diff --git a/hw9/code/.ipynb_checkpoints/intro_pandas-checkpoint.ipynb b/hw9/code/.ipynb_checkpoints/intro_pandas-checkpoint.ipynb
new file mode 100644
index 0000000..8fd2c17
--- /dev/null
+++ b/hw9/code/.ipynb_checkpoints/intro_pandas-checkpoint.ipynb
@@ -0,0 +1,2451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.052107Z",
+     "start_time": "2022-02-22T23:01:32.405200Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.069514Z",
+     "start_time": "2022-02-22T23:01:33.053697Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(63, 14)\n"
+     ]
+    },
+    {
+     "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>pos</th>\n",
+       "      <th>reads_all</th>\n",
+       "      <th>matches</th>\n",
+       "      <th>mismatches</th>\n",
+       "      <th>deletions</th>\n",
+       "      <th>insertions</th>\n",
+       "      <th>A</th>\n",
+       "      <th>C</th>\n",
+       "      <th>T</th>\n",
+       "      <th>G</th>\n",
+       "      <th>A_fraction</th>\n",
+       "      <th>T_fraction</th>\n",
+       "      <th>G_fraction</th>\n",
+       "      <th>C_fraction</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>279</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>32</td>\n",
+       "      <td>7972</td>\n",
+       "      <td>46</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7911.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.983503</td>\n",
+       "      <td>0.000815</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.006896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>280</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>7995</td>\n",
+       "      <td>48</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.001355</td>\n",
+       "      <td>0.002392</td>\n",
+       "      <td>0.001914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>281</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>7983</td>\n",
+       "      <td>50</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000639</td>\n",
+       "      <td>0.002875</td>\n",
+       "      <td>0.002310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>282</td>\n",
+       "      <td>8049</td>\n",
+       "      <td>7510</td>\n",
+       "      <td>505</td>\n",
+       "      <td>33</td>\n",
+       "      <td>65</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.012750</td>\n",
+       "      <td>0.049096</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000919</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>283</td>\n",
+       "      <td>8042</td>\n",
+       "      <td>7786</td>\n",
+       "      <td>155</td>\n",
+       "      <td>115</td>\n",
+       "      <td>62</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0.004960</td>\n",
+       "      <td>0.010992</td>\n",
+       "      <td>0.003186</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   pos  reads_all  matches  mismatches  deletions  insertions       A     C  \\\n",
+       "0  279       8045       32        7972         46           8  7911.0  54.0   \n",
+       "1  280       8045     7995          48         19           9     NaN  16.0   \n",
+       "2  281       8045     7983          50         16           5     NaN  24.0   \n",
+       "3  282       8049     7510         505         33          65   105.0  11.0   \n",
+       "4  283       8042     7786         155        115          62    46.0   NaN   \n",
+       "\n",
+       "       T     G  A_fraction  T_fraction  G_fraction  C_fraction  \n",
+       "0   11.0   NaN    0.983503    0.000815         NaN    0.006896  \n",
+       "1   13.0  19.0         NaN    0.001355    0.002392    0.001914  \n",
+       "2    4.0  24.0         NaN    0.000639    0.002875    0.002310  \n",
+       "3  395.0   NaN    0.012750    0.049096         NaN    0.000919  \n",
+       "4   93.0  31.0    0.004960    0.010992    0.003186         NaN  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('../data/train.csv')\n",
+    "print(df.shape)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Drawing histograms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.899655Z",
+     "start_time": "2022-02-22T23:01:33.070802Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "\n",
+    "fig, ax = plt.subplots(2, 2, figsize=(12, 10))\n",
+    "fig.suptitle('Distributions nucleotides over positions in reads', fontsize=18)\n",
+    "ax[0, 0].hist(df['A'].dropna(), bins=30);\n",
+    "ax[0, 1].hist(df['C'].dropna(), bins=30);\n",
+    "ax[1, 0].hist(df['T'].dropna(), bins=30);\n",
+    "ax[1, 1].hist(df['G'].dropna(), bins=30);\n",
+    "\n",
+    "ax[0, 0].set_title('A', fontsize=16);\n",
+    "ax[0, 1].set_title('C', fontsize=16);\n",
+    "ax[1, 0].set_title('T', fontsize=16);\n",
+    "ax[1, 1].set_title('G', fontsize=16);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Selecting special rows and cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.914031Z",
+     "start_time": "2022-02-22T23:01:33.900859Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "matches_mean = df.matches.mean()\n",
+    "df_subset = df.query('matches > @matches_mean')\n",
+    "df_subset = df_subset[['pos', 'reads_all', 'mismatches', 'deletions', 'insertions']]\n",
+    "df_subset.to_csv('../data/train_part.csv', index=False, sep=',')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.923858Z",
+     "start_time": "2022-02-22T23:01:33.915545Z"
+    }
+   },
+   "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>pos</th>\n",
+       "      <th>reads_all</th>\n",
+       "      <th>mismatches</th>\n",
+       "      <th>deletions</th>\n",
+       "      <th>insertions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>280</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>48</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>281</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>50</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>282</td>\n",
+       "      <td>8049</td>\n",
+       "      <td>505</td>\n",
+       "      <td>33</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>283</td>\n",
+       "      <td>8042</td>\n",
+       "      <td>155</td>\n",
+       "      <td>115</td>\n",
+       "      <td>62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>284</td>\n",
+       "      <td>8048</td>\n",
+       "      <td>104</td>\n",
+       "      <td>864</td>\n",
+       "      <td>241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>296</td>\n",
+       "      <td>8039</td>\n",
+       "      <td>1883</td>\n",
+       "      <td>1308</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>298</td>\n",
+       "      <td>8047</td>\n",
+       "      <td>769</td>\n",
+       "      <td>1345</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>299</td>\n",
+       "      <td>8043</td>\n",
+       "      <td>728</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>300</td>\n",
+       "      <td>8049</td>\n",
+       "      <td>862</td>\n",
+       "      <td>468</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>301</td>\n",
+       "      <td>8050</td>\n",
+       "      <td>1395</td>\n",
+       "      <td>516</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    pos  reads_all  mismatches  deletions  insertions\n",
+       "1   280       8045          48         19           9\n",
+       "2   281       8045          50         16           5\n",
+       "3   282       8049         505         33          65\n",
+       "4   283       8042         155        115          62\n",
+       "5   284       8048         104        864         241\n",
+       "17  296       8039        1883       1308          50\n",
+       "19  298       8047         769       1345          12\n",
+       "20  299       8043         728       1053          60\n",
+       "21  300       8049         862        468          64\n",
+       "22  301       8050        1395        516          51"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_subset.head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### EDA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* **#:** ID for each pokemon\n",
+    "* **Name:** Name of each pokemon\n",
+    "* **Type 1:** Each pokemon has a type, this determines weakness/resistance to attacks\n",
+    "* **Type 2:** Some pokemon are dual type and have 2\n",
+    "* **Total:** sum of all stats that come after this, a general guide to how strong a pokemon is\n",
+    "* **HP:** hit points, or health, defines how much damage a pokemon can withstand before fainting\n",
+    "* **Attack:** the base modifier for normal attacks (eg. Scratch, Punch)\n",
+    "* **Defense:** the base damage resistance against normal attacks\n",
+    "* **SP Atk:** special attack, the base modifier for special attacks (e.g. fire blast, bubble beam)\n",
+    "* **SP Def:** the base damage resistance against special attacks\n",
+    "* **Speed:** determines which pokemon attacks first each round\n",
+    "* **Generation:** The numbered generation which the Pokemon was first introduced\n",
+    "* **Legendary:** Denotes if the Pokemon is legendary."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.945615Z",
+     "start_time": "2022-02-22T23:01:33.925534Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(800, 13)\n"
+     ]
+    },
+    {
+     "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>#</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Type 1</th>\n",
+       "      <th>Type 2</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>HP</th>\n",
+       "      <th>Attack</th>\n",
+       "      <th>Defense</th>\n",
+       "      <th>Sp. Atk</th>\n",
+       "      <th>Sp. Def</th>\n",
+       "      <th>Speed</th>\n",
+       "      <th>Generation</th>\n",
+       "      <th>Legendary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Bulbasaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>318</td>\n",
+       "      <td>45</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>65</td>\n",
+       "      <td>65</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ivysaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>405</td>\n",
+       "      <td>60</td>\n",
+       "      <td>62</td>\n",
+       "      <td>63</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>525</td>\n",
+       "      <td>80</td>\n",
+       "      <td>82</td>\n",
+       "      <td>83</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>VenusaurMega Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>625</td>\n",
+       "      <td>80</td>\n",
+       "      <td>100</td>\n",
+       "      <td>123</td>\n",
+       "      <td>122</td>\n",
+       "      <td>120</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Charmander</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309</td>\n",
+       "      <td>39</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43</td>\n",
+       "      <td>60</td>\n",
+       "      <td>50</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   #                   Name Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
+       "0  1              Bulbasaur  Grass  Poison    318  45      49       49   \n",
+       "1  2                Ivysaur  Grass  Poison    405  60      62       63   \n",
+       "2  3               Venusaur  Grass  Poison    525  80      82       83   \n",
+       "3  3  VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
+       "4  4             Charmander   Fire     NaN    309  39      52       43   \n",
+       "\n",
+       "   Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
+       "0       65       65     45           1      False  \n",
+       "1       80       80     60           1      False  \n",
+       "2      100      100     80           1      False  \n",
+       "3      122      120     80           1      False  \n",
+       "4       60       50     65           1      False  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pokemons_df = pd.read_csv('../data/Pokemon.csv')\n",
+    "print(pokemons_df.shape)\n",
+    "pokemons_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Show general info about our dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.957050Z",
+     "start_time": "2022-02-22T23:01:33.948277Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 800 entries, 0 to 799\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column      Non-Null Count  Dtype \n",
+      "---  ------      --------------  ----- \n",
+      " 0   #           800 non-null    int64 \n",
+      " 1   Name        800 non-null    object\n",
+      " 2   Type 1      800 non-null    object\n",
+      " 3   Type 2      414 non-null    object\n",
+      " 4   Total       800 non-null    int64 \n",
+      " 5   HP          800 non-null    int64 \n",
+      " 6   Attack      800 non-null    int64 \n",
+      " 7   Defense     800 non-null    int64 \n",
+      " 8   Sp. Atk     800 non-null    int64 \n",
+      " 9   Sp. Def     800 non-null    int64 \n",
+      " 10  Speed       800 non-null    int64 \n",
+      " 11  Generation  800 non-null    int64 \n",
+      " 12  Legendary   800 non-null    bool  \n",
+      "dtypes: bool(1), int64(9), object(3)\n",
+      "memory usage: 75.9+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "pokemons_df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Rename columns for easier manipulations with them"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.976309Z",
+     "start_time": "2022-02-22T23:01:33.959230Z"
+    }
+   },
+   "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>Id</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Type_1</th>\n",
+       "      <th>Type_2</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>HP</th>\n",
+       "      <th>Attack</th>\n",
+       "      <th>Defense</th>\n",
+       "      <th>Sp_atk</th>\n",
+       "      <th>Sp_def</th>\n",
+       "      <th>Speed</th>\n",
+       "      <th>Generation</th>\n",
+       "      <th>Legendary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Bulbasaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>318</td>\n",
