shimizukawa/beer-analysis-shimizukawa-sample.ipynb

## beer-analysis-shimizukawa-sample.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ビール銘柄と醸造所の分析（サンプル）\n",
    "\n",
    "BeProud, @shimizukawa, 2018.9.28"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ビールデータ読み込み"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>abv</th>\n",
       "      <th>ibu</th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>style</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>ounces</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1436</td>\n",
       "      <td>Pub Beer</td>\n",
       "      <td>American Pale Lager</td>\n",
       "      <td>408</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.066</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2265</td>\n",
       "      <td>Devil's Cup</td>\n",
       "      <td>American Pale Ale (APA)</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.071</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2264</td>\n",
       "      <td>Rise of the Phoenix</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0.090</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2263</td>\n",
       "      <td>Sinister</td>\n",
       "      <td>American Double / Imperial IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.075</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2262</td>\n",
       "      <td>Sex and Candy</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0    abv  ibu    id                 name  \\\n",
       "0           0  0.050  NaN  1436             Pub Beer   \n",
       "1           1  0.066  NaN  2265          Devil's Cup   \n",
       "2           2  0.071  NaN  2264  Rise of the Phoenix   \n",
       "3           3  0.090  NaN  2263             Sinister   \n",
       "4           4  0.075  NaN  2262        Sex and Candy   \n",
       "\n",
       "                            style  brewery_id  ounces  \n",
       "0             American Pale Lager         408    12.0  \n",
       "1         American Pale Ale (APA)         177    12.0  \n",
       "2                    American IPA         177    12.0  \n",
       "3  American Double / Imperial IPA         177    12.0  \n",
       "4                    American IPA         177    12.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('beers.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* abv = Alcohol By Volume = アルコール度数, [0, 1]\n",
    "* ibu = IInternational Bitterness Units = 国際苦味単位\n",
    "* name = ビールの名前\n",
    "* style = ビールの種類\n",
    "* brewery_id = breweries.csvのid列\n",
    "* ounces = オンス（1オンスは30ml）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数値データの概要を把握"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>abv</th>\n",
       "      <th>ibu</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>ounces</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2348.000000</td>\n",
       "      <td>1405.000000</td>\n",
       "      <td>2410.000000</td>\n",
       "      <td>2410.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.059773</td>\n",
       "      <td>42.713167</td>\n",
       "      <td>231.749793</td>\n",
       "      <td>13.592241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.013542</td>\n",
       "      <td>25.954066</td>\n",
       "      <td>157.685604</td>\n",
       "      <td>2.352204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.001000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.050000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.056000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>205.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.067000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>16.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.128000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>557.000000</td>\n",
       "      <td>32.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               abv          ibu   brewery_id       ounces\n",
       "count  2348.000000  1405.000000  2410.000000  2410.000000\n",
       "mean      0.059773    42.713167   231.749793    13.592241\n",
       "std       0.013542    25.954066   157.685604     2.352204\n",
       "min       0.001000     4.000000     0.000000     8.400000\n",
       "25%       0.050000    21.000000    93.000000    12.000000\n",
       "50%       0.056000    35.000000   205.000000    12.000000\n",
       "75%       0.067000    64.000000   366.000000    16.000000\n",
       "max       0.128000   138.000000   557.000000    32.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 醸造所ごとの件数を把握"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10     62\n",
       "25     38\n",
       "166    33\n",
       "141    25\n",
       "46     24\n",
       "Name: brewery_id, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['brewery_id'].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 同じ名前のビールを削除\n",
    "\n",
    "* 醸造所IDとビール名で削除する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(['brewery_id', 'name'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10     62\n",
       "25     38\n",
       "166    28\n",
       "141    24\n",
       "46     24\n",
       "Name: brewery_id, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['brewery_id'].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### styleごとの件数を把握"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "American IPA                      409\n",
       "American Pale Ale (APA)           235\n",
       "American Amber / Red Ale          132\n",
       "American Blonde Ale               104\n",
       "American Double / Imperial IPA    101\n",
       "Name: style, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "style_counts = df['style'].value_counts()\n",
    "style_counts.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### styleごとの件数を棒グラフにする"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1174c2630>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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MOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB1bMRyqqsOq6uKquqqqrqyqFwzt96+qC6rqc8PfA4f2qqrXVNWOqrqsqh6z3g8CAAAAgNWZ5cih25K8sLX2iCSPTXJqVT0iyWlJLmytHZHkwuF2kvxckiOGyylJXjf3qgEAAACYixXDodbaTa21S4br30xydZJDkpyY5Oyh29lJnjpcPzHJW9rEx5Lcr6oOnnvlAAAAAKzZqHMOVdWWJI9O8vEkD2yt3TRMujnJA4frhyS5fsFsNwxti8c6paq2V9X2nTt3jiwbAAAAgHmYORyqqvskeUeS32ytfWPhtNZaS9LG3HFr7czW2tbW2tbNmzePmRUAAACAOZkpHKqqu2cSDL21tfbOoflLu74uNvy9ZWi/MclhC2Y/dGgDAAAAYIOZ5dfKKslZSa5urf3RgknnJzl5uH5ykvMWtD9n+NWyxya5dcHXzwAAAADYQDbN0Oenkzw7yeVVdenQ9pIkpyc5t6qel+SLSZ4+THtfkicn2ZHkW0meO9eKAQAAAJibFcOh1tpHk9QSk4+f0r8lOXWNdQEAAACwB4z6tTIAAAAA7lqEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB1bMRyqqjdW1S1VdcWCtm1VdWNVXTpcnrxg2ourakdVfbaqfna9CgcAAABg7WY5cujNSZ40pf2M1trRw+V9SVJVj0hyUpJHDvP8aVXtN69iAQAAAJivFcOh1tqHk3x1xvFOTPK21tq3W2tfSLIjyTFrqA8AAACAdbSWcw79elVdNnzt7MCh7ZAk1y/oc8PQBgAAAMAGtNpw6HVJDk9ydJKbkrxq7ABVdUpVba+q7Tt37lxlGQAAAACsxarCodbal1prt7fWvpvkDbnjq2M3JjlsQddDh7ZpY5zZWtvaWtu6efPm1ZQBAAAAwBqtKhyqqoMX3PzFJLt+yez8JCdV1T2r6iFJjkjyibWVCAAAAMB62bRSh6r6qyRPSHJQVd2Q5KVJnlBVRydpSa5L8mtJ0lq7sqrOTXJVktuSnNpau319SgcAAABgrVYMh1prz5zSfNYy/V+e5OVrKQoAAACAPWMtv1YGAAAAwD5OOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdGzT3i5gTzrq7KN2a7v85Mv3QiUAAAAAG4MjhwAAAAA6JhwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADomHAIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY8IhAAAAgI4JhwAAAAA6JhwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADomHAIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY8IhAAAAgI4JhwAAAAA6JhwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADomHAIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY5v2dgEb1dUPP3K3tiOvuXovVAIAAACwfhw5BAAAANCxFcOhqnpjVd1SVVcsaLt/VV1QVZ8b/h44tFdVvaaqdlTVZVX1mPUsHgAAAIC1meXIoTcnedKittOSXNhaOyLJhcPtJPm5JEcMl1OSvG4+ZQIAAACwHlY851Br7cNVtWVR84lJnjBcPzvJB5O8aGh/S2utJflYVd2vqg5urd00r4I3otc+/6Kp7af+2XF7uBIAAACAcVZ7zqEHLgh8bk7ywOH6IUmuX9DvhqFtN1V1SlVtr6rtO3fuXGUZAAAAAKzFmk9IPRwl1FYx35mtta2tta2bN29eaxkAAAAArMJqw6EvVdXBSTL8vWVovzHJYQv6HTq0AQAAALABrTYcOj/JycP1k5Oct6D9OcOvlj02ya139fMNAQAAAOzLVjwhdVX9VSYnnz6oqm5I8tIkpyc5t6qel+SLSZ4+dH9fkicn2ZHkW0meuw41AwAAADAns/xa2TOXmHT8lL4tyalrLQoAAACAPWPNJ6QGAAAAYN8lHAIAAADomHAIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY8IhAAAAgI4JhwAAAAA6JhwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADomHAIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY5v2dgG9edUzTpja/sJz3rOHKwEAAABw5BAAAABA14RDAAAAAB0TDgEAAAB0TDgEAAAA0DHhEAAAAEDHhEMAAAAAHRMOAQAAAHRMOAQAAADQMeEQAAAAQMeEQwAAAAAdEw4BAAAAdEw4BAAAANAx4RAAAABAx4RDAAAAAB3btLcLYHk3nPaR3doOPf3xe6ESAAAA4K7IkUMAAAAAHXPk0F3Itm3bRrUDAAAAOHIIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY8IhAAAAgI4JhwAAAAA6JhwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADomHAIAAAAoGPCIQAAAICOCYcAAAAAOiYcAgAAAOiYcAgAAACgY5vWMnNVXZfkm0luT3Jba21rVd0/yTlJtiS5LsnTW2tfW1uZAAAAAKyHNYVDg2Nba19ecPu0JBe21k6vqtOG2y+aw/0wRxdedPjU9uOPu3YPVwIAAADsTevxtbITk5w9XD87yVPX4T4AAAAAmIO1HjnUkvxNVbUkr2+tnZnkga21m4bpNyd54LQZq+qUJKckyYMe9KA1lsF6+sGLL53afvOxR+/hSgAAAIB5W2s49LjW2o1V9QNJLqiqaxZObK21ITjazRAknZkkW7dundoHAAAAgPW1pq+VtdZuHP7ekuRdSY5J8qWqOjhJhr+3rLVIAAAAANbHqsOhqvq+qjpg1/UkP5PkiiTnJzl56HZykvPWWiQAAAAA62MtXyt7YJJ3VdWucf57a+1/VNUnk5xbVc9L8sUkT197mexLtpz23t3arjv9KXuhEgAAAGAlqw6HWmufT/KoKe1fSXL8WooCAAAAYM9Yj5+yBwAAAGAfIRwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADo2Kp/yh7mYctp753aft3pT9nDlQAAAECfHDkEAAAA0DFHDrHv2HbfJdpvndp81NlH7dZ2+cmXz7MiAAAA2Oc5cggAAACgY8IhAAAAgI4JhwAAAAA65pxDkOTqhx+5W9uR11w9te9rn3/R1PZT/+y43dpe9YwTpvZ94TnvGVEdAAAArB9HDgEAAAB0zJFDsIHccNpHdms79PTH74VKAAAA6IUjhwAAAAA6JhwCAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADomHAIAAADomJ+yh33Utm3bZm6/8KLDp/Y9/rhr51gRAAAA+yJHDgEAAAB0zJFDwJ384MWXTm2/+dij93AlAAAA7AmOHAIAAADomCOHgDXZctp7d2u77vSn7IVKAAAAWA3hELDHTAuSEmESAADA3iQcAjambfddov3WPVsHAADAXZxwCLhLOOrso3Zru/zky/dCJQAAAPsWJ6QGAAAA6JhwCAAAAKBjwiEAAACAjgmHAAAAADrmhNRAd65++JG7tR15zdVT+772+RdNbT/1z46ba00AAAB7iyOHAAAAADrmyCGAOXnVM06Y2v7Cc94ztf2G0z6yW9uhpz9+at9t27bN3H7hRYdP7Xv8cddObQcAAPomHALo2A9efOnU9puPPXpq+5bT3rtb23WnP2WuNQEAAHuWr5UBAAAAdMyRQwCsi2lHGSVLHGm07b7TB9l26xwrAgAApnHkEAAAAEDHHDkEwD7nqLOP2q3t8pMvn9r36ocfuVvbkddcPfeaAABgX+XIIQAAAICOOXIIAAavff5FU9tP/bPjdmt71TNOmNr3hee8Z2r7Dad9ZLe2Q09//NS+27Ztm7n9wosOn9r3+OOundoOAACLOXIIAAAAoGOOHAKATvzgxZdObb/52KOntk/7xbmpvza3RN8l+4/8dbox55gCAGA84RAAcJcx5gTkY75GCABwVyYcAgBYwUY5xxQAwHpwziEAAACAjgmHAAAAADrma2UAAPuICy86fGr78cddu1vbvnoCcgBgzxMOAQCwYYz5dbr1OgH5RjnH1JgwEADWQjgEAAD7uH31SLExYSAA60c4BAAAbHj74pFiAPsKJ6QGAAAA6Ni6HTlUVU9K8uok+yX589ba6et1XwAAABvNep1jqoevEa7XkWLAdOsSDlXVfklem+SJSW5I8smqOr+1dtV63B8AAACsZF884fyGCQO5S1uvI4eOSbKjtfb5JKmqtyU5MYlwCAAAAPY1++CRYsLA2VVrbfRMKw5a9bQkT2qt/R/D7Wcn+YnW2q8v6HNKklOGmz+S5LNThjooyZdnvNv16rtR6tgXa94odai5rzrU3Fcdau6rDjX3VYea+6pDzX3Voea+6lDz3q3jwa21zSvO2Vqb+yXJ0zI5z9Cu289O8ierGGf73u67UerYF2veKHWoua861NxXHWruqw4191WHmvuqQ8191aHmvupQ88asY/FlvX6t7MYkhy24fejQBgAAAMAGsl7h0CeTHFFVD6mqeyQ5Kcn563RfAAAAAKzSupyQurV2W1X9epL/L5Ofsn9ja+3KVQx15gbou1Hq2Bdr3ih1qLmvOtTcVx1q7qsONfdVh5r7qkPNfdWh5r7qUPPGrONO1uWE1AAAAADsG9bra2UAAAAA7AOEQwAAAAAdEw4Bq1ITh63ck7sCzzewr7L9AoCVbfhwqKp+fE7j3KuqfmQeY81wX3OpecT97VdV1+zJ+1ymjreu09gXztK2inFnXnZVdbeq+qm13ucy4z+4qv7tcP1eVXXAMn3/cJa2MWMPy+LiWettkxOWvW+WvsOye/qsYw/zzLw8xqqqx1XVc4frm6vqIVP6zFzz2HVj6P/oqnpKVR1XVT8we/XfG2PJ7cwsj2+Y9heztCXr+3xX1W9U1YEj+s+0PV/NejfMd+/1GHdkDQdW1SOr6oeratn36lmf7z2pqg6rqt+e0j523fjlWdoWTHvBLG3rZex2dJhn1PvbRnm+17OOlV6DQ5/9quo/zTLemO3XgvFX3M6MqWHBPFVVv1JVvz/cflBVHbNE35nWjfXeD6yqfzWl7YQ5jDvzvsxqXlvDfN9XVfutpr67imHZvXKdxl3XfegZ99dW8zqc+/ZrT+wbzGrW19bIfd11WY/2VWOWx2rW0b2mtbbhLkkekeS/JNmRZPsSffZP8rQkr07y10nekuR3kjxySt+fT/LZJF8Ybh+d5Pxl7v+BSc5K8v4F9TxvDjVReJ11AAAgAElEQVTPPG6Seyf5vSRvGG4fkeSEZe7/vCQPmnH5zjx2Jr82d82I5+6jSe4xx3Vh/yT3T/KZJAcO1++fZMtKdSU5JMlPJfnXuy5zWHafHlH73ZI8fca+v5rkk0muXfCcXLhM/0umtF221rGTXJjkviMe49lJfnzGvlNfF3Ooeexr5aVJ3p3kfw23fyjJ386h5hXXjSSHZ/ILAp/P5Ncc/zLJ25NcluRjSZ6b5G7LzD/LdmbM47tk0e39kly1F57vPxge07lJnpThxxKW6Dt2ez6mjp9KclWSvx9uPyrJn85h3Jm2o0num+QlSS4fHuNHk2xPcn0m73PHrvH5ftjwGr9iuP1jSX53UZ9fWO6yQv2bk/xfST6S5Nokr5zDspu2rdutbYX+U1+bSSrJryT5/eH2g5Ics5bncOg703Y0q3h/G/N8D9P/85TH8dYl+o7ZRxlbx7+a0rbbdnrMa3CY/okR69KY7dfM25kxNQz9X5fktUmuHm4fmOSTc1g3Zt6XGXtJckmSH11w+5lJPj6Pcae0Td2XGaat+NrKZN/rWUnem+SWTLaftwzr1X9N8tBl5t1vWJcftOsypc+K29HV9s/4/fP/NGJZf2xE3/1G9F2Xfeih/5j3tzHbgjHjjl3OY97fxmxz98sS76lL9B/zOWFMzWPWo3sOr8WXJPn9XZdl+o96ba3Tcr5bkp9ap+Ux9r3iBbO0LZj2uCTPHa5vTvKQ1SyvDfNrZVW1JZM3m2cm+U6SByfZ2lq7bkrflyU5IckHk3wqk43+/pmsVMcO11/YWrts6P+pJMcl+WBr7dFD2+WttaOWqOX9Sd6U5P9prT2qqjZlskE7alG/mWseM+7Q95zhsT2ntfajw3/R/q61dvQSY384yaOTfCLJP+1qb639whzGPi/Jb7TW/n7a9EV935LkyCTnL6rjj5bovzmTIGBLkk0L+v+HYfoLkvxmJhvuf1gw6zcyefP8kyXG/cMkz8hkZ+D2O4adujzGLLtXJvmfSd7ZZnjxVNX21trWGfpdmuSYTHa2llxHq+r/zOTD1w9n8uFrlwMyeWP7ldWOPbSfl8myuCB3Xhb/cYm6r0ny0CRfHPrXpHv7sSl9T0/y5STnLBr7q2useez6fOnwGC9ZMPZlc6h5xXWjqv4qkw8GH1ncpyZHDz0ryddaa2cvaN+ScduZFR9fVb04kzfreyX51q7mJP+S5MzW2ouXGHtdnu+hfyX5mUwCsq2ZBEVntdauXdRv7PZ8zHP48Uz+6XD+grGvaK396Bwe34rb0aq6IJN/dLy7tfb1RdO2ZhJkXN5aO2tB+5j1+UNJfjvJ65d6fLXEkWN3PLz2nEVjHpDk32Wy7j4syTuTPKO1dugyj3PFZVdVP5fkyUmePvTb5fuTPKK1dqcjLarqmUMNj8sknNrlgCTfba0dP6WO1yX5bpLjWmtH1uTotb9prU09Km/W98JZt6OreX8b83wP096UyQegV1TVPTN5XX26tbZtSt8x+yhj67gkk230FcPtZyb5zdbaTyzqN/NrcJh2RpK7Z/d16ZIpfcdsv2bezoypYdeyaK09pqo+vWDsz7TWHrWgz2rWjTH7Mu9OsuQ+zOJ5quqHM/lHxrOSPD7JczIJLW5d1O/fLTXmMO47h36j92WG+VZ8bQ3buQ9kElpc0Vr77tB+/0w+Izwrybtaa3+5aOzfyCQ0+FIm24Vh6DuvH7NsR1fbfxX7M59YvC1cyrC9OySTfzQsXHbvnNL380nekeRNrbWrVhh3Pfehx7y/jdkWjN1+jVnOY/Y5Zt7mDv0/1lp77Ar3v5rPCWNqHrMe/Y8kt2ayTt++oO+rlqh97Gvrnkl+Kbt/hvzPi/qNXc7f2zavZOTyWNV7xSy1VdVLM9l3/pHW2sOq6oeS/HVr7adneRwLbVq5y/qrqv+ZyQ7f25L8Umvtc1X1haU+/GSSvL10iWl/NHzIetCCtu+01m6dfPb4nuU2Sge11s4dPkCltXZbVd2+sMMqap5p3AUOb609Y9iBSmvtW7XoASzye8tMW+vYBya5sqpW3PBnsiG6NpPkdZavAZ2XyY78B7Jgw7HgPl6d5NVV9Ruttf82w3i7PDWTF8i3Z+g7Ztn9WpLfSnJ7Vf3v3LFz+f1L9P9AVf3fWXmD++3W2r/sehqGDde0dfS/J3l/klckOW1B+zeX+lA6Yuxk8sFutw3aMn52RN9nDH9PXdDWMnkDW2xMzWPX539prbWqasPY3zenmldcN1prz1zqjlprtyT544Vtq9zOrPj4WmuvSPKKqnpFWyIIWsJ6Pd8Zar45yc1Jbstku/P2qrqgtfY7C7qO3Z6PreP6RWMvtY0eNW5m2I621p64xLxprW3P5Ciixcasz/durX1i0eO7bdH9PHuZ+ae5JZMPBb+b5KNDLb+4wjyzLLt/yOTx/kImO5a7fDPJtEOz/y7JTUkOSvKqRf0vW6KOn9j1IT1JWmtfq6p7LFP3rO+FM21HV/n+Nub5TpL/kOStw37HsUne11r74yX6jtlHGVvH0zJ5PS8MF35mWscRr8FkckRPkiz8MNAyCXYWG7P9GrOdGVNDknynJl9z2rXsNueOMGIy8+rWjTH7MqO+GtJa+3xVnZTk/03y90l+prX2v6d0/fnh7w9kchTYRcPtYzN5je56XaxmXyaZ7bX1b1tr35nyGL6aSeDxjqq6+5T5XpDJfuNXVhh/xe3oGvqP3Z/526r6k8z2YXP/JF/JndfLlunL81FJTkry5zX5WvMbk7yttfaNKX3Xcx96zHZmzOtw7PZrzHIes28wZpubJJ+uqvOzfBCxmtfWmJrHrEeHttaetMR9TjP2tXVe7giflvu8N3Y5X1hVv5TZQswxy2OmdbTu+GfXQ4bne5cDkiz1HP5ihsAzSVpr/1CrPB3HhgiHMknpD8nksK/NST6X5f+j8d5p7VW1f5Kfb639dSY7rLtcOeyQ7FdVRyT5j5m8SS3ln6rqAbnjjfuxmax8q655xLi7/EtV3WtB38OzzIrfWvtQVT04yRGttQ/U5L8NS33HetTYGbHhb629bBjz3q21b63UP5MNwYtm6HdrVT1ncWNr7S1L9P98JunsiuHQmGXXWhv7Qpt1g/uhqnpJkntV1RMzSf3fPeX+b81kWfxukptba9+uqick+bGqektbdLTBmLGH8c8e1o0HtdY+u9KDa619saoel8mye9Owk3ufJfqO+T73zDVn/Pp8blW9Psn9qupXM/nw9Ia11jzrujGsa//UWvvysA14XCZfn3vXlO6r2c7M/PiSvL+q/vWUx/LhaZ3X6/muyX/Jn5PJf67+PMlvt9a+M+yUfi6TrwzvMmp7PnK9u74m50Row4eHFyS5eg7jJuN2oL9nWJ+fleSk1tojp3QZ83x/eRhv12vlaZkEKtPud3MmX/c7pLV2QlU9IpOvXL15UdcXZ/Ih4k+T/FVN/vO9rFmWXWvtM0k+U1Vvba0tt3O4q/8XMzki5CdX6rvAih/SF5npORy7Hc2497eZnu+qWvjfxlcneX2Sv03y4ap6zBIfasbso4xZ78aECzO/Bodxj11q2pS+M2+/MmI7M6aGwWuSvCvJD1TVyzMJzn53ib4zrxsj92U+tOv6cutqVV2eO7/n3H8Y8+NVlbboSIvW2q5zuPxNJkf43TTcPjjJmxf027Uvs3j/7z5VdZ+2xNF5M762DlguT2mtfXVaeJTJ18+WWt8Xmnk7uor+Y/dnZg5Edj03s2itfTOT1/MbqurfZBI4nFFVb0/yX1prOxb0Xc996DH7a2Neh6O2Xxm3nMfsG4zZ5iYzBBGreW2N3NedeT1K8ndVdVRr7fIZ+499bc0aPo1dzjOHmCNfV7Ouo6v5Z9fYwHPZQjfEJZNzLTw3yd8k+UKSr2WJ7/4vmm+/TA49/4tMPki9fUqfeyd5eSbnMNk+XN9/mTEfk8lO1K3D3/+V5MfWWvOs4w59n5jkQ0l2JnlrkuuSPGGZsceco2XU2MM8D87kvzG7lucBS/T7yYw7X8AfJHnyDM/zf1tweUMm4c9uz/WC/u/I5Bwmr89kR+w1SV4zh2W36xwVvzfcPmyW9XSGx3e3oY6/zuTQ7V9Nlj3vyqWZhLsPHdaj/5rJf4TXNHbGn8/lpZn9e9v3zmQH+MwFy3mp79KPqXk16/MTh2X2yiRPXKbfmJpXXDcy+b71tcO6+QeZnGfo9CQXJ/njJcYdvW0c8fjeveByQSbbpov2wvP9siQPXmLakVPGHbM9H1PHQcM69KVM/sHwl0kesNZxF8wz63b0hzI5OuaTSf55WO5HzeH5/uFMjtL8VpIbMzmn0ZYl+r43k1DqM8Ptu2fylbblxt51vqR/TvKiJA+bw3PyhUy293e6LFPHNzP56s03hjpuT/KNJfr++0y+An3DsB59Nskvr/U5zPjt6Nj3txWf70y2KUtdpr7GM2IfZUQdl2eyM7vrcvOwbC77/8l773BLimr9/7OYIcOAAgKSEQERSZKRqOjlAoqgIEGRi4iBpCKKShAVBIzkoAxKUiSDgCACQxjSMMCQRXIQhEsUEYH1/eOtnl27d3Xvqj5ndO7vt56nn3N679W1q7urVq1a4V0k8C8omIOBf5rgJFEgZ0r6EF2zLHIa7UZNxnUdGxRiF+aM1TDeG4+Wdu+pnc9Q/6w2PqYgR8AbwF1d+xs+q2TGQ2j+P4s21G9W1zW0/UskE/dFG8OvAl9N8GXL0VJ+OugzuQdl2EdjUNTmucDk8CzmR4bM+7uOOzro0OSvb0XzMLfdDs+5ZH0rkrmF/cieW4V9LhlHdyO4gvuivrRhipXOrRNo0Y3+Tc954TBPngnH2choNeIxGl2zWTje0cK3N9rzPhjm5ERgj073NFqTYTQPFI66W3iBjzXwrB8ewmPhRfwVRaGMVh/GAu8FlgdmHI0+l7YLzANsGgbEvEN4bwNmIgJ7o12RL2m7RPDfiIR93I87E3yVAv8y8tT+IzpPKvK16+cGLm35fsfUMdJnRwaQZI2/eAOZOT5vDX/3QRgYUAj019DuJGSMaH1/tWdnNf4mwLvfhv5WC8pswG0j7XPpeC5sN7vPOWMDLZQzhfH7EkFmBbnQ+Jyj67PkzAjudxHg7H/3+0Ybn7VG+36m5bgrbZcMOQp8Hm3e70fGwxVo2cyMoO+z02CYinhuDn/jd317ZvvLo830A6MwNuaJjoUQDstBmf0wlGL8wxaerE167jsMnxfJ0cT1revbtDwo1H0y2utkXCho/xKES1UZMcfSvH5ny69p0Qd6oNLJY6Rjg0I9sGWspvq+ZiwzULrzGi3tHoWKLnw2HJcAR2bc3yrALwr7m5xbyJj239H5JgjLpKntA1JHC/9QOdqFnzL9vMQ4ejXCcsx5dg+GdgeAeak5WkvGHYU6dMlRIgs6tF3ynEt1g5J9YWfA5ra5VdLnwnHUSe4XzJVs41Phc842YiLH6k6h/bFI3l0+GmMU+CSKiP4VwqN8CPhEC/+oGDynl7SyKpx7MaRMPoMWlqNCqGKd93EUlnwssLe7v2zC4Xi1xlcKuNcEpLd0CJ89p8af1eeSdmuh4NALp1vUzBb1BtAqMjBaRtD2lwngwAAu3JPG0tuegRfg5aGldfo70BgG6WVh/SX4NqUYFeORMlOV73wCRcNcFH6rHrJdv48kOB5Kh9gWpeJUOf59OfQd207hLLSlWZSEMQ7NpS/pc+l4NrOXG9puy3kvyf/PGRuvufvrKHT8L5XMcuU/v55qtEDOdLm/Oj2OAOWbaFTfd0S3APuZykafi7AN+vB1SuV5ST/M7MghbacA2UuxIXLk6FHI27Nddf/Vs65Tyfs2s682tEHoS6pgwN9NAK7Vu14NGTRT7WyBohinuPsfXKDD3w5HirKfnQ/if/zMBBa8f0Pb8bUOnGcCavxm/fsQvv6Qux9tSs/d2Mye8nR6LuSvhaVytE4D61vX+W1mBwOHVfdkAt3+mrt/J+Ip0VGK+uFK96vC+O9ypatgZuOQrKm+7zIHYZRxkjrKmdw+TAptVwOj+h0jnW6eojbdp0SXqSgXW+lYtLms6JXEZ70G3HcL42rd8NEJnk6drl93q5mt0cJSMrfWdPddorYvMbPDWn67FRahVI52lLug1KHn0cZxuTAHk6neKFVvPD1Zez/a6P8ywVuC57KCu7+S+iIxF6eZDh3G0KHIMWa0y7scvNiuetLJ5D/nHJ2jaL8Z0YkEwObQ9h1mdjpyJrXSkLlVos8MHUdmNs6FT/XysH4F/q5zZZMh7XZ9zscQilWgCsGvIKNmqljFfO4+Pjo/2cz2ami3FPvoO6jC5jPhfuZDkVVn1RnN7FAXTMvlic+KaLowDpnZ54CDUbrFEmb2eXe/AHqKRY3OQt7AbVA+4PmkJ3sR4B69TXaKnCins7DP2e3Sn1uY4m0COLzahmO0dG27RPAX4QWYgEv/5KHihZnNjUJoz6vxxQrbGKRUntnS7ubo/c+E3s9KyNucUuxynl1FpRgVwwTuZi3XttFOwBeAH7j7Q2a2BEqtjKlL26X4XCV52zm59CV9LhrPHQ2SJfn/OWNj7rBYGTAuWrgMeUP7qETOdLm/2oZsBhSi32QkhtF/31XffwX8KhgjtgIONRn43h2xlcrzkn6kgJ5Ho92YcuTogshT9GMzWwDJuBRwaun7buNtkuV7Izm4pKmCyEIopaCPzOwY5I27Hviema3u7t8b0p/sZ2f9RuAZUDWORt2lpgxW/K81sJ8NrGpmSyFl+wKErfHfDfy5a2GRHM1Z3zrKL4BN3P1bUTvPm9l/049xkwsiPJJ+DDMudJmDMPo4SV3kTFYfvBynrFT3KdFlKsodqxaMrQC4+1th/DdS2Hi1gkfXNoUzoPHwZAN7SX8BnjThM1ZVybZva9vM1kKb/TmQk2lFYFd3/1JgKZWjxXLXepV27yKqmAY0GYdKNptD8VxinSBlG2gw0k5LHfowhCXbuI+IaOg8HIH8KjJCZ6xvJfvCmLINfIVzq0SfycEFOh3p83WDOKQN4V10FHw4jlzX51xixHzOzHYAzgjn26I01hSVYh/NUBmGqt9C7zJFG6N0/pg2SXw2nLxjyNFoHsCdyPIGGjATM64xpLicgLzdL6NQrTkyrl0EAZ6W9HH+kfY5p90hvI1hcCQwWgr70db2YQhL4t4w+M5FRokUbylewEDYIon0KJRGWB3r0JDPGfGXhB6X4NsUYVQgpWVWemlg70LV9oa9jw8ARw/hmRVV1igdc41tU4jnEq7JzQfvnEuf8zxyx3ONb3YUOvr7kfY5GhtPNI0N5HlqPBJtjkjOZNzfjtGxPbBORpvT7H2jqIwfI0ymCzPvsVWej3DczdI0v0vbpUCORvf1tTAP7wEOHun7brhmtZbvZkK4cSsBMzXw3AmMCf/PBkzKHEO58+rK6LgcbeYb5V5tTp2IPL3JPH0K03Nz3yH9cvRm5NVtw8UqWt9K3jcKtZ85Op+VZtyJy4AFo/MFgT+MUj9Sa/3QlK62ORi+H3WcpIbrGuVMQx9WzGz3XQjovOmdZI8NCrELE2O1cc1Hm6g9kLG6cvyd19LumqHNV1DaRxL7i/4Urm+jdWgYhlwuFtTbERj75HD8nJb0PTJhERqubZSjJfxIb5i5oJ2rUBpaJcvWBK5u4B2K50JPHzghfL97OCYAx4103JHWobduub8kJlgDbydcGfLkV8lzHhFuFC37QpSW9K6oH58gpLoleLPnVkmfc8bRaB5tc4sCHLnC53wjMsZXz3k+GnQDFNl/QXh2z6CiC4uOxhhFa1U9PffQGs8XUTrdq/Tj+z0EnNbpmU+rl1n44m9tO8+4fkZkoTwNeLaBZz5kzb4GeeF/lNHu3MDOKL/zydHqc1u7CV4DPoi8GU+38O2Z81nHtosVjoJnkQKkbMpVzgLlCrw3hL+jii0Q2inBqCgRuCsHQfAw2gjt3tJuKeBpdtvT8qAsl76ozwXjeSZU8vF3KE1mPPJMjUafs8dG5vMqljMd7m8mlIM9KhgjXZ4d2nT/GbgURcXNPaTdInle+A6HFjno2G5nOYpwBvYfjfcdrlkOhUo/ANzSwDMz2gyeicLndyOxaekyRkuf3bQ6kAK4LTJwLRE+a8NYKy0ckI2DSD7oZOn8/gZS3ncOx7XAPg28WSDCHfuRbVwomYOBf1RxkqJ2s+RMmCt9fUjNlYi/FHA+W/cZwb2OowXjA0WV/YYe6OrpQ8bpLSjVdHJ4nzsBh7Twz0GGc3daHsCN4W8WzhoZcrSUH23+sp8DHQwi5GHO3QCMjc5nJOjVo/CcS3Ton6P1Z1tgy+po4c+SBR3kV+mmvmh9I3NfSAfDTO7c6tDnnHG0XurIaDtrblGII1fwnIuLVRSM/1JM462An4Tj44nv5wIWR5FLi0VHFo5d6rDQ8H+UzOwZtOhU9Kn43BNhjCFNaCnkbbkn+nxWD+VRzWxOJEi2Q8r1OcA27r5wS19mBT4WrlkZhbptAUxw97civqI+57Yb8a8ZeLdA3o8vo83/8w39vtXdV6l9NtndVx5p2yVkZkujUPH53X15M1sB+Ki7J/Nhzewk4AWUywlaLN7m7p+t8W2NDAVXIUGwLvLiDeRdBv5fosn/TTSx9kCT8AsJ3nWAA9FkGksv93gg/z+kvdTpZU+XRa2umQd5GQwtrs9G3y2NFr1tUUWN3yIcrcWa2gvXTUJpU1dV79jM7nT35UfSdrhmbyRopoaMu3sy5dDS+dsvIsXwa+7+YI1/IXrPuWp7QvR9lz5njWcz+3Bo98PI2PRbBJC5eEvbKTyFF4FHPFFeOxXe6u4PRd9vjhauCmdjfzQ+H0HG3Idq7WXLmY73twECunsYjc9FEHB7MoS9w/tegcGxNBDGa2a7IiDsZ+vfRTzF8jxcl/UOTeV6t0Ob0puQl35JT2BPlLRbQiFN4kfIMzgFjf0nGniL3reZLU5vbv0LzcNV3f3hBv7foLDyKiVjO2BWd/9Uje9VpMCBxtC7wnklR2OcsGXd/d6GZ4cncO/MbC60eV4vfHQ1ShFOhmKb2cII4Hyd8NE1aG49nuBdDqXnTnT3M0zpuVu7+6GptnPJlFr9CzT/U+kpdf6h61uX+R1d+1/Ah8Lp5e7+hwa+oxDIdhUevw3COtt9pP0wYTMdQS/d94/AXh6FzJfOwXDNbKiS0mLuvkuYQ8u4+0UJ3qHyq6PemNK/Up99Hj27hZDR9UzgfG9JNyvRfSyN2Vfd3/d9EL8LE5bYSfTSOl4E/sfdJzX1KYfM7BZ3X9XM7qhkQEonNbPlkRGw0q2eRWvQnQ3tpjChqns83t1fi3jnQ1GB70URaECrPnMW2oAdBayBDJirxjKvgxwt5T8bRWteQZTWk9oHRdeMBZZB4+O+uj5qZju4+6nWgOviCTwXM7sPFYn433D+NqS/LpPgzR53ZnaKu3+6dv3AZ9F349Nd9v9J8A6VBSOUo63POeLL1TmK9oW135gdpRw1Yvp0mFut+nnENz+CO3inu28S1tG13H0AfynM14pmQdHhk1JzsHSuhGtucvfVK3kbnsvEmt7R6Tmb2bLI4Wyo8EQytTGM0QFjStcx2pVK51ZrW9OJcWjHtu9deBQx//4oBHAS2nQf7O4DuBdm9g+kYHwHuNbd3cweTG36A//paOG9DG3A/oQUo4GFu6TPhe0ejDAnHkUK2rnIappUHkxYNtuF9uNJPCfwlrt/cARtn+nuWzcIfjwBaGzCpvg6WqSTRosa/+wopHqq4ooWk7/X+G5HIeB9oFzuvmJDu7OhMMoPh4/+ENodwJ4ws3uRF28SEXh2gyL1MNpAP48ExtyoUt7TKJVvUuBLbn6itm8NfG+hzcvO7v5A+KxxjEb9uMHd14yVrVgJ69p2eM7HJZ5FUlE0s+8hy/rp4Xl8ihDyCnzR3TeIeJO59B7hQJX0ucN4rtr+bGWEyXgeNyCP0R3h/pYP/Z8r3N9lEe8BCN9kGXdf2szeCfzO3deJeO5AIJmvmtlmSBHdFi1Yn3T3j9R+v0TOdLm/SQj8+L5wvjRwhru/v4G/5H2fhCpp1N/3wIIZ+N+GNqaxEh8bDovkeXTd0Hdo/UUOzvNekYO2TVvW2CiRo2Z2DapIMQGVEV7L3ZOAiiXv28wmosiA3yCw7z9n3N/d7r5cxmethmyPsLHM7AR3/7yZXZlmTSqMZ6PInmqsfxql7DQ9l8vR+Kww2HYAtnf3jRv4Z0JGAGhQ+EvXQjO7EYX7X5C5Dg5d37rM7+ja+ZFS7iit+ZkW3o/TM8RN8BqI8Ej6MaSPxXMwXPdbtF59xuWQmg243t1XSvAOlV8lcsaEC7YQMqBuF9oEzbXj3H3ZGv/rCHD+a94DnM9Zk7N0HxPY8pvh/gj3NxvSUT7g7gP4G2FN+rK7XxPOPwAckxjT2UbXwD8B6XW/CL//FBozK9b4rge+7e5XhvMNkE6/Ngkys5+jiK7YgPkSGtvj4o2QmV1GcDAhI/COwN+8AaDVzOZFkSofQu/ysnCPz4Xvi+RoR7mbXPMT+6AmoN2KP8ZI3dXdjw86Sor3u4l+7IScpleiZ7EecGC9H4E3e9xZzWhqwh+aUl9XulCOLCiVX2a2kbv/qel5e9rZlaNzZO8LQ5tdDHzZcytHP494LyGAc7v7iiaj2WR3f1+qb7VrFwF+5u5b1T4vnivhur2R3rgxcAjCkTvD3Y8I3xc951rbY1DUZmwsezTBF9/LLCgi7UlPB7Zkr1eBP9shm5hbY5Ezunxu+SiESP27DzR4qxLQ89BQBhGVvL0BeWC/hZSAB1vavQ1N5r0Jed1t/AX9zW4XheteixTLmYf1AVlWN0AKx/rRsQpRSGjHtheMfmPgaLgmVf44q2w0Cj0e1/DdlNr5DPXPat+vS8DBiD5bpYH3xoJ3eSLwkej8wwjIdM24HXoYGRORBfwWJBD+RYQbg6zXvwEeC21/kIzS1Sh1arswrjHrfX0AACAASURBVN6NlLbjajzFbZOBF1LjHwi5rt53/TsyculL+txhPK8E/BClB1yOQksfGdKfc4D3RufLoXSSJevjmozw1viZIG/tN6LzonTaUbq/VFpnW0huyfu+u6Dvn0Ny+vkwb/6BgOpjniJ5XvIOgZ+h6KmLwryafVjbuWODAjmaGFONY6LkfaMc+EeRR3ztYXMlfH8GUa4/8H465q+PcFynsGraygJn86O18xEUjTQB5egPhLyXvMPAV5qeMnR96zK/w3Vbk1EKF62/V2a017UfCyMDfpWWdDYRfk6XORiuuyX3Wac+pya/KJAzyNhwJcK8/BO9df98EqkvSF/9Qhhv96G0iceG3F+27kNCXtDDzGi6JoXxmGonu1xzNFdmQRu+A5AjZKnMd9I2Vwb0fXp65121zyeFv3e0XR99t0jiswWi/4vkaCl/yUE7fuFJo/QbC6CIi4/Fz6HLuAP2DfPkDWTMqypZPQf8MHH9PuHvkSjisO9o6MdQWUCh/AK+2/K8k8+ZPJ2jaL+JIk+hH0do6tFwTfbcogDripHt84yEbjiSuUILjlzpc46u2x1FWt0Vrp9CJjQJktHXdx2jNf7vAbuigI9xwOdR9b5tUOZIam69HM2txlTe1nvoctFoHwhM6oKmI8Ffxzho3dCGCfmt8HJfQzn4SzfwLgt8FwFOXouwYgZAqzr0ObfdMcB/IUXuceT9fIqaoSdxzZUZz7m47ejaBZAne3PaF4lssLTw/elhwM8O3B36NQD6SBqU67CWdl9FCtg7os+SGy20UBwOrIWMaqvQbEgaULAIAoP0puQcIiwB5EEYwE8I979dGFd/R97TD7fcXzbgaUnbyFP0JQRE+vbqaOnHRLT5mCEcW9PDe6pvdLNz6XP6PMLxvDZSOp4M/fp8A98A/kj1WeL+borHWbiHunHoDpT/PQPasK0afZdaMIvkTIf7Owl5djcIx4m0KJaF7/uXwHKZ73sK2khUitOywDkNvNnyvOQdQlmRg5KxEX3fKkfR+rAyPTl0T3w+kveNvJY7IQ/aQ8gQt3rbc0Pe4AfC8Wb4bDKRLA3P6aXE8TIJANpwzSwotPocZCTYi2b5NRF5n6vzdWgBZkfpGDsg+TAm/H9FA+8kInBrFEE0TJ8YuhaijcDaKCJlRqSY/qalzdL1LWt+B97b6V8H56N5g3AFMFfOnO3Qj6HGBQrnYLgmu+gDZfIrS86EdrbPfWbRdQuTAThfMjbCu149Ol+NntFrco23kjE/Qw6uDZBj8RjgJ4m2i4y04fuhRTOQwXA/lH68OIrYOreF/x4isFdgUQIuVuIeq3f7B4SlsjLwl5a230BG8Vmjz+r7jVI5msUPnBn+TqEfVPYORoiXieTtjkhuGUq1uwhFSbVhAS6E5ngrVkzhuMvarBLwf+gvmjH1aLimqAAMBfKr8Hnn6hxZ+8IR9CN7blGmn19FPjh3bNw7KtznqSOZK7Vr9qNm1K2/xy7PGek8jcWUhly7DIpOGo0xWuKQ7WQISv7uaDU0ok70R7wMHAn+F+htkC6snTdumMK1y6NNdfLF1XjfjyyRj1KzApb2ObfdGt/MCI/kLJS2dHoLb6lSV9L250JfT6aHT/I/DbwpsLTFWtquBvn2qErRjDQshAgHoBGUq8Y7GYGq3UPPCt2ENH9l4vhTA+9lSElcLBz7IKV3Kqp9jX+gAknqs9r3b0PW4YENDXBK+NsKNt6l7fD9Q4mjzZuxZJiDzyKBeyHCApuVaEMXeM9GAvd4hniASvpcOp5r182Aor+aPEC/RYapam4fg3AiZqbmgUQbwOOBBxFQ7URqINoo5PUBtGm8NPp85Yb33VnOZN7fzPQ26eeg9MpkVaoO73t9FP56H0M8L/Q8UbfRiwJrnSeBZ6g8L3mH0TU5RQ6K2iVDjiKlKyWPGmVSyfuO+N6B8N2uoyFyASktjUfO/Gr5/TOR8XDDcJyIUjBTvCuizcfD4ZhMOxDoYgxWDhmICAi8pZFzWWshhVU7wzXZ61vJ+6Ys8uT8cH+/pExG5/SjNAJs6BwMfKVVdrLkV+26VjlDBhjxkOfXCDhfMjbQpnwKWrcfRnJ3deSo2LrG2yRnkrKGAqNr4M8qmoHW9yPQmjgJGasaCxIgPKpHQz+vQk6WTcM97lXj3QxtOJcP/JMQBmZT25ORc+xWgoyjvXrhUDmay095dOJX244a75lhbpwX5srRyLH2feCihr4eGsbQ78M8uTD1/jqMu5Se0zaOstcaOlYJI09+zVMbpz+nQabTTefI3RdWMqxa385HuGwp3uy5RYF+TgE4Nx0q4pbMrfAM7gI2jD5ri7jOfc5XkuFoDryVg6z6ez+w1WiMUcocGjMgubxfOF+EIca1pmO6wBwqJRNoYSO5+9Wj/HsGrOsNIK3/jnbNbBywhbv/uuH789EG83IUaQG0g9gVtH0fMrBUedfzoEk1AEwXXTMULC3w3YWUhtOBo9z9ajO73Qfz0g/1Wp546rPouwqc7N1IUJ+ElPhWLKBhFHLSD0Cl1UGC67tISC7qAScn4j8DvY8K1HV7ZJ3ftuPv343y4S9Bnj6Lv/cAHjg9Um4u/Sj8Tut4LmxrVqQsxu/7GORJns3dX6nxb4yUDEMloC9PtLkQWvhu9wCGZ2YLIsD0gXzmaUlmtqe7/3zYZx3bfgApqlPo5bDjEQZNxHsu8hjthQBrn0fP479HoR9F7zB1vYciByNpt4sc/XeQmS3m/bhAs7v738M8GiB3f2kUfjMLzyh8voS7P1T1x91fqj5raHsdd79u2Gfh85PQ2Kzk8w5o3WrCxZom77B0fSts+3CE/RVjtNyRantaymgzuwKlYlT92BbYySNcxJZrk3Mw+r6x6MO/g8zsh/QKKMT614jX4y5jwwTijjeAtnfsx2IoCmAthIFxPbBH05pl6aIZU7yGS2Jmn3T33w37rPb9zCgaAIQTNoAl2YUivXEdZLD+BkorGqo31uVoV34z2xlhff15yPUHhH+XQcaZC8L55igSYYeI904XvslY4HF3XyD6bkDfDp/fhzb8/6x/19KnxnFnZrMgY9Gf6NddxyFH2bL1a8J1V6Mou5sRVtAEd5/S0odpIgtMWHYT6NflN3D3DyV4O+scw/aFAc/oaHpy9FPICblGgjd7bpXKfssA5w6YPb929+1TbeRS29wys8ko7fF3KCvjcGsoxlS7LvmcI0yn96L7+z39wPAD2E6lVDJGzWxJZIis5O4NyIn7BPB+d7824j0W6TMbuft7TDiel7n7asV9/L9oHGqiAHT1KXc//D/dl383TWOl7nokBF8P5zOhBX/tGt/6wPPufoepwsZ6yBJ9bNMCY2Z7oAX4duT9WRSFHK5b40tV/ugDYK59FwM1z4GMQ1u6+9gEbzbyfimFBfGLRACf6Hl0UmbC8/oi8h48Qb9xyH3koKAVkv6iLuDYViT9cH87M1gNJLm5iq57G/Lm3zGS/k6vFIyIz3lNwFoAFQz/921YzWw3dz/q39zP7CqH4bvs921mE919rQ59Wh95ey+tZM7/FyhHjloByOi0IjO7JMjBx5AyYvFfd190FH7jVOQMuCGcr4FAcT+T4E2N0UneDJqeVTkqfD4zqm4Yg+we0zTuhr3DMD+2QcbNC1FxhvUQvsX3mpTA0vWtlMK4qjYq13gNZPrfQTXjAmjD1GhcyGxzLPCmu3vQ/9ZAaUOTG/g7rVcZ/UgZKke8Hoe2S3WfTRm8v4Na2p+HnsPLUbT3QZ4oyFHY76FFM8Jn2fM1+n55hOMS3+OAM8gKqggF/rivC6Joj/e7+2wttzqqZGbfRZiZi6Nojwlozt7WwD8B2NSDI9ZUbe/37r5exDP1edafbYtsvAQVyWh1nkT8rePOzPZEzp93ojSuil4CTmzTfYKcXQ0ZlXZFDta313iKZEEpWaKgQMrYOa2pYQ41GfiK51bgadTPgxz/u7s/a6oU/AEUUXleQ1vXImPFNNHlqjkbZPuxCLbhfU3Gxoz2Dmj52lOy1PILEE3rMVoZt2M5lhwbw2hgo/x/jUyVGz6JvFDvRDmW/78jd/+VZVRdKaHIgvoAcKMpOsmRlfaOGu/RyDs5s5ndjybopUjpPglZ2VP9rsIXK3rEzDaM2v0issAvaaqqAdqkzIGUyyTFm9uwuG1tZk2bmpMJyPvh/H7kAUyVZSwqjRqMQD8Nx4ipel5mdqy7f3E02qzReKSQVBvWJ5BFvqnM4ikoj/cjwEHoPTeVe7wK5byPDb/xjJld5+7J6gvTAwXj2CEMKqJLRjxrItyq/0XgcaegtJIZzOwz7n5p1ORX6XmejkThuRX9D8rJnuZkvSqHS5jZBdFX49B9NFH2+wYmmypFXEi/5yVp4DBVyXm3u48P82whFKY+Isp5h9Oy3RI5iry+TeQo9W+aUjAMGbCGuz859IICsl61rxmB682sMgwsisZVzLsskrNz1Yxm44ied8S/FpJb81l/RZdxKA0m5v0YAqc8GviJmX0KYfGsjLBuzqrx577DX6OiA7MjPJk70Zz+AFpnNqu122l9K6Uw586pjNZNfNNqroQ2HkHyf1TIzHZBqS+vmKqQfR2lT6xsZie5+6GJy0rkVzZ5RuWbUuoyNszsOIRHuCHCkvsEqrzWRr9BBoiq4s72SP/5UGizk8ETuMvMtgPGhHG1B4o2qvq6CUoRW8jMYh1wHML+SVLYvG2AxujFwCbIoJWKFI71lqlVhJraDv0BwN2fCrposmratCJ3PwCook92Qc/7Z9RkWETzA/HG+/XwWUwLh2ds0f+E84Ua2n0VuM0U8Rev36kKTEPHnSsa+edmtru7H9nwmwMU9IJ1wzE3eqfX1Hi6yIJSuiysE2eG808gLKtUn0ddjppZZQy7xMy+ieato7l5cY23eG7l6Odmth/CPXMz+w2SEVcBm5rZBu6+V6LpB4Hrgp4ZR1WOOAIn0C2hvdeAnczsyyh1rBN5qNxnDVFXDZcdQ391uhVCv15D72ijrmO09v4qehGlMp9f+/xfpmgtD9fORxS1X0L/JyOHgmV8S7S5WRopzNu4+8L/0Y4NIUuEwqc+69j2BvQwEAzlGu7oI0iFK7GgWkgJCIrEEwgA882wybijbl23hnKMUeM/CXxzobzZQ4BvRiwveyJk28z2cffDGiZU08J2s7uvVrO23ubpUrhZpVGtvPTxJu5+Se2zL7j7cYk+jEF4LEWWcVNaRlySMfX8bnH3VXMtz5HV/g53X8HMZkRerjVbeD+HvBIHWLsHdDFkLPhjUJTG+pA0xVyy/BKV1yKv6k/Rxn0nlHayf8RzCwIunQsBqW7i7jeEze0ZsaGy9lwnN303re8vPNslSMwrNF+bFIiS9z0+0YSnvLZB1qyKotSWNrN3IgyadQZaKKScd5i4ZjZ3f3U02i2RoyUUKYtNDafm99vrnzetQdZSer2lT61z1srK3n8MVS/8KL2UCdAY/Y27Xx9fa4o42wDJ5eNq/Bd6lKZhZtehKOPHwvltKAVmDmC811Kdct+hFaZvlK5v0XV1Q+ocCd2i0WiNyuheWmu2aK6Y2SkelQ1v+iz6rgqPXxOtiROBr3hUijfwpfSk1dz95tpndyGj25zIwLOYy5s9G8L1eG+iD9nyq4RCO3GE8FXA8V5z0FmmhznwFo+N6L6qv3OggiDrpvjDNa0REWZ2Jj2D59uQwfNC9OxXcvfNSFB4D98mSrNGxqTXwvcrIkiBg4B4fL2MCqw839DuFIRDNtlVRnt+FG2+cdM9RtfOAFzrg1HvxWXCpxWZ2XeQU3UOhIF0LRqjTzXwfxvhkFSO8S0QuPXBEU8ys6AiT5enz85GyBl31qEkfLjuDWSsOAS42BMRKCWyoHTdtF4pcUNzoNpszwC84u4D6ddddI5hZIpOrPqR6Hafw7J4buXo5yZYi5WQIfBRVJDh1bDe3ZbSF5rWTg9GmH8Xle6/rSwC+RxUMW5KOF8eONDdPxHxFK9X4boTUAptZajaCjlN50F4sHtFvNsjY+EqyB7wCeA73pKi20TTVeSQmS2NrGmL0b+pqUdlPIOs0t9Bgt7N7OOJ9pIb86jdpk3p0DQjM7twSNspD9nZ9EcKgDyUTeHxa6PQ0vhZNOGo/BhVc7ovXLs0ykkdaDsMxq+h1KFdrCF1yMssqK+Fa14zs0fc/c1w7maWimCas+E+6vQv4AkPGD1mtgyyiD9C2oteeQEnZbYP8HdTaHVlbV0TWWZTNI+7/9KEy3I1cLWZ3ZzgO9KUt15XnBYB/prg38/M/unufwp92Ad5YQaMQy6j231mtqhnhOSb2a4IF6myYhP+prwYr4dNXfUs3kXkNUpQ9W5fCALxrwhPJ0VjTaHaW9OL0mrq8y4IhPrtCAB3YfQskvgUJXPFzHZHC/fT9BZ6R9b+Os3q7leYmYWN64EmLIV4wR3r7peFtg/ykCrj7veaDazj3vB/6jzuc65szLq/cC+PEFI8wvhfDyk7jV5bMt+3yTh1h7vnRsx9HEVt3Br696TJCTBADXL9ReSp+b4PpkPkvMOq7bWR53MOYNGgZO3q7l9KdCWr3RI5amY7IDD1pLcnzMcFXXnmk+gpi4siz74h7+qjyPhXpwtNhuiXQnvLIU9oygh0m5mt7JkhzzlztjL+hPt43N3/aXJsrEDN8+/yip1vZmu5+8Rhvx/J45Oj33kb8IL7gBdsJg+GoUDXhk3B/5rw8uptV+9wXYQx9GZ03/Ga/nrgf8PM6hEKbzJIpetbnyEVRXrOiKIR64bUo+gZrf9EzWiNInvrlD1XUFRX3K8xtHtsT0dYGZWu9qnQjzpWxtlmtrm7PxHaXT/cSz194/WwyXnezB7wEMESNitNKQxD5VdHvfFY9B6OCeefDp99rsb34/B3FvQOb4c+T3Ochls8NoAKl+lVk4H9OVR5tI2GRUQs5/0Gzwrz81Izu72pUZdx/ds0rPXufjtwu5md7u7/MhnYlkf3nDQMVffo7m+Z2Rsmh9czSK/KoXeT1k+qOZ+ll1qmN9/MjqR9LKUwQbdE0R2/R8C1E70F98fdf2Bml9JLG92pLrNTBp1hVHhNzrhbH8mhVHRsW1TsvEi2rQfsYWZvoWeyX8RTIguK1k13z92rxFSic2TBWnhBdGLHuZWjn78WjHOvm9lfwhyv1rukzM01ApXOFSt0wJO5/7ZuEY3LeISD5e53mtl7ajxd1ivQ2rBOpXOYcIWuQfO9D3vL3U8L4+yDaExv4e6dImOnK+MQsowdh4DgUopURfsixeIY4Awz+20DX7Ux/3L4e0r4Owwc62SGpxn9aEgbU8kKw+PDNacgBfs2es/CSYfOgsBb76tO3P3+IBBSVKUOVYrIsNShfelZLZs+e4fJ62LR/4Tz+eoNFliNL0UYAX82s6WQt/E0YDMzW93dY48a7n5h+PsryIsAQKk+FwDvMnmU50MKUooq5fIpU471k2gzVKdvAPt6DUQtKDOVNyGmjwIXmdnXURWJZVHKQhO9DYVt30R/qGbKKLk3sLznAfMdgJ75ImZ2GlqUP9vCf0LYgH0HPcM5UGnJFB2ElM5r3f1mkye5CXTxy6jaxY0A7v5nM0sanTrMlT2RMM/BVPinydv4ZzPbDc2VOWo88Ua+DppaX7SWNaUIGBpvcbpAW8hxrmyEjPszs4uAb4ZFbEFklLkl9OkEd/9Zw6VZ7zsYMLclP53y9WBIroySAxv0iC5Bz+D0cP4p5Mn6K5Ld9bmV8w4r+ilKObkg3MftZrZeA29Ju5AnR+dB6XiTkIz+G1ojlkLK9bOEKIJKWTSzE1F52ovD+SbIe5yig5GBaFNkXPg1tfXQzMYGA+HKwM1m9hckYyrMoaboh+w5ixS1VYNMPwFVXDmdKK0jGJuucveJZmZo/d0KbY4/61GUReDfH3nM7zVhCV2CvJxvmNl27v7HiP1t8bXuvlt0OrBeRfQH9Ew+6e7PhM9+QU/pLE3fKFrfAuUaUkuM1hUNHdNmti8yOs1qZhU4uSHD2AlNDSMg1lOi81PDelenXYHzzGxz9FwPIRoXEc1qZisjD/5M4X8LR1KvIk9+ddEbV/P+qLA/pQwn7r4hTPU0r+I1T3ONvcvYuMjM5gYOR+PD0ZoxQNYfEbEXvXTnGYBXkN4AhQZP609THqBKRzGlIh3p7neZoqQmhvbebmZ7u/sZDU3cEu7xRCQjXwnXDrtHR2vEAJC3ux8f/ubqpbOQ9uavaGYbes+bf0v4uw5KMar2Kp8E7k417MIMGReu2RiN2Wfc/QMp/nDNJBNG3CwAluk4bCMrS40aOu48pMu5+04l/XD3F8zsQWQAXBil+dX3NtmyoOO6SeBZiEEHXSo7o0Q3OJlMWIuoH63O0I5zK0c/nzvsYQ0YF+1nDTkh4j7Oi2To8wha5HCUGvgX4GteK95D+VzZM/xNRi5G/Sjdfz8Z+vJJ9C5ARqGnERB0iu4ws1/QD1Zehwzosl6BdJU56AUszA68PejYfUZjk9PtIXc/2uR029jMnnL3F1raT5N3KHE2rQ5gUiH/kkhJmYKiIr4BLJ3gGyhFSXupu5vr19FScjWjnx9Dk/+58Lc6jiCUWU9ccw8o7S/zN05CSuoG4TiR5vLVtyTu7/YE3yYIF+VpotKGSJjdVOM9oO1o6ffCKBz2mXCcjbAgqu+nRP9/Dzg6/D8TDeV4w/drIYHyaDhfEQGNNvGPRQJkeWRoa+JLlUbdvGkMNbTRVEb4HUigjB/27ikobY6UzNkKxtI8CBx8M2DeDuM9WcKxsI0b4zEa3k9TGfTSuXIl+SUqV0OCeeHwXs5GWCwxz5v0yli+Ef6vzv9V412s7WjpR7ZszLk/ojLxSIb+Ovw/Z9NzLn3fyNByFFIIVqmOBt69UQnVBxHOwkRUgSPFOyC7q89ScyvnHTaNu/D/gGwsaZcCORr4x6BNwYHhmfwMbZgXbehH6p7bZOMWCPtjCun1snqWRSXs68+O9jlb/cY+1Xumtk6j9JUZw//bIVk7D8I5uCY1pmFqqvznUWrPGOA99eeMNtm7JNrYFaWCNt3jZCQX7yGs3bWxsmPb0faeyFzfqnuJnuHsqedMNE+ozZn6ecuYPgdYs4H3kKbnVON7ezgORYbNxZG826epDbR+34EixOdr4Lmy7cjpW2inSX5l641Epc/D+ZJNvNVYHfZZl7FRu35mpKskZV3B83kGyasjo/+r86cT/H8Lz6PCJkrqKPSvQXsB54X/F0g9+4a+LY486+8cyT1G7S0NXAHcGc5XQGkZdb4bgDHR+Vi0Zo0B7m7gHxudz0goR53gXR6lKP4GYZxdiQDCm/r8UbSJ/zsyUL2ZGl8dnsW1KALhjjBfD2zrR864C2NghfD/1kg/+Aowc0t7DyJMnW+haImZEjzFsiA1h9rmFZJfD4e+XBiOCxp4S3SOov0mMlZfj4IjjgzHETWeEc+tht8e33bUeC9Dzqgj0V7s68igWjl9mn4je65EPIsBHwr/zwrMGX1XtP8Ov3cYSse+NRzPIuNWcm+IjDtfQXvZc8P/s4x0jIbrdkbzejzSGR9EEamzA4fXeG9Dsmgp4L7Q54u7vOvpLXLoQjP7Enq4MQBaMr/alat+MHBw8LxsiybuUjVWs6gyULC6ztDSj+w0oxzruheGxwe6E03kZJ5xgr6IrLRV6N019EKc65SbOlRZUD9Kf5rWy9QsqF6YP2pm17o8IeORx7hKr9ghfFblj3t02UZosOPur5vCS5voZ2RGAJhSOy51Wdm/A6xiZt/3mmc6tFNFV72I0r4wsxQI29wtfZs1+u26Z2smpFh+wszcE/nMoR9XWz++x2w0Axbui8Bfb2Q4sOA6aGH6vSnF5Vtm9nMvKNGKjAJnR212Ca2+2swq7/TGCJjzwoYmsuaK9aLZHgSuMrOhJSq9h3PxCsobx8x+RIiOCDxNzz1Fj3qQ4i39tARPiWzMub841fODBC+fu788ZF6lqO99R1RhdsWYOo7mcR+5+4/Ce34JRbTs7+6XN/zemOA5vwnAzFajN/YHwn5z3mFEj4X1wU2Rl3vSAFhb0O6TSH4OlaOh3TeBy8ORQ08GuRV7rfo8/Ik5OBfy4O1mZvU5aKEff8n8/YpK5uy/TJFln6EX6VX3Br/hPcyWzZAB8zngj2Z2WKLN16N58xFk5HkTuMeUEhPTV1B0ynaECBwUXj4z7d5jd/eLTGWef2tmJxE9Vy9P3+iyvp1pZscjL+4uCMg+FR2yYojsMQajfJKeytSYbuy4+74hCufd9Os+dU96nMYBMsBNZUfrUypVfza0zv4yjNG+qFgPUTijQE3yq0Rv/DpwZYhwMLRZaXt+OZ7mrroPge+fKILhdyh9JklNelH0HuPorltqbPVz0Fq8MdLHt0PpUWe4+101vjiVYmNCFI67/9WaI9vqfXwYwARs33ePQcfdHunmVV/P8vaqSSei+60iie4wFVX4fo0v25sf8cfFHuagFr0Y0Q+R/n4EMhwMKyzzPYTj9UcXZsyGSI8eKZWkmE6lpnFnvaI1swT5mVW0Bhmnn2n4rvrNLrJg6LpZoy1QRHYbzELVnxKdowTWApSOutwQPTJ7bpXo514W9TW/u3/L9IOPeK+K+L0m0OgmKpkrQ9PZO+y/Dwu/uZj3KgCOQ9lCP6IXsTSVPKPwUNf1ygVjcjGKygb4lvcKhdQjb99yRXhuiarBHmlmnSqhTW/GoR3D3/iGnVq6RWrz5O53EuU313h2Bk4K4XUALyCFqolK0ozG0wMe25AAPNbAOzlMipwyqvMCd5vShuIN3kDakJmthAxil6Q2uAk6gIzUIe/lrZ7m7TgkxeS9ENn53H189NXJNWPLHUGoPoHusQqTbzO+VL/xWE0QNqXj7OfuvzOBfH4QCYBjGcRCaKKvImNUTLeY2S7u3qe0m8Depm4QvVs+c0ogLkQzJs/xKNd7CsOR649Fm4oV0X39EqWerF/Svdp5SoEcRC3esQAAIABJREFURt9E83YK2kxcjCLjUpQ7V6pn/Wg4ZgpHKW1NL+S+lK40s7OB870fIHom5BXbEXkSTq5dlyUbA+Xc32MmbKLHUUTPpaEfszK4SR9GSU2+dDEMxqAcg8jnkDyfI/z2S8DnTKloh2T+XNM7/AICzV0IyZzL6KWXdGo3kqOnjrYcDbQtkunnojExIXwWU30OtmGy1at99VHLGjMwZ+vyL6Kd0LP+gbs/ZGZL0EvfqegtU8rj80iu/SD6blYG6Z8mJ9HTaC2O30NfKeqw2VjbzDaih53zew+Yby1UGc7+bMIfGk8aqyyXite3XENqidE6rH1LekhNMLOz6KVLfz/1XMJatidSxm9DG9SJ1Iy/no+VkZ2qP8rUZImI9UZD4zCpN4ZN9LvR+wBVi23bRO6EHHrVRmMCWntj6qz71GiYpSVeU2ZBm5BJhPdYavAMBtlLESbRzEgWXWVm3/X+cuUvmNlm6P7WQc+bYMhNze826rtHM3sf0uEn0JN1HwG+EubO3u7+nUQ7s7n7TTW9MSWzD0OYbFeF314POalnB/6Y4P8h0v+vjPgPbLiXE4CLvAF3LkH/cvfnzGwGM5vB3a80sz59tMQAEFFp2nSd6uNuQ08XrTmeQcNoTNeZCgaMR3ucVudaAcXrJqTXzZgeRLrRUONQAzXpHCX7TchzhpbMrS76eQ7FuLN1SIu2sV0yVyA/nT13/70ZiqiOnT4vmapH3ktkHLJy3KOu9Bp637MAS5nZUgknDOQ53bJoujIOFSgRRRssd5+ENrxzhfM2qyzufqsJBHEZNDjbysKXWNdLyqge2NbHikw4CzugBfAwMzukRSEHtAkzs1uRMmfAnp7Ao6kGPppUozrwrRc59JwpQqXKgd2W/lK7u6DJuDgC3K7wg5ajXZnMjgCgZzTaFDjRFTVT9xS13k7is72Ac03o8ZVysirarKfA0z8O/Kkam0EB3MDdz2v4zRJ8jxk9v1z8G0GYfwyFsf/SzHbOvLaiuuG2CxjiW8iL1zqWAx2Y2eZAdFtQfubwANCbSXluzTT9F9pgnBE2xC8ggT8GKf8/8wQAcIFsBFVuGRb1sTOSQR9ClR6rnOQ1kRJWQo3Kmgnbpr4Yx1UOq8i5gUvFOhg5F7xy72uQ52fW+Zu6lvowyMFhmHRF7caKQ91rp59MVwLMJVf02J5mNru7/72B51cmwOBfu/uw+xuDNgGl43x3V7niqXPWBNz/80R/7iZEuZqiT+b0wVKu+yPFdQwK378r8K+PFPU67YkAJucDfuqhComZ/TdKBxugYPQYZhCq7mUMEY5ZeNZbm1ljVEYGdVrfCgypufRdYPfofBnkMJodpXOkntGeKH3iBnff0ITtcHCdyRqqE1XkoUqRKxp2DIqAGK2ooBxKyq8cvTEYhH6EHDRTkNHhiaE/mOFpprvuM/BzQ/rSh9FmZosw6OwqomAU2hTpc4ujKJhza2y7hs8XAPZy96pQxwdRtFEJ1e/xCODzdaOpmX0Iba7rUUwVPWuKpK/k9SdIbMILvfm4qgpeQs/h+I3ofuu0NfDTsMc5yd3vbeCr6IXgKJkAnGZmzxDhUAbqYgDYExnV90DRSRvRc1LlUP2dlBatqWhppKf8D3CEqXreye5+f8s1wzsX1s2CS15FBsErGBKB30BNOkfWftN6kZVzMtwZmj23uujnmbSkCX/Mov8J5436bOFcAfinK5pSjcsAlpJ5uftvTxkggyGz/nkW7tFIKNcJEyjH6Zb3u6NnhB0dCp6/eorWr2s8syBBsT0aZPUN1jHxBssy0eBzlZjaNdcjg9RZSIF6Avihuy+T4C0pA70zMMGj8rspMpXHW82FeD4PSo9abcg1VerQ34NhZhVgIHXIBDx5BQrvGxBWdf4uZEqNOhJhDDjKpd3d+yvJdGl3XhQB8CEkjC5DRrABkF4TOO8TKPxyFQQqfFPups3MHnX35AbBFOJbVQK6yxs802Z2m7uvVPussbS5md3o7mtEY2oswjgYMNiZ2cEoV/pChqQkmdnVyOu3E7LYP4MwV95X42uq6GLI6j5zxPszd9/LGir8xYtaS7sV74gt8aYw8S8go+DNKIT1594Le8Way50aeh4Lj0I/ZkRRT//wDMC4HNkY+K5GC8nNKDx9gkeVFDr2Nft9R9cch5TLDVHU1yfQvEoaG9vGe41vZgQAujj9gIwH1fiy36EVeFZLx4aly7cbAtjc191TYLvZZFGFNXdvrbBmKrG7kbekVlhDudaMfqRKvybfqcnj/lH0/iYhOXNd3Ygd5NqcHlVYMXnnzd1fKe3jSMnMbnL31YdzTpPfLjakFrR9c6w3mNk57r5l+P86d69XQpt6jcmrv4ar8txdXivJa2Ztxmb3muc2bL62TBljulLhetXqSPEocs7MrkEGwwloPK9VPbfCflRtd1rfmtZWdH8buXsbwH+9LUO6ynJDmdPX/xrpPBcDv3FF9Y+YWmS0ITyvcRHvve6+bEM7DwHv9UShEhMI7wkI9Ph5hPWxfUrXtQxwYuuvZDhAnoAuCNeNQ4a1ndA9j0epeS8neGdHOusMaE80F3BaSteNrskp1DKUSsadmT0O/CR895Xwf8W7l7sPrTgX9OlTkdH6dlRUIxeqY1ifgXR2RrguaRiLjSuFOkfRfjMYkNr4r277volK9PPCdjv1N8if7VEk60HB+bKABxiBBP9hyAbwGeTg+BLC/fp2jS9r/21m5wHnJOwOOwBb5z6PpnWzlMKaUTlhVrLghGlbZ0aDpivjkKlE6wZoA3QxAvK81t0bQ+xyNljBCjke+La7rxgUzsmJDW+lxLwDLQ7VRn5DVL52wDpowru4B2HMfA8J5sM8VAap8d7k7qub2QQ0gP+KNksDqSFm9l0E5Lo4Up4noIF8W42vTyE3s0nu3lZOFlOFpBVROPx4lDq0tfdKlFZ8PwrPYVnkFbsOGW+uTxkWwjW5hrhFmgxAZraZ97B9OpGZzeLyzuXwzoYiOqa4InAWBN7nodJL4GlTzGd19xFF4VUCq/bZlPoYjb7LEoiB96FEE94w7hZAOAE3u/s1QTBvkBCUqQ1v3PgjEe/7XdU0kotFvEgUtnutu38g8W5aN0uVIc4U1bUKSoeZFD//8MxinIxaN5IVO6r+VzhQsyJgvQGFrpRKZaMpinK1cM2uyHDQpLjk/H72e4muqRbh6u8cKCx83YbfyDJKmMr2vojk4tRUUXf/cY0v+x02KX4Rc6wAdhob4dqV0fz6JNp4nO39qRYVX5YcDbw3IsPbBZUhxszudPeB8vRh4/YeFMYeVzmMN7xZRrqIv8IW+QAyRlY0J8qBH0h1jRS1zwGLuPsBKRk4vZGZ/RSFaf+W/ud3a/i+S/rGf5zM7M/u/u6G7x5w9zqOI2Z2Ltq87oW8mM+jKNWRGjvPR9XYLqf/GTc+OzNbgUFj8TnR9yXrygFDeL8b8fY5dYbJsC5yNIdGsnGsjdkZEFbcw+7eCbfGhIdUvbfsdTmj3RIZfT/S4erVfGZB4O1LD/mt2YEZmtZuMzsU2AZFIFUpMl7fOJpSY1q67Cnvf3XtPMCn0fy6B6UWHuHuRw7p+wzAtu5+WuK7tZC+n+NIWBpFQdUNYBtFPNnjrmRe1foxD8qO+DRKGf4lWr9WAn7nUVR1jmFhhHNlVlQY4r6G70t0jiKjeXTdEsBT1f4m9Gl+D/hbpVSonxcHUHToz7FoTm3k7u8xRRZf5g1BD2G87wx8GD33PwC/8JpxI3f/bTL6noMMrnHWx6zAxz0jMjS085hHBk/rbige6oSxaZDeNr0Zh6Ygo8XkYMSZH6VIbDzk0mHtVg93qtJbX9Rr/JchT8RT4XxBFMb4kRH243MI+LAyysyB8AKOa7lmVhRevDewkNdwBMzsBWQ4Ak2MdaPzJoyiW13lMvcHnnCFyDYqNWGjuSoyFK0Vjhc84VkqMMTdC/xXXaCZ2U6oOsS7mp5JDpnZA2ghuSYc13rNE2nNVn4gHVkzrcgEbPoCcHT46MsI4PCzDfxZAnF6IevhYt3l7k3pff+uvtyFFIvTEWjb1WZ2u48wvcciHCh3f5cp5eC41Oa4Q9vZstGEH7JuOOZGoajXeHNp4GlC1otuuwHYEqWL3pXaaAb+XONQ0vAxvVJQsrcNx7PIsLC3uzduFHPlaODtiyIMnyXHc5OCXtvwvr1E9oUN7xII7ykur/0y2ogNYHaE8fxh4FfhHm/+P2IcSm32pm7yog1sshyvu39hFPvyDvqjCDuXrjZ5jY9z99/XPt8M+KK7bzrk+vWRY+xSb4hKyzV4NhkBvCH9IaydKzC4UW/DlRwVCnrMtvQ2g6chQ2mFTZVU+Kcnqj3vN5Bh6LoE32EImPkfKLp4BeAr7n5qnfc/TSag4TWBL1cGNzNbnB7I8/carvsLqpZ0DVozk+lnJkDlFerGp1Hq+0eR0XUpFJX2K3d/xuTEvNvdFw9845CeuBAyllwezvdGUSofS7Rd4ki4HeFY1p0wbXh1o07B0HcKqob1eO27b3iUjlxiWAiGwkoXecCHOJPNbHOUzjmTuy8RdNqDUnusaUlmdguqsvV6OJ8JRd22ZowMaTNLP+9q0CrsS7U/HarPhO8+iAIW/jGk3aL9t/XjEd7t7lcU3kdfRkmkO8yC9tO3o3ViBVRBfK2GdoY6YcxsQXd/yhqcD97B6TBdYQ6h6J+3zOyNIPieQaH3I6VSNPhFKsNQoKcZrIRQHIrn7hWg7tWkgWTj9r+DFMw5EF7C3vR7ZSuqLwA5uegvm