walmart.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Store</th>\n",
       "      <th>Date</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>Holiday_Flag</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Fuel_Price</th>\n",
       "      <th>CPI</th>\n",
       "      <th>Unemployment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>05-02-2010</td>\n",
       "      <td>1643690.90</td>\n",
       "      <td>0</td>\n",
       "      <td>42.31</td>\n",
       "      <td>2.572</td>\n",
       "      <td>211.096358</td>\n",
       "      <td>8.106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>12-02-2010</td>\n",
       "      <td>1641957.44</td>\n",
       "      <td>1</td>\n",
       "      <td>38.51</td>\n",
       "      <td>2.548</td>\n",
       "      <td>211.242170</td>\n",
       "      <td>8.106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>19-02-2010</td>\n",
       "      <td>1611968.17</td>\n",
       "      <td>0</td>\n",
       "      <td>39.93</td>\n",
       "      <td>2.514</td>\n",
       "      <td>211.289143</td>\n",
       "      <td>8.106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>26-02-2010</td>\n",
       "      <td>1409727.59</td>\n",
       "      <td>0</td>\n",
       "      <td>46.63</td>\n",
       "      <td>2.561</td>\n",
       "      <td>211.319643</td>\n",
       "      <td>8.106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>05-03-2010</td>\n",
       "      <td>1554806.68</td>\n",
       "      <td>0</td>\n",
       "      <td>46.50</td>\n",
       "      <td>2.625</td>\n",
       "      <td>211.350143</td>\n",
       "      <td>8.106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Store        Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n",
       "0      1  05-02-2010    1643690.90             0        42.31       2.572   \n",
       "1      1  12-02-2010    1641957.44             1        38.51       2.548   \n",
       "2      1  19-02-2010    1611968.17             0        39.93       2.514   \n",
       "3      1  26-02-2010    1409727.59             0        46.63       2.561   \n",
       "4      1  05-03-2010    1554806.68             0        46.50       2.625   \n",
       "\n",
       "          CPI  Unemployment  \n",
       "0  211.096358         8.106  \n",
       "1  211.242170         8.106  \n",
       "2  211.289143         8.106  \n",
       "3  211.319643         8.106  \n",
       "4  211.350143         8.106  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Load the dataset from a CSV file\n",
    "df = pd.read_csv('/Users/zoobiasyed/Downloads/Walmart.csv')\n",
    "\n",
    "# Display the first few rows of the DataFrame to verify it's loaded correctly\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>Store</th>\n",
       "      <th>Weekly_Sales</th>\n",
       "      <th>Holiday_Flag</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Fuel_Price</th>\n",
       "      <th>CPI</th>\n",
       "      <th>Unemployment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6435.000000</td>\n",
       "      <td>6.435000e+03</td>\n",
       "      <td>6435.000000</td>\n",
       "      <td>6435.000000</td>\n",
       "      <td>6435.000000</td>\n",
       "      <td>6435.000000</td>\n",
       "      <td>6435.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>1.046965e+06</td>\n",
       "      <td>0.069930</td>\n",
       "      <td>60.663782</td>\n",
       "      <td>3.358607</td>\n",
       "      <td>171.578394</td>\n",
       "      <td>7.999151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12.988182</td>\n",
       "      <td>5.643666e+05</td>\n",
       "      <td>0.255049</td>\n",
       "      <td>18.444933</td>\n",
       "      <td>0.459020</td>\n",
       "      <td>39.356712</td>\n",
       "      <td>1.875885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.099862e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-2.060000</td>\n",
       "      <td>2.472000</td>\n",
       "      <td>126.064000</td>\n",
       "      <td>3.879000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>5.533501e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47.460000</td>\n",
       "      <td>2.933000</td>\n",
       "      <td>131.735000</td>\n",
       "      <td>6.891000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>23.000000</td>\n",
       "      <td>9.607460e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.670000</td>\n",
       "      <td>3.445000</td>\n",
       "      <td>182.616521</td>\n",
       "      <td>7.874000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>34.000000</td>\n",
       "      <td>1.420159e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.940000</td>\n",
       "      <td>3.735000</td>\n",
       "      <td>212.743293</td>\n",
       "      <td>8.622000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>45.000000</td>\n",
       "      <td>3.818686e+06</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>100.140000</td>\n",
       "      <td>4.468000</td>\n",
       "      <td>227.232807</td>\n",
       "      <td>14.313000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Store  Weekly_Sales  Holiday_Flag  Temperature   Fuel_Price  \\\n",
       "count  6435.000000  6.435000e+03   6435.000000  6435.000000  6435.000000   \n",
       "mean     23.000000  1.046965e+06      0.069930    60.663782     3.358607   \n",
       "std      12.988182  5.643666e+05      0.255049    18.444933     0.459020   \n",
       "min       1.000000  2.099862e+05      0.000000    -2.060000     2.472000   \n",
       "25%      12.000000  5.533501e+05      0.000000    47.460000     2.933000   \n",
       "50%      23.000000  9.607460e+05      0.000000    62.670000     3.445000   \n",
       "75%      34.000000  1.420159e+06      0.000000    74.940000     3.735000   \n",
       "max      45.000000  3.818686e+06      1.000000   100.140000     4.468000   \n",
       "\n",
       "               CPI  Unemployment  \n",
       "count  6435.000000   6435.000000  \n",
       "mean    171.578394      7.999151  \n",
       "std      39.356712      1.875885  \n",
       "min     126.064000      3.879000  \n",
       "25%     131.735000      6.891000  \n",
       "50%     182.616521      7.874000  \n",
       "75%     212.743293      8.622000  \n",
       "max     227.232807     14.313000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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44Qe88MILyM7ORpMmTcom1Crvvffew7Rp03DFFVegU6dOSEpKwtq1a/H2228jJSWlbPx4q1at0KxZM4waNQq7du1CRkYGPv/887Jxwb40a9YMTz/9NMaOHYutW7di4MCBSE9Px5YtWzBjxgzcfvvtGDVqFH766Sfce++9GDx4MFq0aIGSkhK89957iI+PrxCUy7vuuuuwfPlyvPzyy/jrr79w3XXXoUaNGvjtt9/w9ttvo1atWvjss8/cJrMDgDPPPBOnnXYaHnnkERQWFrq1kwOyFvnkyZNxww034Mwzz8SQIUOQmZmJ7du345tvvkG3bt3w6quv+v0Z2Ek0/p+IiMhdTATu1atXo7S0tEL7XGFhYdlar65mzJiB48eP+10HlYiIjOnevTt+/vnnshZyV926dcPzzz+P9PR0dOjQoezxli1b4rPPPsOjjz6KUaNGoW7durjrrruQmZlZYZZxs5n12i+88AJuv/12PProozh58iSGDRvmNXDfcccdSEtLw48//ogvv/wSubm5yMzMRJ8+fTB27FicccYZAIDExETMnDmzbEx1SkoKrrjiCtx7771uPz9vxowZgxYtWuDFF1/EuHHjAMjkXn369MFll10GAOjQoQP69u2LmTNnYteuXUhLS0OHDh0we/ZstzZvb1566SX07NkTr732GsaPH4/8/Hzk5OTgnnvuwZgxY1C7dm2PX3fNNdfgmWeewWmnnYYzzzyzwueHDh2K7OxsPPvss3juuedQWFiI+vXr47zzzsNNN93kd7vsKBr/T0REpHNo5XvKooDD4cCMGTMwcOBAALK0yHXXXYc///yzwgQmVatWrTBRSa9evZCRkYEZM2ZU1iYTERERERFRlImJCvcZZ5yB0tJS7N+/3++Y7C1btmDu3LllS5MQERERERERBSNqAveJEyewcePGso+3bNmC33//HTVr1kSLFi1w3XXX4cYbb8Tzzz+PM844AwcOHMCPP/6I008/HRdffHHZ17399tuoV6+ezxnPiYiIiIiIiPyJmpbyefPmoWfPnhUeHzZsGP73v/+huLgYTz/9NN59913s2rULtWvXxjnnnINx48ahffv2AGQ9zEaNGuHGG2/EM888U9n/BSIiIiIiIooiURO4iYiIiIiIiOwkZtbhJiIiIiIiIqpMDNxEREREREREFojoSdOcTid2796N9PR0OByOcG8OERERERERRTlN03D8+HFkZ2cjLs53DTuiA/fu3buRk5MT7s0gIiIiIiKiGLNjxw40aNDA53MiOnCnp6cDkP9oRkaGoa8pLi7G999/jz59+iAxMdHKzaMAcL/YG/ePvXH/2BP3i/1xH9kb9489cb/YH/eR9XJzc5GTk1OWR32J6MCt2sgzMjICCtxpaWnIyMjgL6CNcL/YG/ePvXH/2BP3i/1xH9kb9489cb/YH/dR5TEyrJmTphERERERERFZgIGbiIiIiIiIyAIM3EREREREREQWYOAmIiIiIiIisgADNxEREREREZEFGLiJiIiIiIiILMDATURERERERGQBBm4iIiIiIiIiCzBwExEREREREVmAgZuIiIiIiIjIAgzcRERERERERBZg4CYiIiIiIiKyAAM3ERERERERkQUYuImIiIiIiIgswMBNREREREREZAEGbiIiIiIiIiILMHATEUWCEyeAX38FNC3cW0JEREREBjFwExFFgrvvBs46C/j553BvCREREREZxMBNRBQJtmyR2+3bw7sdRERERGQYAzcRUSQoKJDb0tLwbgcRERERGcbATUQUCVTgLikJ73YQERERkWEM3EREkaCwUG4ZuImIiIgiBgM3EVEkYEs5ERERUcQJa+AuLS3FY489hiZNmiA1NRXNmjXDU089BY3L3hARuWNLOREREVHESQjni0+cOBGTJ0/G1KlT0bZtW/z666+46aabUK1aNdx3333h3DQiInth4CYiIiKKOGEN3IsXL8bll1+Oiy++GADQuHFjfPjhh1i2bFk4N4uIyH7YUk5EREQUccIauLt27YopU6Zg/fr1aNGiBf744w8sXLgQL7zwgsfnFxYWolBNHAQgNzcXAFBcXIzi4mJDr6meZ/T5VDm4X+yN+yfMSkuReOpnX1pYCGe5/cD9Y0/cL/bHfWRv3D/2xP1if9xH1gvkZ+vQwjhg2ul04uGHH8akSZMQHx+P0tJSPPPMMxg7dqzH5z/55JMYN25chcc/+OADpKWlWb25RERhEV9YiEuuuQYAsPbaa7H+1H0iIiIiqnz5+fkYOnQojh07hoyMDJ/PDWuF+5NPPsG0adPwwQcfoG3btvj999/xwAMPIDs7G8OGDavw/LFjx2LkyJFlH+fm5iInJwd9+vTx+x9ViouLMWfOHPTu3RuJiYmm/V8oNNwv9sb9E2ZHjpTdbdG0KU4bMMDt09w/9sT9Yn/cR/bG/WNP3C/2x31kPdVpbURYA/eDDz6IMWPGYMiQIQCA9u3bY9u2bZgwYYLHwJ2cnIzk5OQKjycmJgb8yxTM15D1uF/sjfsnTFzGbccDiPeyD7h/7In7xf64j+yN+8eeuF/sj/vIOoH8XMO6LFh+fj7i4tw3IT4+Hk6nM0xbRERkQ2rCNICzlBMRERFFkLBWuC+99FI888wzaNiwIdq2bYuVK1fihRdewM033xzOzSIishcGbiIiIqKIFNbA/corr+Cxxx7D3Xffjf379yM7Oxt33HEHHn/88XBuFhGRvbgGbi4LRkRERBQxwhq409PT8dJLL+Gll14K52YQEdkbK9xEREREESmsY7iJiMgABm4iIiKiiMTATURkd4WF+n0GbiIiIqKIwcBNRGR3HMNNREREFJEYuImI7I4t5UREREQRiYGbiMjuGLiJiIiIIhIDNxGR3bGlnIiIiCgiMXATEdkdK9xEREREEYmBm4jI7jhLOREREVFEYuAmIrI7tpQTERERRSQGbiIiu2NLOREREVFEYuAmIrI7Bm4iIiKiiMTATURkdwzcRERERBGJgZuIyO44hpuIiIgoIjFwExHZHSvcRERERBGJgZuIyO64LBgRERFRRGLgJiKyO7aUExEREUUkBm4iIrtjSzkRERFRRGLgJiKyOwZuIiIioojEwE1EZHdsKSciIiKKSAzcRER2xwo3ERERUURi4CYisjvOUk5EREQUkRi4iYjsjhVuIiIioojEwE1EZHccw01E0eiPP4Bt28K9FURElkoI9wYQEZEfrHATUbQ5fBg4+2ygYUNgw4Zwbw0RkWVY4SYisjNNY+Amouizdy9QVATs3BnuLSEishQDNxGRnZWUAE6n/jFbyokoGpw8KbfFxeHdDiIiizFwExHZmWt1G2CFm4iigwrcpaXSyUNEFKUYuImI7Mx1STCAgZuIooMK3ACPa0QU1Ri4iYjsrHyFmy3lRBQNXAM328qJKIoxcBMR2Vn5wK1p7mO6iYgiEQM3EcUIBm4iIjtTgTspSX+M7ZdEFOkYuIkoRjBwExHZmQrcVarojzFwE1GkY+AmohjBwE1EZGcqcFetqj/GcdxEFOlch8swcBNRFGPgJiKyM0+BmxVuIop0rHATUYxg4CYisjO1LBhbyokomnBZMCKKEQzcRER2pircqamAwyH32VJORJGOFW4iihEM3EREdqYCd0oKkJAg91kNIqJIx8BNRDGCgZuIyM4YuIkoGjFwE1GMYOAmIrIz18AdHy/32VJORJGOgZuIYgQDNxGRnbHCTUTRiIGbiGIEAzcRkZ2pWcoZuIkomriuw81jGhFFMQZuIiI7Uyelycl6SzlPToko0rHCTUQxgoGbiMjOPLWUcww3EUU6Bm4iihEM3EREdsYx3EQUjRi4iShGMHATEdmZp1nKGbiJKNIxcBNRjGDgJiKyM7aUE1E0YuAmohjBwE1EZGdsKSeiaMTATUQxgoGbiMjOuCwYEUUjLgtGRDGCgZuIyM64LBgRRRtNY4WbiGIGAzcRkZ1xDDcRRRvVuaMwcBNRFGPgJiKyM47hJqJo41rdBhi4iSiqMXATEdkZlwUjomjDwE1EMYSBm4jIzthSTkTRhoGbiGIIAzcRkZ2xpZyIok35wM1jGhFFMQZuIiI7U5MLJSczcBNRdGCFm4hiCAM3EZGdeRrDzZZyIopkrmtwAwzcRBTVGLiJiOyMLeVEFG1Y4SaiGMLATURkV5qmt5QzcBNRtGDgJqIYwsBNRGRXKmwDXBaMiKIHAzcRxRAGbiIiu3Id58hlwYgoWjBwE1EMYeAmIrIrVeGOi5OwzZZyIooGXBaMiGIIAzcRkV2pCndyMuBwsKWciKIDK9xEFEMYuImI7Mp1hnKALeVEFB0YuIkohjBwExHZlbfAzQo3EUUydWyrUkVuGbiJKIoxcBMR2RUDNxFFI1XhzsiQWwZuIopiDNxERHZVPnCrMdxsKSeiSMbATUQxhIGbiMiuWOEmomhUPnDzmEZEUYyBm4jIrtSyYMnJcsvATUTRQAXu9HS5ZYWbiKIYAzcRkV15ayln4CaiSMaWciKKIQzcRER2xWXBiCgascJNRDGEgZuIyK44hpuIopE6trHCTUQxgIGbiMiuGLiJKBqxpZyIYggDNxGRXXFZMCKKRgzcRBRDGLiJiOxKzVLOCjcRRRMuC0ZEMYSBm4jIrlSFm8uCEVE04aRpRBRDGLiJiOyKLeVEFI0YuIkohjBwExHZFSdNI6JoxDHcRBRDGLiJiOyKgZuIoo3Tqc9PwcBNRDGAgZuIyK68tZQzcBNRpFJhG2DgJqKYwMBNRGRX3ircHMNNRJFKtZMD+hhup1P+ERFFIQZuIiK7UpUgzlJORNFCBe6EBCA1VX+cxzUiilIM3EREdsUx3EQUbVTgTk0FEhP1x9lWTkRRioGbiMiuuCwYEUUbBm4iijEM3EREdsUKNxFFGxW4U1L0YxrAwE1EUYuBm4jIrhi4iSjauFa44+LkH8DATURRi4GbiMiu2FJORNHGNXADels5AzcRRSkGbiIiu2KFm4iijTqulQ/cPK4RUZRi4CYisisuC0ZE0YYVbiKKMQzcRER2xQo3EUUbBm4iijEM3EREdsUx3EQUbcoHbnUhkYGbiKIUAzcRkR2VlOiVbFa4iShauC4LBrDCTURRL6yBu3HjxnA4HBX+3XPPPeHcLCKi8FPjtwEGbiKKHmwpJ6IYkxDOF1++fDlKXVoj16xZg969e2Pw4MFh3CoiIhtQ7eSAPmkaW8qJKNJ5C9y8kEhEUSqsgTszM9Pt42effRbNmjVDjx49wrRFREQ2oSrcCQl60GaFm4ginbdlwVjhJqIoFdbA7aqoqAjvv/8+Ro4cCYfD4fE5hYWFKHRps8zNzQUAFBcXo9jggVo9z+jzqXJwv9gb908YHD+ORABaSgpK1M9d0+SxkhL9MXD/2BX3i/1xH1W+uLw8xAMoTUqCs7gY8QkJiANQcvIktHL7gfvHnrhf7I/7yHqB/GxtE7i/+OILHD16FMOHD/f6nAkTJmDcuHEVHv/++++RlpYW0OvNmTMn0E2kSsD9Ym/cP5UnfccOXAigKC4O386aBQBI3bcPfQA4i4ow69Rjrrh/7In7xf64jyrPGRs2oCGAv7dtw8ZZs3BeXh5qAlixZAn2aprHr+H+sSfuF/vjPrJOfn6+4ec6NM3L0a2S9e3bF0lJSZg5c6bX53iqcOfk5ODgwYPIyMgw9DrFxcWYM2cOevfujUTVxkRhx/1ib9w/YbByJRK7dIHWoAFKNm+Wx3buRGLTptASE1GSl1f2VO4fe+J+sT/uo8oXP3Qo4j77DKUvvgjnPfcgvmdPxC1ahJIPP4Q2aJDbc7l/7In7xf64j6yXm5uL2rVr49ixY35zqC0q3Nu2bcMPP/yA6dOn+3xecnIyktXkQS4SExMD/mUK5mvIetwv9sb9U4lOjdN2pKToP/NTYx4dJSUe9wP3jz1xv9gf91ElOlU4ia9aFfGJiUBSEgAgQdP08dzlcP/YE/eL/XEfWSeQn6st1uF+5513kJWVhYsvvjjcm0JEZA9qYiG1JBigT5qmaYDTWfnbREQUKq7DTUQxJuyB2+l04p133sGwYcOQkGCLgjsRUfh5CtxqtnKAS4MRUWTismBEFGPCHrh/+OEHbN++HTfffHO4N4WIyD7UfBWuw2hcL0ry5JSIIpG3wM0KNxFFqbCXlPv06QObzNtGRGQfvlrKAQZuIopMXIebiGJM2CvcRETkAVvKiSgala9wqwuJDNxEFKUYuImI7IgVbiKKRmwpJ6IYw8BNRGRHngJ3XBzgcMh9Bm4iikQM3EQUYxi4iYjsyFPgBvQqNwM3EUUib8uC8ZhGRFGKgZuIyI5U4HadpRzQx3FzDDcRRZrSUqCoSO6zwk1EMYKBm4jIjtSyYKxwE1G0UBcSAQZuIooZDNxERHbElnIiijaqnRxg4CaimMHATURkR94CN1vKiShSqeNaYqJ+LOOyYEQU5Ri4iYjsiBVuIoo25WcoB1jhJqKox8BNRGRHDNxEFG18BW4e04goSjFwExHZEVvKiSjalF8SDGCFm4iiHgM3EZEdqVnKyy8Lxgo3EUUqtpQTUQxi4CYisiO2lBNRtGHgJqIYxMBNRGRHDNxEFG08BW7OUk5EUY6Bm4jIjjiGm4iiDSvcRBSDGLiJiOyIFW4iijbquMbATUQxhIGbiMiOGLiJKNpwWTAiikEM3EREdqQCd/lZytlSTkSRii3lRBSDGLiJiOxILQvGCjcRRQuuw01EMYiBm4jIjthSTkTRhhVuIopBDNxERHajaZylnIiiD5cFI6IYxMBNRGQ3xcUSugFWuIkoerDCTUQxiIGbiMhuVHUbYOAmoujha1kwHtOIKEoxcBMR2Y1r4E5Kcv8cAzcRRSpWuIkoBjFwExHZjZqhPDkZcDjcP8cx3EQUqRi4iSgGMXATEdmNtwnTAFa4iShycVkwIopBDNxERHbDwE1EdjBjBvDKK+Z9P85STkQxKCHcG0BEROX4CtxsKSeiynLbbcChQ8AVVwANGoT+/dhSTkQxiBVuIiK7YYWbiOzg6FH321AxcBNRDGLgJiKyGwZuIgq3khK9k8Z15YRQ+ArcPKYRUZQKOHB/++23WLhwYdnHr732Gjp27IihQ4fiyJEjpm4cEVFMMhK42VJORFZSqyUAelAOla91uJ1O+UdEFGUCDtwPPvggcnNzAQCrV6/GP//5TwwYMABbtmzByJEjTd9AIqKY47osWHlqDDerQURkJSsCt68KN8C2ciKKSgFPmrZlyxa0adMGAPD555/jkksuwfjx4/Hbb79hwIABpm8gEVHMYUs5EYWbaxt5ZbSUAxK4PV1oJCKKYAFXuJOSkpCfnw8A+OGHH9CnTx8AQM2aNcsq30REFAIGbiIKN7Mr3KWlegXb9diW4FL7YYWbiKJQwIG7e/fuGDlyJJ566iksW7YMF198MQBg/fr1aGDGkhFERJFo1Spg0CDgr79C/15cFoyIws21qm1G4Hb9HmwpJ6IYEnDgfvXVV5GQkIDPPvsMkydPRv369QEAs2fPRr9+/UzfQCKiiDB1KjB9OvDuu6F/L1a4iSjczK5wewvcDgfnpiCiqBbwGO6GDRvi66+/rvD4iy++aMoGERFFpFNDbXDiROjfi4GbiMLN7DHcKnAnJQFx5eo9iYnuLedERFEkqHW4N23ahEcffRTXXnst9u/fD0Aq3H/++aepG0dEFDFUNciMSpA6ufU1SzlbyonISlZVuF2r24pqK2fgJqIoFHDgnj9/Ptq3b4+lS5di+vTpOHGqmvPHH3/giSeeMH0DiYgigjo5VZVuM74XK9xEFC5mB25Pa3ArDNxEFMUCDtxjxozB008/jTlz5iApKans8QsvvBBLliwxdeOIiCKGOpk088SUgZuIwsWqSdM8BW51XGPgJqIoFHDgXr16Na644ooKj2dlZeHgwYOmbBQRUcSxoqWcgZuIwsW1wm3mGG5PxzVWuIkoigUcuKtXr449e/ZUeHzlypVlM5YTEcUcM1vKuSwYEYVbZVa4GbiJKIoFHLiHDBmC0aNHY+/evXA4HHA6nVi0aBFGjRqFG2+80YptJCKyP1a4iSiahGPSNB7XiCgKBRy4x48fj1atWiEnJwcnTpxAmzZtcP7556Nr16549NFHrdhGIiL7UyHZ6go3AzcRVQarlgVjhZuIYkzA63AnJSXhjTfewGOPPYY1a9bgxIkTOOOMM9C8eXMrto+IKDKYWeFW34vLghFRuHBZMCIiUwQcuJWGDRuiYcOGZm4LEVHkqqwx3KxwE1FlMHsMN5cFI6IYZShwjxw50vA3fOGFF4LeGCKiiMUx3EQUTSqzws1lwYgoihkK3CtXrjT0zRwOR0gbQ0QUsSp7HW62lBORlaxaFowVbiKKMYYC99y5c63eDiKiyKZOTktK5KRRnUAGw8iyYKxwE5GVrFoWzNc63DyuEVEUCniWciIi8sDM9ku2lBNRuHHSNCIiUwQ1adqvv/6KTz75BNu3b0dRUZHb56ZPn27KhhERRRTXk9P8fCAjI/jvpQK3p1nKGbiJqDJYVeFm4CaiGBNwhfujjz5C165dsXbtWsyYMQPFxcX4888/8dNPP6FatWpWbCMRkb2VlLiPqQ715FSFd18t5RzDTURW4hhuIiJTBBy4x48fjxdffBEzZ85EUlISXn75Zfz999+4+uqruUwYEcUm1xNTIPSlwdhSTkThVr7CrWmhfT/OUk5EMSrgwL1p0yZcfPHFAICkpCTk5eXB4XBgxIgRmDJliukbSERke+UDdygVbqcTUEN1GLiJKFxcj2tOZ+hhmOtwE1GMCjhw16hRA8ePHwcA1K9fH2vWrAEAHD16FPmhVnWIiCKRmYHb9XuxpZyIwqX8cS3UtnK2lBNRjAp40rTzzz8fc+bMQfv27TF48GDcf//9+OmnnzBnzhz06tXLim0kIrK38ieioVx8dP1erHATUbiUP66dPBnaZJBcFoyIYlTAgfvVV19FwamD8COPPILExEQsXrwYgwYNwqOPPmr6BhIR2Z6ZFW51khsfr4drVwzcRFQZzDyuuX49K9xEFGMCDtw1a9Ysux8XF4cxY8aYukFERBHHzEnTfC0JBuiBmy3lRGQlTxXuUDBwE1GMMhy4S0pKUFpaimSXk8B9+/bh9ddfR15eHi677DJ0797dko0kIrI1K8Zwe2q7BPQx3KxwE5GVOIabiMgUhgP3bbfdhqSkJPz3v/8FABw/fhxnnXUWCgoKUK9ePbz44ov48ssvMWDAAMs2lojIlsysBPlaEgxgSzkRVY7KrHBzWTAiimKGZylftGgRBg0aVPbxu+++i9LSUmzYsAF//PEHRo4cieeee86SjSQisjUrWsoZuIkonNRxzeGQW7aUExEFxXDg3rVrF5o3b1728Y8//ohBgwahWrVqAIBhw4bhzz//NH8LiYjszopJ0/y1lHMMNxFZSR2LTp3nhdxSbmQdbl5IJKIoZDhwp6Sk4KTLSeSSJUvQpUsXt8+fOHHC3K0jIooErHATUbRRx7Xq1eU2lAuJJSX6McvXsmCscBNRFDIcuDt27Ij33nsPAPDzzz9j3759uPDCC8s+v2nTJmRnZ5u/hUREdmfFGG5/s5QzcBORVTQNKCqS+zVqyG0oxzXXr2VLORHFGMOTpj