+       "      <td>45</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>65</td>\n",
+       "      <td>65</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ivysaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>405</td>\n",
+       "      <td>60</td>\n",
+       "      <td>62</td>\n",
+       "      <td>63</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>525</td>\n",
+       "      <td>80</td>\n",
+       "      <td>82</td>\n",
+       "      <td>83</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>VenusaurMega Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>625</td>\n",
+       "      <td>80</td>\n",
+       "      <td>100</td>\n",
+       "      <td>123</td>\n",
+       "      <td>122</td>\n",
+       "      <td>120</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Charmander</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309</td>\n",
+       "      <td>39</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43</td>\n",
+       "      <td>60</td>\n",
+       "      <td>50</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id                   Name Type_1  Type_2  Total  HP  Attack  Defense  \\\n",
+       "0   1              Bulbasaur  Grass  Poison    318  45      49       49   \n",
+       "1   2                Ivysaur  Grass  Poison    405  60      62       63   \n",
+       "2   3               Venusaur  Grass  Poison    525  80      82       83   \n",
+       "3   3  VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
+       "4   4             Charmander   Fire     NaN    309  39      52       43   \n",
+       "\n",
+       "   Sp_atk  Sp_def  Speed  Generation  Legendary  \n",
+       "0      65      65     45           1      False  \n",
+       "1      80      80     60           1      False  \n",
+       "2     100     100     80           1      False  \n",
+       "3     122     120     80           1      False  \n",
+       "4      60      50     65           1      False  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_columns = {'#': 'Id', 'Type 1': 'Type_1', 'Type 2': 'Type_2', 'Sp. Atk': 'Sp_atk', 'Sp. Def': 'Sp_def'}\n",
+    "pokemons_df.rename(columns=new_columns, inplace=True)\n",
+    "pokemons_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Check dataframe for NA values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.985102Z",
+     "start_time": "2022-02-22T23:01:33.978742Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Oops!\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Не стоит беспокоиться об NA') if pokemons_df.count().min() == pokemons_df.shape[0] else print('Oops!')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:34.387880Z",
+     "start_time": "2022-02-22T23:01:33.986365Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 8));\n",
+    "plt.title('Heatmap of NA values in dataframe', fontsize=18);\n",
+    "sns.heatmap(pokemons_df.isna());\n",
+    "plt.xticks(fontsize=14);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:34.397817Z",
+     "start_time": "2022-02-22T23:01:34.389022Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\tПеременная\tПроцент NA\n",
+      "---------------------------------------\n",
+      "            Id              0 %\n",
+      "          Name              0 %\n",
+      "        Type_1              0 %\n",
+      "        Type_2          48.25 %\n",
+      "         Total              0 %\n",
+      "            HP              0 %\n",
+      "        Attack              0 %\n",
+      "       Defense              0 %\n",
+      "        Sp_atk              0 %\n",
+      "        Sp_def              0 %\n",
+      "         Speed              0 %\n",
+      "    Generation              0 %\n",
+      "     Legendary              0 %\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('\\tПеременная\\tПроцент NA')\n",
+    "print('---------------------------------------')\n",
+    "for col in pokemons_df.columns:\n",
+    "    percentage = pokemons_df[col].isna().mean()*100\n",
+    "    if percentage == 0: \n",
+    "        percentage = int(percentage)\n",
+    "    else: \n",
+    "        percentage = round(percentage, 2)\n",
+    "    print('{:>14} {:>14} %'.format(col, percentage))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:34.877852Z",
+     "start_time": "2022-02-22T23:01:34.399775Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 8));\n",
+    "plt.subplot(1, 2, 1)\n",
+    "sns.countplot(pokemons_df['Type_1']);\n",
+    "plt.title('Type 1 classes', fontsize=18);\n",
+    "plt.xlabel('Type 1', fontsize=14);\n",
+    "plt.ylabel('Count', fontsize=14);\n",
+    "plt.xticks(rotation=90);\n",
+    "\n",
+    "plt.subplot(1, 2, 2)\n",
+    "sns.countplot(pokemons_df['Type_2']);\n",
+    "plt.title('Type 2 classes', fontsize=18);\n",
+    "plt.xlabel('Type 2', fontsize=14);\n",
+    "plt.ylabel('Count', fontsize=14);\n",
+    "plt.xticks(rotation=90);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:35.128037Z",
+     "start_time": "2022-02-22T23:01:34.879426Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 8));\n",
+    "plt.subplot(1, 2, 1)\n",
+    "sns.countplot(pokemons_df.Generation);\n",
+    "plt.xlabel('Generation', fontsize=14);\n",
+    "plt.ylabel('count', fontsize=14);\n",
+    "plt.xticks(fontsize=14);\n",
+    "plt.yticks(fontsize=14);\n",
+    "\n",
+    "plt.subplot(1, 2, 2)\n",
+    "sns.countplot(pokemons_df.Legendary);\n",
+    "plt.xlabel('Legendary', fontsize=14);\n",
+    "plt.ylabel('count', fontsize=14);\n",
+    "plt.xticks(fontsize=14);\n",
+    "plt.yticks(fontsize=14);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:43.726745Z",
+     "start_time": "2022-02-22T23:01:35.129139Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x1260 with 56 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "numeric_cols = ['Total', 'HP', 'Attack', 'Defense', 'Sp_atk', 'Sp_def', 'Speed']\n",
+    "sns.pairplot(pokemons_df[numeric_cols]);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.648952Z",
+     "start_time": "2022-02-22T23:01:43.727925Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x720 with 7 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(18, 10))\n",
+    "for i, col in enumerate(numeric_cols):\n",
+    "    plt.subplot(2, 4, i+1)\n",
+    "    sns.boxplot(pokemons_df[col])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.932404Z",
+     "start_time": "2022-02-22T23:01:44.650156Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 8));\n",
+    "sns.heatmap(pokemons_df[numeric_cols].corr(), annot=True);\n",
+    "plt.title('Pearson correlation', fontsize=18)\n",
+    "plt.xticks(fontsize=14);\n",
+    "plt.yticks(fontsize=14);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Working with gff and bed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.938220Z",
+     "start_time": "2022-02-22T23:01:44.933439Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def read_gff(path_to_file):\n",
+    "    rrna_annotation_df = pd.read_csv(path_to_file, header=1, sep='\\t')\n",
+    "    rrna_annotation_df = pd.DataFrame(np.r_[np.array(rrna_annotation_df.columns)[np.newaxis, :], \n",
+    "                                            rrna_annotation_df.values])\n",
+    "    rrna_annotation_df.columns = ['chromosome', 'source', 'type', 'start', 'end', \n",
+    "                                  'score', 'strand', 'phase', 'attributes']\n",
+    "    rrna_annotation_df[['start', 'end']] = rrna_annotation_df[['start', 'end']].astype(int)\n",
+    "    rrna_annotation_df['score'] = rrna_annotation_df['score'].astype(float)\n",
+    "    \n",
+    "    return rrna_annotation_df\n",
+    "\n",
+    "def read_bed6(path_to_file):\n",
+    "    alignment_bed_df = pd.read_csv(path_to_file, sep='\\t', header=None)\n",
+    "    alignment_bed_df.columns = ['chromosome', 'start', 'end', 'name', 'score', 'strand']\n",
+    "    return alignment_bed_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.957512Z",
+     "start_time": "2022-02-22T23:01:44.939994Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>67122</td>\n",
+       "      <td>68652</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>68981</td>\n",
+       "      <td>72061</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>469298</td>\n",
+       "      <td>470826</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>471166</td>\n",
+       "      <td>474246</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3629599</td>\n",
+       "      <td>3632680</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     chromosome       source  type    start      end  score strand phase  \\\n",
+       "0  Reference_10  barrnap:0.9  rRNA    67122    68652    0.0      +     .   \n",
+       "1  Reference_10  barrnap:0.9  rRNA    68981    72061    0.0      +     .   \n",
+       "2  Reference_10  barrnap:0.9  rRNA   469298   470826    0.0      +     .   \n",
+       "3  Reference_10  barrnap:0.9  rRNA   471166   474246    0.0      +     .   \n",
+       "4  Reference_10  barrnap:0.9  rRNA  3629599  3632680    0.0      -     .   \n",
+       "\n",
+       "                                attributes  \n",
+       "0  Name=16S_rRNA;product=16S ribosomal RNA  \n",
+       "1  Name=23S_rRNA;product=23S ribosomal RNA  \n",
+       "2  Name=16S_rRNA;product=16S ribosomal RNA  \n",
+       "3  Name=23S_rRNA;product=23S ribosomal RNA  \n",
+       "4  Name=23S_rRNA;product=23S ribosomal RNA  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df = read_gff('../data/rrna_annotation.gff')\n",
+    "rrna_annotation_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.963097Z",
+     "start_time": "2022-02-22T23:01:44.958945Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "chromosome     object\n",
+       "source         object\n",
+       "type           object\n",
+       "start           int64\n",
+       "end             int64\n",
+       "score         float64\n",
+       "strand         object\n",
+       "phase          object\n",
+       "attributes     object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.985133Z",
+     "start_time": "2022-02-22T23:01:44.964331Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "      <th>rna_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>67122</td>\n",
+       "      <td>68652</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>68981</td>\n",
+       "      <td>72061</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>469298</td>\n",
+       "      <td>470826</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>471166</td>\n",
+       "      <td>474246</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3629599</td>\n",
+       "      <td>3632680</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>343</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1819878</td>\n",
+       "      <td>1822785</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1822913</td>\n",
+       "      <td>1823016</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744056</td>\n",
+       "      <td>3744159</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744287</td>\n",
+       "      <td>3747194</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3747656</td>\n",
+       "      <td>3749126</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>348 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       chromosome       source  type    start      end         score strand  \\\n",
+       "0    Reference_10  barrnap:0.9  rRNA    67122    68652  0.000000e+00      +   \n",
+       "1    Reference_10  barrnap:0.9  rRNA    68981    72061  0.000000e+00      +   \n",
+       "2    Reference_10  barrnap:0.9  rRNA   469298   470826  0.000000e+00      +   \n",
+       "3    Reference_10  barrnap:0.9  rRNA   471166   474246  0.000000e+00      +   \n",
+       "4    Reference_10  barrnap:0.9  rRNA  3629599  3632680  0.000000e+00      -   \n",
+       "..            ...          ...   ...      ...      ...           ...    ...   \n",
+       "343  Reference_25  barrnap:0.9  rRNA  1819878  1822785  0.000000e+00      +   \n",
+       "344  Reference_25  barrnap:0.9  rRNA  1822913  1823016  2.900000e-10      +   \n",
+       "345  Reference_25  barrnap:0.9  rRNA  3744056  3744159  2.900000e-10      -   \n",
+       "346  Reference_25  barrnap:0.9  rRNA  3744287  3747194  0.000000e+00      -   \n",
+       "347  Reference_25  barrnap:0.9  rRNA  3747656  3749126  0.000000e+00      -   \n",
+       "\n",
+       "    phase                               attributes rna_type  \n",
+       "0       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "1       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "2       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "3       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "4       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "..    ...                                      ...      ...  \n",
+       "343     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "344     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "345     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "346     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "347     .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "\n",
+       "[348 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df['rna_type'] = rrna_annotation_df.attributes.apply(lambda x: x.split('=')[1].split('_')[0])\n",
+    "rrna_annotation_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.002985Z",
+     "start_time": "2022-02-22T23:01:44.987040Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>rna_type</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     chromosome rna_type  counts\n",
+       "0   Reference_1      16S       2\n",
+       "1   Reference_1      23S       2\n",
+       "2   Reference_1       5S       2\n",
+       "3  Reference_10      16S       5\n",
+       "4  Reference_10      23S       5"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rna_stats_df = rrna_annotation_df.groupby(\n",
