uYxNOzfgYBGDTgy/3cOfeq7MVh5QSPL5fct58nvV56T3+eX7Xd969aETJiArnFjHEYjyffd5/PYA4aMJGhEuc/m195j1zZJJPjyK9E0csduPXyQ3G/n4yxwx67wMxB6zVT0bTsCULRmJQVLFvg0dv+BIwi4bDQKrQ7L7q3k/fC59/zeIIaQKTPK8nvyCfJ//pLi9LK8oolrRNCEKWjiGuGyWSlauRjj2hU+iVsdaKD1Q1MJ79YaW34Rxz5cRPqqbR7tQju1oMkNowlsHo+9yMTGa5+osL3L6/fg36QhSo0a85lsjn+6hKwNe3wSc3l+HQdi6DIENFqsR3dT9Of34HR4b6zWENB3PLpmnUCpojgrlfwFbwOgiW2GofsI1JFxuKxmcuY/6/PYhbgU6nRxw79TO8InjeHUUy9RnJNL3MN3EXHtRDK//MFre/OBw+Qu/p3YB+/w3KhQkPrWB1hPnEYbHUX8Uw9iz8qhcMNfPom9+/1X4rQ7+GnME4Q2j2XQqzPIPZJKflLFgWvyun0cW7IFe5EZbZCB/i/cSMurBnDw2z8BKEzOYuc7i2k2sY9P4vRG37Y9QaPGkvHKixTn5RJ5+z0Ej59E/k/fe7RVGvwpWvsHlnf3gNNJ6JRphN80g8w35ri3BwQQde9D5H77FabtW1Co1ahCw3wWe0DndkReMZqkx1/Gnp1Ho//eSdSUCaR//qNHW1VQAAmP3UHK259SuGUXUVMnEf/QLI4/+DwAR29/vEL7Fh+9TMF6719gLrVJ/72SYnsxTw16nNhWcdwydwYph1JIP1ax/3w46/0K92/75A6ObjlSIzFWpr7F7te+PSFjx3Lmfy/iyM0l6u57CJ00idzvvfR3f38K/vgD8153fw+fNo2I6TNIf2VOSQsFme+/h+30aTRRUUQ/9DDF2TkY/9rsk9jrc57RtWhHwOAxZL//Eo6CPMJuuIvA4RMp/NUzvzsK8sj9Yi6O3CxQKPDvM4TQqbPIfM09mAy+fDIKjY6M2Q+gDAgifOZDFOdmYd623iexN7v7Wpz2YjZd8TABzeJoN/t2jMeTMZ04U6Fdw7H9CO/Xie3TXwBctH/5bixp2ZxZvA59bCStHruJfY/OpWB/EvHXDKPt87PYesMz4HT6JG5v9G3aEzRiLBmvv4gjP5eIW+8heOwk8hd69n9HXh5ZH7yNI9v9PgQMGkb4zbeT/vx/ayze88lOz+O7uUvo0r8tWr22tsMppW/XnuAxY0l/6UUceblE3nUPIRMnkfdDJcfVNX9gfsedZ8KmTiP8lhlkvDqnQrug0WNwFBai1vv5NPb2912N0+7g9/GPEdwsjp4v30rB0RQKT1TMMwoF7HzhCwqOpWKIiaD3a7djzsgldZW74GpKyWT/vEU0Gt/Xp/GWV5rfXyzJ7/dcQH7fUy6/z5hB+hz3fndarRStXYtx82aCx43zeez6Nu0JGjmWjNfKfTbHTSJ/QSV9Zt0fWN7fAw4nIZOnEXbjDLLecsceevUUFFodZx67F2VQEFH3PoIjJwvjxnU+iV3Xsh0BQ8aQ/e5LOPJzCfvPXQSOmkjhEi/5PT+P3E/fKcvv/YYSOu02Mue4x2BK/wDCZjxAwcKvMe/e6h5HBof6JG6Alvdcg8vuYN2kRwhoFkenF2+j6FgKxnPyu8NiJXXZRpQ6DY2njvR4ncNv/4Dx5BlcDidBrRvT+dW72DT1aWw5BT6LXZPQCkPXoeQtnIvTmE/Q6Jvx7zkK46YlXtsHDr4GFEpyvnoRl9WEOiK2dJvLbsNy4C8UR3Zg6DrMZzELcanV6dNSggb1I2/VWmynU3AaTWT98AvBg/t5b1zsIHfJcswHj+DyMjDMWbgM6/GT4HRiS02jcMsODK2b+yRulV5L/OAO7P5gGcVmG5l7kkhZt48mI7t5tC1KycZeZC6973K5CIyLKL2ftGwrqZsPUGyy+iRWb/z79KNo/RrsqSm4TCbylywkoG9/r20t+/Zg3rYFl8WCy2ajcNUKdM3L9mvg8FFY/t6D6a+NUFyMy2Lx6a98IUP6krtiHdZTqTiNJjK+/YWQId77TFDvrlhPpVKwYRsuezEZXy9E3yQebVy0R1tDu5aoAgPI3+hZvb/UtH5aOgzryG/vLMNmtpG08zh//7mPbuO6V/m80JgwmnZJZOsvNVOA8aY+xh7Qrx+Fa9ZgT0nBaTKRt2ghAf2893fznj2Ytpb194IVK9CX6+/5y5ZiO+nOM/a0NIw7dqBrIXnGG79ufTFtWUtxeious4nClYswdPf+WXVZTO6BL4BCgcvlQlXyKx+Ark0niv5chstuw5GbhWnLWgzdvb+H/5RSryWif2dOfroYp8VKwb5jZG/aQ9Swnh5to0b0Ivn7ldiy8rBl5ZPyw0oajOgNQFj3NuTvPUrBvmPgdHL62+VoI0II6eib/lIZQ69+GDesofiMO98XLF2If2/v+85lNrkLG+D+Jut0oo5qUIPRnt+m5TvYvHInBXnG2g6lgoC+/Sha6z6uOk0m8qvIM5a9FfNM4aoV6JpV7BfqiEgCevchf8lin8at0muJGdiRgx8vwWG2kbP3OGkb9hI3oodH26NfryL/cDIuhxPj6QzS1u8hrH3T0u2nf9tCxl/7cZhrLs945PeFCwnoX0V+31J5frcdP07Rhg3YMzJqJHZD73M+m8sq/2xa/t6DeUdJ7HYbRX+sQJdYFru+Q2cKf1/izpHZWRRtWIN/n4E+i92vez9Mm9dSnJbizu/Lf7nw/O50ooooy+/+A0diPbQX845N4CjGZbVQnHHG62v9U0q9lqgBnTn2yWIcZiv5e4+RuXEP0cM9+3vBwZOkrdiC+UyW19cqOp5SOjsSlwuFWoU+yndFGQB9q+5Y9m/GkZOGy2rGtPV39K08YwdQhUShbdKOoj++w2UxgstFcWZy6fbijFNYD23DkZ/t05iFuNTq9MwNXUIsRVvLplhbT5xCHRqCMsAfZ9E/G7gYWrckb/kf/zREr4ISInE5nBSezix9LPdoKlGdE722bzy8Cz0euhqNvx5LbhE73lrkk7gulCY2DvOusv1uP30KVXAISv8AnMaiKp+rb9EKe0pK6X1d02bYU07T4NEnUUc1wHb8GDlffY4jxzfJUpcQQ8HmnaX3LSdOowkNRhXoj6PQeE7bWMxJp0rvu6w2bGkZ6BNisSVX/EUq9LK+FGzajstq80nc5UU2isRZ7CTzZFn/ST2UQmK3ZlU+r/vl3Tm+4xi5qTm+DrFS9TF2TWwcph1l/d126hTqkBCUAQE4i87T31u1wlauv3tsb9mCwtWSZ7zRNIjF8nfZZ7U49TSqwGAUBn9cJu/5PfrZd1FodaBQULj8nCnViop3NNFxlz5owC8uCpfDiTm57AuO8VgywV6KEv6NYjAeKxssFh1LxtC4YVmU5ZdcV7jvG5rEkLfzkE9i90YTE4d5d7l8n3z+fB/72nsodHpQKChY/HNNhVqvaWLjMO0sl2cu4riqa9kKe2rFPBM69Xpyf/wBl923xyT/+CicDifGcnmm4GgK4Z2qzukA4R0SOfHLBl+Gd16aON/ld1/TNDzns3kxfaaFZ5+peIkHBZoY3+RIAE10LJZ9ZbEXp55CFRRSdX6f/S4KrTuvFP5Wlt+1jROxn0km4q7HUUU0wH7qGPk/zseRd+nHCwYv+b3oWEq1i84dX5xFaNdWqLQasrf8TcGhU+d/0j+gDovGdHxf6f3irFSU/kEo9AZcFlPFtg0a4SzMwdBzFPqW3XCaCjBu+Q3bMd+fOiOEL1VZ3DCbzVVtxs/Pt1MhlXo9TlNZDI6S2yo/v39U3Ii4ZiIoFeSv9s10PLWfDrvRUuExW5EZjUHvtf2J5Ts4sXwHgXERNBndHUtOoU/iulAKnQ6nuSwJOkv6gUKvhyoOqJq4eIIun0DW26+XPqYKDUXbqBEZr76ELTmZ0KuuJWLGbaT/7zmfxK7S63GaymJ3GN2xK/30HsUNlV5HcUHFfe0wmlH6VXyfFDotQX271chaGwBagw7LOf3HUmRB56+r8nndxnVnxQe+W8vkQtTH2JU6XYU+c7a/K/X6Kge/mvh4QsZPIP2N171uD5k4CRRKCtetvbQBl6j/eUaPy1KW350lt5U6PxyVDH7TnrwNhUaLX7d+OHLLCqTWQ3sJGDyGvO8+QhkQhKFHfxRa35ySoPLTlx6Lzio2mlH5ee53lZ+OYqO5Qjt1yfuTu/0gTaZPJLhjcwr+Pk78tcNRqFWodDV7KoVSp8N1kfk+5b5bUWh1+PfuR3G2918tRUUKfSXHVb/zH1eDL59A5ltlecavS1cUSiXmHdvRtWrlu6Bx55nic/KM3Wgp7ceVafmf0aBUcnqZb079vVD/KL9PmED6697ze01Q6i/+swmgiY0naMwEst4ti93y9x4CR44l59MPUAUFEdB3gM9yJHjJ7+YLyO+P3YZCq8Wve8X8rgoOQxPXiOx5c7CfSSZo3NWETruNrLeev+Rxq/10FJ+b34vMqA1Vj2Eqs/vReShUSsK6tsLQKBpcrksRZqUUGh1OW7lZmiW3FRq9R3FDFRCMOjwG67E9ZH/6FJroxgSPnUFuTjqO3HSfximEL1VZ3OjcuXPpL0uucz6QCoWCAwcOXNJgggb0JnrmjQCYDhzGabGgLFdAOful03GeoktVQkYNJWhQX049/kKli0z+U8VmKxr/igd+jb8eu8lSyTPcCpOzyD+eRvcHr2Tdo5/6JDZvDD37EDbtJgCsRw7hslpRljuH9+xtl6Xy+NVRUUTe8wC533yJ9cjh0sdddjumHduxnUgCIP+XBcS9NQ+Fnx+uf/A+nhU8sBcxt98AgGn/YRwWC0pDWeyqkgGY0+wZu8NirdDW3d7Po21Q7644Co0Y99XMr6k2kxX9Of1H56/Haqx8Km+Tzk0JjAhi9/JdPo6uavUhdv/efYi4yd3fLYcO4bRaz8kz7tvO8/T36PsfIOfLL7EePuyxPXDoUAL69ePM8895XfztUqhvecavc2+Cr3B/Vm1Jh3FZLe5f/0so9CWfVWvVecFlt2Ha/AfRT71NxpxHcRoLyV/4FcETphL18Es4jUWYd27Gr3Mvn/w/HGYLKo+8ocfhLceYrajLvUdqgx/FJe+P+XQ6h176nGZ3XYs2LIiMlVswnUzDmpXrk7jPMvToQ+h1Jfn+qLv/K7z0/6ryPeBe1G/tamLmzCXtmUdwFvruPPL6yL93H8JuKNnPhw/hslRyXPXSb85SR0URdf8D5H5dlmcUWh2hV19Lxuuv+DD6MsXn9GEAjUFf2o+9aTxpAHEjerDhjjdw2n2T/yrj3+cS5fcHKs/vvmLo0YfQKeU+mxYrCv3FfTbVkVFE3PkAed99ie1oWex5335ByLXTaPjcHJzGIoxbN+Pf/dLlSL8uvQm++kYAbMdL8nu52C84v9tsmDb+QfRz75Dxv0dwFhW6137YswP7afc4svD3hTR84V0Uer8KBZRLodhsRX1Oflf76//RKZsuh5PsLfuJv3Iw5pRMsjbu/adhltK16ErgoKsBsJ85jstuRaktd1wtue2ye/YZV7Edl6MY09bl4HJiTz2GLeUI2viWmKW4IeqxKosb3bt3x2w2M3HiRMaOHUtwcLBPgylYu4mCtZtK7ze851Z0jeMp3LgFAH3jBIpz86o9ayP4sv7uBUofn01xtu8GkAWnMlGolATGRVCY7P5VK7R5LPnHz78KvkKlJDA24rztLiXTXxvda2KUCJ8+C018Amxz73dNfAKO/LxKp0GqwsOJuv8RChYvwrSp4hRUe/IpoHxh7NJWrfPXbCZ/TdlijXEPzETfJL504U99kwTsufkeszYArKdSCLmsbGEzhU6LtmEkllPnTP+9rC95f9Tc1NrMk5ko1UoiEiLJOuWeChzTMoa0Y5X3n+6Xd2fPyt3YzL4/baYq9SF246aNGDeV9ffIWbPQJiRg3OLu79r4BIrz8ir9VU8dHk70w4+Qt2gRRRs9+0XAgAGEjB3HmReex5EreeYs885NmHeW5feQ62aiiUnAssf9WdU0TMBRmF/plOUKFAoUWi3K4FCcxkJcZiN535QtUBs48gpsp45f8v8DgDk5A4VKiT42EkuKu48HJMZ5LDYHYDyZin9iHIUHTwLgnxhbYdHRrLU7yVrrPjVH5e9Hr9F9Stv6imnLRkxbyvp/2H9moY1LwLy9JN/HVZ3vK1AoUGh1qEJCpbhxjnPzTMRMd54xbS3JMwnnP642eOgR8n9ZhLFcnlFHN0AdEUH0YyULXqvUKA0G4t58mzPPPYMj69LOpDGezkCpUuIfF4kx2d3fg5rFUpjkPc/Ej+5F8ylD2XDHm1gy8y5pLBfCuHEjxo1V5PeEC8jvj5Tk9w01e0qNx2fz5ov7bKrCwom85xEKli3C9FfF2J0mIzmfzCu9HzzhKqxJly5Hmndscq+JUSJk6q1oYuKx7CqJPSYBR0Hehed3TUl+LyrEfuY0l3rsWBlTSX73i43EXCG///O14hQqFX4xkf/4dcqzHt6O9XDZlYsCh1+PKiIGju4CQB0ei9NY4DFrA6A4u+5c5aq+UShqpj+K6qlyQdEvvviC119/nZycHK655hruuusu1qxZg7OGVnIvWLOBkCED0MbFoDQYCL/qcvL/qHz1e4VajUKjcd8pfxv3rJDIKVdy+umXsadnVvIKl4bDYuP0n3voMH00Kr2WyA5NiOvfjqTfPBejTBzXC11ogDvGxg1oO20oadvKrhihUClRatUolAqU5W77knHTegL6D0TdMAaFn4HgseMp2uD9FB5VSChRDzxK4eqVFK1Z7bG9aP06DJ27uYslKhVBYydgOXzoksza8CZv9QZChw1AFx+D0t+PyKvHkbfKe58p2LQDfaNYgvp0RaFRE3XteCxJyRXW21CHh+LfoRV5q2pukGMz29i7cg8jbx+F1k9L405NaDe4PdsWe19sU6PT0HFEZ7Yu2lJjMVamPsZetH49AQMGoolx55mQ8eMpWl9Jfw8NJfqRRylYuZLCPzz7u3/vPoReeRVpL79EcabkmaqYt2/E0GMA6qgYFHoDgUPHYdrq/bOqa94WdUyCe9Cr0xM0bjJOk7F0UTlVeCQKgz8oFOhatsfQaxBFq37xSdxOi42sdbtofNM4lHotQW2bEt6nIxkrPKffZyz/i7grh6CNCEYbHkzc1UNJ/73sC0BA8wRQKtAEB9Di/ilkb9yL+XTN/mJm2rwe/z5l+T5o1HiMm7z3f13rdmjiG7nfB72ekCun4DIZsdehS8EqVUo0WjUqlaL0tlJV+2unF20syzMKg4HgcVXkmZBQGjz8KIUrV1J0Tp6xJyeTfP89pD75OKlPPk72px/jyM8n9cnHcWRf+rWsHBYbZ9bupuXNY1DptYS1b0J0v/Yk/+6Zs2OHdaP1jHFsum8upjOesZzNMygUZbd9nGeK1q8nYOA5+X1dFfn90ZL8vtozv7u/dGtQqFQoSm6jUvksdtPm9fj3LffZHF35Z1MVEkrUfY9S9OdKjGs9Y1dFRKH0DwCFAn3bDvj3H0zBMt+tu2TetgFDzwGoG5Tk9+GXV57fW7RFHVsuv4+fjNNspDjdnd9Nf61D376r+xigVBE4fDzW44cu+awNcOf3zHW7aPqfsSj1WoLbNSWybwfSlnsZoygUKLVqlCV9QKlVo1C7bxsSGhDeow1KrQaFSkn0sB6EdGhG3m7fXhHOcnArfq17oQptgELrh6H7MCwHvY+v7KnHcBbmYug6FBRK1NFN0MQ2w3bq4Nn/IKjUKJQlfVylBqXv+rsQl4rCde75JlVYuXIlTzzxBLfccgs333zzRf+xg5NuuOjnhI4bQfjEMSi0Wgo3byP9vc9KTydp8sZssn9eXDrbI/G9V9BEVayKHpt5P/bMLJrOewVNeCiuclMk89duJP39z88bw/YzF7+6sTbIQK/HJtOwRwus+SZ2zVvMieU7iOzYlMGvzeT7IQ8D0Ou/k4np0waNnxZLnpFTq3ex+4NlOG3uOHs9fh2JYyqudLzpua85vuzCvgz2b1O9wU7g8JEEjRyLQqvFtH0rOV98Wjq9PvrZFylYuhjTXxsJunwiIeMneUzxTL59euntgEFDCBp7OUqtDuuRw+R8+RmO3PMvBFWQUb31bsPHDyfyitEodFoKNm4jde780j7TbO7zZH6/pHS2h3/HNsTcOhVNZDjmw8dJfuMj7Bll+yziyjEEdutA0iMvXlQMn5wIqlbsZxmCDFzz3GRa9GqJKd/E0jcWs2PZdpp0acqMebfyaM+HStt2HtWFMfeM4/kRz/yjv3mp1Gbsd3au3gJjQSNHEjLG3d+NW7eS9VlZf4+d/SJ5ixdj3LSRkAkTCZ3k2d9PznD397hXX0MdGlrhlLeijRvI/uyz88aw8Uj4RcddV/LM4H55Fx07gP+AEQQMGo1Co8Wydxt5P30ODndMkfe/QNHqJZh3bkLfoTuBIyahCg7FZbdhP51Ewa8/UHzGvVinvkN3gi+/DoWfAUdWOgVLv8d6eF9Vf7rU0e0Xv3aUOtBAiwevJ7Rra+wFRpI+XEjm6q0EtW9G+//dzoYx95a2bTJjItGj3TPE0pZtIOmDsoXyOr55P/6JcbiKHWSt2cGxeT/itFz4DKYmLS5gdsUFCBgykqARY1FotJh3biXn63L5/skXKfhtMaYtG/Hr0oPgy69AFRKGy27DduI4+Qu/x55y+qL/5qyVvjnf/7q7Lue6u8ZXeOzrtxbx9VuXrtg1t1/1ZpkFjhhJ8OiS4+q2rWR/XrafG77wIgVL3HkmePxEQiZ65pnTt073eE1dq1ZEzJhFyn13X1AMu4+FXHTcmkADnR6dQmS3ltgKjBx47xdSVm4nrEMivebMYtmIBwAY8t3T+EWFlOYVgOTlW9nz6ncAdHpsKgmjKl5VaOfsLzn964Wty9G+cd5Fxw4l+X1sufz+abn8/mJJft+4kZCJleT36e79rm/Viob/rXjZY/OBA6TNnn3eGNSGaoVOwNBzPptflftsPvUiBb+6P5tBYycSPM4z9pS73bH7de1B6NVTURgMFKenkf/zd1j2X9jpESpD9YqD/gNHEDBkjDu/795G3g+fleX3h2dTtGIx5h2b0HfsTuCoSaV5xX7qOAVLfqT4TFleMfS5jMBhl6PQarElHSbvx/k4L2BB0QM7/S86bnWggTYPX09Y11bYC4wc/WAh6au2EdI+kY4v386aUfcBENKpOV3fuLfCc3N3HWbHPW9gSIimzSPX49+4IS6nE3NyJie+/I3M9bsvOI4OV1YvR/p1GoShyxBQa7Ad203hH9+D0wFA6OSHMW1fWTrbQxUWTeBl16IOb4ijMBfj5qXYjrv7hSa2GSET76jw2raUo+QveOeC4oi8441qxV8fHJx48d9n64tWC87/vbiuO29xw+VysW7dOhYsWMChQ4cYNWoUV199NQ0aXPzl36pT3KgLqlPcqCuqW9yoC6pb3KgL/mlxQ1RPdYsbdUF1iht1RXWLG3VBdYobdcWlKm7UBl8VN2pCdYsbdUF1iht1RXWLG3VBdYsbdUF1ixt1QXWKG3VFdYsbdYUUN+qnf0Nxo8pvj3PmzGHlypV06dKFyZMn06OH92slCyGEEEIIIYQQ/2q+PZtO/ENVFjc+/vhjmjRpwuHDh3n55Zc9tv/4448+C0wIIYQQQgghhBDiQlRZ3Jg/f36l27Iu8YrcQgghhBBCCCGEENVRZXGjR48eZGZmkp6eTqtWrVCr1eTk5PDee++xYMECRo8eXVNxCiGEEEIIIYQQQnhV5SpBP/zwA4MHD2bmzJlMnDiRlStXMnz4cDIyMvjpp59qKkYhhBBCCCGEEKJWKRT/3n//BlXO3Pjss89YsGABzZs3Z/v27UybNo1XX32VkSNH1lR8QgghhBBCCCGEEFWqcuaGWq2mefPmAHTt2pX4+HgpbAghhBBCCCGEEKJOqXLmht1u59ixY7hcLgCUSmWF+82aNfN9hEIIIYQQQgghhBBVqLK4YbFYmD59eoXHzt5XKBSsWrXKd5EJIYQQQgghhBBCXIAqixurV6+uqTiEEEIIIYQQQog661+y7ua/VpVrbgghhBBCCCGEEELUdVLcEEIIIYQQQgghRL0mxQ0hhBBCCCGEEELUa1WuuSGEEEIIIYQQQghA4artCEQVZOaGEEIIIYQQQggh6jUpbgghhBBCCCGEEKJek+KGEEIIIYQQQggh6jVZc0MIIYQQQgghhDgPhaK2IxBVkZkbQgghhBBCCCGEqNekuCGEEEIIIYQQQoh6TYobQgghhBBCCCGEqNdkzQ0hhBBCCCGEEOJ8ZM2NOk1mbgghhBBCCCGEEKJeq9GZGwcygmvyz10yQ0ebajuEatuyPKS2Q6i2EI29tkOotgdG5Nd2CP8vLV8fXtshVNvoq4trO4Rqe+PzkNoOodpGhltrO4Rqm7M+tLZDqLa5/XJrO4Rqu329trZDqLbPnw2q7RCq7avXNLUdQrVZnbUdQfU18au/x6Yeretvnnnno4jaDuEfeeaO2o5A/H8lMzeEEEIIIYQQQghRr0lxQwghhBBCCCGEEPWaLCgqhBBCCCGEEEKch0IWFK3TZOaGEEIIIYQQQggh6jUpbgghhBBCCCGEEKJek+KGEEIIIYQQQggh6jUpbgghhBBCCCGEEKJek+KGEEIIIYQQQggh6jUpbgghhBBCCCGEEKJek+KGEEIIIYQQQggh6jV1bQcghBBCCCGEEELUdQqFq7ZDEFWQmRtCCCGEEEIIIYSo16S4IYQQQgghhBBCiHpNihtCCCGEEEIIIYSo12TNDSGEEEIIIYQQ4nwUtR2AqIrM3BBCCCGEEEIIIUS9JsUNIYQQQgghhBBC1GtS3BBCCCGEEEIIIUS9JsUNIYQQQgghhBBC1GuyoKgQQgghhBBCCHEeCllQtE6TmRtCCCGEEEIIIYSo16S4IYQQQgghhBBCiHpNihtCCCGEEEIIIYSo1+r0mhuaQANdHp1MVPdW2PKN/P3+YpJXbPdo13zyZSSM6oFfdBi2PCNJC9Zx5JvVHu3COzVjwDt3cfDz3znw4VKfx2/oORRDnxEoNFqsB3ZQsOwrcBRX+Rz//mMIGDSe3C9fx5Z0AABlYAiBo65Dm9Acl92Gcd1SzDvW+jx+cL8HHR+5jsiS9+Dg+7+QstLzPUicPIS4kT0wlLwHJxau49g3q2okxvLUgQaaPziN0K6tsRcUceLDhWSu3uq1bePpE4ke3ReAtGUbOPHhgtJtwZ1b0vTWK9DHRGLPLyL5m99JW7re5/H79x9OwOAxKLRaLHu2kvfTfK99Rt0ghpBrp6MOjwLAnnyC/EVfUZye6m6gUhM8YQr6dl1QqFTYThwl78fPcBbkSezn0AYZ6PvYtcT0bIk1z8j2eUtIWr7Do12bawfS+qr+6EICKDZZSVq5k23v/ILL4QTgygVPog8NwOV0AZCxN4kVd7/nk5jL8+syGEP3YSjUGqxHdlG46juv+10ZFEbELc/itFlLHzNtXYHpr98ACJv2X5RBYaXbFGo1tqT95C963zdxBxmY9My1NO/dEmOukeVvLWH3r577HSCmVRxjHppITOs47GYbf360go1fV8yBTbomMv2TO/njg+WsmLvMJzGfpQ400OLB60vzTNKHiyrNM02mT6iQZ5I+XFi6Lax3e5rcMgF9dBhFx1M48sqXmE6m+TR2Q5CByc9NplXvVhjzjCx+YzHbl3nm9Fvn3Upi18TS+yqNioykDP436X8A3PnJnTRs1hC1Vk12SjbL3lnG3j/2+jR2gMDhIwkeMwaFVodp6xay538GxZ79XZuYSMjEK9E2bgxOJ5ZDB8n9cj6O/PyKDVUqYp57AYXej5T77vZ5/FUZe/1lDJnUl8YtY1mzeAtvPPxJrcZT3rebDvPlhkNY7A4Gt4njwTGd0apVHu1+33OKl5eU9SenC6zFDj6ZPoRWMaF89OfffL7uIFpV2W9r82cNIzY0wCdx64IMDH3iGhJ6tcCcZ2TjO8s4/Lv3PAOgVKu47psH0Bp0fDLm2dLHFUoFPWeOpM3lPdAadOQnZ/HTzHexFVl8EjeAPsjAyCevoVFvd+zr3l7Ggd88Y+8zcwS9/jMUh73sc/DZNXPIT8kBYPjjVxHfJZHQhAh+feY7/l7sPVddSppAA90enUyDHq2w5hvZ995iTnsZv7e47jIajSobOx5bsI7DX1ccvze7aiDNrx6ELjQAU3ouGx/5kKLTmT6NP3DYSIJGluSZ7VvI+fIz73mmaSLBE65E26gxOJ1YDx0k55v5OEvyTOTdD6Br3rK0vUKtxp52hrSnH/Np/OA+xo5/+hoSe7fElGtk5dtL2VvJMbZhqzhGPjiBhiXH2HUfr2Tz1zXzPaNekjU36rQ6XdzoeP9VOO0Oll3+X0Kax9H75ZnkH02hMOmcwZ9Cwbbnv6TgWCr+MRH0ff02TBl5pKwq+xArVEo63D2JnL9P1Ejs2qZtMPQZSe6Xr+IszCfkqlkEDBxH0eoFlT5HFRqJrk03HIV5FR4PnnAz9vTTZP74PurIhoRefz/F2enYTx7y8f8C2t93NU67g+XjHyO4WRw9Xr6V/KMpFJ049z2AXS98QcGxVAwxEfR67XbMGbmkrqp8EOELiXdPxmUvZvMVDxHQLI62s+/AeDwZ04kzFdpFj+1PeL+O7Jj+PADtX74bS1oWaYvXoVApafPMrSR98DNpS9YR0LIRHV67l8IDSRiPp/gsdl2LdgRcNobs917CUZBH2I13EThiIoXLfvBo68jPI3f+XBy5WaBQ4N93CKFTZpH52hMABPQfhrZRIpmvPoHTYibkyhsJnjiV3M/fkdjP0euBK3EWO/hu9BOEtYhl6KszyD2SSt45eeb0un0cXbIFW5EZbZCBwbNvpPXVA9j/zZ+lbVY9+BFnth72SZzeaBu1xr/7MHJ/fAtnUT7Bl8/Av/dojOt/qfQ5WXMfBJfT4/Gc+S9UuB9+89NYD++85DGfdfljV+KwO5g9+AkatorlhrdncOZwKhnHKu53Q4g/N86bydI5C9m3YhcqjZrgBiEV2ijVSsY8NIlTe074LN7ymt19LU57MZuueJiAZnG0m3271zzTcGw/wvt1Yvv0FwBXSZ7J5szidehjI2n12E3se3QuBfuTiL9mGG2fn8XWG54Bp+f7c6lc9fhVOOwO/jvwv8S1imPmuzNJOZRC2jn7/b1ZFQtzd356J0f+OlJ6/6f//UTasTScDieN2jfi9o9u5/kxz1OQVeCz2PXt2hM8ZizpL72IIy+XyLvuIWTiJPJ++N6jrdLgT9GaPzC/swecTsKmTiP8lhlkvDqnQrug0WNwFBai1vv5LO4LlZ2ex3dzl9Clf1u0em1th1Nq89E0vthwiLenDSAi0I9Hv9vIR3/u57ah7T3ajuiQwIgOCaX3l+46wadrD9CyYUjpY0PaxvP0pB41ETqDHp6Ew17MR8OfIqJFLJe/eQtZR1LIOZ7utX2XaYMx5xahNegqPN5z5kgadmjMDze9RWFaLmGJ0ThsVf9Y9U8NfWQSjuJi3h36FFEtY7nizVvIOJxCtpfYD63YxdLHv/L6OpmHUzm4fBcD7xrr03jL63z/VTiLHSwe5x6/95vjHr8XnDt+R8HW574k/1gq/rER9H/9NkzpeSSXjB0bj+tN47G9WP/g+xSeSMM/NgJbgcmnsevbtido1FgyXnmR4rxcIm+/h+Dxk8j/qfI8Y/nbnWdCr5tG+E0zyHzDnWcy33ylQvuoBx/DcmC/T+M/a8yjV+CwO5hz2ZNEt4xlytvTSTucSqaXY+zUd2fw2ysL2b9iNyqNmqAGwTUSoxC+UGdPS1HptcQO7MiBj5biMNvI3nOcM+v3kTCiu0fbI1+vIv9wMi6Hk6LTGZxZt5fw9k0qtGk++