1LGdgDWC4aGNtCqWVHqzVzheBJFEqVoXnc/M7SPCzk9BQT9VeAyM9vUQ+pcuGY7ysCPk+TuSwWvwboo9/1oM3uhZhCsV1Hpa4Ih72iUaXdgP3qbiWqhT1KYJ79CmEOO8pTbsF9aU5Js2qYsFONihTl6JIpymAmljP491Q8z2zmxwfihu3+zzhvoeJRmdzswIQjUEsyhJirBgSqlEtl4FXrWhyBQ4LbqLNOSLjJhZx2OKkI5NQwp6/dEzV07b/JEXW9m7/MRpsqlyMzmA77B4Fxp9PBm0L1Idm/m7g+E3xmoUlajXDkKZRXWkt7ZGk+RUTwoHo8gp0EuHYQM2tcGw9CSqBzziMnMZq5v2lKfdSEfgoVTGTBM4JUfqAxjphTL1PpdTGHz+GPgnUgOLIbe93vbrhtCXwF+b8JYiau3rU0LnkIwRL/bhRMxH9qopiJVQRiQ4wlFQ4D70XrXJ7ubjEAttGbKUdWVzGwfdz/MGqLAvD+C6Sl66TEgb3R17tRwIaxDtKuZfdLdfzfss67kwiObL/z/txbWD7v7PiZ8xIeRwX8CvWpPncjMxnjAnxktcvfvm0CUrwlGFVA004+8PfJmOYR1si5wuJktgwzcdZzILHBiM9vI3f9UX9eifqbWt60QZtqEGu+r1o//eAraKE5ERRq+hcbRFl7LMKi1k1uo5Q13r4Ok/ydoGXf36D1OJR/EqVujMiyE758PxpOpFBwtByNokkfQM1skGD6+7c34sgci/e6q0PZtYd0aEVk6jfVFFM2eeo9jY53OhbfTpbBK9fvZ+rmXVSvrSv8yYc9V+/X5aAew/gxwrJn9LwFGAekVz8dMJfvvwD8Uj7BpXqMx1Qf8XekOZnYOsEqlv4a92YEt/ahkz4HBwDQXoYBMxPNUeGYnD9NRcml6Mw7dEjYTJ6KB+goSfCOlFBr8J1v4rzCzP9ADSd6GwQoEFchTNjBgrucs0JbIi/N7NJgnppRb75Znug0ywuzsKm24KKFMaq2/JyCF82W04b0e+El90tUoyxDn7hebSn5eYmZboMVtdWC9VPuWEeJa418YGdfWRREXdwHX1vpQAvI7TckFbtpkzBggE9DvcagctQFLmNmu7n5JgjeZkkQ/uGqnqmmZtA2wkke4WAwHmj4K+BQqwbkqWgCaQsG3MrPXPIRRm0qmNlY7cfcjkAexokdMuewjpSxgPOsGuloiG+dFY389YA9TmP9Ed98v6sM0T3/xnnf2bBOu1yw+iCMSg6FeXTt3FN5bpw8AnzWFcP+T3sZqNKJOTkMb1k0RLtWOQNuGKYe2RGP5SlNK3G9IG6RjKnFoZFdYC4rWPgyChHc2fnXZ8IaN7e+i8wfRpihut1MYNpoX9WtTn3UiGwKyHiirHG+TcylqN+WVHvXS1e7+gCk1a3t6RqYJwBe8waMe1pVVEZDqeLRZPhXJnhRlGTxNEZeHMGigbVLoJ5rZci6Q89GgyrA6FMS3VBH3UKW1cL3dl2iutHxWRKaF6gBgN5ROZmb2BnBkYjxDT+/aFKXzvGiZJeeH0J9N4MvjR/Ed4krXPcrM5gznOendbyJ8zTfRhvSZcNQpF5x4fbTB3JxBSq5v7r6jmS1mZh/yWnq690cvLOkhktTMfoEMlYs2zddAQx0J1ouov9DMvoSAxFuxKqcxrWlmv0QytDUVjjzDwuEo5XkJzyxVXrWdGPO5FeXaaNVwXBjON0PV275gZr9z98Nq/H8zs4+6+wWh7x9DEckDZHn4jMX6uQmk/wCkY4J0t4MS+l0XqsDr32FmP0CRbqnKgoDmS+jTOwPv0chx0mffKNx/51JqXlfUBI2yTOzYdPc7zew9KcYwlu/ygJ/Wtt93AWa/ZWZzjcZ7mK6MQ9FkPy4o0ePcva3EYRXS3orx4WXVx3D33YJFsMLGOMHdz63xTAov7vM+vPpLRSeT4TkL7a8SBNY6CCj5BDN7xnsl4DuTC/n9J9H5o0SGgogWBWZGHt0nUNnrYcC52WUZXVXedkKW+OtRKGjTwvY7ZAw5kWZPR0yPIkDeg70hlN/MlnX3e5s2IS2bj1GnDpu2H6PSoFUkwruQIXHAOISef5WStFMQkn3ePjMb5yrXmEy1G6FC8E8P4IceSq7mXBQ2LJVXcXzwBu2bYN0KuCAYQf4LpTwOhLea2Q7ufmqDpwb6PcBd6Goz+xYwq6lc7pfoLfhTqYsQL5GN7v6CmT2IIosWRt7/emTgtCpfWoWjXxeO6939oWDYThm3u3iiNhlhF9toHlea7Z5hIb7azG4eSYOuioPnmXAsPobCg99hCoE/1yNss4hK5OhAhbXwWymqjF+bMUrGr5INr5VFZfy4/n3MymBUxgLIQDarCdup0uLHUStl35WsAWQ9wZpbjrdL+fahpau7UJijJxVc8nGEDXRruP7JaiPeQLkGz/Fo4/FT9Jx3QsaLJvo1MhD9lSHGYktUz0t89piZmU+DKj5N62tF8TprZpsA/w0sZGaxM2Mc6fLqmNkSHqr0RZ+t5qrwWKevIP1yNe9V9lsSeeG/4u71SmoXmdLo/gF8MegsWbiOQ2hFZDz/RdANTkJA1p2jeU3gsae7+1spo1DQlxZ092trX72EouJ/girXNoE6XxCOVnL3A8Lf7HXOovR0VAVvYaT71tPTp+5hgk7x+BDDEOQ5EuoR9fXy622YeqMCdF2jn6EKUxcAuPvtZrZeA2+OYSG7VHmN7jKz7YAxwYC9B9q3jJQWRpEkr8BUo/vv0ZoxCagbh76AqtIdhd7RY8h5mqLz6eEzNkW5ddHPT0JV/7YO559GcntqJE1Hxwfufpqp4vcH6UXCtaW67YD26u9DRrKjSEfpnkzm/juXOuqvdwRjbrUH2x4ZA1Ptv2lm95nZop6XNv4KMMXMsvH6mmh6wxwqKudtHTE+wsZtHx8hllFoa2j1l4g3G/vIFGq2LvI8rIoEwDXuvv8o9Dn28M6ENo6vuPtcCV5DBou1w7E88oZOrBa+xDVjGV6WseqDIQNU5a1JepstA2i7xr8iijBYDxm5/gxcHVuJzexEd9/FhuBIJNoeddBhE87Vb9FCPHXT5u7faOCvV5cxBK6Wyq2ugNgmIWX7ZeAej6p5mNlF7r6ZZYJXW0HVFeuGizUBVZr7BQrVfwr4rEd5xzVFe07gPGSQ2D+022fQMkVWHW9p3BX3hLc0KJGPu0DgNkD5wb/2BPi9FeBAWSboahcDZjAM3YuiwyagcTEqqWWW4dUPsmvt6JgdRW5UxqIbR6EfK9Iz3l/j7re38J7i7p8e9ln4/AZ3X9MUOXoESqE9yxMYaCXtJq59G4pe3aZpvcqUowsBC6LUh9dNaYx7obnyzgT/JHd/v0X4PnVZMhIyOUzmp99L+Wj0/ebufqEV4spk/vaOqPz6qvQbP19CuB2jAZaZDbIejFVVOd4bvb0cb0kf/ghsgebhvCiyYTV3X3s02i/oR7WuVBgRsyO9IBnBF2TYkUiHuJNg8KwbuaMxOrUgQ9v6b8IX/Cra1E/15HsaJH9oRT0TpseSaEN1PZJbE0e6xoe230JOtsq4E4ch9K2zQcathFIwY73vZeBKT0dY3wps7gE01eQUPcrTWGWTgY1dxuX48/kQTkuqyuDbgRfDpmV2VElwVMZ11N/TEVbeWcD3vOcAK6kouSdKG5oUjr+h9WoppFM/iypd9aWymqIwPoCi2F9H73+CJ/BGTKk8VTRzk3zOrnwXXXNb+P0bo33CQHESU9RdpTtUaSyv0qBDh2sG8OTqBkUzWx14zHuYqzsiB9zDwIH16wNPScXMrGqjEX82pl74bll6hoUr6oYFM7vfGwDJh3w3GzIsxPrd97w5srKecjuH1wy3ge9eBJ7+r3A+M8KMWrYum2rXzQHgLVU7LQOfsaN+nqquXAfnr+BBtgQWoGcM2RZ42t2HpdZX7cyNsMN+0PD9syiD4jgkFx9u4CvCHp5WZMK6+iK9qKsJwLEt42gC2ivcRP9eIfVeYr2qkpWdHB3TVeQQcIBHETouD/gBaNOXolaMDxOg1HEoxOw84FBkOTQgOdDCdVsG3ncE3jbclQeB68yssfpLRCWpAj9E1s8KQK8x0qmUPPLwBqPCx1CYeorXgTuDAHkxHJuh535A1E5T7uXSZjaQW+3laUxFIa4u78JfkNBYF4Xdr09kJXb3XcLf7NBwy/fqlFJWxEL0nG8xs4uBM9F4+iSKlErR0JQkD5X4PD/VrsKhqLxOVZplKoquCy7Wp5G3eDfk4VyEWtoJ/R6u6u+m4RjAjHL348O/f/Qa4KaZNaVCnA2samZLoRK35yPlNVWRZ1Pglz4ETynQOaRTpur0VTTeUlEUA9ETgZZy96xwZyvH2Bnq1XeVLr4TPS/MbF7kGd4Lvfs+UP1SCor/LvSe36lmdoI3Y0nUS2uPQXgqKfq+KWT6a2gjOw6Nv5G220dhY3dCOOI2suWome2FlNUHgJnN7Bi0bv26pR/VOvKUKT3qSSTLRkxmtjsaG08TAQMjg6pO3C8MfytsnixPsw3BTIva/JWZbeXuZ4/sbhqpAr181RTG/hwyztX7a8i4PbVqjpmt7s3leEtSqT4W+vEVeqWrkxuraUxnmtnxCCtsF7QZb5R9nh/B/U+Tof3PJtyYJ1BKSRP9zUOKRRNZr6LekkFXq2hOeql/VT9XDRvB1ZFxew/gFFNk0nWpDW8BHYHk5nUItuDaoGMNUNBh7gQ+UqDc74qiFDdHaZSHkF6rQKCmA+ko7v43U8pRH4Vn8iXkbPs80quXoTl9IouC3NwUrSWLo7XuNKS3XUzPAJMd7eruPzdFVmyEoqNWQHPmHuDT3uCFd/fzgfODgWETtGbtQy1N3eQo+hUymFSYNTt6DScIrXe3oYjuKqptGGWlp3utOE0mXWhmm3iIyjKls/wOGWwrOg7JLkwROocgTMyV0HqVimD9KfnRPTnRLDGVpMKBjOVnxN/V9gl3m9ln6uuHKQLl3qZOhHXq2/QiTxrJylJuTwNuNDkMQalKpwfj60CapQkjKD6v+pdaA3LwGbvo5/8wsw94iLwL+nMfIHTYx2BmP3b3VaOvLjQZ4PvIzBZBuKvVfv0MtK59muh91snd5zWz9yJjyw/CWnqfDzrpSrGHpwm5+2umCOSLvaHqXY32G8ZgMmov7O5Hh/ObkPPFkX7fqaPTzYG8n/XPprTw3xj+Tg5/x8ZtICDnDVBkyhZoU7xbRj8eAN6T2ecDUkcD7ypIKXgx/L0fVTxoansmJLSXRwt5Wz+WRorZZSjH+U8oCiv32U9OfLYHwsd4FBlZTkEWzxVRmc+Yd3zLcdIojI2HEseDLfy3IE/i8cgwtFiC591ooboTCZ+FMvpxW3gvk6PPGsdowf3dEP7+ASlKKwN/SfCN6Dkj5WtgzCFD6M+QoncwSlvqOm5uHeGzWAkpIFlzsEP7A/1r6nP1OcK72r3pnsPnp4Z5chiwbEY/ZkX5x6N9fwsjI2qFl3A2WjhSvJehaKd7kPH0JODQlrYnhb9T6p9F52OQYrQHioa7JcyzbwLrj8L93QHMHp3PTnrt2Bd52d9A0SMvhfPngEMa2p434/eL2y24t+z5jRTHt4f/F0UpHu8f0v5myJiwPHAlUtA/Okrj7gFk5M7hXSv0/9FwviJwTAPvAaGvT4fn8FcUzdXU9gLICXBJOF8O4euNxj3uh6IatqIX0XhQgu9YhH1wTzh/G3LyNLV7LXIw3IFw9Q5saHcLFF36kdG4n4a+ZMsllPJ+ONpQbDyEdxZk7D4HyaS9EA5ZnW81ZAxaOLzvcxDodFO7xyCD/bbIS70lsGWNZzGkC05Ecq46VkGRv01tzx7ey/5hfCd1DpRiN1d0PjdKh0jxGjIQnYD0icOAJVr6cA2qkJT7/tYK4+gmYL4WvsZ1OvUdkuX7AHeG89mA20ZhvD0Y5uvaie+OaLlutmkw9s8O7/kPyAiwfsMYnRTPEaR/T0rwrYgcvbeFe/wQ8uS39eEwBC59b5hf5wI/GKX72xThw8yBHAh3IbyZmOf26P+jUbRQdZ5839T2YvV2arx3FvZ5XmRAeRrpM6dSW2cI+wFq+wMS+wSUUncjgrP4cTiuDvOlcQ+AIAIuqB2nIGPVLDXe28I8j5/HgI4SfbdaaGdPYNUhz+Nr0fFtJNPqusGUIAPuRg6h+8L5lLZ+FLyTFVFBl4d+P3F2AAAgAElEQVQRqPdkYMUG3nuQk6Q6X4KwLtb4rkTr3keQsfEetC9bYEhfxiFD7g/Rvvo+FClc5yvafxc+j5lzPguffzT08aFwvhKqHpg7FwbkR7ifRWrj7+1IL7yi0z2NxoMZrQNtTH6CIjLeFf4/uYW/VYhSW+CQNTGnH9d16HvWQoUMWO9liMEHLUqPBKE1AQm59Vr4b0eGm9WR0H8/DRsFIgUKbcJ/iMKm63w/QUrwgv/psdHhfTQqRRHPNSgCYRm0+T8n45pWg+QI+jstN22GDGT7h/NFgdVrPJeiaLqPoIiJkzPbvg1YJzpfmxEojEgJvx8tCg8Cu2Rck7vpWAstqI8F/uo4kGZF5ka06biToMDTotyghWpXVA53IvKwzpng25yCBaI2Z6vjg8A7EryXIy/s2HB8Fri8od3K2BMb1ds2sdejSKFzUFTXx6nJVRTafkvoQ+Omp3bNbGjjfWI4fzeq7pXinRK/3/D+25wIQw024X38DW32HyexUenS7mgewPy18/r6lhzD/8b+XUnLRrvGeyOKBoyV5+S8Cu97hur+UNpacjyH7y9BWAgV/9i28TGC+52ZyCCQejdkbJbCdzlG12OQPnAI2sjsNw3uqUguFbZ9JtogbxiOExGw8UjbHZ84BhwlyGh9ZUZ72yHcimuBK5B+9HFaNikk1jwanAjR93OjFPK/0bLOoUjAm4N8nLpu1XjqG9cHkH5zQdP7Q2n8LyWOlxGuVZ3/lpIxnfnuxhD0koJrsg3LHfqzKjAmgy/ljGjVA5FudCTa9DbqdkHW7YIies4K/7calArvcQu0jk9B2Dv17+8kyHG0t1ov/q6hzbPC/d2KomT2RrhRKd4TUBrVqNzPCJ7DRigianfggxn8P0dG6M3DcSqSyUcDp9R4bwp/q3Ug6cCK+MegiJlFq6PgPmYGrqp9tljbMYrPcBxDHMkIB/RRZIy7GhmUBpwbdVmC9LAZMvpwR3gP29HgBI14s/bfHZ5DicN5EtrrtQYYoGyeq5CuvXKYl39FBtL/qvHeXDs/Kvr/hi73NL2llRWV80ae6J2RkNsVhaD+Ivq+Xhp5bHzuzRgEt5jZb1Fo2z/b+M1sLaTw5CDpg4w3i6NBukpIFUiBQf8ElQ69L/zO0mjD3JQuUFJ2MkZYfwNN1npoIe7emi+dohC2dwDK23akYB3kzcB+JW0PTS2IaAZThYM2ZPo5vZcCdLgpX38YXW0ZoMOl5O5VaPaLSHFuJVM1tiPphaleA+zp7o8n2I9BaR4boTDNl5ERJcYZWdDdq3DZP2Q+C9D8Oymk4oAAywfAoAuoS2WzX6N7qtKKtkMenXpFwpnQPB2L0gkqeokGsF9k4PgCMjo/ZGZL0EuhGyAXsOFZyPu+F9pUfN3MjvD+tKcDKSuLujNSiq8M5xugRWYJMzvI3eM+zefu46Pzk0MKUopK04z2RIacPVDVpI0QPlaqr58DdgrpkRORAfqJhnbHh/upyqE/gZTjVMrCeBSGXaUgb0E7qOBNFoF/WxrL7gfAui58pzWQ42H9ljZx931NmD+L0Y+dUE8t6Eyhr1uhMf0epEBWtLD1A9UuGJ/7IH7VhsigV2GN3YOUiKtG2MdqnXgQuMrMfk//upkEevf8ksr/cPe3zOwNU5GGZ5BhqYmyqmJ1IRPG4NVI3l7nzYDypeV4c1Kp1kPe2TdDis81aA6OJh3IoFxKphpbWfo9wPLeX3L+SjPrS5swYSbsiRw2oDF6RMs6j2eCgnp+IYDjkYHsOIQ3c39G8ykQ1wH92nqg9NugsP9zkBOvDWy0So+fgf51K6ZiYHMvT0t63YSxWI3pd5GXFtTWhzfNbDPK0iJLAIqzqLZPWLQml1K6/y02CCrbmPYW5v/KCDT3cdIV0KrfegvpPDnp6Vlkg3hNc6ExtVvYg8RrxRlIz30WpQpdE9pYihFUzLQeTuVYpBc8SAuAfKLPfeT9GFPF2IyeUaq8Rmt7PzbfhdbDsbmrxpudcmv96dhTcVeJ0rGH0GwoynIqecBbswbMzMx2G8lquFFtqW3ufmlI9ar0jns9UXk7tPs2eqmXzwFzWWjcmyFESqrU5u6/s8i6FcFIVb1LjfOjUPDLXGicbuLuN4SU1zPoL2ffVwnV3XeLTufLvJ0+mq6MQ15YzjtDiNZLI0+Izp1mzI9xyPv94fjnGvizFyozOwVFRN1GTxF20pN1Ro/yEd39fkvkgUeUjcmTq0x1pN+g51zhw2yPjH0fGkmjllGOvUYnMxyZfpbahO6b4KkFheEGySIqWQBrNB55MSoDyA7hsxTI+houwNDJoc3nTWCK9b7EgnlMfN4imCcBK1bGoSFKdw51qZwwdNMR2quwnP7htfKgZvZJBFpev+ZuM/sG8ubgAhQ8NNUJM/soMiYthcbl6u7+TNjI3U3PeAXlZVHHojS7p8NvzR9+Yw0032Lj0HOm/PkqT3tbtNCmqARjB+9VvXkl3GuK54zqt60fu+MQM5vJ3RdLXPYud9/GhA1CMA4m8Rnc/SdmdhUyQAPs5O6Tm/pMHpbdG+5+b/j+RmuvukS4tx8iLKW76ZfnIzIOhQ3Yx5BBaGW0Idwi0e7Xa+eTWtrcFCkbB4XDUJj1SWa2m7tfPIIuV8/q0XDMFI42GoojEdFQzLQaTUtsgU8jLJStkEPhnwgQvT5nisrxkmd0fd1VubF1foyQchVXkAF1c2+pJFOjW81sTXe/ASAYYaduqINhaC8UGXMrvTF6uJl5zQBOdN0saE3+f+y9d9wkRbk9fs4ukqOXZCBLVHJOCigKgkoO4kVREa6IoCKmKyzhiqAiCoKSVZKgIippkcwuSwbJFwRBEMSABBUknN8fp/qdnp7qnqqemXdf7vf3fD7vZ3dmqqtrprur6nme85xTVfqMJSlS1Fzmh9EoGwCYQnJ5GFFYBLhjDuXNJI+GUQSAHePY8/gUvM6cE/4VzGm3VhhHTNr8kPA9awloJV0dgpG/UQaHYqYdDDski5E8E05MfWQI/U6j+YF+gu5rUpugyggsp1qTJHVs7/9f8DUu7ptr4SRcl5H8KIxinB1G1+wkKRoYYobIRwurBq5q1wpJ/0PycphLbaqkYkyT4AR+7JgexcyIbd3n86rlKKq24WbMtblZUo0iuTg6AfwuwQ9J36STx8/Cge6DJF1W0+9+cIliUgK9cp9Mhp3/uuBqDmdmjiXzRpGsKqmtWhOUmS/0V36wizlAqHCIMlMNLdP/TrX3wHPgm9GtdvwcHNiJWarq3SwKSrZ0AngGAIQgaLXtDST3VIXvlOReiKup9rUJoVZG8hhJ+9dd7MhFHuUkmmXMYNIneS+AlZTwo5M8FXYWy5mJyTUbHjBRZSq0zUGdZBkj7PiMKC206PdOdOTYVw3O8RmqUZxjAjM94yplhUn1pLxDM9ao9pQGESWirH6XuvfC+zfAG92bQpCoR42E5O/h+y3mcETvo3DcIjBHURNCq2i7HOzQVpEWm5XatFFOOANGQJSdjn0kReU9GVes6XkvvP8+OCs7q6SlSK4GI+Fi4/ghTEjdExwg+U6VFE9oVNvlcLBxe3iBeJ2kvWvGfE85ABYcw7slrcRetZ0l4Od7fXienA7g00qTwmy0lGsY2s0FB642QJBLhsv5plWyGkX76XCZ3LRwjy4D4GxJ61TaTQ7fe4VqHw1jHlPmKr3XNSeRfAzdi/tny68VV5W5H65ZHyh7XunzLPienwo7kFcAeFDpRPF1/V4Fz/F3VN5fBcCxkhpRUn36Xg2GhCdvJmiS8u8gcHDA33e/fhtkkkvCMPao9Gtok6SK1dZIvgFGlW0MozwflbRFpF2jak6L8/4TLhdC6HOZ8LpWur3FOZLnJZLTJNUR+cf6vhd2lIp5aHEYofMyPE/9E8AuqqjNhGt+jqSoaAbJ8+Dylw/CTtJuMKdFjyR13Xpbt86GYxaBkzD7w2WyPYibMN99FZ0k2GUADpcTnuV2p6N+76rY/o5GTP8YHUTnXwDsLqmKVkBw6rfT4EmaqIWg63rwPTdDEULrFn3G9mG1+y8amXs0HOxeFx2ell1KbbJVwjLGOxlWLO0XDAGtTncXTBEBVK59eR8R1u1aU0R9L9fCffpCEWQO32U2tZSfZ4vkJvMUYCfDHIgHtBnfMI3ke2E04e/g+38puHLgKrgs9JiW/V4J87W93Lcxeu6Tl2Hlr+ix7ChJHggjcI+N7BezJedjfl7DeMtJ0dnhNfFWSXVo/SRjRw0tagqE2KX2yf53i7Eki2CwW/UO8N6nR/Wu7JNU/ZPI64XRqXQqAmprIvAtKySVc2yiIIeKjFAqNDY3Ap1lmcGTnAzoXTBZ5hMJw0jKTBSW6TzkoE5ybSrJXWB+AcAZ00uH0G9uaUHf7LHyVMpGEpBs2pT2sRx0SN8stqQlW47jdPRHaBV2Hry4noT6TF8b5YQ1YVWGLqejuGbqSHZvCWdM3sTucpx50ZEWrtoUJJZ/SepyPGjU066SzlSvFO6+8G/2IvwsXormEpGrSP4a/g0BO25Xhc3e2KYqbKa2iy3oMQvBnhNgPpu3hWDB+yUdXnNI32tII9QWgzN/0+Fs3gw1SK4iMSstlyHcz1IGL8FSsvonobtko/o6Zg/B/ApDCw7ByMin4TXk3vB9h7GZWbQaGAIASb8Nzu8gdjKsAtVX+pvkApKeVkKmmQ2lAiTXUA2yQOmqWNlGK2D+BX5mT4FJ6nsQf2G9uVsd9ZB5Sa4r6YZKu5zE2IrD+A59rDwvnY3IvMRuxcyk8vtgPQG0il1cDQyF/n4f1vw6e4ukHUl+QNIPQ4D12ljD8HmjBHmYAzco/c0K39fHwvd2rN8k1Lukj/RrE7ETYY6hK8P4NoHnpw0ibVOQUVkWef6K/eviYR5OLUGPWs4+LFjfEib0n7ujxoRkV5iTl6BRsP+u7cyW/N0kPcLRo78uhwOYxVo8B/z7xe6lFMtB9xSWjGYJv3VyABoAgj+2JLqTVwOXUkm6iN3lUfeXHPpjwrmfQ9xP6Kd4fRXTy7GLkrGF4WDLG2kkTmw/9BKNxt4dHXRctQIluyQVaSpoxXi70GY0CvicFues9nt1/1ZdluN/J1k5CB0LSNdcw0VkCo8x1TuSa6NXbXpVks/C984c4f8Ir2cvN5TRiBvQCu2Fiu6FiqNck2xCIIeAvGh8Qx8bwc5YE09RSj+XwZNVEbT6EIDdFEGpVDKgk+DNVFcGtLTxmwcmeLwR3ZNAFRnV6rdgIicPM1AnGecuJkXC5GvFhnkSgOdrJsWc/o+HYXq7wCUwz8MkkNHSFg45ezyqrE64f/aBHcJTYeWXjeHsxOckPVhzXAwdsq+kP9S0H2oWu9RvX4RWqe0tkpKkvjPHkHRtaD6w1eDsclkO9DmYqPTpSN8zJK1X+X5dSJTguOwDb1Z/CWeNPwXfp3dI6uHzIrmjpPP6vVf6jHBAqNgoTQPws1gWhOSNqiBu6ozk1TAS6Ael71ebFUq5hsG5ujM3Q8PErDTJa+ByqxvR7QBFA2JMzOpnjLPIlr4JRjNeju75vLUjFvpfAQ727gwHIpaHSyezsz+lPmuv2zCeS3aXD24AI8V6pL9JPgV/p2kIgSTVcLqQPFHSJ5iPLJgTRn4tIWnPsKFfXh1et9ZGcj+4nHExGK1yNcxL87tKu9sArFE8AyFQfLN6EYtrSrqFNVnQFhvgkRvJ0xo+lmrQzeHYNdDhI5xWDiy0vUeL+S7MC5+E77sbFUdNb4KKBDmAD6uE9qT59q6Dy8imNQWhM4N7rYwRJHrsvfB+NjIq4fwjQ1jTJXufQDcP2ol1c0I4pipNDpJLySXfAxnJixGSXTJCfRYYrb5ypd2P4GDtL9G9BrVGJJX6Hhn6axR7/xZj6ItmqbQ/AV5rz0P3bx3jgI2WDg26Joe+t4u8/Qy816nlkEro9+DY+wrlpJH274cTbm+Ek+RLwImkt0bargQHU6+XdDbNH7eTpCg1QsJYy7xRy8KBrVreqJo+XgcTmy/fr23imJaFRRqqvu/S4fMs/zvz3NFrV+q75xqG9eV9CvybNA3N96pzzMy2CRMcAgCa7HGzhGh8+ZjVYTjxjrCi188ViF9JvlHSH1uMY6gTaN3Gr7DYBjD3t2ANJ48i0L2w+JyGbtTJHpLemXKumW1sKC0oHOwwCf4BI8geD9NIToWzL/PAwZvTYILrjeGA5CY1x20oaVrCe9llODlGl6tsD6sHrUFnzI9UpEyF5BR4MevLi9ViHAvAG/1ytiia0QyLE9GQPS617VtmQfICOLh3PYKCWOh/P0m31/SbXNqWayS/DWeH+nI45AT3wmdTMIJrGIJfu8GSp4fS9fyLSuqpl57ZjnSdA1YaR2tHLHKuNeH5eScYit8qw8vucs2ujwBsJGmByGdtzjMXHODbEM5WTqo66TRarYzMWAhW95umXi6wSXDmPorYqBnDT2Bk2O4yGm5OANOH6QDR/C97wKo8b1al1KhmD9FT3hjeHzgxNqjVBTcKU3f5ywKxQHrCOQ6C92mFU7cNrFZ2ePi8XDbXdSg8L8xV0+/HYTTCKvD6OTfM8fH9SNtbAHxQFaGPtsHR8Qju