+    "    ['chromosome', 'rna_type'], as_index=False).size().reset_index(name='counts')\n",
+    "rna_stats_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.664798Z",
+     "start_time": "2022-02-22T23:01:45.008045Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 10));\n",
+    "sns.barplot(x='counts', y='chromosome', hue='rna_type', data=rna_stats_df);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.690945Z",
+     "start_time": "2022-02-22T23:01:45.667341Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>197681</td>\n",
+       "      <td>200286</td>\n",
+       "      <td>NODE_1445_length_2603_cov_1135.593799</td>\n",
+       "      <td>41</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>202886</td>\n",
+       "      <td>202996</td>\n",
+       "      <td>NODE_19543_length_110_cov_1549.290909</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>202941</td>\n",
+       "      <td>203377</td>\n",
+       "      <td>NODE_5666_length_436_cov_418.653543</td>\n",
+       "      <td>16</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>203322</td>\n",
+       "      <td>785222</td>\n",
+       "      <td>NODE_25_length_581906_cov_146.024228</td>\n",
+       "      <td>60</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>785169</td>\n",
+       "      <td>1763981</td>\n",
+       "      <td>NODE_11_length_978812_cov_132.517515</td>\n",
+       "      <td>60</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7705</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5532432</td>\n",
+       "      <td>5535601</td>\n",
+       "      <td>NODE_1329_length_3169_cov_103.935132</td>\n",
+       "      <td>5</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7706</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5535546</td>\n",
+       "      <td>5535722</td>\n",
+       "      <td>NODE_19238_length_176_cov_67.305785</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7707</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5535667</td>\n",
+       "      <td>5537226</td>\n",
+       "      <td>NODE_2001_length_1559_cov_98.029920</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7708</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5537171</td>\n",
+       "      <td>5537343</td>\n",
+       "      <td>NODE_19245_length_172_cov_84.367521</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7709</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5537288</td>\n",
+       "      <td>5608040</td>\n",
+       "      <td>NODE_237_length_95089_cov_34.836785</td>\n",
+       "      <td>60</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>7710 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        chromosome    start      end                                   name  \\\n",
+       "0      Reference_1   197681   200286  NODE_1445_length_2603_cov_1135.593799   \n",
+       "1      Reference_1   202886   202996  NODE_19543_length_110_cov_1549.290909   \n",
+       "2      Reference_1   202941   203377    NODE_5666_length_436_cov_418.653543   \n",
+       "3      Reference_1   203322   785222   NODE_25_length_581906_cov_146.024228   \n",
+       "4      Reference_1   785169  1763981   NODE_11_length_978812_cov_132.517515   \n",
+       "...            ...      ...      ...                                    ...   \n",
+       "7705  Reference_26  5532432  5535601   NODE_1329_length_3169_cov_103.935132   \n",
+       "7706  Reference_26  5535546  5535722    NODE_19238_length_176_cov_67.305785   \n",
+       "7707  Reference_26  5535667  5537226    NODE_2001_length_1559_cov_98.029920   \n",
+       "7708  Reference_26  5537171  5537343    NODE_19245_length_172_cov_84.367521   \n",
+       "7709  Reference_26  5537288  5608040    NODE_237_length_95089_cov_34.836785   \n",
+       "\n",
+       "      score strand  \n",
+       "0        41      -  \n",
+       "1         0      -  \n",
+       "2        16      +  \n",
+       "3        60      +  \n",
+       "4        60      -  \n",
+       "...     ...    ...  \n",
+       "7705      5      +  \n",
+       "7706      0      +  \n",
+       "7707      0      +  \n",
+       "7708      0      +  \n",
+       "7709     60      +  \n",
+       "\n",
+       "[7710 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "alignment_bed_df = read_bed6('../data/alignment.bed')\n",
+    "alignment_bed_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.710802Z",
+     "start_time": "2022-02-22T23:01:45.692347Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "      <th>rna_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>67122</td>\n",
+       "      <td>68652</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>68981</td>\n",
+       "      <td>72061</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>469298</td>\n",
+       "      <td>470826</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>471166</td>\n",
+       "      <td>474246</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3629599</td>\n",
+       "      <td>3632680</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>343</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1819878</td>\n",
+       "      <td>1822785</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1822913</td>\n",
+       "      <td>1823016</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744056</td>\n",
+       "      <td>3744159</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744287</td>\n",
+       "      <td>3747194</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3747656</td>\n",
+       "      <td>3749126</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>348 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       chromosome       source  type    start      end         score strand  \\\n",
+       "0    Reference_10  barrnap:0.9  rRNA    67122    68652  0.000000e+00      +   \n",
+       "1    Reference_10  barrnap:0.9  rRNA    68981    72061  0.000000e+00      +   \n",
+       "2    Reference_10  barrnap:0.9  rRNA   469298   470826  0.000000e+00      +   \n",
+       "3    Reference_10  barrnap:0.9  rRNA   471166   474246  0.000000e+00      +   \n",
+       "4    Reference_10  barrnap:0.9  rRNA  3629599  3632680  0.000000e+00      -   \n",
+       "..            ...          ...   ...      ...      ...           ...    ...   \n",
+       "343  Reference_25  barrnap:0.9  rRNA  1819878  1822785  0.000000e+00      +   \n",
+       "344  Reference_25  barrnap:0.9  rRNA  1822913  1823016  2.900000e-10      +   \n",
+       "345  Reference_25  barrnap:0.9  rRNA  3744056  3744159  2.900000e-10      -   \n",
+       "346  Reference_25  barrnap:0.9  rRNA  3744287  3747194  0.000000e+00      -   \n",
+       "347  Reference_25  barrnap:0.9  rRNA  3747656  3749126  0.000000e+00      -   \n",
+       "\n",
+       "    phase                               attributes rna_type  \n",
+       "0       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "1       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "2       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "3       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "4       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "..    ...                                      ...      ...  \n",
+       "343     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "344     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "345     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "346     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "347     .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "\n",
+       "[348 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.716963Z",
+     "start_time": "2022-02-22T23:01:45.712201Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "chromosome    object\n",
+       "start          int64\n",
+       "end            int64\n",
+       "name          object\n",
+       "score          int64\n",
+       "strand        object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "alignment_bed_df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:50.446780Z",
+     "start_time": "2022-02-22T23:01:45.718443Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start_x</th>\n",
+       "      <th>end_x</th>\n",
+       "      <th>score_x</th>\n",
+       "      <th>strand_x</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "      <th>rna_type</th>\n",
+       "      <th>start_y</th>\n",
+       "      <th>end_y</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score_y</th>\n",
+       "      <th>strand_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>129</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>924358</td>\n",
+       "      <td>925855</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>923529</td>\n",
+       "      <td>930070</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>926697</td>\n",
+       "      <td>929642</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>923529</td>\n",
+       "      <td>930070</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>929827</td>\n",
+       "      <td>929936</td>\n",
+       "      <td>1.400000e-12</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>923529</td>\n",
+       "      <td>930070</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>215</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>2074460</td>\n",
+       "      <td>2075957</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>2073631</td>\n",
+       "      <td>2080172</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
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+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>2076799</td>\n",
+       "      <td>2079744</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>2073631</td>\n",
+       "      <td>2080172</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
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+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121855</th>\n",
+       "      <td>Reference_14</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>2433040</td>\n",
+       "      <td>2433152</td>\n",
+       "      <td>2.000000e-12</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>2433027</td>\n",
+       "      <td>2433434</td>\n",
+       "      <td>NODE_6108_length_407_cov_1153.232955</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122182</th>\n",
+       "      <td>Reference_14</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3766952</td>\n",
+       "      <td>3767064</td>\n",
+       "      <td>2.000000e-12</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>3766939</td>\n",
+       "      <td>3767346</td>\n",
+       "      <td>NODE_6108_length_407_cov_1153.232955</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122583</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1329370</td>\n",
+       "      <td>1329473</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>1329345</td>\n",
+       "      <td>1329810</td>\n",
+       "      <td>NODE_5333_length_465_cov_547.609756</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125060</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1822913</td>\n",
+       "      <td>1823016</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>1822575</td>\n",
+       "      <td>1823040</td>\n",
+       "      <td>NODE_5333_length_465_cov_547.609756</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125776</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744056</td>\n",
+       "      <td>3744159</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>3744031</td>\n",
+       "      <td>3744496</td>\n",
+       "      <td>NODE_5333_length_465_cov_547.609756</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>120 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          chromosome       source  type  start_x    end_x       score_x  \\\n",
+       "129     Reference_11  barrnap:0.9  rRNA   924358   925855  0.000000e+00   \n",
+       "156     Reference_11  barrnap:0.9  rRNA   926697   929642  0.000000e+00   \n",
+       "183     Reference_11  barrnap:0.9  rRNA   929827   929936  1.400000e-12   \n",
+       "215     Reference_11  barrnap:0.9  rRNA  2074460  2075957  0.000000e+00   \n",
+       "242     Reference_11  barrnap:0.9  rRNA  2076799  2079744  0.000000e+00   \n",
+       "...              ...          ...   ...      ...      ...           ...   \n",
+       "121855  Reference_14  barrnap:0.9  rRNA  2433040  2433152  2.000000e-12   \n",
+       "122182  Reference_14  barrnap:0.9  rRNA  3766952  3767064  2.000000e-12   \n",
+       "122583  Reference_25  barrnap:0.9  rRNA  1329370  1329473  2.900000e-10   \n",
+       "125060  Reference_25  barrnap:0.9  rRNA  1822913  1823016  2.900000e-10   \n",
+       "125776  Reference_25  barrnap:0.9  rRNA  3744056  3744159  2.900000e-10   \n",
+       "\n",
+       "       strand_x phase                               attributes rna_type  \\\n",
+       "129           +     .  Name=16S_rRNA;product=16S ribosomal RNA      16S   \n",
+       "156           +     .  Name=23S_rRNA;product=23S ribosomal RNA      23S   \n",
+       "183           +     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "215           +     .  Name=16S_rRNA;product=16S ribosomal RNA      16S   \n",
+       "242           +     .  Name=23S_rRNA;product=23S ribosomal RNA      23S   \n",
+       "...         ...   ...                                      ...      ...   \n",
+       "121855        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "122182        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "122583        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "125060        +     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "125776        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "\n",
+       "        start_y    end_y                                  name  score_y  \\\n",
+       "129      923529   930070  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "156      923529   930070  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "183      923529   930070  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "215     2073631  2080172  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "242     2073631  2080172  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "...         ...      ...                                   ...      ...   \n",
+       "121855  2433027  2433434  NODE_6108_length_407_cov_1153.232955        0   \n",
+       "122182  3766939  3767346  NODE_6108_length_407_cov_1153.232955        0   \n",
+       "122583  1329345  1329810   NODE_5333_length_465_cov_547.609756        0   \n",
+       "125060  1822575  1823040   NODE_5333_length_465_cov_547.609756        0   \n",
+       "125776  3744031  3744496   NODE_5333_length_465_cov_547.609756        0   \n",
+       "\n",
+       "       strand_y  \n",
+       "129           -  \n",
+       "156           -  \n",
+       "183           -  \n",
+       "215           -  \n",
+       "242           -  \n",
+       "...         ...  \n",
+       "121855        +  \n",
+       "122182        +  \n",
+       "122583        -  \n",
+       "125060        +  \n",
+       "125776        -  \n",
+       "\n",
+       "[120 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_intersected = rrna_annotation_df.merge(alignment_bed_df, on = ['chromosome'], how='inner')\n",
+    "is_inside = df_intersected[['start_x', 'end_x', 'start_y', 'end_y']].apply(\n",
+    "    lambda x: x[0] > x[2] and x[1] < x[3], axis=1)\n",
+    "df_intersected = df_intersected[is_inside]\n",
+    "df_intersected"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/hw9/code/intro_pandas.ipynb b/hw9/code/intro_pandas.ipynb
new file mode 100644
index 0000000..8fd2c17
--- /dev/null
+++ b/hw9/code/intro_pandas.ipynb
@@ -0,0 +1,2451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.052107Z",
+     "start_time": "2022-02-22T23:01:32.405200Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.069514Z",
+     "start_time": "2022-02-22T23:01:33.053697Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(63, 14)\n"
+     ]
+    },
+    {
+     "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>pos</th>\n",
+       "      <th>reads_all</th>\n",
+       "      <th>matches</th>\n",
+       "      <th>mismatches</th>\n",
+       "      <th>deletions</th>\n",
+       "      <th>insertions</th>\n",
+       "      <th>A</th>\n",
+       "      <th>C</th>\n",
+       "      <th>T</th>\n",
+       "      <th>G</th>\n",
+       "      <th>A_fraction</th>\n",
+       "      <th>T_fraction</th>\n",
+       "      <th>G_fraction</th>\n",
+       "      <th>C_fraction</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>279</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>32</td>\n",
+       "      <td>7972</td>\n",
+       "      <td>46</td>\n",
+       "      <td>8</td>\n",
+       "      <td>7911.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.983503</td>\n",
+       "      <td>0.000815</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.006896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>280</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>7995</td>\n",
+       "      <td>48</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.001355</td>\n",
+       "      <td>0.002392</td>\n",
+       "      <td>0.001914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>281</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>7983</td>\n",
+       "      <td>50</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000639</td>\n",
+       "      <td>0.002875</td>\n",
+       "      <td>0.002310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>282</td>\n",
+       "      <td>8049</td>\n",
+       "      <td>7510</td>\n",
+       "      <td>505</td>\n",
+       "      <td>33</td>\n",
+       "      <td>65</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.012750</td>\n",
+       "      <td>0.049096</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000919</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>283</td>\n",
+       "      <td>8042</td>\n",
+       "      <td>7786</td>\n",
+       "      <td>155</td>\n",
+       "      <td>115</td>\n",
+       "      <td>62</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0.004960</td>\n",
+       "      <td>0.010992</td>\n",
+       "      <td>0.003186</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   pos  reads_all  matches  mismatches  deletions  insertions       A     C  \\\n",
+       "0  279       8045       32        7972         46           8  7911.0  54.0   \n",
+       "1  280       8045     7995          48         19           9     NaN  16.0   \n",
+       "2  281       8045     7983          50         16           5     NaN  24.0   \n",
+       "3  282       8049     7510         505         33          65   105.0  11.0   \n",
+       "4  283       8042     7786         155        115          62    46.0   NaN   \n",
+       "\n",
+       "       T     G  A_fraction  T_fraction  G_fraction  C_fraction  \n",
+       "0   11.0   NaN    0.983503    0.000815         NaN    0.006896  \n",
+       "1   13.0  19.0         NaN    0.001355    0.002392    0.001914  \n",
+       "2    4.0  24.0         NaN    0.000639    0.002875    0.002310  \n",
+       "3  395.0   NaN    0.012750    0.049096         NaN    0.000919  \n",
+       "4   93.0  31.0    0.004960    0.010992    0.003186         NaN  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('../data/train.csv')\n",
+    "print(df.shape)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Drawing histograms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.899655Z",
+     "start_time": "2022-02-22T23:01:33.070802Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "\n",
+    "fig, ax = plt.subplots(2, 2, figsize=(12, 10))\n",
+    "fig.suptitle('Distributions nucleotides over positions in reads', fontsize=18)\n",
+    "ax[0, 0].hist(df['A'].dropna(), bins=30);\n",
+    "ax[0, 1].hist(df['C'].dropna(), bins=30);\n",
+    "ax[1, 0].hist(df['T'].dropna(), bins=30);\n",
+    "ax[1, 1].hist(df['G'].dropna(), bins=30);\n",
+    "\n",
+    "ax[0, 0].set_title('A', fontsize=16);\n",
+    "ax[0, 1].set_title('C', fontsize=16);\n",
+    "ax[1, 0].set_title('T', fontsize=16);\n",
+    "ax[1, 1].set_title('G', fontsize=16);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Selecting special rows and cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.914031Z",
+     "start_time": "2022-02-22T23:01:33.900859Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "matches_mean = df.matches.mean()\n",
+    "df_subset = df.query('matches > @matches_mean')\n",
+    "df_subset = df_subset[['pos', 'reads_all', 'mismatches', 'deletions', 'insertions']]\n",
+    "df_subset.to_csv('../data/train_part.csv', index=False, sep=',')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.923858Z",
+     "start_time": "2022-02-22T23:01:33.915545Z"
+    }
+   },
+   "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>pos</th>\n",
+       "      <th>reads_all</th>\n",
+       "      <th>mismatches</th>\n",
+       "      <th>deletions</th>\n",
+       "      <th>insertions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>280</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>48</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>281</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>50</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>282</td>\n",
+       "      <td>8049</td>\n",
+       "      <td>505</td>\n",
+       "      <td>33</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>283</td>\n",
+       "      <td>8042</td>\n",
+       "      <td>155</td>\n",
+       "      <td>115</td>\n",
+       "      <td>62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>284</td>\n",
+       "      <td>8048</td>\n",
+       "      <td>104</td>\n",
+       "      <td>864</td>\n",
+       "      <td>241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>296</td>\n",
+       "      <td>8039</td>\n",
+       "      <td>1883</td>\n",
+       "      <td>1308</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>298</td>\n",
+       "      <td>8047</td>\n",
+       "      <td>769</td>\n",
+       "      <td>1345</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>299</td>\n",
+       "      <td>8043</td>\n",
+       "      <td>728</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>300</td>\n",
+       "      <td>8049</td>\n",
+       "      <td>862</td>\n",
+       "      <td>468</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>301</td>\n",
+       "      <td>8050</td>\n",
+       "      <td>1395</td>\n",
+       "      <td>516</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    pos  reads_all  mismatches  deletions  insertions\n",
+       "1   280       8045          48         19           9\n",
+       "2   281       8045          50         16           5\n",
+       "3   282       8049         505         33          65\n",
+       "4   283       8042         155        115          62\n",
+       "5   284       8048         104        864         241\n",
+       "17  296       8039        1883       1308          50\n",
+       "19  298       8047         769       1345          12\n",
+       "20  299       8043         728       1053          60\n",
+       "21  300       8049         862        468          64\n",
+       "22  301       8050        1395        516          51"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_subset.head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### EDA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* **#:** ID for each pokemon\n",
+    "* **Name:** Name of each pokemon\n",
+    "* **Type 1:** Each pokemon has a type, this determines weakness/resistance to attacks\n",
+    "* **Type 2:** Some pokemon are dual type and have 2\n",
+    "* **Total:** sum of all stats that come after this, a general guide to how strong a pokemon is\n",
+    "* **HP:** hit points, or health, defines how much damage a pokemon can withstand before fainting\n",
+    "* **Attack:** the base modifier for normal attacks (eg. Scratch, Punch)\n",
+    "* **Defense:** the base damage resistance against normal attacks\n",
+    "* **SP Atk:** special attack, the base modifier for special attacks (e.g. fire blast, bubble beam)\n",
+    "* **SP Def:** the base damage resistance against special attacks\n",
+    "* **Speed:** determines which pokemon attacks first each round\n",
+    "* **Generation:** The numbered generation which the Pokemon was first introduced\n",
+    "* **Legendary:** Denotes if the Pokemon is legendary."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.945615Z",
+     "start_time": "2022-02-22T23:01:33.925534Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(800, 13)\n"
+     ]
+    },
+    {
+     "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>#</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Type 1</th>\n",
+       "      <th>Type 2</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>HP</th>\n",
+       "      <th>Attack</th>\n",
+       "      <th>Defense</th>\n",
+       "      <th>Sp. Atk</th>\n",
+       "      <th>Sp. Def</th>\n",
+       "      <th>Speed</th>\n",
+       "      <th>Generation</th>\n",
+       "      <th>Legendary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Bulbasaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>318</td>\n",
+       "      <td>45</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>65</td>\n",
+       "      <td>65</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ivysaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>405</td>\n",
+       "      <td>60</td>\n",
+       "      <td>62</td>\n",
+       "      <td>63</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>525</td>\n",
+       "      <td>80</td>\n",
+       "      <td>82</td>\n",
+       "      <td>83</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>VenusaurMega Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>625</td>\n",
+       "      <td>80</td>\n",
+       "      <td>100</td>\n",
+       "      <td>123</td>\n",
+       "      <td>122</td>\n",
+       "      <td>120</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Charmander</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309</td>\n",
+       "      <td>39</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43</td>\n",
+       "      <td>60</td>\n",
+       "      <td>50</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   #                   Name Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
+       "0  1              Bulbasaur  Grass  Poison    318  45      49       49   \n",
+       "1  2                Ivysaur  Grass  Poison    405  60      62       63   \n",
+       "2  3               Venusaur  Grass  Poison    525  80      82       83   \n",
+       "3  3  VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
+       "4  4             Charmander   Fire     NaN    309  39      52       43   \n",
+       "\n",
+       "   Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
+       "0       65       65     45           1      False  \n",
+       "1       80       80     60           1      False  \n",
+       "2      100      100     80           1      False  \n",
+       "3      122      120     80           1      False  \n",
+       "4       60       50     65           1      False  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pokemons_df = pd.read_csv('../data/Pokemon.csv')\n",
+    "print(pokemons_df.shape)\n",
+    "pokemons_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Show general info about our dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.957050Z",
+     "start_time": "2022-02-22T23:01:33.948277Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 800 entries, 0 to 799\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column      Non-Null Count  Dtype \n",
+      "---  ------      --------------  ----- \n",
+      " 0   #           800 non-null    int64 \n",
+      " 1   Name        800 non-null    object\n",