TIythyk8KT3A9qlpu/YG8uu9Tgyz+CymDCuW4q+Y58qnxM4cjJFq36q8KurQqND27glxvXLwOmgOD0Zy4Ht+HXq6+v/Aiq9loYDO3Lo4yU4zDZy9h4nfcNe4kZ4DkqOlXsPjKczSFu/h7D2TX0eY3lKvZaI/p05+ekvOC1WCvYdI3vTbqKG9fRo22BEL1K+X4ktKw9bVh7JP6ygwYjeAKiD/FEH+JGxYjMARYdOYjqZhqFxQ5/G79etL6YtaylOT8VlNlG4YhGGbv28tnVZTO7iAIBCgcvpQhURVbpdFRaJ9dA+nEUFUGzHvHsLmgaxEvs51HotjQZ3YOf7yyg228jYncTpdftIHNXNo21hSja2IrM7bMDlchEUF+GTuC6Uvm1PzPs24chOw2U1Y9z8K/q2vf7x62rimqHwC8ByZNc/D9Lb6/tpaTu0AyvmLsNmtnFyZxIH1uyj81jP/d7v+kEc2XiQ3cu247A7sJmsZCZVzOP9pg3m6KaDZCZl+CTe8sryzOJyeWaP1zwTNaIXyaV5Jp+UH1aW5pmw7m3I33uUgn3HwOnk9LfL0UaEENKxuc9i1/pp6TisI0vfXorNbOP4zuPs+3Mf3cd5HlfLC4sJI7FLIlt+2VL6WOrhVJwls5ZcLhcqtYqQ6BCfxQ4Q0LcfRWvXYE9NwWkykb9oIQH9+ntta9m7B9PWLbgsFlw2G4WrVqBrVnHfqiMiCejdh/wli30a94XatHwHm1fupCDPWNuhVPDr7pOM69yYplHBBPlpuWlAa5btOnHBzx3VoRGKWri8gFqvpdllHdj83m/YzTbO7E4iae3ftBrtmWcAgmLCaDWqK9s+qzjrVBfoR6fJA1j9/PcUpuUCkHMszafFDY1eS4shHVj/rjv2lF1JHF37N23HeI+9Kju/38CpLUcottp9EKknlV5L3KCO/P1h2fg9tZLx++GvV5F3dvx+KoPUdXuJ6FAyflcoaHPTSPa8tYDCkh/UjClZ2At9W9zw79OPonXuPOMymchfvJCAPpXkmX17MG8vl2dWe+aZs1ThEeiat8S4yfezgDV6La2HdmD13F+xmW2c2pXEoTV/09FL/+l9/UCObTzE3mU7So+xWTVwLBXCV+rszI2A+CicDmeFqWf5x1KI6NTsvM8N75hI0qINpff9GoTSaEwvVv/nZTree5VP4j2XOjIG46Hdpfft6cmoAoJR+PnjMnsOXHStu+JyFGM7uq/iBoXHDUCBOirmksd8Lv/4qJJiRbn34GgK4RfyHnRI5OQvG87b7lLyi2uAy+HEnFyWlI3HUgj28mXB0CgG47Hkcu2SMTR271N7biEZq7bQYGQfzixeS2CrxugahJG/95hP49dEx2L5u+yX8uLU06iCglEY/HGZvA92o597F4VWBwoFhb+XzQoybVlL8PgpKINCcJlN+HXuheWg76aM19fYgxIicTmcFJTr4zlHUonukui1fZPhXej98NVo/fVYcovY+uaiCtsHPHM9CoWC7MPJbHv7F3KPpvok7rNU4dFYj+4pvV+cmYLKPwiF3h+Xxft+D5/+LLhc2E4eomjtAq/t9G16Yj2yC4ptPok7olEkzmIn2SfL9vuZQ6k06ea53+M7NCL9yBlmfn434QkRnN57kl9m/0h+Wh4AIQ1D6TahJ+9c8wrjHr3SJ/GW5xcX5SXPJHvNM/7n5JmiY8kViqQVvvAp3PcNTWLI2+mbWXlRjaJwFjvJLLffUw6l0Kxb1Tm9x+U9OLbjGDmpORUenzF3Bi17tUSj03Bg/QFO/33aJ3GfpYmNw7SzbDag7fQpVMEhKP0DcBqLqnyurmUr7KkVZ96FTr2e3B9/wGX3TT//t0jKLKB/y7IxR7PoEHKMVvJNVoLPmeFQ3pk8I7tOZvLY5RW/UG04nMqIlxYREejHFd0TmdTde779p0IbReJ0OMk7VdbfMw+nEldJfh/44EQ2zl3mUQQIb9YQl8NJs6Ed6TR5ADajhd3frmPPD74b44SW5Mjcc2Pv6j32xP5tuOOP5zFmFbDzu/Xs+nGjz2I7n0Bv4/ejFzZ+jyg3fveLCsHQIJSgpg3p9t8puBxOTv62hf2f/AYul8/i18TEYd5VlmfsyReeZ/QtWmFP8T7D1793P6xHDuHIzrqk8XoTfvYYW67/pB1OoXFXz/cgrn1jMo6e4ebP7yIsPoKUvadY+mLZMVaI+qbS4sZ//vMfPvnEfb7n008/zdNPP126beLEiSxYUPnpFZckMD8txcaK5zIWF5lRV3EgBWj1n1EolApOLfur9LGO91zJ/pIKck1RaPS4rObS+2dvK7R6j+KGQqsjYPAEcr96w+N1XDYrtlNHCeg/hsKVP6KOjEHfugtOU6FP4wdQ++mwn/seGC2oDfoqn9fiP6NBqeR0ufegJqj8dDhM5gqPOYxmVH6e8ar8dBQby9qe+//KXL2V5vdfT+IdVwNw9I1vsGXm+ihyN4VWj8tSFpOz5LZS54ejkgJB2hO3odBq8evWD0dudunjxVnpOPJyiH7yDVwOB8VpyWQteFliP4e3Pm4zmtFU0seTlu8gafkOAuMjaDaqO5acss/h2qe+IPuQ+4tsm2sGMvzNW1lwzYulsz18QanR4bKVyzO2s3lG51G0cJmLyPnqZYozklH4+RN42dUEjb6R/J/nVnxRtQZd807kL/rAZ3Hr/HRYz9nvliIzOi/7PbhBCDGt4vnk1ndJP3KGkfdezrX/m8b7N74FwNiHJ7Gi5NepmqDy03vkmeILzjPm0jyTu/0gTaZPJLhjcwr+Pk78tcNRqFWodL47HUFr0GI5Z7+bC83o/Ks+rna/vDu/v/+7x+Mf3P4BSrWSlr1aEt00GpcPv3AAKPQ6nOayX22d5pL+7qeHKr50aOLiCb58AplvvV76mF+XriiUSsw7tqNr1cp3Qf8LmGzFBOg1pfcDdJrSx6sqbvy2+yQdEyKICfUvfWxI23jGd21KmL+e/SnZPPb9ZgL0Goa3T6j0dapL46f1WBPDVmRB46W/Nx3UHoVSyfE/9xJ7TgEhICoEXaAfIQmRfDb+BULiI5g0bxa5pzI5/ZdvTkPUGLTYzvmsWossHqfLABxavovdP23ClFNIw3aNGD/nRiyFZg7+7rvTCquiNniO3+1FZjTnGb+3uXkUCoWCE0vdY0dDZAgADXq0YsW0/6EJ8KP/67dhzsgjafEmn8QOoNDpcJq85Bn9+fNM0LgJZL3zutft/n36UbBkkddtl5rW4HmMtRZZ0Hrp+0ENgmnYOo75t84j48gZht0zjiv/N42PS46xwlMtTEQTF6HS4kZOTtkvNLt3766wzdcDGIBisw21f8XBotpfT7HJWskzoOmk/iSM7MHa29/EWbKwUnTfdqgNOlJW+zbJ69v1IHDMVADsp47isltQ6MriP3vbZfNcfMp/wDgsezfjzM/22AaQv/AjgkZeR+TdL+HIy8KydzOqSN/P3Cg2W9Gc+x4Y9BSbKl9Aq/GkAcSP6MGGO94ofQ9qisNsRWWoeN60yqDHYfaM12G2ovIva1v+/+UX34BWj9/C/qfeJ2/7Afziomj7wu1Ys/LI/Wufx2tVl1/n3gRfeQMAtqTDuGwW98GzxNnbTmvVX45dNhumTX8Q/fTbZMx5FGdRIcETrwe1mjNP3I7LZiVg8GjCp99H1lvP/b+PvTxvfVzrr8deRR8HKDydRd7xNHo9dCV/PPIpABl7kkq3752/kmajuxPVqSnJ6/++ZPHqWnUjcOhkAOwpR3HarSi05fa71t2nXTbPPOmy2yhOP+W+bSqkaPX3RNz6IgqNDpe9rL2ueSdcFhP25CMer3GpWM1WdOfsd32AHquX/W632Nn/xx5SSmYFrHrvN55YOxtdgJ4mXRPR+evYW4ODeIfZclF5pvxxTG3wK80z5tPpHHrpc5rddS3asCAyVm7BdDINa5bviqg2kw29t/1urOK42rkpQRFB7Fq+y+t2Z7GTA+sPMGjqIDJPZbLvz0uXI/179yHshpsAsB4+hMtiRVlubYyzt11e9v1Z6qgoou5/gNyvv8R62P1FVKHVEXr1tWS8/kqlz/v/rPyioB0bRWDQqjGWm81w9rZBW/Xk31/3nGJav4qFoyaRQaW328dHcFXPZvx5IMUnxQ272YY24Nz8rsN+Tn9X67X0u2ssi+7+0OvrnJ3JseXD5TisdrKPnuHw8p007tvaZ8UNu8mG1uPYpMPmZQycXe40vdQ9J9j+zVpaDu1Ya8WNYpP38bu9ivF74hX9aTSyB3/eVjZ+d5Ts90NfrcJeZMZeZOb4og1E925zSYsbhp59CLu+JM8cOYTLakXp5yXPWKrOM5F3P0DuN19iPeLZJ3TNWqAKCsa0fYuXZ196NpPnMVbnr8fmJdcXW+wcXL2H1JJj7J/v/84ja15AF6DH6sMFc4XwlQs6LeXcYkZNnDtZdDoDpUqJf1wkxmT3tKrgZrEUJp3x2r7RmF60mDqMtXe8iSUzr/TxyK4tCGmVwKhF7oUjNQF6XA4XwU1j2Pyo9wNZdVj2bcGyryxpBU28GXWDeKz73QMEdYM4HEX5Xk9J0TZpjSooFL9ugwBQGgIJvmIGxo2/Ydr4O878HPK+e6fCaxennrhksVfGeDoDxTnvQVCzWM8FXUvEj+5FsylD2XjOe1BTzMnpKFRK9LFRWFLcU8b9E+MwnfA8NcB0MpWAxDiKDp7waOffJBZzcjp529yLPplPp5Pz117Cera7pMUN885NmHeWHaBDrpuJpmEClt3ulcw1MQk4CvIrPa2jAoUChVaLMigUZ1EhmtgECn/9qbS/GdevJGjkJJSGAJymqqdV/ttjL6/gVCYKlZLA+AgKT7unioY2iyXv+PmvWKFQKwmMrXzNDReXvrpvPbgN68FtpfeDRt+IOjKudOFPdWQsDmNBpaeknBsfeAbp16YnlgO+HYBlncxEqVYSnhBB9in3fo9uEeuxmChA2pHUijOQy91O7NGC2DYJPLrKfVUDfYAep9NFg+YN+fKej30Suzk5oyTPRGJJcefFgMQ4jCc8j03Gk6n4J8ZRePAkAP6JsRUWHc1au5Oste73TuXvR6/RfUrb+kLGyQyUaiWRCZFklkxXjm0Zy5mj3o+rAD3G92D3yt3nnRmjVCmJiL+0a9AYN23EuKlsen3EzFloExIwbXX3T21CAo78vEqniqvCw2nw0CPk/7II48ayUwjU0Q1QR0QQ/djjJQ3VKA0G4t58mzPPPYMjy/fTxuuycxcFfeqnvziSls+QtvEAHEnPJ8xfV+WsjT2nssgqNDO4TdXrJZ1dv8gXck9molQpCY6PIL8kv0e0iCH7nPwekhBBYEwYV354BwAqjRptgJ6bf3ua7296k+wj7rFB+Th9/RtfbkmODImPIK8k9qgWMWR7yZEeXNTq1RwKS8bvAXGRFJWMHUOaxVJQyfi98ZhetJw6jDW3v4m53Nix8FS6e12T8jvbB/vd9NdGTH+V5Znw6bPQxCfANnee0cSfJ8+EhRN13yMULFmEabP3U5X8+/TDvGMbLmvlBZ5LKbuk/4QlRJBTcoxt0CLG6zE2/ciZSo+xQtRHlS4oWr6AURsLQTksNlLX7Kb1LaNR6bWEtW9Cw37tOfW75yWs4oZ1o82MsWy4dy6m1IqzHw58uJQVk59j9U0vsfqmlzizfh8nFm9k+2zvq0pfKpY9m/Hr1BdVREMUOj8C+o3Bstv7OZC5X75G9ntPk/PBc+R88BzOwjwKln6JeeufAKgiot1rEyhV6Nv3RNe0LcbNK3waP7jfgzNrd9Py5jGo9FpC2zchul97kn/3/OITO6wbrWaMY/N9czGd8T4DxdecFhvZ63bS6KZxKPVagtomEt6nIxkrPE+PSV++mdgrh6CNCEEbHkzs1UNJ/939Zb3o6Cn84qII7uy+fJc+JoKwXu0rnDvvC+btGzH0GIC6QQwKvYHAoeMwbfO+8JSueVvUMQnuwoBOT9C4yThNRooz3IMH++kk/Lr2RaH3A6UK/z6X4cjPveTFgfoee7HFxqk/99B5+mjUei1RHZqQMKAdx37d5tG2+eW90JdcrjC4cQPaTxvKmW3u2Q3+DUKI6tAEpVqFSqum7ZTB6IP9ydid5PE6l5Jl/1/o2/VGFRaNQueHf88RWP7e7LWtOroRqtAoQIFC70/g4CuxnT5cYTaZMiAETXxzLH/79pQyu9nG/lV7GHrbaDR+WhI6NaHNoHbsXOK537cv2kLby9rTsGUsSrWSwTOGc2LHMaxFFlbMXcZrl7/A21fP4e2r53Bgzd9s/WkTPz35jc9id1psZK3bRePSPNO00jyTsfwv4q4cgjYiGG14MHHl8gxAQPMEUCrQBAfQ4v4pZG/ci/m07xa9tplt7F65m9F3jEbrp6VJ5ya0H9yerZVcGlKj09B5RGf+Wljx/xbVJIrW/Vqj0WlQqpV0G9uNxG6JHN121GexAxRtXE/AgIFoYmJQGAwEjxtP0fp1XtuqQkJp8PCjFK5cSdEfFS8taU9OJvn+e0h98nFSn3yc7E8/xpGfT+qTj+PIrp3jF7gLRBqtGpVKUXpbqar9dd9HdWzEkp1JJGUWUGix8dnaA4zu1LjK5yzbfZJBrWPx12kqPL72YCoFZhsul4v9KTn8sOVohfU8LqVii41jf+yl160jUeu1NOzYmKYD23FwWcU8k30sjU/HPMs3U17lmymvsur57zDlFPLNlFcpSs8jPyWblB3H6H7zMFQaFaGNo2gxvBNJ63x31Qu7xcbh1XvpN2skGr2W2I6NaTawHX8v9cyRzQa2RRfonl0Q3TaBLpP7c7TcDKqzxyWFQoGq5LYv59U7LDZS1uymTcn4Pbx9E2L6ex+/xw/vRruZY1l3z1yM54zfHVY7yat20HLKENQGHX6RITQZ34czGy/dbEhvjBvXE9BvIOqGMSj8DASPGU/RxsrzTNQDj1K4eiVFa1Z7baPQaDB061npa/iC3WLjwKo9XDZrFBq9lvhOTWg1qB27vfSfnYv+ovVl7YluGYNSrWTgjOGc3HFcZm2IekvhqqRk3rZtW4KC3NMHCwoKSm+7XC6KiorYt+/if8Fe0O+ui2qvCTTQ5dHriOreEluBkb/fW0zyiu2Ed2hKn1dmsXj4gwAM//4p/KJCcJZbufr08q3sesXzsk1dHpuCOTOPAx8uveA4+oyo3gfc0HMohj4jUWg0WA/soGDZV6VXQgm/9WmM65dVmO1xVsSdsylY8gW2pAPu1+kxBP9+o1FotNjTTlO4/DuKz1zYr3tblld9juP5aAINdHp0ChHdWmIvMHLgvV9IWbmdsA6J9Jwzi19HPADAkO+eRn/Oe5C8fCt7X/2u2n87RHPxK3urAw00f3AaoV1bYy8wcuLDBWSu3kpQ+2a0+98dbBxzT2nbxjMmET3afdWZtGUbOPHBz6XbIgZ2JWHaaHQNwnEYzWSs3MKJjxZe8M81iV2q12f8B4wgYLD7vbbs3Ubej5+X9pnIB16gaNUSzDs3oe/QncCRk1AFh+Ky27CfTqJg2Q8Un3EXYBQGf4InTEXXoi0KlRp7WjIFv3yD/bTvvmzXhdiXrw+56Li1QQb6/XcyDXu0wJpvYvu7i0lavoOojk0Z9vpMvrrsYQD6Pj6ZuD5tUPtpseYZObFqFzs/WIbDVkxIk2gGPDeNwNhwHLZicg6nsH3uYrIPXvgCi6Ovrt5pXH5dLsO/+1BQa7Ae2U3hqm9L93vYtP9i3PI71oPb0LXsSkC/cSgNgTitFmynDmJcu7DC+j2G7sPRNmlD3vdvXFQMb3x+8WtT+wUZuOKZyTTr3QJTnonf31zM7l930LhzU254dybP9H64tG3Pq/oyaMYwtHotJ3Ye55cXfiQ/Pc/jNa949joK0vNYMXfZBccxMvzif0lTBxpo8eD1pXkm6cOFpXmm/f9uZ8OYe0vbNpkxsUKeSfqgbL2qjm/ej39iHK5iB1lrdnBs3o84LRe+dsiPGZrzNzqHIcjAdc9dR8veLTHmG1n8+mK2L9tO0y5NmfXeLB7s8WBp2y6junD5vZfz9PCnK7xGg6YNmPL8FKITo3E6nGSeymTFhyvYs2oPF+r+btU7/SZwxEiCR49FodVi2raV7M8/hWJ3f2/4wosULFmMcdNGgsdPJGTiJJznTCU/fet0j9fUtWpFxIxZpNx39wXFcPt636yLct1dl3PdXeMrPPb1W4v4+q3KL+18sT5/Nrpaz/tm02G+3HAIq93BoDaxPDSmC1q1CoAp7y5nWr9WpbM9rMUOxr2yhNlX96Jb0wYVXufJn/5iy7F07MUOIoMMTOrelKt7XtgVgr567eLXL9IFGRj65DUk9GyBJd/EhreXcvj3HcR0asLlb83gvQGPejwntmsiI56dwidjni19zD8ymKFPXEPDTk0w5xSxff5q9v184adGWKtxdWd9kIGRT11Do14tsOSZWPv2Ug78toPYzk248u0ZvNnPHfvY2VNp3KslKq2awvQ8dv2wkR3fln2RvuaD20g4Z9Hgb6fP5fT2C1skvYnfxR+bNIEGuj12HQ26t8SWb2Tve4s5vWI7ER2b0u+VWSwc5s4zo37wHL+fXL6VnXPc43e1QU/Xh68huk9b7IVmkhZv4sCnv11wHD1aVzPPDBtJ0KixKDRaTDu2kvNFWZ6JfuZFCpYtxvTXRoLGTSRkvGeeSb6jLM8YevQi5IprSH34Xi7Gx9v+2Uw4vyAD45+5lsRe7mPsyreWsPfXHSR0bsrUuTOY3eeR0rbdr+rDgOnD0Oi1nNqZxJLZP1Lg5Rh7MZ7Z5X3tkX+DpOuvr+0QfKbJF1/Udgj/WKXFjZRKVvs9Kzb24i/NeLHFjbqiusWNuuCfFjdqU3WKG3VFdYsb4p+pTnGjrqhucaMuqE5xo66oTnGjrqhOcaOuqG5xoy7wVXGjJlS3uFEXVKe4UVdUp7hRV1SnuFFXVLe4URf80+JGbZPiRv30byhuVDoirU7xQgghhBBCCCGEEKKmVXoy55o1a5g/f37p/auuuoohQ4YwZMgQVq5cWSPBCSGEEEIIIYQQQpxPpcWNjz76iD59+pTet1gsvPfee7z22mt8843vFmsTQgghhBBCCCGEuBiVnpZiMplo1qxsASJ/f3+aN3cv+mQ219/zHoUQQgghhBBCiItWi5daFudX6cyNoqKKl1389ttvS29n1+Kl0oQQQgghhBBCCCHKq7S4ERAQwIkTJzweP3HiBP7+/r6MSQghhBBCCCGEEOKCVVrcuOmmm7jjjjvYuHEjRUVFFBUVsWnTJu68805uuummmoxRCCGEEEIIIYQQolKVrrkxduxYzGYzjz76KOnp6QBER0dz++2307BhwxoLUAghhBBCCCGEqG0KWXOjTqu0uAHuy79eddVV5OTkYLFY+OWXX/joo49wuVwsX768pmIUQgghhBBCCCGEqFSVxY3i4mJWrVrFTz/9xO7duykuLubjjz+mU6dONRSeEEIIIYQQQgghRNUqXXNj9uzZDBw4kO+++45x48axZs0agoODpbAhhBBCCCGEEEKIOqXSmRvfffcdnTp1YsaMGfTq1QsAhZxkJIQQQgghhBDi/yP5OlynVVrcWLduHYsXL+bll18mPz+fCRMm4HA4ajI2IYQQQgghhBBCiPOq9LSUoKAgpkyZws8//8zcuXMpKCjAarUyZcoUvv3225qMUQghhBBCCCGEEKJSlRY3ymvVqhX//e9/Wbt2LVOnTmXVqlW+jksIIYQQQgghhBDiglR5tZRzaTQaRo0axahRo3wVjxBCCCGEEEIIUefIkht12wXN3BBCCCGEEEIIIYSoq6S4IYQQQgghhBBCiHpNihtCCCGEEEIIIYSo1y5qzQ0hhBBCCCGEEEIIb8xmM48++ih///03KpWKhx9+mMGDB3u0W7lyJe+++y42mw2Xy8UVV1zBf/7zHwB+/vlnZs+eTWxsLABxcXHMnTv3vH9bihtCCCGEEEIIIcT5yIqi5/Xxxx8TEBDAihUrOHHiBFOmTGH58uX4+/tXaBcZGcm8efNo0KABhYWFTJo0iQ4dOtCtWzcA+vTpw1tvvXVRf1tOSxFCCCGEEEIIIcQ/9uuvv3LNNdcA0LhxY9q1a8fatWs92nXs2JEGDRoAEBgYSGJiIikpKf/ob8vMDSGEEEIIIYQQ4v+xgoICCgoKPB4PCgoiKCjogl8nNTW19HQSgIYNG5KWllblc44dO8auXbt45plnSh/bsmUL48ePJyAggOnTpzNo0KDz/u0aLW706JxXk3/ukvliYURth1Btl0V6dtD6Qqd11HYI1bZp04UnAHHpDO+XV9shVNurn4XUdgjV9tD9+toOodoyFuTVdgjV9tTM+nts2vCOq7ZDqLbPn62/+f2GJ6seXNZlH9+gqu0Qqk2hrb+xmw4U1XYI1bZxf1hth1Btt11pqu0QxP9Dn3/+Oe+8847H43fccQd33nln6f2JEyeSmprq9TU2btx40X83IyOD2267jaeeeqp0JsegQYMYPXo0er2e/fv3M336dObPn09iYmKVryUzN4QQQgghhBBCiPP5F6+5ccMNNzBx4kSPx8+dtbFgwYIqXycmJoaUlBTCwtwFxjNnztCzZ0+vbbOzs7npppu45ZZbGDVqVOnjZ58L0KZNG7p06cKePXvOW9yQNTeEEEIIIYQQQoj/x4KCgoiLi/P4dzGnpACMHDmS7777DoATJ06wd+9e+vfv79EuNzeXm266iSlTpnDVVVdV2Jaenl56OyUlhV27dtGyZcvz/m2ZuSGEEEIIIYQQQoh/7Oabb+aRRx5h2LBhKJVKnn32WQICAgB48803iYqKYvLkyXzwwQecOHGC7777rrQYMm3aNK644gq++uorVq1ahUrlPq3vvvvuo02bNuf921LcEEIIIYQQQgghxD9mMBgqvYTr3XffXXr74Ycf5uGHH/ba7r777uO+++676L8txQ0hhBBCCCGEEOI8FP/iNTf+DWTNDSGEEEIIIYQQQtRrUtwQQgghhBBCCCFEvSbFDSGEEEIIIYQQQtRrsuaGEEIIIYQQQghxPrLmRp0mMzeEEEIIIYQQQghRr0lxQwghhBBCCCGEEPWaFDeEEEIIIYQQQghRr0lxQwghhBBCCCGEEPWaLCgqhBBCCCGEEEKcjywoWqfJzA0hhBBCCCGEEELUa1LcEEIIIYQQQgghRL0mxQ0hhBBCCCGEEELUa7LmhhBCCCGEEEIIcR4KWXOjTpOZG0IIIYQQQgghhKjXpLghhBBCCCGEEEKIek2KG0IIIYQQQgghhKjXZM0NIYQQQgghhBDifGTNjTpNZm4IIYQQQgghhBCiXqvzMzf8B48gcOgYFBod5l1byfv+Mygu9minjo4h9PqZqCOiALCdPkH+j19QnJZa+joBA4ah9A/EZbNg3vEX+Qu/BaezRv4f+iADI568hsa9WmDOM7L2nWUc/G2HR7s+M0bQ8+ahOGxl/8fPr51DfkpOjcR5VtTEYTS4aiRKnZbc9ds5/c6XuOye+x0gsFMr4m+fgjYyDOOhJE6++gm2DHe8If27ETVxKIam8RgPn+DIQ3N8Hnv45cMJv2I0Sp2Wgo3bOPPufFxe+gyAf4fWNLz1ejSRYZgPHSflzY+xZ2YDoArwp+Gsafh3bAO4KNqxjzPz5uM0W3wStybQQNdHJ9OgRyus+Ub+fm8xp1ds92jX4rrLSBjVA0N0GLY8I8cXrOPw16tLt4/88Sn0YYG4HC4Asvclsf7ed30S878hdgD//sMJGDwGhVaLZc9W8n6aDw4veaZBDCHXTkcd7s4z9uQT5C/6iuJ0d55BpSZ4whT07bqgUKmwnThK3o+f4SzI80ncfkEGrnzmWlr0aYkx18hvby1h1zLPvAIQ0zqOcQ9NJLZ1HDazjT8+WsGGr9aWbu87ZQD9pg4kICyAvDN5fH73R2SdzPRJ3Gd9u+UoX246jMXuYHCrGB4c2QmtWuXR7vd9p3n5152l950usBY7+OSmQbRqGMr2E5l8uv4gh9LzCNRr+fn2ET6N25uwccMJnzQGhU5L4catpL1XSd5Rq4i971b0zZqgjYrg5OP/w7TvYI3G+u3GQ3y5/hAWezGD28Tx4Liu3vf77pO8vLjsc+x0ubDaHXxy61BaxYRx3/y17D6VVbrd7nCSEB7Il3f4Zv9rAg10euQ6Iru3wpZv5MD7v5Cy0jPPJE4eQvxId56x5hk5sXAdx75ZVbq95c1jaNi/AwGNGnBk/u8c+vRXn8R7rm83HebLDYfc/b1NHA+O6ex9v+85xctLyu/3kv4+fQitYkL56M+/+XzdQbSqst+n5s8aRmxoQI38P7wZe/1lDJnUl8YtY1mzeAtvPPxJrcVyLkPPoRj6jECh0WI9sIOCZV95ze/l+fcfQ8Cg8eR++Tq2pAMAKANDCBx1HdqE5rjsNozrlmLesbbK1/mn/LpdhqHncHfsh3ZSuPwbr7Erg8KImPUCTlvZ+MT013JMG91923/QRPStu6HQ+eGymDDvWo9p828+jT1o+EiCx4xBodVh3LqF7PmfeR2/6xITCZl4JdrGjcHpxHLoIDlfzseRn1/6OoFDh6EKDMRpsWDc8he5333js/G7NtBAj8cmE92jJdZ8I3vmLeGkl/FMq+suo/HoHvg3CMWab+Toz+s5WG48E96uMV3umURQowYYz+Sw7ZUfyNpz3CcxV8XQY0jF/v/r1977UHA4kXfOrtiHNv6Ocf2ymgxXiH+sThc3dK3aEzh0LFlv/w9Hfi7h0+8maPQkCn753qOtIz+PnI/fxpGTBQoF/gOGEnbjbWT873EALHt3Ytq8DpfZhMLgT/jNdxIwcDhFf/g2uZ815OFJOOzFvDvsKaJaxjLpzVvIPJxC9vF0j7aHlu9i2RNf1Uhc3gR2bUuDq0dx5JFXsGfn0fTJ22k4dTypn/7k0VYVFEDTJ27j5Bufk795NzE3TKDJozM5dO+LADiKjGQsWIk+PprATq19Hrt/53ZEXDmaE/99GXtOHgmP3UnkdRPImP+jZ+yBAcQ/egep73xK4ZZdRE2ZRNxDs0h68HkAoqZOQhVg4Mj0B0GhIP6R24mcPIH0T771Seyd778KZ7GDJeP+S0jzOPrOmUne0RQKk9LOaalg23Nfkn8sFf/YCPq9fhum9DySV5V9qd340AdkbDvskzj/bbHrWrQj4LIxZL/3Eo6CPMJuvIvAERMpXPaDR1tHfh658+fiyC3JM32HEDplFpmvPQFAQP9haBslkvnqEzgtZkKuvJHgiVPJ/fwdn8Q+4b9X4rA7eG7QE8S0iuWmd2Zw5lAq6ccq7ndDiD83z5vJ4pcXsnfFLlQaNSENQkq3d5/Ui+4Te/Hp7R+QcTydsLhwzAVmn8R81ubj6Xyx8TBvT+lHRICeR3/6i4/WHeC2we082o5oF8+IdvGl95fuOcmn6w/RMtr9f/DTqhjTsRFDi+OYv7Hm+s5Z/p3aEX7FGE4+8RLFOXnEPXoXEZMnkvmFZx8CMB04Qs7i5cQ9eHsNRwqbj6TxxbqDvH3TICIC/Xj0mw18tPpvbhvewaPtiI6NGNGxUen9pTuT+PTP/bRsGArAa9MGVGh/+yd/0LVJlM9ib3/f1TjtDn4f/xjBzeLo+fKtFBxNofBExf6uUMDOF76g4FgqhpgIer92O+aMXFJL8owpJZP98xbRaHxfn8V6rs1H0/hiwyHenjbAvd+/28hHf+7ntqHtPdqO6JDAiA4JpfeX7jrBp2sP0LJhSOljQ9rG8/SkHjUR+gXJTs/ju7lL6NK/LVq9trbDKaVt2gZDn5HkfvkqzsJ8Qq6aRcDAcRStXlDpc1ShkejadMNRmFfh8eAJN2NPP03mj++jjmxI6PX3U5ydjv3kId/E3qQ1/r1GkPvtGzgL8wmeNBP/fmMxrllY6XOy3rgfXJ5f+i