3++OPo378/PvnkE+zZswfDhw9HvXr1yj4/Y8YMdOvWzZKNJCKyNTMr3P5mKeeyYERkNddjmmopNytws8JNRDHGcODu0aMHVqxYge+//x5169bF4MGD3T7fsWNHnH322aZvIBGR7YVjDLfTKf/iDDcqEREZ43pMUy3loYzhVsfE5GTPxyzOUk5EUcxw4AaA1q1bo3Xr1h4/d/vtt5uyQUREEacyA3eCy2G7tJSBm4jM5xquzaxwe2onB1jhJqKoxjM1IqJQqZNTVX2ujEnTALaVE5E11EXE5GQgLU3uM3ATEQWFgZuIKFRmzuZrtKUc4MRpRGQN18kb1bHIjOOav8DNYxoRRSEGbiKiUKnArWbzrawKN09OicgKrpM3qpBsxhhuVriJKAYxcBMRhcqKCre/ZcEABm4isobrcUiFZDNayr1dSGTgJqIoFnDgHjZsGBYsWGDFthARRSZ1cmpGhdvfsmCuk6RxDDcRWcFThZtjuImIghJw4D527BguuugiNG/eHOPHj8euXbus2C4ioshRvqXcyjHcgF7lZoWbiKzgOmmaOhZZ2VLOZcGIKIoFHLi/+OIL7Nq1C3fddRc+/vhjNG7cGP3798dnn32GYh4oiSgWVeakaQADNxFZy6qWcla4iSgGBTWGOzMzEyNHjsQff/yBpUuX4rTTTsMNN9yA7OxsjBgxAhs2bDB7O4mI7KsyJ00D9MDNlnIiskK4Wsp5EZGIolBIk6bt2bMHc+bMwZw5cxAfH48BAwZg9erVaNOmDV588UWztpGIyN7Kj+EuLg7+xNHfpGmAvjQYT06JyApmLwvGCjcRxbCAA3dxcTE+//xzXHLJJWjUqBE+/fRTPPDAA9i9ezemTp2KH374AZ988gn+9a9/WbG9RET2U77CDQR/cnr4cMXvVR5byonISmYvC2Z0HW4GbiKKQgn+n+KuXr16cDqduPbaa7Fs2TJ07NixwnN69uyJ6mosIxFRtFMnp9Wq6Y+dPAmkpwf+vfbskdu6db0/hy3lRGQlLgtGRGSagAP3iy++iMGDByPFx/jC6tWrY8uWLSFtGBFRxHCtBqWkyMlqsOO49+6V23r1vD+HLeVEZKXKHsPNWcqJKIoFHLhvuOEGK7aDiChyuU50lpoqHwdzcpqfD+Tmyn0jFW4GbiKyQmUvC8YKNxFFMUOB+8orrzT8DadPnx70xhARRSTXk9O0NODIkeACt6pup6b6bkdn4CYiK5W/iAhw0jQioiAZCtzVXMclEhGRO9fArU4og2kpd20ndzi8P49juInISp6OaVwWjIgoKIYC9zvvvGP1dhARRa7yFW4guJNTIxOmARzDTUTW8rQsWHGxXORTx59AsMJNRDEs4GXBPvzwQ6+fe/DBB0PaGCKiiOSp/TKUCre/wM2WciKykqdJ04Dgx3EbDdyaxs4dIoo6AQfuu+66C7Nnz67w+IgRI/D++++bslFERBHFrAq3kRnKAbaUE5G1PC0LBgTfVm50HW6AVW4iijoBB+5p06bh2muvxcKFC8se+8c//oFPPvkEc+fONXXjiIgiglnjHdlSTkR24FrhjosDkpLk42ADt791uBNcRjgycBNRlAk4cF988cX4z3/+g8suuwwrVqzA3XffjenTp2Pu3Llo1aqVFdtIRGRfTqd+gmjmpGm+sKWciKzkWuEG9KAcauBmhZuIYlDA63ADwNChQ3H06FF069YNmZmZmD9/Pk477TSzt42IyP5UJQiQk9LKmDSNgZuIrORa4QYkKOfmWjeG27XCzeMaEUUZQ4F75MiRHh/PzMzEmWeeif/85z9lj73wwgvmbBkRUSRwDdxmVbiNtpRzDDcRWcF1mAwQ+tJg/gK3wyGhu6SEFW4iijqGAvfKlSs9Pn7aaachNze37PMOX+vGEhFFI9fAnZgYfIXb6QT27ZP7bCknonByXXnB9daqwA3I8ZOBm4iikKHAzcnQiIi8cK0EORzBV7gPHpSKtcMBZGb6fi4DNxFZyVuFO5iWck0zHrhPnmTgJqKoE/CkacrGjRvx3Xff4eSpg6imaUF9n127duH6669HrVq1kJqaivbt2+PXX38NdrOIiCpX+UpQsBVu1U5eu7b7BEKecFkwIrJS+UnTQmkpLy6WDh7X7+OJOq4xcBNRlAl40rRDhw7h6quvxty5c+FwOLBhwwY0bdoUt9xyC2rUqIHnn3/e8Pc6cuQIunXrhp49e2L27NnIzMzEhg0bUKNGjUA3i4goPMwa66gmTPPXTg5wWTAispanSdOA4AK3a1Xc27JggH6hkYGbiKJMwIF7xIgRSExMxPbt29G6deuyx6+55hqMHDkyoMA9ceJE5OTk4J133il7rEmTJl6fX1hYiEKX8ZK5ubkAgOLiYhQbPECr5xl9PlUO7hd74/7xzpGXhwQAWnIySoqLEZeUhHgAzhMnUBrAz8uxcycSADjr1PH7dfFxcYgDUFpYCKfL8Y/7x164X+yP+8izhIICOACUxMdDKy5GfHIy4gCUnDgBLdCf1ZEjSASgORwoiY/3GqgTEhPlNU+eLHsN7h974n6xP+4j6wXysw04cH///ff47rvv0KBBA7fHmzdvjm3btgX0vb766iv07dsXgwcPxvz581G/fn3cfffduO222zw+f8KECRg3bpzHbUpTbZwGzZkzJ6DnU+XgfrE37p+Kaq5di/MA5JWU4MdZs5CzYQPOBHBg+3YsmTXL8Pc5bcECtAWws6QEK/18XecDB1AfwJ+rVmGLy3O5f+yJ+8X+uI/c9c3NRQqAn5cvR+7Bg+h89CjqA/hrxQpsqVMnoO9V4++/cT6Ak7VqYc7s2V6fd1FxMaoAWLxgAY6oCSRP4f6xJ+4X++M+sk5+AHP1BBy48/LyPIbbw4cPI1m1VBq0efNmTJ48GSNHjsTDDz+M5cuX47777kNSUhKGDRtW4fljx451W6IsNzcXOTk56NOnDzIyMgy9ZnFxMebMmYPevXsj0d84Sao03C/2xv3jneNUi2SVmjUxYMAAOE6cAF55BZlVq2LAgAGGv0/cjz8CAOp36oR6fr4u/sMPAQBtW7ZE6wEDuH9sivvF/riPPFMnh9179QJatUL8p58CixejbdOmaB3AcQ0AHMeOAQBSWrf2eUxMyMgA9u1D17POgta9OwDuH7vifrE/7iPrqU5rIwIO3Oeddx7effddPPXUUwBkKTCn04lJkyahZ8+eAX0vp9OJzp07Y/z48QCAM844A2vWrMHrr7/uMXAnJyd7DPWJiYkB/zIF8zVkPe4Xe+P+8eDUxGWOlBT52Zy6+BdXUIC4QH5W+/cDAOLr10e8v69LSpLnaprbc7l/7In7xf64j8o5Ne46MT3dbbnD+KIi/8en8rZvBwDENW3q+5h46riWoGkVJo7k/rEn7hf74z6yTiA/14AD96RJk9CrVy/8+uuvKCoqwkMPPYQ///wThw8fxqJFiwL6XvXq1UObNm3cHmvdujU+//zzQDeLiCg8vE2aFuiyYIFMmsZlwYjIKppm7rJgW7bIbdOmvp/HSdOIKEoFvCxYu3btsH79enTr1g2XX3458vLycOWVV2LlypVo1qxZQN+rW7duWLdundtj69evR6NGjQLdLCKi8Ch/YhrqsmB16/p/LpcFIyKrlJToy3iZMUu5Ctw+JsUFwGXBiChqBVzhBoBq1arh0UcfDfnFR4wYga5du2L8+PG4+uqrsWzZMkyZMgVTpkwJ+XsTEVWK8utwB3tiGkjg5rJgRGQVl9VgTFmH22jgZoWbiKJUwBVuAPj5559x/fXXo2vXrti1axcA4L333sPChQsD+j5nnXUWZsyYgQ8//BDt2rXDU089hZdeegnXXXddMJtFRFT5zGgpz88H1OQbbCknonBybRtXxzV1QTHQwF1SAuzYIfeNBm4e14goygQcuD///HP07dsXqamp+O2338rWxT527FjZ5GeBuOSSS7B69WoUFBRg7dq1XpcEIyKyJTNaylV1OzUVSE/3/3y2lBORVdQxLSFB76YJdgz3jh1ynEpO9n8xkRVuIopSAQfup59+Gq+//jreeOMNt9nZunXrht9++83UjSMisj1vFe7CQuOBWAXuevUAh8P/89lSTkRWUaHadVWYYFvKVTt5o0ZAnJ9TTgZuIopSAQfudevW4fzzz6/weLVq1XD06FEztomIKHKUH8OtKtyun/NHzVBuZPw2wJZyIrKOuoiojmmu9wMN3Js3y62/GcoBBm4iiloBB+66deti48aNFR5fuHAhmho5oBIRRRNvFW7A+DjuQCZMA9hSTkTWKX9MA0KvcPsbvw1wlnIiiloBB+7bbrsN999/P5YuXQqHw4Hdu3dj2rRpGDVqFO666y4rtpGIyL7Kn5zGxen3jZ6cBrIGN8CWciKyTvmuHSD4MdyBBG5WuIkoSgW8LNiYMWPgdDrRq1cv5Ofn4/zzz0dycjJGjRqFf/zjH1ZsIxGRfXmrBhUWGg/cwVa4GbiJyGzhqnAzcBNRlDIcuLds2YImTZrA4XDgkUcewYMPPoiNGzfixIkTaNOmDapWrWrldhIR2ZO3atDRo9a3lDNwE5HZPB3Tgh3DHUzg5nGNiKKM4cDdrFkzNGrUCD179sSFF16Inj17ok2bNlZuGxGR/XmqBgW6NFigLeUcw01EVvFV4Q6kpTw/H9i3T+6zwk1EMcxw4P7pp58wb948zJs3Dx9++CGKiorQtGnTsvDds2dP1KlTx8ptJSKyH18np1ZVuDmGm4isYtayYFu3ym21akCNGv6fz8BNRFHKcOC+4IILcMEFFwAACgoKsHjx4rIAPnXqVBQXF6NVq1b4888/rdpWIiL7CbXCXVqqV4HYUk5E4WbWsmBqSbAmTQCHw//zGbiJKEoFPGkaAKSkpODCCy9E9+7d0bNnT8yePRv//e9/8ffff5u9fURE9uZrRl8jFe5DhyR0OxxAVpax12RLORFZxVeFu6AA0DRjATqQ8dsAlwUjoqgVUOAuKirCkiVLMHfuXMybNw9Lly5FTk4Ozj//fLz66qvo0aOHVdtJRGRPoVa4VTt57dp6hccftpQTkVU8VbhV4Fafd/2cN4EGbla4iShKGQ7cF154IZYuXYomTZqgR48euOOOO/DBBx+gntFJfoiIolGoS+gEOmEawJZyIrKOr2MaIMc1KwM3j2tEFGXijD7x559/Rq1atXDhhReiV69e6N27N8M2EVGok6YFOmEawJZyIrKOp2EyCQlA3KlTRqPjuFnhJiICEEDgPnr0KKZMmYK0tDRMnDgR2dnZaN++Pe6991589tlnOHDggJXbSURkT55OToNpKQ8mcLMSRERm83QR0eEIrHNH0xi4iYhOMdxSXqVKFfTr1w/9+vUDABw/fhwLFy7E3LlzMWnSJFx33XVo3rw51qxZY9nGEhHZTqgV7mBayjmGm4is4ukiIiDHtbw8Y2txHzkC5ObK/caNjb0uAzcRRSnDFe7yqlSpgpo1a6JmzZqoUaMGEhISsHbtWjO3jYjI/syaNI0VbiKyA0/HNCCwpcHUkmB16+rHQ384SzkRRSnDFW6n04lff/0V8+bNw9y5c7Fo0SLk5eWhfv366NmzJ1577TX07NnTym0lIrIfsyZN4xhuIrIDT8uCAYEd1wJtJwdY4SaiqGU4cFevXh15eXmoW7cuevbsiRdffBEXXHABmjVrZuX2ERHZm68x3IFMmsaWciKyA0/LggHua3H7w8BNRFTGcOB+7rnn0LNnT7Ro0cLK7SEiiiyhVrjZUk5EduKtpbyyKtw8rhFRlDEcuO+44w4rt4OIKPJoWmiTpuXn6xMLBbMON1vKichs3iZNC2QMNyvcRERlgp40jYgo5rmeGAYzaZqqbqemAunpxl+XLeVEZBUzK9xNmxp/XQZuIopSDNxERMFyHcsYTIXbdcI0h8P467KlnIis4mtZMNfPe+N0Alu3yn1WuImIGLiJiIKmKkFAaBXuQNrJAbaUE5F1Ql0WbPduoKhIOnEaNDD+ulwWjIiiFAM3EVGw1IlpYiIQ53I4Ndp6GcyEaQAr3ERkHX8Vbn/HNdVO3rChfqwyghVuIopSho6EX331leFveNlllwW9MUREEcVbJcjosmDBrMENcAw3EVnH3xhufy3lwUyYBnCWciKKWoYC98CBAw19M4fDgVK2OBJRrFAnnsFOLhRqSzlPTInIbKEe10IN3KxwE1GUMRS4nU6n1dtBRBR5VCXIW+ulvwp3qC3lvMBJRGbzdlwzOoY7mBnKAQZuIopaHMNNRBQsfy3lBQUyY683qqU80Ao3W8qJyCqhLgvGCjcRkZsAZrPQ5eXlYf78+di+fTuKiorcPnffffeZsmFERLbn78QUkNCtAnh5nDSNiOwm1GXBNm+W20ADN2cpJ6IoFXDgXrlyJQYMGID8/Hzk5eWhZs2aOHjwINLS0pCVlcXATUSxw99YR0CqQZ4Cd2kpsG+f3GdLORHZRSjLghUWArt2yX1WuImIAATRUj5ixAhceumlOHLkCFJTU7FkyRJs27YNnTp1wr///W8rtpGIyJ68jXVMSNBPHr2dnB46JIHZ4QCysgJ7XVa4icgKTqceeINZFmz7dkDT5CJjoMc1Bm4iilIBB+7ff/8d//znPxEXF4f4+HgUFhYiJycHkyZNwsMPP2zFNhIR2ZO3ShDgf2kw1U5eu7Z+omkUx3ATkRXUMQ0Ibgy3Gr/duLFcTAwElwUjoigVcOBOTExEXJx8WVZWFrZv3w4AqFatGnbs2GHu1hER2ZmvwO3v5DTYNbgBvcLtdEo1iYjIDK7js4MZwx3shGkAK9xEFLUCHsN9xhlnYPny5WjevDl69OiBxx9/HAcPHsR7772Hdu3aWbGNRET25G0MN+B/abBg1+AG9MANcBw3EZlHXUR0ONyPM4CxMdzBLgkGuAduTQu8Qk5EZFMBV7jHjx+PeqdOEJ955hnUqFEDd911Fw4cOID//ve/pm8gEZFteRvDDegt5VZUuFVLOcD2SyIyj+tFxPKBN5CW8lAq3AAvJBJRVAm4wt25c+ey+1lZWfj2229N3SAioohhpKXc6gp3SYl7ACciCpavi4hGWsqDXRIMcD+uFRdXrLATEUWogCvcF154IY4ePVrh8dzcXFx44YVmbBMRUWQwMmmalWO4AVaCiMg8vo5pgbSUh1rh5jhuIooiAQfuefPmoaioqMLjBQUF+Pnnn03ZKCKiiGBkDLe/wJ2dHfjrsqWciKygjmm+KtzejmknTshyh4DMUh4o18DN4xoRRRHD/TqrVq0qu//XX39hr2qHBFBaWopvv/0W9evXN3friIjszMgYbm8t5bt3y20wgTvO5VopT0yJyCxGV17wNKmZOi+sUgWoVi3w13a9kMgKNxFFEcOBu2PHjnA4HHA4HB5bx1NTU/HKK6+YunFERLYW7LJgmgbs2iX3gwncagbhkhK2lBOReYxUuJ1OOfa4VqQBPXAHM0wGkONaYqKEbQZuIooihgP3li1boGkamjZtimXLliEzM7Psc0lJScjKykI8J+4holgS7KRpR4/qJ7bBTJoG6IGbFW4iMouRMdyAXEgsH7jVMJlgj2kAAzcRRSXDgbtRo0YAAKfTadnGEBFFFF9juH1NmqbayWvU0IN5oNQFTgZuIjKLrwp3+cCdkeH++VAr3IA+ISQDNxFFkaDWXNi0aRNeeuklrF27FgDQpk0b3H///WjWrJmpG0dEZGtGltDxFbiDaSdX1IkpAzcRmcVXhdvhkGNdQYHnpcHMCNyqas7ATURRJOBZyr/77ju0adMGy5Ytw+mnn47TTz8dS5cuRdu2bTFnzhwrtpGIyJ6MLAvmqaXczMDNMdxEZBZfxzTA99JgZrWUA7yQSERRJeAK95gxYzBixAg8++yzFR4fPXo0evfubdrGERHZWrCTppkRuNlSTkRm89VSDshx7ehRz8c1VriJiDwKuMK9du1a3HLLLRUev/nmm/HXX3+ZslFERBHByBhuqyvcDNxEZBZ/FW5fFxIZuImIPAo4cGdmZuL333+v8Pjvv/+OrKwsM7aJiCgy2GEMN1vKicgsRircrs