0cT7t6I7WbmmpG0H7XtmGi3m8nMYPVJwTK0Oq3Ntp1AmHjluGkzO+mx4vSJ8H/UkNJiJjE1dD2ucQilCyJtrYT+xOpzEGAr6q9T3NDiJeGt4vSZckr9+85F9+10IwBfQ66D3BA5pmoNjYOTE+2Shj6aEVCwYHQ1Cc7SlQxfCydgr4Ht1EwRREJhqoIcTjR10TzHoYZT23wFzKP1G0uq00MSHJH1swH4bgyyhTXaSvLK2TAr9nyspmV+4yYKvfDCAb8PoqD3gfcdB4fNs/3uURqOEjofHugb8m2+tmsT+zLKJFhxKisaHCX/X8PcX2Ak6QBWiU5IXwXXaV8ElC9cpoa4zJ3hCl5h8B94QC3YQPyPpoVKb/eEs6a0p5w/HZGUmmMHJwxFykoT+F4CjyuUJZlCS1m0BXKFmxaFyVmIojnZkHOvBv92KMNx8MoB/qCUyqsgABuf4EUmLlz5rctJzeHMugDcEQ7m+lb5jCK0dFSlhYQYvVuYYDoNLkH6HziKk2MYktH8HTEL3eyCePS61LdcHE6HMQqX6YJb4a4Kj9wQsRfpCpL+itG0ndFQZAZe2raRejp1smDIzkBZ0pvRT8OZ6DZI7APiYpC0jfYzyGp6AoKgnacUwh0xVtzpI0fZISV/o917ps+VgJ35JNPAkTWQL88PGNffoQrBDtSS6v99HS21GtkGiyRU3gLNyL8Lw6BvgbOWTfY5dBn4e9gPwJklzRNrUZpVr+rxZ0lpM4AHMNZLfgpEvc8Pr5nUwIfVDlXY/h/cdhYLoJwFsKmmbmn6zE2PDtNL9sR0MvS+4DneFOS0+U2qbjP6qnON+WG3thfB6Dhj9u3x4PR6cKzH+sWjQLrPf/SR9p997pc9YdWBJzqYIf1mYCw9Bh4D/WgBTYgG6FAcv1xhHTIyZ6ssI+/V7MZxIuqry/jsAfLFhDdoKwIEAtoKTfz+CE2k9iRjmI2OvQkKyi5nI3xyrSz5oCEmH4JieA6uSEn7Wd5aFRQbpdyqCHwYjVT4M4M+xNZlDRrNU+j4P9mWGVjpU6vtSOOFQFQXZFUaPvq3Uti+6hy1Rh6X17Q4Aq8t0G13rG8lzJe3EGjqM2HzXL8gSab8qnMQGvAb27PlDu/Kz8zLs59Ty2zKDkyq0v0XSmpV9+BjStI3/nWvME0UoAuM/APACgK0k/XkU4xrEJgrnUGEpkp2A4dzXwtG2BwGAZI/CjqT3hou2CSwp/U2al+QSAJc0OMsfhR3eb6MTPKlT+DoL5rIosji7wEGldUtt3gxHylcID2uxqZqu+ox76m9RWDInT9hkDQx3jhmdxdsP/s63w0Gz6zG4WsDB6q84BJiLZyqApUj+stpJw4SbKkl9HHyNzwOwFpwdXy7SLtUK9RnR0qFli3FZrI+QbWd3jeu8cKAqZgvADPmpZTiTASyC7t8i+qwog99DA5LqNthOsNpVqmN1NIB3q5I9hrmLukwmauyqD47Y2PeVa+QfiwWGgv0RRoq9H928N88hohImKZs7QXl8BfvAmdsVSD4Ooy8/1NB30jWkER/rSYqpMMQsSVEv2OZwlrJsW0beK6zgSToZg6vajFnNxusZ+PoerkT1kRQLjmRdgP0CeD38DWq+3yDBnwRLlv6m+SA2gBMTi8Gw9BnwPVfHXXI5ye1hVHBKNmvoktslux7AUepf4rc3zPX232Ecl8PlM3X2EKzaNPQylRQr7g+S35K0VumjX5G8udJ2YXajvz4XApRR9FfJ/ghvnIu5cTaYM6bot21pdrIoAjIlyDPsw3CSsGwfibxX2CnwPhMAQCPRLoCRp10WgkCfplUlX1WEy6tkp6Hj4G2K4OClfYVay1XySrVlqoEhwPciyRNrTyhdSKN/p8J7420b5pw5Jd3IbnWfJgfxs3BCdhkaZbMQzNFYtS+hw//X9F6XkZxTfcifhxEEauj7JrpsuSjpGRai/j8knRICooUqbJVDpRjDPehwqUINCrBAmuPN7tKhe8JedyilQyVbrDLvPxXe+xvJ6m94GOz7dKF7Km1yuXYL+3uYL64BcGYI1ldL5Asy/hx+3jkkXR4C14/ASo23oJuCAYAD33BCqnj2z6DLwI+ttoUFCIqg2D1NgaFguQprL4b95gMkPwWvKXOXPm/jf+faj+G4xHtQEkUoN4gEAeeE94un0JxRI/HJ29qECg6pI9nZbwLdDnbQryR5CRwJr5M9fgEhGBT6Xgp2JI4juagi3ByZwZM51Q0nPINkl8SwAtN+cHbWgjdUewA4keTf1S3DXRwTrTdtsGS5XyZkmgew/WC+iRmSNg0L0deG0G9sgxO7f7eCoXo/RlzWssdIHgnzeyRJUkt6kORkWfHhtODQfinlXBFbOjgELP0f4XXMEZ8VnvhmQXfQ8FnENzGA+VaSjOS+8ObyT+gEpwRH76MWovF3h+M3J3mg6lXkUnmxklSxgt0Fyw+n1n2/rggMhT7/N2w2y+fPUXAoiOMAdJHH9aB7QnblDpKLVDeBYcGtcyZAc6otK+k0mqtqHlV4FkKg7mmZaHgnAG+HSzVOUCQrLSMe3kWXA03q43gU5+hL+BgC1d+D4fEp9lIIShYO/UKoBEdJ/heMwFiaZLmkdB7UEMUGe1nSCQ2fl88xG5w5XhLd3y9WLnAxPF+cFV7vAi/4T8JE7U1O1TBtTtWgpsbJcqS/r4ODQN8GcH4/RynYXrDT9grJf6EBNRdsCkYjuQ1JPyX5pvAM1CYSZA6KXarHN1hyMmjEQcm5SC4d5oViv9RTzhWc8f8FcDq70V/vhiXuY/YMnKS4LIx/cwA3MogDqH3ZzOlIF0XIEvroZzTZ6wfRm4yaB0CT4/EYyeMlfZJGBl0I791i51gb5iOcJ7x+BsBHFUd7JDt4qaYaXschWNNa08MHx15lrPngZ+ZTwbmK3T9/Cfdnsa7sgGZC2ttgJcKxZBdKe0+2E7Uo1syT4b3b4jTqYi+V+NhKbUeB/tpM0hXsRYEtF367tgG+worgyBM0suuP6KjrFWPIRrME6+t4ox2pcq5dxW5RkB0QEQUJ9pKkv5KcRHKSpCtJdqmZFc9vKTD/OhiB/7iaOYw+AOBfcDJxN/g56NqfKCCnMgPu/YIsZfsYnND7Rxj7kfB6PxYcokEKJ8NJ1wJVtFqYjz6mUBYasVclvUxXixyrwEnVMO794H3Xp+Gg3KZw0h5AO/+7haWIIozHPTo0m2hlZevDC/rckhon0NB+LvhB2RVGpvwI3nBOTTxfl9pAZPHpstjiEx6Kp+EAleAgwwIwsXAXFwed+Vkf3qyuD2+q7ywvvmxJUFwZ05JokPulZaOvhYNIY5lmJUrx9Tl3UbN9Ozx5vEjybkXI0jL7PRWegMuKQ69XjfoHyYUk/Tkh0FjA3ZMkqWnSy3fBk96T8EbjI2pZssCW5R7lDXzpvbUl3VR6/Ra41r7KQ7QRgCdUIVENnz0IX7d+ktKbwUiBN8LorSPhDToB/E9ss8E8Xqw7Qv/Ve7RnQ0xyLTi7cBcSskXhXnoV3dnjyRqnMpzQf6wssImU8WB4YVte0nIk3wiXgm1YavM9OIg3O7ypnRt2kjeEAz89nCYhoLw7eoMhUUeNGYSPJL8Jbxj6Ij5I7gbPnWvAhLE7APhvlWD6Yf5cAN44l+vVn2vKADGDJ4lONjyD3vuuJ9Bccw2LstYxiPOojeThcBbsovE4Xz9jg/Q3yUXRQZysA99zt6ITSHqot8dWYxi65Hbo9+tw0KcrkVDMNSEwflTdXqJfACRxvToK9UHJjSS1DkqS3ALO1j4E/3ZLAPhEeU/FevTXDBi6H0VwckRcXcznTZsVLgt/FUZO1I23b4KCLoVbCpE5CcBv1VDGEK7jvLDz9PW6/VcIhO8j6drweiMAx8ec6bC32wjAT2FulMdD3wOTvzIPoZXS31OIqxYRLjNapNI++/6haR9OhO/Xp2Fk7G51TjPJUyv7gLkA/FKBUoItRC3CcTfAa9ov1ae8jZnlPSlG8hBJBzODvyez/61hn2IxOEAwL4BDJP2y1OYNkp5gTflowzW5TUbf/FbSKiGIcq2k9Uptsve6Lb4jYWBCUd7ZJAryG5hT7QgAC8L7j7VV4gwk+X04+HF32NtcD8/rr4dpUs6u9lszrjFV3NJ7begI1oaDbvPDQZb5YJRsD/dXCPCtrU6J8OwAbirveUieDlM3HKqg6Bl+w6/CwZTdq/2GNrmcVEklnin+d1tjhihCaL8IDKJAaNea0HxkJmnC/ME8BYvBvDnFe3clHrsADNu+fIDzf7jpr+aYhxv+HgptToQnkkvg2vEtASxQ099UeAE+Ft6Afh5WctgTwFUNY98WwHyl1/MD2Kam7e0jvIbnh3NPgZE3FwC4aAj9zgXg68F94FUAACAASURBVHB29GZ40p2rof364fd7NLxeFd5QxdpeDAckU8axBOx8zwsv4EfDE914Pyu3wBwdxeu3wxNduc2vAawcOXZlAL+q6fdKALMknP82ONAzG7wIPg/gU32OuRPOwt0RXi8C1/ZHv1/Gb3E3nDXYFM76vQPAOxrazwYjEX4e/j4DYLZxum67woTjT8Pw9eLvSjTMXXAwhuieG39baXNP+Hd2AH+FA14Ix91Z0+/0cA/vgT5zXWh/L0JSIeG7Pgc7YC/ByLbnADzb0H4FOOj7KQArRj6fE0Z9Fa+XD9duuz7jqJ2bI22T1pvQ9g4A65Rer126t29L7aem70XgRMnF4fVKcLat+vsWv+urcDax7+88gnt6FbiM6kcwSu1R2OnbD8BafY6dM1zvBwG8UtOGMCT/q+H1YuXfPdL+DHi9XGEE3/X+prkC3swCGXuI0D5nvbq17r265zzzO84Wzr9q7LuGe+1mOKg+Z2bfs8LZ8beVn+UBx3sVgP8o/QbrAbi6pu1WsFDFVbDS3KMwuXGs7R0w0mgdOICzJkwEPchYtyv9bQ/P6ycW79Uc0zOXxO6B8P7acFLgzXCy5udwee8wfueL4RLuYo6bZZD7re4Z6festDzXXDDStl+7w4rnDvYppsN8o9V2ryv+hdGxC/fp94bqtSx+x0jbW8K/d1bfm6h/ABYcYd83hn+vCfPGgqis32ix1205lkXggN3WTdc83G+TwjPyYXh/+h+VNneX/r8/gF+E/y9a88zPC1coHIcOB+an4ADMBeN8vT8b5scp4e92APtX2jzQcHzTZyvBJdm7htdLAfhCQ/va9TD8P9n/HuD3+HiYL94BJ0ueArB3TdudADwCJ0F/BO9HdxjP65fyN9GQQzdIWpcjIJKcmRay0QvCyIbpcIT4LkV+fLYnKI4pKkSRCOOVaQ7oi/lgB2dclcIyMzU/Q4IkNcnVALwFntSHIgXf1pjAeF9kVGuO70I2sMNf9FbY6b4Q3b9FlRS+CzVB8n71yU6Wouu3wIGc52CSvh4ltUy0R+33rBnHXABekMsCQZczzaZSxp410Gd0Mi+tCEzbZppLv12BTJkLRlqsUmozdk0i16eOrDyLuJ1DJnykodYFqe3jfdpeAwdIHgiZwhsBnAlvJm7SENQvaK6LYyXdmdC2KPeYG74vnoU3CXfDJIPnDjCOJEnlFv3mlGum9pkj/V1k7wr0yeoAHigd+9PIMclk5aH9pjDadmMY5XYbzIVUW7KZauG67Cjp+cT288LzRWO5ZuZ6dQeAPRWU/MJ9eHK4T7LIu9tYW/QXE2TkQ7ussjnmiSLch26uymUAXFizBo2RmtZZboa+BrlRmBRXYDoGwBwwL55ghOULCMhX1ahyDttyEVojHMeGsENazGHFb92TpacRhAfDaA/B89Sh1Xuockwtoqst2oPkT+EkzHEwH2kROO8pPR0x+ut3MMLvWhh9c/eA/b0PXgNfhn+HnVTDM9gGzRKOi6kRflXSD0ptkve6bY0u0/8GHFgmvL58vrpmkdwG9hPulHRpQ3/l5+hCGAl+evWzUvs2qrivj7z9XNkfY3ti7DVQIsmXdFvl8wckLVtz7IOS3hJ5P1m5k4niLjn+93hYWL83V0AL0RQKv5locY4JxTkE4A80ZFkBOrgfemtLsyzzZssu6Qr9b4XesoyjS//fIgR73opA4AjgbST/Bm+mDi51mUVQXLK+nDylyZkAvkzyRTir34/DIdlI/ljSfwJdtbQ/BvCfLftrNXGFz/7AbiLCOjLaAr3RNI6D4Oz1LQCOInmEpChHwHiYTCz4aRhp9gKAd6mX8X7+hi6qqkAFz8Wj4W/W8Fdn87O7fn2W8mvFa9iTebHgbAtgR3asWwAxmOa1JI+Ar2E5kFRLcAuXBhYO3hzw71iWCc8h8ks2GTr9COwg59i5JH8A/+57wmSm1ftv4RDkY+n/CK8Xqun3x6G/XyNNmn5BJBI+hjlvNwBLSTqM5GIA3qBuefoHYeTZUeFZnR7+psGZ1fKct4CkB8L/PwxLUO9Ll4ncgu5gW3kcUfiySjxJJYd0FgB7kHwofL/aYKBcwrlycBKgoKQYrHVgKNiCks4l+aXQ98sko/NXcJZul/QPkh+Cg8XH1ARpCnLukzAkcu6c4CJ8va8Pf4fCQb1/9Tkmh6wcMr/DNTCKYlMY1fRWNPB59TN2ysT+CeB2WtG0KZGwFuzIzOOX/DvqeWKKPlLXq48DOJUmJR0LSoaA8RG53y3XZAW6AnUJWtHxo3BWdinUCyN8C2lCALlcXnejgSemYs9V9nEPoZ775lckP4mGBIUyBQMk7RH2jJ+W9O3Ewwqn4eDK+6vD9+RmAECXXe2HDtnwvQC+qwinX0v7Rwi2KJxvPThoN952CowY7Sr9rbFzYMTJ9uH1brAj+a5yo8pe5ga49OVG2BfZrrSf2VjS3uH/ewD4X0nbhIDpxegoHFdtb3j+eRMc7JkK+xoxq3KobIbOfmhQWwkOTm0M4Bs0P9xvJW3bfFit/Q/8m9xHcl2Yb+wdsYa5z0rpuJPDf69GfP8H5O1129pX4FKqLqceDuIhvHc8vNZMB3AYyXUkHVbT39/pcrzH4VKnj4U+ZqkZ89LqqHGdjAZV3JLdCgfhn4bnxvkBPEnyT3CC4Ra0IMYOz/7dxR6b5Lwk15V0Q6nZ9OA3HVYOxJD8Kmr2/bKgyxKsUL7UWJK4S6b/nWXsFgXqMcUFJSapu4zsrxhcNGDoNtGCQzkTaJJl3mxnwTfbsvDCcFoYz8Ywx8wmkWN+BTvnd6IheBMejrvCJvGZ8Lc1nHkr35y5BMWF3UzyaHRz8nRtRNtOzpnWxS0UNkKN2bc+1pbRPznQqDSug50BrCbpn2GDdAlqCCRHaZEgWRPj/c0k96wGsUImpnpv5BKgX43uTfo1pddCRMFEHe6w74dofi0vlvKUzYoMy3ql98Y2zRGbXaXMv6Tng4NTPv9Y/TuN9llW0m9oFaTW8ybJ6yRtFMmiNQZoJX2T5OawI7g8gIMkXVZpdhI6Qb7y/wHPXzH7NxwE/0ppPHVBOMAZ21Q7HgHxAW9yn4fnp7EMn6Tj4GwqaB6lApGwP5wZK/8e5d9rM3R43f5NsilwXs4ozg5n3W6FIb2FJQcDSX5I0hnVjUHh2NdsCHItxxE7ASZFXxXe+JwMz5uxTXoyOfcoTFJdkLLJ+pKVly0EbuaCN6DXorShH8AKRatb0CeREOxUAJ9UN0/Maagn9s9Zr0YZlOxrrEd//QrNxPB9hQCCvasScLyTHcRkTEnx+tB+DAVBo9liQcubSV4E/06CubFuKoIDlaRGToKiOO/C6CYR7gnQhj3prjCnTF9TgvpkCAztD5d73AqvJ2vAAQCpWzSlraUqeY3anpF0cWLbN1Sc88NJ7hxpVw043gaXjL0P3fuZsg+xOQI5saQnK4HdLpM5z/omqEPbgjfyedSrJLe1V+CE8CvwHPoU0oU8YvaypPsAQNINJPv6GExAs5TavgNpAhvJe90BLMWpfzuAVcMzPie8/tQFh/aCy6cWhUuyngzvvxNG7lctRxW3sMsA/FQBwUTy3XCg9DR4f7aupFvC+voJJYAogp2A7vn1+ch7+8KB3AdpDlrAfF23IQTCaixJuVMdcZezinuHRhUvpgr3V4b/nWvfhEvqLkYnmdjPLiF5KTqB5J3D8RPKJlRZWRuLOW6qQLhJ/ggmIGy82diipIuBJK3PGD+NzkbqJXSy49Nh6OGrpbbRqHtpzHUExXPB2Y4iI3IZDMHuUX0I7VdBL9qptWJByHB/GY54/xOdh+TfAE6U1FbNKwv9VTpmQTiw964wlqkw/LIHTswEdQj2lun0hZznGBPLPXLuD5r07Hz4GhQL5FowImjb0mJU7v8yGJL/9/B6AQDnSHpPi69V7XtbAFcUzgyNItpE0i9q2icpm7UYxzQA+5ayHmsCOE5SD5qHRtV8AiY/XybcK99XIKicGRbu7b9qCJM3jZBZRxmEvZU5d06Y26gn+15y6BrLhMN8uzI8P24IX/M/w07fIaV2Z8DogcdhlNBSIVg7P8wxkgTLDe3PkbRF5LNlADwmE+lvAjvzPyqeh9BmL0k/oEnCqybFlc2yjPFSmR1iwdTS73wQrHRySnW+KrWdgsRyzYli7JCVrwkjR3rIyivtvx3avggHK66B76V+CKWUsfQtSQ3vx8oCaks4K+vVJACXon69ylHUy7LwLO4GZ6kPJbk4gEVVQvuR/DM66K9pSEN/gQlCAKFdUtkcjdZ4U+jvg+jsOeaF5+hYqVh2WVeKkXw/jIx6I/x8LQGXTEeFOMI9+joYxVLek/agXWnk9adK6+YSAE4tr0EkZwDYRdLvK8cuCc915cRJa6NRDWMIrZhDP2qjSeEnwwGbRqQwnTC9EZ2g6Q7wendAy3NfCV/nx2GewBVCYGgWuFRlhUr7ZJEbDkGMJmH8/4QT2UfDpSyDKBuC5GOhr8I+W34dS5SQ/D0iaBZYIbdAs4AZAhtt9rotvus3wnjKTv2dkg4stUkq5295/lfQmSuIbl9LipNM95TUsUPs3eXT0kTom6k/iCLqD9f5wmFPVSiC3aM+5OA1+6raBDbJq2D00CzwtX8Kpk35TPg82f/ONTohtyuALcK5z4a5Qxv35iS3h+9jwCV557cdw6hsQgWHaNnUfdG76amreUxy3FJvNrbj7DgSvhlqFdLCAjUNvmGHwtUxiIVN2ipwpm1MrrztxqjS9xGDBIIa+k2euFr2fTAa1CFCxLngRijqjce4Euru0YwxJKtzhfZLoYPSukcNKj80B0fBXXG3uqWlq22TuatyLadv5imbRVU86pyl4GycA8NSCWdudo791nTGYx2YULJwSoamRBWCKysB+H0sQEMjRr4OyyIfBiNCFoQdyN0lXTLg+afCxPUpkuJZwTKaR2UD2Hlcg0Z8TC1f7xCMnBfOvsyAlaWiiAk6+L8fgDfAztEd4f0NACyjxOw4jVa4SxEOh3C914LXoItgQv23SnpvYt/7Szqmf8ukvpIcMZJXw5vmPeDM5VNwSV7PPUry4UgX0gAyyeNhJFeAM6qAA8x9y83pLPZHABwABzhmG8I4ZsDIlufD67nhe3qDSruR8cQwQ1GvRd9Z/E6Zfc8GO79jPBUw+e+LlXZJXF40WuYj8PN6EzrBoecAnK7EZBcbUOVMTFCE9Xsz2OFePay5H5IUzZCHIEPVpAj3F8m94DKJz8LBsM/DwYJfldrcoxpJ5qbPUoy98ufVQQ8kgx7WhT3Ru++P7kczf7vnYBRhsc+dhI6D3eNQ9xsLncQr0B7HqMMR8x64ZPJzlf4ay8FUQq2HtfhmGPH7Thjd8St4r7mbpE2a+koxkh+An7914EDKdJiP7fKW/TWiLmIOPcmTUI9m+Y6kdcP790haiVbCehwmgH4lBLB/W7O+Je9121h4Fso8O+dXPv8njGwCPB8tE14PxFXZ1sI9dTk6qoA7w4i3LRD2ZaW2SSCK0PbnMPdSgUL+JIBNJW0zxLH3Ve4M7Qo1u4/DqKGDy4Gq8fK/wz50VzjB8wWVlPpq2s+L7jlmQiXoJlpw6A4YhtZVoqV6tEyW49bvZisFAKrOP2GJ2AUix2wLb/gmYcj8PSnGFpw8g24W+oxnEpzFa+IZadNvKvorOVNTOuYWSWuW7x1WkEEcvbR5EhIpODynwJnxgnBzNdhR+JikZwcdB5xpeTS8XgLA+bHAaIu+ezILdc8rzQGzKkzCuyqdGTpD0uaRtuUN2ewwXPTepmBnCBAUwYEmx7uLJD847Le2XeTpDPN34WDPf8NlVn+CN6NfUKXEkeTNMCJvPlh1YUtJM4KzfPagQTuS58NBxivRwKFSap885zIuT/9VlYiaaR6lVWClrRnokNoORXo8nKM8N06Cnb1zFSGwZgeFcyCAf0k6Nic4SvJRlRCnLcaa7YjRCIoPwpu9a2m0xyYxJ3aUxnT0Yy7nCtghvxRMXF0bXCH5KXj9XhMmPy7IVwd2FGoC3LH3Yg5sYT2OLC25/R24NFbwc/AZRYL+bJD1HdSYiPYboP+FAEC9/HixtrGyuVi77VUjAx9pexWAjyggbFhCJUXa5iQobpa0VtjDri7p1SH/bhvBc/RfQv9PVj6v3T+k7i0azl1GW70PDlgUpqZ1NrH/6fAzWg12Jl3TYdrMHAtbitG0PNcK8P28Pxx0GRYvT8q5k9AsbJGsH09jXEJ+iaZjVKIrGA+j0WgFITvgIMkhcHJhcZXQaHWBvpoA38LwPnYzeL26HC6NG1iSneT6sI8zt6TFaXTOXurQUlTb3wmrt/0QFvC4KeZrjNLCurYTXKb8ErzPnVHTdi/4GrwAxzlqCfVnpk00zqEXJH03o/2LMt8EABSZ1pgC2NjNBqDpZvtA6f9Vjps6zpuj4fr7OzVzIm1tOHmuJ7mSpHtGMJ7voQ/PSEv7XfibhG4ulardXPr/IUirJ30xTPQPBMficfheGbNBgz8J1pf8MtixsOTxLgpwyLCZ+CrM3RIl382wrwC4jkYjFEHST1QbkXyjpD9m9t2XF6tk/wob7JdDhP0pGIrcY6pkzEl+Ey7LqI55bQB/kPSkpJeCw7k9gEdITqmJ3F9N8ssA5qA5fz6J7s1xrh0GL2TzwZv9VSQ9FBbby+EFrmyzKKASSR5aLDgyAeQAwxizX4S/sjXNY0lzbhjjmSHY+E74XtpGFcSHpL1CP/PCjvEGAPYJi+1dkoZBxFmeG1+GN96P1bR9ieYD2R0dHooYL0qdDXpRqtwXZavj8noS3VD+R9HNp9RlHFG5JhLJrpXJuUIjA3eEFWsI4DSS50k6vOaQ2eHf4xbVqP8NYP8guYY6JalrwYHNLlMCT0zFzoLnxYIYdhcYdbRupO10kisrQVGvhWXxO6VYWJ8OhmWXJ4X3XoFVn3rQnayUzbHD5XVopd37YATBz8Lrg8Jxj8AleTGU3BEw58N3YRTOe1HP67IDOgmKPYoERU3bv9MosmsAnEnyKZSSWDEjuRUcmC8/h7Hf4z/h9X13OJB+Eck91K3GtiLJGH8f0cCRlGKSxn6fEDQcNg/OnJK+kNqYGUhhkm+vaXtN7P3csaRaeI6+gN55txwkbitGkzOOQpn3d/C9ujtMwD2e9gTJL6AbzfKnMO+Uv2cbgY2hW9ib7APPF7+EKTv2gRGpd8CKqQDaBX9ITlYoUx62hSTbvjUfP1hpe0gYT1/ETggC9SjtDcmOAfAeBG4/SXfUPcfBDoX3+9eFwNDSMAfeyI3kR+Gg0OwwMflOCQGyAwC8bZgJ0FHYREMOfRAmg56KBNUhWnLy7/AEty/suN0j6SuVdskysS3GfA2cpR3K5N1yDFmcPDQK5pdwnW+jIk+LsYw685gENQxtkzL+IWhwL1z7fBjsuB9VF/kdhTGx3IPN8pC1n2WOZUF0yJ1nxCYxmtTz9TC09BJ4Ym50xJjBi0WrPnwZXoA+BwcZb0/ZmNKlEDepIpVJk5S+S9LfwmJzDjxvrAZgxZqM8CSYPO/d8HNyKZxpbjVxVp6Lrgxa7H5tkz2rOlfF+zWb5/1UkfiOvVf6LGnODW3HlAub3iuNeW24DnsD+P57qpphHLWRXAkWRrhe0tl0+eZOko5MPH4g5FCOsQW5OTPQEC3Gk4xQYB7nyv0wyecL4fUc8FywfKXdnABeUoeccnnY+X9EA5a+lM5RLkkFXOI4VpJaClg8El6nBCzGMueV96LrJsl7YKnkhzH89TuG9ovyO5F8fTWgTnKp6ncMTt2WMOHpw+G9peGShEtUQZAxsWwuBEPWk3nHtoYDgrvCBNk7qoYnj+YSuww1KJxSuxslrRMC3JvC5Wr3Ks5lNBccJJwEcynNB+BM1XC60JLoc4Z+T4Z/5xsVKUMj+Qv4tytUktaBeRzLfCHjglioW3MG7PNwuOTjosT2yUhhGjVabrsOHDSOilXkjiXV6PKen8CO4d4w2fmfy4EotqhcaDGOteBg50iCEYljSEKzsEXJ2iiMLSTkM/t/CE58nKYhJ+xpNO8B6N0Lxkow+yJ22K4yoy+PY6V9F1o/vDc0H3KYRguh3AWv70Dlt1G8cucSANul+rEzyyZacOgIWPL8d+jmwqmbyJMct1HebCRPhzMzBVt5MeioYg0TCLRDuySIfql9DpnYg3D9erV8b+ANBBN4Rlr2mwU1DMfMdOjpsK1PcOjBakCkRf99CUlLbWeHHc0tYaf+UThQdIniMtptx7QkGpTN2JEhB0xUuRCAQ2UlrHK7sWeeJjv8s6Qp4fVQYdt1RpcdbAI7EVeE/xdokyurcxI7JIRlAkKE17NL6kG1pDpXoW3PM9IUVM0JlkWCWZNhhOVKpfe+Dc8Xy8IqFgXJ7fV1m4dUawieFPZXAN+QdHxmv3X9EcAckoaCyGUisiCzz+RyzRZ9T0Ei2TXzeEOuhEtdC5L8+QH8vNqWTtR8TNIDJN8CE9GeCQfCbtRgoghjqEO6JHUvANvBKM6Diu84QMDiSNgBOQcdjqIF0FHk+1upbTQQMMQAQMHvRJhPsY4DbBpc5vpseF2Ua76t0u42AJurkmSo2xswMXFXmc9PhcuDjwyv6wLnX4UzvZ+AnZTPwPw9PepAbJmgYIJgADtlNMW/cwO4WNLG/b53OD5FfXfoNsw9VWkeJcwL9CJaUDPQiYVLlcDJQ9McHCNp+5rPC46iVmNpOG9BXVDmQrlJJS4vjpC6gOTZ8J6o51lmTcLm/zcbu+kmJiNNQj6n/3ngOWYPeF94KkwiPxBFROg7mcuUCSAKZnBolY7J4nEk+VN43TwORs7uB2AtSbtU2h0o6ai6gFUsUDVsa/PMklwd5te6AQlUDjPLJlpZ2Y6wU5q06MlonZPQX1I8WSa2hT0c/mYNf7XGEpkrTFT2ZvjBjSkfJUH0S5Yk/xfsz+pDljWAfRd2DhYm+T8Imcch9JsLNUy2kE35CnoDceNNHpdS7jGdzkYfVt58hk3v9UMYRll+/FA4W/ozRMoCw+J4SfgDjbLYEsBxJBeVtE54P5kXi+QKcslUbGM/Vs5RsbIM+csA/qQ4imkyyVnCZ+9Ed7lc11xYCTj12AD3xnzwQl0EhMrfJ/bbTG5xjjcrosRVNrqs54MAlgpzRmHzwHxIUUuZc1lSLiT5LDrf9d8wb1LZHoZLNW5XYjYzNXAuaaPwb7QMlZaKnw7geJLnStqp7rqXr3ddf8M01iALIu0mw8SbPWiGGksu12xhydLfyiu7egbA3TR5uWBCzRvp0qDypmoBSQWc/MMwJ9e+JGeFn7lBhBJ+gA7icX34/i5QhyeiI+ktdTKC2wE4JWzEb6HLhutsp/DvXpX3d0HlN5T0SEiOFIGEa9VdYtTKKvfSfQmHfA0uh94K5m/7EeJy3a+rBoYA8w4xLmWfWjbHEFT5Jzyfl4O8s8cPwX/AalX/gsvrL4Gfr57gkDqJp++Hdj0JCjYIBpBsEgwoShH/SfKNcKD6DZW+z5W0U/j/keoud/o1HKAfuVXW7aUr60VrMY4hzqNzwnvpFHsM5q6MWuqYmK8YWHAaPhGelz/CfkD53KOkLngXgA1IHiXpe5XPoop6uZaazGAGmmWCWBsJeYR1Z7nwspbXUgYHnATgpBBsOAvAt0OQ5DANplL3sqQT+jcbG8sf2E1X8Erl857gDzCWKK4riX9V0ss0P++xCjyODcPYG+bfexNM8TEVLuOrWuHD3xz5bFys5TP7Azgx3AXOmGg20YJDd8GlPY01ey0ct/LN9kc42x272bJNedDGfRDIXMOxD9BcIzHLeqiRzskDALeRPAvmTilHLgeG3iuBZ2SAvhsnLqAnqz9ncE6B5gzQmbBD0/dhTXVMc4015R7o5Q7ZF0ZQPRgi8oAdlNtgRMegtq5CWSAASHo6LHJ9TS4ZOB52tsvH5PBifRYO2sSUdwQHrQCMLUh7wyUWd8KOWFNp29kwh9Bf4M35taGft8AOaNmKgBNhxyFJraqfSVpyGP30sRTnajqcAVsQ3b/1cwBicuk5wZMjABzBBOVC5XHMFZYUOCf5+rrPwrn/SsOcAScMgO5A48y0DUrIgkNIfgtGp3ZZ2KzeT3JxpaH1bqaRNyfBAZPnMZygMiQtldqWRix9DcAbJW1Jo07Wl3RKpPn54a+wq+qGUPr/Zuigbv5Nw78HscnqoHd2hst6fgbgZ6V5GGgXsMj97faDFZWK9foMkidKOja1j5oxZN1Lki4MwZ2p8J5jW0n/G2nalOyLfbYRgI/QpdZNZXPHwCqHz8JlRTcDY5nZqCqNpP0rrx8JTm2PBWfmCknPSPo9yflJbiOpzNF2HDqCAVegIhiAkDiJ2K/Dc/gNOEEg9AbcywjhzWHOmsLGjXMF3ev2wIp4VSO5IZwc+AfJD8EljcfU3YOsQQrXtC2jCibBe6UmMvtUjqIL0EHnvth7RI8dThOsfw7mjZwXRq2Nlz0G7yl/SHJLmJR9mKIPScmMYMX6fTLSEt8z21at+BHlpFfUpwj7ih/CgggEsBjJD0fuoyIovxWMHFoSfsbOhIP/F6ETYGpjqVymQCaIIoz7PTAy9t3wfrqn/BgdHscPI4HHMdyXfSlSJP0qjGFlSQf0az+B7HWSPtu/2cy1iVZWdhUM9b0J3Tfy+yvtRlpfnRIAqENBlNrGag2TlY+YAdGvHNeXk4fd6hOlrociZR9zyJ6ri5pn9JsENWzZ93UFyiChbZbkfMYYsso96DreojznHkm/G+T8pX5HVRaYxYuV2OdP4KzOtfDG5xFJ+/U5Zj04QztVgesoPO9zq57b7DVRnljaNM8COxYPYUicJCTfIOmJurm3bs4l+Sb0zqN1ZKCpY0lV9nsYnbKFxeGyHcIJiEdzHPLxttJaMQNGoPwVRnX0lI3S5VSrw5vxMmq0MaPPPuWaLcedKv19MQyt/kqY72aB577WHFMkz4B59B4H8EUA1wcofQAAIABJREFUS8nlXfMDuFoDlJGTvAvAaiEDeh/MAXNN8ZkC9J4mqPwyHLB4SgHBFwIW35QUQwmXHYQl0f2sxGSEfwsH0or5ay64DHMYnEN97yX2wvjfCSemfh/adsHj2SmN7TkdIqWxOXNMmF8WBnCHOgINb4A34I+W2o2t8ayU0dTN74yr0HWV3LJbXeleSSvWta0zGoUyuyqqbGyp1sRExMJEsXA/rwrv/U+HgwY7SYqWbFTujyakcLUM5mUAv5c0rWEsSRxFzOQsJbngMIMxuVa5lz4L4NMA9pZ0Sep92qf/5DLJ1PX7tWx0gvyDku4Pr5eDkaw935vmHLoSTm5Or3z23ep8mjmOJC7T0HZBGETxLjiQeinMq/TXSrt3wKjz98LrxIZwxU/U72Qij2NkXakOuk5B93pJ69cdN9GM5NfgtbIKzphQUvYTDTmUoiyVHfxhhkxssJTMdI46WGFXM135KBmiDwBMVGQLm9DfKkNGONNuhcsUyo7YkyT/BGDPAYIoqVDDNnYwyZNhtah+SKpcRFeqZZV7hGDQUAJCFRtJWaCclV6CiVwJjEt6PwNz1hTIwpXUqQU/BfWZqvI4ekjGFc92vxYtG/USgmXHwlD7WeFM7D8i2bD/JnlW08Y60vfX4bKYe9CZR4UO0WZbS8qGFcEfkicBOF+BZDRkTrepjLWJRyiaHRyxpSALCvtqv87Yrlwzy5iOfgSABSWdS5cgIgRdomstzd1zGDpBxrprsiecNFgSwLtLm9WV0G69LlsS6lDSqSQvRQhYlI5/EvWqWID3AS8gDWpOdO9LXgnvDcP63kvohfE3runKLI1VRtmcpMfh/UD5vRhqaK7S/6tlNHW/3aTIe9U9c/laVVXroo4OXc76QQBFKei9cClJ1eYMQcVJ8J5x9TDWgn8u1vcmSEQsTCB7WZJIfgDAcZJOIdmEgp4Xpd8u3AM9Fva6785JSEnqKo1h4CiKNE0qfaQJ6k8FUMxvO1UDAONtko4meTmMONwKfegwEq1vmWTJctAsbUr4JoK9rggMAd5jMl5CC1ix9vnYB4MEhsLxyQkwJSB2SD4Gc4ueAOAASc+RfLghMDQZTgCN9StXGMQEPop1ZUN4zf5JeL0jvIess9vpUtfz0J3QGIoIxQhs1/BvGVVf69vPLJtQyKGqkdwIwK6SokGAVMcmZF+/B2/wADss+0qKycSOLLLNISsfVfpOVmRjUOEY9Jw14zgJwE8lXRpevxue2E8D8J2633xmWsg4rwDgbnQTocfUL6agBaIrYQyt1bmGbUwnJM1VyfsR/Kz25cUieSHM7VEQ124COyFLwcSKP87JpuZaxYk+E97MjzkRw3CmR2XMUIcgeTN8z50HkwbuDmA5VcrB6FKWXeAN37lwFqypbhy0ytQqkmph9yHDdh1cMnWV0mr5k7NhoX2XKlzdexPV6pAFmX2cKOkTzCCCbnGOZPQjjRLeHsBlMkJxPQBHxtACtIDCdnBgeKZtWNgCdZjRd49aWUPbz8LJo6LUbhsAp0uKObFtxrIknAm+glaAm6yKaEbu3J95/mrZ3LZwGV/rsjm2U308FVZmLDha9gHwekkfKbXJEgwguSJcfnYpXApOGKm1OSwocl+pbexZHTNFeLtyEAsTxUheDZff7QHg7fD+6o7InD0fXM61GFz6TAArw87qBxQh8GWGUEvN2AgjNlcKr7PQuTQqaqcQmF8XVsFtJLHlCKgLGFdCnR0uYdo7N4Ab6f+rsC/2Tvh5Eezb9ASbW6zfyQIbE8XC3PEqzKcIOOgyucanWA4Otiwi6W0kVwHwfkmHD3D+AyUdFf6/o0pqkyS/JunLkWP6gihIHgOvN3fBAe0L4HW5NrCR+wwGf30jBTRgCKpdK2m9mvYjq4RJtVE8szPbJlxwKGRHPghHCx8G8DNVVIdKbVMdm2SZ2PDZFIwgAJBrTIToh7bJimzMkBFuMeaYI1ZATVsrQtFQxH3Rmz1oRYZY6ft+VWSRG9pmLWwtx7MkhlzukXHuU2DSuNtL701RUPWKtM9RyYsiAxXh7QrZ990l/Sm8XgRGIOwK4JqwiJbLFcqb84HRHn025gM70xxR+WXoO1kdguTNktZit4pKk1rZEvCcuwv8e58NOx896Cu6dGhH1WTFQptZYI6RLWC+gr/CjtPFsT7bWLiXrkX3Ru3tiihHjfK6pBjJZWGUyzIwiuQA1WfGJxTaiXnS32vAzsTb4I3mQgB2iM154Vl8p0LZ0P9Fo9XKLpc0NbH9GuhIQV/bL1CbMY49YZTu68KavRyAExQphxvU8W4Yw9DL5ujSjc/BKJxvwIS4gJ+VoyQtEzlmLhhJVRCRXwbg8GJcLcfxU1jR7dzK+9vDQZ2oilZG/7G9bnLgsabPL8EKpEO5xyL9Lwrv+W+SdC2tkLpJda9LE9D/G8CB6pQQToIJweeQtG+k7+SEVGgf4yj6vaQPhc+zKC3aJLA4AuoCkpPq5k+GkvG2fUf6GziZUekvq4RvIlj4DfZBaY4GcLwiibIQHP08gB+oT2I/4/xtguFJIIoQMN0E3ou/F+Zb+xiAi2J7vRbP4P3w/F8ogC4AYEbVRyO5mKQ/1PSxtaRfxz4bhaU8sywpnobXu8MJskcATBnv+EI/mxBlZWEDsmv4+wsctGAsM1I1SQ+SnCwr3ZxGE+l+KfRbbPQvJvlFdMvEXtTQbVZJVz9jC+Uj5kH0gTwysSJAU4ZldpH9DmBPkPwC/FsD/q3/RGcaB9nc/wIum/vVgP3EbDrJlSQ1QRcB5ME0c4xp5JdFZjALaZFp7wGwFslvlTZn7wcwpaZ9skpeEQRiAi8WgMWKwFCwp8J7fyP5UuhvoGxXk6XMPQPaqMovgY46xHborw7xT5qj4naSR8FErrFyCgBjm98jARwZAvmnAjgIRm329B36rZZrfrr0/5dhguGrAICGpG8BE3guA+AGVUpjQ7vkwDm8rhyMDtLiGnjjE7NRXpcUOxWe46+Bn7tjYdRMj6mF2g/TyjXbWjLZtaRbae6C5eHfuYkb5UAAF4VNdPk+im4uX6M2A8D5wdmtldBmt6LY0NCLJJeWM8SfgnlWLgHGyiHqRDNyFFKzhoOEsrnMtfBq+Hkq/l8uH4qWXIUg0BfTh51kK0vaofqmpJ/RXBSD2s10iXw5ED6oms9DAPajS/3ugH/vqZKeHrBfAEBwlo4uvX4U8X3uu2Ak6qultq/SVA115V05Qi1A92/1Mpz4GCulLoI/rEHnRvpbmEb6RV/XPCtDpy5oCqwPEhgiuZmMMOxZV0h2lfawBZolWKp64YSwMEefKqMqU+bCOSXdyG6xnSZhlaRh1Pw/9ro8jh+XXp9B8vPVRpIEI/qvDL5mQUp9PCxwUrXcZ/DrsGjSlWGsb0fc/7iM5BaSfl9+k+QeMBXGuAWHkPbMjime0sT3X0dc8XRC2IRADtFKItcC+JiCbB/Jh9QHjUGTJ74LJrB7EnZsPqKAlmE3IWnV1K//PudOzqbkZhvCMbkExWUyMcKcPD1kYqO2MI6D4Yi5AEyDg1DPAFhcLWUZGZBRQxtod9/3wpn6fuooRfscxzR1DH3JL8N7I0VakLw19HsGDNfeD87o1SFJctBAY7xYkmp5sULb42ES4WIDsT2suPF5AL8eh+DNSI0jLL+kS0yPAfAVAO+T9HBdJirMTX+Cy3I/A2eBjq97TsP9tyUcXHknHNQ5W9IFkbYfrr4HAKqRQ40cPwnOIE2rvB8NnMecrpp+Z4d/lx5ljVFel8Sxdc0DKZnmzP77lmsO6TxLog/6MSQzlkQ3EjRGXj0VDjR18fFU55icNXlU1jZ4H/YqH0BC6RzJC+CMboo6Xcq5VwHwWUkfYQf9daWkTdksmpE892eOJ6lsblRrIcljJO3PGtERDYBWbnqeh/GsMwOx0LL/1eHf+91wQuA38DPXl+8v0td1kjZiLwKyLjBaizxv+qzFuBaCB/DnhjZJ6Ny6Z6Swmn3SFEyAyoUUI3mIpIOZUNrDTDQLRyiwMWpjHqL+Yjgof55cYr0D7AtvOcD52yCHjoSTYmUQxQLoqH72E0OaQ1KVd638eUpSuGi7KCw8BDhB+GSkzXvhfe5Wkh4I730JRiFuKemxlHMNw1KeWZYqeUh+D8CfFSoyhjl/DcsmSnBoG9jZ2BDOWJ0D16s2ojRyHZvMMTUGAEjuDDslI8mmMAOi37L/rWBixvL3GxrBG8m5NAD8OtLfB+EFYiq6H75hlMLlqKMM5Jg2jCEGB+/Li8IO0mILOMAVRVpkjKNcljgFDja+MSFQm6KSl8OLRdgp3zC8NQ0uMZ35E9YQLHZtOYTyy9BPkjpEaDs7gEIB68E6Z5Ym0C9gxDfCc/QFw3zGUy03cB6OKcuubo6aZ3aU1yXFaCWsXdFJaHTxXQ063zGhXHOAvsfQj+H1/HB5yC8ibX8Mz1e3o0RWrggBZ90cEWk30jU5xdoGLEKiaxMllM6xpTpdQ3/F8/AvGj34DByQ+QqA/4LVML/Spu+2xhZlc8NaC0muKekWGtnWY5Kuzu2z1PdjiKMJCGB/SYuV2r5OGeWsHCEPVM355oXn0vdI+sQ4nK86N459BM//ZaW4LDXhsN84GHbSJ4U+X4aRtz374sLBJnkgLCZyLIeg+hX6Hjp1Ack3SvrjAMMa2Cp7y6rqXywROlJV6lEa8/g1l4aRIxvAwZmHAew2yPdjJhdaOCZ235WG3u7+Y0ZSuHRMksotyXfCiJxtAHwcRr1uNZ5rfhhH32eWiYqnE8UmRHCoMLrG+wPwArAZvGk9X5E6fJKrwU7N3aohzC21TZaJDe2zAgCp2RSmKwOBmQTFzODkIfl9AHPCm9eTYYf9RklNChFJRmeDT0bGRJDY7xEA/hOGJ5ZJowflfinD9FPaZzumif32Jb9M6COKtMgcxyGSDi69fh9MShf9nXMmfmbwYv1fNxoNcTm6yy83h+eRm2KZnSGffxYAXwPwUbjmmXA5VSEv/lKl/RUwAeHP+i28JM+VtBNrymmrQdAWY8/htsmVXZ3Z12XUXFf3KJCrhtdjhKuDOjex4FldnzRac6WUYG8IWPwmtg9oOGZoCIdBLDVgQfJ0uGz9YvQpnRtF0KLUd7JoBo2wOBC9SaZBiHOz1uOGfgZaC0cVaGEGkoTm1HwMTpheokr5RE3/I+GBGpXlXO8+c2NXKXjpGdkOwKLolNntCuBPkj5T6fuz8D7/E7KaUuG0nwD/9t+utE9G504EI3kRgNfDSN9LYH9m0NKl4nertfL8xRZolvBZssDGRLG651wNqMrg/05Shfz/tW7MSAqHz46E911VgaBo8oPkxjBiZzqcBB021cZQjORX4H3oX+CqiDUkiVY8/aGkDRs7GGebUMGhstEkVDsC2FkVMkSSBwH4EAyHXxfAEZLqZH6LibFHJrbuQR0kANCUTWEigXakzyXRH6J/B+ykV79jz4aRnUx48e/ccGZz42rbXMudCDL6fRB2Joa+6WEGTD/HMc0cw9DJLzPP/xZYLaFawrMRgCck/a7muBw00E/hrOlx8HO7H4C1JO1SajOhSHaB9CxGZp/l8kvAyKhDMED5ZU5QhialnwcO/D0X3psXJkP+l6T9cs9f6vsNkp6oy/xpwIxfauCc3bKrv1BHdrUWkTqK6zKRjCMs12QG+pHkeQA+rQS+izAnzAUHTWr5eBqOH1eEQ8M4agMWOc4EySMlfaHfe6O2EEj9CUzuvDdcCvbnQceRsx5n9JmNnJgIgZaw9yuCi29Cp2TxasXJbbPIXyeCjeJ6l/q+WdJaCe/dBmBzWc67/P5CMPqwimpJRue2HPcoqAtmh5PeW8JJkkfRCTy2+u1L89byANaG7zvAnF43KhB5h7bZaJZwXLLAxmvRSP4Huqk4roNLvMebEiQZREFymTqfINI2KynMBJXb0K7wFQhgNnhvUPDTjbuvkPLMcoSKp8O2CRscajKSdwNYW9I/w4N1iaS1G9pnqTWMMACQrAzEDIh++DyZk6f0sM6AMyt/hbM3b+lzaE7fQ0WHkPwFnNUZlDQ11ncyTD/VMX2tGclfA/iSKqR/JFcG8DVJ76s5Lkclb0LwYuVYKYtxD7rLXwZWyRu25QRlSD4AB6a7FoCwQbhP0rIDjGN/OItzqxKzk2wp59oUOGcL2dX/60aOrlyTGehHGgWwGjznlpEyE+65mmgWy7Ln7nEifWaj/UjeImnNyn7mpqa9WOJYhlo2F/rMRk5MtEALTf66MRwo2gQOxG1VaTMSHqhR2iiud6nve+Eyk4fC66VgVaUVK+2akAzjigjiiKgLIudZKvS9BYBFJa0zQF/XwL9zkWiaB8CFkt4+hHGOrIRvVBbWt9g82oOqJHkZTIpfJpHfRNK7qm1HacwAUdDiEG8GcBPMa3ZN1Xcote2bFK6076tyO9FsvJ7Z8bQJoVbWwl5UKAuQ9NeQkWuyi0m+W+mw9GTVlUzLUQY6WFJByAhJfw83YDQ4BOA74fMUTp5fh+/3DVjxRPB3HYblqKbl2PwA7iN5E4bvTHw1taE6JQHfJ3kJBpSc5wjJLzNtkdjkLunO4IDXWfL1Dlm5ZJg+jVpaVtJpIbA0jwLkexxtGwDL98ti5FoIhhyA3ixN65IMBRSG0pA5igUEJL1CctBAwZthyP0KwdmcBgeLpque1PAkBDnXMI7fkjwLQE9wiInKfuG5+gw6sqtHAZiP5E6ol10d+nWZSBau+U/D37BtX3gu/Ul4fRkcIIrZlH6d0bwztTbRMm1trG7eL6w8/5P8LwCfBLA0Lfde2DzwMzaIFUjBrTOOKUpPn6A5DP8IB2AGteT1ONUkvbeEnNgWwDdJ9kNO5KrsjNTkUt8rwl+BaK22GVkQiOShkg4qvR5W6d3Qr3fJPgPgKpIPwQmpJQDsFWnXhA4b+6xNEDUcNxsclF8S3etKjOdzB3QqF/ZgqFxoGF8rC3up4wEcH/ySQWwRdP+G/w7vDcNeIrkrXGlRJCmjKKMJZAeU/j87fO3rgtFvkHRY6fXhNH/eeNubUxMMkt4R7pm14Tn1QpJzS4rN/3vDSeE3AXgc9lHr9gVAgsrtBLRxeWbH016ryKG/oyM/SjibMlbmUXWogzNxBrzIZ8HSmzLTLcadTKAdywSygaCYLTl5wqI1e4FQGtRGhQ7hCHkWQv9LwIGI35CcE8BkRWp/cxFdCedtRX5Jw533RO9m46Ox9gnjeKAOLULyQdWgyirXexLMURG93szjxToYhhIvL2k5mrvjPI1zXe6oshh0Gej34eDzmGyzBpBKZ0ZJHo3E+7l6Ya8fguHxw8jazgpfww1ghaz1AfxdJc6bUtubJK3NbgRalAA69n5KJpHdsqvvkdQjuzqK6zIRLOfemCjGEfMvTQSrm/cLK8//JOeD1WOOQLfE+nMNQddBxrYggL/Ggsjh863hrPFiMJfivAAOkfTLWPuM82aVzbVdC1ORE8xQ2ZnZloNYaNH3aQD+V9IRYd94LuwMTRm071FaGGuB+r8vluhhp+Sp5yOUSp7YsmQ6JBKfQe+68q1I25GK0YzCaD6VndCtMHiupK8Noe+RlvCNlxXXNfL+0TBq7tzw1g4A1pF0QLXtiMd3JIDLU0AUIXG7cfibHxaWuFbS2UMYx0AqtzPDXovPbD97rQaHkjdUoX2yTGxon6O6QhgNsbSkQ0kuDm80qmTUyQTaoX0WQTETOHlIfk3Sl8P/N5d0Wb9xpBrJtSXdNKz+Es63EYBdJTVFoFP72hPAJ+DfdxmSywL4vipcV6FtK8e0z/mzM3Akp8Mb8+pm42ctx3A2fM+fVHn/43At/sCZDObxYt0OQ81vLQULBiqdyBzrsfAm+01wRmCoWQyGkoyBBjnY+d8E4OcA/gXfQ4ADOXMA2FbS40M4x3xwQGjD8O/88BzcU4LJDDnX3MB5zdiisqsz+7qUjebdWxbdNewDcV2NwpiBfmSmfHXL8YwK4ZBy7mLeiNog80ZIWrykQBZPcnmY4PIRST9v22/oaz0AXwfwNwCHAfgxgAXhgP/uki4ZpP/MsWSVzQ1jLSQ5a3XvxBYqOxnny0GS5PRbnrvGEAuSDhyk39A3YfXEO2EH6CJJxwzQX+uANTN4ADkC/p5cY0ZpGl+j1AXh3iu4+q5RgsLg/1UjWUbQTAKwJoDvSlq+1KbMmTMXOnviSQCeH++EDTNAFCRfhufbI+B5oMfvHOVaONHstfrMNtlrMjiUa8yQiQ3tc1RXToAf6s0krRg29FNVqrtnJoF2OCaLoJgJnDxsUAsY1GhCv7lhlZ+zUgJgLc6xOqw8tCMs9/gzSccNod/bYQnEG0qBiDoi1YEd05oxZJFf1qEqBjj/InDW59/oDhbMCgcLnqw5bmkYObQevBBcD5McPxRpm8OLVUTii3rzueDM0XgFh6LZi8IGzWKQnALgKfg3LwedBkYAVDYmhT2niCwyyc1gtSHAktWXD+H8J4Y+nwNwA4AZAGaoQeWMcTnXDymi0JMbOM8c+xSM6LpkjuPjcKnPm+Gs3Hrw/T8MBMBQyzU5QunvluOZaQiH0ryxIeyQFiV2O8LP194D9H0NHDB9gBYQuBF21leClfS+2NhBc983w5vb+eDncEtJM0iuAODs6t6H5KZwMLfIjN4L4DhJVw0whrGyORgBXdg8AKapRG5bOW6oa2Gp35GIa4R+kpEkQzhXFLGQcXx5n/g6uPR3Ghw4G/fyTmbwAHLIXCBtA1phTTxWNbwsDedbEsOrXBhpkDz0vwi6A3atScY5YtXTUVoAJBSBn5fh/cyhkq6bqQNrMGaAKAJgYkMAb4dLy16F9ydfLbVptRaG5PwR6A3ovia4Iof5zM5M+38lOHQ6EmViQ/sc1ZXCea0l5GUmgXYbI3kVLPFYy8kzyuBQ6HN5OHK6Mxx5PhvAOTEHL6PP5eAykF1hCcCfADhAUhTW2/IcXaTKtMz3rbHFZ1SOKTPJL0keDnO4XDTIeSP9bgqg2PzeLemKPu1nwL9FASfdBVYe6QkCkfwgjIToy4tF8oDQdnN4ofgoHHQ8Nvc7DWIhKPWCpFfC68kAZtOAZQZhIa6ahrEAkvw9XOrxNLw5mR/Ak3BJ654acYlUcHwWhImgp8MBw7v6bTjCsX3lXHMD55ljH9l1yRzHnfCma4ak1YKT/jVJ2w3Y70jKNVMdj5rA5ZgNKTg6VIRDyzHMALCRAukxXdJ4raT1BuhzbA9C8jB43dmHLt+8ZZAERTnAQvJelQh7q4kxml/oOACHwpyFBLAGgP8G8Km2axJbls2NcC0cibhG6CcHSbIczMdWRcrEyG37IhZajHVClXcyUc0otG2tPDwMKwU2ZoH3Mw/Be58imBTbYw6VuqDS90gU+EjuCytu/QndilGDkOSPVPV0IhnJ7dBRK7t2GNe6xRhyQRQrAngHXFq2AYBHJfUkiHLXwnCPHgzg2zDH1B7wnvCgWPuJYKN8ZmeWvVYJqXPt4fA3a/gDGuBuMCH10egOANQ5VC+FjbEAgK5/rz5cyQTabE9QHFWpqNjCJD8LT9zF/8t9D6TCIel+WPb5EBqCvQuAy0k+OYDzcR8MGd9agZuJJpkdpl1N8ssA5iC5OZy9/FVN2xzS1RzLJb/cD8CXSf4bRvsMpSxD0pUAmjaDVZtT0o9Lr88g+fmativDvFibocSLFV5Xx/HNcC2ehWVSD9IQyyAz7HI4CFFwDs0BB7c2GKRTNcipD8EuA/BTSZcCAMl3w+UFp8EElEnorbYmaYvgoL8V/p0+B+BtJP8GZ5fG5qrqHFR6v+irZ04KQaDWKIkmG/F1ybEXJL1AEiRnk3RfCL4PatsilGsCgKQ/0soyA5lMZL4EI+U5FbsFnYxqTzdwEqeVVRAO30EH4XANyTXGGeGwAMzBUwQ15g7vdRnJL8HJopQSjPJ+YDNYUAKS/k0yaUPfYOXjq+WW1X3I5wFsI+mO0nu30+ijY2GERht7CcDjknYFxpJN7wXwCFwCW2fltbBAR/ashS2QE6MS1wCA6SRXTkSSnAfzoJ2EEsqoxsrPV4FY+NggA5W06SDHj8AeghFMKSIR/5L0KsmXSc4Lo0IXG3QANUHuGDo3h+C9sIOVJ0aTYw8BmEZy2Ap8+8EJh6EpzypPYGNCGMkDJR0V/r+jpPNKn43RelSOOR6mHCkSrHvTtB/D8Cty7CGYvL0viIImeL8PwHWwyuweDet+0lpYsjkkXU6S4dpPobl8JmxwCKN9ZmeK/T8RHFJFwYFWrYhKcwfLCQB8Fy5BWJjk/8Aw5P+utFk6TMaAF+1lSq+rAZ/C0f5mw/h6TL08SxvBaJvy+yehE3go/3+oFoJfC8MQ07ngBbmtbQcHma4MiIRzEHcsBrEvwhuoO2Eli4sAnBxrOCrHtLhHmUh+KWmmqqeUNkcXk/wifF0Eo8bqnIMdYW6upKxVCAZdxkCMOuCQ29rsKpFRS3qe5v4YyIKz8V8wLBewxPIPIpvLNraepD2LF5KmkvympL3oMpuRW0AJ3UWLBzwT/raGyzfLgeym+7jLKW0bOE/JvLfZ1I3YHgvZp1/Az8DTsJM8qP1bkhgU6QIKa1jW1/GQtFQIHC6mjJIDpnGMVEtynoah6d9CTRB6hPZ1ALcF1AXh53xKpN1DAPYLyZQ7YHTzVMVLMH9L8puw4stb4CB1kaUc1FYl+WwY6xzh/wivZ6+0XbQSGAKAQmFwEIWiS+B1uCibux5GgG1Nch3VlM2lroUZAczCclV2+loFSbJHcLIakSQwZ9AJKf2PMrhN8msAjpL09/B6AQCfk1Td747q/AWHSY6a0aiUh29FBJ1LsgudWwQ2SC4D4DFJL5LcBEb51/EexZLHw/LVRqXA9wd4jR+a8TUoogD7KkeF/38JDuwWtgVculu1zQCsGPZMIPlDAHePcpA1FgNR1NlbUhFGSF8LC3sx+JAPkPwUPPfOnXiumWWjfGZnir2my8oabB0vAAAgAElEQVRSNv2ltpPRUarZHAPUHUf6XgHAO+Eb/3JV+HaYT6DdqjaYI+LkyTj/xvDvuw0caDkHVkQaeNEITswHQv+bwQvr+Upg1h+GDYDoSu0/i/wyOFi7AVhK0mEkF4MlMW+MtR+2sbumumpSpAyHabxYE4YYNYxnGlwmd2t4vSbMrbH+gP2eDGc/C+6i/wTwiqSPD9Jv6HsqjHg6J7y1MzznbQFzkwy1nDRy/k/DiKEN4Ez+9NLfnambClZI7tle2a+vAhkbSm6rr8fbwvedD0aYDFQOwBGWa4ZMWY9VkzOhbTJPGzM4RiaSkVwUHZTeDarhbSu1Xx1+Rt8NYDKA38DX/Mbw+Rxwhv4NAE4tAjQB3bKMuhGcIzM2kLY3fZbQb+uyOZLvRynQLunXNe2yyreHbawpkSmNoycAzAQetPEIbjPCuzmecyMH5AHkcPl7TkI9Ovc7qpTV07yWa8EE5BcBuADAWyW9N9L3yDj1SucYqgIfyVNghPeFSKDu+L9q7C5BrZbj1vHW/hrAPqVA4hLwHrMJwDBTjeSbYZRoURFyLaxS/FhN++S1kOTaMEJzftgHmA8OSs8Y0vCHbuPxzI63vdaDQymb/nfAAZP3wgSOG8LohZ6JMScAwBFzJzCxNpjjwMmTYiT/AGe2z4ElLAdBC/U71wJwAGxnRRTFMvr5AIA3S/peeH0DgIXCx1+obLBGSrrKTPJLJhChTzRjGi9WFjHqOIx5bfie/iMcCFsUvu8G4u1hhLsi9l7LvheE0TmFcsg0uNzzGQCLK5RnjsroktxpMA/IE5nHroTOfPZ3SWtVPm+j7NfXYW2zqRuFkZxX0rN168ug60o4x+ZwAIIALtWQyzVTHI+QHT1OCQqXTOQYYU2JYmHj6aiUgveNKqYNx88LB/DeI+kTIxxqttFowJgyFGFuiaaSgaZ+x7geQ1D+GwqcDU1zI8mvw/xcZ4a3dgVws6QvRdrmBDCXglHkS6I7+ThwULIOSaKAyqm07cuDNh7BbZK/hbkzXwyv54B/57c2HzlcYwYPIMm3V98D6pXNMsbQE9wu7l/GBW0KbtID4VK3YxuCBaPk1BuJAl/Oc9Wi72SBjZltOc9hyc+cD56/bgyv1wVwo6RNxmnMUX+3sNh8R/IyAGehU+nyIQC7qYbLixnqgq9FG+UzO7PsNQ17Qh+4LcnHADwK10QeIOk5kg83bFxzSrpGxp0QLLU2eDw4eVJso1jWaxQmQ+5PDH+D2IEwDLSw2eBJei44AzQWHAqBockw8mUkag+S/kB23U5N/ALrhs3GbeHYp0OGdVwt/CZboXcDHXPEUnixZlFAg9GS1DNCf/dVfptxMUk3hcBUwfdy/5A2Ja+QXEbS7wCAVuvqxyeRZJL+Ajs1MRtpYCicv9FJr1rI6BYBoZfgTcRaihDZK780BAB+RfKTaFYgU83/Y6//v/bePFyWqjr//7wXUXCAq1FRI+NXMRJkcmSIMgRHDKCCXsABFUxEBQ1INIkMmjihgiCo8IMIBFREEAwiKKiAiMxcFDQMEkwQAxEExAF4f3/s3Zw+far7dHV3DX3O+jzPfe6p6urd657bVbVr7bXet0pOIrXfFd1fJnFfqaxds/vBA5jvweOFwK6SbiHd3wa11QyrMdJoq20PR5KT9yTh5nuAU0n3l3mx/dt8/NB27DWy/YDXSrXD9zBq29wrgY2cKxJz4vFKUlvHLFyufft00vf5TObqSI7LqcDzlNrnvkiqJDmJ9G+ZhYdrFVOfn4u2R+XfSRqSx+Xt3ZmpfK2TMjqA3fqHK5Hami9n/BbT2yTtz+zq3NvzfKjou/InScuANzEjabFi0cCuUFMPOJTUQXFG/qyr+yXQyjCJJNAAhmrhawll2nMHXSvrnHOMcs1+ku3jurb/TdI+RQdqpvL3J8zWGv1Bz3Glk1RtoeJzthGmPTk036T/a6QWp9eTHsa+weAv39AJgCFv2OMwbG/w0Jo8efL+I1dQLlZXYmjCPNL2rV3bFzoJ6t2pAi2OER9Mh6Ws+OUwQuh1cCbwe1Ib4cDP762uUrEuVhlh1MqQtLXt85RcJLpZVxK2BwmkDsN+pHP2JtL5uiZpsj02uZpwX+Ym7Gp1lRkGSReTxAq/DLzWyab75qLEUBdlRTU77QjdDwq9iZYyk7rKsL1d/nui9xcNaNeUNKl2zTIPHi8rMe5QGiMVP6CUpRXJ+yrovY5PkD1I9721gJd2JW/WY/4HmKXMCJ6u2u+gkgnM39v+7PDhl+Ih2w/k+8vhnUqSPjEXORTeTWrR7VRoV57ctv1xpWr9zur4h53bqmpmaB1A97TmKLXfT8K5cBfSYldHcPaivG8FYOeC43cnaVj9i+2bc1XarDZQVSxd0DVOmUXIgdT0QN+owUYZbK9Q4th+bfCdeXEtlTUjXs/vlLQbMyLay+i/0LQDSax8vsWdcRYWGqGuc7YJpj05NHDSn//T3gtsSfryfgJYVdLOJHvbe+lhlASAKrAhHHaFK3/W6ZrR5NmHJI59FHM1ed4EfE7Sz0nij2d7Hh2EBc6s8nfb7+rafBLFVOX2UFb8chgh9Dp4ep/V/kJUoIvVc0grHtJJFp3nUSxcbwa75wxESWzvfpL2S3dF0jDuK8PQcbc5hglVI1XI7aTv/Gqkc+4/mf9hppSo5jCJljKTuirRbMetOXh0x60jmGnXPI+edk3S/WBshn3wsH1LngQ/0/ZxObndT3TyjPxnIMq6K5oRru39zCLB2qpoS/J+arB9PymB2bu/o1fWj48yV/C03ypumQTmYbld5hxmJyUn4Xo3dCUJSaR7U2ZcRLckVb+snatrT6C+++aVOU7nn5vgPnW5DyrpAPYuJPXjlyTNqbEoW51r+6fAe7q2bwY+3nPYSGY0JZm0A18dD/SNG2xUzRDz4rbxVpLm0GdI14IfAm/pc+ywlb83u4RJRUuo45xthKnWHCpLvhh2RKlfZvuJfY4bWrRQc20IXw/c6AIbQpUT0B65N1jzaPLkB4JXkH4Xq5ImHWcDFzn3cZclT3TO8QStLKtG0r+TxCuP7tn/DmBLZ0vdntcq660ui+YRQq8pho/nz+4rDK6W6GK1CVWoY6MxRGGbQNKqpArIZaSE2VLS9XmgPsuQrSGdY9cnVSA8/KBku59bTGPkB1xIcT6P5GAlkibJZR5RCF1dOhiSrrP97K7XJvJdlPQ14NOkRNQLSQ8ez7P9hoJjDyD9+55le11JTwNOsb1577ElPv/Vts9UH+FazyNYO0kk7UqaCzwX+Ddy8t5dOnY9xw+tUVRmHrFYkPRUZlr2ftxv0UvSJbZfqNkaY4V6RpI+SjIKuJGudohJ/J6VtNX+FrjY9sm5kmRn270JAyR9m2TGcHveXo1kyLEM+IH76BJOmryo+kmSs6aAvwL2s/21Oj6/K46hdQB7EsVLgI2AX9jebcwYhqrOlfRV2ztrxqVuFr0LaxrRjKZE3E8kLUL+Nel3dw5JSLi183Y1bLBRFQttXixpH9tzqvIknQpsSPo/7Fv5q9l6Tafafm3FIU+Eqs/Zppj65NCok35JK+eVqqLXyogWXs9sG8IlwE+6J99dx84roN11bCmB4lFREhXcipQs2tQ9ArAlxtmflGxakXQR+BZpktbaL5ikJ5PKgv9A6muGNJl/FLBDZzLW572TdnsoJX6p5A5xuO2ruvYdaPvAScU0DJJ2BE4kTbz+xIx2yCpdxzxE0sV6m2d0sW5ygaNZ28grU69l7v/LwWOOewjJUvfrkz5HNIS7TVvJ5+TOpAnTGrZXLzimrLPfAaTV9vVITjGvYIJulVUg6evAAbaX5+31gQNHjVn1CNYO/eCh5N6zMXBF1/3tYUHinmOfSaoO6b3Pt/r60ZW8BzhvUPJeJQwGyswjFguSNmDuNXpOdWfJBOYNwHqefAt5KST91PZ6XdsizTHXq3KRoSCOq4FtnVvZcjXcd4oSazXEsiJD6AD2JIofICWGLprA5w91Dkp6qu3b1MelzsXudEOZ0SwW1LDBRlW0ZV4s6QOkLpKxKgEl/ZftNQr2D7VYowGmIG1nIZ6zU91W1m/ST1pVGUi/xFB+rYxo4Q3AGiSnLkjCaf0uVgMFtAvimFhv8IDPuJ/0uztrzHE+Dnxc0uNIDwdvBT4v6TpSVdK3ByVbmiBPcjaTtDXQcdz4D9vn9XuPymkWlKGs+OXLSIKWn+pKhv4NcOCYcZTl06SS9+UDkhxD62K1kG+QJiGXM39ZbBneAbwPeEDS7ylIqo3BMBo7rSSfk0cAR/SbUFNeVPN1pJWrK23vnlfeT5xg2FXwrE5iCMD2tZLGaYeovO3EqdVi2NWzP9q2pM6iyhyNty6OIz0cfIa0kLE7KRk9C6VW30Hx1d3//2iSBolJormDKKNRVGoeURVtqWBSshHegLmCp0Wtv2Xat68lVTFOzHm1bCVJ5ntKdtedqrPX5n2PIdkn18USz3ahvZOC87AqNJoO4Cmkyn6YbOv2UOegs1tnURJoABOXLlC7Wm5L4YYNNiqkLfPim4C987PM1aSF/XOcjH/KUBh7bxJoAIN009pOVXIjjTHVySEqmvQPkwDQjADV44DrJM2yIewz9DCuOR0m3RtcC7bvIf37ToOHy6dfQUrYlREhrY2cDOqbEOqhErcHyotf/pr0oHSipM4KaBM3lluBawdVv7icLlbbeLrtl096UNuVOSu5erH8Whg0oS6ZOL/f9kOSHlCyCP81KYnfZq6RdAwz97NdgWtGHcw1aCqVrH78qqQvAEsl7UFaTDi64DiAlW1/V5Lyd+JASZcDH+o5blPS9ehk4BIaTEBL+hCptfvUHMdxkk6x/ZE+bymjUVRmHlElHW2zo5ngwtUISacXdVfWDKJkAnMpcL2kS5n9ex4nybh3/nu7Eu/Zi5QQ6rRcHg+cmu+5W40RS1nOVmpx65ZQGGtRsSRD6wDmOfMnSW2BvyCdg6tJOtz2xyRt1F11PQJDnYOS7qH4QXfQYlApTb0h6Tw7XDah8WpDU2SwUYa2zIttf4XU0oaS9tHLga/n+9F3SFVFA1v8O0MV7SxR+TtoAWtSC6dVUcU52yhT3VYm6ce2X5AniluR7GKvs/0XY447b0uXpJcMGsMFCvCSbi4+dG4ZYZkS/aA+VEKzoOS4u5D0VoYSv+z5/ANJ35OnNVCS+m+kipRvMTvugRlzzaOL1RYkfZHUvrd83oPLjfvd3n930b6SY77f9ifyzzu5S99E0r/a/uDoEbeHMq0h+fgjSWLMbwD+nmSBfJXtibjDVYGklYC/I4nrQnIuOcr275uLajC51eL/o8e5sOhemI/fFngp6f72bdvn9jnuh6SWgq+RHg7/G/iY7Wf1HLcCSYtiGamS5D+Ak23/ZLx/WXkk/QzYsPP/pdS+fVVvzF3HdzSKNiHZg/fVKCozj6gSVaRtppJtc0ot1p9yEv3tN2ZhxUTX2HMqJ/rN8fp9nxcDmjFfgWS+clqT8fRD0mdJlXvvzQuW5IWBQ0jfqZePs4hSxzk4ZOdCK6iyirDs9WCaadO8OJ8v25L0H/fM+wYlO1e2PafgRKnlqlP5+2py5a/t3sWdqWeaztn5mPbk0FCT/rIXrqoSAMH0U/bBtMS4pcQvJR1k+4Cu7VeTJkJ1l/QX6XPZY2rytAVJPyWVpd9MSn51VjGGdmjrGW8l0qT1fFJLbKe6YRXSCs3IiW3VoCvTBsZJnEtaC1jF9shVOEExnfvmCO97InBnv+pDJQHa60iVHB8mmSh8wvaPBoz5KFKS6JPAQbaPKBvXOCgJi+9o+668vZSkL9b3+qwWGAyUQRVpm5VNOuUkzhnAr+hzjdaM7sXmpBXsr+TtnYCf2v7bIT5nC2CZC8xGSsQ6dCWJpAttb1HwnsZW0iU9hTTveYgkBly7262G0AFU0ot6Zu81JSeQ7yC7NdYScPrcJxTsvscFWkkaw4xmwOc/kVSB9hvgWNJ18a9I882/95i6PVUmcKpKQgf10Pn/k7Tc9nO69zUd26So4pxtmqlODnUzaNI/wkpUGdHC7hv3I0mCzPf1u3FrSAHtkiX6pcirPx8HnkyaaExD2V4rqKqiSyXELzvlnrbrLCkfipz8eHXRivc0ohJCkkOOtzepfPhppAqITnLot8DR4zzEaoCgX+9221Bqo9mDude7t05g7B1JgsB35+2lJDfC08cduyokbU7SD+td0GitbtQw1Y+SXkSyK/8/UqLnBOCJpHLsN9k+e8wYHgW8ipQYWouUNDjW9n+PM26Jz+9UqKxBcs86N29vSzJoeE3P8UUPjQ/TL9Ey7DyiSqqqniibdMr3zvcxt2KtSOz3R8AWth/I2yuSKmBe1GfsORbTdSca24Kkt5NaOc8j3bdeAhxs+9ia4zibGR3A7vn8p7qO+bntdfu8v+9rQ3z2SNW5kn5BamX+Del3t5SUzLwd2KP7WUQVmNEoOX5dRmp52Yak43YmKUG0q+0tRx07j1/Zw35VSeigHoat/J1mqjhnm2aqk0PDTvpHWIkaKQEgSaTe0RfZ/oeC14d2zSlbol+GPJl6dRUrk5JOsP3G+fYFs5F0OrCnZws+Djr+u8BrOt/9JsnJqpeRHsi2peVOUGVQspSeg+3/GnPcd9s+fJwxCsac2sqhPIG4gLkT/lMLji3r7PewjXvXvrYny64H3svc30dr24qHqX6UdBmp2ndV4IvkFfxcNXNyT0LzUNv7aEbfbxa9/9+SjgfWJ91bv2z72on+A4dAfZxZOniuQ8vNpH9bkT5SYaKlzDxiGimbdJJ0se1Nhxz7ZyRX1v/L248HftT9oKIaLKbLVJLk47cgVcIcl+enj7Nd9HuqjPy726xzDZL0Z8AP637IG+ahK8+nvt6bMJW0G7CT7e1H/OyR7rGSjga+ZvvbefulpOqn44DD3FVxqQo6Fzrvz88ot7jLVaro/jjC+AdSUQKnqiR0UA8aofJ32qjinG2aaRekPsBdPc+278oTp94V4VICji4nWtj9PpMExg4A5iSHKCegXVaguAy3V5EYyvxl90ZOHCyk8sGqKrrKil/eCyyXdC6z1fFrc51QKuffBXglSYR9c2AdL5Ce28x/MPPwthKwNvAzer7nw5JvlLd2EkOS3kSaJN5CsiofZzJVuSNVhTza9v5DHlvW2a/IUaft9767bX+r6SBKshPp/B9U/fgIZ6FNSQd3Joi2r5fm5EdOyH8fMuTn70a6Fu4NvKdrvNoqY21/Kd/zjrc97xzCo+metMZ9r4oKphF+J1dKOol0Pei+dxa5V30sH38+6XvxYuY6fF5PSlRv5xmL6feWjGk+rqCgkkRSUSXJAcDzSNbtx5Eq1E9kRqC6Lu4k6Xp2uCfvq5sfSnqOB+sA7kUS1X0rKcEO6Xe4MrDjGJ+tPj8XbXfzItt7dDZsnyPpENvvyNWO3VRhRvNg/lxLuqPntWHuofNRmUPqiNfIoCQ5cbgr6R5+cF4YfYqHE6Pui+1L84/3kvSGFiJTaSA1iLZPkOdj2El/qQtXmQSAZttqLiHdgPqJhpZxzTksTwqGEiguyWWSvkJ6yJpvMjUUkj5AWhHufSj9I2mFeKFQ9sF0WIq0ewbxdYqtemtB0i+B/wKOIq2q3iPp5gWWGMK5R7qDpE2AcfqIv0CqSETJ5e5jpGvNRqTzZOTVf9fgSFUh35T0StvDuN+UTZxfJunTwOfy9l7MPDC0lfMlfZJ0jk/6+l8Vw1h/d18z7+95bVZ1UOcBubtaNld6rO6C9nHbtdlqD8L2g5LWlPTIeRJls9CM2K9JrU792h5b4b7Xr4KJ5KY17thlkk4rk86Rl3btK7Syz5U33yLJBQDs77m6OXVYTJ9L/0qSI7vig5TM2JiUUML2/0iqzRFH0vvyjzcAl0j6Bun3uz1jOCiOwRbAW3JFSaHGlFMb6Qslbc3MQs5Ztr875mcPstse1IZxm6T9Sd8lSOLzt+dEcu888m9JnQt/TmrBOYd0zxqHdZRsttX1M3l77ORLFQkcLRKDjRZxJOm7uDVwMCn5eyqpPbo0/Sp+O0xgQb1NVHHONsq0t5UdC9zF7En/E2y/Zcxxh27pknRc1+YDJNvMo13QHqQSrjnDlOiPSk/MHezJ6Ht81PYHxh2nrWhE0dURPmds8csqkXQosAPpgfAk4BvA8sVQ6qsuYb0R3vtwqamkzwH/a/vAvD12efe0oRnNNgGPIU32/8SAag+Vd/Z7DPDP5KQc6cHsI7bvKzq+DeTKhl4mcv2vCknfI7mE9a1+lPQgqbpHpIf6TjJZwEq2V+wz7t+QFmouJyVDLrL9vt5j24JSi9uzSZpH3ZWdhS6OeW7wDGbbhN9YdP0vM4+oEknLmalg2rBTwWR72zHHrbRtTtKfM1fL6wcFx3UsppeRHpiOZ0IW00X3EEnX2N6g9z6gGVfeK2xvkuO62COaIowQ68CFK9sH1RFHB01YB7DkZ5e+fuX3PZG0ANhxersIOIiknbSGxxSEHiLu0u7KI3zGRKsINcVt8tNI1/VlIq1RdXznguqY9uTQ0JP+MheuOhIAmsc1RyUEituApL/IrQGFF+yWr3gPTdkH05JjDy1+KemZwEeZ+52uLTmTy1C3JE2eX0nqJX4baYXu3rriqJKuVVNIlYGbAH9m+2UjjnctsJHtB5R0ZfbsPJhoygXs6qLKxHkwOv0mg+NOAjuTVSVB3NVtH9B5kB5n3Crp90Dd70E6Xwue7Twhk7QE+IntZ8/zOWvRkPteV9LicmAr0krzdR7DcTGPWyrpVLLS++OkxNtPmH3tGLiKrQlbTCsJBH+X2ZUk2wIvJ7mAdT8I70uac2xLuue/FTjJE9asmxZUkQ5gWyjzfW4LVSR0NcUGG9OIkqjyZuTrj5JJyDmj/p4lrbFQzsn5mMZzdj6muq0sJ4GKtH1mMUL589AtXZKeDhzOTP/3BSTx6l8WHPuwgLbtX0haKmmHPuXjw5Toj0SZmEvwPmBP4FMFr5m08rYQeA7pwXRruiaXjPjvU7H4pdzHiUzZ3pZUfn4A8BnSxHx3itssKyM/yJxPKr9fkRlR6iNJDkQLge7y/QdIGkRzRJJLcDLwfaW+//tJ5x6SnkFaRVyUqJyj2DDaNqikoHEb6ElGzqFf5Ukb6E0CdaofgXFXCB8h6anAzsA/jjlWLXSSQJIe7eFabW8gOZx1qh9Wz/seZtACjKRNGliAuSyfp0eTKrruBS6ewLhl2+bKtHrvADzL9h/mOW4Wtn9DavudVIv8LqT7d+f6dlHetwLpe9792YdI2pbkaPks4EO2z51QHPPSwuvoRHUA6yDP8/Zl7sNj0byxKumCKqlCB23UFr5gND5L0uV9sqR/If2f/tMY451OWkxF0qm2Xzt+iK1lGs/ZgUxl5VDZm9UIK1FDr0wrCQKfxIx45m4ka8g5Yxe1jfTLgA9Toj8qZWIOZjPpii5JD5ESBG/zjPjlTf0qgCStYvu3yg583eXpqtBOtAySVrbdqycSZJTsvJ9KWpW5L+9bF3jsQqmwK0vJa+NQzn6Snmv78qoqWqqgbS0cZSlT/VhizJ1IFcIX2n6npHWAT7Z5silpU9Jk8bG215C0IfAO2+/sOa4zh1mVpO3w47z9QuDH7rKYlvRF23uqhS2Hk6xgUsm2uTKV3kp6QztNS2WrkibNd/otFtUUQ6uvozlZ+k7bb28yjkEoSVV8nrnuk3O07+roXJg0VVQRasQWvmB0lFxDtyH9jr/rMYyLBlV+LTSm8Zydj2mtHCrrYlJ2JWqolenMk2x3a/j8m6R9+hxbxjWnrEBxGcrEXAol96U5eEwHkxYx6YqusuKXJwHbAX/IrQf/KeldJBG0x04oprFYCIkhzQg2FjJOktYFFp62fz7qeAuEMtfGoZz98gPNCqREUmn3ySZoe/KniLLVj2VxEiI9pWv7JpJ4b5s5lFRJeQaA7auVBOh7GXYOg+0989+NJQq6KVkJPTRdCbTP53vifEmnMuYdvwOukvTdnmNrc/mE4StJnMTNH5K0aqeqsm5cIAzfJmxfIantD2YP2D5qyGMrMaPJ98KP2953nHH6MPEqQk+3wcbUIOkJXZu/Zkb3DklP8OgOuoMqvxYaVRpINcJUJodGmPSXvXCVSQDcKWk3Zk6oZfS39xzaNafCEn0oF3NZupXtVyJloa9gAg4mLaGs5fxA8kT6dM2IX+5DKus8igLxS9vb5R/fSxLwfQ/wYVJb25sJJsWmwK2kc+QSBifsgvEp4yg2dOLcIzpHBaWo1Ppb0ieAj5DaMM8mVdS+13Yj9u3DYvtWadZl48GCY0rfzzXbIbXD3SRDgIm3oQ/gANundTZs35UnyCMlh8ZomyvT6n1G/tM0p5AqSY6h4HvRw73A8lzx3S1uXndCq3GdwxxHkQ7g/9QZwwicKemdpLad7nlj0YP3RKULuj7rwfwcMXFGSOgG7eFyZto0e+nr6j0EGyo5V4u5LtZ2gdnIFFPJOdskU9lW1kHShcDWZSb9w5Q/l2npUnJOOJz0MGngh8B7XCDEpZKuOVWU6BfEDKnfvTDmCXzWUuDLtl8+6bGboI7Sak1Y/DIoT04+b0tKnG5A0jk42fZPGg1sgdJzbTQz18Z59Vo0j7OfSjpHBeWQtAOp+nFzUvLmy8AxnpC9caflMFeqbEfSt/uBR3RRqQNJXwM+DRxBahHbG3ie7Tf0Ob7j2gfwSGBF4L6iCbSk/yDduzvtZVuSJvhrAwfbPqH3PVWgAlFwjefkOFLb3KRbveugTAu4pMJFH9tfmmxU88ZxITM6h68m6xza/lDNcXQvDnQcgk+1/fs64yiDpJsLdrsosVbl9zkvOv45KTnZfS/8+pjjltEMDIIFxTTeg+Zj2pNDQ036y164muyt7lOiv6/tQvvOtqMkVHyt7Wc1HUsVzPdgWsHnVdbuNAr5+7ofc62BpzZj3oukR5HOx08CB42ToJX0bdID9LdsX99hzTMAACAASURBVD+hEKceSTvl9qGB+7peK+PsV8o5KhgNVWT9reziJ+kY4Gu2z9YYFrt1oGRdfRgp2SlSufnetuet0FUqN9oeeJHtOYYb+RryJtu35+3VSL/rZaSkWS2Oh5KOBe5idrXfE2y/pY7P74pjKA2yfOzNFOtU1l39ciCpMn2YShIkPRJYN2/+zPafqo6xIIbW6hwuJMp8n0cY+7iC3bb91jHHHVozMGgvuSp1C9I18oJI7g1HledsU0x7cmioSf+4F65+CQBJW5Hs6zqJj+uAI2x/r+e4oQW0VVKgeBSqLNPv+TcuIZUgf7VokjutVFXRNeRn/y8D2p3q1gVQCaHFaSMnhV5Feuhai5SEPtb2f48x5lNIdsUvJ032LyGdg9/pV0G4GJB0hbvsm4v2jZs41/DOUY2Tv3uvZa4mycFNxVSGSVY/SvoYyWXqfuAFpNbeb3qBCUD20m+OIumnttfr2hbJ9n69Oh/IylZClxi3VNtcyUrvP+vaXIn0HX1CA9UvZSpJtgS+RKqQEUkv8822f1BljAVx/JD04Pg14DySzuHH6lr4a9vC2DBIer/tT+SfZy12SPpX2x8seM/3qMiMpiomXUUY1I+SEcAzmJEbeT1wY10L39PMNJ6z8zHVyaEO8036R7lwzZcAkPQqUsn4wSRNHZF6n/8JeJfts7qOHdrtoeoS/fwZlZXp9/wbHwBusf3LccdtmrZUdLWt3WmhrhzmqsT1gbNIbZHXVvAZS0gtJ68gaXPdT3Iw+8SkP6utSHoF8EqSffNXul5ahVSm+4KuY0dKnGtI56g2oaTbcDdzk66faiyoBlESzbzbSTfj0aTW8F81HVcvkg5ngPim++jE9CRElgDPA15ie9OCY48k2d53HjRfC/ySVMH5TbdEsHpUyrbNjVvp3fZ7mJID1C62f5a31yXd82uNWdLzSQugS0k6h6sCn3CBwUJFn9+qhbFh6F7gKFjsmLMgkvdX1rmQvztHAavlaswNgL+x/ZExx21FFWEwOpKuB57tnBTI89Of2H52s5G1