17NmLcsBTsNpQBwYRccxeOnDSsh3f5JHZ9u/YEjxlL2ksv4sjLJequewidOIncHzzH70qDP4Vr/sD8zh5wOgmbOo2IW2aQ/qr7xzDTzh0UrV+L02RC6e9P5O13ETRsOAW/+2b83vWBK3Hai1k49nFCmscx4JUZ5B5NoeDc8YwC/nr2S/KOpRIQG8GgN2Zhysjl1MqdaAMNDJgzg20vf0/ymt0kDOvKgJens/iqZ7EX+vbYWl5Z/38NZ1E+IVfdSsCAcRT9UXn/z5xzr9c+JER9UadPSzH07Idp8xqK01JwmU0U/rYIQ89+Xtu6zCZ3YQPcIxunE1Vkg9LtjqwMXGaTezMKXC5Xhe2+pNFraTGkAxvm/YbdbCNlVxJH1/xNmzHdauTvX6zwoX3I/n0dlpOpOIpMpH29mPBhfby2DenbBfPJVPLWbcdlL+bMF7/g1zQeXVw0AIU7D5C3bhv2nPwaiT3ksr7krliH9XQqTqOJzO9+IWSI9z4T1Kcr1lOpFGzYhsteTMY3C9E3jkcb645d0yCCgs07cJotOE1mCjfvQJ8Q65O4VXotsYM6sv/DpTjMNrL3HCd1/T4ajeju0fbw16vIO5yMy+Gk6FQGZ9btJbxDE5/EdSHqc+wAft36YtqyluL0VHeeWbEIQ7dK8ozF5C5sACgUuJwuVBFlX+ZUYZFYD+3DWVQAxXbMu7egaeCbPqPx09JuaAeWz12GzWzjxM4k9v+5j85jPfNK/2mDOLzhILuWbcdhd2AzWclISi/5bygYeusIFs9ZQEZJsTUnORtzgckncZ/1655TjOvUiKaRQQT5abmpb0uW7Tl1wc8d1T4eRcnF5tvEhDGqfQKxIf6+DLlSwZf1JW/lWmwleSfr+0WEXOa9D1HsIHfxcswHjuCqoZmD5f266wTjujShaVSwe78PbMOyXScu7Lk7TzCqU+PS/V7emVwju09mMapT40sbcAmVXkvMwI4c/HgJDrONnL3HSduwl7gRnl/wj369ivySPGM8nUHa+j2EtW9auv30b1vI+Gs/DrPVJ7F68+vuk4zr3Lhsvw9ofeH7ffdJRnVo5HW/1xWblu9g88qdFOQZazuUCvQde2PZtR5H5hlcFhPGdUvRd/Q+njkrcORkilb9VOHXbYVGh7ZxS/ev2E4HxenJWA5sx6+T7wpk+na9Me/ZiCPrDC6rCePGZejb9arWazly0sFuK3vA5UIVEnmJIvUU0LcfhWvXYE9NwWkykbdoIQH9+ntta967B9PWLbgsFlw2G4WrVqBr1rx0e3FmBk7T2eORAlxO1FG+Gb+r9FriBnVk74fLKDbbyCoZzzQe6TmeOfjVanJL8kzhqQxS1u0loiTPRLRvgiW7gNN/7MLldHHy921Y8oqIH9jRJ3FXRt+hN5bdG9x9yGLCuG4Z+o69azSGfyXFv/jfv0CdnrmhaRiLZW/ZL7r2lFOogkJQGgJwmoq8PqfhS/NQ6PSgUFC47OcK2/y69ibkmhtR+vnhKCwgf8HXPo3/rNBGkTgdTnJPlU3xzjySSnyXRK/tEwe04fbVz2PMKmDn9+vZ/ePGGonzLH2jGPI37Sq9bzqejCYsGFWgP47CigMXv0YxmI8nl953Wm1Yz2Ti1ygGa/K5v9r7nj4hhsK/yqavW5JOown1HrsuPhbLibIvUy6rDVtaBrqEWGwpaeQsXU3Y6MvIX/sXAIF9ulG4ZSe+EBAfhdPhpOh0WR/JP5pCZKdm531uRMdEji/aUOGx7k9NQ6FQknckmb1zF5J/NPWSx3xWfY4dQBMdi+Xvsve1OPU0qqBgFAZ/XCbvA/Xo595FodW588zvZb+AmLasJXj8FJRBIbjMJvw698JycK9P4o5sFImz2Fnh1JEzh1Np0s0zryR0aETakTPcNv9uwhMiOLX3JIte+JG8tDyCGwQTEh1KdLOGXP3cdTgdTnYs3srKeb/jcrl8EjtAUlYB/Vs0LL3frEEwOUYr+SYrwQZdpc87k29i1+ksHhvbxWexXSxdfGyFvGNNOo26krxT25Iy8unfKqb0frPoEHKKLOff73lGdp3M4rGJnoN8cBdNOjaKoGGobwpM/iV5xlguzxQcTSH8AvJMeIdETvyy4bztfCkps4D+Lc/Z7xfS3/OM7DqZyWOXVyxabjicyoiXFhER6McV3ROZ1N37eOL/O3VkDMZDu0vv29OTUQUEo/Dzx2X2/GzqWnfF5SjGdnRfxQ0KjxuAAnVUDL6iimiI9UhZ7MUZJbHr/XFZvOeV8FkvAC5sJw5Q9MfPFf6Php7DMfQZhVKrx5GXheXAVp/Fro2Nw7SzbPxuO30KVXAISv8AnEbv4/ez9C1bYU9NqfCYf6/ehN9wk3v8XlBAzrff+CTuwIRId7GiXJ7JPZJCVOfz55nIjokcXVhuvH5OMVKhUBDctCE1SR3ZEOPh8v3/dJX9HyDiztkA2JIOULjyx0rbCVFXXXRxo6CggKCgIF/E4kGh1eE0l/166DS7p3Ip9HqopLhx5uFZKLRaDD37U5yTVWGbefsmzNs3oYpsgKFHP5wFBb4LvhyNnxZbUcV1GqxFFrReBjSHVuxi98+bMOUU0rBdIy6fcyPWQjMHf/fNl2pvVHodDmPZfncY3ftdZdB7DNSVfjqK8yq+Fw6jGaVB7/tAvVDq9eUq/OAwuWNX+lUSe35hhcecJjMqP3fsluMnUahVtPrqbQCMew6Qu2w1vqA2aCk2Vuwj9iIz6ioGvQCtbx4FCgUnl/5V+tjWZ+aTeygZhQKaXT2Ifq/dxvLrXsBe5JupkPU5dgCFVo/LUvb6zpLbSp0fjkqKG2lP3IZCq8WvWz8cudmljxdnpePIyyH6yTdwORwUpyWTteBln8StNeiwnrPfLUVmdF4+e8FRIcS2iuejme+SduQMo++9nMkvTWPeDW8RXHJ6SvPeLXn9ipfxC/Tj5vduJT89jy0/bfZJ7AAmm4MAnab0/tnbJltxlV/2ftt7io7xEcTU0iwNb5R+epymsj5Ulnf86lxxw2QrJkBfbr+X3DZZz7PfS4oXMZWs6/Dr7pPcONB3px6q/XSeecZoQX2eY03L/4wGpZLTy/6qsp2veez3C+3vu0/SMSGCmHJFoyFt4xnftSlh/nr2p2Tz2PebCdBrGN4+odLX+f9KodHjspZ9Ns/eVmj1Hl/aFFodAYMnkPvVGx6v47JZsZ06SkD/MRSu/BF1ZAz61l1wmgo92l4qSo2ukth1HsUNl9lIzucvUpyejMLPn8Dh1xI07j/kf/92aRvTX8sx/bUcdVQcuhadKrz2pabQ60pnS0PZ+F3pp6+yuKGJiyf48glkvPV6hceNmzdh3LwJdYMGBPTth7PAN7OBNX467F7yjOY845l2JeOZpKXuY2bWviT8IoJIGNaF06t30Wh4VwJiw1GVywE14dzxTVX932UqIvvj2RSnnUZp8Cdw5GSCJ9xM3jdv1WjMQvxTVRY3PvvsM/r3709iYiIOh4OZM2eyfv16goODeffdd+nateslDcavW29Crr0JANuxQ7hsVpR6v9LtZ2+7LFUv6Oiy2TCuX03DF+eS/vzDOIsqHnwcmekUn0km5JobyPnI9x9au9mGNqDiAEznr8Nm8pwSm51UtgZH6p4T7PhmLS2GdPRpcSN0cE8S7roegKJ9R3BYrCgNZftdVTJ4dJg897vTbC3dXr6900tbXwge2IuGt90AgGn/YZwWC0o/z9i9LQLqjt2vwmNKPz8cJW3jHpqF9UQyp154C4VCQYObriH2vhkkvzzvkv8/ik021P4V96PGX0+xlz5yVuIV/Wk0sgdrbnsTZ7nFXrP3JpXePvTFChqN6kFEx0TObNjn7WX+sfoWu1/n3gRf6e4ztqTDuGwWd8G0xNnbzvMM/Fw2G6ZNfxD99NtkzHkUZ1EhwROvB7WaM0/cjstmJWDwaMKn30fWW89dsvjPspms6PzPzSt6rF4+e3arnb9X7yH579MArHzvN55aNxt9gB671Q7Amk9XYyk0Yyk089ePG2nZr80lLW6UXxS0Y3wEBq0KY8nfBkpvG7RV19x/3XuKaX1aXrK4qiNoQG8aziqXd8yWCgXdsrxTc+dWV6b8oqAdEyIwaNUYrWWfudL9rjvPft91kmkDvBcvdp/MJKfIwuA2cZcoak/FZqtnnjHoKa7iWNN40gDiRvRgwx1vVMgzNaH8oqAdG53d79Xo73tOMa1fqwqPNYks+4GpfXwEV/Vsxp8HUqS4Aejb9SBwzFQA7KeO4rJb3LN5S5y97bJ59hv/AeOw7N2MMz/bYxtA/sKPCBp5HZF3v+Se+bB3M6rISzdzQ9emO4EjrnPHnnwMp91aMXZtyRjY5nlsddmtFKe5Z6K6TIUUrfiOiDtechdCzmlfnJGMtkkb/PuNpWi151pq1eHfuw/hN7jH75bDh3BZrCi8jN+rWpBdHRVFg/sfIOfrL7Ee9r52UnF6OvaUFMKuv4HMdy79+N1utqLxMp6xVzGeaX5FfxqP6s6qWW/itDsAsBWYWPfwR3S6cwJd77+StL8Okr7tMOaMvEsec3n6dj0IHD0FKOn/tnP7/9k+5Pk+uOxWis+cBMBpLKTwt2+JvHeO1z4kRF1W5VH1xx9/ZMoU94dk6dKlnDlzhg0bNrBv3z5eeeUVvvnm0k4LM2/bhHnbptL7oTfMQhObgHnnFnewcfE4CvIqPSWlAoUChUaLKiTMo7gBgFJVemUVX8s9mYlSpSQkPoK80+7ZJJHNY8g6fgGnbbjw+TlQuX/8Re4fZb9qNX54Ooam8eSt2waAX9N47Dn5Xn+BNJ9MJXxo2fmrSp0WXcNIzCd9eyrBWflrNpO/puwLWOz9M9E3iadgg3u6pb5JAvZc77FbT6cQclnZ+bIKnRZtw0isp1JKn3vmvS9xWW24gNzf/qDx/x7zyf+j6HQGSpWSgLhIipLd0yGDm8VSkHTGa/tGY3rRYuow1t7+JubMvCpf2+Vy+bQP1bfYzTs3Yd5ZlmdCrpuJpmEClt3uPqOJScBRkF/pKSkVKBQotFqUQaE4iwrRxCZQ+OtPpb+IGNevJGjkpCpPpauuzJOZKNVKwhMiyC65YkXDlrGkH/XMK2mHUyl/hkn525knMii2FeNONmcbXNJQAc9FQZ9auJUjGfkMKflCfCSjgDB/XZW/Yu85nU1WkYXBrXw3FfxCFKzdRMHasj4Uc99M9I0TKCzJO7rGCRRXkndq2rmLgj71w2aOpOUxpOS9OJKWR1iAvur9fjKLrEIzg9t6L14s23WCga1jMeh896uksSTP+MdFYizJM0HNYr0sWuwWP7oXzacMZcMdb2I5T57xhXMXBX3qp784kpbPkLYl+z09//z9/VTJfm9T9bo9CvDpKWT1iWXfFiz7tpTeD5p4M+oG8Vj3uwtN6gZxOIryvU611zZpjSooFL9ugwBQGgIJvmIGxo2/Ydr4O878HPK+e6fCaxennrhksVv3b8W6v+xUkaBx/0EdGYf1oPv0DnVUSeyVnJJSXll/qOQAqlRd0jU3jJs2YtxUdkpGxMxZaBMSMG11vxfahAQc+XmVztpQhYcT/dAj5P+yCOPG85xCplSi8dGaG4WnMlGcM54JaRZDfiV5psmYnrS+fiirbnsLc2bF2SSZu46x4uZXAVColIz94UkOfvOHT+I+y6P/T7gZdYM4rAfO3/89lfShOrzWjxDeVLmgqEqlQqNxD1Y2bdrE+PHjCQ8PZ+DAgZhr4Bcp05b1GHoPQB0dg8LPQNCI8Zj+Wu+1ra5lWzRxjdxfNvR6gideh9NsxF5yKVhD74EoAwIB92VjA4ePxXpov8//DwB2i40jq/fS99aRaPRaYjo2ptmgduxfus2jbeLAtugC3ZXV6LYJdL62P8fW+OYX98rkrNxI+Ih+6BMaovL3o+HkMWSv8L7uR/7GHfg1jiGkbxcUGjXRU8ZhTkouW29DqUChUaNQKksKTmpQeV767lLJ/2MDIcMGoIuPQenvR8TV48hb5b3PFGzagS4hlsDeXVFo1ERdOx7LiWRsKe7YLUeSCB0+AIVWg0KrIXTEIKwnkr2+1j/lsNhIWbObNreMRqXXEt6+CTH923Pyd89zYuOHd6PdzLGsv2cuxtSKvzD5NQglvH0TFGoVSq2aFtddhi44gGwfXn6sPscOYN6+EUOPAagbxKDQGwgcOg7TtkryTPO2qGMS3H1Zpydo3GScJiPFGe5Cjv10En5d+7p/sVKq8O9zGY783Ete2AD3jLC/V+5h+O2j0fhpadSpCW0HtWPnEs+8sm3RFtoOaU/DlrEo1UqGzBxO0o5jWIos2C12dv++k4E3DkFr0BHcIJgeV/bm4Nq/L3nM5Y1qn8CS3SdJyiyg0GLjsw0HGd2h6l+el+09xaCWMfif8yXa6XJhLXZQ7HTiKrltd9TcYp35f2wkZOgAtHExKP0NRFw1jrzV3vsQgEKtRlFybFWoVaW3a8KoTo1YsiOJpIx8Cs02PltzgNHnWQR02a4TDGoT57HfAaz2YlbvS2Z056pf459yWGycWbubljePQaXXEta+CdH92pP8+xaPtrHDutF6xjg23TcX0xnPX+EVKiVKrdr9OT57W+nbAfyojo1YsjOprL+vvYD9vvskg1rHeuz3tQdTKTDbcLlc7E/J4YctRyus51EblColGq0alUpRelupqv016y17NuPXqS+qiIYodH4E9BuDZbf38Uzul6+R/d7T5HzwHDkfPIezMI+CpV9i3vonAKqIaPdaS0oV+vY90TVti3HzCt/Fvm8z+g59UIVHo9D54d9nFJZ93mfTqRs2RhXWAFCg0PsTOPRqbCcPlfxCr0DfsR8KnaGkbSP8ugzE5qOrvAAYN64ncMBANDExKA0GgseNp2j9Oq9tVSGhRD/8KAUrV1L4h+epvwEDBqIMdM9W0sTEEDx2HOb9vjk+OSw2ktfsof30Uaj0WiLaNyG2f3tO/OY5nmk0vCsdbh3Ln3e/6zGeAQhpEYtCpURt0NHpjvGYMnJJ+6tmL/vt2f9HY9m9yWtbdUy5PlRyapPtxCFc1pqZiV2fKBT/3n//BgpXFeX+sWPHsmDBAjQaDSNGjGD27Nmlp6KMGTOGpUuXXtQfS7lz2kUHGDB4JAFDx6DQaDHv3kred5+VXic76rHZFC5fjHnbJvSduhM09gpUIWG4bDbsp46T/8sPFKe6p2GHTLkFfZuOKHR6nEUFmHdupWDpT1Bsr+Kvu32zMeKi4z6XPsjAiKeuoXHPFpjzTax9eykHf9tBbKcmXPH2DN7q/ygAY16YSuNeLVFp1RRm5LHrh43s/Nb7AeFCXBZZvXVFoiYNo8FVo1BqNeRt2MGpt7/AVTKtt/X7z5D27bLS2R6BnVsTf9t1aKPCMR5K4uSrn2BLdyf6sGF9aHz/fyq8dvaKDZx89dPzxqDTOqoVe/j44URcMRqFVkvBxm2ceXc+rpI+k/jO82T9sKR0tod/xzY0nDkVTWQ45sPHSXnzI+wZ7tg1DSJoOH0Kfq2agQLMR5JIe/8rbGc8L997roPZgRcdtybQQLfHriOqe0ts+Ub2vbeY0yu2E96xKf1emcWiYQ8CMPKHp/CLCsFpK5tmfWr5VnbO+Z7AJtH0fPoG/GMjcNiKyT+SzN55v5B38PRFx1MfY+/du3r93X/ACAIGj0ah0WLZu428Hz8vXSk/8oEXKFq1BPPOTeg7dCdw5CRUwaG47Dbsp5MoWPYDxWfcRS+FwZ/gCVPRtWiLQqXGnpZMwS/fYD+dVNWfB+DN5SEXHbdfkIGrnp1M894tMOWZ+PXNxexatoPGXZryn3dn8mSvh0vb9rq6L5dNH4bGT8uJncdZ+PyP5KfnAe7T5K548hpaDWiDudDMlp82s+r93y84jofur94aO9/8dYQvNx3BWuxgUKsYHhrZCa3aXfyc8sFKpvVpWTrbw1rsYNybvzJ7Ug+6nXO50R0nM7njq4rFhM4JEcyd6n11/vIyFlyahY/DLh9B+CR33inctI20eZ+X5p2mb71A1o9LSmd7JH7wCtqoiseVozMewJ6R5fG6VYmaHH/+Rl58s+EQX64/6N7vbeJ4aFzXsv3+9m9MG9C6dLaH1e5g3JxfmH1NH7olev5aunzPKeat2MPP9425qKt5bHgn76Lj1gQa6PToFCK7tcRWYOTAe7+QsnI7YR0S6TVnFstGPADAkO+e9sgzycu3sufV7wDo9NhUEkb1rPDaO2d/yelfL2xdjr6zqrfu2DebDn+8PrMAANrcSURBVPPlhkNY7Q4GtYnloTFdyvb7u8uZ1q9V6WwPa7GDca8sYfbVvejWtOJ+f/Knv9hyLB17sYPIIAOTujfl6p7NPf6eNzc86ZuFvq+763Kuu2t8hce+fmsRX7/1yyX7Gx/fUL0fRgw9h2LoMxKFRoP1wA4Kln1Vmt/Db30a4/plFX7tPiviztkULPkCW9IB9+v0GIJ/P/dxwp52msLl35VO4z8fhbZ6sft1H4J/z+Gg1mA9vJPC378pjT3s5icwbvoN6/6t6Fp3I2DAeJSGQJw2C7YTBzD+uQCnsQBQEHzV7WgaNgaVCmdRPpa9mzFtvrBLqZoOVK84HzRiJMGjx6LQajFu20r255+Wjt9jXniR/CWLMW7aSPD4iYROnITznFPOT906HYDwm6dj6NARhV6Ps7AA49Yt5P38Ey77+cfvmw+HXXTc2kADPf47mejuLbHmm9gzbzEnV2wnsmNTBrx6Kz8NfQiAsT8+iSEqBEe5PHPy921sm+O+3G3vZ6bRsHcbANI2H2D76z9hzb3wfTl49KUpKhh6DsXQe4S7/x/cWbH/z3wK44Zfsezbgr5tdwIGT3D3IasFW9J+ilb9XNKHLl6Dx9+/JPHXRcmzrq/tEHwmbt4XtR3CP1ZlcePNN99ky5YthIaGcvToUZYtW4ZSqSQlJYV7772X77/3vF51VapT3KgLLkVxo7ZUt7hRF1S3uFEXVKe4If656hY36oLqFDfqiuoWN+qCS1XcqA3VLW7UBdUpbtQV1S1u1AW+Km7UhOoWN+qC6hY36oLqFjfqguoUN+qKS1XcqC1S3Kif/g3FjSrX3Lj77rv59ddfSU9P56mnnkKpdE8xzMvL46677qqRAIUQQgghhBBCCCGqct5LwY4aNcrjsbZt2/okGCGEEEIIIYQQok76tyxO8S9VZXHjrrvuqvIc2jfffPOSBySEEEIIIYQQQghxMaosbgwePLj09tkih1xuTAghhBBCCCGEEHVJlcWNiRMnsmfPHj7++GOOHTsGQPPmzbnpppvo0KFDjQQohBBCCCGEEEIIUZUqL0K+c+dObr75ZhISErjnnnu4++67iY+P55ZbbmH37t01FaMQQgghhBBCCFG7FP/if/8CVc7c+Oijj5g9ezbDhg0rfWzYsGF06NCB999/n3fffdfnAQohhBBCCCGEEEJUpcqZG0ePHq1Q2Dhr6NChpaepCCGEEEIIIYQQQtSmKosber2+WtuEEEIIIYQQQgghakqVp6XY7XaOHTvm9QopdrvdZ0EJIYQQQgghhBB1yr9kbYp/qyqLGxaLhenTp3vddvbSsEIIIYQQQgghhBC1qcrixurVq2sqDiGEEEIIIYQQQohqqXLNDSGEEEIIIYQQQoi6ToobQgghhBBCCCGEqNeqPC1FCCGEEEIIIYQQIMtO1m0yc0MIIYQQQgghhBD1mhQ3hBBCCCGEEEIIUa9JcUMIIYQQQgghhBD1mqy5IYQQQgghhBBCnI+suVGnycwNIYQQQgghhBBC1GtS3BBCCCGEEEIIIUS9JsUNIYQQQgghhBBC1Guy5oYQQgghhBBCCHE+Cll0oy6TmRtCCCGEEEIIIYSo12p05sacP0Nq8s9dMk8+H1LbIVTbkXeKajuEagsNttZ2CNXWu0VBbYfw/9LcFaG1HUK13dkvu7ZDqLa3Xg+v7RCqbXx0/Z3A+Obs+pvfb+qQV9shVNtXr2lqO4Rq+/gGVW2HUG03f+6o7RCqzV9Vf3/p7RsYWdshVNvVI/NrO4Rq+2pBcG2H8I/c93htRyD+v5KZG0IIIYQQQgghhKjX6u9PVkIIIYQQQgghRE2pvxOx/l+QmRtCCCGEEEIIIYSo16S4IYQQQgghhBBCiHpNihtCCCGEEEIIIYSo16S4IYQQQgghhBBCiHpNFhQVQgghhBBCCCHOQyELitZpMnNDCCGEEEIIIYQQ9ZoUN4QQQgghhBBCCFGvSXFDCCGEEEIIIYQQ9ZqsuSGEEEIIIYQQQpyPrLlRp8nMDSGEEEIIIYQQQtRrUtwQQgghhBBCCCFEvSbFDSGEEEIIIYQQQtRrsuaGEEIIIYQQQghxPgpZdKMuk5kbQgghhBBCCCGEqNekuCGEEEIIIYQQQoh6TYobQgghhBBCCCGEqNdkzQ0hhBBCCCGEEOJ8ZMmNOk1mbgghhBBCCCGEEKJek+KGEEIIIYQQQggh6jUpbgghhBBCCCGEEKJeq9NrbhiCDFz77GRa9m6FMc/IkjcXs2PZdo92M+fdStMuiaX3VRoVGScyeHnS/wgIC2DSw1eQ2K0ZWj8tZ46eYdGcBZzce9Ln8X+z9gBf/rkfi72Ywe0TeGhSD7Rqlde2K3ef5KMVe8jMMxEVYuDWkZ0Y2C4egBW7TvDR8j1kF1nQqpT0ahXD/eO746/X+CRuVaCBpvfdQHDXNhQXFHH64wVk/7HFa9v4WyYROaofAJm/ruf0Rz8DoA4KoMWzt6GPj0ahVGI+dYZTH/xI0d/HfBJzeUEjRxI8ZgxKnQ7jli1kffYZFBd7tNMlJhJ65ZVoGzcGpxPLwYNkz5+PIz8fAH3r1oRMmICucWMcRiPJ993n89j9+w8nYPAYFFotlj1byftpPjg8Y1c3iCHk2umow6MAsCefIH/RVxSnp7obqNQET5iCvl0XFCoVthNHyfvxM5wFeRL7OfyCDEx65hqa9W6JMdfI8reWsufXHV7bxrSKY/RDE4hpHYfdbOPPj1ay6eu1ANz80W00SGyISqsmNyWbVe/+xoE/9/kk5vICLhtB4LAxKLQ6zDu3kvvtZ177uzo6hrAbZqKOdO9326kT5H3/BcVp7v2ua9GawNHj0cY3xmkykvbE/T6P/Sy/IAPjn76GxN4tMeUaWfn2UvZW8h40bBXHyAcn0LDkPVj38Uo2l7wHNSlq4jAaXDUSpU5L7vrtnH7nS1x2z/0OENipFfG3T0EbGYbxUBInX/0EW0YOACH9uxE1cSiGpvEYD5/gyENzfBq3X5CB8SX93ZRrZMVbVe/rUQ+V7eu1H5Xt68tuH0Xrwe2IaNKAtR+u4I/3fvdp3GfV1/yuCzIw9IlrSOjVAnOekY3vLOPw7973O4BSreK6bx5Aa9DxyZhnSx9XKBX0nDmSNpf3QGvQkZ+cxU8z38VWZPFp/IaeQzH0GYFCo8V6YAcFy77ymt/L8+8/hoBB48n98nVsSQfc/6/AEAJHXYc2oTkuuw3juqWYd9T857e8sddfxpBJfWncMpY1i7fwxsOf1Go8Z/kHG7j1hWl06NuGwtwivnltARuWbPVoZwj048b/XkOnAW0BWP71Gn58Z0np9qvvvpzuQzoRmxjNz/OWVdjmK/W+v/cZhn//USg0Wix/b6fgly/O398HjyNwyARyPn0F27EDFbYp/PyJvOcFirPSyPnwfz6LWx9kYPiT19CoZL+vf2cZB3+rer9f/617v384umy/N+3fhn53jCEoJoysI6ksf+57cpLSfRZ3vSNrbtRpdbq4ceV/r8Jhd/DEoP8S2yqOGXNnknoohbRjaRXavT/rvQr37/jkTo5sOQKAzqDj1N+nWDhnAYU5hfSa1Jvpc2fy7IinsZltPot986FUvvhzP+/MGEJEkB+PzF/LR8v3cNvozh5tM/JNPPPtRl6+YQC9Wsaw8WAq//1yHT8/OoGwAD0dGkfy/u3DCfHXY7LaeemnLbz/+27uG9/NJ7E3vvM6XMXF7Lj6AQyJ8bR84U5Mx09jPnmmQruoMQMI7dOJfTOfxeWC1i/dgzUti4wla3GYLRx/5XMsKRngchHapxMtn72D7VfdD06nT+IG8GvfnpCxYznz4os4cnOJuuceQidNIvf77z3aKv39KfjjD8x79oDTSfi0aUTMmEH6HPeXC6fVStHatRg3byZ43DifxXyWrkU7Ai4bQ/Z7L+EoyCPsxrsIHDGRwmU/eLR15OeRO38ujtwsUCjw7zuE0CmzyHztCQAC+g9D2yiRzFefwGkxE3LljQRPnEru5+9I7OcY99gVFNsdvDj4SRq2imXa29NJO5xKxjl5xhDizw3zZrBszkL2rdiNSqMmuEFw6fYlLy0g83g6ToeTuPYJ/Of9Wbx++YsUZhX4JG4AXev2BA4fS+ab/8ORl0vEzLsJGjOJgkWe/d2Rn0f2h2/jyHHv94CBQwm7+TYyXngccPd308a1mDWbCRzp+/5e3phHr8BhdzDnsieJbhnLlJL3INPLezD13Rn89spC9pe8B0Hl3oOaEti1LQ2uHsWRR17Bnp1H0ydvp+HU8aR++pNHW1VQAE2fuI2Tb3xO/ubdxNwwgSaPzuTQvS8C4CgykrFgJfr4aAI7tfZ57GMec+/rlwc/SXSrWKZWsa+vnzeD3+Ys5G8v+zrnVBbLX19Mt6v6+Dzms+pzfh/08CQc9mI+Gv4UES1iufzNW8g6kkLOce9fGLpMG4w5twitQVfh8Z4zR9KwQ2N+uOktCtNyCUuMxmGr+kvXP6Vt2gZDn5HkfvkqzsJ8Qq6aRcDAcRStXlDpc1ShkejadMNRmFfh8eAJN2NPP03mj++jjmxI6PX3U5ydjv3kIZ/+H6qSnZ7Hd3OX0KV/W7R6ba3Fca6bn5xMsd3BjL4P0rh1HI+8fycnDyaTfLTiWOyGR69G56fljsseIzg8iMc/u5es1Bz+/HkjAGknM/jqlZ8Yeu2AGou9Xvf3Zm3xHzCK3E9ewVGQR+iU2wkYMp6i5Z75/SxVWCT6tt1wVPIjTOCIKynOPAMK334rvqxkv7837CkiW8Yy8c1byDycQnYl+72bl/0eEh/BqOensuDuDzmz9yTdpg1mwus38+kV/8Pl8N34XYhLpc6elqL109JhWEeWvbMUm9lG0s7j7PtzH93Gda/yef/H3l2HR3WlDxz/jktciUJwKO7u7oVSaKEtVSjV7da3utS2W9mtUHdvqUCx4u5uxYNFIZ6MZ2Z+f0yIMJMAaQaS/b2f5+nzzNx7ZvrmzMu5d94599zwuHAadWzMtt89Mw2yU7JZ/dUqCrIKcLvcbPp5I2qNmuiG9fwa/6IdyYzp0phGMaEEG3XcNqgNC7cn+2x7Lt9MkF5DjxbxKBQKerWMx6BVk5pdCEC90ABCA/Sl7ZVKBSlZhX6JW6nXEt67IylfzMNltVF04Bh5m/YQObi7V9vIIT1I/3kZ9qw8HNl5pP+8jKihnhNdt6MYa0omuN2gUOB2uVAHB6AODvBL3OcF9u5N4Zo1OFJTcZnN5M2dS2CfPj7bWvbuxbx1K26rFbfdTsGyZeibNi3db09OpmjDBhxnz/o15vMMnXth3rqW4sw03BYzhcvmYezc22dbt9XsKQ5ASf+6UUVGl+5XhUdhO7wfV1EBFDuw7NmKpl68xH4BjUFLq8FtWT57MXaLnVO7TnBwzQHaj/YuHPa6uR9HNx5mz6KdOB1O7GYb506U5Ubm0XRc5w/8bs8vIiExoX6J+7yA7r0xbVxDcXoqbouZgsXzCOheSb9bzJ7CBpT9m4wqGwcdp5Ixb91IcdY5v8Z8IY1eS8vBbVlZ8hmc3n2Cw2sO0G6U92fQ4+Z+HN94mH3lPoOsE1fm32d5EYN7kr1kHdZTaTiLzGR8N5+IIb6/5If26ojlVBp563bgdhST/vXvGBolokuIAaBw10Hy1m3HkZPv97g1Bi3XlO/rXSc4VEm+97y5H8c2HmZvJX29e/42jm44hN1s83vc59XV8V2t19JkYFs2f/AHDoud9D0nOLH2AC1G+v6BIjgunBYjOrH9ixUVtuuCDLS/sS8rX/yJwoxcAHKOZ/j9y56+XQ+su9fjPJeO22rGtG4h+nZVF7WCht9I0YpfKvzardDo0CY1x7R+EbicFGemYD24A0P7Xn6N/2I2Ld3J5uW7KMgzXdU4ytMZtHQb2pGf3pqHzWzj8I7jbF+5hz7jvM/FOg5sy++fLMFudXAuNZtVP2+g/3Vln8/auZvZvfYAVtOV+bda1/Pd0KEnlh3rKT6bhttqpmjVAgwdqs7R4NFTKVz6s8/ZHZrExqij47HsXO+vkAFPvzcd1JYN73v6PW33CY6vOUBLH8dS8PR7y5Gd2Pp5xX5P6tGC1N3JpO0+gdvpYtsXKwmMCiGh3Ax5IWqzWjtzI6pBNK5iF+dOlZ1opx1OpXHnJlW+rsvYriTvPE5OWo7P/fHN41FpVGSd9u8J/InMfPpek1D6vGlcKDlFVvJNNkICKlamWySE0yA6hHUHUujZMo71f6aiUStpEhtW2mbPibM8/PlqTFYHeo2Kf03r55e49fH1cDtdnhkXJUzHzxDctplXW0NSHObklNLn5uQUDA3iKrRp8+Gz6BNjUGrUnF20juI8/xRlztMkJGDeWTYFz376NOrQUJSBgbiKiqp8rb5FC+ypqX6NryqamHisB3aVPi9OO4MqOASFMQC32fdJV8wL76HQ6kChoHBJ2a9o5q1rCRk3FWVwKG6LGUOH7lgP7ZPYLxDZIApXsYvscuNMxuFUGvoYZxLbJpF5NJ3pXz5ARP1IUvad5veXfyY/I6+0zc3v3Enjbs3Q6DQc2XCQ1ANn/BL3eerYeCx7y/LdkXIaVUgoyoBAXCbf+R73+vsodHpQKChY8Ktf47sUEec/g3JjcsaRVJI6eX8GCW2SOHssnTu+fIDwxEhS951m4SsVP4MrQd8gjvxNu0ufm5NT0ISHoAoKwFlYMd8NDeKwlBsnXTY7tvRzGBrEYUupOFvC3yJ85Hvm4VSSfOR7Qkm+3/nlA4TX9/T1gpevfF+XV1fH97AGUbicLvLK5fi5I2mVflno9+h4Ns5eRLHNUWF7RJNY3E4XTQa3o/2NfbGbrOz5YR1752zwa/zqqDhMh/eUPndkpqAKDEFhCMBt8R7fdS074XYWYz92wWV5Cq8HgAJ1dMXzBgGxSfVwOl2knyw7Fzt1KIVrunifi3mU9alCAYlNr16f1vl8j47HdnB36XNHxhlUQVXke6vOnnw/4uM8RaEgeMxU8ud+iaZegvf+GuSz349W3u8DHxvPBh/9DqC4IJ9QQGSTGM5sO1rjcQtR02ptcUNn1GI1VbymzlJkQX9BYeBCncd0YdlHvq/91QXomfrKzSx5/w+sfr5ez2IrJsBQNr0xsGSqo9nm8CpuqJRKRnRqyHPfb8Be7EStUvLSTX0waMs+nnYNo1k+axJn8838vuUYsWH+mQGhMuhwmi0VtjlNFlRGvXdbvQ6nqaxtsY92+2bMQqFRE967Awq1/9NNqdPhMptLn7ssnviUen2VJ7+axERCr72WzP/8x+8xVkah1eO2lvWnq+SxUmfAWUmBIOOZe1BotRg698aZm126vTgrE2deDjHP/he300lxRgpZv/1bYr+A1qDDdsE4Yy2yek2NBQipF0JciwQ+v/t9Mo+mM+yhMUz+1y18dOvbpW2+vv8TlGolTbo1I6pRPdxut1/iPk+p0+GyeOe7QqeHSoobaY/MRKHVYuzep2wmx1WkNXp/BrYiK1ofY31wvRBiWybw1d3vc/ZoOkP+NoaJ/7qFT8t9BleCZ+wr6/fz46DKqPcqbigNOorzKn4WTpMFpY8x1d90l5HvwfVCiG2RwJclfT30oTFc/69b+OQK93V5dXV81xi0XmsE2IusaHzkeKP+bVAolSSv3kd8p4pfSgKjQ9EFGQitH8UX414iNDGSCe/PJPf0Oc5sOeK3+BUaPW5b2fh+/rFCq/f6sqfQ6ggccC253/7X633cdhv208cI7DOKwuU/o46KQ9+yIy6zf3/0qIv0Rh2WoornYuZC3+fAe9Yd4Nrpw5n9xOeERATT/7pe6AxX7/KaOp/vOh2u8vleej6jx+mV73qChkwg94s3fL6XscdgHGeSKU475ffihraSfvc1vjcZ4On3Y6v2kXBBv5/aeoQ+D4wioVNj0vacpMutA1FpVKhr0SVbQlTlot823W43a9eu5dixYwA0bdqUPn36oPDzdWM2sx19QMWTP32AvsppdQ07NCI4MpjdS3d77dPoNNz17nRO7TnJ8k+X1XS4LNl5gld/9VwK065hFAadGpO1rBp6/rFR570I6Naj6cxetIvZMwbTPD6cQ6k5PPbFat68YwDN4sIrtI0OMdK9eRzPfLueL/82ssb/DqfFhspoqLBNFWDAafYuBjmttgrFDJVR77Od21FM9qpttP30n5iPn6kw2+OvCujZk8jbbgPAevgwLpsNpaEs/vOPXdbKi1nq6GhiHnmEnG++wXbEfwfMCxk69CBk4jQA7CeO4LZbUejL+vP84/IHWV/cdjvmTauIef4dzr72JK6iQkLG3wxqNenP3IvbbiNwwEgi7vo7WW+/8P8+9vLsFhu6C8YZXaDe51R7h9XBn6v2ls7GWPnBEp5e+xK6QD22cicUrmIXRzYcosfUvmSfzuLQmgM1Fq+hSw/CbvTku/14Sb7rvfPdbau6eOu22zGtW0nsq7PJnPU4rqKr9+XCbvbxGQTosfsY64utDg6t3EtayWew+sMlPLHG+zOoaWEDulH/gZsBKNp/FKfVhrLcOHl+HPQ1/rksNq+ir8qox+Wjrb/ZLiPfi60ODq4q6+tVHyzhSR/57k91eXwvz2Gxow2s2O/aAB2OC3JcrdfS+4HRzHvwY5/vc/4X1q0fL8Vpc5B9LJ0jS3eR1KtljX7Z07fuStComzyxnz6G22H1FExLnH/stnv3e0DfMVj3bcaVn+21DyB/7icED59C1IOv4szLwrpvM6oomblxIavZhiGw4rmYMdD3OfDnL/7A7c/cwFtLXqAwz8TGhdvoOarqS7j9qc7le7tuBI+9xRP7qaO4bTaUPvLd5eO4GjhwLJY9m3Dmeee7MigUY49BZL9X8+cuvtgr6fcLx3e1XkufB0bz2wO++z335Fn+eO57Bj42gYDIYA4u3kF2ciZFmXn+Cr3O8fd3YPHXVFncKCgo4NZbbyU3N5eWLVvidrv55ptvCAsL48svvyQoKMhvgZ07dRalWklk/ajSS0jim8eTcTy90td0HduVvcv3eC0UqtKoueOtO8nLzOOnWT/6Jd5hHRsyrGPD0ufPfreeY+m5DG7XAICj6bmEB+q9Zm0AHE3LpX3DaFomRgBwTWIErepHsu1ohldxA8DpcpGaU/UU3OqypmaiUCnRxUdjK7k0xdgoAcupNK+2lpNpGBslYDp8EoCARok+252nUKnQxUbWaHHDtHEjpo0bS59HzZyJtn59TFs9hSZt/foU5+VV+queOiKCmCeeIG/ePIo2+Heq44UsuzZh2bWp9HnolBloYutj3eNZDV0TVx9nQX6ll3VUoFCg0GpRBofhKipEE1+fwsW/lP6qZlq/nODhE1AaA3GZ/3ru1OXYy8s6dQ6lWklE/UiyT3tmMcQ2iyPzgsUVATKOpkP5iRgXmZShVKkIT4yswWjBsm0Tlm1l/R5+20w0CfWx7PTkuyY+EWd+XqWXpFSgUKDUalGFhl/V4kZ2yWcQXj+SnJLPoF6zOK8FXcGzron7Mj6DmpK7agu5q7aUPk96/C6MjRLJW7cdAEOjRBw5+V6zNgAsp9KIGFx2/btSp0UXG1XlWOkvvvo6ppK+vtx894e6PL6Xl3vqHEqVkpDESPLPePo9slkc2ckV+z20fiRBceFM/Pg+wHPuog3Uc8cfz/PTbW+RfdSTM+VnhPljcph1/1as+8vukBY8/g7U9RKx/em5W526XgLOonyfU/S1DVuiCg7D0Lk/AEpjECHXTce08Q/MG5fgys8h78d3K7x3cdrJmv8j6rj0k5moVEpiGkSTccpzLtagRQJnjnmPG6Z8M+88UnaHlxseupbje09csVgvVOfyfc8WrHvKxveQ6+9CHZMI+z3juyY2EWdhJfne2JPvxq4DAFAGBBE6eSamdYspzspAFRhK5AOe4oZCo0Gh1hL1+Juc+/fDNf7HnO/30MRI8kr6Paqpd7+H1Y8kOC6cyZ9U7PcZS57n+1vfoiA9l6Mr9nJ0xV7AUwBvPa4bGX/69zJbIWpKlQuKvvfee7Rq1Yply5bx3nvv8f7777N06VJat27N7Nmz/RqY3WJn7/I9jLx3JFqDlobtG9J6QBu2z/e+DRZ4Zma0H9aBrfO2VNiuVCu57c3bcdgcfPfUN36fJn7eiE6NmL/1OCcy8ym02PlixX5GdW7ks23LhAj2nDjHkZJ1Qg6n5rD7xNnSNTeW7DxBRq5nUE3PLeKDP/bQuUmMX+J2We3krt9FwrSxKPVaAls1Jqxne7KWb/Zqm7V8E7ETh6CJCEUTEULMxCGcW+o5EQ1s2ZDAVk1QqFUotBpiJw9DExZM0SH/HnCL1q8nsF8/NHFxKI1GQseNo2jdOp9tVWFhxDz5JAXLl1O4cqV3A4XCczBSqVCUPEbl+1a+NcGyYyPGrn1R14tDoTcSNHgM5u2+F6DSNW2FOq6+J0adnuAxN+Iymyg+6yn+Oc6cwNCpFwq9AZQqAnoOxJmfW+PFgboeu8Ni588Vexl0zwg0Bi312zekZf/W7F6w3avtznlbuGZgG2Kbx6FUKxkwfSgndyZjK7ISmRRNs14tUOs0KNVK2o3qRFKnRpzc7t9bH5u2rCegR1/UMXEoDEaCRozDtLmSfm/RCk1CA0+/6/WEXDcFl9mEo+RWsCgUoPbkO3ge+zPfz3NY7RxcsZeBM0eg0WtJbN+QFv1bs2eh92ewa94WWg5sQ0zJZ9Bv+lBOlXwGV1LO8o1EDOuNvn4sqgADsTeOInvZRp9t8zfuxJAUR2ivjig0amKmjsFyIqVsvQ2lAoVGjUKpLBlz1H7rd4elpK/L5XuLSvL9Yn2tVCtRa9UoFAqUqpLHSv/+mlVXx/diq53jq/bR/e7hqPVaYtsl0ahfaw4tqtjv2ccz+HzULL6f+gbfT32DFS/+iDmnkO+nvkFRZh75qdmk7jxOlzuGoNKoCEuKptnQ9pxY96df4j7Punczhva9UEXGotAZCOw9Cuse3/me+82bZH/wPDkfvUDORy/gKsyjYOE3WLatBkAVGeNZa0mpQt+mG7pGrTBtrvnZtJdDqVKi0apRqRSlj5Wqq7vevs1iZ+uyXUx6YAw6g5bmHRvTeVB71s3zPherlxhJYGgACqWC9n1bMWhyH359f1HpfpXa8zcpFApUapXnsR//rdb1fLfs3oShUx9UUbEo9AYC+o/Gsst3cTTns9fJeudZsmc/T/bs53EV5pE/7yvMW1ZiO7KPc288VrqvaMU8HOmnyZ79vF+qNMVWO0dX7qNnSb/HtUuicf/WHLzgWJp1PIOPR87i6ylv8PWUN1j6gqffv57yBoUlszOiWySgUCowhAYw+OlJJK89QO5J/y++LERNULir+LY/ZswYfvzxR4xGY4XtZrOZSZMmsWDB5d0r+29tHris9sZgIze+MIVm3Ztjzjcx/7/z2bloB406NmLG+zN5vNujpW07jujI6L+NZdaw5yu8R+POTbj/8wewW+wVChsfznyf5J2+715yoWdfrN6vr9+vPcjXq//E5ihmQJv6PDahK1q15+RpyhsLmDagVelsjzkbDvPj+kPkFloJDdRzXY9mTOnnuS3gB3/sZtGOZArNdoKMWno2j2fmiPY+Z4Fc6Oi7lz9LQhVkpNHDtxLSsSXFhSbOfPIr2au2EtS6Cc1ffoDtY8s+x8Q7ryN6hOfuDGcXr+fMJ55bZQW1bUaDeyajj43CXezEfDKVlC/mUbjv0hcjio6p+pKGygQPH07o6NEotFpM27aR9fnnUOxZwTr+lVfImz8f08aNhI4fT9iECV5Tmk/ddRfgWYAu9qmnKuyzHDxIxssvXzQGXb3qnSQH9B1G4ICRnnur79tO3s9flq6+HfXISxStWIBl1yb0bbsQNHwCqpAw3A47jjMnKFg0h+J0z+etMAYQcu1N6Jq1QqFS48hIoeD373Gc8V9xqTbEPntZ2EXbXMgQbGTCP2+gSY9mmPPMLHlrAXsX76RBh0ZMe286s3o8Udq26/U9GTB9CBq9llO7TvD7Sz+Tn5lHVMNornthCtGN6uFyusk+fY41ny7nz5WXvhDqzF6+p3FfTODA4QQNHYVCo8Wyexu5339Rmu/1nn6ZgiXzsWzbhKFDF4LHXIcqNBy3w479VDIF8+bgSPX8GqNr2oKoh/5R4b1tRw5y7r+vXDSGjzdGVCv28wzBRsb98wYad/d8BsvfXsC+xTup36ERN82ezss9yz6DLtf3pO9dns/g9K4TLHj5Zwr+wnTZcTHVm7USPWEI9a4fgVKrIW/DTk6/8zVuh6ffW374TzJ+WFQ62yOoQ0sS75mCNjoC0+ETnHrjM+yZns87fEhPkh6+vcJ7Zy/bwKk3Pr9oDHPTL3/2pCHYyLX/vIHGJfm+7C1PXzfo0Iib3pvOSz0q9nW/6WV9Pf+lsr4eP+tGOozrWuG9f33mO3b/7vsHiAvd1rZ6673UhvF9/sGoy45bF2xk8LOTqd+tGdZ8MxveWciRJTuJa9+QsW9P54O+T3q9Jr5TY4bNmspno2aVbguICmHwM5OJbd8QS04RO75ayf5fN3m9tjKTx1WvSGzsNhhjz+EoNBpsB3dSsOjb0vE94u7nMa1fVGG2x3mR979MwYKvsZ846HmfroMI6O05TjgyzlC49EeK009dUgx3fOmsVuwXM+WBsUx5YFyFbd+9PY/v3v69xv4fAarLX3MsIMTIzJen0aZnS4ryTHz3xq9sWLCNFp2a8OTH9zOt44MAdB/RiWn/mERAkJH0k5l89/qv7FlfVgCY+co0+k+oeHeb9574gjW/XVre9Aq6/DXeaku+TxpevbtQGXsOJaDvcBRqLdY/d1Aw7+uyfL9/Fqa1CyvM9jgv6uFXyZ/7BfbjB732GTr0wtC5Dzkf/+uSYvhu8eXf5lwfbGToc5Np0K0Zlnwz699ZyKE/dhLfviHj35nOu328+z2hU2NGvDCVj0eW9fvkT+8jqmmc5zLb5XtY/eY8iq12r9dW5e873rzs+OuK9Mduu9oh+E3svy9+7lHbVVncGD16dKUFjKr2VeZyixu1RXWLG7VBdYobtUV1ixu1QXWLG+KvqU5xo7aobnGjNvirxY2rqbrFjdqgOsWN2qK6xY3aoDrFjdqiusWN2sBfxY0roTrFjdqiOsWN2qK6xY3aoDrFjdrkf7q48fj/cHHj1bpf3Khy3p1WW/nKuBqN98KYQgghhBBCCCGEEFdalaXk5ORkJk6c6LXd7XZz8uRJf8UkhBBCCCGEEEIIccmqLG589NFHVyoOIYQQQgghhBBCiGqpsrjRtWtXn9ttNhuLFy/2S0BCCCGEEEIIIUSt498bg4m/6LLudbVnzx6effZZevfuzdy5c/0UkhBCCCGEEEIIIcSlu+jyzTk5Ofz222/89ttvOBwO8vLyWLBgAfXq1bsS8QkhhBBCCCGEEEJUqcqZG/feey8jR47k5MmTzJo1iyVLlhAQECCFDSGEEEIIIYQQQtQaVc7c2Lt3LwkJCbRv356WLVsCoFDIhUZCCCGEEEIIIf6fke/CtVqVxY01a9awbt06fvnlF/79738zYMAAbDbblYpNCCGEEEIIIYQQ4qKqvCxFqVTSr18/3n77bRYvXkyLFi0IDw9n4MCBPP/881coRCGEEEIIIYQQQojKXfRuKefOnWP//v0EBwdz66238vnnn9O0aVO5W4oQQgghhBBCCCFqhSqLG3PmzGHAgAHMmDGD8ePHs3z5coYNG4bBYOD333+/UjEKIYQQQgghhBBCVKrKNTe++OILfvvtN5o2bcqOHTu45ZZbeOONNxg+fPiVik8IIYQQQgghhLj6ZD3RWq3KmRtqtZqmTZsC0KlTJxITE6WwIYQQQgghhBBCiFqlypkbDoeD48eP43a7Ac8Co+WfN2nSxP8RCiGEEEIIIYQQQlShyuKG1WrlrrvuqrDt/HOFQsGKFSv8F5kQQgghhBBCCCHEJaiyuLFy5corFYcQQgghhBBCCFFrKRSy6EZtdtFbwQohhBBCCCGEEELUZlLcEEIIIYQQQgghRJ0mxQ0hhBBCCCGEEELUaVWuuSGEEEIIIYQQQghAltyo1WTmhhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeq0K7rmhqKuXqTkcF7tCKrN5a6jfQ447XU3dlWg5mqH8P+Sru6mTJ2W76y7Y6RK6b7aIVSb1V13Y1cbr3YE1WdzXe0Iqk+hVV3tEKotQFV3B3iTs/hqhyDqGHvdHd7/9ynq7lj0/4HM3BBCCCGEEEIIIUSdJsUNIYQQQgghhBBC1GlS3BBCCCGEEEIIIUSdJsUNIYQQQgghhBBC1GlXdEFRIYQQQgghhBCiTpL1RGs1mbkhhBBCCCGEEEKIOk2KG0IIIYQQQgghhKjTpLghhBBCCCGEEEKIOk3W3BBCCCGEEEIIIS5G1tyo1WTmhhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeo0WXNDCCGEEEIIIYS4CIVCFt2ozWTmhhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeo0WXNDCCGEEEIIIYS4GFlyo1aTmRtCCCGEEEIIIYSo06S4IYQQQgghhBBCiDpNihtCCCGEEEIIIYSo06S4IYQQQgghhBBCiDpNFhQVQgghhBBCCCEuRiEritZmMnNDCCGEEEIIIYQQdVqtnrlhDDYyedaNNO/RHFOeiYVvLWDnoh1e7aa/P4NGHRuXPldpVJw9eZbXJrwKwIj7RtJ6YBvqNazHso+WsuT9P65I/N9vOMw3aw9idRQzoFUij43rjFat8mq3ZPdJXp23vfS5y+3G5nDy+T1DaREfTqHFzn8W7mTzkXQAJnRrwp2D2vgtbnWQkcYP30JIp2soLiji9Ke/kbVym8+29e+cQPTIXgCcXbSB05/8Wrqvx/IPcVpsgBuArFXbSX7za7/FfV7IyGGEjRuFUqujaMs2zn7yBRQXezdUqYh5YCa6Rg3RREeR+s+Xsfx5qHR37BMPY2jZvPS5Qq3GnpbOmUef8lvsxu6DMfYejkKjxfbnDgoWfAtOH7GXE9BvNIEDxpH71ZvYkw8CEHHPP1GGhpeLXYP96H7yvn9XYr+APtjI2Ocn06hHc8y5Jla+s5D9i3d6tet39zB63zEEp6Psb/rg+tfIS80GIKlLE4b8fRzhiZGY80xs+HwFO3/Z5JeYywscOIygIaNQaHVYdm0j94cvfOa7OiaO8GkzUEdFA2A/fZK8n76mOCMNAF2zlgSNHIc2MQmX2UTGMw/7NW5jsJEbZt1I8x4tMOWZWPDWfJ/j+4z37/Y5vv97wr8IDA9kwuPX0bhzE7QGLenH0pn32m+c2nfKr7EDRF47hOiJI1DqteSv30HKu1/j9jXOAIHtWhJ/z1S0UeGYD5/g9H8+w3E2u0IbVWAALT5+CVtKBsce/Zff4jYEG7n+nzfQrGdzTLkmFr+9gN2LvPMdIL5lAmMeG098ywTsFjsrP1nGhm/XEhoTysNzn6zQVmfUseD1uaz9arXfYgcIHDSc4GGefDfv3Erud1/4zHdtw8aEjJ2IpkESuFzYjhwi94evcBXkA6AwGAmbfBP6Vu0AKFqznIIFv/ktbn2wkeHPTqZBj2ZY8kyse2cRB//w7veeM4bR/fbBFcaZLya/Rn5qDgBDn76exI6NCasfyeJ//siB+b6PzTXN0Hkgxm5DPeP74V0ULv3e5/iuDA4ncuZLuOzW0m3mLUsxb1wMQED/8ehbdkahM+C2mrHsXo95s//OyQJCjNz90i207XUNhblFfP/mb2xY4N1nxiADtz41mfZ9WwGw9Ls1/PzugtL9kx4cS5dB7YlvHMOv7y+qsO9qGn3zQAZN6EVS83jWzN/Kfx//7GqHBIAu2MjgZyZTv7sn3ze+u4gjS3yPMwBKtYop3z+C1qjjs1GzSrcrlAq6zRjONWO7ojXqyE/J4pcZ72Evslb6XjXB2HMIAX1GoNBosR7YQcHvX1/8fGbAGIIGXUvO569jP36wwj6FIYCov71EcVYGOR/7b3zXBxsZ+exkkkrGmTXvLOJPH+NM7xnD6HHBOPNpuXHmvNajOjP6hSksmvUje+du8VvcQtSkWl3cuO6piTgdxTzb/2niWyRw1+zppB1OJeN4RoV2H838sMLzez+7j6Nbj5Y+zzp9jvlv/k7PSb2uSNwAm4+m8/WaP3n3joFEBht44tt1fLJiP/cMa+fVdlj7JIa1Typ9vnBnMp+vOkDzuDAA3lq0C6vDya+PjCHXZOX+z1YRExrA6E6N/BJ7w/tvxFXsZPv1jxLQJIEWL92P6XgKllPpFdpFj+pDeK927J3+Arih5b8fxJaRReaCtaVt9s54AWvaOb/E6YuxXRvCxo0m7YV/UZybS+zDDxJx/QSyv//JZ3vL4aPkLVpKzEP3ee1L/9cbFZ7HP/sk5gN/+iVuAG3jVhh7jyD3yzdwFeYResM9BA4YS9HyXyt9jSosCt01nXAW5lXYnv3ecxWeRz74CtY/vb841pS6HPvIJ6/D6XDyxsBniWkez43v3EXmkTTOXTDOABxYuou5T33rtV2pVjLpzdtZ/t/57PxlE3GtErnl43tJ3XeKzCNpfotd17INQUNHc+6tf+HMyyVyxoMEj5pAwTzvfHfm55H98Ts4c7JAoSCw32DC77iHsy89DYDLZsO8cS0WzWaCho/xW8znTXzqepwOJ8/0f4r4FglMnz3D5/j+4cwPKjy/77P7S8d3nVHH6QOnmfvabxTmFNJ9Qg/umj2DWcOex26x+y32oI6tiL5+BMeffJ3inDySnr6XmJvGkf7FL15tVcGBJD19D2fe+pKCLbuJuXk8DZ6YwbG/v1yhXeztE7GeSUfh5+mu45+aiNPhZFb/Z4hrEc9t704n/XAamRf0uzE0gDven8H8f89l77LdqDVqQuqFApCXkccz3R8vbRsWH87jC55m3/K9fo1df00bgoeP5uybr+DMzyXy7r8RMmYC+b9557vSGEDRulVYP9wLThehN95C+K3TyXr7NU/Mk6ai0OpI/8dDKIODiX7oCZw5WZg2rvNL7IOfmICzuJj3Bj9HdPN4rnvrTs4eSSU7OdOr7eFlu1n4tPc4A3DuSBqHlu6m3wOj/RKnL9qGLQnoPozcH/6LqzCfkAkzCOg9GtOauZW+Juu/D4Pb5bXduncjpg0LwWFHGRhC6OQHcOZkYDuy2y+x3/HsjRQ7nEzv9ShJLRN44sP7OXUohZRjFc9npj05CZ1By30D/0FIRDBPf/EQWWk5rP51IwAZp87y7eu/MPiGvn6Js7qyM/P4cfYCOvZphVavvdrhlOr/+AScjmI+Gfockc3iGfvWnWQdTSXHR74DdLxlAJbcIrRGXYXt3WYMJ7ZtEnNue5vCjFzCG8fgtFddZPirtE1aEdB3BLmfvY6zII+wqfcSOGgcRUu9x/fzVOFR6Ft1xlmQ53N/0LCJFJ9L9/vlDENLxpl3Bj9HvebxTCwZZ7J89PvBZbtZUMk4A6ALMtDj9kGcu+DfihC1Xa29LEVr0NJ2SDsWv7sIu8XOiV3JHFi9n85julT5urC4cBp1bMy238sq89t+38ah9QexmWz+DrvUop0nGNO5EY3qhRBs0HLbgFYs3HniEl97khHtG5ae5K4/lMpNfVqg16qJDQtkdKdGLNiR7Je4lXot4X06cubzebisNgr3Hyd34x6ihnT3ahs9tAdpPy/HnpWHPTuP9DnLiRrWwy9xXaqgvr0pWLUGe0oqLpOZnF/nEdS/t+/GTif5i5ZgPXwEXN4nYeWpoyLRt2xO4doNfojaQ9++B9Zd63GeS8NtNWNaswB9+55VviZo1BSKlv9S5S8KmgbNUBgD/VogqKuxa/RaWg5uy6rZi3FY7JzZfYIjaw7QdlTny3ofQ7ARfZCBvQs9M7DSDpzh3IlMIhvV80fYpQK698a0cQ3F6am4LWYKFs8joLvvfHdbzJ7CBoBCgdvlQh1VFp/jVDLmrRspzvJ/MfL8+L7o3YWl4/v+Sxjfw0vH960AZKdks/qrVRRkFeB2udn080bUGjXRDf3b72GDe5KzdD2202k4i8xkfr+AsMG+i+chPTtiPZVG/vrtuB3FZH47D0PDRHQJMaVtjC0bo28QT86y9X6NW2PQ0npwW5bM9hxXT+46wZ+r99NxtHe+972lP4c3HGLXoh04HU5sZhtnT/j+YtJpTBdO7DhOblqOz/01xdijN6YNJfluNlOwaC4BPfr4bGs9sBfLzq24rVbcDjtFq5aha9y0dL++bQcKlyzA7bDjzM6iaMMaAnr280vcGr2WZoPasv69P3BY7KTuPsGxtQdodZnjDMCunzZweutRim0OP0Tqm751Dyx7N+LMSsdtM2PauAh9a+9zgkvhzMkER7nCo9uNKjSqhiKtSGfQ0m1oR356ax42s43DO46zfeUe+ozzjr3jwLb8/skS7FYH51KzWfXzBvpfV3YMWzt3M7vXHsB6Bc8jL8WmpTvZvHwXBXmmqx1KKbVeS5OBbdn8gSff0/ec4MTaA7QY6Tvfg+PCaTGiE9u/WFFhuy7IQPsb+7LyxZ8ozMgFIOd4ht+LG4YOPbHsWE/xWc/5TNGqBRg6VP3jaPDoqRQu/dnn+YwmsTHq6HgsO/08vuu1NB/UlrUl40zKXxhnAPrfP4rtP6zDUotyq9ZQ/A//9z+g0uJGZqbvkxiAnTsrn1pWU6IaROEqdnHuVNmJdurhVGIax1TxKugytgvJO/1/knUxJ84W0DQmrPR505gwcoqs5JurPjCm55rYffIcIzokVdjudpd/AsmZ+TUYbRl9Qj3cThfW1LOl20zJKRgaxHm1NSTFYT5+pkI74wXtWr35CJ1++jfNnrsbXb0Iv8RcnjYxHvupsphsp06jDg1FGRj4l943qG8vrAcPU3wu66+GWCl1VByOjLLYHZkpqAJDUBgCfLbXXdMJd3Ex9qP7q3xfQ/se2A7urHhCWcPqauwRJeNMzumycSbzSCpRlYwzzfq24tE1L3L3L4/T6fqyE19TThH7Fu+g/biuKJQKEto2IDQ2jDO7Lq2gWV3q2HgcqeX6PeU0qpBQlAGV53vc6+8T/9anhE66mcI/5vs1vspENYj2Gt/TDqcS0zi2ytd1GduV5J3HyalkfI9vHo9KoyLrtH8LNPr68VhPlPW75cQZNOEhqIK8813fIB5LubYumx1b+jn0DeI9G5QK4mdOJfX9b89fwec354+rWeX6Pf1IGvWaeOd7/bYNsBSYueerB3l29Qvc+s6dhMaE+nzfTmO6sP13/18eoYlNwJ5yuvS548zF8/08XbMWONJSK26s8CuqAk1cQg1FWlFYSb/nlsvLc0fSiKhknGnc5xruW/Uit815jPYTqy4SXwmqyFiKz6aUPi8+WzK+632P7wARM18i4p6XCRp5s9dxwNhtKJEP/YfIe/+FQqPDetA/uRObVA+n00X6ybLzmVOHUkhs4n0+41GWDwoFJDatrJ2oSliDKFxOF3kX5nsj3/ne79HxbJy9yKtgF9EkFrfTRZPB7bjjj+e5+ZcnaHu9/2dgq6PjKU4vd