9zpQK3GS3lDNxEFEUMt5T/61//wqhRo3Dbbbfh9ttvx+bNm9G1a1cAwKJFizBx4kSMHDnSsg0lIrKdYJcFY4WbiOwo2DHcpaXAvn1ynxVuIiI3hgP3uHHjcOedd+Kxxx5Deno6nn/+eYwdOxYAkJ2djSeffBL33XefZRtKRGQ7RiZN81Xhrl8/+NfmGG4iMpvRCnf549rBg4DTKTOZZ2YG//pcFoyIopDhwK1pGgDA4XBgxIgRGDFiBI4fPw4ASE9Pt2briIjszNcYbm8npk6nPpsvW8qJyE6CHcOt2smzsvRjUzBY4SaiKBTQUdHhcLh9zKBNRDHN1xhub5OmHTqkn0yG0nrJlnIiMpu/Crd6vPwYbnURMZRjGsBlwYgoKgUUuFu0aFEhdJd3+PDhkDaIiChiBLMsmGonz8rSTy6DwZZyIjJbqBVuswI3K9xEFEUCCtzjxo1DtWrVrNoWIqLIYmQMd/kKtxkTpgGscBOR+Ri4iYhMF1DgHjJkCJf+IiJSghnDbXbg5hhuIjJLsMuCqZbyUJYEAxi4iSgqGV6H218rORFRzDGyDnd+PnBq0kkA5gVutpQTkdmCXRbMrAo3ZyknoihkOHBrrieMRESxrqREZhwHfLeUA/pJLMCWciKyr2CXBWNLORGRV4Zbyp3qxJKIiNxDtK+WckBOTtUJLFvKiciuQh3DbVZLOS8kElEUMVzhJiIiF65jGD2dnCYm6qHYdeI0VriJyK7ssiwYK9zmWbQImDRJ78giokrHwE1EFAxVCYqP18NveZ6qQRzDTUR2FUyFOy8POH5c7jNw288//gGMHi3Bm4jCgoGbiCgY/k5MgYpLg5WW6q2XbCknIrsJZgz3vn1ym5YGpKeH9voM3OZT3Qc7d4Z3O4hiGAM3EVEwjATu8ien+/ZJW19cHBDqEotsKScisxmtcLu2lLu2k4e6og0Dt7k0DTh8WO7v3x/ebSGKYQzcRETB8LUGt+K6NBigt5PXrau3hAeLLeVEZLZglgUza4ZygMuCmS0vDygqkvsM3ERhw8BNRBQMX2twK6qlXJ2cmjV+G2CFm4jMF0xLuVkzlAOscJtNVbcBBm6iMGLgJiIKRjAt5VYEbo7hJiKzBDNpmlkzlANcFsxsDNxEtsDATUQUjGAmTWOFm4jsStOCWxbMzJZyVrjNxcBNZAsM3EREwQhkDLcVFW6O4SYiM7mG3EAq3Gwpt69Dh/T7Bw6EbzuIYhwDNxFRMAIZw21lhZst5URkBteqdTBjuFnhth9WuIlsgYGbiCgYdhnDzQo3EZlBHdMAICnJ83OsHsPNWcrN5Rq4jx93329EVGkYuImIghHuwM2WciIykzqmJSUBcV5OD1Xlu7hYumucTmDfPnmMFW77cQ3cANvKicKEgZuIKBhGxnC7tpQXFeknO2wpJyK7CWReCvX8Q4fkGORwAFlZoW8DZyk3l+sYboBt5URhwsBNRBSMQCvcapxjYiJQu3bor8+WciIyk5FjmuvY7pMn9Xby2rX1sBwKVrjNVb7CzcBNFBYM3EREwQh00jTXdnKHI/TXZ0s5EZnJ35JggFzoUxf7CgrMnTANYOA2G1vKiWyBgZuIKBiBVrjNHL8NsMJNROYyckwDPHfumLEkGMDAbTYVuOvXl1tWuInCgoGbiCgYgY7htipwcww3EZnBSIUb8By4WeG2JxW4W7aUWwZuorBg4CYiCgYr3EQUTYKpcJu5JBjAZcHMpGn6pGmtWsktAzdRWDBwExEFw8gYbisDN8dwE5GZjFa41eddx3Czpdx+1OoYANC6tdwycBOFBQM3EVEwjFSD2FJORJEilDHcZreU80Ji6FQ7eVIS0Lix3OekaURhwcBNRBSMQNasZUs5Edmdka4dwNqWcla4zaMCd82aQJ06cp8VbqKwSAj3BhARRaRAK9zHj8t9tpQTkR0ZuYgI6IGcs5Tbmxq/XbMmkJkp9/fvl7HdZixNSUSGscJNRBSMQMZwHz4MHDki91nhJiI7CrSl/MgR4Ngxuc8Kt/2oCnetWnrgLizUL/4SUaVh4CYiCkYgFe4TJ+Q2NRWoVs2c1+cYbiIyU6DLgm3dqj8/I8OcbeAs5eZxbSmvUkX+AWwrN2LPHuCGG4Bffgn3llCUYOAmIgpGIMuCKdnZ5rXyscJNRGYKtMK9ebPc1qtn3nGNFW7zuAZuAMjKklsGbv+mTQPefx947rlwbwlFCQZuIqJgBDJpmmJWOznAMdxEZK5AlwVTFW6z2skBzlJuJtcx3IAeuDlTuX9btsjttm3h3Q6KGgzcRETBMDKGW7WUK2YGbraUE5GZAq1wq1BiReBmhTt0rHAHT/1u79gR3u2gqMHATUQUDCMnp4mJQJzLYdaKwM1KEBGZIdAx3GoiSAZue3KdNA1wn6mcfFPdGwcO6H8XRCFg4CYiCoaRwO1wuFe52VJORHZltMJdPpCbtSQYwMBtJla4g6NpeuAGgJ07w7YpFD0YuImIgmF0zVrXcdxsKSciuzIyTAaoODeFVWO4Nc287xuLvI3hZuD27cABWWNe2b49fNtCUYOBm4goGEZPTq2qcLOlnIjMFMxFRMDcwK2OawCPbaFihTs4rtVtgOO4yRQM3OTfzp3Ahg3h3goiewl0giGALeVEZF/BHNMAa1rKAbaVh0LTKo7h5izlxqgJ0xQGbjJBgv+nUEzTNOCcc4Bjx+SgU716uLeIyB6COTk188SUFW4iMlOgy4IpVrSUA3Jsc/2YjDt5Un+PYoU7MKxwkwXCWuF+8skn4XA43P61atUqnJtE5R07BuzaBZw4AaxYEe6tIbIHp1OvvvgL3KqlPD1d/pmFY7iJyEzBVrhVkDMDK9zmUNXtxESgShW5r2YpP3BA3sPIMxW4VUcaAzeZIOwt5W3btsWePXvK/i1cuDDcm0Su9u7V769cGb7tMNvmzUDnzsBHH4V7SygSqRNTwPgEQ2a2kwOscBORuQJdFgwAatcGkpLM24b4eFndAbBv4N6zB5g8GejTRy42fPlluLeoItcJ09TPs3ZtuXU69UBOFanAfd55csvATSYIe+BOSEhA3bp1y/7VVgcEsodoDdxvvikV+4kTw70lFIlcA7fRCnf9+uZuA8dwE5GZglkWzMx2csWOS4Nt3Qo8/zzQrZscy+++G5gzR6rFH38c7q2rqPz4bUAujNSoIffZVu6dGsPNwE0mCvsY7g0bNiA7OxspKSk499xzMWHCBDRs2NDjcwsLC1HocqKbm5sLACguLkaxwQOzep7R58c6x86dZb8k2m+/ocSin1tl75f4+fMRB0D74w+U7N+vvwmRR/y7KefECajGx2LA54lhfHIy4gA469ZFqck/v0QAWmkp949Ncb/YH/eRLqGgAA4AJQkJ0Hz8PByJiWXnBc46dUw/riUkJMBRVITi/Hxb7B/Ht98ifuBAOFzasJ1nnw00aoS4Tz+Fc9Mm038GoXLs348EAM4aNdy2LSEzE44jR1CyZw+05s2D/v522C+W0DQkbNsGB4Dic86R9/ljx1B8+LC5Q8IqQdTuIxsJ5Gcb1sDdpUsX/O9//0PLli2xZ88ejBs3Dueddx7WrFmDdA+/2BMmTMC4ceMqPP79998jzXXpHQPmzJkT9HbHkqZz56K9+mDdOnw3fTpK/bWbhaAy9ktcYSEGLFsGAHBoGn57+WXsPftsy183GvDvRqTu348+AEoTEzFr9myfz+14+DAaAdh08iT+mjXLtG3I2LIFPQEUnjhRtl+4f+yJ+8X+uI+Ai44cQRUAi1eswJETJ7w+r9qmTbjg1P1dpaX4zcTjGgAMgFxMXPDjjzhxqjMonPun7dtv4zSnE7k5Odjarx/2dOmCgtq1kbF5M3p++imK163Dtyb/DELVaMECdASwr7gYy1y2rVtCAmoDWPndd9jtYx8bFW1/N8lHjqBfQQG0uDjM3roV/apUQVJeHn7+4AMcz8kJ9+YFJdr2kZ3k5+cbfm5YA3f//v3L7p9++uno0qULGjVqhE8++QS33HJLheePHTsWI0eOLPs4NzcXOTk56NOnDzIyMgy9ZnFxMebMmYPevXsjsbJmv1y1CnFTpsD54INAo0aV85omiVu0qOy+Q9PQLzsb2jnnmP46lblfHAsWIN6lDbdzfj6cAwZY+pqRLix/N3a2fj0AIC4tDQP8/O448vOhrVmDJvfcg8bnn2/eNqxZAwBITkhA7969uX9siH839sd9pEs4NUzl3J49gY4dvT9x7dqyu9lnnom6Jr9/JqSlAfn5OL9rVxS3aBH2/RM/ZQoAoMqYMWh9221orT5x7BgwciSSjx3DgPPOs1UFNO7U+0OdVq3c3qPip04F/voLZzZogI4h7Ldo/btxLF0qdxo0QP/LLkNCkybAmjU4v3FjaH37hnfjAhSt+8hOVKe1EWFvKXdVvXp1tGjRAhs3bvT4+eTkZCR7GFuUmJgY8C9TMF8TtNGjgR9/RHzt2sAzz1TOa5ql3HqNCatX6+NaLFAp+2XxYrnNyABycxG/YAHieTAypFL/buzsVGuhIznZ/8/j2muBIUOQoCauMcupiYscpaVl28D9Y0/cL/bHfYSySdMSq1b1vRyXS7CMr1/f/PdPdTxzvR/O/bNhAwAgvnVr9/9r7doyRvrQISTu3Amcfnp4ts+TY8cAAHG1ayPOdZvr1AEAxB86ZMp+C+t++eoroGVL+WeWU+O1HY0by/+rYUNgzRok7NkTsUvU8dhmnUB+rmGfNM3ViRMnsGnTJtQzc61aO7j7brl98033yZYigZo0Tc2wHA0Tpy1YILf/+Ifc/v47cPRouLaGIpHRyYUUs8M2wFnKichcwSwLFu2TphUXy6omANCiRcXPN20qt2qiLbvwNGkaED1rcc+aBVx+OXDRReaeV6sZyhs3llvVRs6J0yhEYQ3co0aNwvz587F161YsXrwYV1xxBeLj43HttdeGc7PMd9llElj37wc+/zzcWxMYFbj79ZPbSA/cxcXAL7/I/WuuAZo3l2oll6OjQKjlc4wGbiswcBORmYJZFsyKAomdAvfmzUBpqaw24WlpRxW4VSi3CxW4a9Z0fzxaAvdLL8ntzp3A+++b930ZuMkiYQ3cO3fuxLXXXouWLVvi6quvRq1atbBkyRJkZmaGc7PMl5AA3HGH3P/Pf8K7LYFSgVuNt1+92h5vgsFauRLIy5NZydu2BXr0kMfnzw/vdlFkUVfULZxA0C8uC0ZEZikpkWAJcFkwV6fm60CLFp47lewauF3X4XalAne54YIRZe1aWZJNmThR/90NFQM3WSSsgfujjz7C7t27UVhYiJ07d+Kjjz5Cs2bNwrlJ1rn1VgneixYBf/wR7q0xprRUvwp67rky5rmoyG3ClIij2snPOw+IiwMuuEA+njcvXFtEkSjQlnIrqAq3WScaRBS7XNty/V1ITEqSsa3Vq1szEaw6ttkpcHsbJ2zXwB3NFe5XX5Xb3r2leLJhAzB9ujnfWwXuJk3kVi1TzMBNIbLVGO6olp0NXHGF3J88ObzbYtTBg9Ju7XDIRBtq1tJIbiv/+We5VRO/qQr3b78BAcw2SDHOboFb08K3HUQU+VwDt7/jmsMB/PqrdLwFuCSrIXatcHti98AdbWO4jx0Dpk6V+2PG6HPxTJgQ+vug0+m7ws33WQoBA3dlUpOnvf9+2QyStrZvn9zWri0n92ecIR9HauB2OvXArZZnatAAaNaM47gpMHYYw61aygFWuYkoNCpwx8frF/N8ycyU908rqMBth+Ey69bJrbfArSqhW7aUrV5hC94q3GrI5pEj0rEYad55R4YFtm0L9OwJ3HefXPRZuRL4/vvQvvfevfIziY/Xf7fV7cmT+s+UKAgM3JWpRw+gTRs5WLz3Xri3xj81fluN0Yr0wP3nn/ImU6WK/n8BOI6bAmeHMdyuJ8UM3EQUCjtcRFQiqcKdkyMBrbAQ2LOn8rbLl/x8fX+WD9w1a8pwOkC6GCOJ06m3k//jH9JpUasWcPvt8tj48aF9f1XdbtBAf39NTta7AthWTiFg4K5MDode5f7Pf+zfnuItcP/+u72u5Bqlxm+fe677eopWjOP+7DP5uc2aZd73JPuwU0s5YI9KEBFFLjtcRFTsEriPH9dDtLfAnZCgj2O3S1u5qsQmJABVq7p/Li5Or3JH2sRps2cDmzbJ3AHXX68//s9/yu/MggXA4sXBf//y47cVTpxGJmDgrmw33CAV1rVr7V9RLR+4W7eWgJGba781J40o306uqAr3ihXyBmuGyZOlJf+OO+RqM0UXOwRu15ZyBm4CpIvnnXci84IohRcr3BVt2CC3WVkS8ryx2zhu13ZyTzOrR+o47v/7P7m95RY5j1YaNJBza0DGcgdLndeq8duKCtzbtwf/vSnmMXBXtowM/cBg9yXCygfuxESgXTu5H2lt5ZqmV7jLB+6GDeWKZmmpzCIfqsJC/Srrzp3ApEmhf0+yFzucnEZSS3lBAdCnj6zWEE0OHpQlaezSSnrLLcDNN0fOxJxknYMH5aK+0Qu+driIqNhllnJ/7eSKCtx2KUR4mzBNicTA/fffMkbb4QDuuafi5x96SD739dcymV8wyk+YprDCTSZg4A6Hu+6S2xkzgN27w7stvpQP3ABw5plyG2mBe9MmOSlOTATOPrvi51VbuRldB0uWSMBQFchJk3igjjZ2aL+Mczl8273C/dFHsm7qW2/JHBbR4qWXZKbcF14I95bIRZfff5f7Tz0VXT9nCtyQIfK+Vrs2cPnlwNtv+24hVhcR2VKu8zdhmmLnCrcnkRi41djtSy+t2PINyLJtgwbJ/WefDe41GLjJQgzc4XD66UD37nKS/MYb4d4a79Qs5XXq6I9V1sRpRUXA0KHA66+b8/1UO/nZZwOpqRU/r9rKzRjHPXeu3F51lVTTT54ERo8O/fuSfdihGuRw6JUgOwduTQNeeUX/eNu28G2L2VatktuNG8O7HYBcVFS/l/v2AS+/HN7tofApKNA7uk6eBL76Srof6tSRJTEnT644h4wdjmmKXWYpD7TCbZfAfeiQ3HoL3GoMd6QEbtelwO67z/vzxo6V248+Cm5fcAw3WYiBO1zU5GlTpth3aQZPFe7KCtyLFgEffigHUDMml/PWTq6owL18OXDiRGivpQJ3z55SAXM45P9iRrs62YNdTk5VF0W4T0x9+eUXWedesUvbpRnWrpVbO5yI/fmn3CYlye3EifqJN8WWP/6Q6nDt2vJePW6cvHdrmix/effdFbu5WOGuKFIDd7RVuP/3Pzkva9MGuPBC788780wZuuR0As88E9hrlJbqF4NZ4SYLMHCHy5VXykFv925ZQ7BBA6m+Dhwob4b/93/hD+KeAvfpp0sr69691o5bVFcajx415yDnL3A3biwzjZaWhjbL5cmT0lIOSOA+4wypLADA/fdzMqNoYYcx3IBe4bbzGG7VCqhES+AuLNRPsO1wIqYC99VXy3E6N1dCN8We5cvl9uyzgY4dgccfl4te27YB/frJ5775xv1r7HIREbBH4NY0PXC3bOn7uSpw79ljj0lSjY7hjoRZygsLKy4F5sujj8rt229LpduoPXvk9y0hAcjOdv9cw4Zyu2tX5J/D3X67VPAjbUm4KMDAHS7JycATT8gbS2mp/CEvXw58+aW0e91/vywtFS6FhfpB2zVwp6Xpbz5WVrld207/+CO077Vrl5wYx8UBXbt6f54Zy4MtXiwXSrKzgebN5bGnn5bJ8lasAN59N/jvbcTnn3Nm9MpghzHcgP1byvfsAT79VO6rvy91MS3Sbdign3zt369fhAkXFbjbt9dn6n3lFZm4kWLLsmVye9ZZ7o83bAjcdJPcL79kpV2OaYA9Avf+/XLRyuEAmjXz/dwaNYBq1eS+HY5v0VLhXrZMqtYbN8rP13UpMG/OO08fwnfLLcCaNcZeS+23nBz3CUkBoF49OX8sLtaHWkaipUtlGOvWrfZfJSkKMXCH0913SzAqH7ZVKPzrr/BtmzoQJybKm4mrymgrd33TUhMBBUuN3+7YUYKvN6qtPJQDkWs7uboSW6cO8Nhjcn/sWPOWHvPkoYdkmML771v3GmSfapDdW8r/+1/Ztq5dpasHiJ4K999/u38c7mCrAnfbtkD//nLiWVAA/Otf4d0uqnyuFe7yeveW8PDXX+7vs3bp2gHsEbjVhGmNGxv7mdiprdzfGG67B+6CApmM8txz5fc0Kwv45JOKa4p78/TTwEUXyfn1FVdIp6Q/3sZvA+5Vbzt0MwVr3Dj9vlryjioNA3e4qT/kzp2Byy4D7rxT2soBmQQnXFQ7eZ067rMhA5UTuM2scPtrJ1dUBW7ZsuBn+HUN3K7uuw847TT5uY4fH9z39icvTw8zn3xizWuQsEvgtnNLeVGRBG5AWgHViUy0BG41flsJ54lYcbEeENq2lYt9qsr99tv65yKRmkCTk8AZc+yYfjGofIUbkAvo6qL+7Nn643aqcNthWTCj47cVOwXuSK5wL1ki55gTJ0oH0dChErr79DH+PRISZN6chg2lOn7jjf5bwb2twa1E+jjupUvd/97tMNFnjGHgtiPVvmSHwO3aTq5EauA+7zzfz2vcWA6qJSUy0VOg8vL0Vr7ygTspSV866IUXrHlTXrdOn2Bu7tzIbn2yO7tUg+zcUv7553IcqVdPqtvqRMYOLZdmKF/hDueJ2MaNEkyrVtXHG3brJkvolJbqHTZW2bfPujGBCxbIyfNDD0mYJN9WrJDbxo312ajLGzBAbl1PwO1yTAPsUeE2On5biaTArX4v8vLss3ygpgGPPCLHrb//lnPPL74Apk3zPhbdl9q1genT5fd55kz/k6h5WxJMifTArarbatUhVrgrHQO3HanAHc4Dt6clwRQVuDdvtuYEqLTU/aC2aVPwbdiHDumtlv4Ct8OhV7mffFLWSQ9kXOaiRRJ8Gjb03JZ0ySXS5lRU5L5MkllchyA4nfJmQ9awSzXoVOB22LHCrX7H77hDLjipE5kjR6IjOKkKd+3achvOEzF1jGvTxr0j6Zln5Lj26afAr79a87rXXSddWh06WDN3hHofLCqSE2fyTV309dROrvTvL7c//qi/x9mlawewx7Jg0VDh9hZU09P1/WyXidNmzJDuP6dTxmr/+aesHx+KTp1kmCYgcya5XmAqz2jg3r49tG0KA8eyZfJ/j48HXnxRHmSFu9IxcNuROnAfOhS+E1NfFe6aNfUqSqjjqz3ZvVveaBMSJPBrGrB6dXDfa+FCuW3d2vvVfleqnX/RIqnK1akjk8zMmeP/zd/T+G1XDoe+huRHH5nfBqwCd1qa3LKt3Dp2OTlVY7jtFrhXrJAukcRECdyAVF/V32Ckt5U7nXqF+6KL5NYOgbttW/fH27fXJxoaM8a835Nff5Wxke3aAR98ID+P3buD6wzyx7XTK5wTiUYKbxOmuerQQTpP8vP1DjAuC+ZODcMINHDb4djmbwy3w2GvmcqLi+X4BMg8N++9533bA3XTTTJUU9OkPd3bBZEornDHPfWU3Bk2DOjbV+7v3m2f7oYYwcBtR+np+olpuNrKfQVuwNq2ctVOnpOjv06wbeVqia9u3Yw9/8or5f80ahRQv77MUvq//8n4oQYNpCLgjbfx26769pU3kr179eebRQXuu+6S2/nz9f1I5rJL4LZrS7laxmXwYPdjSLS0le/YIUsAJibqky3aMXAD0kqYmCjHroYN5YRWVe8CtXKlHMPOOkvaPR0OYNAgfW3cUFZ48Mb1PfDbb+WYTN75mjBNcTgqtpXb5ZgGhD9wl5Tov3fBVLjV0K5wOHlSv3jiK7TaaRz3lCnS4pyVJccns730EtCli0yeduONFfdPaaleufbUnQhEbOCusW4d4r77Ti7OP/KI/E6o3wsr8sX+/dYuGRzBGLjtKtzjuO0QuBs1kpnFgeADt6q4nHuu8a/p2BF47jk5AM+fL1dHa9WSNvvhwz1fFTx+XG/Z9BW4k5IkhAAyNslMKnD37w+cc468qXz+ubmvQcIu4x3tGLgPHJAxtwBw773un4uWidNUO3nz5vr/ya6Bu0kTaausVUuqGs8+K+NSu3cH3nrL+HCdvDygVy/g++/l5O3GG2XJnc8+k8oRYE3gVhUph0NC4ddfm/8a0WLPHpktPy5OllPyRbWVq+XB7DJMBgh/4N62TV47JUUPWv40bCg/9/z8wEPssWOyLnpRUeDbWp5qJ09IkOKNN3YJ3Lm5+vjiJ5/0vc3BSk6WYTWpqdK9+MUX7p/ftUveQxMTpfPDE7MD9+HDskTXjBnSwRlstVnTfL7/t/z4Y7kzbJh+Uei00+TW7HHcxcXSxt++vd5lQWUYuO2KgVuqYR06yP1gAndxsR6CAwncSlyczGw+ebKE70aN5GRm0qSKz/35Z7lK2rSp3m7vzXXXye3nn8vVaDMUFOi/K23aAFdfLffZVm4Nu5yc2nFZsLfekp9Pp05y4cdVtARu1U7eunX4x/YVFekVa0+BG5D1aHftknB88cVybFu0CLj1VjleGJlgceZMGX/fsKGcqE2dKl8L6HNfLF1q7jhuTdOPa1dcIbdqXfdAbdgADBkiwSZaqep2mzb+l1C66CIJZevXy8/YLhcRgfDPUq7+npo3r7hKizdJSfqxIJBx3AcPSgfeJZfIkLZA5o3xxHXCNE9D2xS7BO5Jk+QibYsWcjyySk4OMHKk3B8zxv13S3VcNWyov6d6+npALmqZ8Xv5xBPA7bdLV+Xpp8vfa/36cs45fLhs4/PPS3v9t98Cv/0mFzinT5ex7jfcIJ1GGRlAlSpSGCrXOeZYuhR1fvsNmqpuK82by63Z47g3b5Zz5EOHgHffNfd7RwEGbrsK98RpRgP3X3+ZP1GOOmg0aqQH7lWrAh9/uGqVBNrq1Y3PNOpNWhrw73/L/UmT3GdRB4y1kyvdusnB+/hx807+1q+XcZTVq8s+u+oqefznn6WqReayS/ul3ZYFKy4G/vMfuf+Pf1Q84YuWlnJV4W7VSj8RO3Ys+MkdQ7Fhg1xwyciQYS/eJCdL+/fXX8tJ0cSJMtnZzp0Snv356CO5vf76im2XTZvKaxcXmzuO+9AhvYX8oYfkdvbswH/OCxbIxZ+PPwYefNC87bMbI+O3lWrVpMsBkJ+pXS4iAuGvcAc6YZqi/i6Mnrfl5gL9+ukdKrNnS+gO5UK8v/Hbihq2GM7AvWuXvnrLxIn6frfKQw/JJJfr1wNvvqk/7m/8NiAXKBIT5SKgGedU6m+1WTN9X+3eLedsU6fKz2PUKOkk6t9frxwPGiTh+f33paB04oS+BGfz5nLR4tRFyrinnwYAaDfcoFe3Aesq3K7LT77+eniHVtgQA7ddqT+OcFe4Pc1SDsjJVU6OnOiricnM4tpS3ry5nADk5wf+s1Anfl26GL9K7cugQTJes6BAP/lTAgnccXF6C+YHH4S+XYDeTt6mjYScnBxZa9XktnLHokUygVyss1vgtkuF+/33peUuMxO45pqKn4/GCnd6uoQXIDxt5a4zlPuqaLmqV0+OYaqV83//831ydPSoPtZ3yJCKn3dd4cHMtnIVXLKzZUxy8+aBt5W/+65Uc1Xlb+1ae1zwWbNGhlyYuXyjkRnKXbm2ldupwh3uWcoDnTBNCWSm8vx8qWqvWCEhcMoUubD/3XcyO3ewhQx/S4Ipdpg07Ykn5OJCt26hz0huREaGvCYg7evqwp06Hngbvw3IeZtZbeVOp37cnjlTLpIcOiQdQtOmAU8/Ddx/P3DttXLsUpMcVq8uF9NuuEGq3NOny/Fs3jx5XkmJdJi1bAlcfjnivvsOzrg4lKoJ6RSrKtyugXv9evPnKYpwDNx2Fc6W8hMn9PEk3ircDoc+O6/ZAcw1cCckyFU9IPC28mDGb/vicMjkG3Fx0qqtZnc9elRvrTcSuAE9cH/zjbRphso1cCuqrVyN4fGkuFj2twEpBw8ivm9fuSIf60tK2OXk1E4t5SUl+lqnDz7ouVLmGrgj+eq3a4UbCO+EOmvWyG27doF/7eDBMq5x7Vq9HdmTGTOkitK2rX48Ls+KwK3e/5o1k+Ovmv/CSFu50ynrjw8bJse5wYPl4ivge3mgyvLss8Brr+nLFoVK04xNmOZKTZw2d67+PsQKd/AVbqOBu7BQWol//llC4HffAbfdJr+XVarIOdWllwYXugMN3GZUuJ99Vi7Effih4fMJrFkDvPOO3H/uOeMXC0N1xx0SOPfv17sW1QVgXxVuwLzj/LZtco6dlKSH35o15e926FCpYL/0khRk5syR1YB275a/0WXL5CLi2LEyzKZVKykEzZkjkwT37y+FsK++kk3t2dO9ug1YX+FW50Wvv27u949wDNx2pQL3jh3mTKQRCHXFPS3N9ziw3r3l1szArWnuY7iB4Mdxmx24AZlQ7bbb5P7998uBbcECOblr0UIqMUacfrqcIBcVmbNetqfAfdVV8ia2aJG0jZa3d68MDcjJqdgi70HTr7+Go6hI/q9GWlCjmd0q3HZoKf/gAwlItWsDd9/t+TlqfoO8PP+TqqxbF/7xhZ4cOqRXhdRQFfX/CmeF29v4bV+qVZMTf0Cq3N6oSfA8VbcVK8Zxq+Ci3g9V4J492/eJfUGBnLieaqnE2LHSEq+qaHYI3OokX1WlQ7Vxo1z8TU72flGkvLZt5fhfUKBfQA73MQ2I7sBdUiLzuHz3nZxjzZqlT3B3/vnyeNWqwE8/yXwLgU6m5W8NbsWswH34sPx9ffyx/M1lZcnf6Wef+T4OjB4t5xJXXWXuOZo/iYnAhAly/9//ljHZRlrKAfMCt1rmtnVr/T3cDOeeK79Py5YBAwdC69gR6zwds1XIN3tpMBW4R4yQ2xkzOGO5CwZuu6pbVw7GTqf/9rfCQnOXf3Idv+3rqmOvXnL7xx/mnRjv3y9v/g6HPh5RBe5A1vzet09OaBwOvaphlqeekhPV338H3n47sHZyV6rKbcZs5Z4Cd/36+hi98uvX7t8v++/PP+UkTZ2YepObi8bff69/PHWq/G7GKruMd7RLS3lJif47NGqUVGk8SUnRL0r5aivfvFkuSqmWVztR7eQ5OfoFyUBOxMy+gBpK4AZkgh5AQrWnCZv279eXQ/QVuK0Yx60q3CrIdOgg1ZmCAu9t5UeOyDJlH38sfx9vvy3tl3FxekX3xx9Dn5wqVGqSveXLzen2UNXtM84wPhbW4dD/xtS44VgP3Pn5+t9xoHO/+AvcTqdMYPj551Ld/OKLikuWdusmoTs9XbpFBgwI7AKW0THcJgVuhzr+ZGTIhbGTJ+V8Y/BgeY1LL5WK7UcfSVW7uFguJsyaJX+f48eH9PpBufJKmdMhP19aywMN3KFOkBlKV5IRZ50FzJiBkmXLcFKN1Xdl1dJg6r1x8GAJ/yUlcvwlAAzc9uVwGG9PuuEGqbD89JM5r+1vwjQlK0sPw77Wpw6AQx3IsrPlDQkIrsKtTvjatNHHV5olM1MO0gDw8MP6sirBBu5582TykGAVFemtQa6BG/A8W/nBgzIc4K+/9Kvg77zj88Ab9+abSMzPh9aihYwj2rEjdsfnaJr9KtzhDtwffSS/g7VqAffc4/u5RsZxz5snv9e//Wa/dU9dx28rRgP35MlyIfVUu1/ICgv14R3BBu6ePWX7jx6V8YTlffqpBIXOnfVWRE+sGMft2lKuXsNXW3lhobRZ/vKLHKe+/x646Sb986efLu8t+fnSzuuPVYGvpESfeOngQXNmuA9kwjRX6iKEEu6LiEB4A7d6L61Z03+VuDx1zrZrl/4e4WrCBGkHjo+XC0KqS7C8rl3ldzcjQzoPXCf48ieYlvIQLviUBe7zzpOf3a+/yvwQjRpJ9fTrryVUX3utdF5UqSITwwEys7aqtlYmh0Pa2AH52fpbg1sxq8JtdeA2wuy28sOH5VgGSGfInXfK/SlT7NGBZwMM3HZmZBx3aakEvuJi+QU346q90cANmN9WXr6dHJCTJEDaotWbiT9LlsitVa1K99wjY2cOHtTbz9TJplGNGkkFWtP0GYCDsXGjnMBVrVpxluJBg+TN5Zdf5E3l8GHZZ6tXyyQcixfLmOzSUu9V7qIixL3yCgCg9J//1KtcavxVrHGtUIY7cNthDLfr784//+l/OSL1t+0rcKvl/ABg/vyQNs905cdvA8YrH59/Lj+vp54yZ1vWrZPvV7269/Vj/VFragOe28rVsenaa/1/L7MDt7rY7DoGUQXuWbPc28qdTgnX8+dLdXDu3IoXQV0ruupCqTfffisXR156KaT/gke7d7t3CPkaP29UoBOmKb16uVfEw31MA8K7LFiw7eSADKepWtV9aJyyb5/eyvz663ro9Oacc/RJDWfMML4NRgO3qnwWF8sKC8FSgbtdO/n76tRJZtjeskV+J//v/2T5q3PPlb/L4mKZrKxaNZljIVy6d5d94HTKv6Qk/+e8ZreUGx36YQWzJ05T7eQNGsjfwODB8ju4fbscS4mB29aMzFS+bp0+BmPDBv2AHopgA7cJbXEO1wnTlGrV9CuPRqvcVozfdpWYCLz4ov5xmzbeZ3T3xYy2chUAPM1SXK+ejAsDgDfekP31+++yrT/9JCcV6k393Xf1kw1XH38Mx65dKKhRA9rQoXoL6vTpob1RRyrXykW4T07ViWk42/s//liOQzVryqzL/qi/ZV9DZVwDiJmTcJkhlAq3OtH69Vdzxu66tpOHMunQsGFy++237mPutm+XVSgcDs+zzpdn5jjuggK980ddfAZkHo1mzeTzrqH5kUekLT4hQVpaO3b0/H1V4PY3jvtf/5ILWa7dQWYpf2Em1MBdXKxP3BlohbtqVf09AmCFO5TA7asz8amn5Fzt7LOlrdyIyy6T259/Nl5sMBq4U1IkAAMhzVTucA3cbp9wyO/iP/4hS1YtXiznC1u3yt/t8uV6lT1cJkzQL1o3auR/NRszAndRkf4eEk0VbhW41TCM1FT9XNGsiSEjHAO3nRmpcK9YIbeqbXrCBP2POVhq0jQjAbJ7d7kyuHOn57AWKHUi4hq4gcDGcRcX6ycwVk7G0a+fLOsBeG8N82fwYDlBXLlSD86B8jR+25U6UX76aWnRzcyUIQCqQnf22fL/cDrlJNOVppW1Xm2++GIJmGefLV978qSx2YKjjR0Dd7gq3K7V7REj9BM4X/y1lBcWul9Ys1vg9lXh3rHD+4XH/fvdx0u+9lro2xLq+G2leXMZO+p0ytJuigqb550nc0L4Y+Y47q1b5WeZni6VQ8VTW/nrr8tMyYBcWOzTx/v3vegi+btZt877cK0VK/Tt//1381sizQ7ca9bIBYhq1YJr0XVtKw/3MQ0I77JgoQRuwHPg3rhRQicg1V+jF8eaNpVQpjoZjTA6aRqgn2epjsBAaZr3wO2JwyGv2b9/eFrJy2vVSp8E1/WinjfqOH/wYPBrpW/YIL/X6en6ZJvhYFWF23XegzvukNtZswxNzBvtGLjtzEjgVq2Xw4fLm6ZqLQ+l2hxIhTstTZ+Yy4S2co8VbiCwcdyrVsnBsHr1wCc9CdTUqcDzzwOPPx7c19euDfTtK/eDXZPbX+C+8kr9ym2tWsAPP1Q8QVdB+4MP3IP/nDnA6tXQqlTB1n795DGHQx8X6Wtm42ilAndiojnru4fi1NV5R7gC92efye9L9epSyTDCX0v56tVyHMvIkJ/vpk2eZ9kPh4ICfbtdA7caynHypPdKlKpup6XJ7ccf62PegmVW4Ab0aoTrmtxqdnIj7eSAHBtUG3eoF0pcJ0wrH1BU4P7mG7kooOYNePJJ/f/hTbVq+kRV3qrcr76q3z95MvSL2OWpwK3e11asCK1LRQX2s84K7pjkGrhZ4ZbbYM8d1AVF18D96KMSsvr3D3zomZpZ3+i8D0YnTQP0v6Mg38dTjhyB48gR+Z1zPR5GkmeflRnT1ZKWvtSooR+/g31Pch2/XVlLoXlidYUbkItWvXrJ+8kbb5jzOhGMgdvOVODevNl7gFYV7s6dpWKSmipj2N59N/jXDSRwA6aO4y6bNK38bJGqPdBI4FaViS5drA9ENWsCI0cae3Pz5rrr5PaDD4K7UOIvcNepA9x6q/xMf/hBHxPv6owzZLIhTdMnhAPKqtvOW25BsevY3Ouvl5/tokXmr+Vod