+      " 2   Type 1      800 non-null    object\n",
+      " 3   Type 2      414 non-null    object\n",
+      " 4   Total       800 non-null    int64 \n",
+      " 5   HP          800 non-null    int64 \n",
+      " 6   Attack      800 non-null    int64 \n",
+      " 7   Defense     800 non-null    int64 \n",
+      " 8   Sp. Atk     800 non-null    int64 \n",
+      " 9   Sp. Def     800 non-null    int64 \n",
+      " 10  Speed       800 non-null    int64 \n",
+      " 11  Generation  800 non-null    int64 \n",
+      " 12  Legendary   800 non-null    bool  \n",
+      "dtypes: bool(1), int64(9), object(3)\n",
+      "memory usage: 75.9+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "pokemons_df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Rename columns for easier manipulations with them"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.976309Z",
+     "start_time": "2022-02-22T23:01:33.959230Z"
+    }
+   },
+   "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>Id</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Type_1</th>\n",
+       "      <th>Type_2</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>HP</th>\n",
+       "      <th>Attack</th>\n",
+       "      <th>Defense</th>\n",
+       "      <th>Sp_atk</th>\n",
+       "      <th>Sp_def</th>\n",
+       "      <th>Speed</th>\n",
+       "      <th>Generation</th>\n",
+       "      <th>Legendary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Bulbasaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>318</td>\n",
+       "      <td>45</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>65</td>\n",
+       "      <td>65</td>\n",
+       "      <td>45</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Ivysaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>405</td>\n",
+       "      <td>60</td>\n",
+       "      <td>62</td>\n",
+       "      <td>63</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>60</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>525</td>\n",
+       "      <td>80</td>\n",
+       "      <td>82</td>\n",
+       "      <td>83</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>VenusaurMega Venusaur</td>\n",
+       "      <td>Grass</td>\n",
+       "      <td>Poison</td>\n",
+       "      <td>625</td>\n",
+       "      <td>80</td>\n",
+       "      <td>100</td>\n",
+       "      <td>123</td>\n",
+       "      <td>122</td>\n",
+       "      <td>120</td>\n",
+       "      <td>80</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Charmander</td>\n",
+       "      <td>Fire</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309</td>\n",
+       "      <td>39</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43</td>\n",
+       "      <td>60</td>\n",
+       "      <td>50</td>\n",
+       "      <td>65</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id                   Name Type_1  Type_2  Total  HP  Attack  Defense  \\\n",
+       "0   1              Bulbasaur  Grass  Poison    318  45      49       49   \n",
+       "1   2                Ivysaur  Grass  Poison    405  60      62       63   \n",
+       "2   3               Venusaur  Grass  Poison    525  80      82       83   \n",
+       "3   3  VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
+       "4   4             Charmander   Fire     NaN    309  39      52       43   \n",
+       "\n",
+       "   Sp_atk  Sp_def  Speed  Generation  Legendary  \n",
+       "0      65      65     45           1      False  \n",
+       "1      80      80     60           1      False  \n",
+       "2     100     100     80           1      False  \n",
+       "3     122     120     80           1      False  \n",
+       "4      60      50     65           1      False  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_columns = {'#': 'Id', 'Type 1': 'Type_1', 'Type 2': 'Type_2', 'Sp. Atk': 'Sp_atk', 'Sp. Def': 'Sp_def'}\n",
+    "pokemons_df.rename(columns=new_columns, inplace=True)\n",
+    "pokemons_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Check dataframe for NA values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:33.985102Z",
+     "start_time": "2022-02-22T23:01:33.978742Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Oops!\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Не стоит беспокоиться об NA') if pokemons_df.count().min() == pokemons_df.shape[0] else print('Oops!')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:34.387880Z",
+     "start_time": "2022-02-22T23:01:33.986365Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 8));\n",
+    "plt.title('Heatmap of NA values in dataframe', fontsize=18);\n",
+    "sns.heatmap(pokemons_df.isna());\n",
+    "plt.xticks(fontsize=14);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:34.397817Z",
+     "start_time": "2022-02-22T23:01:34.389022Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\tПеременная\tПроцент NA\n",
+      "---------------------------------------\n",
+      "            Id              0 %\n",
+      "          Name              0 %\n",
+      "        Type_1              0 %\n",
+      "        Type_2          48.25 %\n",
+      "         Total              0 %\n",
+      "            HP              0 %\n",
+      "        Attack              0 %\n",
+      "       Defense              0 %\n",
+      "        Sp_atk              0 %\n",
+      "        Sp_def              0 %\n",
+      "         Speed              0 %\n",
+      "    Generation              0 %\n",
+      "     Legendary              0 %\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('\\tПеременная\\tПроцент NA')\n",
+    "print('---------------------------------------')\n",
+    "for col in pokemons_df.columns:\n",
+    "    percentage = pokemons_df[col].isna().mean()*100\n",
+    "    if percentage == 0: \n",
+    "        percentage = int(percentage)\n",
+    "    else: \n",
+    "        percentage = round(percentage, 2)\n",
+    "    print('{:>14} {:>14} %'.format(col, percentage))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:34.877852Z",
+     "start_time": "2022-02-22T23:01:34.399775Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 8));\n",
+    "plt.subplot(1, 2, 1)\n",
+    "sns.countplot(pokemons_df['Type_1']);\n",
+    "plt.title('Type 1 classes', fontsize=18);\n",
+    "plt.xlabel('Type 1', fontsize=14);\n",
+    "plt.ylabel('Count', fontsize=14);\n",
+    "plt.xticks(rotation=90);\n",
+    "\n",
+    "plt.subplot(1, 2, 2)\n",
+    "sns.countplot(pokemons_df['Type_2']);\n",
+    "plt.title('Type 2 classes', fontsize=18);\n",
+    "plt.xlabel('Type 2', fontsize=14);\n",
+    "plt.ylabel('Count', fontsize=14);\n",
+    "plt.xticks(rotation=90);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:35.128037Z",
+     "start_time": "2022-02-22T23:01:34.879426Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 8));\n",
+    "plt.subplot(1, 2, 1)\n",
+    "sns.countplot(pokemons_df.Generation);\n",
+    "plt.xlabel('Generation', fontsize=14);\n",
+    "plt.ylabel('count', fontsize=14);\n",
+    "plt.xticks(fontsize=14);\n",
+    "plt.yticks(fontsize=14);\n",
+    "\n",
+    "plt.subplot(1, 2, 2)\n",
+    "sns.countplot(pokemons_df.Legendary);\n",
+    "plt.xlabel('Legendary', fontsize=14);\n",
+    "plt.ylabel('count', fontsize=14);\n",
+    "plt.xticks(fontsize=14);\n",
+    "plt.yticks(fontsize=14);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:43.726745Z",
+     "start_time": "2022-02-22T23:01:35.129139Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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KhrFGh55eltOzPhRRbf1CL3d1kn+s3vD6oLTnoo/U27JlCxYtWlS0840YUZ3TcaNG+fNck+JQ6nrnev5S1ztXClnvTGy3kOdv7+qxTD4KQcj4vEc6TtsmMK0b5bc9hz/+FT3d+Y90dFuXz7Xyy41KtfNssbPdwXL92dIfX0t3bDZlZ+NPTr7LRGvfLYRf5tumnHR3INmvXfvZJ51W02q1+f8Kty7HzqbLScsrtZ11263U+hcCJ/0DAAhCFvroHM/kWo907eXkG0zMvP79pdTxbqVg117p4lpFyU57c9XGfMT2+aTS9WowxLv5sBm9DKf4EEi9b7m+R5bKnktJUTv1jh49il27duH+++8HANTV1eHo0aNQFAWMMSiKgvb2dtTV1YFzbrstGzo7T0PNcgWUUaP8OHYsmNUx5UC+6t0fJ8jl/APpfudTQNLZbsHvGxMtk4+C84zPyxjDrCm1mFc/Bn6fjGBPFC/s+gguWUT78W4oKseqpbOwedv7uGhSDT4/8xxwzsFEEbJsnfzUfH7GGK6/fByuaBgLJgKKCjzf9iGYIDjWsRS5m8rdzgttu+V+/cXANicJEy39JNHW7Y919BMmWvqIlR8zxhLKuqL+HNzwhfMAztF+vCfRT2zqHOyJYkiV2zpxcRq/zBbdpoqhu+Viv3nLhZRkN0Zbg2P99+fi//7xAJ7fdRiAnnTa2s6CPVHcfNUEQ7s3rLgCbe8eARPS63fidbGi2Ew6it3O+bbdESOqy8JOS0mij2g6tfPdo8b2WVNqAR7PacaRsr0m4AXnHO3HuxP8y9ZGxT4btY0t0uh0Ss4ot4ju3hiYKNgnghcEgPO0z458UOp4t5Kws5NgTxQjhrmx/vtzIQras/ipFw/grb92APEOWmv7EnH7wilomKK9GwuCYGjssWPB7J8JtrYInDjZU9R0B6V6rlK8myUZvA862aHXJwMceLhlXkoskRBndvVAlgTwqJq57vazbpWGk+2y1atXry5WRf7rv/4LVVVVuP766wEAPp8PL7/8MiRJwsSJE/H000/j2LFjuPnmmx23ZUNvbwQ8y+dEVZUbPT2R7A4qA/JV76oqN57Ytj/r4266amJO5x9I97uqyp238tPZbqHvmyQKqJ9Sh93729Edihk5FKpkBp6hU3k8Es49axgefHIPfvfyB9j/0XE0L7oQKjh++PPXsPm597Hv0HHcfetFqB1RhTUbX8fm597H6+8cwcxJZ+CLs0Zj17ufGedfeVsDfKbzezwSRgaqcM+vduLJ5w/gjX2f4StfnoyhVTKUmP1CAB3BCFZveK3vXJPPgN8nQy3gSknlbueFtt1yv/5Co+cTWb2hz8brp9TB55YgMQHjzgkk+Mkdiy6E3yNBVbjjsW43w/SJtdhj8tOWpgYMq3YhFlUdfMSV4iMuWcTMyWdgz/52XDy1DlfPORf3/GqnpZ+4ZDGlzt+4YRpefPMwPmkP4itfnpxSJ7+H5dXHdJsqhu6Wg/062UGmmqzj8UiYEbeb5Lbetfcz3LZgChRFxeneKFqaGhColjFjYm3C8+CuJdNx/GQPpowfZWj3zneO4IYvnIdAtWxpl7pNJ2O2vULaTDqK3c75tl2fz1VyOy0lVj5yx6ILcSIYwifHujFrSi2WXDkRqze8hie27U/Zrtv1Q//nLTyz41CCf3m9ko3WyohFVcfYQuCwjadcHgntJ0IJx82YWIv9H3bigSf/jC9cdDZmXVBn6RtMdH525ItSx7uVhFlbze310ZGTqEl6Ft+2YAq+dMlY+NwSRHBLDRxeLcPrdaVo7LBqGVxF1s8Eq9j+zsXT8cS29zDunEDBY2EzpXquUrybHeneB51iE49XwmddffrGRBjxYUqc+bamfUwWIYtiRrrbn7plGzeVA062K/AiXtFVV12FlStX4rLLLjN+O3jwIJYvX45Tp05hyJAhuO+++zBu3Li02zKFRurlVs6C725Nv2MST/90IY3UG0gj9dD/rxuciWiJL2KhUxPw4o5F07Bm407jt/Xfn4vVG15L2W9d8xx88MkpDK12we9zweeRoEZipvIZWta/knJca3MjBJsMwrkckw/K3c7py2VhsfOF1uY5AGC7TVDUNMcKePi3b6WM1Fh23TQIipK1vesjTbQ62R9nV6d1zXMgAEVZ/XawjdRzsgMhy6/OnDHDbsadNcRYbMhcrq6/uj1J4Kmr3yr2dmJtl1Nt61oOq9/SSL3Kxt5HGg27srNXReX45FgQm7e9j/0fd5m26TrM+qW1dvGU03FfW/scagJe/NtdlyJqoaf51AQnSh3vVhJWdrLvUAfmN463bOd/XXYJZEmEoCiWGhhx0FiA59T+mi0K6DjZi5OnI9iy/QD2f9xVlFjYDI3Uqxyc3gfTxajJ9nv95eMwv3E8AGvbXn37xXDLohH/vvfhcUwcO8Lwi/c+7MTEscMNG8+1bvnUyGLhZLtFnX77hz/8IeW38ePH4ze/+Y3l/k7bCIIoPIqiQkBcKBSe9fLgdvmZPK5E6REF6xwLqsqxZfsBLJp7HoZWuRBTVMhMNMTaNteIqtqKWy7HEER/sc9Vxo3/W22T0h7LsfPdownTxwDga9eq8WOzs/doRIEAIGaTa0o/zq5OqsohcY5IgnYoiNKCB/3GyQ6y1S5FVQ27+fndcy3LjcVUrNvUBiBuT6JgbOfgEBSnOqk2dnkB3DYBuG57ZDNEOuxe4qzsMeD3gEPTWSc9BJDwsbFvGze0tD9aaxdPpatTe1cvQmEFEucpvpFPTSD66M8HbTs7+fIl51rn/gI3bCRxhByHmkZj+8pI3sZtdRbxfxVBwN0/e8WyXLIdIhmn98F0MWrytqde+gBfvuRcqDbHiaKQEP/+5Ne7U+rzcMs8w05zrdtAs/PBueYvQRBFQc8RYqYm4EUokrgukcphuZ8oCvjq1ZOwcevb+MZ927Fi/Q509UTBmBgvX7Q8jon20pbLMQTRX+x8gYkCJBublEQx7bHp7DlXe093nMRs6szIjwqFkx1ki7n9FNVaf/V32JqA15jC0rJ+B5a1voAWkxbb2YnV7y7ZvhyCyAQnW0z2kQmjA7jlmklYEd+340TIVmvT+VeptNbJx/OpCYSGk31lgt2z0U4rVa7ZQC4aa9f+kpj+GigWJvKFY4zqYL92sYfEBLhllrbs/tZtoFHUnHqlgHLq5VYO5dRLT6lzjFTCfbPKdbCyqQFDql3Ytfeo8dsVs0dj1pTUnDGKyvGTx98wvrJ0h2LYvb8dc+tHQ+A8pzxMspul5DtZfms9/FUyVJs8fPmg3NuLcowUFqe8HwITMHncCLxzsCMhX9nQahe4wh2PdblS7bmlqcHIK+l2M8yYlOojQ3ySbd5JIL2fiBKzqbMbvEhTGgZbTr185DnVYRLDjEk1uPiCOlR5JVwy7ayUtn765YNGTj2/T8YPf/FqihZffclYzJxkbX8zk3LwrWhqgEtiWGVKtZCs6aWGcuqVP6ooYPWG1y1tSEJi7rr/8Q8X4me/+Yux79z6czD7gjpLrWUOee94BvGGndamywvp8VrnYBMZ0PbuZ44+nk9NcKLU8W4xcbKvTDTKrK1fmj0WjReeiXkN52BolcvymepxM3hdIqIqtzyvncYO8UkQVG7Z/l4Pw48edtbZcshjSjn1BgZOOmSV93nV7bOhqhwcqmXs8XzbRzhvdABQnePfTDSuWBpZLMomp14poJx6uZVDOfXSU+ocI5Vy36ymMQBI+A0CsH3XYWMFRVEU0BuJwS0xLGt9IaXMh1vmQYonQA1zjliMQxS0EX+SJMAtCLZTJWKCgP/9/Pu4/vPnGauBPvXiAfzjFedDKqAclnt7UY6RwmM3pScmCPjpr3dj0dzzjBw8W7YfwHdvnmHYpNN0oJSVE10iwr1R47hsfQRI7yeZ1LnQDLacekD+VnHjkoj247349yd2o72rF9dfPg7XNI6DNqOLw+1iCEcUCIKAF988jMtnnG2rxT43S8if6JYFREIxy7qGVe6o6aWGcuqVPzFBSBsX6HYHIGHf1uY52PTMXlvdSudfdnkf9VFWL+0+rK00zgRITIBHFhEJJc5MsLqet/96DJ87v9Yo98/vH8XUvxuVkY8XY2XHUse7xSSdfaUjWVtrAl5858YZqBnuhUsUEFEBRdHaSpZFiOCIhGKO57XTWMC6/TPV2VLnMaWcegMHp/j2oyMnMe6sABRVhUtmOH4qhHsf3ZUQe8QUDkXheOrFA3h+1+EEW+2vxg2W1W8H2nRigiDKDLtcB+bfOGN4ru1j/PoPfSNE9YS9NQHrpcyhaEnbf/DQqynbW+PJ+q1gooC3/tqB53cdTjjmxisnAEVcZZEYfNj5AhMFdAVDRv4yINHOnY4FgHBvNCEXWbi3b2suPqLXyclPmCja1FnUVk8gCkJ/85wacMF46QS0HDc73jqC1uZGy6TScy8abavFkVAswf70d0KruupTcew0nSDSoU+nsrMhs93xJHsL9kQdtTadf9nlfYwBWLepDe1dvXjqpQ+MctPprH49Tz5/AP/rN28l1Olz59dAUNS0Pp43TSAApLevtCRpa3uX1sHX2tyYYD+jhid2/Did105jtT9z11nKY0rkC/v4VsSGre8atriiqQEbt76dEnssXTjV0OXkWLLf+d0HiUbSxHmCIEqOiwEtTQ1G3gN9GoBbFrAi6fcVTQ19yVHTLD5ghQQ4lkkQxaaQNpmLj2RSJzufdbE8VJooOKpNcn6Vc8t2d7H82CjpL9FfsrGh5H1f2PVRim7lw/5y1VmrOpJPlJb+toettvbzmZsNZFNEuZAcKw6tdln6x9BqFwCKJfsD+TdBECUnGlEw0u9Ca3MjFM7BBAEuBkRCMQR8Mlqb51gOm87li6qiqI5lEkSxMdskBAGIr3KYD5vMddRBOj9J8NkSTd0hcke0sQtRgKUtRiNKXnST9JfoL9nYkNW+LibkXWv7M7qLfKK86G972GqrCDgNEcqnHZBNEeWCVaxo5R8jh3rx8IorjPc/iiWzh0bqEQRRUhgTwZmI3qgKgKM24IOgKIagK4oKQVEhca5NRTEFJbl+jXQqkyBKgW6TNQFfXm2yP1/sk/0E0KazxQQBnIlQFQ5BUeLbFQrCKggnu7CyxXzmpCH9JTJBjw10vTGv3JmNDSXvG40oedfa/o6MIp8oL/rTHvl85mZyXjs/IZsiiomTXmuaq8WKEqxnA0jgqBtRRbFkP6CRegRBlAw9ufS6TW0I+D1YcuX5iCkcMmNg4GmDEPoaSRDO9MdHzB05kiiiOxozVufTA7GATyZ/q0CysQtdp5/Y9h7m1Y/B0GoXAn43vC5GwTdREMyxQX/1phhJ0ikWIXTy9czNdJGUfPkJQTjhZJvZ2CFpZeGgTr0i4x/ihced/W0PhWMInupNvyNBlIjkVbQ8LhFRhYODQ1EANb40ubmzTk8uHfB78NWrJ+HBJ/dkHZgMlgSoxODBakU6Nb4wTL6DILtAzSpIu2vJdAT8HrR39aK9qxdPbHsPy66bBkUQKDArI/Q2VVUOURTBGOIarEI0tVOm2hkD8MS297Dg0vGWGq3vQwH6wFplr9A43SvzwhOAlnNp3aa2jBaeSD6H3ctmvhGZEJ9eyQEIYLLg+BKcqZ2QTZUvCc9qJkKWRITCMXDEpxAqasZxqZ2t+qtkgFtPScyXnxADn/7oSDodjUHIyg6TYw/mkRCDgCMdp8EYS1jduRRUquZSp16R8bglLPju1qyPe/qnCzG4FscmKgnZxdARjKDVJPgtTQ3wehg6T4TwwOa+F8GVTQ0YFu+s05NLL1041XhZBCgwIQYvsZia4kurbp+NWEzF2key/xqfLhiz22b1svDA5j3GCmUTRgew4NLxaFn/Co0QKCOS23vWlFos/uIE3PvorpzbSVE55tWPsdToe7/ZiFPdERopAho1kw3p7pXTwhPZvLg4dXrkE7sYaPO297Dz3aMZ626ynZBNlS9Wbb781nr8fschvPXXDrQ0NWCk35XxaGY7W126cCo2bn3bsrx8+QkxsOmvjtjZ5r3NjTjVE0E4quRshy6PhGMnwynaOWqouyQde5WsuZRTjyCIfhNRgM3b3sPShVPR2jwHSxdOxeZt74EJotGhB2givyhEDPAAACAASURBVHZTG3SZ1pNL+31yzivHEcRAQM9HcjwYMoIbQPOD9uM9Roee/ts6kx85YReMxWy2PbHtPcQgQFE5li6cigmjA0ZZ7V298MdfShfNPc+yk6d031YJILVN59WPMTr0gMQ2tsp9YwUTBdsV62IKt7EvIW25Aw0nXyMSSXev9NjAjLHwRBb0Z1VaO6xyR0UUpOh266Y2zKsfY/yt+11Y5egKhhDwe4xtdnZCNlV67HKFWbX5vY/uwvWfP89o/2yyE9jZqh4f6+WZ65AvPyEGNv3VETvbjKna8//k6UjOdhiOckvtDEdTNdopb1++qGTNHVwRF0