1zNOIMqqIrzmVadcTuLsR/Z571ToSB4zFTPZbp+Ht/DfYwzZ4+kVXo+06TPNTy46kXumPMYHS4YZ2Jb1SfmmkR2/ez/S2uFqGmVXpYyceJE/v73vzN+/PjSbTabjddff53Vq1ezbNkyvwamM+qwmipeU2ctsqIL0FXyCo/OY7qw7KOl/gztkljsDgL0mtLngSWPzTYHIcbK/4bFu07QLimSuPCyk7XuTWP5eu1BnpnYjZwiKwt2JmN1OP0St0qvw2m2VNjmNFlQ+YhZpddRbLJc0E5f+nz/Q69TdDAZpU5L/dvG0eLFe9kz48WLzpL4K5Q6HS6zufS5q+RvURr0uIqKqv2+QX17k/vrvL8cX1UUWh1uW1l/uq2exwqdHrfF5NU2cNB4cr/+T9VvqtGiu6aTX9faOB9PXYxda9Rh8zHOaH2MMweW7mbHL5swZRcS36YB179+G9ZCCwf+2OXZv3gXo5+bzPBHPWPmwpd/piAzz2+xQ0m+W8rlu6Ws3zH5zve0R2ai0Goxdu9TNpPjCtMZtV7ju6XIgv6Sxvclvt8zQM/UV25myft/YPXz9dhKgw7nBWOfZ7seZ2HFfFfqdTjzCytsc5nNKA2esTJy7GDMh5OxHDuFPsk/X67P853vFnTlxu3zQqJDiW+RyMcz3iPjaDojHxrLlFdv4b1pb1dol9SxEYERQexbttufoQOevnT7ynd95fkOoIlPJHjUtWS9VzbmWA/sJWj4aHI+/whVcDCBvfqi0PpnWr/GqMV+Qb/biqxeU/ABDi/dzZ5fNmHOKSS2dQPGvXYr1kILh5bs8ktsl0KpuWB8L3ms0OpwWyvmu9tiIufLVyjOTEFhCCBo6A0Ej7md/J/eKW1j3rIU85alqKMT0DVrX+G9a5LeqMNSVPG9zYW+x5k96w5w7fThzH7ic0Iigul/XS90htpzmUddojFovdbEsBdZ0fjo90b926BQKklevY/4To0r7AuMDkUXZCC0fhRfjHuJ0MRIJrw/k9zT5ziz5Yjf4lfodLh8nM8odXqcXuczeoKGTCD3i4qXMZ9n7DEYx5lkitNOoann3/FdY9R6je+VjTMHl+5m9y+bMOUUEte6AeNLxpmDS3ahUCoY+uR1LHv11wt+WRWibqi0uPHNN9/w5JNPsmTJEl544QVOnjzJ008/TY8ePZg7d67fA7OZbegDKp5w6QP0VV5a0rBDI4Ijg9mzdLefo/NWflHQdg2iMGg1mMpVoc8/Nuo0Pl9/3uLdJ5nW75oK2x4a3ZE3F+xk0psLCTFqGdK2Acv2+mfBPKfVhspoqLBNZdTj9DHjxGm1oS7X1tOubGAt3Oe5Lt5ZbOHEez/Sdd5bGBvEYD5Rc2sQBPbuQfRdtwFgOXgYl82G0lAW0/nHLkv1v+zomzdDHRpC0eaa/XVJ36YbQWNuAsBx6ihuuw2Frix2hc6T/26bd+wB/cdi3bsZV162174K/4+WHXBbTDhO1uyJQF2OvTy72YbugnFGF6DH7mOcKX/Nasqek2z9bi3XDG7HgT92EZEUzYRXb2bO3z/n+OYjRNSP5IZ37qLoXAFH19XcOi2GLj0Iu9GT7/bjJfmu9853X/1enttux7RuJbGvziZz1uO4igqrbF/TbGa7z/G9qinf58f33T7Gd41Ow13vTufUnpMs/7TmC++h/buRcP8tAJgOHMVlsaEsVxA4X9T1Nc64rDaUF4ypSqMBl8WKOjyUyLGDOPrACzUesy++8l0foMdm9o7bYXOwf+VeUg54fsFc/sEfPL/uZfSB+grFo85ju7Bv+R6/rHFi7NqTsKmefLcdO4zLakPhK9+tlee7OiqayPsfIe/Hb7AfKxtL8n74mtAbbiH2hddwmYowbdtMQJfqXWpxMQ6zHe0F/a4N0GH3cVzNLnfpT9rek+z4fi3NB7e7osUN3TVdCBo2BQBHynFcDlvpmA6g0Jb0u907frfDRnGGZ3aN21xI0bIfibzvVU8h5IL2xWdT0Da8hoDeoylaWfl6BtVlNdswBFb8t2cM9D3OfP7iD9z+zA28teQFCvNMbFy4jZ6jqr5MTvjmsNjRBnrnu+OCflfrtfR+YDTzHvzY5/ucn8mx9eOlOG0Oso+lc2TpLpJ6tazR4oa+XTeCx3rGd8epo7htNpTl873kscvHcTVw4Fgsezbh9HE+owwKxdhjENnvXZnx3WG2+zifufg4k7r3JNu/X0uLwe04uGQXHa/vxbmjaaRdgYW5xf8ui8XCk08+yYEDB1CpVDz++OMMGDDAq92WLVuYPn06SUlJAGi1WubMmVO6f/bs2fz2m2ex7/Hjx3Pvvfde9P9daXGjQYMGfPvtt8yePZvhw4cTGBjIq6++Svfu/jn4X+jcqXMo1Uoi60eVTjGOax7ntdhceV3GdmGvn06yLubCRUGf/XEjx9LzGNymPgBH0/MID9RXOWtjz6lzZBVYGNA6scL2EKOOf04qW8vi/aV7uCbBP5d4WFMyUaiU6OOjSy9NCWicgOWUd0HCcjINY+MEig6fBMDYOAGzj3Zl3NT0BV1F6zdRtL5s2ly9+2eibVAfNnuuydc1SKQ4L++vzdro15uirdtx22r2Wlvrvi1Y95WtPh183Z2o6yVgO+ApkqljEnEW5XvNfADQNmqJKjgUQ5f+ACiNQYRcPwPT+j8wbyhbeV7frieWPTU/rbAux15edsk4E14/kpzTnlkM9ZrF+VxM9EJut7t0Wnt0k1iyT53j+KbDpe97dN2fNO7VokaLG5Ztm7BsK+uT8Ntmokmoj2WnJ9818Yk48/NwVfErdimFAqVWiyo0/IoXN86dOus1vsc3jyfjeOULl3Ud29Xn+K7SqLnjrTvJy8zjp1k/+iXevNVbyFtdlu/1H7sLQ8NE8td58t3QKBFHTr7XrA0A66lUwgeXTflV6rToYqKwnkrF2LwhmvBQmn/wQsk+DQqtlmu+eZM/b3kYXDX7q1nZcTWSrJJ8j20eT+Yx73xPP5JWYRq1rx/w1DoNbYa056uH/HOHBvPWjZi3bix9Hn7HTLQJ9bHsKMn3hPpV5rsqPIKovz1BwaJ5mLdUXC/JZTaR89n7pc9Drr0e2wn/rGWVW9LvoYmR5J3x9Ht0sziyL2Gc8cNh86Jsf27D9mdZMT94zO2ooxKwHfJckqyOTvCM79aLX4vvLk2cSv4Ipcpva26kn8xEpVIS0yCajFOe85kGLRI4c8z7PMWUb+adR8ry+IaHruX4Xv9eVvi/KvfUOZQqJSGJkeSX5Htksziykyvme2j9SILiwpn4sWdBd5VGjTZQzx1/PM9Pt71F9lHP5+QuN/j4YyKBdc8WrHvKxveQ6+9CHZMI+z3juyY2EWdhJeczjVuiCg7D2NXzpU0ZEETo5JmY1i2mOCsDVWAokSXFa4VGg0KtJerxNzn374dr/I/JKRlnwhIjyS03zlza+Qyl/0QbdG1K/U6NadSrJQCGECPRzeOp1zzeM5tD+H1h2P8Fn376KYGBgSxbtoyTJ08ydepUli5dSkCA9+VdjRs35tdfvXNr27Zt/PHHHyxY4Lk71fXXX0/Xrl3p0qXqwnOVC4ru2LGDefPmMXDgQFQqFRs2bMBuvzKFA7vFzt7lexlx7wi0Bi0N2zek9YA2bK/ktmcanYb2wzqwdd5Wr31KtRK1Vo1Cqajw2J9GdGjI/B3JnDibT6HFzherDzCqY8MqX7N45wn6t0ok4ILZHSnZheSbbThdLjYdTmPetuPc2r+VX+J2We3krN9F4rQxKPVaglo1Jqxne84t2+zV9tyyzcReNxhtRCiaiBDiJg7h3BLPFy9Dg1iMjRNAqUCp15E043rsWXlYTvt31eXCtesJHtgXTXwcSqORsAnjKFxdxSJOajUKjcb7cQmFRkNgj64UrvbPCvrlWfdswtCxN6qoWBR6A4F9R2HdvdFn29wv3yD7vefJ+WAWOR/MwlWYR8H8r7FsW1XaRhkchrZhc6y7/X/NZF2N3WG1c3DFXvrPHIFGryWxfUOa929dujBoec36t0Yf5PkVMK51fbpO6cPh1Z41QzIOpRBRP4qkLk0ACEuIoFmfazh71L/5btqynoAefVHHxKEwGAkaMQ7TZt/5rmvRCk1CA1AoUOj1hFw3BZfZhKPkVrAoFKDWoFCpAM9jVN63rq4JnvF9DyPvHXmZ43vFW9Ep1Upue/N2HDYH3z31TYWTYH/KXbGJ8KF90CXGogwwEH3DaHKX+15sOH/jTvQN4gnp1QmFRk29KWOxnEzBlpJB4bZ9HLztMY7c/zxH7n+ejG/mYUk+zZH7n6/xwgZ4flHdv3wvQ+8dicagpUH7hlzTvzU7F3jn+/Z5W2k1qA2xzeNRqpUMnjGUEzuPV5i10XpQGywFFo6XuzuZP5k3ryegVz/UsZ58Dx45DtMm32OzKjSM6L8/SdHq5ZjWrvTeHxntWatDoUDfqi0BfQZQsMg/lx46rHaOrNxH75nD0ei1xLdLokm/1hzwMc406dcKXck4E9OqPh1v7MOx1WVrEynVKlRaNQqFAlXJY3+faFv3b0bftieqiBgUOgMBPUdg3e99TgCgjk1CFV4PUKDQBxA0eBL2U4dx262AAn273ih0xpK2DTB07If91GG/xG2z2Nm6bBeTHhiDzqClecfGdB7UnnXzvGOvlxhJYGgACqWC9n1bMWhyH359f1HpfpVaiaZcv2uuwHnkpVCqPHGpVIrSx0rV1b1XQLHVzvFV++h+93DUei2x7ZJo1K81hxZVzPfs4xl8PmoW3099g++nvsGKF3/EnFPI91PfoCgzj/zUbFJ3HqfLHUNQaVSEJUXTbGh7TtTgDwa+WHZvwtCpT+n5TED/0Vh2+R7fcz57nax3niV79vNkz34eV2Ee+fO+wrxlJbYj+zj3xmOl+4pWzMORfprs2c/7pUrjsNo5vHIffS5hnGlabpyJbVWfzjf24WjJOLPwue/5+LpX+fzGN/j8xjdI//MMGz5aytrZi7zeR4jKLF68mMmTJwOQlJRE69atWbt27UVeVdGiRYu49tpr0ev16PV6rr32WhYtungeVjpz48UXX2TVqlW88MIL9OzZk6KiIl566SUmTJjAyy+/TNu2bS8rwOr45cU53PDCjcxa/SLmfDM/vziHjOMZNOrYiOnv380T3R4rbdt6YBsshRaO+TjJmvz8DXQd1630+dDpw/ju6W/Z5qMQUlN6NIvlpj4tuPeTldiKnQxolcidg1qX7p/y1iKm9bumdLaHzeFkxf4zvDzFe7GkQ2m5vLVwJ4VWB/Ujgnh+Ug8a1QvxW+wn3v6Oxo9Mo/Oc1ykuNHHirW+xnEonqHUTWr5yP1vHPAhA5oK16GIjaffxs57ni9eX3gZWExZMowenoI0M89x15c9kDj09G7fTf+ttAJj37CPv90XEP/skSq2Woq3byJ5TVg1MfP1lcufOL53t0eA/r6KJ9vxqFP+UJ59O3vf30oVDA7p0wmUyYzlwEH+zHzuAecMSwqY9gkKjwfbnTopW/V66P+Kef2Jatwjrvi24LaaKa1O5Xbit5grTfvVtu+M4k4wz1/93v6jLsS96+RfG/vMGHl41C0uemUUv/8y54xnU79CIKbOn86+eTwDQelgHxj5/A2qtmoLMPDZ+vpK9JV/Gc1Oy+f35Hxj++ARCYsOwFVnZt2gHO3/1/QWgptj+3EfhskVE/e1JFBotlt3bKFhYlu/1nn6ZgiXzsWzbhNJgJHTSzahCw3E77NhPJZM1+3Uo9kz91TVpTtRD/yh9bcLbn2I7cpBz/33FL7H//OIcbnxhCi+sfglzvok5L/5UOr7PeH8mj3d7tLRtm5Lx/egF43vD9o1o3b81doudVza+Wrr9w5nvk7zTP7/CAxTu2M/ZX/6g8b8eRanTkr9hBxnflH0xbv7+LDJ/XEje6i04C4o4+dJ7xM+cSv1H7sR8OJlT//LcvtxdXExxbkHp65wmCxQ7K2yrab+99DPXz7qR51a/gCnPzG8vzSHzeAZJHRtxx3szSm/xenzrUf54eyG3v3sXGoOWk7uS+e7xryu8V6cxXdm5wP8LiZ5nPbCPgqULif77Pzz5vmsb+fPL8j3muVcoWDwf89aNBPTujzqqHsGjxxM8umztsNQH7wJA2yCJsEk3oTAaKc7MIOfT9ylOT/X6f9aU5a/8wvDnJnPPin9izTOz7JVfyE7OJL5DQya+M523ej8JQIthHRj+3A2otGoKM/PY+sVKDpQrPl3/3gzqd/YUUePbN2TYM5P44a7ZnNlx3G+x20/8iXnrMsJufAjUGmxHdmFav6B0f/gdz2Da9Ae2P7ehCo0ksO84lMYgXHYr9pMHKZhfNiNC16w9gf2uBZUKV1E+lh2rsexY5eP/WjM++ed3zHx5Gh9tfJ2iPBOfPP8tKcfSadGpCU9+fD/TOnrOZxq2bsC0f0wiIMhI+slM3n3k0wq3i53+ws30n1A2A2vCzJG898QXrPnt6i64eMO9o5nywLjS5wOv7cF3b8/ju7d/r+JV/rfqX78w+NnJ3LXsn1jzzax65RdykjOJa9+QsW9P54O+T+J2ujBnl80atBaYweWusO2Pp75h8DOTuWvFi1hyitj8wR+kbPNvMdV+dD+mdX8QfsejKNRarH/uoGhF2fgecf8sTGsXYt3j43zG5cJtNZWez7iKysZyt9UCLmeFbTVt6Su/MPK5ydy/4p9Y8swsfeUXspIzSejQkEnvTOfNknGm5bAOjCw3zmz+YiX7S8YZW5EVW7kitsvhxGaquE387yooKKCgwDtHg4ODCQ4OvuT3SUtLIz4+vvR5bGwsGRm+ZxGdPHmS8ePHo1armTJlSul6n+np6XTt2rXCe2zbdvFzDoW7kp+6nn32WR577DECL7jLxOrVq5k1axYrV3r/EnIxD7V58LJfUxs881zo1Q6h2g5/cAnTXmupqAj/LDJ2JQS1rHphROEfH879a3fFuZpu71n1GiS12evrQq92CNV2W2Ldvc3dtylBVzuEaru/R93N9x+2+ecyiith2uS6e1y9/zP//jjiT6Yqbnle2w0N9d+Paf42abh/7ix4JXyxqO72O8ATO9+82iH4TeaLM652CH7zU0hr3n3XeyH/++67j/vvv7/0+fjx40lL870UwcaNG+ncuTMrVqwgPDwcgOeff54GDRpw2223VWhbVFSE2+0mKCiIM2fOcNtttzFr1ix69uzJ3Xffzbhx4xgxYgTgmcnx+++/88EHH1T5N1Q6c2PWrFk+t/fv35+YmKpvxyqEEEIIIYQQQvxPufpXpPnNtGnTKtwp9bwLZ22cX+SzMnFxcaSmppYWN9LT0+nWrZtXu/KTKBITExk8eDA7d+6kZ8+exMbGViigpKenExsbe9G/4ZIvzLPb7SxYsIBbb72Vm2+++VJfJoQQQgghhBBCiFosODiYhIQEr/8u55IUgOHDh/Pjj55F3k+ePMm+ffvo06ePV7uzZ8+WrpeWl5fHhg0baNGiRel7zJ07F6vVitVqZe7cuaWzOKpS6cyN8/bv38/PP//M4sWLsdlsvPTSSxedDiKEEEIIIYQQQoj/X+644w6eeOIJhgwZglKpZNasWaWzNN566y2io6O58cYbWbp0Kd9//z1qtRqn08m1117L4MGDAejWrRtDhw5l1KhRAFx77bUV1uCoTKXFjS+//JJff/0Vq9XKhAkTmDt3LlOnTi39HwghhBBCCCGEEEKcZzQaefvtt33ue/DBsjU4b7rpJm666aZK3+f++++vsNbHpai0uPHKK6/Qo0cPZs2aRWJiIgAKua+vEEIIIYQQQgghaplKixsLFy7kl19+4cYbb6Rhw4aMHz+eSm6sIoQQQgghhBBC/G+TH/trtUoXFP3000957LHHWLNmDbfeeivLly8nKyuLxx57jHXr1l3JGIUQQgghhBBCCCEqVWlx4+DBgwCoVCoGDRrEe++9x6pVq2jWrBmvvvrqFQtQCCGEEEIIIYQQoiqXfCtYgIiICO68804WLFjgr3iEEEIIIYQQQgghLkula24cOXKEHj16VPrCTZs2+SUgIYQQQgghhBCitpElN2q3SosbSUlJfPTRR1cyFiGEEEIIIYQQQojLVmlxQ6vVEh8ffyVjEUIIIYQQQgghhLhsla65odFormQcQgghhBBCCCGEENVS6cyNn3766UrGIYQQQgghhBBC1F6y6Eatdll3SxFCCCGEEEIIIYSobaS4IYQQQgghhBBCiDpNihtCCCGEEEIIIYSo0ypdc0MIIYQQQgghhBAlZMmNWk1mbgghhBBCCCGEEKJOk+KGEEIIIYQQQggh6jQpbgghhBBCCCGEEKJOk+KGEEIIIYQQQggh6jRZUFQIIYQQQgghhLgYhawoWptd0eJGh4C6mQzFx89e7RCqLdlkuNohVJtW5braIVRbkFZ1tUP4f6mZse7mjDKg7k6ka22su/mu0xdf7RCqrV9o3Y1dZay7+d7QUHf73Xyw6GqHUG29gqKudgj/Ly3Ny7/aIVTbqOP2qx1CtUVr3Fc7BCHqpLp7diGEEEIIIYQQQgiBFDeEEEIIIYQQQghRx8maG0IIIYQQQgghxMXImhu1mszcEEIIIYQQQgghRJ0mxQ0hhBBCCCGEEELUaVLcEEIIIYQQQgghRJ0ma24IIYQQQgghhBAXI0tu1Goyc0MIIYQQQgghhBB1mhQ3hBBCCCGEEEIIUadJcUMIIYQQQgghhBB1mqy5IYQQQgghhBBCXIxCFt2ozWTmhhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpPihhBCCCGEEEIIIeo0KW4IIYQQQgghhBCiTpMFRYUQQgghhBBCiIuR9URrNZm5IYQQQgghhBBCiDpNihtCCCGEEEIIIYSo06S4IYQQQgghhBBCiDpN1twQQgghhBBCCCEuQqGQRTdqM5m5IYQQQgghhBBCiDpNihtCCCGEEEIIIYSo06S4IYQQQgghhBBCiDqtVq+5oQ020vMfNxDbrTm2PBO73l/AiaU7vdq1vKEfLa7vgy40kGKzjZPLd7Hj3d9xO10V2tXr0Jhh79/P3s+XsvvDRX6P39B5IMZuQ1FotNgO76Jw6ffgLPZqpwwOJ3LmS7js1tJt5i1LMW9cDEBA//HoW3ZGoTPgtpqx7F6PefMffotbG2yk+z9uILarp993f7CAkz76vcUN/Wg2sQ/60EAcZhunVuxiV7l+bzt9BIl92xDcoB77v1jGvk/9F3N1RI8fTMyk4Sh1WnLX7+D0O9/idnh/PleSscsgjD1KcubQTgr+qCRnQiKIuveCnNm0FNMGT17rWnbC2GUgmnqJONJOkvvtmxJ7JbRBRrr+40ZiujbHlm9i7/sLOLVsh1e7FlMGkjSyKwH1wrDlmzj263oOfbeydH9E6yQ6/m0CwQ3qYUrPYfvrc8jam+zX2AEC+gwlcMAoFBot1r3byPv1K5/9ro6OI/SGu1BHRAPgSD1J/txvKT6bBoBCbyRk3BR0LdoCYN64ksJlc/0Wty7YSJ+nJhPfrTnWPBPb31vIcR/jTOsb+nHNpD7oQwNwmG0kL9/N1nfKxpnwpnH0fOQ6wpvE4jDbOPjbRnZ/tsxvcZ8XNnoYEeNHotDpKNy0jcwPv8Rd7GP8UKuIe2gmhsZJaKKjOP3MK5gPHCrdHT5uBCEDeqOOisBZUETeHyvImbfYb3Frgoy0fXwqkV1aYM83cfij30lbvt2rXUSHpjSdNoLgZok4Cs2smvxchf1hrRtyzf3XEdggBnN6Nvvf/JHcfVcg3/sNI3DgSBRaHdY928ib86XvfK8XR+jU6WX5nnKS/F+/oTgzrbSNJqEBwddORZPQALfdRtHy+ZjW+id3NEFGOj95I/W6tsCWb2L/B/M542OcaTZlIA1GdMUYE449z8Tx39ZxpNw4A9Dk+n40ndQfXVgg5sxcNj7xMUVnzvkl7vOChw4nZNQoFFodpm1byf7qC/CR77rGjQkdPxFtUhK4XFgPHyLnm69w5ueXvk/Q4CGogoJwWa2Ytm4h98fvweXyeq+aoAs2MviZydTv3gxLnomN7y7iyBLvceY8pVrFlO8fQWvU8dmoWaXbFUoF3WYM55qxXdEadeSnZPHLjPewF1krfa//z7FfitE3D2TQhF4kNY9nzfyt/Pfxz65qPOWFjBhO6NhRKLU6irZu5dynX/jMd1Qq6t1/D7pGDdFERZE66yWsB8vGd9RqIqfdRECXzihUKqyHj3Lu089x5ub6JW5tyXE1ruR70/b3FpLs47jaquS4qgsNoLjkuLqt5LgaUC+UCT88UaG9xqhj61vz2P/dar/EXefIkhu1Wq0ubnR7ZCKuYidzRj5DeLN4Br4xnZyjaeSfyKjQ7sy6/RxbsBVHkQVtsJF+L99Ki0l9Ofj96tI2CpWSLg9N4Nz+k1ckdm3DlgR0H0buD//FVZhPyIQZBPQejWnN3Epfk/Xfh8HtfYC37t2IacNCcNhRBoYQOvkBnDkZ2I7s9kvsXR6eiMvh5JdRzxDWNJ7+b0wn10e/p6zbz/Fy/d7npVtpfn1fDv2wGoDClCx2vTufJuN7+iXOvyK4UytiJo/gyONv4MjOo/Gz9xB381hSP/v1qsWkbXgNxp7DyP32P7iK8gm97m4C+4ymaPXcSl9z7o2/+8wZt8WEedtK1BH10DZo4ceoPepy7J0emYjLUczc0U8T2jSBvq9PJ/dYKgUX5DsK2DLrG/KOpxEYH0n//87EfDaX08t3oQ0y0ve16Wz/90+krNlD/SGd6Pvvu5h//SwchRa/xa5r1prAAaPI/vBVnAV5hE97gKCh4ylcPMerrbMgj9yvZ+PMzQKFgoCegwi7aSbn3nwGgJCxN6LQ6Dj78iMoA4OJmPEYxblZWLav90vsPR+9DpfDybcjniWiWTzD3ryL7KNp5F3Q76fW7efIgi3Yi6zogo0MeuVWWk3qw/7v1wAw4IWbObV6HwtnvktgbDhjPnqAnKNpnF53wC9xAwS0b03EhFGcfu5VinNySXj8ASJvGM+5b7z7HcBy8Ai585cQ/+h93jsVCtLe/gjbyTNoY6JJfO5RHFk5FG7Y4pfYWz00CVdxMcuvfZLgJgl0eXUmBcdSKDpZsd+LrXbOLNqEcsUOmtw0tMI+TZCRzq/czb43fiBj7W7iB3Wmy7/uZuXk5ygu8mO+N29N4KBRZL/3Ks78XMJvf4CgEeMpXOAj3/PzyP383bJ87z2YsFvu4dxrTwOgDAgkfPojFMz9DsuebSjUalQhYX6LvcPD1+MqdjJ/zFOENk2g92szyPc1zqBg2wvfkH88jYD4SPr85x7MmXmkrPB8QUka04Ok0d1Z/+iHFJ7MICA+EnuB2W9xA+hbtyFk1GgyXn0FZ14u0Q/8jbDxE8id85NXW6UxgMI1q7C8uxdcLsJvuoXIO6eT+cZrAJh37aRo/VpcZjPKgACi7n2A4CFDKVjinx8/+j8+AaejmE+GPkdks3jGvnUnWUdTyUnO9Nm+4y0DsOQWoTXqKmzvNmM4sW2TmHPb2xRm5BLeOAan3b8/htTl2C9FdmYeP85eQMc+rdDqtVc7nFKGtm0IHTeatBdfwZmbS8zf/0b4xAnk/OCd7wDWw0fIX7yEeg/e77UvdMQw9E2bkvL4P3CZLUTdeTuRt95M5n/e9kvsPR+9DqfDyfclx9Uhb95Fjo/j6ul1+zlaclzVBhsZ+MqtXDOpDwe+X4MpM4+vB5QVNwJjw5n4y1OcXLXHLzELUdNq7WUpar2W+gPasuvDRRRb7Jzdc4Iz6/bTeERnr7ZFqdk4Sk6oFABuN8EJkRXatJoygLSth8g/dfYKRA/61j2w7N2IMysdt82MaeMi9K27V+u9nDmZ4LCXbXC7UYVG1VCkFan0WhIHtGXPR55+P7f3BKnr9tNweNX97gnLTVC5fj+xaBtpmw9SbLb5Jda/ImJID7KWrMd6Kg1nkZn07xYQMeTqFmH0bbtj3b3BkzNWM6YNC9G37VGt97KfPITt4A5chfk1HKVvdTV2lV5LQv927PvYk+9Ze5NJW7+fpOFdvNoe+nYluUdScDtdFJ4+S+q6fUS2aQRAZJuGWLMLOLNqN26Xm1NLtmPNKyKxXzu/xm/o3Avz1rUUZ6bhtpgpXD4PY5fePtu6rWbPFz0AhQK3242q5FdtAN017SlavQi3w44zNwvz1rUYu/TxS9xqvZakAW3Z/uFiii12Mvec4NS6AzT1Mb4XpmZX+IXR7ao4vgfFhnNsyQ7cLjeFqdlk7EkmrFGMX+I+L7h/b/JWrMV+JhWXyUzWnN8JGeC73yl2krtgKZZDR3H7+HU6Z+4ibMmnwOXCnpZB4dadGFs29UvcKr2W2H7tOfLJQpwWO7n7ksncsI/4YV292uYfPEXq0m2Y07K89oW1boQtp4CM1bvA5SZ12TZseUXE9mvvl7jPM3TpjXnzWoozUj35vvT3S893lwtVZFm+B/Qbju3wPiw7N4GzGLfNSvHZdL/EfX6cOfCxp9+zS8aZ+sO8x5kj360gr2ScKTp9lrR1+4hs27D077jmtuHsffs3CkuKUabULByF/i1uBPbqTeHaNTjSUnGZzeTNm0tgb99jg2XfXszbtuK2WnHb7RSuWIauSVk+F587i8t8Pl4FuF2oo+v5JW61XkuTgW3Z/MEfOCx20vec4MTaA7QY6T3OAATHhdNiRCe2f7GiwnZdkIH2N/Zl5Ys/UZjh+cU953iGXwsEdTn2S7Vp6U42L99FQZ7paodSQVDf3hSuWoMjxTO+5/46l6B+lRwLnU7yFy/BeviIz9lH6qgozHv34cwvwO1wULR5M9qEBL/ErdZraTCgLTvLHVdPrztAk4scVxUALu/vTec1GdmFzN3HKUr3z2wTIWparZ25EVw/yvMlotxUy9yjadTr2Nhn+4ZDO9Lt8UloA/RYc4vY/ta80n0BMWE0GdONBdNep+sjE/0eO4AqMhbb0bIqZ/HZFFSBISj0AbitvgfyiJkvAW7sJw9StOpX3JaydsZuQzH2HIFSq8eZl4X14Da/xO2z34+lEd3Bd78nDe1I18cmoSnp951vz/PZrrbRN4gjb9Pu0ufm5BQ04SGoggJwFl6dA606Mg7TkbKccWSW5IwhoEIulBd538vgdmM/cZDClb9U2s7f6mrsQT7HmVSiOzS56Guj2jXm2NyNZRsuuDWYQqEgpFFsjcXqi6ZePNYDu0qfF6edQRUUgsIYgNvsuz9jZr2HQqsDhYLCpb9V3Kmo+EQT45+TsJCSfi8o1+85R1OJraTfGw/tSK8nrkcboMeSW8SWcuPM/h/W0HREF7Z/uIjg+AjqtUli79crfb5PTdHVj6doW9lUX9vJ06jDQlEGBuAq+mt5bGzZnLylq/5qiD4FJEbjdrowpZQV+QuPpxLe7uL57uWCabkKBQQ29HO+x8Rj3V/W78Vpp1EFh1ad7y+/h0Kr9+T7H2X5rk1qjCM9hcgHnkYVWQ/H6ePk//wVzrycGo87KDEal9NV4dKR/GOpRLa/eL9HtmvMiXkbADBEh2KsF0Zwo1g6PzUVt9PFqT+28udnf4DbXeNxn6eNT8C8q6zf7WdOowoJRRkQiMtUVOVr9c1b4EhLrbAtoHsPIqbdhtJgwFlQQM4P3/sl7rAGUbicLvJOl/X7uSNpJFRyHtnv0fFsnL2IYpujwvaIJrG4nS6aDG5H+xv7YjdZ2fPDOvbO2eCXuOt67HWdNiEB0/Zy4/vp06hDQ1EGBuIqqjrfL1S4eg0Rt9yEKiwUl8lMYK+emPf4ZwZEcCXH1ZhKjquNhnakZ7nj6tZKzt+bjOzM7s+W+iVmIfzhkosbFosFt9uN0Wj0Zzyl1AYdDlPF6wEdJgsao95n+xNLd3Ji6U6CEiNpPKILlpzC0n1d/z6B3R95KplXilKjw20rN6