3ZZgxsI77JgTqc+FnnECOOTE6oT0m3bPIcMdRHx3HP15XLsMo57/Xr5G6le3b0DKCVFb4/01m6oAnffvvL/KiwMfQZXMwO3WpP7r79kH6xfLx0x8fEyF4RRZo3jLj9hmqszzpAgfvKkdPA4ncDNNxu/8KkCpqeq4cGD+oUGNc71t98C23Z/1Ptc//7yM8/NDa1DLNgJ05SWLeV9ISGh4jwg4RCuwK1penAwq8K9YoVcXHM4ghvyp9rKZ8/2PBFbeUZbygF9KMlPPwVVgUxXX9O8uT0u1ASjWjUJ3eq9xheHI/S2cvU+EM52csD8pcE8BW5AnzztzTfDt8yfTTBw25kaU3LypOdlv0pK9HFbnTtLoFJh6Z//DL56Emzgnjs3tD8o14lGvFW4//rL/7I6Vo/fNttll8nMnZs3B97aVVKiH+i8BW5A2tm2bPE+rhHQf3c++UTeFFaulIAeHw9n+epldrZemY+1NbntMkM5EN6W8s8/l8BXrRpw333Gvy4nR0Kct+UMVbWuc2fzJ+EKlap0tmpVsTrh70TMdaIcVZF9/fXgL5acPKm3A5px8lZ+TW41WVrv3nrwNMKscdzl1+B25dpWDsix6PXXjVeM1DjuuXMrtoa+9Zb8bnbqpFf21YVts6jA3bSpXDwAQmsrD3bCNMXhkL+xDRuCm4vEbOEK3IcOybJygO8Z+X0pH7jHjJHb667Tz2MC0bmzzMVy4oT/lUFOntR/n40E7kaNZAk9IKgiTYb6PQ53eKxMoQZuO8xQDsjvR40acj/UpcFKSvTCS/nAffnlkiX27ZNl8GIYA7edJSXpf9ye/iD+/ltOaKpW1a/GjhghJ3SHDsnSDIHStMADd8eO8sd7/HhIJw2JeXlwHD8uH5Qf29K4sbSYuk444U2kBe4qVfQTXTXOy6gtW+TkMDW14kWKQJ1+ur6M2BNPSKs8II95+t6qdXPq1Ohc9mH1ajlZKl/Bt8sa3EB4A7dqwXvgAan4GuVaRfPUVu7aHtujh9y3S4VbDbdwnTBN8TdTuWvgHjJETna2bAl+Bte//5bjda1a5k0+pP6mP/hAn8jR19rbnjRpIj+LUMdxl1+Du7wbb5T3yE6dZCy30bWnATnZbdAAOHkSjgUL9MdLS4H//Efu33uvfG/Augp3w4Z6VTrY9868PL3TIdgKNyC/j/7WIa4s4ZqlXHUZ5OTorcOBcg3cc+bIReukpOBXJoiL06vc/trK1cWC+Hg5XzLCdShJgMMa0mMxcKtz07lzZcm2NWtkckejY7rtErgB88Zxb90qf6spKRXP3RMTpcMSiPnJ0xi47c7XOG511f3MM/XW6cREPbS9807gJ6pHjuhvckavdMfHyzgNIKS28lQ1oVBmZsU3O4dDb4X21Va+b5+cxDoc0lIeKVTF68MP9UnrjFDt5K1amdM+/8QT8rObMUOvcD34oOfnXnaZBK2dO81bA94ODh+W8cgdO8oEN1de6R5o7VThVjOsVvYFj9xc/e/QyMzk5XmbqTw/Xw8PnTvL/BBxcXLRI5S16s3iWuEuz1flw+nU/1/t28vxTc2DoAJeoMyaodyV65rc69fL77i/5YvKM2s9bl8VbkA6erZvl1BvZLI+Vy7Lgzm++05/fOZM+Z61akmrumozXbnS3JUAzAzcv/0m25adbWxiu0gQrgp3qBOmAfpFi+PH9WPjXXeFdjHDNXD7GnbmOn7b6DHhyivl72fzZlmRIAAxWeFWxYepU+WCcPv2cvEuLU26hL780vvX5uXpx7VwLgmmqMAd6rBA12EYns5Db7tNHp8713+XRhRj4LY7X4FbjXXs3Nn98XPP1WcHvPNOY+N+FFXdrl49sEBhwjjuNLU0hbc3JiPjuFVLdps2xseU2kGXLvKvqCiwKre/8duBatNGb6MsLZULKarlsbyUFP250TB5Wmmp/OxbtJBJk5xOOfFbs0baVRU7juGu7Aq3ujhWtar7DNJGeZupXAWbevUkPFSvrv/+VVaVe/t27+HKSIXbU+DevFkuJqSk6K2qd90lt7Nne58t2xczx28r8fHADTfoHw8YENxxNNTA7XR6XoO7vDp1Aqtsuzo1jjvOtcNATZZ2663SNdSqldyeOGHeXBXHjunLKebk6IH799+DC5iuHSHRQl3s373b2MokZlEX9ULpFktJ0S98rF8vYfaRR0LbrgsvlE64Xbt8d1sEMn5bqVJF72wL5H3c6YzNCvfw4TKc5Zxz5FwhM1O/8J2bK+uOe/PXX3LBJCsrsGE6VlHvRaFWuL2N31YaNtQzyf33h29VlTBj4LY7I4Fbtb25mjBB/qj//rts4itDVHXVaDu5ctFFcrtkiRx0gpCmTuK9vdkZmak80trJXalxsJMn+x+nrpgduAGpcqurlN6q20q0rMm9cKFcuLrzTqkStG0rrYDqzfOxx/Q5EexU4Q5X4A5k6UBPvM1U7ukiYmWO4545U44/qgXOldOpn1h4qnCrVjoPgduh2gjbtNFPzk47TcYea5r7BR2jrAjcgD6REmB8dvLyQh3HvWePXNiKj7du6ZxevYDERDg2bkSV3bvlYsqPP8qxT10MSUhwn0ncDOr3o2ZNuWB12mlyUaOgQN+nnqxfDzz8sJy4XnON/O506aIP7Qh2/LYdNWggQxk0DfGPPVZ5rxvocDpvXC8SPfRQ6OEqJUWWIQV8V1CDCdyA3m3zySdyccmIrVuRUFgILSkp+PHukahhQ/k5/fKLvB/s3y8XytSQoQULvJ8L2amdHDC/wu1rZv+nnpJhK6tXA1OmhPZ6EYqB2+5cZyp3VVKiX/ktX+EG5Bf7pZfk/tNPG7+CFewbTpMmsq2lpUFXolJVhdtf4P79d+9tVZEcuK+6Sip7e/caX9/aisDdooWsxfvCC77XswWkqtKmjZwsqjV7I83cubLO8O+/S0X15Zel0tqrl7RCdeggLbaqSmGnMdwqvEVa4PbWUu6pWleZ47inT5fbd96puGTUtm3ye56UpG+/Kx8V7rLAXb6NUA0leeutwNd1tSpwt2ghc4Fceqn8C0ao47jV+12jRsFXsP1JT5e/ewB1fvsNceqix2WXub8HmT2OW/1+qN+XuDj9PdxXW/n118uF9ClT5Fj7/fcyWdrhw9I+rCaxjBZPPw0kJCDuu+9Qe9WqynlNswN3nTryt2QG1VZuReDu2lVCc16eTIZpQNn6261a6Rd+Y5XDISG6VSt5L/7+e8/P8/Y+EC6VVeEGZJiOWn72sce8L58ZxRi47U4duMtXuP/6S07+MjK8X10cMkRavQsL5Yq9kSWnQnnDCbGt3G+Fu107OTk5eFAqIOUVF+snLJEYuJOSgLvvlvsvv+x/fzmdeourmYEbkMrWiBH+x4E5HO6TrkSi996T2379pIp03336SX58PPDKK3L/jTfkpNuOFe7KHsOtAnewk3V5ayn3VOE+7zz5PVu/XlpMreQ6gdadd7pXe9T47ebNPZ9gqgC1a1eFlnSvgXvAADneHT4sSwcZlZ+v/+zMDtyAXGz76qvgLyqFOo7b34RpZjk1jjt70SLEqeNA+TkJVOA2q8LtOn5b8Re4V6yQzyUlyWoSL78sY0i//FIuRG3b5rnTLZI1a1a2pFCbd98NbsnMQJkVuAcOlHOz//s/adk2w8UXy/nPqlUVL1Qqagx3rVqBfe8g3sdV4NasOP5EqksukduZMz1/3i5Lgimqwr1rV2grSqj3Rn9r1995p/zfDx/2v4SjpkXdMmIM3HanKtwHDsgkHIo6MXWdMK08h0Pak1NSpD1WrS3qix0Ct7cx3Kmp+h+0p7byVaukSlS9uv8/fLu64w4JcsuXSzumL9u2yf83Kcn6E1Nfrr9eftcWLw5swjc70DT99/WBBzy3/p13nlyA0DSZTE1VIu0UuCOtwq3+xrdv17f92DH9SrlrhbuyxnHv2iWV1bg4CUPbtwOPPqp/3tf4bUC6U+Li5CSh3N+B18AdH6+vUxrI5Glr18rvY2amPcYCeqIC95w5gV8Q8rUGt5lOjeOutXYtHCdOSIVKLZOkqInT1ORkofIUuP1NnKbm9bjqKhnyc999Mkv7ZZcB55+vX+yJNo89Bq1qVdTYuBEOg5XXkJgZuI8e1cdGm6FWLZlEEvA+W3mwFW5Afp/U8nAG5pRg4PZABe5Zszwf8+zWUu66NFiwVe5jx/T3O3/n3QkJ+jC9yZP1CxDlHTwoy4mNHBncNtkUA7fdVaumX610rXKrq+2e2sldNWumnzSOGKEvG+FNKG84PXvKCefff8vM1QHy21IO+B7HrVoXu3QxZ8bucMjM1MdNvvyy7+eqdvKWLcPb0lWvnl5lW7w4fNsRjHXr5Hc1KamsvdSjSZNkFtLFi/UKgB0Cd7hmKQ81cGdny8+8tFSfqEi17DZuXHEitsoYx/3zz3J7xhnSzQDIyYG68OVrhnJA/gazs+W+y9JgcYWF+smMp1bCW26Rn8Xy5cZnqrbbiZsnruO4mzaVscZGL8gZmTDNDK1bQ3MNvvfeW7Grp00b+VvPzQ1ucrvyfAXu1asrDi04dkyWaQP0izOxIisLzlMt2fGPP259xcuswA2Yt3KAq8svl1srAndOjj4Xj4E1ucsCt52PQZWtWze5QHzokD6Br3LokN6ZaaeLFKEuDaYukteta2wpup49gUGD5OLl/fdX7Fz54QdZkWjmTHkf3rYtuO2yoQhNJTHG08Rp3mYo9+TBB6Uqs3+/rCvsSyhvODVq6Nvzww+BfW1eHpJVBd9I4J43T8YbuYrk8duu7r9fbj/7zPdSSFaM3w5Wt25yu2hReLcjUOr3tHt33+uuNmigj+FWoc8OY7jD3VIebOCOi9P/zlVrtAqbno5pKrxZWeFW7eTnnSdzF9x4o5wM3HqrTGLor8INeBzHnb5zJxxOp1w49XRczczUK2FGq9xWjd82U9OmMua4Vi29WyAnR4Y6LVjgu0W4sircDgecpyaj0tLTZZ+Xl5ioL0lpxjhuT4E7J0eGZ5SWVpyVe9o0ea9r3VqvcMYQ5wMPoKBaNTg2bgTefNO6FzpxQh9CYkbgtoIK3PPnSwW9vFACN6BPnuZvTe7i4rKgxQq3i4SEsmEq+Ppr98+pY3bjxoEvY2glNSQ12InTfE0k6s2//y3nT3Pn6vOmFBXJBIO9e8uFidat5WJtKCsG2AwDdyQoP3FacbFe4TUybispSZ8Fd8oU31VIFbiDPZEOtq381FUsrVo138vQqP/vd9/JCcr118vkRiUl0RO4O3aUNsGSEt8n4HYK3F27ym2kBW71e6p+b30ZOdI9ANihwh2pLeVAxZnKfS1vpMZxr1vnef4GM6jAff75cvvCCxKG16yRDgd/FW7A40zlGeoKffv23qteau6Gjz7Sx2H6ojqc7H6yO2aMdJC8+64cl4uLZax6jx7SHu0tdPtbg9tE2k03oSQlBc6HHvJ+ImzmOG5Pgdvh8NxW7jqD/Z13WlM1tbv0dKy/5hq5P26c8Vm0A6WOaWlpMnu8HTVrJu/3JSXStqxomhy/VCEm0DHcihp7vm2b74ubGzbAUVyMkpQU61YRiFRqosny47jtNn5bMavCHcgwzsaN9RVw/vlPGQ7atau+otIdd8jvsiqwRQkG7khQvsL9558ycVO1asZPSM4/H7j5Zrl/xx3eW7OCXRZMUcFl1iyZ6dkghzop9Xc168ILpWpy2mkyycO0aTIOLztbTtwdDmkpj3RqibD//tf77MV2Ctyqwr1ihb5OtZl27zb/RKu4WK6wAnornS8pKcCLL+ofM3CHFrjLz1Tuq2unenW5EAVYU+U+eFCvQKgqYq1a+rCOf/1LXxbO14mFhwq3W+D25pxzpJW9oEBmSPflzz+Bn36SY12vXr6fawcpKbK29+LF8p5w++3yezt9uuc1lo8flzlLgEqZm0Lr1AnffPQRnKNHe3+S6zjuUJSW6sOtygcVT4H7l1/kRD011X199BiztXdvaM2ayXHH9RhsJtfuPjtf2HBtK9c04Jtv5JjVo4cE5eRkvSMjUKmp0oEC+J487dSQltxGjez9swqHvn1lqNeff7pPCmrXYUChLg0WTOAGgNGjpXNw2zYJ1itWSGfG9OlykdFXx2GEYuCOBOVnKnc9MQ3kYDdpkoyNXLNGqjfllZbqJzrBBu5zz5UAePSo3H/rLUOzizpOXfXX/F0tjY+Xqsn69TJG5t575f+ktrttW98V8khx+eVyQnbokOfJ7jTNXoG7aVMJX8XF+u+nWTZvlgtLAwea+32XLZOT+5o19Um5/LnkEn091OrVzd2eYJwaw+2o7JZyNcGhGYF7yxb5+1XB21vXjpVt5QsXym2bNu6TkA0ZIhf01AXKhg19zzocbOB2OPQlwiZP9t3OOWmS3F55pX6yFCk6dpSLiFdeKR9PnVrxOep9rnZtY2MCK4NrhTuU2bL37pWLY/HxMveFK0+BW1W3hwzRJzeKQVpiIkrHjZMPJk3S3+/NZOb4bSup5cG++Ubety65RC5mJSVJF8Rff4V2TqDayj/7TOYt8EQFbla3K6pZUy9AfPON/rjdlgRTQl0azOgM5eVVqaJXtAF5f//jD+CKK4LbjgjAwB0Jyle4VaAJdBmQWrWA55+X++PGVfwDO3BATvTi4oKf+TYpSSYfuvhiqcLfeqtU1v0tOaBayo2O11CV7Fdekern11/LDNKBzPRrZwkJ+vI0npYI27lTKr4JCd6XhatMDod147h//FEqfz/+6HGN46CpdvJevfTJx/xxOCQkPPGEPtY+nMJR4T55Ul8xwayWctWq26KF9wtmVk6cpiZMKz9xnlrpQYVsX+O3geADNyCTJVavLheYvvvO83O2bdMn0PJVkbU7NVb6gw8qdltV1oRpgWjbVsZyHzkS2iQ+qp28QYOKxxwVuNetk6Bz6JCstw3E3mRpHmhXXSXnPCdOyBrdZouUwH322bKNJ05IQKlSBRg1So6jkyeH/nfTpYsc5/LzPV8QA8rC43EGbs/Kt5Vrmv0r3MEsDVZaqlfGg1kZ6JprgJdekguLP/wgx8UoxsAdCVTg3r5dTk6MzlDuyQ03SMA4eRIYNsx9siX1hpOZaTyAeFKzprQ7jR8v4f1//5Nqt4+WFYencW1GJSZKwP+///M903SkufVWaatZtUpOxl0rx6q63by5XOSwAzWO2+yZyl0rPq5XjEOlJkwzMn7bVVaWrIVrh6V4whG4VTt5cnJok7+4tpT7Gr+tqHHcf/+tH6sAafWeOFFORNWa6YEqP37bVcOG0sbqcEi7oC/lA/ehQ0hRK0P4G2+dlqZXl157zfNznn9e9nWvXr5/VnbXp4/8HR04UPHiQmVNmBaI5GT9gkko47jV74WnY0dmpj6kasUKGfdeWChVzEje12aJi9OD9gcfmL8ud6QE7rg44LHHJOA8+aScFz73nL5CQqgcDileAHI89dRtwwq3b2p5sHnz5OL0rl3S9Rkfb78la12XBnOdmNmI7dvlGJWU5H05X18cDilc3HFHaJkjQjBwR4J69WQcnLqapCZMCyZwOxzS5p2eLsHo3//WP2fmG05cHDB2rISarCwJjZ06AV9+6fn5gVa4Y0GNGvIzBGSiobPOktAxY4Y+AYcd2skVVeFevNjckyHXCw3lJyIJVm6uvmxHoIHbTtSbVDgCd506oY3fU4F71y69K8LXMa1GDX0SlfnzZUjAsGFyVXzMGAntTzwR+M/i+HF9bK63C3a33SYzAD/wgO/vpYLUnj1AUVHZ+ttakybGLk7cdZfczprlPv4PkHCqZmn2t9qE3SUmAtddJ/fLL0FUiROmBcSMcdz+Liyr3/9lyzhZmicXXCAXGQ8eNLfbCYicwA3IJIt//y3Hu2BnJPflhhuk02jDBpmU1tXJk2Xdkcd5vuZZy5bSeVhUJJ10qrrdooU95n4pL9hx3Gr89mmnxURgDhUDdySIi9PbhL76SqrcNWoEd0UJkKvoajKgxx+XMAyEPkO5Jz17ykQ5550nJ7bXXKOP1XRRVuHmAdzdo49K4Lz+ejnRWLhQxj+qdlI7Be4zz5QLQwcPyhh7MxQU6BcXAGkrL78cXDDmzZMLWKedFvzfkR2EY1kwMyZMA6Sil5YmF2d++kke81fJU23lt90mrY+qCtipk5wgHjlScf1TfxYvlipOkya+uxaqV/cffDIz5Wq/pgG7d+uB2+hs4s2bS/XXdXZq5ZVX5GS3c+fImCzNH9VW/uWXst8UVWWxU0s5YM5M5f4Ct/r9/89/5Bhatap0N5FISdE7RcyYMd5VJAVuq1WtKh12gHQOulq7FtA0aLVrozAa5suxgsOhV7m//tq+47eVYMdxB7MkWAxj4I4U6uTj44/lNtAJ08obPlwm3ygqkhOfoqLQZyj3JjtbgtIFF8jJcfmxh4WFcJxa6sfvpGmxqFMn4L33pAvg4YflirZq87LTATwpST9hNGsc9x9/SMUyM1MCUWFh4Gu8e6LGbxuZndzOwtlSHmrgdjj0ix3FxXJhUc1E7k3PnnJ7/Lj8vt1wgwTs5ctlWAkQ+LADX+3kgYqLc2srLwvcgYzbU0uEvfWWPuP/8eN6u/yYMdFR8ezQQY5fRUX6WGXAni3lgHuFO9gOHqOBWz3v+uvttWavHaguAAZua917rxzPvv9eQrbiehExGo5DVlHjuL/5Ru9Ktdv4bSXUCrfd2uRtioE7UqiTD7WMSjDt5K4cDlmTu3ZtORiMG2ftG05iokyO4HDIyZVrIDt1clGSlCTbQ55lZwPPPCOtdFOmyPgtu83oaPY4btVOftZZ7leMQxXI+tt2FsmBG9DbygGpXPmaARyQUP344zJmW63v3KWLHFeCDdzeJkwLlus47mAC9yWX6CsUqCA6ZYqMAWzRwvzZ+sPF4ZAhAYDeVl5Sok9KZrcK9+mnS9vkgQP60l6B8he4y0+EysnSKjJzTXRXDNzuGjfWZ0R3nRsj0K6dWNW9u6yysH8/8MUX8phdA3eoFW4GbkMYuCNF+av9gc5Q7kmdOnrb4rPP6pPXWPWG06GD3qb0wAN6lfbUCdbJrCxeMTUiLU1aap94Qg9cdmH2TOVqMq3OnfUrxl9/7XvZJH927JA3irg4Wdc9kqlxU6H8PAJlZuB2bec3chExPl4uDj70UMWVFPr1k326erUebPwpKACWLpX7ZlS4AT1wb98Ox6m1vQMK3PHxMokMIJOnFRbqyziOHh1dY+WGDpV9tnixVFe2b5fhEcnJ5k0CZRbXduZgx3H7C9zVquknr+eco89ZQDqzlmhz5XRa1+EXydRKHFOn6sM+VHs0A7dvSUn6JJsnTsitnToSXXmqcO/dK8N9xo6VyQo9XdQPdkmwGMXAHSnKB+5QK9zKoEHStuZ06m1DVr7hPPWUtMj9+ivw/vvy2KnAnZ+VZd3rUuU491y5/ftvqdCFynXN+R495Hdn797QqhuqJf2ss+yxlnYooqnCHepMzDVr6r9/s2YZ+5ply6SluW5d85bXU4F74UI4TpxAaUJC4Otl33qrdAUtWyYXJ3fvBurX1ycaixb16smYdUCGzbiO346z4elJKNXVvDz9mOhr6JTq5Bk1KvDXiAWnny7HvVA6Dco7ckRfno7nIboePeTnnZ8vQ1wAVrgDoYoEAJCa6v5+ZyeuS4MNGSLbWa+edFM9+6zMin/rre4X9o8fl/clgIHbIBu+o5FHroG7du3gls/y5pVX5GROsTJw16kjE4EBcuUsL08P3MGu/U32Ubu2fvANta38xAn9IlDnzu5XjEOZrTxa2smB8ATu/fvl1m6BG9DDitG2ctfx22Z116jAfWoiuBMNGkh4DkRWFjB4sNxXXUgjR9pzhttQqcnT3ntPb2m0Wzu5EspM5WpW7YwM72vNA7Kc5pYtcjGcKnLtNHBdwSIUqp28Zs3o/BsLlsMB3Hef3H/1VVmp4dTvsWanCVvtqn9//cJhmzb27U6qWVOf7f7jj2ViY4dDWuCHDpXtnjpVOh5UV4maGDczU19WjHxi4I4UjRvrJ4SdOpnbel29OvDOO/rHruHbCvffLyfau3cDkyaVzVp+koE7OrguDxaKlSvlimr9+nK1FdCvGAcbuJ3O4NfftiP1Bh6OWcrNqASpwJ2YaE67nRrH/eOPMqO3P2aP3wb0wH3q9XODXXnhnnv0+zVqyDCSaDRwoITQrVvlpA6w34RpSigVbn/t5Eqwa9rGErPHcXP8tndDhwK1aklhZMIEeaxBg8jvDqsMtWvrXVd2Hb+tvPiirIDz1FNyjnT0qAzPmjYN+N//JHO8+qpeMOP47YAxcEeK5GQ5yAHmtZO76t0bePttGavRooX5399VcjLw3HNyf9IkaZsEW8qjhlnjuF0nTFP695cD/++/B9dOuGqVtCJWqSJjJCNdpLeUd+gg45Wfe86cylK7dhJ4T54E5s71/dySEv131Kzx20CFQBV04D73XH3W9nvvjd7ZqlNT9Wq+Gk9v1wp3hw5Ssdq7V9ZaD4SqcHMljtCZPVM5A7d3qanA7bfL/Zdeklu7h0c7uf9++Rlec024t8S3G28EPv9cAnWvXnIRVLn+emDyZLk/fry0mXNJsIAxcEcS1c5m5smhq5tuAh55xJrvXd6VV8r/o6Cg7A+XgTtKqMC9fLmMjw2W64RpSmamfsU4mNnKVTt5jx5SSYp0lR24i4r0yXPMCNxxcdIyrSbnCVUgs5WvXClDWqpXN/cEstxa3kEHbocD+OADObl5+GETNszGVFu5YtcKd1oa0Lq13A807KkKt6+13skYsydOY+D27e67pZtKvc8wcBs3eLCMge/fP9xbEhp1YRyQ4aBvvCH3WeE2jIE7krz5pgSGaGiFdTikhcWlNZ4t5VGiRQtpQSsokFATLNcJ01yF0lYeTeO3Ab2lvLICtxq/nZBg33FbroHb18m4Gr993nnmTtBVrRpQtWrZh0EHbkDC3ejRMm41mnXv7j6e366BG9DD3qnOLMOMtpSTf2ZPnMbA7VuDBu5zCjBwx6ZRo2QCNUDv8GHgNoyBO5LUrg1cdFH0LJ115plSVQegJSaiwK4n8BQYh0NfjzvYtvKjR/UlKrwF7h9/lAqlUQUF+pjdaAncpyrcjsoaw+06ftuOs0gDstRbSoqMOfzrL+/Pc50wzUwOR1kVU6teHQW1apn7/aNRXBxwww36x3Yew3zBBXI7ZYq+3I8RDNzmcZ04zYy2cgZu/1y7kBi4Y9e4ce6/C2wpN8ymZ0wUM555BjjtNGiDBtn3BJ4CF+o4bnUS1aSJVMtdtWkjJ+SFhRK6jfr4Ywnd2dnyPaJBZbeUmzl+2yppaUDPnnLfW1u50wksXCj3zZwwTVGBu1276LlAarXhw2VuhbPOkjGPdnX99bKE3L59wPPPG/86Bm5zqU4DM2YqZ+D279xzZWmoSy/l+vCxzOEAXnhBJlcbM8a85TRjABMOhVfdusD69Sh9991wbwmZyTVwBzPGztOEaYrDEXhb+VtvATffLPeHDo2eEMTA7Zm/cdx//SVL3KSl6XNjmOlUqNJYCTKuSRPg77+B778P95b4lpioz9b83HN6WPPF6eSkaWYzc+I0Bm7/HA4Zt/vVV/r7DsWmuDiZXG3ChOg5l6oEDNwUfvyDjT6dOsmJ6b59sqZsoDxNmOZKBe6vv5aTWW80DZg4Ua7MO50SutXJcjSo7GXBIi1wL1qkT/KmHD8O3Hmn3O/ePfA1so249VagVy841UUeMiZSlhsaNAjo0kWGtPzrX/6ff+CAdOQ4HNYvuxkrzJw4jYGbiCzGwE1E5ktN1U+Igmkr9zZhmtKjhyyTtHev9wqH0ymTfIwZIx+PGSMTD0bT1Xn1f6mswK0mTbP7igKNG8sYz9JS4Lvv9Mdzc4F+/eR3snp1mQHcCl26yFqmalkvii4OhyxpCchYbrVEjjeqnTw725oLPLHIrInTiouBgwflPgM3EVmEgZuIrBHsOO4DB2TCK0AP7eUlJQF9+8r9KVOkFbWwUP98cbGMCX3hBfn4+eejs/2JLeXelW8rV2F78WIJ2z/8AJxxRtg2jyLc+edLp01pqf9l2zh+23xmTZymLiLGx1ecL4SIyCQM3ERkjWADt6put2wJZGR4f94ll8jtm2/K8kmpqVLZ7N1bTobfe09OoqZOBUaODHjzIwJbyr1TgXv2bGkr79sX+OUXWc7shx+8X8whMurZZ2U84/TpciHHG47ftoZrW3mwVDt5nTqcuJWILMOjCxFZQwXuNWsCa/nz106uXH21jJU94wxZ91jTpDL+ww/AkiUSwL/8ErjxxuC2PxKwwu1d165SyT50SE7Mlyxh2CZztWmjT8b40EPexxKrCvep2evJJGbMVM7x20RUCRi4icgaWVkyKRUAfPqp8a9TE6Z5mqHcVWqqzJr622/SLrx3ryz19L//AePHA0uX6lXOaMXA7V1Cgj7sYMsWoGZNWUbOilnJKXaNGyfHokWL5AKfJ2wpt4brTOXBTpzGwE1ElYCBm4isc801cvvxx8a/xmiF25XDISGwWzdg2DBg7FigfXvjXx+pfAXuJUuAV14JfQZfpaREn1woEgI3AAwcKLcqbHPMNpktO1sfsjJmjOe/RQZua5gxcRoDNxFVAgZuIrLOVVfJuLilS4GtW/0/f/duYM8e+RqGI/98jeEeOhS47z5ZOs0MBw9KeI+LA2rXNud7Wu3qq2UM/7JlnDGcrPPQQ/I3sW4d8OSTFS9yMXBbw4yJ0xi4iagSMHATkXXq1pUlvADgk0/8P1+1k7dtC6SlWbdd0cJbhXvrVn3989mzzXkt1U5eu7Ye9O0uLk7G8DdrFu4toWiWkSHDWADgmWeAe+/VL4IVFOh/Owzc5gt14jQGbiKqBAzcRGStQNrKg2knj2XeAve8efr9b781p608ksZvE1W2224DXn5Zhrf85z/S3XPypN7qnJYmQxvIXAzcRBQBGLiJyFqDBklF9LffgI0bfT/X6IRpJE5Vmh2lpe6h2jVwb9ni/+duhFqvNisr9O9FFI3uu086eZKTgS++AC66CFi5Uj7XsKGEcTKXa+AO5sIiAzcRVQIGbiKyVu3aQK9ect9XlVvTWOEOlKpwA4DTqd9XgVutY/7dd6G/FivcRP5ddRXw/feyJN3ixcANN8jjbCe3hpo4bf/+4CZOY+AmokrAwE1E1jPSVv7HH7JmcmKinESRfy6BO04F7q1bZT3yhATg/vvlMQZuospz/vmyRGGDBkBhoTzGwG2N1NTgJ047cUL+AQzcRGQpBm4ist4VV0iQXr0a+Ouvip8vKQHuuEPuX3KJtGSSfy6TlznUJE2qun3WWdLODwA//aSf+AeLgZvIuLZtgV9+Adq1k4/VLZlPtZUvWSIXG3/5BZg+HXjtNeBf/wL+/NPz16ljWloaULVq5WwrEcUkBm4isl6NGkDfvnLfU5X7hRdk6aZq1WTtaDLGpcLtUBVuFbgvuEA6BerWBfLzgUWLQnstBm6iwDRoIOHvm2+AO+8M99ZELxW4J04EGjcGunaVi4333gs88QRw882ev861nZzj64nIQgzcRFQ5XNvKXSe3WbsWePxxuf/ii0D9+pW/bZHKNXCXr3BfcIGcRKoLHaG2lTNwEwWualVgwAB27Vipb19ZkxsAkpIkdJ97LjBwoDy2fDlw+HDFr+P4bSKqJAzcRFQ5LrtMTjrXrQNWrZLHSkuBm26Sduf+/YHhw8O6iREnTj+EO0pL3cdvd+0qn1CB+9tvQ3stBm4isqNmzWTStEOHZN3zLVtkwroZM4DWreUC7/z5Fb+OgZuIKgkDNxFVjowMqfQAelv5Cy8AS5fK56ZMYVtfoBwOfWkwpxMOdVJ51ln6mMTeveV5q1YBu3cH9zpOp74sGAM3EdlNerqsc17+PUStkPHjjxW/hoGbiCoJAzcRVR7XtvK1a4HHHpOPX3xRxjtS4E61lTtKSxGnAvcFF+ifr11bX2bt+++De43Dh6UbAQAyM4P7HkREle3CC+WWgZuIwoiBm4gqzyWXyIywmzdLtbuwUFqeb7op3FsWuU4F7jinE44FC+Qx18ANhD6OW1W3a9SQMZJERJHgggtk6M3ffwO7drl/joGbiCoJAzcRVZ4qVSR0AzLeOD0deOMNtpKH4lRLeZU9e+DYvt19/LaiAvecOXqlOhAcv01EkahGDeDMM+X+Tz+5f46Bm4gqCQM3EVUu1VYOyBjunJzwbUs0OFXhzvzjD/nYdfy2cs45suTaoUPAihWBvwYDNxFFKjWOm4GbiMKEgZuIKtfFF8uM5XfeCdxyS7i3JvKVD9zl28nVc9RJZzBt5QzcRBSpXMdxqyUpnU79uMbATUQWY+AmosqVnAx8+SUweTJbyc1wKnBX27JFPvYUuIHQxnEzcBNRpOreXeae2LED2LhRHjtyBCgulvtZWeHbNiKKCQzcRESRTC0LpmnQPI3fVlTgXrIEOHo0sNdg4CaiSJWWBpx7rtxXs5WrdvKaNeUiMBGRhRi4iYgi2akKNwBonsZvK40aAa1ayaRpnpbI8YWBm4giWflx3By/TUSViIGbiCiSuQbu88/3/VxV5f7228BeQwVutl4SUSRS47h/+knGbzNwE1ElYuAmIopkp1rKAUDr0cP3c/v1k9tvvwVWrgTWrgW2bJGTz6NHvS8Zxgo3EUWys8+W7p9Dh4BVqxi4iahSMXATEUWyUxVuZ3w8NDVO0Zvzz5fxijt3ytq0bdoATZsC9erJerVNmujhWtE0YP9+uc/ATUSRKDFRjn+ADKlh4CaiSsTATUQUyU4F7iPNmwNVqvh+bloa8MQTErKzsyVkp6bqn9+xAxg3zv1rcnOBwkK5z8BNRJFKjeNm4CaiSsbATUQUyU61lB9q187Y88eOBTZtAnbtAg4fBvLzZUyjmkxoyhRpNVdUxTs93T2cExFFEjWOe8ECubgIMHATUaVg4CYiimQ5OQCAvZ07B/89HA6gZ0/g8stlHPdDD+mf4/htIooGp58O1K4N5OUBixbJYwzcRFQJbBO4n332WTgcDjzwwAPh3hQiosjx7rsoXroUR1q1Cv17TZwoFfOvv9Yr3gzcRBQN4uLkwiIAlJTILQM3EVUCWwTu5cuX47///S9OP/30cG8KEVFkSU8HzjjDnO/VsiVw551yf9QoaTVn4CaiaKHGcSsM3ERUCcIeuE+cOIHrrrsOb7zxBmrUqBHuzSEiim1PPAFkZMiyYdOmcQ1uIooeahw3IN08tWqFb1uIKGYkhHsD7rnnHlx88cW46KKL8PTTT/t8bmFhIQrVbLkAcnNzAQDFxcUoLi429HrqeUafT5WD+8XeuH/szdT9U7064kaPRvwjj0B7+GFoPXogDkBp7dpwcv8HhH839sd9ZG+m759GjZCQkwPHjh3Q6tRBSWmpzFtBAeHfjf1xH1kvkJ+tQ9M0zcJt8emjjz7CM888g+XLlyMlJQUXXHABOnbsiJdeesnj85988kmMK79kDYAPPvgAaWlpFm8tEVFsiCssRK9770XagQNwxscjrrQUf9xxB7b27x/uTSMiCskZ//d/aPjTTzjatCnmv/BCuDeHiCJUfn4+hg4dimPHjiEjI8Pnc8NW4d6xYwfuv/9+zJkzBykpKYa+ZuzYsRg5cmTZx7m5ucjJyUGfPn38/keV4uJizJkzB71790ZiYmJQ207m436xN+4fe7Ni/zhOngSGD0fcqepP2wsvRJsBA0z53rGCfzf2x31kb5Yc20pKgJ9+Qkb37hjAY1pQ+Hdjf9xH1lOd1kaELXCvWLEC+/fvx5lnnln2WGlpKRYsWIBXX30VhYWFiD+1vqySnJyM5OTkCt8rMTEx4F+mYL6GrMf9Ym/cP/Zm6v654Qbg1VeBX38FACTUrw9w3weFfzf2x31kb6bun0GDgJ9/RlzbtojjPg8J/27sj/vIOoH8XMMWuHv16oXVq1e7PXbTTTehVatWGD16dIWwTURElSguDvj3v4ELLpCP69UL6+YQEZmme/dwbwERxZCwBe709HS0a9fO7bEqVaqgVq1aFR4nIqIw6NEDmDQJOHQIaNIk3FtDREREFHHCPks5ERHZ2IMPhnsLiIiIiCKWrQL3vHnzwr0JRERERERERKaIC/cGEBEREREREUUjBm4iIiIiIiIiCzBwExEREREREVmAgZuIiIiIiIjIAgzcRERERERERBZg4CYiIiIiIiKyAAM3ERERERERkQUYuImIiIiIiIgswMBNREREREREZAEGbiIiIiIiIiILMHATERERERERWYCBm4iIiIiIiMgCDNxEREREREREFmDgJiIiIiIiIrIAAzcRERERERGRBRi4iYiIiIiIiCzAwE1ERERERERkgYRwb0AoNE0DAOTm5hr+muLiYuTn5yM3NxeJiYlWbRoFiPvF3rh/7I37x564X+yP+8jeuH/sifvF/riPrKfyp8qjvkR04D5+/DgAICcnJ8xbQkRERERERLHk+PHjqFatms/nODQjsdymnE4ndu/ejfT0dDgcDkNfk5ubi5ycHOzYsQMZGRkWbyEZxf1ib9w/9sb9Y0/cL/bHfWRv3D/2xP1if9xH1tM0DcePH0d2djbi4nyP0o7oCndcXBwaNGgQ1NdmZGTwF9CGuF/sjfvH3rh/7In7xf64j+yN+8eeuF/sj/vIWv4q2wonTSMiIiIiIiKyAAM3ERERERERkQViLnAnJyfjiSeeQHJycrg3hVxwv9gb94+9cf/YE/eL/XEf2Rv3jz1xv9gf95G9RPSkaURERERERER2FXMVbiIiIiIiIqLKwMBNREREREREZAEGbiIiIiIiIiILMHATERERERERWcAWgXvChAk466yzkJ6ejqysLAwcOBDr1q1ze05BQQHuuece1KpVC1WrVsWgQYOwb98+t+fcd9996NSpE5KTk9GxY0ePr7Vq1Sqcd955SElJQU5ODiZNmmRoG1977TU0btwYKSkp6NKlC5YtW+b2+SlTpuCCCy5ARkYGHA4Hjh49avj/b1fRsF8uuOACOBwOt3933nmn8R+CzUXDPtq0aROuuOIKZGZmIiMjA1dffXWF7YtElbVvCgoKMHz4cLRv3x4JCQkYOHCg4W389NNP0apVK6SkpKB9+/aYNWuW2+enT5+OPn36oFatWnA4HPj9998Nf2+7iob9Mnz48ArHtX79+hn+/nYXDfto3759GD58OLKzs5GWloZ+/fphw4YNhr+/nVXW/pk3bx4uv/xy1KtXD1WqVEHHjh0xbdo0Q9sYi+dsQHTsm2g+b4uG/ROt52xWs0Xgnj9/Pu655x4sWbIEc+bMQXFxMfr06YO8vLyy54wYMQIzZ87Ep59+ivnz52P37t248sorK3yvm2++Gddcc43H18nNzUWfPn3QqFEjrFixAs899xyefPJJTJkyxef2ffzxxxg5ciSeeOIJ/Pbbb+jQoQP69u2L/fv3lz0nPz8f/fr1w8MPPxzkT8F+omG/AMBtt92GPXv2lP0zGhQjQaTvo7y8PPTp0wcOhwM//fQTFi1ahKKiIlx66aVwOp0h/GTCr7L2TWlpKVJTU3HffffhoosuMrx9ixcvxrXXXotbbrkFK1euxMCBAzFw4ECsWbOm7Dl5eXno3r07Jk6cGMD/3N6iYb8AQL9+/dyOax9++KHh17C7SN9HmqZh4MCB2Lx5M7788kusXLkSjRo1wkUXXeT2f4hUlbV/Fi9ejNNPPx2ff/45Vq1ahZtuugk33ngjvv76a5/bF6vnbEB07Bsges/bIn3/RPM5m+U0G9q/f78GQJs/f76maZp29OhRLTExUfv000/LnrN27VoNgPbLL79U+PonnnhC69ChQ4XH//Of/2g1atTQCgsLyx4bPXq01rJlS5/bc/bZZ2v33HNP2celpaVadna2NmHChArPnTt3rgZAO3LkiL//ZsSJxP3So0cP7f777zf6X4x4kbaPvvvuOy0uLk47duxY2XOOHj2qORwObc6cOcb+0xHCqn3jatiwYdrll19uaHuuvvpq7eKLL3Z7rEuXLtodd9xR4blbtmzRAGgrV6409L0jSSTul0C+XzSItH20bt06DYC2Zs2ass+XlpZqmZmZ2htvvGHoNSJJZewfZcCAAdpNN93k8zk8Z9NF4r6JpfO2SNs/sXTOZjZbVLjLO3bsGACgZs2aAIAVK1aguLjY7Qp0q1at0LBhQ/zyyy+Gv+8vv/yC888/H0lJSWWP9e3bF+vWrcORI0c8fk1RURFWrFjh9tpxcXG46KKLAnrtaBCp+2XatGmoXbs22rVrh7FjxyI/P9/wtkWaSNtHhYWFcDgcSE5OLntOSkoK4uLisHDhQsPbFwms2jfB+uWXXypU9fr27cvjWoTsl3nz5iErKwstW7bEXXfdhUOHDlm+beESafuosLAQgBzLlLi4OCQnJ0fdcQ2o3P1z7NixstfxhOds7iJ138TKeVuk7Z9YOmczm+0Ct9PpxAMPPIBu3bqhXbt2AIC9e/ciKSkJ1atXd3tunTp1sHfvXsPfe+/evahTp06F76E+58nBgwdRWlrq8esCee1IF6n7ZejQoXj//fcxd+5cjB07Fu+99x6uv/56w9sWSSJxH51zzjmoUqUKRo8ejfz8fOTl5WHUqFEoLS3Fnj17DG+f3Vm5b4LlbZ/yuGb//dKvXz+8++67+PHHHzFx4kTMnz8f/fv3R2lpqeXbV9kicR+pE+SxY8fiyJEjKCoqwsSJE7Fz586oOq4Blbt/PvnkEyxfvhw33XST1+fwnE0XqfsmVs7bInH/xMo5mxVsF7jvuecerFmzBh999FGlv/bPP/+MqlWrlv0zOsFALIjU/XL77bejb9++aN++Pa677jq8++67mDFjBjZt2mThFodHJO6jzMxMfPrpp5g5cyaqVq2KatWq4ejRozjzzDMRF2e7w1PQwrlvtm/f7rZvxo8fX+nbYFeRul+GDBmCyy67DO3bt8fAgQPx9ddfY/ny5Zg3b551GxwmkbiPEhMTMX36dKxfvx41a9ZEWloa5s6di/79+0fVcQ2ovP0zd+5c3HTTTXjjjTfQtm1bADxn8ydS902snLdF4v6JlXM2KySEewNc3Xvvvfj666+xYMECNGjQoOzxunXroqioCEePHnW76rNv3z7UrVvX8PevW7duhZn01Md169ZF48aN3WbhrVOnDpKTkxEfH+/x6wJ57UgWTfulS5cuAICNGzeiWbNmhrfR7iJ5H/Xp0webNm3CwYMHkZCQgOrVq6Nu3bpo2rSp4e2zM6v3jT/Z2dlu+0a1lHnbpzyuRd5+adq0KWrXro2NGzeiV69epm1juEXyPurUqRN+//13HDt2DEVFRcjMzESXLl3QuXNn07Yv3Cpr/8yfPx+XXnopXnzxRdx4441lj3fu3JnnbF5E076JxvO2SN4/0X7OZhVbXI7QNA333nsvZsyYgZ9++glNmjRx+3ynTp2QmJiIH3/8seyxdevWYfv27Tj33HMNv865556LBQsWoLi4uOyxOXPmoGXLlqhRowZSU/+/vXsNiWrr4zj+Mx3lTDezxMrSirQXXaSCwuhOhZBdIQoiK6JSCbpZUARGUFZkdHlTBGlEIBKHfBH1IieJwiBlSLuBhiLB2EWwEstK/8+LOPIM9Zw653E77en7gf1mrzV7r7X+sFk/htnzh8aOHdt99O/fX9HR0Zo6dWrQvbu6ulReXv6P7u1G4ViXvx4ww4YN++nx/crCqUZDhgxRbGysfD6fXr16paVLl/6Tpfjl9FZtfiQqKiqoNn+FhvT09KB7S19rynPNfXV58eKFWlpaeK79gjUaOHCg4uPjVVdXp6qqKi1btqzHxhcqvVmfiooKLV68WMeOHdOWLVuC2tizfSscaxNO+7Zwqk+47dkcF7LXtf2XnJwcGzhwoFVUVFggEOg+2tvbu/tkZ2dbUlKS+Xw+q6qqsvT0dEtPTw+6Tl1dnfn9ftu6daulpqaa3+83v9/f/Wbl1tZWS0hIsHXr1tmjR4+spKTEvF6vnT9//m/HV1JSYjExMVZcXGxPnjyxLVu2WGxsrDU3N3f3CQQC5vf77cKFCybJ7ty5Y36/31paWnpwpXqX2+tSX19vhw4dsqqqKmtoaLCysjIbM2aMzZ49u4dXKnTcXiMzs4sXL1plZaXV19fb5cuXLS4uznbt2tWDqxQavVUbM7PHjx+b3++3JUuW2Ny5c7v7/J179+5ZVFSUnThxwp4+fWr5+fnm8Xistra2u09LS4v5/X67fv26SbKSkhLz+/0WCAR6ZpFCwO11ef/+veXl5VllZaU1NDTYrVu3bMqUKZaSkmIfP37suYUKIbfXyMystLTUbt++bc+fP7dr165ZcnKyrVy5smcWKMR6qz4+n8+8Xq/t27cv6D4/2lf9rns2M/fXJtz3bW6vj1n47tmc9ksEbknfPYqKirr7fPjwwXJzc23QoEHm9XptxYoV32z65syZ893rNDQ0dPd5+PChzZw502JiYiwxMdGOHj36U2M8e/asJSUlWXR0tE2bNs3u378f1J6fn//DObiN2+vS1NRks2fPtri4OIuJibGxY8fanj17gv7OwO3cXiOzr38vlpCQYB6Px1JSUqywsNC6urr+9Zr8KnqzNsnJyd/t8yOlpaWWmppq0dHRNn78eLt+/XpQe1FR0Xevm5+f//8sTUi5vS7t7e22aNEii4+PN4/HY8nJybZ58+agDZHbub1GZmanT5+2ESNGmMfjsaSkJDtw4EBQ0Hez3qrP+vXrv9s+Z86cH47xd9yzmbm/NuG+b3N7fczCd8/mtAgzMwEAAAAAgB71S/yGGwAAAACAcEPgBgAAAADAAQRuAAAAAAAcQOAGAAAAAMABBG4AAAAAABxA4AYAAAAAwAEEbgAAAAAAHEDgBgAAAADAAQRuAAAAAAAcQOAGAMDFNmzYoIiICEVERMjj8SghIUELFy7UxYsX1dXV9dPXKS4uVmxsrHMDBQDgN0TgBgDA5TIyMhQIBNTY2KgbN25o3rx52r59uzIzM/Xly5dQDw8AgN8WgRsAAJeLiYnR0KFDlZiYqClTpmj//v0qKyvTjRs3VFxcLEk6efKkJk6cqL59+2rkyJHKzc1VW1ubJKmiokIbN27U27dvu78tP3jwoCSpo6NDeXl5SkxMVN++fTV9+nRVVFSEZqIAALgMgRsAgDA0f/58paWl6c8//5Qk9enTR2fOnNHjx4916dIl+Xw+7d27V5I0Y8YMnTp1SgMGDFAgEFAgEFBeXp4kadu2baqsrFRJSYlqamq0atUqZWRkqK6uLmRzAwDALSLMzEI9CAAA8O9s2LBBra2tunbt2jdta9asUU1NjZ48efJN29WrV5Wdna03b95I+vob7h07dqi1tbW7T1NTk8aMGaOmpiYNHz68+/yCBQs0bdo0HTlypMfnAwBAOIkK9QAAAIAzzEwRERGSpFu3bqmgoEDPnj3Tu3fv9OXLF338+FHt7e3yer3f/Xxtba06OzuVmpoadL6jo0ODBw92fPwAALgdgRsAgDD19OlTjR49Wo2NjcrMzFROTo4OHz6suLg43b17V5s2bdKnT5/+Z+Bua2tTZGSkqqurFRkZGdTWr1+/3pgCAACuRuAGACAM+Xw+1dbWaufOnaqurlZXV5cKCwvVp8/X17eUlpYG9Y+OjlZnZ2fQucmTJ6uzs1OvXr3SrFmzem3sAACECwI3AAAu19HRoebmZnV2durly5e6efOmCgoKlJmZqaysLD169EifP3/W2bNntWTJEt27d0/nzp0LusaoUaPU1tam8vJypaWlyev1KjU1VWvXrlVWVpYKCws1efJkvX79WuXl5Zo0aZIWL14cohkDAOAOvKUcAACXu3nzpoYNG6ZRo0YpIyNDt2/f1pkzZ1RWVqbIyEilpaXp5MmTOnbsmCZMmKArV66ooKAg6BozZsxQdna2Vq9erfj4eB0/flySVFRUpKysLO3evVvjxo3T8uXL9eDBAyUlJYViqgAAuApvKQcAAAAAwAF8ww0AAAAAgAMI3AAAAAAAOIDADQAAAACAAwjcAAAAAAA4gMANAAAAAIADCNwAAAAAADiAwA0AAAAAgAMI3AAAAAAAOIDADQAAAACAAwjcAAAAAAA4gMANAAAAAIAD/gPT7qbl/AzkmAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert 'Date' column to datetime format\n",
    "df['Date'] = pd.to_datetime(df['Date'], dayfirst=True)\n",
    "\n",
    "# Group sales by date to find the total sales across all stores\n",
    "sales_over_time = df.groupby('Date')['Weekly_Sales'].sum().reset_index()\n",
    "\n",
    "# Plot sales trends over time\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(sales_over_time['Date'], sales_over_time['Weekly_Sales'], color='red')\n",
    "plt.title('Walmart Sales Over Time')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Total Weekly Sales')\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Average sales during holiday weeks vs non-holiday weeks\n",
    "holiday_sales = df.groupby('Holiday_Flag')['Weekly_Sales'].mean()\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(6, 4))\n",
    "# Add 'Holiday_Flag' as hue for coloring based on holiday flag\n",
    "sns.barplot(x=holiday_sales.index, y=holiday_sales.values, hue=holiday_sales.index, palette='Set2', legend=False)\n",
    "plt.title('Average Weekly Sales: Holiday vs Non-Holiday')\n",
    "plt.xlabel('Holiday Week')\n",
    "plt.ylabel('Average Weekly Sales')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Average sales per store\n",
    "store_sales = df.groupby('Store')['Weekly_Sales'].mean().reset_index()\n",
    "\n",
    "# Plotting the average sales per store\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(x='Store', y='Weekly_Sales', data=store_sales, hue='Store', palette='viridis', legend=False)\n",
    "plt.title('Average Sales per Store')\n",
    "plt.xlabel('Store')\n",
    "plt.ylabel('Average Weekly Sales')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation matrix\n",
    "corr_matrix = df[['Weekly_Sales', 'Temperature', 'Fuel_Price', 'CPI', 'Unemployment']].corr()\n",
    "\n",
    "# Heatmap of correlations\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n",
    "plt.title('Correlation Matrix of Sales and Other Variables')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}