EQBYExoGn+BRha7UKwJ4oXdn2EBZeOhyjC8kGgxj926AmFQ5EYBSbEgCPTAET/MtiyfgeiFl88PS4p5xdTp5fa5G3m0XfLWl/Axq1v46tXTzI69moCXoQiWmhj1ckT8HvAgYIGXEQfVvaV3KbJH0yS27hl/Q509UQhu5itrUoAAn63pUbbaXzHyV509UQHlQ0UogNpoGJ1r8z6IUDA6ttn57zwhE6+Oz3MWm32H0VVbTtkgFS/e2jLWwnaamcn6e4T6WxhsWtvTWut21xvDq1NMx/Zk2yrE0YHsGrpLAytdmsjhfweRGNKQh2SF+WYNaUW93zjEqgqJ9sgDPr7bLLTUf35v2X7Ady5eHqCXrc0NcDF0uusoqoI+D1Y0dSA1uY5hq2bfYcxEWAMIYXj46NB/PTXuxP8IJ9U8nOcRucSBNEvZBdDZzBx+tWdi6fj6ZcPYtl10yyXLhdFLfeMnjB1mN+FFU0NKcOdJYBy5BEVSTZD+M1fBhUVKT6jd3on+xETBUBxDjT0YEw/dsLoAJZceX58m5iwzWr03YNP7jGm/6xsasBQvwsPt8xLOXbC6ABuuWYSVqzfUXFTFioRO/sa5ncltEuwJ5q2jZ/Y9h5uvHJialnDNNtSFBUej4Tlt9YnTOO9a8l0SEy0tM2TpyPYuPXtQZVCIdnXgMz9dLBhpUvJ+rHytgbc/61LEYkqRm7RbBdm0Ts9rGKLXLCfztto2fbBnigAZ21dt6nN1k4yuU+ks4XDafp28jMQ0NpcbwatTUVAUSxzdCVjttWA34NbrpmUkLrmriXTIYpiQh0E06IDEIBgdxQ/+PmrZBtEAv19NtnqKNPK3f9xFx7//T4sXTgVQ6tdqPa68Njv38Wy66amff67ZGZp6y6ZQY3ELGOdOxdPx+O/31eQNE1290oUBXCUd3496sInCKJfRJTUoOfBJ/dgXv0YqDx16fLltzZAlgVjVEgMgKBwIzD55Q++iNbmORSIEBVNJkP49ZFW5qmuT714AMtvrU/wmZrhPqy8LdGPnF5MzSO4zCNe9BfCh7a8hWWtL+Dh376FFpN/2k2xHFvnR2vzHAzzyVAjCiTOISHRt5dceX7KVPtKmbJQidjZl6okjtx4YddHCfZk1cbz6sdYlnWyO2zYUjisYGi1C99eMgOtzXNwx6JpCPjdYEjV+DsXT8eW7Qcq5ut2vpAArEy6Fyv70YE00DDrEmNCwr2y0o+1j7Th0Kcn4yOkXkFnMJL1qAzzSosPt8zrd2xhN4qDMSRoqT5S5YVdHwGw11a/T3bU8+SRWKSzxcVp1I7Los2X31qPp148YBqppNl9d1TBx0eD6DwZwsdHg+iOKlCTtFFRVIzwu9Da3IjvffWilHZ+YPMedAVDCXXQjxMUFeCVO22QSE+2U0+d9Dbbjxt2Oioofc///R93YePWtxGNqXjwyT3Y+e7RjJ7/XOWWts7jx1rFOg8+uQeL5p5XkBgjWXP1TsafPP5mwUYH5guKNQiC6Bd2UxCGVrtw6NNTeGHXR1iz7BKc7o2g61QYL+85jMtnnGM5gklQVIwa5cexY0EaoUdUNOkSWDt9ffz9jkNYffvFkJgIJgrG6retzXPSrsZlVe7Kpgbc/61GxBRujPAAgJ3vHgUAtDY3Givt2n3NFRQ1wSfNQZ4eVDldL5Ff7HPc9LWLqgKiKIAxvY05Yoqa0sZ2HQ7RmIqg7WqMWgAZjSjx8zWi42QvTp6O4PHf78P+j7sG5Sg1WRZxx6Jp8LgkhCIxyHJ5Bv/FxkqXVt8+G/c2NyIWn2ZlZYMel2T8P9dRGZmu8pzRddiM4lAUjpHxDhldS92ygGXXTcXXrr3AVltHBbxobZ5jq+fJOisIgm1KE9aP6yKscRrhFI0oiW0eX/32H684HzdeOdEYWSq6GLqOh/HQlrcSRiINqXIlnouJxqyX79w4w6adeUIdzNpKi2YMXLJdvCGd3uayoqudjvb3+R9VrN8ho4qq1dEh12QhYoxEzQU+ORbEY89q1wSgrBdxLFq0EQ6HsWrVKlx55ZVYsGABfvjDHwIADh06hMWLF+Oqq67C4sWL8eGHHxrHOG0jCKI80INVMzUBLwJ+N7ZsP4Cd7x7FqodfRdepMNZtasOkc0fS10RiwJMul5PT18e3/tqBSFSBWwQERUE0ohhf4yXOtQ42m2DMqty1m9qgKByqRXCkfU1VLUffpfuaa64TJewuLk73W28XxlUIigI1okBQFADaF/Hk3Dd2+fIEWI/8AEeCDSqKCgkcbplh49a3jYC+P9McK5EYgNUbXseajTvRsn4H1mzcidUbXqdnG6x1afWG18HBHfVDn76qH1PqkZ9Wozh0O4/G/UzTaAWRUMzQRzttlQFHPQcSdVYU7HJbkc4WAqf2BpLaPKYgFooa7a9PFY8p1iORwlH7NBx62gQzuj/YaSs9gwcu2S7ekE5v02lONvT3+Z/Obu22hyKxgsUYxuhXcKzZuNPo0APK4zlkh8A5L0rN7rnnHoiiiJaWFgiCgI6ODowcORK33HILFi1ahIULF2Lr1q3YsmULHnvsMQBw3JYpnZ2nU4Y4p0MfKVQIRo3yY8F3t2Z93NM/XZi2TvmqdyHraHe+Qt3vQmJV71Gj/HkrP53tFuO+eXwyesOq8eXZ6xYRig89jgGAAMgSQ+fJEDZvew/XXjYeI4d6IQhaZ9+p7jCGDnGDKzDK8LhF9IQVCID2dZkJ4Jyj2s3QbTpXlVtENKYiYjpW//JplZ+k3KfqlrudF9p2y/367Ui2NbcsIhzlCTapKhwxAKrKIYoiIHAIXEAoGsPqDa8bX0pb/8ccgGudLkwU8cEnXeAQ4ffJOKu2CtEIN774e12an6gqhySKcMlCynn1lwZzHUVRwOZt+9EwpQ6jhnngkiVEYgqG+FyAwNEbUlDtk408Ve992ImJY4fHAxgtR6bhc/GRB6FwzBh5Eo6qln6Xy5dkvc6SKEJkQCSa3Rdk3aaKobuZ2m++tMmuHP13VeXgAH75u3ew892jmDWlFl+79gII0LRXZNqx4ALUeGcABI5wRMWOv3yCMXVDMencACIRTXNdMkNvKIYTp8PweiQMq3YbNqJARWdXCDFFhSgKGDXMm9BmXreEaEyNbxchMwEcHAxAROG219Df3wtBf3QqJghY1vpCyu8Pt8yDZBNq59t2R4yoLqrOZto26e4NYyJO9EaNVb5rAl78y1dmIhpTIQqaDQsQUDvCa9i0LGmpCxRFhSSKYOCW53Z5pATtrHKLKbFGd1iBomovpvqIViaK8LhEhCKKrf67XSIiERVc4JqvKNo2iYlwy87HmjU8QXcd8gdyScSRjh4jP58+wrtuZFX8uZLaBvnwn1LGu/n0/1zKSj7GxQQo0DrrOEe8Q5UDEOCSRPSGY/B5JYQjqvGs741EIUAEEwFJEuGSmfZcZSKqXCJOx5/1XcEwYooKn1uCyoH7HtuV8Dw1j5IGtM4bQRTA1T7bef2dT7Fh67uOz2A7eyt2bF2quLDS4t1sny1W+08YHcD3vjoTqkPbOrV/so563SIiMU0rVRVwuzT9iymqMcskHFUM7dP3FUUBbpkhGlURU1XITIQgCkb8J4gAuNaZp48qPHk6kvBs0PIHu7XFNOL+kKx5nAngQPyDNiDF4xKr/e3gTMQzr3yAKxrGgomAogLPt32I+Y3jjJi5v2Trc062W5SPqN3d3fjtb3+Ll156CYKg9byOHDkSnZ2d2Lt3Lx555BEAwPz58/HjH/8Yx48fB+fcdtvw4cOLUW2CGNR4fDKOdoWMpcb1HCFnBDw42hXCE9vew4JLx+PBJ/dg8RXn4dZrJqMrGMYPf9GXpHfN1y/GyWAkpQxJEvDjjTuN3+6+pR7hKMMaUwfIqttnIxZTE4S8pakBo4a60XEynHHnAUHkSnJH1fWXj8NlM85JsGcrO9UXirnpyom4/1uNiERV+DwSjp1I9ac/7T6M+sm16DwRTtm294MObNj6ruV5W5oaMNLvgqrwlM605bfW4+U9f4Nv0hloNS1scPct9WBMQCis4P9sfx9v/bUDLU0N8LoZQj1qwvQf8zShx57dh65gyKjvUy99kOJ3ydPEsp0ibD5Ppfpzth2b2ZYzwu9KaZ8VTQ24Y9E0nAhGEhKk//NNMyFJAu5/7I0Uu1z8xQkYWu1CR9we7ZKym9v9nYMdeK7tY/zzTTPx01/vRlcwhLuWTMfeDzpx0eQzEmzzriXTERjiBjgSOrWdriHb38vRPgbbQhnZ2Hu6eyMyAZLUN3WZc6DKK2PNhtcN+9z6p78aMYeVza5sasCwpHO7PBKOnezT1u/dPANn1vhTtHTztvdwIhhJKVPfpnecL7lyoqWGz/ncWQhHlIRjVzQ14In4scllme+VyAR0WMRJI/2u1I49Djz98kEsXTgVfp+MYE8UT798EF+6eCzWbNyZ0gb50qRSkc/651qWedohg4BgKIauYDihrc3a2nmiByMDVRY29q7R9stvrcfvdxwynsH6s17Xz5//37cxzO/Cvy67BIwJEIV4R0QsXs/4tZjjcPO5Hlt9JaJR1fIZLLuYpb1RbF2+MFHArCm1mFc/xvD7F3Z9ZPtsyWWBHSf/YLKYoKNGzkhZTNBoqxhimN+VsBDXrCm1WPzFCSmLbunxhu5L/zDvfEAA9n94HJ+bUJOS1mLrS3+1jEX1HJa93TGEwoma/J0bZ+C3L/0VN145MSO7dssiLptxDtZsfC3hut2yiEgefCLf+lyU6beHDx/GsGHD8LOf/Qw33HADvvrVr+KNN97AkSNHUFtbC8a0TBCMMdTU1ODIkSOO2wiCKDy9YdUQcEAbcty6qQ09YRXrNrVhXv0YI5CYOHYkjh7vSZliwFVYlsEEMeG3+x7bhfbjPQm/tR/vMTpKzMeGo5ym7xL9ItOEw8lTGK5oGJtiz1Z2qi8Uo097lbg2QsrKF65oGIva4dWW2xqm1Nmet3VTGyKK9TSLex/dhSsaxqastqj5WS9+9PCr+PIl5yLg96B1Uxt6w6rl9erThPSExHp99W3JftefKcLm81SqP2c7RSbbcqwWJVq3qQ2Kxe//8/97E8HuiKVd3vvoLoALhk0tmnue5fQwc7t/fuY5RrnfvXkGli6cit/96SA+P/OcFNt8YPMeHO3swdEkTXe6hmx/T3dPs00qng/STdUbaGRj71b3ZmVTAxgTEBMERBRgjWnq8uneqPGRT7dPc8xhZbNrLc4djvIE+5w4doSlls6rH2NZpr4N0BaUsdPwYHfEcgEL/djkssz3KqJYx0lWC/1KAG68ciI2bn0bLet3YOPWt3HtZeOxedv7SeUK8YXIhIqOl/KlqfkqKwZYxrpmbR13VsDWxvS/7310F67/fJ++6s96s/bufPcofvTwq2CCkPI81a/F7BPmc0Wj9s9gO3uj2Lp8cTEBS5L8fsmVE+Fi1lOrc1lgx8k/knVUtxkBQtoYInkhLt1P7OIN3Zfuf/wNBLsjaJhSl/BsWLNxJ9ZseN02FtV99NTpVE3+9yd2G/XJxK7trjsczc9HunzqG1CkkXqxWAyHDx/G5MmTcffdd+Mvf/kLvvGNb+CBBx4o+LlHjKjO6bh8Ds3NF5nUqdT1zvX8pa53rhSy3pnYbiHPf6TjtCE0Ou1dvcbCGH6fbGxnIuBxSSn7i4J18uvkFB/tXX0JsXWsytPOb500FYJQ9nZU7vXLF3a2Ww7Xr6ocH312Cvf8qm+k6A/+aRbGnDEkJS9Re1dPgq0xMdWe7ezU8I+4Xdr5kzak3zpRsJ4dw+q87V29UOK5qOzKdarXfY/twtKFU7VOIZWjbpQ/5XrNx5jLNW/Lxe8yOU+m5ebbppx0N9257K4r23tkV46d9kVjiuXvyZpqbn+zzZm1PHlf/f+6LbZ39SKmcGzc+jbuXDwdnFvXKfncxjXY7G+b5N1mf6d7mo2PW9Efmxo2jOPf7roM0ZgKWRIxtMpdtHxnuu0WS2eztXfzvZGYiJ5QFN//X6+gvasXP797bkJZZpvU/2/1W7pzJ+uundYmaI/NNrtz2sU/5mPt/oYgQFHsbb8uzX0EgPsfeyMl51PHyV7c/bNXcN//aMxbvFSKeDdfmpqvstq7etI+89PZmP63/iw162vyvu1dveACUJNUP/1a7GxSf6ZbcaSju6xi63KIC/tDMeLd46dClp1LP7nzMowa5bM8xqwTVvmUk9vWyT8Um8Us9EdbJjGETib76vtoo7ZtVhy3iUV1H00+b3LZmdi1ra/YaHO25FPfgCJ16p155pmQJAnz588HAFx44YUIBALweDw4evQoFEUBYwyKoqC9vR11dXXgnNtuy4ZyzKmXK8XMqZcrlFNv4OTUY4zZTJcRExL2asEAEIrEUvZXOSzLSL4sPempGavy9Ok6Vr+D87K2o3K380rLMZIrnInGyz6gPUDv+dVObTWr5K/aLHHFQkVNtWc7OzUSXcft0s6fFBWQJeuVEfV0FVbnrQl4wQQB4Ny2XLt66ddtXj3s2LFgyvUmH6OXa96Wk99lcJ5Myi27nHo215X1PbIpx3blTZu2TtZUs12aV+M0a3nyvvr/dVusCWhJ+du7tC/qrc2NGZ3buAbBfhqmnY1ne0+z8vEk8qVTAoBYTEFnKOq4X0Xn1MvR3gUAMc6x6uHXbLXVbJP6/61+S3fuZN21W4XWbOt22+zOaRf/mI+1+xumRUKsbD/dfeRMRFcwlPB7TcCLk6cjAICTpyN50aSSxbv50tR8lcXEtM/8dDam/61LkVlfk/e1rR9LjcPNxxvPdKtLsI3tix9bU069zIjZrHodjihpzyMAEDOxfYd97Gxav+xMYggrbbfbV98nFIlBsIkBbGPRuI8mnze57Ezs2tZX0mhzxuSgSU62y1avXr26/7Vyxuv14s0338TIkSMxevRoHDp0CI8//jjuvPNOtLW1QZIkTJw4EU8//TSOHTuGm2++GT6fDy+//LLltmzo7Y0g26VAqqrc6OmJZHdQFmU/sW1/1sfddNXEtHXKV70LWUe78xXqfhcSq3pXVbnzVn462y30ffN6JUyfWIs9+9vRHdKCmJamBpwI9qJhSh3++7VDWHb9VFw8tQ4ej4QhPhcuPH8U3jnYYex/xezRmDWlLqUMSRKwa+9R47cVTQ0YUu3CG6bfrmk8F40Xnond7yUeW+2TcNGkM7DbVOaKpgZUyQxFWvcnJ8rdzgttu+Vy/QqAPfuP4evXT8PVl4zFrCl1OPTpKcyeWpeSj0ISBdRPqTNszS0L+MqXJ2PP/nZcPLUO//KVizBiqAezLqhLsNM7F0/Hf792CN/8+wvh9ciIqhxeN8Ol08/Cly8+Fwsaz8XVc87FFbNGY9vrH2JotQtfuGh0ip8IIkfjhWdBZEDj585O2e7zMIiiiIYpZyT6ya0N+OObH+P6z5+X4I9331KPl3YfxgefntJ8bM65mFd/Dqo8DLGomnK9NQEt18nmbfvBRAEtTQ344xsf472Puvrld+nOk2m5uk0VQ3czsV+r68rlHtmV4/cwXDQ5Uft0W7v1min48/um/W9rQLVXxpv7+jR1+a0NkCUBV84eg6E+Td9372/HoU9P4es3TE2wleR2f/WtT3H0eA/++aaZ6A5Fsf2Nw+gOxXDDF8ajPqlOdy2ZjpEBL0YO8+JLs8diwaXjcOnnzsRVs8fA5xJTrkG/tuRyVjY1oNrimtPdUwXA5ufeT/itOxTD/MZzbXPOMCZCFQV0h2KAIEAShaI8T/Jtuz6fq2g6m4m96/dVASC5GDi0pOCCIGD3e8fQeVLrkIpEY7htwRRD4yLRGO5YdCFOBEOYMm4E5s85FxA4Zl9Qh7f/2mFpsyubGuCTGVweCTGunVMUBXzhorOx853P0B2KYcLoYbh6zrgULX365YPacyGpTH3bJ8e6jTrtSb5enwyPi6XEPytua8Dv/qQdm1zWrCm1+JebZwJc+6iTbPstcZ9Q0+RitGqDOxdrvtt5MoT24z1Ydn3iNeWiSaWKd/Olqf0pS7dhMAGCIGBolQv1k89IsANdh++44UJ8cuwUvnzJuSmxq972mhbX4+mXD+J0bxQtTQ348/vt2L3/mLHt8d/vM56FbhdL0CTGRAhMQP3kM/C7lw/ilqsnp9jsEJ/Ul38vCZcsYmZS/fVjZhYpti6V3upUXLzLRLz+zhHtfsWpCXhxRcNoCBncN0kU0JAUp668TdNL/b47+Ycsi5gxKdVmGBPwxt6jjjHEkY7TaF50oVFuJBrDN26YllCWOd7Qfenr10/DWbXV4CrwhZln47rP/x1u+Px4fGn2WFw5ayzcLhFfmj3WiKW9LqbpvsoxtNoNl4th+vk1CXX6zo0z8P+/egjfXjIdMmPas4iJtvbHZBEzJyW+By+/tR5VXgk8D3lyc9EkJ9st2uq3hw8fxooVK3DixAlIkoRvf/vbuPzyy3Hw4EEsX74cp06dwpAhQ3Dfffdh3LhxAOC4LVPKcaQerX6ber5yGMGTLQN9pB5gXv1W+5r8wSddWLvpDUwYHcA/XTsZbpeEdY/0JT9ddv1UbXVPVdVWHALH8zs/0lYOYgIkJqDazdB5OoL24z1G0tOa4T6MqHbFV6TTzuV1i3h2x4e4ZNpZxrHPvvIBnnrpA9NKjwJEMfOVjEpJudt5pX25zBXRxfDJse6UhL5njaqCapHEyGr1WxUCOk/2TYfQ7bE3HIPXLUGWRXSeCMHrkYy8ULaLXQz1IKpoqyeqMYBzbQVbQQRaftaX1PieOy4B13Nkm3yhJqAt1tEbiiEaU8E5MGKYG58e68aIYV743BJOno6g82QIL+z6CAsuHY+nXz6Iay8bb7kwRcKqtEyEKArGKqhOq99mC61+m1s5fb8DnxwLYvO293HlrHMw8dwRKZr64Scncf6Y4VBVjk87TmPztveN9j7W1Y0za/zGMaIIDB/iBeep7R6ORXEyGEUoEsOogBe/ffEgnt91GDUBL5YunIp9hzow/9LxUBTNdmUmoDsUTVgk464l0xHwu1Ela3mSk68NALqjCo6arqF2uM92f6d7ypmIlnhCcJ2agNd2pF4pFxOo6JF6cLZ38311SqSuTx29/vJxmN843lhd0eMScexEKKFdfrR0NmQmAgLgkRliKtfylooCGDgkF0O7xYJEw4e6EQ4rEEURHreIsGn1W9kl4ODhk6j2uRDwu9F+vBeCoI2+qx3hAxNEHD8VAudA7UgvwmEVoqBdXySmYM2G1/HFhtGYW38OYjFttecTwTCGVrsQVRR4XLK20IIsQFAFcIEj2J1ob6tvnw2PSzJW3bVb/TZ9G4h4+LdvYee7R43ts6bUYtl10+LXS6vfZlOWbsPJC1Jo8e40LY+sIEAQtOeXJAnwebRnrlmPR9f5oSrauURRgMctGavKv/dhJ2RZwtBqzf58Hgm9IQUc3FjdXNck88JB0/5uJP5+3vnawgGMIRSJwe+TwSQBkmp/XYyJCHOOWIxDFLQZNZIkwB0fLVjo1W/LYfGWSot3s41bk3F5JJzsiabECEN9MiKmjsJcV7/lHBAEGNrJOVAz3ItoTMVnnd0YXeeHEtPukShq73OfHuuBIGgfNUYN8yIUVaAoHOFIDCdOhzH6TD9OBaMJWm5eYMb8/1W3z0Y0qiba1G0NGD7Eg0hUhcq1ZwQHt1xN12qRJaDyVr8tWqdeqaBOveyhTr3MGAydejpWD+F7vnGJsdqiTk3Ai3XNc7Bi/Q60NjeiZf0rFi9W9r9/be1zCb8tXTgVG7e+bXuuTKZTlQvlbueVFuTkDGNYbmF/9zY3AkpmL1GcMUsbXrX0YqzZ+BrWNc9BOKIaK2YBwH9+b27C3/oxrc2NAJBQ3oqmBmzc+nbKvqtvvxicw7KcVUsvxjd/sj3hWKdyHti8x3iZrjRf0inHTr1iYdZkO01de8cc/K09iIe2vJWxDq+9Yw5WPrQDSxdOBQBL+9F1+c7F0/H477VOGbMN2XWq3bFoGkbX+i3tLNuOuEzvTSYvjfk8d7ZUeqeeE+b7aqdFdyyaZrlqa/Lx5mN0+2ttboSQpNl22qzHF8n1yEQvv/WPn8MPf/FayvYNK67Ayoe0+tnp+9o75uDf/utNY7Xos0ZVQVF4weytUB0mpY53S4Vug7rNmdvM3P46mca45njBKhbhsLORvrKdfMpOZ83XVKp4utTnByov3tVXdLX66JWJXzvpYrKG5lhBy7ha105dt9dtarO021VLZ6XEKeu/PxerN9jHuub/Wx1ve31ZvAOUQwd0Mk62O1AX5SIIIo8oioqAT0Zr8xzja4Jd4lVV5Qj4PbbJgp1+T/5tbJ0frc1zbM+lqJxEjMiKmI39xVQ1Y1uys2F9cQpV5SkLVdgudhG3e/M2u0TCEhMBOCcNziSZ/MnTYaNDb8LoABbNPU/zayamjLQp9Fd7Ijv0NgmrHAG/G/d+sxExmyTWnHOHBYfsj2nvcl44YGydH0sXTjU69PrK1PTYLuG6xyXZarbtQhk5aLzV88rJdvN5bqIP832106KzRvnxcMs8yzayaxfzggTJ7ZMuvkiuRyZ6WTPch3//9mVwJ/mSOYG7rb4rquEjD2zeg3UFjmeytX2iD/PzziWL2sg6VcXShVMRGOJOaTO7BP6ZxLjmugV6/QAAIABJREFUeCF5v5hFTGBVtp29OuksUHq9K/X5KxFFUVElM4yu9efk1042mY97bhdXS/HA1BxTWNltNgstmheY0f/vFOckX5/9O0Cq/VWantqlFyEIgkhAUVQIigqJcwjxKSI1AW/CPjUBL1wywy3XTLLd7vR76m8ChPh0BetjirOqIDFwYHmwJTsb1pO9M1E0/q+T/HffecWU8oxEvhZ1dDp38rF25ehJhCeMDuCrV0/Cxq1vY1nrC2hZvwMneqJgTDS+ULas32Fs64pvI0qDuU1++uvd+Nux01j+n68YiaTN1AS05Ot6UvfkbXZ2pJcV7Ik62KGIjVvfTlhx0+xDdj4WisRs/Swffmkm+XnlOMWOni8FwXxf7W0Jtm1k1y7mBQlSz+kcXyTXIxO9/PTYaXSHYgj2hBO2m/3OTt/Nl6R98Cm8vWVj+4RGsrZ+cqwby9e/gmWtL2Dj1rdR7XWltJmd7mYS45rjhdT9BAcbEdPaq5POAqXXu1Kfv1xhTARnImKCAB6Pwcz0x68zfe/Kue4OWp38fyu7tYpT9IUWk8s0LzCj/98pzknG7n3S7lZUkp5SdE4QRE6IDLhryXRDHGsCWo6HaEzFA5v34M/vH0VLU0PC9pamBvjcouXvsktI+G1FU4Px1USCNk3GbjtBZEo+bMnFkGLDy2+tx/NtH2L5rfXoDkfxfNuHCfsk/63bvVsW4JaFhG0v7PrIcl8XQ8q++rbn2z5MOXbL9gMpPrqyqQG1w32oCXixaO55Ro4gQHvpXLupDQoExABjyoG+bd2mNqSuaUoUC3ObLJp7npFf58U3D1vaRNu7R1AT8FnaKhe47TEtTQ14YddHlvazIm6HTj4kAViZtP2uJdNRO9xn62el1Hh6vhQG8321syWne2zVLncunm5onIulHuNxWccX733YCSBVW9PppbboxPt48Mk9iETVhO26r9QEvHjqxQNYfmt9ip899eIBo241AS8kUYCLWWu4iw3uTo1SYqetgPbs2/TMO7j7lsT2FcXUOKClqQGuNDao6+FTL6bam24Hdppk1t4t2w/gn2+amZXOAqXXu1Kfvxwp9EdUu7jRLedHc6za9K4l07Fl+wHjXC/s+giAdXxbM9yXYstW/qVrql6m/v8h1S6suM06Zk6pKxMs312lAaC/lFPPAsqpRzn1MqHUOUZKfd9igoCf/no3Fs09D36fjGBPFFu2H8B3bpyOb9y3HRNGB/DNf7jQSMIuMRGyJGjLqwPxRTG0EX9VbhHhsKJ1GMSzrCYPca70qYClbq90VFqOkf6QjS3Z7Su7GCLx6TksvtBDb0iBJAtgggBwwC2LKYmFe01275YFI0lxXxLivoVikvfVF6nweSSEI33bXn/nU4wKVBl+uO9Qh5FwXp9GFDMlSQf6kmEva30h5ZofbrkCgN22eZBswoZi++hgy6kXEwSjTVqb56Bl/Q4A2ojLr98wFdVeGaIoQmLaQivRqAqZiYhBRTik9iVFj9uoW2aaTSlae7lkEZGoimdeOYhJ546E3ydD5RwCBIwcFh9VheQFO6zbmjFR6xxWeVz/BQgKT5uUvlQar5/b7vlTKAZyTj3AekpjLIsFG/TjVQ6IggAIHOCC40ISbq+MkK6PTIRLEtEbjhkJ2iVR0LSW87gf6NoKdAV7MczvQU9vFC5ZQk84iq5TYWzZfgBN8ydj0zN78b2vzoynWBDgczP0xHXa45YQjWkjOZgoQuEqfvDQq0YuJj0ZewzAw799G/Pqxxia/cKuj7Dsuqllm9e01PFuobHTVjO//MEXAQ6onEMUBDAGQASUaF8c4HaJCEdVeF0ieiN9tuBzi+gJK4kLUMVUdJ3q1RbYYGKKHaRfLCnuUyoQUzLXWcCsdwC4AFXVZsQUS/dKpbc65RbvFiPPYPJCF+b4MxeSY2BzjJpukTWr2FhbdINDVTk6TvTi0Wf34u/njse4swKGljMRCIUVKCrg8TC0d/YY755333IROO+rj90zor/5CUsN5dQjCCLvSKKIrqC2Mp1OTcALDm21tQWXjsc9v9rZF9De1qCtBhdVwYGUVb0CPhmCohoPw2QpVhRVW0EOABSesp0gMiWdLZkD3q5u6yS50YgCAYCbiYiBIxrlcMvxnHQxLTCIJJxHQahHSfjbHG9EQjEIAOri9m/el4Gj42TEsh5hVcWGre+mXOOXLzkXEufGymjJ1yoAEJk2JSM5kBRFQIBguY2JAqCkvnyVY0LhgYY+xaW9qxfBnihmTanFtZeNh9ct495HE1eIe/K5/Qn6Go7GoKowAli3zBDpjZrsEYgqChRBwFMvaSsrm3m4ZZ72shj/O50P6W2ul61mINil1Hj93HbPHyI3zG1qp0WZHJ884CLqcHA4btduJqKrO1E3VzY1QJbFhJWZDZ0Cx90/24G1d1wCAGh9dJexz11LpkPlHF3BkHY9nAMKR29P3/XFQtEEffe6GFqbG1NeMhVBwM53jyasUAsAX7v2AnopKxHJ2mr17OOcQ1RUwxYFiOgOKQj2RCBLUoIGGzEt54CioNf87I8pUAEwieFXv9sb/zCujcg6EYz05Sa10UN7n8pMZ/UyJCbaxjeFfmaT3iZSjDyDeoxpFX9mi+xi6AhGUlYZH+l3Iaqoho2bz9UXzwroOBlOXf1bliAIgCgCjz67F/s/7sLaTW/YLgijL7yh/83j02P1c9o9I/qbn7Ccoem3BEHkhN30255wFE3zL0id1vdIGw59egq3t76AH/z8VVx3+d9hwuhAyrQ+VeWOeSUIor845S5hTMSJ+DSIg387lXYKajHybThNhe1PfhqnaQjZTpGh6bqFx9wmbe8eweIvTkAkqhgvk4B23+99dBfm1Y8x/l63qQ0nT2s2vWbjTqze8HpKu+g+AWgr0U0YHTC2ZWpPyWWRhhOFIhMbs9KktZvacPR4j6OWqipPmX75wOY9ECBg9e2zIUBIa9uMiegMRtASz8vWsv4VdAYj8dEmlFOs3Eg3Vdxqel4MwOoNr+Pk6WiKBmfy7HPLIm65Rstp27J+BzZufRu3XDMJLlmzqXRxSn81lp7Z5UMxNCGfz+WIAqNDD9Bsp3VTGyIK0pafbHcBvwddwTCWr38FX7vnOaxYvwO3XDPJiEGs/NE8nTeX6duVlCcvG+ijEEEQORGJqnjs2X1YunCqMYXksWf3oWn+ZHhk69WFPC7J+P+/P7Eb3/rHz+Gl3X/D9Z/XVt90uSR89Nkp/Pq/92Fe/RgMrXYh4HfD62K2U23ySaVP8TVTKdeSaz37c5zTiDIFAtbGt9mtLpevr6fJ0xes8n8gfo0BvyfB17ZsPwBF5XCLAlY0NWDdpjYE/B4sufJ8nDmyGoIggEsiwGF7bwRFW0H1jkXTjGkIAb8bDEAEQJVHQmtzY3zKm305eh0H04p2pfAv80psHMCK9TvwnRtn2K4Qav57bJ0f//m9