uh5LFCq/MqbrgtJnK+fIXizBQUhgCCht5A8Jjbyf/pndI25i1LMW9Zijo6AV2z9hXeuyb56nd7UeX9fnLpTk4u3UlQQiQNR3bBWq7fazOVXofTVNaH5x+rjPqrVtxQaCvLGb3XF3+3uYjsz16mODMFpTGAoGE3EjLudvJ+eIeroa7GrvE5zljRXDCt90Kt7xgBCgUnFm4GIGv/CQyRwdQf0pEzK3fTYGgnAuMjUOk1fosdQKHT47aW9bur5LFSZ8BZyZe9jGfvQaHRYujcG2dudul22+F9BA4YRd6Pn6AMDMbYtQ8KrX+mCquNOuxe40zl/X586U6OL91JcGIkTUd2wZJdNs6cXv8n/Z6bQpup/VGqVez8ZAlZB8/4Je7zlHo9LnO58aPkscpg+EvFjcjJ40GpIH/lur8coy8qX/leZEFdyfhemdwDJ9BHhBA3qBPpq3cRN6QLxrhIVH6eWu6V75ZLyPd/3INCq8XQpWK+q0LC0SQ0IPv913CkpxA8ZhJht9xD1tsv1njcaqOWYh/9frFx5po7RqBQKDi50HOJkjEqFIB6XVuw7JZ/oQk00Oc/92A5m8eJ+ZtqPO7zFHodbkvZ7JDSfjfoqyxuaBISCRl7LWff/k+F7abNmzBt3oS6Xj0Ce/XGVeCfWXoag9ZrXQl7kRVNgHe/N+rfBoVSSfLqfcR3qlhACIwORRdkILR+FF+Me4nQxEgmvD+T3NPnOLPliMT+P0ap1+Eqn+8l47tSr7/s4oYjPYPi7ByS3nsHt9OJ/cwZ0j7/qkbjPU9zmcfV5KU7SS45rja54Lh6Xr32jTCEB3FypVySUoFCFt2ozS5a3Jg/fz5vv/02KSkpACQkJHD//fczduxYvwZWbLGhCah4wqUJ0OMwV70AUuGZLPKSM+j22ETWPPE5Cb1boTbqOLl8V5Wv+6t013QhaNgUABwpx3E5bCh0ZfErtAYA3HbvSzTcDhvFGac9j82FFC37kcj7XvV8YbygffHZFLQNryGg92iKVv5S439Htfs9JYv85Ay6PDqRdU9+XuNx/VXhA7pR/8GbACjafxSn1YbKaCjdryo5uXde5O+sSfpWXQkaUZIzZ47htttQ6MpiOv/YbfeOqXzOuEyFFC75gagH/+0zZyT2yjkqzffK42h6XR+SRnRhxcy3cDmcANgLzKx7/BPa338tnR6eSMaWQ2RuP4LlbF6Nxmvo0IOQ66Z5/p8njuC2WSuOM3rPY9dFip9uhx3z5lXEPPcOZ197EpepkPy53xJy7U1EP/4qLlMRll2bMXSo3qV0F1NstqG9oN+1F+l3gIIzWeQmZ9DrsYksf+JzdMFGhr81g42v/cLxpTsxRAQx+JVbseQUcvCXmvtlMrhvD2Jm3AqA+eARXFYrSkNZvisNJeOHpfpF59ARgwnu34vTT7/ke2HSGuD0ke/qAD3FlznuOQpMbP/HR7S8ZzytHprEua0HydpxGGtN53vHHoRMuhUAe3JJvuvLjTOXmu92O+aNq4h54V3O/usJXEWFuB12rHt34jhzAoDCJXOJfek9FHpDhQJKTSg221H76Peq8r3xdX1oMLwrq+95C1fJQtfOkl/lD3+7AkeRBUeRheR5G4jpcU2NFjcCevQkYtptAFiPHMZttVXod2XJY5el8rxRR0dT7+FHyPnuG2xHfH+JLs7MxJGaSvjN0zj3bs2vQeCw2NEGXjjO6HCYKva7Wq+l9wOjmffgx77jLOn3rR8vxWlzkH0snSNLd5HUq6XfCgR1Ofa6JrBXT6LuLMn3Q4dxWW0XjO8l+W69/PPDyNunodCoOXHn3bhsNsLGjCL2iUdJfeb5Gom9PMdfPK72eGwiK5+oeP7eZGQXTq7ae0V/HBbir6qyuDFnzhy+/PJLnnnmGdq3bw/Arl27eP3117FarUyaNMlvgRWcPodCpSQoMZLCM57rZsOaxJOffOHiW94UaiVB8Z5rx2I6NyOiZX2uX+hZOVoToMftchPWOJZVj31aY/Ha/tyG7c+yS0WCx9yOOioB2yHP1DZ1dALOovxKL0kpz106vbSSyqBS5bc1N0r7PSGSwpSSfm96if2uKuv32iZn1RZyVpUt0NfwiTsxNEogd63nLgHGRok4cvKv6KwN64GtWA9sLX0ePO521NEJ2A56VtAvzZlLulyjJGeuUDW5LsdeXmFJvgcmRFGU4pnKGdokzmvx3PMajupGy5sHs+Ket7Gcq/hr47ndx1l2xxuA59/C6DnPcuj7mr28wLJrE5ZdZV9iQqfMQBNXH+tez9ijia2PszC/0in6FSgUKLRalCFhuEyFuC0m8r7/sHR30PDrsJ/2z90v8kv6PTgxkoKS8T28aRy5lzDOKFVKghIiPDHGReB2uji22PPv2Hw2n+PLdpHYs2WNFjcK1m6iYG1Zv8f+7W50SYkUbvT8G9An1ac4N6/aszZCBvbxLFD69MsUZ/vvumbTmbMoVEqMCVGYS/I9uHE8hScvf62JnD3H2DDDs0ikQqVkwA/Pk/xDzV4OZNm5ybMmRonQm+5GE5eIdben3zVx9XEW5F16vmtK8r2oEEf6GUrHHj8rPHMWpdc4E0/BCd/9njSqO81vGsKae9/Cci6v7H1OZ3rWSih/CYof/gTTpo2YNpVdchc5Yyba+vUxb/P0u7Z+fZz5eZXO2lBFRBDz2BPk/z4P08aL/DtUKtH4ac2N3FPnUKqUhCRGkl8yzkQ2iyP7gnEmtH4kQXHhTPzYs+CvSqNGG6jnjj+e56fb3iL7qOcOO+5y/e7Hq4DqfOx1TdGGjRRtKMv36PtmoqtfH9NmT77rGtSnOC/vsmdteF7bgOwf5+Ayecao/CXLCJ80EWVQIK7Cy3+/qhRUclzNu8TjanDJcfU8lU5Dw0HtWPFY7bmLjRCXosoFRb/88ks+/fRT+vbtS3BwMMHBwfTr14+PPvqIL7/80q+BFVvtnF69l/Z3jUSt1xLVtiGJfVtzfLH3LeuajO2OPiwQgJCkerS5ZTAZ248CsPujRcy9/iXm3/wa829+jZT1Bzg6bxMbXvTPNZ7nWfdvRt+2J6qIGBQ6AwE9R2Ddv9lnW3VsEqrweoAChT6AoMGTsJ86XPKrtwJ9u94odMaStg0wdOyH/dRhv8TttNo5s3ovbe8aiaqk3xP6tObEH9793nhMd3Ql/R6cVI9W5fodPCe8Sq0ahVKBstzj2iB7+SYih/VGXz8WVYCBmCmjyF628eIv9CPrvs0Y2vVEFRmLQmcgsNcIrHt9/xqnjiuXM4YAgoZM9uSMreSXBYUCVGpQKis+ltgrcFrtpKzZS5u7RqDSa4ls05D4Pm04+Yf3mjYNhnai7d2jWf3ge5jSsr32hzaLR6FSojbqaH/fOMxnc8nYcsirXU2y7NiIsWtf1NFxKPRGggaPwbzN991NdE1boY6r7/mSp9MTPOZGXGZT6SKKqogoFMYAUCjQNW+DsXt/ilb87pe4i612Tq7eS6fpI1DrtdRr25AGfVtz1Mf43nxst9LxPbRhPdpNG0zaNs84k3/mLCgUNB7aERQKDOFBNBrcgZxjaV7vU5MK1mwgdFBftAlxKI1GIq4fS/6qyu8qo1CrUWhKLlEq/xjPrJCoqRM58/y/cWT693aeTqudjLV7aHb7KFR6LWGtG1Gvd1tSl2z1bqxQoNSqUapVpY8ValVZ3E0TSvJdT8t7xmM5m0vWtoN+jd+yfQPGbn1R1yvJ96FjK8/3Zq1Qx5fL93E34rKYKM705Lt5yzr0bTp5/k0oVQQNHYct+XCNz9oAT7+nrtnDNXd6jqsRbRoS16cNp5d4jzOJQzvTesZo1v1tttc447Q5SFmxk+ZTB6E26jBEhdJwXE/SN/rvzkAApo3rCerbD02cJ99DxoyjaL3vS6dUoWHEPP4kBcuXU7jKu9gV2LcfyqBgADRxcYSMHoPlT//EX2y1c3zVPrrfPRy1XktsuyQa9WvNoUUVx5ns4xl8PmoW3099g++nvsGKF3/EnFPI91PfoCgzj/zUbFJ3HqfLHUNQaVSEJUXTbGh7Tqz70y9x1/XYL5VSpUSjVaNSKUofK1VX/z4HhevWEzSgH5p4T76HjR9H4ZoqLhUsN6YrLhjfrceTCerT2zP7Q6UieMgginNyarywAZ6cObV6Lx1LjqvRbRtSv2/r0uJ/ec0uOK62LXdcPa9BvzbYCiyk7zhW47EK4U8Kt7vyGu6oUaNYuHDhZe+rzFfd/3ZZ7bXBRno+dSOxXZthzzez8735nFi6k+h2jRj0nxl8P/BxAHo+fSPxPa9BbdBiyzNxasVudn20CJeP1aB7PjMF89k8dn+46JLjGD6+elPlDV0GEdBtKKg12I7sonDJ9+D0xBR+xzOYNv2B7c9t6Fp2JrDvOJTGIFx2K/aTBzGt/g2XqQBQEHL9vWhik0ClwlWUj3XfZsybL+22acvmVn1Nry/aYCPd/+Hpd1u+md3vz+fk0p1EtWvEgDdn8NMgT793f+pG4npeg8agxZpn4vTK3ewp1+/dn55C41EVV+Hf9MJ3JC/ycSLtQ4tg/86iiJ4whJhJw1FqNeRu2Mnpt7/B7aiZ6eAJ/VQXb+SDsesgjD2GoVBrsB3aRcEf35XmTMRdz2La+AfWA1vRX9OZwP7XluXMiYMUrfy1JGdA36YHIWOmVXhvy95NFCzwX1GyNsS+akE18j3ISNenbiSmS3Ns+Wb2vj+fU8t2ENWuEX3fuJtfBj8GwOifn8UYHVphlflTS7az/TXP7eF6/PMWYntcA0DG5oPs+M8v2HIv/QSmb6/qXXce0HcYgf1HotBose7bTt4vX5b2e9TDL1G0cgGWXZvQt+1C0LAJqELCcDvsOM6coGDxHIrTPZcc6tt2IWTsFBQGI86sTAoW/oTtyP5LimHR2su/haYu2Eifp28gvmSc2TZ7AceX7qRe+0YM/890viy5FV3fZ24gsWR8t+aaOLFyNzs+XFz6OcR2akLX+8YQUj+KYpuD0+sOsOnN30qn8F9M7/jqLSAZNmYYEeNHodBqKdy8ncwPvii9nKThf18m+9f5pbM9Gn/wOproirPtjs94GMe5LBq9/zqaiLAKY0/+2o1kfnjxfD+eFXTZcWuCjLR9YiqRnVvgKDBx6MPfSVu+nbC2jen673tYMvxhAMLbN6XH2w9WeG32rqNsfvAtANo/eyvR3VsBcG7rnxz47xzseZee7x06VW99poB+wwgcNMqT73u2kzfni7J8f/xlipbNx7JzE/p2XQgaMQFVaLgn308nU7DgZ4rTy9ZjMfYcSNCQsSi0WuwnjpD381e4LmFB0Y1bQy47bk2Qkc7/mEK9Ls2x55vY98F8zizbQWS7RvR+fSZzhzwKwIg5z2GIDq1w/nJq6TZ2lYwzaqOeTo9PJqZnKxyFFk7M38TBzy/9Nqqdm1ZvZlDwsOGEjByNQqvFtH0b2V9+DiX5HvfSK+QvmI9p00ZCxo0nbPwEryn8p+++C4CIO+7C2LYdCr0eV2EBpm1byfv1F9yOi/97/X3/5c9Y1QUbGfzsZOp3a4Y138yGdxZyZMlO4to3ZOzb0/mg75Ner4nv1Jhhs6by2ahZpdsCokIY/MxkYts3xJJTxI6vVrL/V/+tc1KbYl+a5581UaY8MJYpD4yrsO27t+fx3ds1V1R/q0v1LqcIGTmc0LGjUWq0FG3dxrlPy/I98bVXyJ07v3S2R/2330QTVTE3T93/EMVZWSgDA4mcdjPGNq1BrcJ+JoXsb77DdvzisyLXJF/+TGhtyXE1ruS4un32ApJLjqtD/zO99BavvS84rp5cuZud5Y6rAEPfmkHWn6fZ+eHiy44D4PYt/7l4ozrq3FsPXO0Q/CbqQf/cpvhKqrK4MWzYMH755RcCAwMrbC8oKOD6669nyZIll/U/u9ziRm1R3eJGbVCd4kZt4e/ihj9Vt7gh/prqFDdqi+oWN2qD6hQ3aovqFjdqg+oUN2qL6hY3aoPqFDdqi+oWN2qD6hQ3xF/nr+LGlVDd4kZtUJ3iRm3yP13cuKDw/78k6oG3rnYIf1mV87/Gjx/PPffcw8mTJ0u3nThxgvvuu4/x48f7OzYhhBBCCCGEEEKIi6pyQdEZM2bgdDq59tpr0ZbcEtDhcHDnnXcyY8aMKxKgEEIIIYQQQgghRFWqLG4oFAruvfde7rrrLk6dOoXb7SYpKam00CGEEEIIIYQQQghxtVVZ3LBYylYNT0hIAMDpdJZuN5S7D7QQQgghhBBCCPE/q3bc+FFUosriRocOHVAoFBXuj33+uUKh4OBB/972TQghhBBCCCGEEOJiqixuHDp06ErFIYQQQgghhBBCCFEtVd4t5c4777xScQghhBBCCCGEEEJUS5UzN7Kysq5UHEIIIYQQQgghRO2lkEU3arMqixtutxur1VphzY3yZEFRIYQQQgghhBBCXG1VFjcOHz5Mhw4dZEFRIYQQQgghhBBC1FpVFjdatGjB3Llzr1AoQgghhBBCCCGEEJevyuKGQq4pEkIIIYQQQgghQL4e12pV3i0lPj7ea5vdbmfevHlMmzbNb0EJIYQQQgghhBBCXKoqZ268++67pY/37t3Lzz//zJIlS2jTpg3jx4/3e3BCCCGEEEIIIYQQF1NlcSMnJ4fff/+dX375BYfDwbXXXovBYOCTTz65UvEJIYQQQgghhBBCVKnK4kbfvn3p3Lkz//znP+nYsSMAc+bMuSKBCSGEEEIIIYQQQlyKKtfcmDZtGsePH+fNN9/kt99+w2w2X6m4hBBCCCGEEEKI2kOh+N/9739AlcWNRx99lDVr1nDHHXewYsUK+vfvT25uLps3b75S8QkhhBBCCCGEEEJUqcrLUgCUSiUDBgxgwIAB5OTkMHfuXF566SXy8/NZu3btlYhRCCGEEEIIIYQQolJVzty4UHh4OLfffjs///wzN998s79iEkIIIYQQQgghhLhkVRY3rFYrn3zyCS+88AJbtmwB4Pvvv2fw4MFs2LDhigQohBBCCCGEEEJcdVd7XQxZc6NKVV6W8tRTT5GRkUGHDh148803iY6O5vDhw7z44ov069fvSsUohBBCCCGEEEIIUakqixt//vkn8+fPR61WU1RURO/evVmxYgURERFXKj4hhBBCCCGEEEKIKlVZ3NDr9ajVniaBgYEkJSX9pcLGwI451X7t1bTg17pbzOkQVni1Q6i2fJv2aodQbUvm193Y67LBvfOudgjVtntL4NUOodpG9qybYzvAqX36qx1CtXXoWnS1Q6i2g9sDrnYI1da1Ze7VDqHaNv4ZfrVDqLZJw/Ovdgj/L406br/aIVTbg9vq7rnYR2Pr7nFViKupyuJGZmYm//73v0ufnz17tsLzxx57zH+RCSGEEEIIIYQQtcT/yNIU/7OqLG5MmTKlyudCCCGEEEIIIYQQV1uVxY0WLVowePDgKxWLEEIIIYQQQgghxGWr8laws2fPvlJxCCGEEEIIIYQQQlRLlTM33G73lYpDCCGEEEIIIYSovWTRjVqtyuLGhQuIXkgWFBVCCCGEEEIIIcTVVmVxQ6lUYjQar1QsQgghhBBCCCGEEJetyuJGVFQU991335WKRQghhBBCCCGEEOKyVbmgqNvtJj8/n/3791NUVHSlYhJCCCGEEEIIIYS4ZFXO3Lj11lvp27cvAQEB2O123nnnHXr06HGlYhNCCCGEEEIIIWoHWU+0VquyuPHpp5/yww8/0LJlSzZv3szs2bOluCGEEEIIIYQQQohapcrLUpRKJS1btgSge/fucmmKEEIIIYQQQgghap0qZ244HA6OHz+O2+0GwGazVXjepEkT/0cohBBCCCGEEEIIUYUqixtWq5W77rqrwrbzzxUKBStWrPBfZEIIIYQQQgghRK0hi27UZlUWN1auXHml4hBCCCGEEEIIIYSolirX3BBCCCGEEEIIIYSo7aS4IYQQQgghhBBCiDqtystShBBCCCGEEEIIgSy5UcvJzA0hhBBCCCGEEELUaVLcEEIIIYQQQgghRJ0mxQ0hhBBCCCGEEELUabLmhhBCCCGEEEIIcTEKWXSjNpOZG0IIIYQQQgghhKjTav3MjcCBwwgaMgqFVodl1zZyf/gCiou92qlj4gifNgN1VDQA9tMnyfvpa4oz0gDQNWtJ0MhxaBOTcJlNZDzzsF/j1gYb6fPUZOK6NceWZ2L7ewtJXrrTq12rG/pxzaQ+6EIDKDbbSF6+m23v/I7b6SKgXigTfniiQnuNUcfWt+ax/7vVfo0/avwQ6l0/HKVOS976HZx59xvcDu9+Bwhs34LEe6eijQrHdPgEp974DMfZHADi7ryekB7t0YSF4MjOJfOHReSs2OS3uNVBRpo/ehPhnVviyC8i+ZN5nF2x3atdaPtmNLhlJEFNEykuMrP5xmcq7E+6bTSRvdsR0CCGU1//wckvF/ot5vO0wUZ6/uMGYrt6cmbXBws44SNnWt7QjxYT+6ALDaTYbOPkil3seNeTMwBD372X0EaxKLVqitKy2fPxYs6s2y+xVyGgz1ACB4xCodFi3buNvF+/AqePcSY6jtAb7kId4RlnHKknyZ/7LcVnPeOMQm8kZNwUdC3aAmDeuJLCZXP9FrcmyEibx6cS2aUFjnwThz/6nbTl3vke3qEpTaeNILhZIo5CM6snP1dhf1CTeFo9eD1BjeMpNls58/sGjn31h9/iPi+g3zACB45EodVh3bONvDlf+u73enGETp1e1u8pJ8n/9RuKM9NK22gSGhB87VQ0CQ1w220ULZ+Pae0yv8StDjLS+OFbCOl0DcUFRZz+9DeyVm7z2bb+nROIHtkLgLOLNnD6k19L9/VY/iFOiw1wA5C1ajvJb37tl5jLK813bUm+/1JJvte7IN9TTpI/79uyflepCbl2KvrWHVGoVNhPHiPv5y9wFeT5JW51kJGWj91EROeW2POLOP7xPDJ9jO9h7ZvRcJpnfHcUmdl4Q8XxveN//kZAw1iUGjWW9GySP19A1oa9fom5vKAhwwke7jmfMe/YSs43X/g8n9E2akzItRPRNkgClwvb4UPkfP8Vrvx8AKIefARd0+al7RVqNY6MdDKe/4df4tYGGen6jxuJ6docW76Jve8v4NSyHV7tWkwZSNLIrgTUC8OWb+LYr+s59N3K0v0RrZPo+LcJBDeohyk9h+2vzyFrb7JfYi7P2HMIAX1GeMb3Azso+P1rn/leXsCAMQQNupacz1/HfvxghX0KQwBRf3uJ4qwMcj7+lz9Dr9Oxh4wYTujYUSi1Ooq2buXcp1/4zHdUKurdfw+6Rg3RREWROuslrAcPle1Xq4mcdhMBXTqjUKmwHj7KuU8/x5mb69f4qzL65oEMmtCLpObxrJm/lf8+/tlVi+VCAX0vOK7+XMVxdcoFx9Xfyo6r4Xc9jLZRs9L2CpWa4nPpnHvt6SvzhwhRTbW6uKFr2YagoaM599a/cOblEjnjQYJHTaBg3k9ebZ35eWR//A7OnCxQKAjsN5jwO+7h7Euef4Qumw3zxrVYNJsJGj7G77H3fPQ6nA4n3494lohm8Qx58y5yjqaRdyKjQrvT6/ZzdMEW7EVWtMFGBr5yK9dM6sOB79dgyszj6wFlxY3A2HAm/vIUJ1ft8WvsQZ1aUW/SCI498TqO7DwaPnsvsTeNI+3zX7zaqoIDafTMPZz+75fkb95D7LRrafjkDI489AoALquN5OfewZaaibFZEo1f/Bu2tLOYDh73S+xNH5yMu9jJxglPENgkgTav3EPR8VTMJ9MrtHNabWQs3sjZlRoaTB3u9T6WtHMkf/gbcWP7+CVOX7o9PBGXw8mcUc8Q3jSegW9MJ+doGvkX5MyZdfs5tmArjiIL2mAj/V66lRbX9+XgD6sB2PqfX8k/mYnb6SLymgYMeXsmcye/jCW7QGL3QdesNYEDRpH94as4C/IIn/YAQUPHU7h4jldbZ0EeuV/PxpnrGWcCeg4i7KaZnHvT8+UpZOyNKDQ6zr78CMrAYCJmPEZxbhaW7ev9EnurhybhKi5mxbVPEtwkgc6vzqTgWApFJyv2u9Nq58yiTahW7KDxTUO93qf9s7eSuXYvmx98C2NMBN1nP0TB8VTObtjnl7gBdM1bEzhoFNnvvYozP5fw2x8gaMR4Chf46Pf8PHI/f7es33sPJuyWe0pPspQBgYRPf4SCud9h2bMNhVqNKiTMb7E3vP9GXMVOtl//KAFNEmjx0v2YjqdgOVVxnIke1YfwXu3YO/0FcEPLfz+ILSOLzAVrS9vsnfEC1rRzfov1QrpmrQkcOIrsD0ry/dYHCBo2nsJFlfT7V+XyvdcgwqaW5XtgnyFoGzTm3BvP4LJaCJ14KyHjbyL3y3f9Envzv03G7XCyrmR8b18yvpt8jO9pizai1GlIusl7fD/yzhxMp9JxO10Et0yiwxsPsOmm57Hn+G+c0bdqQ/CI0Zx9/RWK83KJuvdvhIybQP4v3uczSmMARWtWYT2wF1wuwqbcQsRt0zn339cAOPfW6xXaRz/6D6wH//Rb7J0emYjLUczc0U8T2jSBvq9PJ/dYKgUXjO8oYMusb8g7nkZgfCT9/zsT89lcTi/fhTbISN/XprP93z+RsmYP9Yd0ou+/72L+9bNwFFr8Fru2SSsC+o4g97PXcRbkETb1XgIHjaNoqff5zHmq8Cj0rTrjrKRIFzRsIsXn0v0+Nb0ux25o24bQcaNJe/EVnLm5xPz9b4RPnEDOD975DmA9fIT8xUuo9+D9XvtCRwxD37QpKY//A5fZQtSdtxN5681k/udtv/4NVcnOzOPH2Qvo2KcVWr32qsVxoQrH1YJcwm97gKDh4ylcWMn4/sUFx9Wb7+Hc657jas7Hb1RoH3HPE9iOHfR6HyFqm1p9WUpA996YNq6hOD0Vt8VMweJ5BHTv7bOt22L2FDYAFArcLhfqqHql+x2nkjFv3Uhxlv9PItV6LQ0GtGXnh4spttjJ3HOC0+sO0GREZ6+2hanZ2IusnrABXG6CEyJ9vm+TkV3I3H2conT/VqvDB/cke8k6rKfScBaZyfhuPuFDevpsG9qrI5ZTaeSt24HbUUzG179jaJSILiEGgIxvfseWkgFuN+bDJzAdOEpAy8Z+iVup1xLVtwMnPpuP02ojf/9xsjbuJWZIV6+2hYdOkblsK9a0LJ/vlblkCzlb/8Rptvkl1gup9VrqD2jLro8WUWyxc3bvCc6s20/j4d45U5SajaPIczKoAHBXzJm84+mlMyHcuFGqVRjrhUrslTB07oV561qKM9NwW8wULp+HsUsl44zV7DkRAM8443ajKvnVA0B3TXuKVi/C7bDjzM3CvHUtxi7+KZCp9Fpi+rXn6CcLcVrs5O5L5uyGfcQP8873/IOnSFu6DXMl+W6MiSBt2TZwuTGnZZG79zhBSbF+ifs8Q5femDevpTjDM74XLv390vvd5UIVWdbvAf2GYzu8D8vOTeAsxm2zUnw23ed7/VVKvZbwPh058/k8XFYbhfuPk7txD1FDunu1jR7ag7Sfl2PPysOenUf6nOVEDevhl7gulVe+L5uHsfOl9ru7Qr+rwqOwHd6Pq6gAih1Y9mxFUy/eL3Er9Vqi+3bg+GfzcVps5O87zrmNe4kZ6p3vBYdOkbFsK5Z03/lelJxaOs7gdqNQq9BH+68YBhDQszdF69bgSEvFbTaTP38ugT19jw3W/Xux7NiK22rFbbdTuHIZuiZNfbZVRUSia9oc0yb/FFBVei0J/dux72PP+J61N5m09ftJGt7Fq+2hb1eSeyQFt9NF4emzpK7bR2SbRgBEtmmINbuAM6t243a5ObVkO9a8IhL7tfNL3OcZOvTEsmM9xWfTcFvNFK1agKFDrypfEzx6KoVLf/b5a7cmsTHq6HgsO/3T3+XV5diD+vamcNUaHCmpuExmcn+dS1C/So6FTif5i5dgPXwEXC6v3eqoKMx79+HML8DtcFC0eTPahAQ//wVV27R0J5uX76Igz3RV47iQoUtvzFvWUpxZclxdVv3janmqsEi0jZpj2bbBX6ELUWNq9cwNdWw8lr1lU9sdKadRhYSiDAjEZSry+Zq4199HodODQkHBgl99tvG34PpRuJ0uCs6UFVJyjqYS06GJz/aNhnak5xPXow3QY8ktYuvb83y2azKyM7s/W+qXmMszNIgjf9Pu0ueW5BQ04SGoggJwFlYcyPUN4rAkp5Q+d9ns2NLPoW8Q5ylqlKPQajA2S+Lc/FV+iduYEI3b6cKScrZ0m+l4KiHtfJ8U1ibnc6awXM7kHkujXgffhaCGQzvS7bFJaAP0WHOL2H5Bzgx8/S5iOzdDpdOQuvkg2QfPSOyV0NSLx3pgV+nz4rQzqIJCUBgDcJt9n7jEzHoPhVYHCgWFS3+ruFNR8Ykmxj8nYQGJnnw3lcv3guOphLfzPc5U5cScVcQP78qRTxZgjIsktFVDkr9fXpPhetHExGPdXza+F6edRhUcWnW/v/weCq1nfC/8o6zftUmNcaSnEPnA06gi6+E4fZz8n7/CmZdT43HrE+rhdrqwppYbZ5JTCG7bzKutISkO8/EzFdoZG8RVaNPqzUdAqaDwQDKnPpiDLTO7xmMuTxPjI9+DL5LvL5TL9yVl/W7eupaQcVNRBofitpgxdOiO9ZB/Zvv4Gt+LjqcSWs3xvd0rMwnr1AKVVkP21gMUHD5dU6H6pIlLwLL78s5nztM3a4EjNdXnvoAevbEdPYwz23ch568K8jW+H00lupLzmfKi2jXm2NyNZRsumC2gUCgIaeTfIqo6Oh7bwd2lzx0ZJeO7IQC3xTvfda0643YWYz/iI48VCoLHTCV/7pdo6vn/y3Vdjl2bkIBpe1m+206fRh0aijIwEFdR1fl+ocLVa4i45SZUYaG4TGYCe/XEvMe/M5jrqmodV1/yfVwtz9ClF/bkw2XFkP/vZEHRWq3K4obT6WTp0qWEhITQs2dPvvrqKzZu3EhSUhL33nsvQUFBfg1OqdPhsphLn7ssJb/46vRQyclA2iMzUWi1GLv3KZvJcYVpjDrsJmuFbfYiKxqjzmf75KU7SV66k+DESJqM7IIlu9CrTb32jTCEB3Fypf8HdKVeh9NU1u9Ok6ffVUa9V3FDZdBRnFfxs3CaLKiMeq/3Tbz/ZizJKRTuOOCHqD2xOM0Vp7cWmyyoK+n32kRt0OG4IGccRRY0PvoR4MTSnZxYupOghEgaj+yCJadizqx85GMUKiWxXZoTklQP3G6JvRIKnR63tSxvXCWPlToDzkpOBjKevQeFRouhc2+cuWVfRm2H9xE4YBR5P36CMjAYY9c+KLT+mbKqMugovqDfi4ssqCvp96qc3bSfdv+4hYaTB6FUqzj6+SLyD/n3y55Xv1suod//cQ8KrRZDl4r9rgoJR5PQgOz3X8ORnkLwmEmE3XIPWW+/WONxq/Te44xnzPMeZ1R6HcUmywXtyj6f/Q+9TtHBZJQ6LfVvG0eLF+9lz4wXff56WVMU2mrk+zMl/X5BvhdnZeLMyyHm2f/idjopzkgh67d/+yVutUFH8YXje1H1x/c9T76PQqUkvFMLjA1irsA4o8Nl9nE+o6/8fAZAk5BI8JhryXr3Pz73B/TsTcEC3z+I1ASNr/HdVPn5zHmt7xgBCgUnFm4GIGv/CQyRwdQf0pEzK3fTYGgnAuMjUOk1fosdSvrdVpY37tJ81+O8oECg0OoJGjKB3C8qTsc/z9hjMI4zyRSnnboiBYK6HLtSf8H5e8m/XaVef9nFDUd6BsXZOSS99w5upxP7mTOkff5Vjcb7v8JrfL+U4+pTvsf38oyde1G47PeaD1gIP6iyuPHPf/6TI0eOYLfbSUhIwGaz0b9/f7Zt28azzz7Lf/7j+2BbXYYuPQi78TYA7McP47LZUOoNpfuVBs9jt83q8/Xnue12TOtWEvvqbDJnPY6ryLtY4E8Osw1tQMUvGNoAPY6LXOJQcCaL3OQMejw2kZVPfF5hX5ORXTi5ai/FFnuNxxs2oBuJD9wMgGn/UVxWGypjWb+fPxl3mr373Wmxobzgy5TKqPdqG3fnRAxJ8Rx9/LWaDr9CLOXjPh9L8RW6tOSvKLbY0FyQM5oAPQ4ffV5eYUoWeckZdHt0ImuerJgzbqeLtM0HaTm5L4Up50hZ75+iUl2L3dChByHXTQPAfuIIbpvVUzAtodB7Hpc/qfTF7bBj3ryKmOfe4exrT+IyFZI/91tCrr2J6MdfxWUqwrJrM4YO3pcr1ASnxYb6gn5XB+gpvki/X0gTZKTLa/fw53/nkLZ8O7rwYDrMugNbbiGn566rsXgNHXsQMulWAOzJJf1ebny/5H632zFvXEXMC+9y9l9P4CoqxO2wY927E8eZEwAULplL7EvvodAbKpzo1QSn1fc44+sSNqfVhvqCsbT82Fi476inXbGFE+/9SNd5b2FsEIP5RJrXe1WXoUMPQiaWy3e7tbSv4TL7fdMqYp4vyfeiQkLG3wxqNenP3IvbbiNwwEgi7vo7WW+/UGPxn1dsqdiXcD7fqz++u50usrf+SeLEAVhSz5G1seZmnRi79ST8Zs/5jO3oYdw2W+k5DFB6buO2Vv7vVR0dTdSDj5D7/TfYjh7x2q9r0gxVcAjmHVtrLO4LOSod3yvv96bX9SFpRBdWzHwLl8MJgL3AzLrHP6H9/dfS6eGJZGw5ROb2I1jO5tVovPp23Qgee4sn9lNHPf1efnzXnc93734PHDgWy55NOPO8v+Apg0Ix9hhE9ns1n9vn1eXYA3v1JOpOT75bDx3GZb0g30seu6rI98pE3j4NhUbNiTvvxmWzETZmFLFPPErqM8/XSOx1maFjD0KuvxUoOa7arSh01TyublpFzKx3OfvqExW+N2kbNkUZFIJ1j+9Fs4Wobaosbmzfvp2FCxdisVjo06cPmzZtQqvVMnnyZMaOHVvjwVi2bcKyrexOGuG3zUSTUB/LTs+BWxOfiDM/76JTOAFQKFBqtahCw694caPg9DkUKiXBiZEUnPHMHglvGkdecsZFXglKlZLghIgK21Q6DQ0HtWPFY/5ZjTl31RZyV20pfd7g8bswNEokb51nFXpDo0QcOfleszYArKfSCB9cth6HUqdFFxuF9VTZyXnMTWMJ7tyGo4/+G9dlfvG6HOaUsyhUSgzxUVhSPVNoA5skYD5Zc18U/OV8zgQlRFKY4smZsKbx5F9CzihUSoLifa/TAp6cCqpkHZeaUNdit+zahGVX2TgTOmUGmrj6WPd6Dtya2Po4C/MrncJZgUKBQqtFGRKGy1SI22Ii7/sPS3cHDb8O+2n/3A3AdMaT78aEKMwpnnwPahxP0QWLK16MMS4SXG5Sl3jGWeu5PNJX7iC6e6saLW5Ydm7yrIlRIvSmu9HEJWLdXTK+x9XHWZB36f2uKen3okIc6Wc4f8cRf7OmZKJQKdHHR5demhLQOAHLKe9xxnIyDWPjBIoOnwTA2DgBs492ZdxccF3TX+Yz32Prl56oevr9MvM92NPvmvj6FC7+pXSKvGn9coKHT0BpDMRlvrxfZy/G5/jeOAFTDYzvCpUKQ1zUX36f8sxbNmLeUnZJRsRdM9Ek1oftJfmeWL/K8xlVeATRf3+CggXzMG/2fZ17QM/eWHZux23zXwG/sGR8D0yIoqhknAltEue1WPR5DUd1o+XNg1lxz9tYzuVX2Hdu93GW3eGZWaBQKRk951kOfV+zl6la92zBuqfsfCbk+rtQxyTCfs/5jCY20TO++7isQ9u4JargMIxdBwCgDAgidPJMTOsWU5yVgSowlMgHPAUChUaDQq0l6vE3Offvh2tk5k9djr1ow0aKNpTle/R9M9HVr49psyffdQ3qU5yXd9mzNjyvbUD2j3NwmTx/d/6SZYRPmogyKBBXYc2OM3VNpcfVPdU8rmrLjqvnGbr0xrp3B2577f+hUAi4yIKiWq0WhUKB0WgkMTERbcn0aqVSiUbj36mEAKYt6wno0Rd1TBwKg5GgEeMwbfa9EJKuRSs0CQ08/zj1ekKum4LLbMJRcitYFApQa1CoVIDnMSqVX+Iutto5tXovHaePQK3XEt22IfX7tubYYu9b1jUb2w19WCAAoQ3r0XbaYNK2Ha3QpkG/NtgKLKTvOOaXeC+Us3wjEcN6o68fiyrAQMyNo8hZttFn2/yNOzEkxRHSqyMKjZqYqWOwnEgpXW+j3uQRhA3oxrEn3/BZHKlJLqudrHW7SbptNEq9luDWjYjs2ZaMZT5+1VIoUGrUKNSeHCj/GDwnXkqNGpSKCo/9pdhq5/TqvbS/ayRqvZaotg1J7NOa439450yTMd1LcyYkqR5tbhlMxnZPzgQ3iCaue0tUOg0KlZKGwzoR3b4xmTv9c3eauh47gGXHRoxd+6KOjkOhNxI0eAzmbZWMM01boY6r7xlndHqCx9yIy2wqXbxSFRGFwhgACgW65m0wdu9P0Qr/TOV0Wu1krN1Ds9tHodJrCWvd6P/au++wKK71gePfBXaBpYliQ+xGjb1hb6CiEgvYe6qaGDXF3KhJriUx6jXRJJbUqzEx0RiDvfcuduy9gQ0Lve0u7Pz+QFYWliKyIPf3fp6H52Fnzu68M3v2zNl3zpyldOt6piSFGZUKG40dNna2qJ78n1bf48NSv6B7dmwCKhWa4i6U9WlMzDXL9/jnl8RjB9A2a4td6SfH3a9H1se9em3syqU77j0HYkyMJzk89bgnHN6HQ93Gqe+NjS0ufj3RXb+U76M2ILWdidh/kvKvdsfGQYNL7aq4t2zAw23Bmco+3BZM2d4d0ZQohrqEG559OvFwS2pH1LFiWbRVvcBGhY2DPZVG9kX/KIrEUOtMhJrGVN9Lp6vvWfyaT0713RB2A8fGrVJH4NjY4tTSl5ToyHxPbEDqcX+4L4Qqb6S27251qlCyVT3ub82mvj85x6ev79oKpSnRtBY2mtR2pkynphSrV42oU1cyv04+ij+4H+fW7bArm9qfcXulJ3EHLScPbYu5U+qjicTu3E7cnp0Wy6jUarRNmmX5GvklJUnP7T2nqTu8K7YOGjzqVqZcm7rc3Jz5Km5Fv8bUe7sbu9/7nvi7mUcQFKteDpWtDXZaexqM7knCg0juH76YqVx+Sgw5hGPjNtiWLIvKwRGn9t1IPGk5WRSx6GsezZvE4wVTeLxgCsbYKKLX/E7C4Z3oLp/h4eyPTevidqzBcC+UxwumWO2WpqIce+y+/bj4tENdzhMbrRb3wJ7E7smmrtrZoXryvUKV7n+ApGvXcWnTOnX0h60trp06kBwRUaiJDRtbG9QaO2xtVab/bWwL/zcaMp1XOz3jeTXh6XkVALUax/pNSThq3XamyFH9D//9D1ApStYtm7+/P/PmzUNRFMaOHWv6H2Ds2LFs3LjxmTZ2e9SwZw7Q2bcLLn6voFJrSAw5SuSyxabfyS792XRitqwj8eghHBt649q9N7bFiqMY9OhvXSdmzQoMd1Inc7N/qSYlPzD/DXjd5Qs8/HZGjjFsPV4ixzIZaVy1tPlsAJ5Nq6OLTuDYgvVc33qC0g2q4PfNCNNPvLb+9wDKt6yFnaOGpMh4bu4M4cRPm0jRP53p2u+7kTw6H8qJnzY9cxwN3fM2aqVkr06U7tsVG42aqAMnCJu3BMWQGlPNn6YS/tdG02gPl4Yv4zVqEJpSJYi/dIPQ2YvQP5kUr+Hm/2LUG1BSUkyvHf7XRsKX51x3onXPPleBnYuWmh8Pxb1xTQwx8Vz/ZTUPdhzDrW5V6v3nXfb5fwhAsfov0eDbD8yeGxVymZAPvk3dx/FDKdPF/FcNLs78nftbMn+BsSQ06dlj17hqafnJQMo2rY4+OoETP6zjxtYTlKpfhQ5zRrKsw3gAWn46kHJP6owuKp5bO0M4+fNGjPpk3CqWpuW/B1GsUmkUo0JM2EPO/L6NsD3W+0nPFyn2jq2j8hS/U9vOOLf3R6XWkHTmGFFBT38XvuS4L4nbuZ7Ek4dwqOeNS+de2Lq5oxj0GMJuELNpBcn3UifVdajnjVuPQagctaQ8Cidmw9/oLp/NVQwhh52fOW61i5a6Ewbj0SS1vl/6aS13tx/DvV5VvGeNYmuXcQAUb/ASzee+Z/bcxyevcPi97wAo0ag6NUb2xKl8KYw6A+EHz3B+7j8YdYZcxdGgcd7aGad2nXHukNq+J506RtSKxU+P+/jpxG1bR+KJQzjU98alay9T+24IvU7M+n9Ivvd0sk5tS19cOvVApdGgv3GZqH9+x5iLCUVvnXn2OUrsXLRU/ehV3Bq9THJsPKH/XcmjnUdxqVONl2eM4Uj3p8e6wvBelO6aOlt9+Kb9hP6SOtG1a4MaVHlvEBoP99RfXTl/nVs/B5lNVJqTig3ydiXNqW1nnH3S1fd/0tX3j74kbke6+t4lQ33f+LS+q7ROuAUMwb56bVS2dhju3yZm7TLT7UHZuXBM+8xx27loqTV+KMWftO9Xf15N+I5jFKtblfqz3mVP1yfte4OXaJyhfY8MucyJ979FW6EMtSYMxalSWRSjkcTbD7n5x2Ye7s/9fFYvVctbfXfp1AXXrt1QqTUknDhKxJJfTf2ZMlNnELNxHQmHD+LaPZBiPXtlGsJ/e/Rw0//aps0p1rs/d8eb72dODp4v/sxxa1y0NP10IGW8a6CLTuD0D+u4te04JetXoe3stwnq+DEA3f6ZhLZUMbP+y60txzj2VerPf7aYOoyyLWoBcD/4Ase/CUIXmfsvqO198/ZlVtvSD6e2XVDZaUg6f5yYNUtM9b3EmM+J37vBbMREmpLj/kP06sXor2X++UvHhq1wbNKGiF9m5immohR7/LW83Q7t5t+FYj26YaPWEHfkKA8XPq3v5b+aQeTqdabRHhXmzkFd0nz01K0xH5D86BE2zs54vDoUbd06YGeLPuw2j/9Yiu5azqMi3ztqnTmvBo3twaCxPc2WLZ27hqVz8+9ixs89Mv/iTW44teuMs++T8+rpDOfVj6cTtz3debVLhvPqBvPzqmPD5ri80pcH08Y9cxyec37LU/xFwaNFHxd2CFbj8YZ15s0qSNkmN3x9fbN+okrFjh07nmljeUluvAjyktx4UeQ1ufEiyEty40WRl+SGeH55TW68CPKS3HhR5DW58SLIS3LjRZHX5MaLIC/JjRdFXpMbL4K8JDdeFHlNbojnk9fkxovAWsmNgpDX5MaLQpIbRdP/QnIj2zk3du60PBxSCCGEEEIIIYQQ4kWRbXJDCCGEEEIIIYQQpM7jKF5YhT/7jRBCCCGEEEIIIcRzkOSGEEIIIYQQQgghijRJbgghhBBCCCGEEKJIkzk3hBBCCCGEEEKIHMiUGy82GbkhhBBCCCGEEEKIIk2SG0IIIYQQQgghhCjSJLkhhBBCCCGEEEKIIk2SG0IIIYQQQgghhCjSZEJRIYQQQgghhBAiJzKj6AtNRm4IIYQQQgghhBCiSJPkhhBCCCGEEEIIIYo0SW4IIYQQQgghhBCiSJM5N4QQQgghhBBCiJzInBsvNBm5IYQQQgghhBBCiCJNkhtCCCGEEEIIIYQo0iS5IYQQQgghhBBCiCJN5twQQgghhBBCCCFyIlNuvNBk5IYQQgghhBBCCCGKNEluCCGEEEIIIYQQokiT5IYQQgghhBBCCCGKNJlzQwghhBBCCCGEyIlKJt14kcnIDSGEEEIIIYQQQhRpBTpyY2+Ie0FuLt90C0gs7BDy7PBGx8IOIc887PWFHUKevTJaW9gh/L/05zdFN1/bt2NkYYeQZz9uLl7YIeRZ73LRhR1Cnv2yvWieUwFGvaUUdgh5Nv+/HoUdQp6N6pNQ2CHk2Z+r3Ao7hDzTF93qTil10Q3+5x4RhR1Cno1YW7QH16+fU9gRiP+viu43ASGEEEIIIYQQQggkuSGEEEIIIYQQQogirmiPeRJCCCGEEEIIIQqCzCf6QpORG0IIIYQQQgghhCjSJLkhhBBCCCGEEEKIIk1uSxFCCCGEEEIIIcRzS0xMZOLEiZw7dw5bW1vGjx+Pj49PpnK///47QUFBpsdhYWH07duXiRMncvjwYUaMGEGlSpUA0Gg0rFixIsdtS3JDCCGEEEIIIYTIiUom3cjJwoULcXZ2Ztu2bdy8eZPBgwezdetWnJyczMoNGzaMYcOGAWAwGGjbti3dunUzra9atSorV658pm3LbSlCCCGEEEIIIYR4bps2baJ///4AVKpUiTp16rB3795sn7Nr1y5KlixJ3bp1n2vbMnJDCCGEEEIIIYT4fywmJoaYmJhMy11dXXF1dc3169y9e5dy5cqZHpctW5b79+9n+5ygoCB69epltuzmzZsEBgZiZ2fHoEGDCAwMzHHbktwQQgghhBBCCCH+H/vtt9+YP39+puWjR49mzJgxpseBgYHcvXvX4mscPHjwmbf74MEDgoODmTFjhmlZ7dq12bNnDy4uLoSFhfH6669TunRpWrZsme1rSXJDCCGEEEIIIYTIyf/wnBuvvvqqxdERGUdtrFq1KtvX8fT05M6dOxQvXhyAe/fu0axZsyzLr169mnbt2pnKAzg7O5v+L1++PB07duTEiRM5Jjdkzg0hhBBCCCGEEOL/MVdXV7y8vDL9PcstKQBdunRh+fLlQOqtJWfOnKFNmzZZlg8KCqJ3795myx48eICiKABERUVx4MABatasmeO2ZeSGEEIIIYQQQgghntubb77JhAkT6NSpEzY2Nnz++eemkRjfffcdpUqVYuDAgQAcP36chIQEWrdubfYaW7duZdmyZdjZ2ZGSkkJAQAAdO3bMcduS3BBCCCGEEEIIIcRz02q1zJ071+K69957z+xx48aN2bdvX6ZyQ4YMYciQIc+8bUluCCGEEEIIIYQQOfnfnXLjf4LMuSGEEEIIIYQQQogiTZIbQgghhBBCCCGEKNIkuSGEEEIIIYQQQogiTZIbQgghhBBCCCGEKNJkQlEhhBBCCCGEECInKplR9EUmIzeEEEIIIYQQQghRpElyQwghhBBCCCGEEEVakbotReOipdknAynbtAa66HhCfljPrW3HM5Wr0b89Nfq0wb6YM4YEHaE7TnJywRqUFGOBxuvo3QFtcz9Uag26iyeI3bIMUpIzlbNxK4HHqC8x6pNMyxKCt5JwYCMAzr690bxUHxsnV4xxUSQc3ETS2cMFsg9qFy31JwyipHdN9NHxXPxpLXe2Zz7mVQd2wKtLU7RliqOPiufm6n1cW7ajQGJMz85FS9Vxw3BrXIvkmDhCF67i0c6jFstWeKsXpfxbAfBg4wFC/7vStK7F9p9ISdQBCgCPdh3j+pwlVo//r+Ar/HHgEkmGFHxqleNf/g3R2NlmKrflTCiz1p8wPTYqoEtOYdFbvtT0dDctN6QYGfbTdhJ0yaz5wF9it8DeVUvHf/enQvPqJEbFc3D+Ri5vOZFleRs7WwYt+wiN1p5Fr3xuWq6yUdFsZBdq9WiKRmtP9O1HBI38Hn1cUpavlR+cWvvh1M4flVpD0tljRK/63WI7k55zhx64dArk8X+/Qn/1PAAOdb1xau2Humx59LdvEPHzf6wad3qOrlp6TulP1RY1SIiMZ/u8DZzZZPk9KFvTiy7/CqDsy14YEvXsW7id4KV7CyzWNB4BnSjZxx8bew3R+49xZ8ESlGTLx925/st4vjMETcniJFy+TticRRgePgbA64M3KNauudlzz/V7N/WDYQUOrlp6pDvWO+Zt4KyFY93u7c60ebMTKYancf3Q9yui7qTGXb1tbTqMfYVinsUJv3KXtVOX8+h6uFViTs+xfju0jTqAWoPu6inidv8NxhTLhe3UOLfqiX21BmBjS/Kju0SvmgeAulw1tN6dsSvphaJLJOL3zy2/hjX2oQjW94y0TTugbdk5tX9z4QQxm5Zm2b8pOWa6ef/m4Bbi928skDgdXLX4TepPxSft+/75G7m4Ofv2fehfqe37L/5P60SVNrVoPfoVXD2L8+jKXbZ+8TcRN6xb3x1ctfhP6k+lFqmx75m3kfMWYm89sjMt3uho9lld2P8rou9EmJWr80oTun0xiI2fL+f0auv2ITWuWtp82h/PZjXQRcVz7PsNXN+aOfbaA9pRq18b7Is5kZyg4/r2EI7OW4uSYsSpdDF6/TXBrLxaa8+R79Zwduluq8bv1LYzzr7+qDT2JJ06StQ/v1ms33alPSk2aAR2JUoBYLh9k+hVf5AcfheA4sPHoalS3VReZWtH8sN7PPzqM6vGn51uQ33p0KsVlWqUY8+6I3w7flGhxSKENRSp5EaTj/pgNCSzsttnuL/kRbuvRxB19Q7RN+6blbuz/wzXNxzGEJeIxkVL6+mvU6NvWy7+tbvAYtVUroVTi85ELv0GY1w0br3exqlNN+J3r87yOY/mfAhK5gSMYtARvWIBKREPsPOsSLF+Y0iOfEjynetW3INUdT/sh9GQwtaen+BWzYums94m+uod4m6aH3NUEPLlEmKu3UXr6UHzOe+S+CCSuzuy7kRYQ+UxAzEmp3Cs779wquZFzS/HEH/tNom37pmVK/VKG4q3qs/pEV+AAi/Peg/d/UeEr3/aaTw98guS7j4ssNiDr95nyYFLzBvaFg8XByb+fYj/7j7PqI51M5XtXLcCnetWMD3eEHKTX/ddpEbZYmbl/jx4mWJaexJ02X/Z/f8ce/vxvUgxJPNfv8l4VC9Hj+/e4tGVO0Rk8UWt0TAfEiPj0GjtzZY3G9mFsvUqseL1ucTej6R41TKk6K0bu+alOji18yfil1mkxEbhPnQMLp0CiN38T5bPsS1eEoe63qTERJotNybGE79/K3alyqKp+rJV487olYm9STGk8JXvJMrUKMfgecO5f/kuD6+ZtzPaYk4M+X4Em79ezfltp7BV2+Fa2q1AYwVwblSbkn38uf7JVyRHRFHx09GUHhLA/cWZj7utqzMVP32X23MXE3M4hDJDA6kw4W2ujfvSVOZh0CbCl6wqkNj9nxzrr58c60HzhhNu4VgDnNt6klWf/plpefEKHvSaPoQ/R//M7TO3aPWqDwO/fZP5gTOtehFBXaEm2sYdiVq9AGN8NK7+b+LUrCvxh9ZbLO/i0x9UNkT8OQNFl4CdRznTOsWgJ+nCYVRXTqBt3MlqMVtS1Op7RpoqtdC27ELkH3MwxkVTrO/bOLftTtyurOvww68+sNi/sTbfJ+37j50mU7JGOQK/e4uHl+/wOIv2vYmF9r1YeQ+6ThvCqvd+4d6ZWzQZ5kPAN2/ya2/r1ne/Cb1ISU5mXsfJlK5Rjj7fvcWDy3csJhEvbAth/WeZP6tp7F0cafFGBx5evZdlmfzU8l+pdXxZ10mUqF6OTnOGE3HlLlEZ+uuh+85yZf1h9HFJaFy1+M54jVr92nBu2R7iw6NY4vM0ueFctjh9gj7l5q5TVo3dvkYdnDu8wuPv/0NKTCTFXx+LS5dAYjesyFQ2JTqKyMXzSYl8BCoVTq074j50FA+/Tk1eRPwy26x8iVET0F29YNX4c/I4PIrlC9bTqE1tNA6aQo2lyJIpN15oRea2FFsHDeXb1+f0LxtJTtTz8PR17uw/S6Uu3pnKxt15jCEuMfWBCjAqOHuVLNB4Heo2J/HUAVIe3UNJSiD+wAYc6rbI02vF71tPSkQ4oJB89yaG21dRl6uSvwFbYOugoWy7+lxauJ6URD0RZ64TfuAMXp2bZip7bekOoi/fRkkxEh/2gPv7T1O8rvVjTM/GQUPxNo0I+3UNxiQdsWevEXnwFCU7Nc9UtpRfC+7+sx39oyj0j6O4t2I7JTvn7f3JL5tOh9K9QSWqlHLF1VHD621eZuOpW7l77qlQutargCrdJEd3I+PZciaUYa1qWCvkp9svorHbOWio5luP4B83Y0jUc+/UDW7sPUdN/yYWy7t6Fqdm18YcW2w+KsnexZEGA9uyc9rfxN5PTRpEXLtv9eSGtnErEo/tI/nBXZTEBOJ2rMWxcetsn+Pacyixm1agpJhf7dZfPU/SmaOkxERZMeLM1A4aXu5Yj50LNqFP1BMacoNLe85R/5XM70GLoe24dvASZzaeIMWQgj5Bx6MbDwo0XgD3Dq2I3LoPXehdUuISePDXOtw7trJY1q1lY5JC7xK9/xiKIZn7f67BsXJ57L3KFHDUqce6Vsd67FqwCUOinrAnx7qehWOdnaotanLr5HXCQm6gpBjZ/+tOXEq5UalxVStFnsqhpjdJ54NJibiPoksk4egWHGpmPh8B2BYrhaZyHeJ2LUdJigdFIfnhbdP65Aeh6C4dIyX6sVVjzqgo1veMHOq1ICl9/2bfRhzqF+750xI7Bw0vdajHgR9S2/e7ITe4tuccL2dR3109i/Oyf2OO/GrevldqUZM7Ide5+6S+H128E+eSbng1sl59VztoqNGhHnu/T439dsgNru49R+1n/KymaT/mFY79tY/EqPh8jjQzOwcNFX3qceKnTSQn6gk/dYPQfeeo1jVz7LF3HptGN6oAjAquXh4WX7eavzfhIdeIuxdpcX1+cfRuTcLhvSSH30FJTCB221q03pbPq0pSQmpiA0ClQjEasfUoZbGsrbsHmio1SDx6wFqh58qhrScI3n6SmAKoC0IUhiIzcsO1QkmUFCOxYU+vpEdeuUPphtUslq/YqTFNP+6H2smBpMg4TsxbXUCRprL18ER35Wl2OfnBbWyd3VA5OqEkWm5QSrw7HRQF/c0LxO0MslzOTo1d2UoknthjrdBNnMqXepKseHrMo6/eoUQDy8c8vRL1qnJrbcE24A5epVFSjCTdedr5i79+G9d61TOVdazkScK1MLNy2oqeZmVqz/kIbFTEnrvOrR9XoAu3bif4xsMY2tQoa3pcrYwbEfE6ohN0uGUYJZDevah4QkIf8kmPxmbL52wO4W3f2tirM98akt+KauzuFUtiTDESFfq0jj+8fDfLTmu7fwVycMFGknUGs+UlqpVFSTFSrWN9Ggxsiz4+iVN/7eP0Cut+BuxKe5J0/qTpseFeGLYubqi0TigJmdsPh7pNICUZ3aXTVo3rWZSoWBJjspHH6d6D+5fvUKlx5nbGq24lHly9x5u/jaV4eQ/unAllw4x/iL4fVYARg0OFcsQEPz3uiTfCULu7YeviREpsfIayniRdf9rWKDo9+nsPsK9QDt3t1KuYJV7xocQrPujDH/Fg+QZiDma+9S8/pB3riHTHOvzyHSpaONaQeuvJx3umEfsolqN/7ePYioOmdekni1epQKVSUapaWW4cuWKV2AHsipch4fpZ0+PkR3excXJF5aBFSUowL1u6IsbYCLTNuuJQownGhBjij2xGf61w635RrO8Z2ZUsS/zlp/0bQ3hYjv0bjzHTAdDfuEDs9n+yLJefLLbvV7Ju330/DuSAhfYdQJXuUq1KBajAo1oZwo5ap74Xf1JPItPF/uDyXSpkkUCs1qYW7+2aRtyjGE4s38/Jf55+VsvWrkCZWuXZMiOIlzs1sEq86aX112PS9R0jrtyhTBb99Sp+jWg5oS8aJwcSI+M4MneNxXLV/JsQsmirVWJOT12mHElnn446Tr4biq1rsSzPqwBlvvwelcYBVCpiN1seweTo3Qr99UtPkyFCCKvINrmxfft2OnbsWFCxZMvO0R5DvPm964b4JOyy+OJ0a9txbm07jotXSSp39SYpIrYgwjSx0dij6BJNj9P+V2kcMp3UlYQ4In6dTnL4bVSOTrh0HohrjzeIXj4v0+u6dBlE8oPb6K+ft+4OYPmYJ8cnYad1yPZ51d/wBxsbwjYWzLwgaWwd7ElJSDRblhKfiK2FOmLrYE9yfGKGck/36+wHXxN34To29hoqvN6TmtPe5dTIaWC03hDUBH0yzvZq0+O0/xP0ydkmCDafDqV+BQ883Z1My/ZcvIPRqNCuZjlO3LT+rTVFNXa1oybTnBj6uCTUTpljrtK+LiobG67vPkO5DB1M51LFsHdxpFiFkizu+SXFynvQ64d3iAx9SNjhy1aLX6VxMPtSpySl1mkbewdSMnTCVBoHXDr3IWLhV1aLJy80Wnt0GdoZXVwSGgvvgWtpN8q+7MXvb//Agyv36PR+d/rMHMbC1+YWVLgA2DiatzUpT9oSG0eHTMkNG0cHkqPNzz8pCU/bm8drt3Pvv8tJiU/EpVFtKox/hxuR0SRcuJrvcWd1rO0tHOtzW0M4HnSI+MexlKtbkX5fv05SbCJnN5/k+uHLdHy/GxWbVCUs5CatX/fFVm2L2kGd6XXyk0ptj1Gf7rz65H+V2iFTcsPW2Q27Ep7orp3m8a+TUZephFu3EURGhJMSaf25QbJSFOt7RqntTu77N48XTif5fhg2WidcugzELeBNopZZfx80WbTvGW8pBKjmk9q+X911Bq8M7futI5dpM/YVvBpX5e6pm3i/llrf7aw4pF+t1ViuJxZiv7A1hJCgQ8RHxOJZpyKBX71GUmwiF7acRGWjwm9ib7b9ZyUo1pnHJ3Ps9ujjLZxXs+gLXN96gutbT+Ba3oNq/t4kPs7cXy/doAqOxV24udO6t6RA5vptTEw7rzpmOq+muf/pKFQaDY5NWpMSaflCmLZJK2K3rc3/gIUQZrJNbixYsOCFSW4kJ+pQO5l/qVY7OZCcoMv2ebG3HxJ94x7eH/Vl3yfWmzTHvnZTXLoMAsAQdhWjXodK42har7JP/V/RZ55cUDHoSL4fmvp/QixxW//CY+wsVBp7FP3T/XPy6YWdhydRS7+x2n6kZ+mY22kdSE7IeoLESr3aUr5zUw6M/hajwbpD8jNKSdJhq3U0W2ardSDFQh1JSdJhl65sarmn+xV7JvVqTEpyIje+X07TNd+hrViGhBt38y3e9BNr1q/ggVZjR3y6+SXin1w90mqyH2C16fQthrWuaXqcqE9mwfYzzB5oeZh8fijKsadnSNSjcTav4xonewzx5nXGzkFD67HdWPPeLxZfJ+1K35FftpKiM/D46j0ubz1JpVYv52tyw6FBc9wCXwVAf/Myij7J1LYAqBxS98Woy/wZde7Uk8STB7PseBUWfYIO+wztjL2TA/r4zJ/b5CQDF3ee5u651JEQu3/awoQ9X2Lv7IDOihO3FmvfnHKjhwEQf+4KxkQdto7m7QeAMTFzDMbEJGwyJIRttI6m9ibxWqhpeeyxM0TtPoRby8ZWSW5kdax1Fo51+vv6b5+6yeGle3m5Y33Obj7J45sPWP3vZfhP6I2zhytnNh7n4fVwYsKj8zVe++qNcWnfDwDDvesoBh02mqfxq578rxgsnFeTDSgpySQc3QqKEcPda+jvXEFTvgaJhZjcKAr1PSOHOk1x8R8MgCH06pN2J937kFP/5l7qLYrG+FhiN/9FyQ++ytS/sQZ9Fu27PiFz+95mbDdWjbXcvkfefMDmycvw/bgXTh6uXNh0nMfXw4kLj7JW6BgS9BbqSebYAR6nm9j0zumbHFu2l5od63Nhy0ka9W3Fwyt3uXsmd7eJ5gdDgg6NU8bj7oAhh/56TNgjIq/fp8XHfdg54VezddX8vbm56zTJifp8j9exUQvc+r4GgP56dufVREtPN1H0ehIO7aLM5/N58J8JGOOeJmk0lV/CxsWNpFOWJ7gXRYxKJt14kRWZ21JiQh+isrXBxasksbdTr+a6V/PMNDmRJSpbW5zLWb6HL7/ozh1Bd+6I6bFrjzewK+WF7mLq8GK7Ul6kxEXnaiimkpZdT/fhcWrTDfuqtYn8c47FDoQ1xIc9QGVrg5NXSeKfHHPXauWIzeKYl/dvTrXBHTk4+juSHkYVSIzpJd0OR2Vrg0O5UqZbU5yqepF4K3NCIvHmXbRVvYi7dBMAbVUvEiyUe0ohv2cQyjix5uSVR7gSHkWH2l4AXAmPpriTfbYjH06HPuJRbBI+Lz+dKC8sIo57UQm8szj11iVDipF4nYFus9fzy5s