nya7japiqpNDw076h71wlUkA5Ezh3rav7tm/AXC47Zf07F8BON5DuuZUVaKfx66kTF8tsF2tijoqukaIaWLtTmPEcCAlyuOnhfz/3VkB775IViaml1tRXmb73yc9dlvJ1+yNSEn27tX7e4Dzbf+m69iREueSLgFeB5zhGWvVa11T+80otD2+OtEUOWBqtj7MQfSIp7uPTkxPu0dHR+XoPpUyIiWENs+7LiItXtUymStTCT3i+KXb5vIxHTOMHxf93vJx3Q/jnSTc301iYWwYRqwkKVrcnLNvodO2hbFh0AA772Gr/Pp1LowYz/dJSeQvTPJeWFUVYVAfkr4J7GX7lry9JqkT5tXNRjZ9TPKcbYppTw4NNekf9sJVJgEg6Xrbf9EnrsLXNIKAdn7fRAWKqyzTV7KIfY0bsl2tijoqukrEMvF2pzFiGbo8Pgj6oaRNJobQ1SibOJd0ie0X9kzU265Z80XSIsPypmNpmlyN0+FhB0zbr2sopKEY9uFv2ihTCT3i+KXa5iTtTFog+R7pGvJXwH62v1YwdrfYdScJd0inKqdqRqwkOZbkgNNp+98VWMFj6sSUiLl17VxtWBgbhlH+v/NrVZnRXGr7+T33wjmyG8HioSvJvyopwf7jvP1CUqJ9y+aimx6qOmebYiqt7LvxcHax9wHDaN68hpQAOD+X9X8Z+lpYD8qI93vtJuCifLMd2jUnr55/Mf8ZG9v/oKQ71CnTv4/0sDUJWmG7Omlc0nK+KjS73ekgV9DuVIYmkmPBgmQzUpLnF6Rr7uqS3uwCXY18PT8JOKkrcb4/SfS3iFslbQY4J6H2JrVHtA5Jy0kTs0cAu0u6iVSR16lYW1TVAgC23929reyA2VA4ZRh65U3S00kOop1qoAtIlcm/7Dqm29Fs1tup0Ro4J4ZWIAlwDlUJXZLv5VXs7ra57+V7710Fx/8j8PxOtZCkJwHfIWnj9MbedFWz+vxctN3h70jV7p051AXAkROOaxCbMqCdq04KFsY+S6pabiuD7LxX6j6wT+eCJvydvUPS/yNfRyS9Drht1MGqriIMauGQpgOYVmo6Zxth2iuHBtrFjnrhGmZlWtJdQJEgoIAtbD++YNxGXXMkbW37PBULPo5tZ5k/oxW2q3Uw6YquIT+z9nanIWJanyQ8/vBkp40tH0F7UYW6GhrDOapucil3Xzol34sZTYkD5qDKgIJjzyUlPDt6OrsBu9retqr4xmXUSughxi3VNqce/UglrYyrXaApmROLb2Ku0Hsti1dlKkkkrWH7v+qIaxBtaedSDTqATVKmc2GMz1iHtMi8GfAbUoXDbrZ/MeJ4lVYRBkGbqeOcbYppTw4NnPRP4sLVLwHQb8xhxlZDrjmSDrJ9gCqws2zLRCaol5zw3JKUHDqLJK58YdtbPppC0vsGvT5fFeFCRaGrMYu8uvtL239QcivagKRZV1Q5saBRsQPmKbb3by6qYnqqex4NdO7zA5P3Ra0dg9o9lDQNnmn7uDwPepztohbfysgP688mtTUPXQldQRyfJJ0f3S47y22/v+DYHwI/ApaTWrWA+havJD1I+l0JWJnZ34+VbK/YdWx3IulU26+tI8ZBNNnO1caFsUmiGqUL8gL4Etv3TGCsUnqqQTvpuXc9ElgRuG/az6sqqfOcrZupTg4NQ5suXJpC15xhaeNEJqie3AazIXCl7Q2VhEFPbPOKd5P0qx7sUFcVYduoUldD0trAu5lbLdDakndJV5HEctciJV2/Afyl7Vc2GVcTaIE6YHajpNV3HDMJjmXA7kUVqfka8jzgWbbXlfQ0UrJs895jq2TSldDjtM3laugt8uYFtgtbjcpUczWNBogZNxBLa3QOFzrDdC6MMGali1JVVREGzZCrN7cHXmR7GEmWRU0V52zTTHVyaNhJf1suXGqRa46kVwF/yexWoIPHGK81E5mgPiT92PYLclvQViSXqevcR6w9CIrIDx970fWABxxp+w/93zX02FeTkvK91QKtLXnvPMRKej9wv+3D47qayG1Dy7yAXP1yO+HhJH0XAz8E3lNUjZsThxuTRLk799zGquwarIR+BsmS+6Ke/VsAt9m+seA97yXpIn6TlrtrDmpBqzmOBd3O1WYmJV1Q9aJUW6oIg8kSc47yNCE3UgXTLkh9OmnSfyZdk/4CRhKCrgIPIaBdNZI+Typ53wo4hpSw+vGYw7rPz8HC5rKs43A0cDlp4n1xsyG1H0krAW9jboK2FgeaFvII4LDONTlXfD5qQmP/3vZnJzRWXfxJ0jKSPkrHSnbFAccvOCStQkoY/jnpoePcvL0vcDWwYJJDWUtq2Eq2P9q2pI6o7GOqi6w/3ZXQwEQroYdsmzsU+EDB2+/OrxVZMP+R1BL1j8zMUwy0USNikJhxnW1Uu5HmzXsD7+mavy6Idq424wmZ0dRQkXxj/rMEeFzFnxVUgGZr0S4hVaf+vqFwppZJnbNNM+3JoWEn/W25cLXFNWcz2xvk1caDJH0K+NaYY7ZlIhPUSNeDwOeVHP5WsX1NkzFNCScA1wMvAw4mtVG10kGrJr5L0o67N2+vTNKQ22wCYx+WV07PYXa1wBUTGLsqdgf+FvgX2zfnKtkT5nnPQuMEkmjqxcDbgQ+S7ic72L6qycAmiaStSBXQHYHt64AjbH+vz1u+KukLwFJJewBvJSXn6+ZQ0vXrDADbV0t68biDdrfNkVrtHklqN+1tm1vN9vLe99teLmmtPsP/PfAM23eMG2fV2F6h6RgAbC9pOoZgPCQNfE7ymILsneRTU1WEwUToTqY/QHKOnZSLdTBlTHtyaKhJf5UXLiVXnf2ANZnd2rZ1weF/SxLQ/nPgv3Pce00yniG5P//9u6xXcCfw1HEGbMtEJqgXSTsC59m+2/YvJC2VtIPt05uOreU8w/ZOkra3/SVJJ5FaqRYrK9nuJIawfa+kR09o7OcAbyT1gncqTJ23W4ntnzJjXU2umvh4cxE1wjrOjlOSjiFZLq9he8GsZub27iNICeKDSMmvTYBjJb3L9lm977F9iKRtgd+SEigfsn1ujWF3x1JFJfSO5La5/Bn/I6loUW/pgDFW7rP/BmZEoINgsXB5lYNXWUUY1IPt3ZuOIWgP054cGmrSX/GF6xTg86SVu4ETo7xa1bgwNvDN3Ar0SdIEzDSz8hhMPwd0i3/avisnbCM5NJg/5b/vkrQ+8CvgyQ3G0zT3Sdqkk9iX9FxmktjjshMp0dB6sUxJX7W9cxZ6n9Oe25SuTEN0zhFsPyjplwspMZTZj1QJdXXXvqskXUbSIJqTHALIyaBzc8vVndWHWUhVldDDts1dJmkP27PmLpLeTv+H4ftIv9/zmb2gWIuVfRA0gXvc+CpYKK+kijCoD0lPJ91zOhWaF5DcvxeU+UMwHNOeHBp20l/lhesB20cNc2BbXHNsfzj/eKqkb5JW7e+uM4ZgwVBUcj7t15U6+GIWrvtn0nXpscCHmg2pUfYBTpH0P6TqiaeQLKknwbWkKoNfT2i8Ktk7/71do1G0g06rMsxuV15IrcpP6UkMAWD7GiXnx4eR9CLgY8D/AR8mtd09EVgi6U22z64j4C6qqoQetm1uH+A0Sbsykwx6HqkNbcc+Y5/O3IWL0EgMFgVVLpS3QU81GIvjgJNIz9WQtMaOA8J5eBEy7Q9xQ0/6K7xwnSnpncBpzO9+MayAdiVIej5wq+1f5e03Aa8FbpF0YBsdO4LWc5mkTwOfy9t7UXEJ80LA9jH5x+/TTjHUWrF9qaS/YEZ35We2/zToPSVYClwv6VJmX6NbZ2Vv+7b89y1Nx9I0i6RV+b4Srx1B0l1aFTgPeIXtH+Xz5mSg1uRQVZXQw7bN2b4d2CxrNnUcX//D9nkDhl9q+7DuHZL27ndwECwwqloob4ueajA6T7J9XNf2v0nap7FogkaZ9uTQsJP+Ki9cb85/79e1r5/7RdOuOV8gib6SbwgfI1UybURSVn9dc6EFU8q7SdUvX8nbHUehoABJu9k+UdL7il5fbNav3Qlr23+StAmTT1gPtPFtE5LuobiSYSFVywQz/L/sotqLmDuHeITtcwAkHWz7RwC2r+9Z+KqFKiuhy7TN2T4fOH/Iod9Mqnbq5i0F+4JgQVLRQnlb9FSD0blT0m6khQaAZTTXshw0zLQnh4ad9Fd24bK9donDm3bNWaHrYev1wBdtn0pqL1sw7i9Bfdi+D/iHpuOYIjr6GWH3mqg8YW37+93b2SZ7Galqq1XYju/F4mKQG8whPdvd1ca9elxNtEZNtBK6yrY5ScuAXYB1epJxj8ufFwSLgUoWylukpxqMzltJmkOfId1PfkhyTQ0WIbIXTrt1Z9Jvu9aMdRaUXQ9YqbPP9vEFx32UJKB9I10C2n2czaqI81pgI9sPSLoe2NP2Dzqv2V5/8AhBkJB0qO19JJ1JsXBu61p2gvYh6WrbG+afPwf8r+0D8/ZVtjea0OdsTHo43Am4GTjV9hGTGLsKJD2hYPc9E2y1C6YMSQ+SWs1EcuPqCMqKpBu4Ys3xXGL7hRMc7zJm2ua+SE/bnO2Nxxh7TWBt4KPMXsy4B7jG9gOjRx4E00GuxDuMtCAj0kL1e8at0G2LnmoQBJNh2iuHCif9BcdUduHKlUBbkpJDZwGvAC4E5iSHaN4152Tg+5LuIK08XgAg6RlACFIHZTgh/927uh0MgaQvkZwg7srbjwc+ZfutzUZWOytIekR+ONsG2LPrtbHuT5LWJVUILQPuILU+yvZW44xbE1cAqwO/IU3ilwK/knQ7sIft0PVaZLRQg2nSldCVtc3ZvkXSL0mt/a2rGAyCKpG0uu1biyp8JG0HfHPMj2hUTzUYj6zb9m5mNB+vA46w/b3GggoaZSqTQyNM+qu8cL0O2BC40vbu2WHkxD7HNuqaY/tfJH0XeCpwjmfKxpaQLgxBMBS2L5e0Aqn6LMqJy7NBJzEEYPs3OdG92KgyYX19Hm872zfkcd875ph1cS7wNdvfBpD0UpIW03HAkcDEKjaCYESeQ6qE3pquSui8PQojtc3ldrTDgWeTnMpWAO7r1eey/aCkhyStGu6swSLjXEkvt/2L7p2Sdgf+ifGTQ03rqQYjIulVJLODg4GDSItRmwDHSnqX7bOajC9ohqlMDlF+0l/lhet+2w9JekDSKqTEz+p9jm3cNaezGtez7+d1fX6wcMiT7TUlPbLBarhpZYmkx9v+DTzcRjSt1+ORqThh/RrgDcD5ks4Gvkya+EwDL7K9R2fD9jmSDrH9DkmPajKwIMhMuhJ6Q0m/JbfN5Z/J2yv1fxtHkM7zU0hW9m8C1u1z7L3Acknn0uUGZ/s9Y8YeBG3mfcA5kl5l+z8BJH2A1HXxkgmM37SeajA6+wE72L66a99Vuc33cFJHTLDImNaHkbKT/iovXJdJWgocTbLwvhe4uM+xU+OaEwRDchNwURb57J5sLyrXrRH4FHCxpFPy9k7AvzQYT2NUlbC2fTpwuqTHkIR/9wGeLOko4LROC0tLuU3S/qR7GyQDgdtztV6U7S8wcjX0fsCazG59r0WPcEQmWgk9Ttuc7RskrWD7QeA4SVcCHyg49Ov5TxAsGmyfJekPwLck7QC8HXgB8OLOAtWYTLqKMKiPp/QkhgCwfU3uhAkWIVMtSN016V9GuggdT8Gkvy4haElrAavYvmbI4xsR0A6CSZGTrnOwfVDdsUwbktZjZvJ0nu2fNhnPYiBrO+0EvN72Nk3H048sHHoAsEXedRGp5PtuYI1OxWywMJB0NfB50gLTw9bSbdaWkvQ9YAOgsUroHMcPSAK7xwC/Am4D3tIRui84/pHMVBb9LETeg8WCpL8CTiM5Ue1s+/cTGvcGYL2oIJ8+JF1u+7llXwsWNlOdHOpm0KS/yguXpB1JD3Z35+2lwJZ51bro+KlyzQmCYZD0aNu/m//IoENODj/T9nGSngQ81vbNTccVBEG9TOMkXFJhO0rdgs/ZiezXwIrAe0luZ0cWJVAlbQl8CfgFqdp8deDNHdfWIFiISLqHVMkj4FHAn0hJaJEWylcZ8PZhxj+dpD/ZiJ5qMDqS7gKKrn8CtrD9+JpDClrAgkkODaLKC1eR3bKkK7ttV/sIaO9re81JxxMEdSJpU5LY+2NtryFpQ+Adtt/ZcGitJldcPQ94lu11JT0NOMX25g2HFrSAfM/Yl7kOm1GmvwCRdCApwXEas6twxrKYrpNpqISWdDmwi+2f5e11gZOnLTEXBG2iLVWEQXn6Jfk7hLvj4mRaNYfKUqUQ9JKCfb2/12l2zQmCQRwKvAw4A8D21ZJe3GxIU8GOwMYky3Js/4+kxzUbUtAiTiG1GR1DV5tRsGB5c/57v659BtZpIJahKaqErvGzv2p7Z0nLKXAzs71BwdtW7CSG8jE/l7RilXEGwSIg9FSnlEj+BEUsluRQlReuyyR9Gvhc3t6LpBvQzTS75gTBQGzfKs36OsfD7Pz80bYlGR7WTwuCDg/YPqrpIIJ6sL120zEMS59KaNnequZQ9s5/b1fiPZdJOgY4MW/vClw20aiCYJHRm2DoVBECkXgIgilkUSSHKr5wvRv4Z9IECeBcUoKo+/On2TUnCAZxq6TNAOcV2L2B6xqOaRr4qqQvAEsl7QG8leR4GAQAZ0p6J1PcZhSUQ9L6wHp02bbbPr65iPrSikpo27flv28p8ba/I83POtb1FwBHTji0IFh0NFlFGATBZFkUmkPQPiHoaXHNCYJBZFelw0huMQLOAfa2fWejgU0BkrYFXpo3z7F9bpPxBO1BUpEwuW23us0oGI2sQbYlKTl0FvAK4ELbr2syriKyFfYbgM2BTiX0MU1VP0l6DfBx4Mmke9BAkd0s/o/t/60tyCBYgISeahAsTBZ0cqjKC5ekQ23vI+lMivvdQ4gtCIK+SHoK8ALS9eNS279qOKQgCBog6+ZsCFxpe0NJqwEn2t624dD60lUJvQzYGjieBiqhsxvtq233rVhV6ns+AHgXMzqRDwKH2z64+iiDYOEh6SFS9d3buqoIb4pFjOkjPy/vB6xJmGAsehZ6W1mV5c8n5L8PmdB4QTB1SFqb1Fq5FrNvKJEcHYCktwMfAs4jrXQfLulg28c2G1nQJJLeb/sT+eedbJ/S9dq/2v5gc9EFFXK/7YckPSBpFZJz2epNBzUI2/cBJwEndVVC70+qHq2T2wclhjLvJVU6Pd/2zQCS1gGOkvRe25+pOsggWICEnurCoWOCcTShG7roWeiVQ5WWP0taATje9q6TGC8Ipg1JV5Os7JcDD3X2hwPCYCT9DNis034n6c+AH9p+VrORBU0i6Qrbm/T+XLQdLBwkHQl8kDRf+XvgXuAq27s3GtgUIOkw4CnA6czW5/p61zFXAtvavqPnvU8itfRuXFO4QbDgaEsVYTA6ki63/dym4wjawYKuHKpaCNr2g5LWlPRI23+cQMhBMG383vZnmw5iCrkTuKdr+568L1jcqM/PRdvBAsH2O/OPn88r8KvYvqbJmKaIVYDfMaPfBqlV9+td2yv2JoYg6Q6FlX0QjEeLqgiD0QkTjOBhFnTlUBGTFoKWdDzwbOAM4L7OftufHnfsIGg7knYBnkmaBHTfUK5oLKgpIF83ngN8g/Qgsz1wTf4T149FSlQOLU4k7QicZ/vuvL0U2DIvcAV9yNXb75mvLWzQuRPnVRAEi50wwQi6WXTJoUmTXUbmYPugumMJgrqR9FHgjcCNzLSVOUTsBtPvutEhrh+LE0kPkhYZBKxMqoggb69kO6ocFiCSrrK9Uc++K6PdaX4k/dj2C+Y5pnNezXmJOK+CIAiC4GEiOTQhJD3a9u/mPzIIFg7ZKWa9aKscnVzNeJfjYhwEixJJ19jeoGffctvPaSqmaUHSZ4AVSW603dXbUb0aBEEwJJLWB9YDVurss318cxEFTbGgNYfqQNKmJEHexwJrSNoQeEeXhkAQLGSuBZaS3HWCeZD0IeCrtq+X9CjgW8BGwAOSdrH9nWYjDIKgAS6T9Gngc3l7L+DyBuOZJjoVV92W9CYJ4wZBEATzkKvZtyQlh84CXgFcSBIXDxYZUTk0JpIuAV4HnNEpAZd0re31m40sCKpH0veADYBLma05FFb2BUj6CbC+bUvaE9gF2AZYF/jSfO0RQRAsPLJpxj8Df513nQt8JAu9BkEQBEFlSFoObAhcaXtDSasBJ9retuHQggaIyqEJYPtWaZaRzINNxRIENTNQOyeYwx+72sdeBpxs+0HgOklxPQ6CRUhOAv1D03FMI5JWJd2HXpx3fR84uCPuHQRBEMzL/bYfkvSApFVI3QCrNx1U0AzxMDI+t0raDHC2RN0buK7hmIKgFmx/v3tb0hbAMtIEPZjLH3Jf9+3AVsC+Xa89upmQgiBoAkmH2t5H0pmkVqhZRAXmUBxLam/eOW+/ETgOeE1jEQVBEEwXl2WXzKNJLc33Ahc3G1LQFNFWNiaSnggcRioHF8nSe2/bdzYaWBDUhKSNSe1ROwE3A6faPqLZqNqJpBcCXwKeBBxq+8N5/yuBN9pe1mR8QRDUh6Tn2r5c0kuKXu9Nvgdz6eP0NmdfEARBMD+S1gJWsX1Nw6EEDRHJoSAISiNpXVKF0DLgDpJTzL6212w0sCAIgilC0grA8bZ3bTqWaUTSxcB+ti/M25sDh9jetNnIgiAIpgNJOwLnddpxcxXRlrZPbzayoAkiOTQmktYG3g2sRVebXpSDBwsZSQ8BFwBvs31D3neT7XWajSwIgmC6kHQhsLXtPzYdy7SRHWKPB1bNu34DvDlWvYMgCIajTwXmlR2jpWBxEZpD43M6ycr+TOChhmMJgrp4DfAG4HxJZwNfJrVVBkEQBOW4CbhI0hnAww5ltj/dXEjtRtLetg8DHpvddVYBsP3bhkMLgiCYNpYU7IscwSIlKofGRNIltl/YdBxB0ATZgnl7UnvZ1qQV3NNsn9NoYEEQBFOCpELXR9sH1R3LtNBZ6ZZ0he1Nmo4nCIJgWpF0LHAX8Lm8ay/gCbbf0lhQQWNEcmhMJO0CPJMkRP2Hzn7bVzQWVBA0gKTHk0SpX297m6bjaTvZtWw9YKXOPtvHNxdREARNIunRtn/XdBzTgKSTgecBTwNu7H4JsO0NGgksCIJgysgLvf9MMlcCOBf4iO37+r8rWKhEcmhMJH2UZJ16IzNtZba9dXNRBUHQZnKlwJak5NBZwCuAC22/rsm4giCoH0mbktrTH2t7jayj8w7b72w4tFYj6SnAt4E5Go+2b6k/oiAIgiCYbiI5NCaSbgDWCyHJIAiGRdJyYEPgyqyXsRpwou1tGw4tCIKakXQJ8DrgjI4AqKRrba/fbGRBEATBQkXSobb3kXQmMCchEOZKi5MQmxqfa4GlwK+bDiQIgqnhftsPSXogC6n+Gli96aCCIGgG27dKszT9H2wqlmlA0ldt75wT7d0PNdFWFgRBMBwn5L8PaTSKoFVEcmh8lgLXS7qU2ZpDkW0NgqAfl0laChwNXA7cC1zcbEhBEDTErZI2AyxpRWBv4LqGY2o7e+e/t2s0iiAIginF9uWSVgD2tL1r0/EE7SDaysZE0kuK9tv+ft2xBEHQfpTKA55u+9a8vRawiu1rmowrCIJmkPRE4DCSGKhIBhd7276z0cCCIAiCBY+kC4GtQyIlgEgOTRxJWwDLbO/VdCxBELQTScttP6fpOIIgCKYRSfdQoJHBTFvZKjWHFARBMJVIOh54NnAG8LBDme1PNxZU0BjRVjYBJG0M7EKy8b4ZOLXZiIIgaDlXSHq+7UubDiQIgmaRtDbwbmAtuuZl0Z7eH9uPazqGIAiCBcKN+c8SIK6ti5yoHBoRSesCy/KfO4CvAPvaXrPRwIIgaD2SrgeeAdxCWqUJEdUgWKRIuppkZb8ceKizP9rTh0fSk4GVOtu2/6vBcIIgCKYOSY+2ScD5CgAABXdJREFU/bum4wiaJZJDIyLpIeAC4G22b8j7brK9TrORBUHQdiQVJpFt31J3LEEQNIukS2y/sOk4phFJfwN8CngayfVxTeA623/ZaGBBEARTgqRNSQsUj7W9hqQNgXfYfmfDoQUNsKTpAKaY1wC3AedLOlrSNqTV/yAIgvn4iO1buv8AH2k6qCAIGuEwSQdI2lTSJp0/TQc1JXwYeBHwc9trA9sAP2o2pCAIgqniUOBlwJ0Atq8GXtxoREFjhObQiNg+HThd0mOA7YF9gCdLOgo4zfY5jQYYBEGbmbWqna1En9tQLEEQNMtzgDcCWzPTVua8HQzmT7bvlLRE0hLb50s6tOmggiAIpgnbtyYz3Yd5sKlYgmaJ5NCY2L4POAk4SdLjSaLU+5OsaIMgCB5G0geADwIrS/ptZzfwR+DoxgILgqBJdgLWCRvhkbhL0mOBHwD/LunXdLntBEEQBPNyq6TNAEtaEdgbuK7hmIKGCM2hIAiCmpH0UdsfaDqOIAiaR9LpwJ62f910LNNGrt6+nySTsCuwKvDvtu9sNLAgCIIpQdITgcOAvyYtWJ4D7B3X0cVJVA4FQRDUzw3dG7mt7J9sH9RQPEEQNMdS4HpJlwJ/6OwMK/v+SHoGsJrti/Kuh4AvSdqC9PuMh5ogCIIhsH0HKbkeBJEcCoIgaIBtJL0WeBvwZ8BxQNhWB8Hi5ICmA5hCDgWKqi/vzq+9ut5wgiAIphNJawPvBtaiKzcQCxSLk0gOBUEQ1IztXSS9HlhO0sfYpWsFPAiCRYTtWYnhXP2yjEgYD2I128t7d9peLmmt+sMJgiCYWk4nWdmfyYwpQrBIieRQEARBzUh6Jknw71Tg2cAbJV1p+3fNRhYEQRNI2hjYhSROfTPp2hD0Z+mA11auLYogCILp5/e2P9t0EEE7iORQEARB/ZwJ7GX7u0reoe8DLqXH4j4IgoWLpHVJFULLgDuAr5CMQrZqNLDp4DJJe9ie5fIo6e3A5Q3FFARBMI0cJukAkhB1t+7dFc2FFDRFuJUFQRDUjKRVbP+2Z9+6tn/eVExBENSLpIeAC4C32b4h77vJ9jrNRtZ+JK0GnAb8kZlk0POARwI72v5VU7EFQRBME5I+CrwRuJGZtjLb3rq5qIKmiORQEARBTUh6v+1P5J93sn1K12v/avuDzUUXBEGdSNoBeAOwOXA28GXgGNtrNxrYFCFpK2D9vPkT2+c1GU8QBMG0IekGYD3bf2w6lqB5IjkUBEFQE5KusL1J789F20EQLA4kPQbYntRetjVwPHCa7XMaDSwIgiBY8Eg6HdjT9q+bjiVontAcCoIgqA/1+bloOwiCRYDt+4CTgJMkPZ4kSr0/Sf8hCIIgCKpkKXC9pEuZrTkUVvaLkEgOBUEQ1If7/Fy0HQTBIsP2b4Av5j9BEARBUDUHNB1A0B6irSwIgqAmJD0I3EeqEloZ6FjXC1jJ9opNxRYEQRAEQRAsbiRtASyzvVfTsQT1E5VDQRAENWF7haZjCIIgCIIgCIIOkjYGdiG1Nd8MnNpsREFTRHIoCIIgCIIgCIIgCBYJktYlGSEsA+4AvkLqKtqq0cCCRom2siAIgiAIgiAIgiBYJEh6CLgAeJvtG/K+m2yv02xkQZMsaTqAIAiCIAiCIAiCIAhq4zXAbcD5ko6WtA3hnLvoicqhIAiCIAiCIAiCIFhkSHoMsD2pvWxr4HjgNNvnNBpY0AiRHAqCIAiCIAiCIAiCRYykx5NEqV9ve5um4wnqJ5JDQRAEQRAEQRAEQRAEi5jQHAqCIAiCIAiCIAiCIFjERHIoCIIgCIIgCIIgCIJgERPJoSAIgiAIgiAIgiAIgkVMJIeCIAiCIAiCIAiCIAgWMf8/GtwCOr9UG/8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "style_counts.plot.bar(figsize=(20,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## データの特徴を掴む\n",
    "\n",
    "そのために、プロットしてみる"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x117c24a90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1183127b8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x11839bcf8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1183cb2b0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x1183f5828>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x11841cda0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(20,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* abvは0.5付近に集中していることがわかる\n",
    "* ibuは30くらいが多くて、100を超えるのはごく僅か\n",
    "* オンス（量）はほとんどのビールが2種類の量に集中している"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1188e6860>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['ibu'].hist()"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}