+lC3mlNXL/b+IPb3IWw+xsbXBrbwH0WGpQ0U9qnvy+Lp5HS9WwQMXz+L0+WU0ALZqOzTODry5eQp/v/4dj6+k1h0l3ZUxa1wkSwoJJikk+GlcA0aiLluepDOpHSZ12QqkxEZbHDprX7UWtm7uaJv7AmDj5IL7oHeI27OJ+D0F88sFljy+9RAbOxuKV/AgIjT1PShd3ZMHFia4DL9yz/y4FsyFSKJ2BxO1++lxL/+vEThUKU/0/tTj7lC5PIbI6EyjNgCSQu/i3qGl6bHKXoN9mZLoQu9Y3lj+NzUmWR1rS5OJZo5LMZsX58L2U1zYnnoV1d7FgYYBzbhzLjSrZ+eJ7vJxdJef3qLj4jcUWw9PuBoCgF2JchjjYzKN2gBIfpx/iej8VBTqe0ZJZ4+QdDZd/ybgTexKe6G78KR/Uzr3/RvTThTAl4O09r1YeQ+inrTvJV/K3L67V/DA1bM4/f9r3r6P3DKFZa99R8y9SK7sOM2VHam3NNk7O1CnZzPunw/DWiKe1BP38h5EPom9VC4/q0q6NqRi05eo0LgqVVqlThLt6KalVI1ylK5RLnU0hxWk9dddy3sQ8yT24i95EnU959htbG1w9SphtszWXk3lDvXZ8bF1LlAmnjhE4olDpsfFhryN2rM8SadS67zaswIpMVFZ3pJiRqVCpdFg4+Zultxw9G5N0unjVk/oCSFymFA0PDycWbNmZflXkFKS9Nzec5q6w7ti66DBo25lyrWpy83NmbOgVbs3x97dGQDXSqWpNbQj4cetNzTckqSzwTjUb4ltibKo7B1xatmVpDOHLJa186yEbfHSgCr1tpRO/dHfuoTy5OqrtkVn7Gs1JWrZdwVyn2qalCQ99/aeosabr2DroMG9bmXKtK7L7S1HMpUt16kJNUd0J/jDBSTcK5wrw8YkPRH7T1L+1e7YOGhwqV0V95YNeLgtOFPZh9uCKdu7I5oSxVCXcMOzTycebkl9fxwrlkVb1QtsVNg42FNpZF/0j6JIDLXuLONd61Vg/cmb3HgYQ2ySnsX7LuJfv2K2z9l4+hbtXy6HU7pbQqqUcmX1+/78NrIjv43syMTujSnu5MBvIztSylUrsaeTnKTn2q4zNH+7C3YOGsrWr0SVdnW4uPGYWbnH1+7z6yufs2zwbJYNns2OactJiIhl2eDZxIVHEX3nMXdOXMP7zU7Yqm1xr1SK6n4NuLHPurePJZ44gKN3W+xKeaJycMTZtzuJx/dbLPv4v7N4+M1nPPpuEo++m4QxJoroVb+RcOjJ5HkqFdjZobKxMf2PjfXnazEk6bmw4zS+73RF7aChfIPK1Gxfh1MbjmUqe3LNYV72rUuZGp7Y2NnQboQft05cL9Cr2ACROw9S3K8N9uU9sXFypPSA7kRutzy/SvTBEzhULIdry8ao1HaUHtSDxJu3TfNtuLVqjI2DPahUODesTTGfFsQcDrFK3GnHun26Y12jfR1OWzjWNdrXwcEl9eqlZ50KNB3Uhku7n853UfZlL1Q2KrTuTnT/d38u7TnL45vWnewy6eJRHF9ujq17aVQaR7TenUi6mPl8BGC4ew1jbCTaxh1BZYNdmcqoy1VDH3rxSQkV2NqhSqvjtlLfcyvpdDCODVph65Hav3Fu7U/SqVz2b/wGoL/5tH9jTclJeq7sPEPLJ+27Z/1KVG1fhwsZjvWja/f5xf9zlgyazZJBs9n6RWr7vmTQbGKfjM4oVTO1vjsWc6LjZ/24vvcckVas74YkPZd2nqHNO11QO2goV78S1drV4ZyFevJSu9rYP/mslq1dgSYD23DlyWd1w+Rl/NL7P/w6cDa/DpzNvfNhHPh5K3sXWC+hnZyk59bu0zQa0RU7Bw2l6lWmQts6XN2UOfbqPZrh8KS/Xqxyaeq92pG7GeYxqdiuLrqYRO4dz//RbJYkHjuAtllb7Ep7onLQ4tKpBwlHLZ9X7avXxq5chdSkhr0Drj0HYkyIJzk8XX9RrcaxflMSju4rkPhzYmNrg1pjh62tyvS/jW2R+X0JIXKU7cgNGxsbtFrrfBnKi6NfraDZpwPpvWEauugEjn61gugb9ylZvwrtZ7/Nio4fA+BRrwr1RnZD7aghKSqO0J0hnP6lYK9M6q+fJyF4K+6DPwA7NbpLJ4nf9/Tn6oq/NYn4Q5vRnTuCbTEPnNsFYKN1wahPQn/jAjFrFprKOrcPREk2UPztp7+5nnBwMwmHNlt9P87M/psGEwfjt3Y6hph4zsxeTtzN+xSvV5VmX73Dps4fAVDzrW5o3Jxo8/O/TM+9vfUoZ2Yvt3qM6d2Yu5SqH71KkxVfkxwbz43v/iTx1j1c6lTj5RljONL9PQDC1+/FvqwH9X+ZlPp4037Tz8Cq3V2p8t4gNB7uqb+6cv46Fz9bYNWffANoXq0Mg1tWZ/Tve9EZUmj/cjneal/LtH7wD1sZ1rqmacSELjmFnefuML2v+a/B2NnYUCLdUFxXRw0qlcpsmcT+1K6ZQXSc1J/h26aSFJ3ArhlBRFwPx7NBZXrMHcGPbSeipBhJSHcfcFJMAhgVs2WbP/2Djv/uz/Ad00iMiCP4x83cttJkc2l0l88Sv2cjxYd/jEqtIensMWK3rTat9/hgGnG71pMUEoySEG924VdRjBgTE0xXkhwbtaRY37dM68tO+4WE4/uJXrEQa9swPYieUwfw8a7PSYhKYP30f3h47T4VGlZhyIIRTG+Z+nOAN45eZce8DQyeNxy1g4bQkzf4Z+ISq8eXUdzxszz8ZxNVZvwLG3sN0QeOE/7HatP66t9/wYO/NxC1O5iUmFhuTf8ez7cHU+Gj4SRcuk7of340lfXo0Qmv914HlQr9/UfcnreY+DOXrBZ72rH+aNfnJEYlsCHdsR68YAQznhzr2p0b0mPKAOw0dsSER3Hg152cWvf0YkKXjwMpXd0TY3IK57edYsvXlicBzE+G0IsknNxJscDRYKdGf+0U8Yc3mda7DxxPwvHtqaM9jEaiNy7ExXcA2sYdSImNJHb7n6REpX4hVZermvo6T5R852v0d64SvWq+1fejqNX3jPTXz5FwaCvuQz5EpVaju3iSuL3rTOtLjJxM/IFNJJ09gp17SZx9nvRvdEnob5wnetV/CyzWnTOD8Jvcn3e2TyUxOoEdM4J4fD2ccg0qEzhvBPPbWG7flQztu8+/Aij5kifGZCOXt59i9xzr1/etM4Lwn9yfMTumkhiVwNYZQTy6Ho5Xw8r0mzeCOa0nAvBy54b4Tx6ArcaO2PAoghfv5Oz61ESCLi7JLBlmNKSgi0+yeoLs4Kwg2nw2gIGbP0cXncDB//xD1I37lG5QBb9vRph+4rVU/co0fucV7Bw1JEXGc3NnCCd+2mT2WtVe8eba5syJEWvRXTxD3K6NlBg1IfW8evqY2SShJT+eTtz2dSSeOITKUYt74BBsixVHMegxhF7n8c+zIfnppLSOdRpjTExAX8g/AZtmwLvdGDS2p+mxb0ALls5dw9K5Mh+I+N+gUpSsB08HBgayalXWv1v+rJa2fC/fXqsgdexedIeRHd5o3QnerMnDPv/vrSwo1V8vkXMhke/+/KZwr2g+j74drfvzdtb04+ZihR1CnvUul7/zRBSkVXfcCjuEPBv1ViHdY5EP5v+36N5vPapP5lt4ioo/V+XvbYkFSV90qzul1EU3+C6tIgo7hDwbsbbIzBxg0fqr1r8wUlgi/plc2CFYTfE+Uws7hOeW7TikbPIeHDtWcFlUIYQQQgghhBBCiKxkmxb86KOPzB4/ePCAVatWsXLlShRFYetW6//etBBCCCGEEEIIIUR2sk1utG7dmuTkZHbs2ME///zD6dOnSU5OZuHChTRo0KCAQhRCCCGEEEIIIYTIWra3pUyfPp127dqxfPlyevTowZ49e3Bzc5PEhhBCCCGEEEIIIV4Y2Y7cWL58OQ0aNGDEiBE0b576qwaqAvhtciGEEEIIIYQQ4oUiX4VfaNkmN/bt28e6deuYNWsW0dHRBAQEkJKSUlCxCSGEEEIIIYQQQuQo29tSXF1dGTx4MCtXrmTBggXExMSg0+kYPHgwf/31V0HFKIQQQgghhBBCCJGlbJMbb731lun/mjVr8umnn7J3716GDBnCjh07rB6cEEIIIYQQQgghRE6yvS3l0aNHmZap1Wq6du1K165drRaUEEIIIYQQQgjxQpH5J19o2SY3FEUhKSkJRVEsrnd0dLRKUEIIIYQQQgghhBC5lW1y49KlSzRs2NAsuaFSqVAUBZVKxYULF6weoBBCCCGEEEIIIUR2sk1u1KxZk9WrVxdQKEIIIYQQQgghhBDPLtvkhkruKRJCCCGEEEIIIUC+Hr/Qsv21lHLlyhVUHEIIIYQQQgghhBB5ku3Ijfnz55s9Dg0NZefOnXh5edGxY0erBiaEEEIIIYQQQgiRG9mO3Hjttde4ePEiAPfv36d3794cOHCA2bNn8+OPPxZIgEIIIYQQQgghhBDZyTa58eDBA2rWrAnA2rVradGiBb/88gvLly9nw4YNBRKgEEIIIYQQQghR6FSq/92//wHZJjfs7e1N/584cYK2bdsC4Orqiq2trXUjE0IIIYQQQgghhMiFbJMbarWaK1euEBERwdGjR2nevLlpXVJSktWDE0IIIYQQQgghhMhJthOKfvjhhwwZMoSEhAT69euHl5cXAAcOHKBq1aoFEqAQQgghhBBCCCFEdrJNbjRv3pyDBw8SHx+Pq6uraXnDhg0ZN26c1YMTQgghhBBCCCGEyEm2yQ0AW1tbs8QGgFarNZuPQwghhBBCCCGE+J/2PzLx5v+qbOfcyI5K3lghhBBCCCGEEEK8ALIduXH16tUs1yUnJ+d7MEIIIYQQQgghhBDPSqUoipLVSl9f36yfqFKxY8cOqwQlhBBCCCGEEEIIkVvZJjeEEEIIIYQQQgghXnR5nnNDCCGEEEIIIYQQ4kUgyQ0hhBBCCCGEEEIUaZLcEEIIIYQQQgghRJEmyQ0hhBBCCCGEEEIUaZLcEEIIIYQQQgghRJEmyQ0hhBBCCCGEEEIUaZLcEEIIIYQQQgghRJEmyQ0hhBBCCCGEEEIUaXYFsZG+ffui1+sxGAzcvHmTl156CYBatWoxduxYZsyYwblz57CxsaFChQqMHz+e6tWrc+vWLQICAjh69Ch2dnYoikLLli0JCAhg/PjxAGzevJnff/+dpUuXMmHCBDZs2MCWLVvw9PQEYMKECdSpU4chQ4awcuVKJk6cyDfffIO/vz8AK1euZPfu3cydOxeAe/fuZRlPbvfL1dWV48eP89JLL2E0GlGr1Xz22Wc0atTI9Nxr167h7+/PxIkTee2110zLFUXh999/5++//wZArVZTp04dAgIC+OKLLwCIjo4mLi6OcuXKAdCvXz8GDx6cb+8XgK+vLz/++KPZfud0bObNm8f8+fP5+++/qV+/vmlZQkKC6f0qKJbiT/P+++8THBzMvn37UKvV2dbPGTNmWDVGvV7Pnj17sLW1BTDV0X//+99otVqmT59uep8B2rRpw0cffcTKlSuZPn06Xl5e6HQ61Go1fn5+vPXWW6hUKtq0acOyZcuoWrWq6blhYWEEBASwb98+tFrtM8drMBj4/vvv2bhxIxqNBltbW5o3b06bNm144403eOONN8ze56FDh3LkyBFOnDiBk5MTQ4cO5e7duzg7O5vKTJ48mUaNGpmtS0hIwMvLi1dffZX27duzceNGFi9ebPpMpJk3bx537959rvcou30aNWoUlSpVIiUlhWLFijF16lTT8bTUrkyaNMn0OVQUhY4dOxIXF8fhw4fzHN+z2rFjh6ktS/P48WMURWHcuHE5tn/WkvZ5XLRoUY5tdFb12sHBAYAaNWqY6lSaZs2aERQUhJeXF8HBwcyePRu9Xo9er6dkyZIsXrwYG5vny+VnV1dmz57NypUrTWUvX77M22+/zc6dO03LoqOjadOmDf369eOzzz4zWz516lQuX76MSqXCxsaGCRMm0KJFi+eKNyu+vr5otVrWrl1rOibp28u///6b3377DaPRiNFoJDAwkBEjRpCcnEzv3r0ZM2YMfn5+AKxbt47ffvuN5cuXm9qwguTr64tGo0Gj0WAwGHjjjTfo27cvhw8fZtiwYTm2SYUhq3qwfv16Fi1aRFxcHM7Ozmi1Wt588018fHy4ffs2fn5+pnMTgLu7O4sXLy7w+NMf88TERKpVq8bw4cNp1KiRWXuiKApz585l69at2NrakpycTN++fXn99dcLNeb09QQgJSWF9u3bU6dOHX744QfTcw4fPsyIESOoXLkyBoMBgNatWzNq1Cjc3NwKLPbs+idvvfWWxX7kv//9b+zt7U3169atWwwePJgVK1ZQtmzZPMeS/jgajUbefPNNUx189OgRRqORUqVKATB69GguXrzI0qVLKVWqFDqdjtq1a/PFF1+Y9T+++uorfvvtN/bs2UOJEiV49913uX37NgAXL16kevXq2NjY4OHhwcKFC83af6PRyM8//8yqVauwsbFBpVLx2muv0a9fvzzv47McB3t7e3Q6HU2aNGHy5Mmo1WqrbjerWDL2dbM6B44ZMybbY5uxbdq3bx9ff/01YPn97dSpU4HvrxC5ohSgsLAwpWnTpqbHer1e6dKli7Jo0SLTsk2bNiktW7ZUoqKiFEVRlLZt2yohISGKoijK5cuXld69eyt9+vQxlZ86daryzTffKIqiKOPHj1d8fHyUCRMmmNaPHz9eWbJkiaIoihIUFKT4+Pgofn5+isFgMC0bM2ZMruPJzX5lfPznn38qXbp0MXvOzJkzlWHDhindunUzWz5nzhxl4MCBysOHDxVFURSj0ahs2bJFCQ0NNZVJH7O1+Pj4KJcuXTI9zs2xmTt3ruLj46MMHTrUVGbu3LnKzJkzrRqrJRnjTxMZGal4e3sr/fr1UzZv3my2LuP7Zm0+Pj5KYGCgsnv3btOyIUOGKIGBgcqSJUuyfZ8zrnv06JEycuRIZeTIkYqiKMqUKVOUr776yuw53333nTJx4sQ8xztu3Dhl9OjRSmxsrKIoimIwGJS//vpL2blzp9K5c2elU6dOSnJysqIoihIaGqr06tVLqV69uhIXF2fat507d1p87YzrgoODlZYtWypbtmxRdDqd0rRpU+Xq1aum9UajUfHx8VGOHj2a5/3JaZ8CAwNN5WbNmqW8+eabpscZ25WAgACzdunQoUNKYGBggdYnSx4/fqy0b99e2bBhQ47tnzWlfR5z00ZnV68VRTGrU2maNm2qhIWFKQaDQfH29lYuXLhgWnfu3DnFaDQ+9z7ktq4oiqJcunRJ8fHxMVv2xx9/KEOGDFGaN2+u6HQ60/IpU6YoM2fONMUYERGh3Llz57njzYqPj4/i4+OjrFy50mzZpUuXlFWrVin+/v6m7UdFRSmDBw9WFixYoCiKopw5c0Zp3bq18vjxYyU8PFxp3bq12eeyoKVv5y9duqTUrl1buX//vhIcHJyrNqkwWKoHf//9t9K1a1ezY3np0iXl119/VRSl4M9N2cl4bt2yZYvSuHFjJSQkxOzzu3HjRmXAgAFKUlKSoiiKotPplCtXrhR6zOnriaIoyq5du5RevXopTZs2NfW7FCX1HJT+cx0bG6t8+umnSkBAgKlOFSRLdSCrfmRsbKzi4+OjHD58WElJSVEGDBigrFix4rljSH8cz507p9StW1d5/PixoiiW+3rpl+l0OmXgwIHKTz/9ZFqfnJystGrVShk6dKiycOHCTNuz9FlNv2z+/PnKkCFDTH3Qu3fvKv7+/srq1aufe1+zk/44JCcnK/3791c2bNhg1W3mJhZFUXJ9DrR0bLM6RylK4fXlhciLQr0tZcOGDbi4uJhl8rt06YK3tzd//PEHAE2bNjVd+Txy5Ah+fn4YDAbi4uJMy5o1a2Z6/oABAzhw4ABXr161uM06depQuXJl/vnnnzzFkxfNmjXj3r17psfJycmsW7eOzz//HJ1Ox+nTpwGIj4/n119/Zdq0aXh4eACgUqnw8/OjfPnyed5+fsjtsfHz8yMqKop9+/YVRpg5WrduHe3atWPQoEEEBQUVdjgEBgaarviGhYWRkJBgcbRJTkqUKMF//vMfDh06xJUrV+jduzdr1qwhJSUFSB1JsHr1anr37p2nOG/evMn27duZNm2aaeSFnZ0d/fv3R6vVotVqadiwIfv37wdg1apVBAQE5GlbkPqZGT16ND/99BMajYZu3bqZXRkPDg5GrVbTpEmTPG8jp31Kr2nTpmaf4YzKly+Pg4ODqd1ZtWoVgYGBeY4tP6SkpPDBBx/QpUsX00iN7Nq/gpJTG51exnqdk/j4eBISEkztJ6Re4VSpVM8V87PUlawEBQUxatQoatSowY4dO0zL79+/T+nSpU0xuru7m0a1WMvo0aOZP38+er3ebPm8efMYP368aftubm5MnTqVn376Cb1eT506dejVqxdTp05l0qRJDBs2zGx0WGGqXr06rq6uhIeHA+R7m5RfLNWDefPmMXHiRLNjWb16dbOr8S8qPz8/BgwYwMKFC82Wh4eH4+7ujkajAUCj0VCtWrXCCNFMxnoSFBTEgAED6NixI6tXr87yec7OzkyePJnIyMgXon+TVT8SUmP94osv+OSTT/j+++9xcXGhT58++br9WrVq4eTkZBoJkBONRkPDhg3NzqN79uyhQoUKjB071uz8nhs6nY6ff/6ZKVOmmEbSlC1blo8//ph58+Y902s9D51Oh06nw9XVtcC2mZ3nOQdmdY4Soqgp1OTGpUuXTLcvpNegQQMuXboEpH7JOXLkCJCayPD29qZhw4YcO3aMiIgIQkNDadiwoem5Wq2WkSNH8s0332S53Q8++IAffviBpKSkZ44nL7Zt22b6cgGwe/duKlasSMWKFQkMDDR9yb527RoajYYqVarkeVvWkttjo1Kp+PDDD/nmm29QFKUgQ8yVoKAgevXqhZ+fHyEhIaYOTmFp2rQply9fJjo62mLn++DBg/Ts2dP0t2LFiixfy83NjYoVK3LlyhXq1KmDu7u7qWMfHByMRqOhcePGeYrz/PnzVKxYMdvhuIGBgaxatQpFUdiwYQPdunXLVGbatGlm+/P48eMsX69+/fqmL8AZkzUrV66kV69eedqXZ9knAKPRyI4dO8w+w5YEBASwatUq4uPjOX78OG3btn2u+J7X7NmzURSFjz76yGx5Vu1fQclNG51e+nqdm7L9+vXDz8+Pt99+m59//jnbpFRu5VRXrl27Zlavx44da7b+4sWLREVF0bx5c3r16mWWWB02bBgLFiygT58+fPnllxw6dOi5481JnTp1qF27NsuWLTMtUxSF27dv06BBA7OyVatWxc7Ojps3bwLw7rvvcvbsWR4+fMgbb7xh9Vhz6/jx47i7u1OzZk3Tsty0SQXJUj14/Pgx4eHhFs+v6cXGxprVsUmTJhVQ1DlL31an8ff359q1a/j5+TFx4kTWrFlDcnJyIUX4VPp6EhERQXBwMF27dqVXr145fsFWq9W8/PLLuWqLrC2rfmSaVq1a0aBBAxYuXGi6pTk/BQcHo9PpqFSpUq7Kx8XFcfToUdMtbfC0P9akSRMMBgOnTp3K9fZv3bqFWq3OlFxt0KABYWFhxMfH5/q18mLs2LH07NmTVq1a4eXlRevWra26vdzK6zkwu3OUEEVNoSY3cvPlt1mzZpw4cYLk5GTOnTtH3bp18fb25vDhwxw5coR69eqZ7sVO069fPy5dupRlQ1mjRg28vb1ZsmTJM8eTW2kdkTZt2vDrr7/y9ttvm9YFBQWZruoGBASwefNmdDpdvm3bGp7l2LRv3x57e3s2bdpkxYie3fnz54mJiaF58+Y4Ojri5+eX7ZWagqBSqejatSsbNmyw2Plu2bIla9asMf2l3SeclfTvU+/evU0nqLROhDU1a9aMS5cusX37dqpXr467u3umMp999pnZ/pQoUSLL10u/L7Vq1cLDw4N9+/YRFxfHjh07rH4VNu0La8uWLTl48CCDBg3KtnyXLl3Yvn07GzdupGPHjoUyB0GazZs3s3HjRr755ptMcWTV/hWknNrojHLT/qRdmZo0aRJr1qyhQ4cOnDlzhm7dupm+mFtL1apVzep1xjlM/vnnH3r27GkaiXf69GlTYrVFixbs2rWLd955B7Vazfvvv8/PP/9s1Xghde6hX375JVdfAtJf9btw4QJ6vZ4HDx4QHR1tzRBzZezYsXTu3JkhQ4bw3nvvmUYKQO7apIJkqR5YSjIOGDCAbt26mY20c3FxMatjn3/+eUGGni1Ln89SpUqxYcMGZsyYQaVKlfjxxx8ZOXJkIUSXylI9Wbt2LT4+Pjg7O9O4cWNSUlI4efJktq/zoly0yakfGRsby4kTJ3B2dubWrVv5tt20L/Xz5s1j3rx5OY5YWL16NT169KBVq1aULFmS5s2bA6lzQR05coQuXbqY9uFZvlDn9D5Y+32aO3cua9asMSV5CmP+m6zk5RyY3TlKiKKmUJMbNWvWtNi5DQkJMQ3NL1++PG5ubqxbt44KFSpgZ2eHt7c3R48e5ciRIzRt2jTT89VqNWPGjGHOnDlZbvu9995j8eLFxMbGPlM8uZXWEdm9ezfdu3dn3LhxKIrCo0eP2L9/P/Pnz8fX15fBgweTmJjIli1bqFq1Kjqdjhs3bjzTtgrCsx6bcePG8d13370QV2rSBAUFERMTQ4cOHfD19WX37t3PPBTSGgIDA5k7d+5zd76jo6MJDQ01vR89evRg//79hIWFsXPnzudKBtSqVYtbt25l+2UmLVHz2Wef5cstGWfOnDGbQK93796sXLmSjRs30qRJE0qXLv1cr5/TPqV9Yd27dy81a9ZkypQp2b6ek5MTDRo04Ouvvy7UW1KuXbvG5MmTmTt3bpbJI0vtX0HKTRudJmO9Ll68OFFRUab1ycnJxMXFUbx4cdOy8uXL07dvX+bNm0fDhg3ZtWvXc8Wbm/qfFb1ez/r16wkKCsLX1xd/f38MBoNZ2+Ps7EyHDh34+OOPmTx5MuvWrXuueHOjSpUqtGvXjl9//RVI/fx6eXkREhJiVu7atWsYDAYqVqyITqdj4sSJTJs2jT59+ljlivCzmjt3Llu2bGHOnDlMnDiRR48emdbld5v0PLKqB2vXrqV06dKcOXPGVPavv/5izpw5REZGFmLEuZexrU5jZ2dHkyZNGDlyJEuWLGH//v1mn92CZKmeBAUFceDAAXx9ffH19SUiIiLbL9gGg8E0EWNhyq4fmWb69Ol07dqVWbNm8dlnn5GYmJgv2077Uv/nn3/SqlWrHMsHBASwdu1atm/fzuXLl1m6dCmAaSRPjx498PX1ZdmyZWzatCnXIworVaqEwWDg2rVrZstDQkLw8vIym7jcmuzt7Wnfvj0HDx4skO3l1rOcA3NzjhKiKCnU5Ia/vz/R0dGmzhWkXnE8cuQIQ4YMMS1r2rQpP/74oymRUbJkSRISEtizZ4/ZfBvpde/enYiICNMtLRmVL1+ezp0789tvvz1zPM/C1taWf/3rXzx8+JAdO3awevVqOnfuzO7du9m5cyc7d+5k+vTpBAUF4eTkxGuvvcakSZNMw/UVRWH79u2EhYXlafv55VmPTZMmTahUqVKBdNJzI33jnXbc027ZOHbsWKHGVr58eT744ANGjRqV59eIiIjgk08+oUWLFqb7mt3d3WndujXvv/8+TZs2Nc1ynReVKlXC19eXSZMmmea7SUlJYcWKFSQkJJjK9e/fn7feeuu5b8k4duwY8+fPZ/jw4aZl3bt3Z//+/SxZsiTPc4ekl9t90mg0TJkyhX379nH+/PlsX3P48OGMGTOGGjVqPHd8eREXF8e7777Lhx9+SL169bIsZ6n9K2g5tdFguV63bNmS5cuXm8osX76c+vXr4+joSHx8PPv37zddtYuJieH27dt4eXk9V6y5rSuW7Nixg8qVK7N3715T27No0SJWrVoFwIEDB0yvqSgK58+ff+54c2vMmDEsXbrUNHpj9OjRzJo1yzSMOTo6milTpjB8+HDs7e359ttvqV+/Pu3atWPUqFFcvXqVbdu2FUisOenatSutWrXip59+MlueX23S88quHrz77rvMmDHD7MJGfn0Ztbbt27ezbNmyTLconT171mw+hnPnzuHm5lbocxOk1ZNPPvmE2NhY9u/fb3o/1q9fz+bNmy0e+/j4eL744gvTebUwZdePhNRbVk6dOsXYsWNp0aIFzZs3Z/bs2YUac8mSJfn0009Nt0SuXLmSBQsWmOLfu3cv9erVY/Pmzbl6PXt7e4YPH86UKVNMSed79+7x1VdfMWbMGGvuihmj0cjRo0dzfXuOteXlHJjTOUqIoqZAfgo2KxqNhkWLFjFz5kyWLFmCjY0N5cuXZ9GiRRQrVsxUrlmzZqxevRpvb2/TskaNGrFmzZpM9wensbGx4cMPPzS7HSSjUaNGmX14cxvPs7K3t+f9999n/vz56HQ6JkyYYLa+Q4cOTJ48mdu3b/Phhx+yePFihg4dCqR2dps0aWJxhIq1vf7662ZD2pctW/ZMx+aDDz4o1Ktl6eOPioqibNmyVKxY0axM9+7dCQoKeq6JKfND//79LS5Pm3MjTZ06dfjyyy9N6wICAkhKSkKj0dCpUyezZACkjnYYMWIE8+fPf+4YZ86cyYIFC+jduzdqtRqj0Ui7du3MJj8sXbp0phjSmzZtGt9++63p8dixY+nQoYPZusTERDw9Pfniiy/w8fExlS1WrBht27YlODgYX1/f596f3O4TgIeHB2+88Qbz58/n+++/z/L1qlWrVqiT5i1dupTQ0FCWLl1qukKWJuOEchnbv4KWVRudU73+9NNP+fLLL+nevTs2NjaULVuWWbNmAant5Z9//skXX3yBvb09KSkpdO/ePV9+si63dSWjoKAgunfvbrasYcOGGI1Gjhw5wqVLl5g5c6apM1qxYsUCm0+hTJky9OzZk0WLFgGpo8iSkpJ48803URSFlJQUevbsyTvvvMPJkyfZtGkTa9euBVJH38ycOZNRo0bh7e39XOfI/DJu3Dh69eplNn9FTm1SQcmuHlSuXJnhw4czbtw40ygkR0dHs75C2q2u6a1Zs6ZAYs9o7Nixpp+CrVq1Kj///DP169c3u4oeGRnJ1KlTiYuLQ6PR4OjoyIIFC577J5nzw7hx4+jevTsBAQFmt1yVLl2aWrVqsXnzZjw9PU23JiYnJ6MoCq1bt2bx4sWFesshpM45lf4njuFpP/LChQtMmTKFb7/9Fnt7ewA+/vhjevbsSZcuXQq1r9O+fXuqVKnC77//bprfIb20/lhuR5mOGjUKGxsb+vbta3pPhg0bViATB48dOxZ7e3sMBgMvvfQS7777rtW3mZX0fV2dTkejRo2e6RyY0zmqML5/CPE8VMqLcgOhEEIIIYQQQgghRB4UfgpdCCGEEEIIIYQQ4jlIckMIIYQQQgghhBBFmiQ3hBBCCCGEEEIIUaRJckMIIYQQQgghhBBFmiQ3hBBCCCGEEEIIUaRJckMIIYQQQgghhBBFmiQ3hBBCCCGEEEIIUaRJckMIIYQQQgghhBBF2v8B8ASO8FNmC+EAAAAASUVORK5CYII=\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(20,20)})\n",
    "correlation_matrix = boston_corrected.corr().round(2)\n",
    "# annot = True to print the values inside the square\n",
    "sns.heatmap(data=correlation_matrix, annot=True, cmap=\"flare\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}