uXjqxQN4ftdhzXb0qY0qR0zlCaOn71oyHY89uw/D/C587doLoKocYtLqyFbQiE0iU5ymbyX7VPKUwxPBiKHTdjama5K+wreunTXDfVjR1GCrpeGoYulTowJe9PRGsXrDKwkj/4b6XYhEE6cU23WYtDY3QlVV3PONS1JmK0jAoB+xVCrM2qqq2kfrby+ZYYwcGj7Ei2hUTdBA3b70OCHZzmDqj0m2dVkWEImqlp3H936zEVyyH0UnMgGdQeuR+wAyfi4Ntmd2OaN3Kie3qVkT+hNzWD2XV98+Gx6XhJjiPF3VCrvVdDtO9uLun71i1H+o3wUBSJgSbo5nRw3zoNrnwsqHdqT4wR2LpmHNxp3oCoYQ8Ltxb3OjkbrBxQQsu24qvnbtBWX9flNsyG8JgsgJJgoJ028njA7gn66djDOGVyEcVVKmL8yaUoshVW60Ns8xAulRAR+unnMu1mx8DQG/B3ctmY5f//c+LLh0vDHST384jPC7EFG44wMt3w+9Sn0ZrZRrybWe/bk++5etORAAxEyBrtU0nFlTasFEMR5cJAZCyfbnYkKCzZr/9rgZTvVE0Z6U10NBL3hS54lLFrHshgtw6nQEACBLApbdcAFcsggloiDgk3H/txpxIinQv3PxdDz98kHceOVEy3ujKCr8Hgnu2iEJL9bJUyMyahMxu+m6lUwp/UuftqQKguNUMbeph3jWlFpEYxyneyNY/MUJ+Id554MxIeWl8c7F03EiGMH+j7vwwOY9uP9bl+JEMIwf/PzVjF8eFQi2nRkSE8tKf4jiYtZHt8zQGUzUmZamBmze9p7R0aVPyeICT7DVVUtn4aEtb1namCIIhi5zhRupQB58co/x0UMSRVR7ZWx6Zi+6giHctWS6oaUjh7oRjnLrtARC3wcf/bxrN7UZL5+6f/irZCiKdYdJ8kvvsuunpv1gQuQPp2c0R7wduArGRdQO9wICEOyOGp0O5o5cRFX8z29fhiFVbvz0rsvg88jY9ExiR62/SgYTRQRD0YQcXqMCPqg2nWpdwTA6T4YSphzqNn5vcyPCUdVSY+9tbsSpHuvOPivbGkzP7HLH3Kls91EjXczh9P5jNzrugc2JaQiG+d0JefDscu7pq+km287QajdWNDVgy/YDWBfXRpfMMCrghcQYYqo27XvZDRfgfz/3PhZcOh6RmHUH4Vmj/Hi4ZZ7pWhRjKnrUNJ3XPDU9kzyUA7kTkK1evXp1qStRSHp7I8h2KZCqKjd6eiIFqU9VlRtPbNuf9XE3XTUxbZ3yVe9C1tHufIW634XEqt5VVe68lZ/Odkt93yRRQP2UOuze346za/xYdsMFiERVdJzsxY6/fIKbrpqEP7/fju5QDLOm1GLxFydg7SM78buXP8D+j47j6zdMxfAhHqx6WOvQ++rVkxBTVJw5yo+HtvzFEPnuUAy797fjshlnY+VDr2Lzc+/j9XeOoH5KHap9MhQIUACIjKE3quCHv3gtYR+fW0Im6wGpomDk2TGfd279aC0vSj8pZnvlci2Ftl2r68/1nvenrRQAm597P+G37lAM8xvP1fJRMAGvv3ME3aEY2o/3YNn1U/HOwQ7DjpdcORGrN/TZ2MzJZ8DvkyFAQFdPFKs3vG5su2jyGYjEVHxyrBuvvvUJRo2oNrZ/+ZJzcfxkCD/7zV/wu5c/QCgcw4wJtYgqKj45dhoutwQmM0AQIEsMnaZ99x06josm1WJolRtcUcE5h4rUe/LOwQ78/dzz8cCTeyzvDWMijndHE67n0ulnY83G7O+tWQ+6QzEjSKySWUb+lwu6TRVDd832W2ityATJJeHC80ZiaLUbV80ei44TPfjkWLeRU29olQtzLjwTfq+Eq+eMw9pHdmLrnz7AzneOYNp5I3G6N4p/+683U+zlK1+ehJf//Am6QzEsaByH1RteS7nOefVjcDLJ1nU9DsdUPPl8qn/NufBM/D/2zj0+ivrc/++Z2WuSTbKQi6hcFBGQSw2QIAlqBaTWC1g5laBHiDUixAJVVAjachGJ1lqr7UFFVMBaoP1ZRYT2oHhURA+g0MNFREUUrEAElmQ3yd5m5vfHZCY7u7MhQYGA+7xevF5kZ3bmO7PP9/k+3+fy+UQUtcX2+FTJyV5Xv2/dTUtztEl/St+U6jrzo245PL50s0m3tuyq5j+GXMi6f/2bc/M8dO/s5aEXNnLe2dk8EQPncdUlXXhtnRnzUdexKb9/x7DLmWl2+lyQS9XiTXg9LsquvYg//vVfLH/zU7btPsTEUX2pD0Y4JzeDdJcDh0viUE2Ixat2MPbqiwy7r9uyNJfES/+9K+G+V13ShbWb9hnz47yzs4nKKtsav69LntdNr/NzjPm1eVc1wwo7ITTa8LYsp9rf/T4kXgd1PVm86mOe/vs2k88oy4pmywVrW39Bx2yefXU7vc5vz7wXNvLK27vZ9PEB7vhZXxRFYdvuwzG6IFMfjJrW+v7d87HbJPr1yOXAoXoO1wQBTUeGFXYGVEsdv2bw+fj8IVa8a32sNWv3qViz4+VU7WNOhb97LFFVFUFVEQFBVU2/wbF8Divdjt3/KJj93jt+1tdyn3VBx2zueXId/7t9P/16nkVmhkMjhxG1fZYgidgaCYf6X3QWW2J0Z0ppAc/8fRvvb/2G8T/rw6d7jzKgZz4r3t3NhZ28zFqoje2DbfsZ0DOfbh29/PGv/6LX+Tns+uqIYSu7d/Lyy5//iMx0BzZRRGoMvOv3Tqabyd5BRpq90c+1fjenmzSnu6lKvZSkJCXHJfGtYPsO+vnnB19y24jenNU+ndq6EJNuvBiHXaJ9losZ8xPLq6vuHEzfC3L42Y+7EWgIk+F2GMdjRf97Zvkgo31s6ZpPGDO8hylzNaW0AK/HRbWvIaEC65jPcwa1Ipwuz3K84/wuz3es7LTUiDP3xLIt7NrrY+W63cwZX4wkCQgCCXpcpVeIKGpjm4BZ/+aML6bzWR66dPBw6GjTcVGA197dbbQgKCr8ZkFTRdTdN/XHHo5SGwhzdk4GTrvElNICREHAXx/htXd3c/v1fRDRnJlQkhZdT5odr8eFCo1VLM23iPn8oeP7TY6RaT6T5FTPL0kS8QVCRrVSbNWPqsKq9zSiizyvm7kTio1KO32cTyzbwpw7ii2foVN+BjMa8WqSPWdUURP0ZumaTxh/fV8URWVm+UCWrfmUXXt9gDa/agJhFq7Y1mJ7/H28ox9CZv50kXhb43LYmm0bHzWkm2EfO+VnMG3cANKcdo00QxIZ2CvfRDSh65h+Hd0u639PuvFiUxCx2qdBgFTdOZij/hBf7q+l6zmZBk6UJ83B7PHF1NaFqAmEDX/D6r7++kjCMyiqaqwjsZWwL67eaTq3ra3JZ7JYrXdVizZSPrIPG3YcbKxeCpLmsuFw2FAUrWUwvrU2Kit0yEnnrpv68ZtnzLb1kSWbmD2+mH0HA+za68OTZicrw2Wc172Tl+su7Wpa63WoA58/yOTRBYQj0aQV2KIINYFw0mOtWZd+SGv26S7H8jmO1YEixlXWJYOW0SGSvB4XDcEooXQHfosKwWyPg9wsp+H7/vtbP0tW7TTW/CeXb+FXpf3w10cYWtiZhxtJh/T7PLFsC7NuH0S1r4GX3/qMyaMLjGrqsdf0NNnN2PmhV2/HM6hLkogsJO8SaO7dnEmSdC05ePBgskMmyc/P/94Gk5KUpKRtiL4hUhQVURQTMLX042EVREFAEFQ6neXhuku7mlq1Jo8u4PnXdvCLEb2sW1GONnD9jy+gJhBCEKAmECK/vdvSYflyv5+FK7YxfVwhAEW9OiQY6ieWbWFm+SBq60ImrJyWOM1nUivC6fIsxzvO7/J8VtglseDnDgQy0uwGzpwoapg6qgrRJG0CsS1V+sZt116fce6vn2maE3eN6cei1z9GEDDawspH9klotfn9Xz5i7oRiHln8ocmZ8qTbyfW66XpuHyRRRADqIjI2m2TpDDkcIrde18sIRurtQ9lpdkIWjmKyDUNL3u0PhaH6VM4vp9tOMKww74WNpiCuzx+kLhjhiWVbmDy6gI/3+Ni115c0SKso1i2Gew8GYuxskjZEEcpH9uHltz5j116fsVGtnP+epSM+o6wIWVWYdOPF2uYxpr38RATfdLKbWMw1XedTG9ZTI/Gb0mRBi2yPk0cnX0o7j4uzcy9izsL/pe8FOVxdcj4zF3xg/J6VZUUARqtj0oBZI8N3+yy35TwIh2WmPvGuYV/7XpBDUa8OnJuXwYHDAVNwes83tcydUMyeb2oT9By0CpPS4ReSlaFVUjyxbIsxPzPTnSxZvcO4lv68bW1NPhMl1sYkCyR37+Tllqt7JgQWJt14samF27S22iXL69XWhRg1pBsLV2zDXx8h2+M0zhs1pFsCiZyeZNl7wM/KdbsZWtjZFOiIXf9tksDaTV+Zjg3sla/hnqowb2IJKqqR/Fu76StLHdPfSajR7jpFoRE+ISVtUY7lc1jhLm/csR8VDarDJgncNaafkdgIhqNJIZIenXwpnjQHL6zcztDCzpZt4BNH9aVdpov2mU4CQYXZCzeYxlvta6Bdlou3PtzLlQM7W84Tu02zzbv2+nhxtYbP3vksj+Ev6+fpdvTltz6zbBlu73HgD0YRGiFJ4u+TDP/vTEyoJH2eyy+/XAPabqY0URAEdu7cmfR4SlKSktNPYrEbbh/Zi/PP8SLLqhZAcAjYZQFZAKKgqgoIWq5DVUlwVvSARdgCYy/P6yYckYnKiikQcd8tA5h1+yVGqXmsw17t05gdZ5YPItAQtqxMCjSEqZy/PsbxElFaAP7aEqDa00VOl2c53nF+l+eTZYX2HkdjhlHD94gqCl8drDXwbs7Jy8Bpt+FySAiCYASqZ5YPTKrHOvB6MBxl7DU9uf+p98nzutl/OJBQHVI+sg/RqGrMl2RZ09iAjO5M6QHAKaUF5LZzYxNEBEFAFEBAc9z0ufDEsi3Mqyjh2VfNTtlDjfg7kkjC86zd9JU18QaClg1NBUVOyvyyCnbZHBLVR4OEI7IBWRC76Zs+TgtKRKIyU0oL+Lo6kNT2Hq5pMDn5sQFn3c7OuLWI6eMKjSy7/pzVR+pYu+krfjWmHxFZxu2wcaQ2aAr06bq376Cf19/7gisGdOSPf/1XgjMeC/iub04FQUD8DgG+WLIbMOt8Sk6u6HpMXAXnxh37LXWrti6EosChmnraZbqZPX4QDpvEglfNGHp6Jd6t18pIksjq9V8kBswkAbtNZPq4wuSb4kZG02qfVm06+srupjHFJ2lUMADbbaJIMBrF5w/SvZPXlFSZWT4wAXN47DU9jYCgEYhpJKCJx19NVUx9PxLrz5aP7MPAXvkMLexs+IxrN32Fvz7C2Gt6Eo7I3DWmnxGArfY1IIoCt17XO6EiT08gW+lUTSBMp7MyeHBCMaGIjMMm8diUyzhcEyQ322W91tdqGHo6rtl/DOnKV/trDD9FxziTIwpjhvdg6ZpPKB/Zh7x2blAxJdOnlBYYeJGVZUU4JIGIbH4ndRHZhPGX3y6NdLuU0rk2KsfyORyNTMq6/dEhj2KTudPGDWDSjRdjk0QUVeXum/rz+798hNfj4hcjLsJptzF7YVPiZOrN/XHYRENfY6tVvZkuXli5nTt+1pf9hwLked14PS7jeDAcxS4JjBneA1lRWPSb4dQ1RKgPRUlz2onIMioYPsiuvT4WrtiWtIPAk2Zn1JBuCcQyeiXewSP1QKI/qwU+rfH/bKIIclvaEX13SRrU27p168kcR0pSkpI2InoZ9+0je5HjTTdVX1SWFdHB6+KQL2i0qeifez0OS2Ocm+1CIbEV5a4x/VBU1Wix0Z2sv639lPLr+zB3QjEAX+73G061fk1JEsjJti7TjjY6Jbrj1dKN3JnUinC6PMvxjvO7PJ8kiQnMcdPHFfLPD740MX8COOySCaNm2ZpPE/R4+rhCFFU1BSymjysy8PfqgxETOYzekhNoiBjXTVa1oreT6aI7N16PCwEBEYFgWCYUkREQWPHu5wmVK4drglx3aVeDAEF3zPRNaXwAfczwHrT3OCyJN9oi2cqpkBM9v5KBYmdLotEuVjr8woQkysOLNzJ7fDEzY1q7po0bwIxbi5j3QtO17r6pP29u/IqflnQxMR/b7aIxhmpfAw6bRKA+xNwJxfj8TW2IY6+5iBuHdWfR69u57tKuzF2+wTIIUhMIE4mq3HBFNw4eqbOARmhqi9Gr/axIOVr7XqMxmfnYjYgC2FOB6RMmViQE8bZWr2wr+dHZrNvyNTPLByGJYLdJ1NaHeeylzXg9Lm69rpeJnCCWxAWaKi18/hDBcJRhAzvzzaE6w/5NH1eIzSYQisgsf2MXt43oY2xiY8cSish07+Rl116fZZuYnpict2gjeV43sqzitINNVrFLEFVFZt0+CIddNEEzxK8VsQyOqqDir4sYuq6vFVUpW/u9i+7Pej0usjIc3Hpdb/YfChhBrxllRdhsAtGomtAqfdQfJs2pbZMtqzwjUaaNLeSRJeYg8Mp1u7n12t48v7LRPj7XZB+njS20bOHO9bqZOKovT7281QjGdT+vHff8YV2Cn53tcXDH9X0Nsi7dR9fHpVc2zVu0sTH4bW4zVCUB3xEzfMOU0gLSctPbVtb3By6x9lSUBDLTHcydUKwlvCTBxCiryJgCXla27K9vfMq4a3pREwgRjsicnetqrMgXqAkEeewlMzzBYy9p3SJ6wC4+iTh5dAEqmq2bdfsljVV05srSpWs+4ag/nLBXmzy6gKX//Qk/H3ahAdPkSXPwra/e0hf210eSJr8jsoLLYWPR6x9bVrfa7UKC7b/7pv6IkvbeziRJGtRzOBwncxwpSUlK2ojoLQrnn+NNcBb07HjVokRckqqKwZbG2OmwMevZD0xVdcFwFEXVQNPj2xomj9Zww2x2gfqQzNpNXxmbMj2zardpbYfxWRu9XUKXal+DFrxo6bOfQe2Dp8uzHO84j/d7VtgjDy/eZODq6Ho0545ixLhy/l17fSxZtZM5dxRTEwjh9TgJNET47ZIPLYIrg5AVJcGRWbluN7leNwJNlSNWrTbTxxWy/A0zKHue101UVrjl6p6sePdzy7mjb3yfXL6FuROKiURVlqzewagh3Xj5rc8SHLP7y4r47aTBhCNNGCWRsIwqiT8YHJLjkRM5v5Lh48yrKKHvBTl06ZCJqlq3ktXWmas7H1n8IQ//crApeJeRZqN0eA9mxNh30PQrNoBhkwTy2qWz55saA2vnqD9M9ZF6nnp5K+Uj+yStzl64YhueNHvChje26im2LcaqLe149U1srMqy2ogkC5boG6hqXz3EsU+n5NiSLBC9dM0nCWv0vIoSBEHg3HwPXx/0s2zNp5QOv9AIMpSP7GNswPTvxQbXoKkNPLYq/7YRfbj+8gvIyXaz/I1d3DisO6By1B/m26P1nNU+zZgH/vqI0R6uXzcrwzox6UmzG/r7xoYv+WnxeQiCAAr468M8svhD7hrTz3KtmFdRgmIK/Mt2GxdgAAAgAElEQVQQZ1uHFnZO8KlStvb7Eb0t8Zare/LYSx8l2KJ5izYy6/ZBzFv0QYK+Tb25Pw67zahEireV3x4NsnHHfuaML6amEXtx5brdjL6yOy+8rrUuxtu0R5ZsSmjhnlFWxLOvbjMF+nSfOt7Pnlk+iNkLPzDsWChJa6GOTakHv2N94KisWvrO8ypKEElJW5BYe2qFM6dXuuuFZtE4PYgPgOlJM534Sr9GJKrw2EsfJdgvaApkTx5dQCQqW671VRWD8fmDuBw2Pvz4KyNJIyvw5sYvGVrYGUjcq+n2/LdLPmRm+SDt7+t78+d/fGIZmNv08QEu6JhtOQ9lWSUY1iqm9TZefZ+Z5XEQiaqkuW0mH8hmE5AV9Yyzry3a6yqKwt/+9jc2btzI0aNHTS25zz///AkbXEpSkpKTL3qbSnIcAuvPI7KS0E4zfVwRooCpOkOX+fcNQRQEqiwy47NuH4Q/IpPtcSSQYcwoK8JpF6kPRi3HYZOa3JIUZk1K4qU5XJ3YvxVFxe5ILNv3+YPYJIEMt4NQVMbttAZ8R4U5Czck6PbcCcXY0bLllWVFVC3aaBByzB5fTKAhjK82xOr1eyi9sofJ+derW/VMfLKAij5fZEUL6F13aVcyGtsXVq4zV8b+Zc0njL++DzZVNQWnTjUZxA9Zkr17VYWrS87ngafXM+nGi1tc3RkKywnEFXMnJG9z0YMkkiRy1G+u6Jg8uoB0l8041+oaWRkOpo0t5LnXtifVz/i2mGTXOh59szWS3YQjiRsRq2BJsoBUqlKq5ZIsEK0nS3Sp9jXwrU+DIZg8uoB/fvAlt1zd09ApSA7inpWhFRvoSY+aupBxzCAOEgXCEQV/fRibqEEG6Bvie28ZkID9pN8vz+smM91pOafaZWoJybc/2seP+3dMaHX0elyW1dY+fxABAZuqNGtbv0/dT4lZJFGwrGqOtUW6jxor1b4Gsj1ObJJIRiNpyqLXt5uq+fWg8PU/7gpov+NVg7qQkeZgw46DXH/5BZbX9ddHmDuhGEEQ+Lrajyfdbpoj+nmyoiR8JolmO5astVAnb7HygZUk64uikArqtRGJtaflI/tYtp3OnVCMs7HyPB5eIN4eJUuaPdjoByQnZhFYuW43t43ondRGadWDcGnBuab23enjCrW9WkhO6mtU+xoINGiVfFnpTnbt9bFzz2HmTiimPhTFLkkEw1Eu73cuCmoCZMjk0QW88vZnXFXcxaiM1v2LKaUFPLzoQ3z+IFNKCxJ8oKozEI6jRfP3kUce4fnnn6d79+5s3ryZSy65hH379tGnT58W32jIkCFcddVVjBw5kpEjR7Ju3ToA/vWvfzFixAh+8pOf8Itf/ILDhw8b32nuWEpaJp5MN7m5nlb9S8mZI5IkokoiUUFAlUQk6dhTXsdu0J2FWNEwaKw/l2WV5W/sYmb5IB6bchkPTSxBQEVWsDz/4JE6hCRsXXVBbYNV1yBbbhRCkaZFLP66wXDU+L+OOZGStivHo6Pf6X5J9CaWwTDP6+aoP4QkasEB/XzdUXj0xY+YvfADIhGV2rqw5fVsMVgkulT7GhAEQcOYAhRVYeKovsy/bwhXDerCH5Zu5t4n1zFv0Ua2fn6I+lCE8pF9qKooYeKovhppR2P1YLKNoB6czPO6OXC4zqgWSHfZOf+cTK67tCsLV2yjcv56Fq7Yxs+HXQiCkPD+k70nSTzTcpttT5K9e1EUeHixZg/1jHasbuqstfHf89VqwO26VPsajGq2+HNzvW5mlg/ifz7ch6omstw+uXwLTofNmDNW18hwOxAFLDeqegBlRlkRDklba5q71vHomyCreD1OzmqXnnQjEivJAlJRWi8n2561VE70uJIFovVAnC76b63rkm6fHHab8fsn0wVPmoMFlUOZdfsgbDaRBX/fDjRVocyYv55pf3qP2Qs/oHR4D+ySNi6jBbY2ZHldb2PQ7r1/fc30cYWmOVVZVsTf1n7KvEUbKerVwZLkQK+Cjp+PlY06Hi/x8/v71P2UmMUGnJ2T0WwCI5mPqipQ+V/vce+T65i54H1uHNadBTOG8avSfgCUXXsR5SP78OLqndQENCzn2Qs3GCREyX7XwzVBHnj6fURR0ILMarK1Vkz4TM8x6HbMIUFlow3Vz5lSWsDLb32W1Ae2JfHtbaexvp1pdjfWnjaHuayvUfq+Tf9d1276ipm3X8LM8oFUVZTQMc96Dui2yMp+TSktwCaJ3Hpdb1TVeo58ub+WB55+H1kmod334cWbcDpsZLgdSX1uPRH5xLItgLYuF/c9h+de206gPsLshR8w9Yl3eeDp9wkGZdZu2qu1qU8bwqQbL+bF1Tt5c9M+/vbmp5yTm8G8ihIWVA5j4qi+BhtvrJ2OfXZFOfOKPVq03/3HP/7BSy+9RMeOHXnmmWcYP348V1xxBQ8++GCrbvbkk09y4YUXGn+rqsq9995LVVUVAwYMYP78+fzud7+jqqqq2WMpabm4nDaum7qiVd9Z+djIEzSalJxMOd7qAx0vyu4UmXn7JVTHgOnmtUvD6RCNCqPYjMwrb3+GJ82B0yFit9mx20SyMpxEZS2T89xr2xPwvkqHX2iZHfLVhkxZyVip9jVouDZiInDs/WVFZHk0x785nKvWMC6eCHbGlGhyKipkbMCs2y8xgUTntUtjyaqPAU3/7r+1iKwMB5GowpJVWjn/uXkZHDxSZzgK3Tt5qQkEOTfPk4CrM6OsCFHEBAyvX9tuE4nKCuGIQm0gzLI1nwJwy9U98fmDxnn3jR1AQzBqIoGZ+p/9EQWzQ2SVoY+dY2XXXmScIyCYNqVej4tQWKbyv95LeP9wepCtnEnicNkIRVQQVO6/tYiHXjBjkUGTox/LGNelQyb1oQjZGQ5GXKZVjQwt7ExWhoOsdCd1oTCC0FSJOrBXPrKiMmf8IPYfrmPZmk+NbPajL35k/F9Rre2vJAnMGn8J/row08cVGYFGXe+eXK450Fb6met1U1VRYrR569iECInzMr9d2nHpmywrpNslorSMpfj7qkptqxV/J3Jc+vooYg1S7vU4mVk+EJfDhqpCbjstYTKjrIiX3/rM2LDWhyJGpcXLb32WgIFUWVaE06EB+TsdElu2HTTsqlUVSlVju7qiNOmwJaPorUW8sFLzTWaUFbH8jV2mSuZlaz7hqkFdeHPTPgPPNJ6cy5NmN+bjxFF9OSfPgyQIuBwiwbCMLAgm3yEe9H7tpq8SfKqUrf1+RJYV7DbJUjeD4ShTSrVKn9jfQycx8ddHTOQ/jyzZxLyKEhav+thEygJw/eUXAJptRYWHKkpQVagcV0RVnH3USd9kWQv+ffFvX8LvX1lWhN3RZL90nZBVxUjeSKJAJCyTE0f8JYkCU2/ul9RflVAtba1E24VpaU7ORLsbW3mXzNfLcDsMNnnAhPPrsIvUBMJGlf3M8oGWJDGSJBi6r9uvDjkZBOrDuJ02RFHAbhOQRDHBH4zV5Yhs3cGlKCqLXt+eYHd1KJpYci6nQ+LZGcNQVdWydV2HIBEFgWA4yh//+i+8Hhczywdydk4GiqI28jaqzF64ge6dvAaBnb8+Qm62y/T+RJEzzsC2yF+pr6+nY8eOALhcLoLBIN26dWP79u3f6ebbtm3D6XQyYMAAAEpLSxk6dChVVVXNHktJSlJybElWfdASnBZZViAE0ahiLAq6o1MflLFLIr+ddCkqKooMEVnh58MuJCorzJi/nr4X5PAfQy40cEbWbvqKcddcxG0jehOVVQ7XNIFJxy8UupGPzaBabcpkWbYGqw/LzeJctWahbavOwpki30VHj1dESSBcr5haCu+/tYiJo35E+QgFUQSnXSQU0RwEncGwqqLEaN3q3slrwuoa2CufuROKUVTNGVu4QsPHGdgrX2OjbQgTqA/T6SwPobDM0YA2L3buOcSvxvQj0KC1TM4Zr7UxSJJIbV3YRL6hk3csW7OLKaUFvPbubkscPptNZGb5IMKRKKXDL0RRtY1DJKpQF4yYNqWxLH8J7z+OJVgSRRySFohJJqkAeOvF7pAIy6CoKvUh2Uh+PPLLkgT8r3tv6W+yhzpjXFXFYNJcNoJhhf/5cB83DuueEGRun+2keycv2R4HpcN78Os4Qoo0t52/vrHL2Kw+sWxLUpxUAagNRPj9XzRSg4mj+nJBx2zCYQVZUbjvlgF88W+foZ+xLMoigrZ5bNQLHZtQkkQCkbh5WVYEdotSJ46ta7KsbXBbEphOyozaSuiGU2HPvsu45lWUIHwH/MB43Kf4d11ZVkRdQyQBkH/Jqp2MuPQ87rtlALKi8Nz9V2J3iARDUR6+czBRWcHltBm2x24XqfGHTcmHyrIi/nD3ZagKeNIcJtZvvTrD5w+R7rKbfltBgAfv0FofJVHAZhO45WqNldaTprVBxleY3nptL/K8bhRVtSTn0guqfP4g6W47j/35I4PsYNmaT4xkZqzvEO+7OCShzRNbnY4iSSJ1jcG72N+tclwRUUVBEGDr54e4cVh3Jo7qS3aGEyWOTXby6ALe/mgfRb06EI0qPHBbkWHrJFHkky8P46+PGIQnLzQSCOm2b+KovpzVPp1DRxsMTFE9qPjr8oFIgojdJmrtgIIKCKQ7RI4EwiYcMFlVeP2dLyn50dncep3GEi5JIpGw3ITvGpWRAWejfQw1Bn3i9SnSClvb1uV0s7vJxhW7ptkQDBKzl9/6LEF/Z5QVEZFl/v2tlhQYM7wH3jQ7QmPSQEDgSG3QsIuf7ztqYvY29nMNUURRoOrOEg4dDVITCPPCyu2MGd6D9DQb67Z8TecOWaxct5trB5/P7NsHYbeL+PwhFr663fAX9AC1/qzdO3kpHX4hIDC0sDNvf7SPSTdeTK43DUVRCYWjXDWoC3a7SMf8DCb+R18aQjL7DwU4J9eTFN9Uh26YO7GY3025jCM1wYRAo90mMLBXfgLm9PRxhXTv5G0iyCF5TE/3y1rq+7YVaVFQ7/zzz2f79u307t2biy66iKeffhqPx0Nubm6rbnbPPfegqir9+/fn7rvvZv/+/Zx99tnG8Xbt2qEoCkePHm32WHZ2dqvum5KU/BDlu1YfRMGoFLFiJrzvlgG4XTZmxzBnTiktoO8FOfy0+Dx+E8PAeN/YAdTWRUyZ98mjC/ho5wFsNjGBgTHb4+CWq3vyytufJWAo3H1Tf6RG1qLjAatvzULbVp2FM0VOBW5bWE78TR96QQPLliQBURAJRhT2HfSz/v++MSpGYrOl8ZUhG3YcZM83tUwc1ReHXeKoP2zMmdh5ELvJG9grn9FXdmfmgvcNIOTfvJiI1VTtazDaB+aML2bUkG7U1oW54YoL8Ga6mVdRQlRWOVITxGYT8deFEzYvD9w2kKiiEI7IlixkVqySTguW4OYC2qkAeOvF7pA45A+bKjT030NRSMD/qqkLWeCWFuJvCOGy29l/OEDJj842AnrQZLMmjurLxFF9yUhzmAgyYo9fO/h8Sod3JxpV8TeEUVETAjXTxxXi84cMW17ta+BITQOHPK6ESpPaQNAgYfH5Q3x1wG/agMTqRRR4KH5eJrG1LdW1lrIUx1dOHW+lVFvFoUw2Ln2DdNwsw8A7m/cZ4OhOp8SvSvshCFpLabrLzgNPrzf9pk8s28KcCYNoCMoGEZeuL95MBwcP1/P8ax9zxw19DD2fWT7QCEDo16latJE544s5VNNg4PLGVo/4/EEy3A4Wvb6du8b049V3NGIhK+Ki0uE9mDuhBBXzxhQag9iCQPnIPuRmuw0fKPZ5qu4czILKoURllb//z2eGLdWZqnUCpljfId53icicFsRWp5tEgVnP/i9ej4upN/cnK8OJAPz+L5uNivvykX0AhWyPi6P+YIKuPbl8i8EqPnpYN84/15tg63K9Ls4/J5MZ89eb8G6rfQ3MXriBPK/GbqsH9O67ZQCCCNGIyoOLPzBdS1VVZLddw4VsrMKKRFXe2/Jvflp8XkLCJn7uHss+tsbWng5yutldq3FJkkhdRE6ontTXT6dd0ny9qILNJnK4poHnX9MYnCePLmBpIzaygOZXHI7DwtX1N9l+Tk+26LZrzze1zJ1QzMDeHXj21W0JAbIZZUV0zM8wzn9z45dGtakVscfk0QUIAvzmmfdN7+Rnl5/PtYPPZ15MV8LUm/uTk+2yrvzOdDGltIC6hiiKhS//5HKNLPHWa3sbvrd+7OHFWqWtbmeTrXdWflllWRE5HkebD+y1SN+nT59ukGNMnz6dBx54gPr6embNmtXiG7300kt06NCBcDjMQw89xJw5c7jyyiuPa9CtkfbtM47re20RW64lYzrV4z7e+5/qcR+vnMhxt0R3m7u/zx+0NIoupw2vx5X0e7pU++qN71q1t/z2xQ+ZOKpvgoOrs3PFfu6vC1s6SvMqSpgxf33CGOdVlPDsq9s46g/jcJiDfp50O6IoIrpEstKdiK3EAYl9rqbPGkAQEt5na85tiZyuet5aSaa78c//XXX0eGT/oTrL39RfH2ban94zHJB/fvAlPx92IZIgGBl8feOfDOPE5bDx+NLNjZsELFvC9E3e0MLOxqbVCghZJ8PQyWWqfQ3U1IWMMU4fV4goaEx2O3Z/S99ueYiiwNznzOQcVYs3Gky+NUrIqP7Tj1uxSrqcmmswb5F5Qz5v0UZ+N+UyctulJ7xXraKx5ed/X/J9z6nm7O53uZeiqNTUhYhEFQ2aIN3J4ZqGBNZL/fewarn56xuf8osRvZh1+yBEARRVY737r7/+H78Y0Ytlaz7lV2MKkupmLDB2suM6c63eipvtcZgIXJa/sYtx1/QyXePiC/OTMqUfjQsM6xuQO39+sUkvWmNrT4SuZWer/G7KZabfp7Vry6mwZ7Gi625L7ayObXe8787nDyaAo+tkPp40e1JSLbso8Zs4tlFdX/LapXHXTf1Mmz+Xw5qMSBATbeyTy7cwcVRfvB4Xi17fzlF/mPQ0O+Uj+3D/U+st51pVY1A7J9ud0AY5bWwhNptAp7M8STfp4cbq62A4ylXFXdh3MGBUC8YTMB2v79AW5FT7u8cjul2p9jWQ4Xbwm2fep3xkHwPqQhdVFVi25pME26Zdo4lVvDlbpxNQJPMPzmqXTlVFSSP7pkiG2860hYnXmjiqL8/8fRtjr+lpqtafc0exaV5YzV1F0TphQhHZ1Doce9737dd+V/mu92wrdjdeXE5bi8dVEwjia2SVjw20ZaY7aJ+VxtFAkEOHgwmFES+u3smTy7V9l90uERUEQhbBLl1/wXo/Z+VvyoqKzx9K2go7Z3wx+w4G8PmDXN6vI5s+PsDM8kE4HaJpX6fb2jl3mH2P7p28DL/kPCPYqJ/72Esf8cAvBlomFP/f2k+54YpuCGgQblZ6bJNE/A1h6zVDEMjzpjX7e37rq0/wy6oWbeThOwe3edvdoqBe165dycrKMv6/dOlSAGpra1t8ow4dOgDgcDi46aabmDhxImPHjuWbb74xzjly5AiCIJCdnU2HDh2SHmuNHD4caDUYYm6uh2+/9bfqO6259vHKscZkNe6TrYDH895O5Ps+kXKi3/exdPdY701K0nqkRuQWvW9BasIhaS6IEf+ZFQ5eMqc8GWaTosBVg7rQIScjIbOT53UbG8/jqjCQrNnCUNXE99Kac48hbV3PT7TuWj3/d9XR4xFbEnydzHQHVRUl+OsjrFy3m6GFnROC0Y//6jLKR/bBm2mdRdQ3yfpGzkq39WOxc+pYpBf69bMaA4svv/UZDy/exKQbL+b1976gdHgP7n9qPXeN6Wd5nZpACG8jk5/V8VhWSf39h5JsYIOhKN8GE3+baCOBR0vP/z5E16mTYXe/y/xNVjmR5rK2i540O4te/5hp4wZQGwgbCY1cbxp/e/MzSod351ufhrWzccd+Rg3pRlaGE58/yKGjDc3qpiRYt5rG6m68k7/nm1rj/907eXHYzXaxOaZ0q0x6+cg+hl7oLUcq1lALVrb2ROpaXuPvfDgYOfbJcXI89uz71t327TNaZGf1DSEc/7tTJSkBHP3xpZuZOKovy9Z8apAMxf+mzemLrEBDMGLCrYvKStL2aKvr5LdLJxyV2bDjIA9NLMZfF6YhGE0617weFx1yMqgJhMjJdhswCKIosOq9L3jlnS+MahercRw4UmdUY00pLWDsNT25/6n3jXkVe+7x+A5tQU61v3u8EuvHOh1i4/rtZO6EYv7x/h769zyLJ5dv4a4x/Yxkm9VvrLOKN6e7UdlMkKGfp7ciqmC0iPv8QaruHJzUrx41pFtCoq8mEGrW7lmtM/o837XX1zTHv0e/9rvK9+EXtwW7a+XvqhG5xeNSJNEysTuvooTwt35Um2QE9PTjsQnZiCxzuEamatFGSz+wJhA+5n4u3t/01YbIynAax+PPR4B7b+nPwSP1pLnsvLFxLy/99y6qKkoszxfjfA+t68Rap+02kUWv76B8ZB865KSR5tSSRKXDuxs2eWb5wKS+jN1m7ee0RMeT+RdRWWkTtrs53W0RDcsVV1xh+fmwYcNaNID6+nr8fu1FqKrK6tWr6dmzJ7179yYYDPLhhx8CsGzZMn76058CNHssJSlJybEltvVoQeVQqipKWhUAEyUMpzwZi5fONBv7mWLBkhQMRy2/j6pqwMJxn4uiwHlnZyEKyQMjeraotQyF8SxRsa1W3+XclLRevquOHo9YMdpOH1fIotd3GIyw119+Aeefk0mH9umUj+xD905eAL49GmThim08/pfNCUxhk0c3Mc61y3SRme601Hl9kxc7p441v/TN4uN/2czCFdu45eqeeD0u2me5GVrY2cgq6pvf+OvUBMLIspr0PjlZ7sb3P5j2HgeynJxdOhkjY4otN7kka+NPxjDur4+Q7XEgCSJPvbyVyvnreerlrUSjClcO7EQwHOXxpZt5+a3P+HH/joZOTikt4PX3vmhWN8NyNIEtMfa4rp/xwWlPmp3unbyMvaYnz766zXSPpEzpYvIgsiQKxia0cv56Hn3xo4R5mczWtlVdOxX2rPXj0pgB9Y0+HPvdJWNwTBbgyM5wcsvVPVm8aoclo2Jz+iJJAoqKiaHb7bJx9039TdepLCtqrLrQPhtW2JH/uncIT08bgt0mIiuaLczJdvPEsi3Gpjb+nlFZ0aAPnnmf51/bwYHDdfxmwfuMr1rLjPnrKerVge6dvFT7Glj0+vYEdtwppQUG2ZG+EW+f5TbGqLNRp3yHUyO6HzuwVz6B+ggLV2zj3ifX8cDT73N5v458tPOAKVFnxQIayyrenO4uXrWD6eMKWbvpK+Maus186uWtVPz2LdP6LSua/zujrIiqihJmlBUxsFc+/vqIZeAlmQ7rc9dqnYklLdLPO9P82tPD7jY/LiVJElVRmj+uMzjbJcnwA638vLWbvmLa2MIW7efyvBqBkNspsWT1jqS+7N4DfmbMX4+qwqaP97eIyf7BO4qZWT6QYYUd6ZiXkVSnDxyuY8OOg2zcsZ9IVKFy/nuGTb604FyGFXZk/f99k2CPp43V5l9+uzTub4WOx65xzc3xti6CqvfVNiMFBQVs2bLF9Fl9fT1XXHEFGzZsSPKtJtm3bx+TJk1ClmUURaFr16488MAD5OXlsXnzZmbOnEkoFOKcc87h0UcfJScnB6DZYy2Vtlip11o2WtAYaY+3Uu942G9P1BitpK1XMCWTU525PNHvTRZFfvfnjxg1pBu52S4UFROWx9039cdmE/jtkg9NWShvlgtfHHjprNsvIRxRTJ/pODex2Ae6k3xWuzQOHKkHMGWvoKlSTy8TX1A5FNuxzZgJhNZhF1FkrXXtZLHftnU9PxWVeqdCooLIYy9peh1LFhELjp7n1fBv9OqL2KoWHSvE63Ex7pqLaJflYv+hgIlBdMmqnQYhQTwuRyymnn7cCoNk6s39yW+XRjgi8+9vA6z/v28o6tUBT5qdYDhKmstGVoYLX22QyvnrAXhoYjFup82EuabjRt1+fV9AJRCXyU8G5g60CiPvVGDqnS6VelFBYHzV2oTPn3/gSmrqzNgtM8qK8KRrlZM6MYAuul66nXbaZTmJRlVmPdvUxqhXhJyT50GP0UQiCodqGnj9vS/4+bALyXA7eGHldq4dfD452ZrzrOtubFVHrJ3V/2+3CUblavdO3sYKQQcdctI5XBNM0PX2WS7ueeLdhGeYO6EYpygQBSpj2nSM8ed6kMTkuDcnUtdOtp06GZV6sdLad9fc+VEEUysiaL9vLARHrJ5kZzg5VNPAWe3TqK2LWGIwnpuXyaGaBmoCYaN1MM/biB0aVRFFDOw6f32Y0Vd2Z92Wr7m04FyT3atsZD2UFZU7qtYmkBvpttFuE3jsJQ2zd0ZZEQtXbEt4nkk3Xsyvn/kAgOceGIagCkQVBVEUePTFjxKYUBdUDkMSwSEJhGX1jCC/ONX+7vFKVNB+38mjC0ywMKD9tjrWWOwa7PVouF3++jA1gTBf7a+hX498HlmyiYcqSgjUJ+puTraLrw8GUFU4OzcdX20Qh92GzSYYpESx9504qi+d8jOpqQslYKSuXr+Hol4dEnRxYK98xgzvkRwrL8k688gvB+O0S6Y53lZIrU6VX9jm/F2bxHSL9f7hOwdDVEaVJEtbO3FUX+w2CadD4t4n1wGJRG66rdPJXnKzXQiCkOAHprvs1IciOO02QpEI817Q9HJYYccELMd4X6HqTo3U6N/VAbIznKiQoNfL39hl+L5jr7kIAYFwVEZRVNO5M8qKeOrlreza6+O/7h2SZN4O4nBN0Oiqycpw4PU4cTklIhHFCN61RMfj17hY39w0x9sIpl5zuttsYH748OEIgkAoFOInP/mJ6djhw4cZMmRIiwbQsWNHXn31Vctj/fr1Y+XKla0+lpKUpOTEiigIBvMnaAtFVcVgQhEZh13k4JF63nx/n6lNJiPNzrznNzL+ht4G7pMkiaxe/wVDizonEGIc9YdBwPS5yylx4Eg9TyzbwskDDAUAACAASURBVL23DGD2+GJqY1h0r7u0qxFgMbKPx2AoPNZGJt5Mxzo8KpqhFFQ1BWB9mkrs7ymKZr2uqihJYDvUW2D0/69cpzHNBhrCZHuc3HvLABRFJSfLzevv7abneTmNm4AQ4YhC2bUX4a+P8O7mfVRVDCYclTlwuA6HTWMCu/7yC/DXR1j13heUj+xDp/wMDtcGmXTjxdgkkXaZLgLBMLKi4K+PsGzNpwlO2oyyIuqCYVOrjygIrF6/xzRndCD4R1/80AAGnziqb2PgRGDBq1uN59cryHT225aQDOjSUlKCH6IkY1dVVZWcJAzDyVpA2me5SXPZUBQVh000yFRAY8OdvXADf7j7cgL1EZO+TBtbiKKq1ARCBsPnsMKO/OzH3bhrTAF2m8Tr7+02nHQ9OK3rGgI4bJLpXrFz6EhNg+k5/vXpQZatOZhA7DGjrIg0p0QooiRglOnjX1A5FKEZW5vSteOX1r675sii3M7Etre7b+pPfSiSVE/uf+p9AO4vG2DSl6+ra8nMcJnIM2I3jj5/iEcbcXxnL9xA905e/vOnPXA7bVw7uCsLXk0k0phXUYKtsdVw114fL67eSfnIPrTPcjVuPFUikaZqw2Rtae2zmqo9ZFnFKQKqCogJ2Gx5Xjc2UQBZTpFftAGRRIFsjwMhSdeH3v5X7Wvg4y8OM6+iBKXR75v2p/eMcz/cWU35yD6oisoXX/tMuqugMvUP7zbZuFuLUNGYliVRMNlo/b5n52QgSQLL39hl0tuHF28yta/HJvpGXNaVdlmupHM32TqTk+XGFsM4DsdHMpeSEyeiCPf8Z39+9+cmzLx7/rM/oggKgEACm3yHnAzsNpGl//0JRb06GL+9busmjurL2bkZfPNtwLCjb27apwXhfjmYBycUoygqBw7X8fTLWw1W2Jff+pShhZ0MPXpz0z72HQxohEiSwN4DfmMPNqMxeRKNKgSCYZat+dTkZ+Y3Yj0uXtWUOB9xWVeO+kOGbg/slc+c8cX4G8JEIgpZHge/GNGLmkAYSbL2gyRRIBKVDV/6+dd2aC3tjb6rrs8t0fH4NU4fp5Vf1tal2aDer3/9a1RVZdKkSTzwwAPG54IgkJOTQ48ePU74AFOSkpScIhFUYxGp9jWQ7XHgr08EPY/N1vyqtB8DeuaRle4kGtXwcUKRCD3Py2HOwv+1zDIdqQmS3y6dmkAI0HzlJat24vW4kETRAFHVN4SSJPCfP+2Bwy6SneFCQGvjam5D1xoW2xSL55kheiAPAXx1Tb/n/Gk/NljEZAUaQomEBLFtiDpTWCwYvK73lWUDuKxfR6oWbeSB2wYSiaomYOvJowsQRKitCxOJqhypDSVk37d+fiiBqELHjJw7Qau8Kx1+oSVQ8aQbL2btpq8McHd/fYStnx9i38GAUYl41aAuZGU4KB1+oRE4z8xw4LALhCOKZUBTZ2drreOf2ihYS3PsqpGwHPPOtEAAJN+guRySAUIdG3yLbaXMcNsNNjnQftNHlmxizh3F7D3gJ8/rxutx8eP+HU16PaOsiGsv64qgwtFAyAhOv/7eF1wxoCO+iDUgeTAcJTvThShB5fz3E5zwmeWDCDSE8XqcpDklDteGeOgFjZTD6notSdSkdO34pTXvrjkGx3BUQVaVBCKrGn84qZ7o8tCiDxnYK59x1/TicE09Z7XP4NdxJAA6ZtTCFdsI1IeZPq6IZ/6+le6dvJRdexGPL91ssrXxLN5RWavs0xnMd+31sXCF1jr+1zd3MeYnPchMcxhjtSKnyfNqcCD6PZ57bTvjr++LLAg4JLj/1iIeimFuvL+sCImUPrYVcUgCpcN7cPBIneVvq2PlDSvsSP+e+YZtjcfr0nVnXkUJy9/8jD/+bStAQnVnta+BeS9oZBd3L3w3qY2u9tXzx7/+y1Jvz87N4K6b+mGTBINNOhiO4nRIRKIKgqxYzt1k6wyCSlQF2zH85JScOtETzrG2VBQFZEVFAAQVPtp5gLkTSqgPJuImfrTzgCmB5vMHcdgl/vbmp/y4f0cj+aCff/CQ1gn1h2WbTXNCJ8uKxzHdtddHoEGrXF24Yhtejysh0RyLJwoaY7NNElDB5Ge2z3KbsNI37DjInm9qmVJagKrCa+/sZlhRF7LSHdiT4D+KomAiFdF98uNhPLZa4zbsOMhtIxStCyzGL2vr0uyzX3rppQC88847rSaoSElKUnJ6SXw5PgisXLfbqMRrl+lq1um++6b+pKfZGHDRWaZN59wJxWRlOCw3Bh3aZ9AQiuCwi4iigMMu0RCMUnbtRWRlOFm8akdCICOWnfH3f9lsZJc86XZQrVu2WkMt35oAYErapsQGZnV90dsIgiGVWQua9HPm7ZckOMK6Ew7WTGFPLt/C1Jv7IcvgdkjMun0QTruUwDz75PItPDSxxGCsvW/sAO4a08+0GdXbEgCTc1Lta0BFY3br0D7dUn9zs91cO/h8XE5tDA57U+WM3jY5pbSAhmCUf37wpdFiO/Xm/sY8P96gSkpaLs1VRyVrg0q2QXvute0mHXti2RZTq/h9Ywcgy9b2DjDwniJR2TJQXD6yD1kZDlOVCsC+gwGmlxVaMNIVISsK4YhMJJLMOe5DTpYLGxCOqkYQRMeviq9AtUEqKNJGxJZkU6UFCFQeWfxhwrHfTro0UXdvLUJVm8hQ8rxurr/8Anz+IKIgQJJKqqwMBzPKiojICpFoFJ8/SPnIPoYN1c+zYvFWVRVZVslIszPr9kH468NEZQVFUbV71wbxZrqYenN/HnvpI15+67OE6qgppQXYJIHykX2MBOYNVzQYNn3W7ZfwcMXgFkF5pOTkiW5XQ7JqQFzE25rYtfdnP+5mavOzqpSbPLoAnz9k+jyZbxtb6R9vo2PXeEu9VeDxpZsBKB1+Ifnt0vFXR/jbm58y/vo+qJJo7efGrDOKAioqz722PQFaI6WfbVDUJigjXfK8bqoqBgNgl2DYwM5EZSWB2Vhnv33l7c+a9mtZLn7/0mZ27fWx72DAIIjxejTiC5skEgrLlrrrSbOjqGqC/melO/n7/3yW1H94YpnGcBvf/hsfIE+GD9g+y81/f7DHxKg+sFd+AiN5ZVkRq977IsH+TxzV97h81zPJD25RQNPj8fDMM8+wYsUKDh48SH5+PiNHjuS2227DZjtdoTVTkpKU6GJVnTZ3YjGjr+zBw4u1zx75pTVTV+ezPMyrKOHRFz9i8ugCqhZ9YDK2z722ndtG9LY0mgDL3tjFhFF9SXfbqAmEEyqd4rOYVuyMscEbK8elNUa7NQHAlLRNiQ3MxrZUxTvu1b4GZj/7v/x20qVGhtRuE3G7bEZm08pp93pcOO02U6vYgxOKLfVGx1qp9jXw2yUfMqW0wGh//XJ/LavX72Hs1b244Ypu1ATCpspXVYH7n3qfeRNLrOePINAu083MZ5qe6aGJxcaz+OsjLFm109gIb9hxkGpfA4+99BEP3zkYCTVpBVkqqPL9ilV1VLKqYE+6nagK7T0OHq4YTERW+OZQAE+63bKy8pxcD09NG0JtXYhIROGbuoClvthtIjcO685f39zFuGt6JXXoY5nydPH5gyjGpnGwgXv2zN+3Gvr68J2DkwSABIjKyGiYlrHZf70lskuHzGZx9FJyakRsJBaKD3SJokDYIohb7WsgHGnSk6OBEC6HDYdDJByRDduUk+1m4Ypthj4/PX1o0tbBBa9uZcRlXfGkO7hrTD8cdsnyvrEs3tPHFRKKRKk+EjSCdc+/toNbru5p8jFmlBXhzXQa4xJFmDuhmJq6MIH6MC6nZMLNi63uqvY1MOvZ/6WqoqSxoiNVodcWJNau6kyg1b4Gw9Z40uzkNgamR1/ZnT3f1CKJ5qDyrr0+lqzayUMTSzhSGzTWZoDxN/Q29MUTU+mpS2ylP+g2OoMFlcP4cn+tiaQmXm/1pJ9+fPbCDVRVlBiJ7N+++JGRyLYK0OnrjCiJpqrpVHK6bYuShHRIUVQkNH8stmU1vlMq0BDmzU37eHPTPgDm3zfE8GF1CIQ8r4ZNqhddJPMr/fURsjIcPP/aDhO80v9761NKr+zBsjc+Seo/qIqakAiPD5Af9Ycs76soKsOKuph89NhW2EhURlYgzS3xyjtfJNz77JyM4/Jdm+ukaMm12go+JbSQ/faxxx7jjTfeYOrUqbz00ktMnTqVtWvX8thjj53o8aUkJSk5CRIFlq75hPKRfaiqKKF8ZB+eW7GdjHQbVRWDWVA5lJxGRrdY0cug7ZJI6fALsdsEE1soaEbZ3lhBpH9fd7obQhGuGtQFWVapDUQSKN115q7Y+zXHzqg7LvGMuK1h+2qrzIopabnEBmZjmbjiHXfQ/g6GZWYv3EDl/PXc8+Q63tzwFQ9NLOHp6dZ6Xzr8QsMB6N7JS/nIPmDB+pzndRONCRpX+xqwSSKZ6U7qQxoT35ub9vHk8i1EogoLV2wzAiSTRxfgcIgsqBzK2bnp3HfLgMT5E4xgkzTMHl1EQTCeZd6ijeza6zPNFX0cUVlts6xxZ7roTGsRrKuCd39dS+X89Rz2h3HYBew2kXNyPaAKSdjC4Q9Lt5DhdvL40s0sW/OpJQOuqqoseGUbQws7Gy2F8dfyZrpId9u4a0w/S3upVRGqOO2SSV9nlBVhF7V2RNP3bi1CRTVYU0XRPE/0tjZRRMPCSelem5JwRGbJqp0m32DJqp2EIzKSlGStlARkWcEhaUHB2Qs/4PaH3uTNDV/RMd+DN9OF0yFROryH8f2aQDCB/XhKaQEKKht2HNQYbP0hFr3+MVkZDsv7tst08fivLmNeRQmr1+/B7bCTlaHZvYNH6pLCGPy7OmDYzGl/Ws8DT2vECZ3zM3E7bKbWtbvG9OPltz4z7qsn/FLSdiQ2qRe7/uvBjceXbuaLf9cSCsssf2MX5SP7YLMlMl76/EG+9TVgt4mGrfP5g7jsNpx2G16PE7dLSrCVU0oLTDqS53Xz728DSKJgXCf2mCfNwTPTh/LwnYN59Z3PDUyyGWVFPPLLweR505h6cz+jhTfez7Vip24uOZ2StidW6/HAXvmIokBUEIjKatL9UZ7XjdfjNOmg3S5a+gANoahxjcWrPrZknD//nEzaZbrI9jiYt2ij4Utu/fwQUUVhaGFnHHZrhliHQ6JLB49lgPzBO4qpqihBRWXqzf0T5szhmgZLH33DjoNEojITHnmL2Qs/QJGtfW37cbaXfxc/WE8gVM5fz/iqtVTOX4+vPmIwxJ9saVHhyerVq/n73/9Ou3btAOjRowcXX3wxP/vZz5g2bdoJHWBKUpKSkyACXHdpV1Nrwl1j+hGNKDzw7PtJy6Cnjyvk7Y/2UXjRWZb4BvqGT5ZVsjOdPDSxBFVVsUsigigQjshkpjs13Ihm2m/A3Jqo/60H+OKDffFVda0BB/+uWZtTKW0pY5RMTsYYYyszY1v8ZKWp/UsXXT9j5eM9Pn4ySMVXGyTX6zYwmXR9OKuxHTa2zUBnzIvNpE4fV8grb5ud+wy3g3AkylP/b6vR9rVrr4+V63bz4B3F1NaH8dWGWLluN+Ov78v4qrXked08cNtAZo8fhCQKiKLAqve+4JV3vjAcIt3hT4YLFVs5oAeCkFPYZK2R70N3rapIYiU2QbF0zScJbIeVZUUARktVZVkRoqSRv8SCvsdWpXgzXbywcju3X9/HIIkZ2Cs/gcRiSmkBjzdCGkwbN4BHfjmYSLSprRBAlURCikp2YxVhbNthJCyT7W6+/atdVuI80VocRQRaxlaXkpMnkiiaiIVAsx+RqMpzr221bI0S0FhHVRmWrfnE0PFX3vmC9Vv3Uz6yDxd0zMJmEzRCLVHA5ZCoC0ZMmFJZGU6Wr9HaI/WEyK69Pvx14QQYg8mjC1i4YhsjLutKutvB1s8PcXm/c/njX/9F5bgisjIdhEPW7WZ6q2TsZ4qiYG9M5MWOyeEwb9ZO1zatM1liA1rxLf4De+VTdm1vAg1hRFHgqF/DiR5W2NGS1CciK6xev6epwi/bzar1X9DzvBzaZbloCMq8+s7nxvGorJCd4UzAMHtx9U4mjOprCTeQ5rIhKwp2m0jpcA2rPt4fnzy6wPSMup/rTFLtne2xriBM6WrblPh9h87AqneDPHXfEEvb1TEvgwfvKMYmidx7ywDSXXYNiy+qmuCT/PURVq7bTdm1veneycuuvT4j2DbnjmIEQFFh0etN6/X0cYUApr9VVOYt2shDE4sT/OK7b+rPoaP11AQSfVCfP8hXB/wm4kWtQt/DwSMavl+G224E1xN8dKUpmf36e7st59F3wTI9Xj+4rcE1tSioF41GkSTJ9JkkSShKytk6WRKOyC2i4P4+abpT8gMSVUjIYD++dDMTR/U1lUGfnZPO3AnF+Pwas+byN3Zx24jePPB0cqy9yrIidn15hB5d2vN1tZ9z8jKorQvzUIwTMq+ihGA4mrT95rEpl5HmsrPo9e2W7IzxwT7LttoWGu3TlVnxdCD4OFljjHWQ9IDZ7PHFIKiWm9A3N35pfLd7Jy/jb+jN/kMBXA4b+w76OTs3nXkVJRyu0dpwDh3VvhvbZlDta2DJqp2NrbUZRqB66+eHgCbnfsnqHQwt7MyuvT6ef22Hdn6eB0VWeX5lk0M1pbQAsXHZ9Xpc+OvCCa0XH+/RHLNYzJ61m75K2JzE4/bpOFFKKoLXYlEU9XvRXasqEqsAbPdOXsZe3SuhXbxq0UaqKgZz2wgFQRAIRqI88/JWJo8uMNnQ2JabiaP6Ujq8B3a7yLyKEmoCYQ7XBFm35WvmTihGEAS+rvabwNwfWfwhj06+DJsqa7a0hQzix2r/evjOwWR7nKZASbbHiU2EQ/62bb9+iOKQsEzmvfL2Z0Zr1KzbB1ETCGnVlsD0/zIz2FpBaCiKyp9X72RoYWfOzctgzzc1fL7vKMV9z8FmE5Bllb//z2dGO1met4lo42ggxD8/+NLki+hJxD3f1HLfLQOYPq6IhlAEr8dF1WKNVEi/Tvx8iyXw0D+TRJEoKrOetSb40vHRTpeE3w9JYpN6sUygnc7KpCYQMpGv6X6krmezbtcYPjUm+S+MNj+dNXTSjRfTv+dZRiLvl6N/xOgru5vW26o7S0wQGC+u3mlU/b381mcGbmlOtptQOMp9f1xHtU/DHvvnB19a2n0r7D1JFJIGFR6uGHzaJqd/iJK47xCNgB7AoZoGS9t14EidYYumlBaw8NXtRqXnHTf0MenlXWP6UVunVUR/XR3g5bc+w+cPsveAn3PzMpj1rFnnHl68iYcmlhgMs8vf2MWt1/UGNDLD2DZ0ncjF63FyVvvENWNGWRFL13xijF2v0J9ZPsiAQwC4+SfdLX10t0tizvhiXmgMOn68x9c0jyzYnU+WtDW4phbd88orr+TOO+9k8uTJdOjQgW+++YY//elPXHnllSd6fClpFIdd4rqpK1r9vZWPjTwBo0nJmSbJ8ByyM5wGZbm/PoLbKZkCeAA3XNHN8rtdOniYWT6INzd+yeX9O1IXihCJatVPj71kBrk+XNNAtseVkPmZUlpAKBKlfZZWzTf++r6Uj9ACbaIE99zc36gGiW0D+66Oy+lYvdTWMkZWcrLG2Bxg9PxpV/DgHcUIglaFIkowrKgTfbvl4nLYaJ/t5ltfvanydEppAefkpuNobDnUq/JskmjS/V17fcxeuIGnpw1h38EAX+2vYc4dxdQEtI3nynW7GX1ldyPA5vMHG1me4bE/b2bUkG6GA7Vk1U6m3twP0Mg6rFovdCe/2qcx5lU1BsftdpGqOwdrrZKiSFRVuGpQF66//AKC4ShejxMhla1vldTUhb4X3W2uikQPgrz90T5uubongYawpW0NRWScDpH9h+pZuW43113alZXrdjPisq5UjiuiarHZmc7yOBCA97b8m+5d2uGvC+NJs9O3Wy5RRcFpl1i25lODMdlfH+Hltz4j2mgHofVzN5mzG5UVMl02XPmZyIqCJIo4JAhFlDZvv36IEgnL5HgcVFUMRlYUIlGVV95uCrbpRCjts1wJG9F4O9W9k5fS4RfSPsuFIAiW1UhPLt8CwC1X98RfH9b0N8NBVoaTYDjCM9OHYrdrFU0+fyiB0KXa10C6y84flm3B5w8a86lD+3QQEqvw7xrTD4ejqTpE30Q6JGhIghl4Tq6HBZVDT5uE3w9N4que9HVWACPIAYkkFls/P8SP+3c0EsQTbujL+q37TfqpH5t048W0z3LjdknghnkVJRr+mSRis2mQGPEV1svWfGIEM+4ao7HaxgaNXQ4bG3Yc5PrLL0halaWv8fnt0rABoWR2Vjk9k9M/ZIndd0Tj9mR//scnCdXJsYRuui7rCZZgOEpmusNUQZqeZufw0QYUBew2gfE39MbtsOF0SCiKdafU0UCIyvnrjc9uG9GHp6cNQVFBEMHjdnC4JkgkqvL0y1uZenM/RFFgWSOck+5PvLN5H//5055cNaiLEQTM9bp55W0zOdEbG/dySd8OxnoTbUzubP38EJXjijjq1/BM9aQlwILKYdhOTbdrmyPZaFFQb/r06TzxxBPcc889HDp0iNzcXK6++mqmTJlyoseXkpSk5CSIaGGYBvbKRwWDOTTP62b2+EEJht8KVD3P60ZVobYuRN9uuYiiwOTfvd2Y5S/C63GZzlcUGheE/pYg/1UVJQiNzogEIIMia/+XJJHx1/fhthG9LR2X06El9fuQtpYxspKTOUbdQYrXEZfTxqGjDaYMZmVZkcEO+8z0oQkBNJ3VSxBUrV1MAFEUUVXVUvf3HgywcMU2Jo8uoC4Ypj4YwZNmZ2hhZ1av38NVg7pQdk0vJEngH+/voed5OZYtbrrEkn3EvjcdJy/Pq5FqAESiKn9a/n9Mvbl/I3i7jFMS6ZTvOePnwImUSNQ68dFa3U1WRXJungdV1YLPQws7G8EQK/06eKSOs9qns3LdboYWdibdZWPs1b2QJKgJhJh048VkpDlId9lM7a9zJxQnJGXyvG4enXQpY6/pmdAS67CLRKJaSiN+7nbv5GXUkG6aTlmwMTbn7EbCckzSRCYigywIbd5+/VBF/71ESWL2wvcSflNRFBBlJWEjCk0QGt07eU069vS0oZas4noA8KOdBxJaz2eUFdEQjnCkVkYUIScrzVLH9lUHjMrAJ5dvYc74YmY8pYHDD+yVz9wJxTSEohw80sCr73zOuGsv4uE7BxOVm4LMkbCMlIT5VxLRkiKnScLvhyayrNBeD0SrKjTa1bJrrcH9z8n18MgvBycQVdWHIqZqoAWvbjWqoARBMCqb8rwa67goCIZfMbBX/v9n70vDoyjTte9aek03SbMkoENAkc2QjAmkI0kYPTByRlkdvpGgBxI1RBIHcJkBAo4BBAI6czzoDCrGMcDMEOY7qIgw50NgHFmUBIiHRTYRAQUChE7SSXqr5ftRXW+quqqD7Evqvi6ui3SqqzpdTz3v8z7LfWNOQSaa/SHEOSUOXWVhzWymQUf4PLlzO1oHt7Ira1aeGzAxrfrZW7E4bUBC5H09dMKDj/71DUl20TSlEvABJFv2NgdRvGQb4l02zH0mk+zf5hdmwtsU1BSrO7SzQQhyoKP4Ok9DQPXzD+e8xAZn5LrBshRJ+skdzrwg8aAqRb16J7rws7SuqusX57kxLOsuNAc4PJeTho5xNgiiiPpGibcyMlYpXVZJEvCRn8nltN6Qrv6bja6p1dzmJ598AgCwWCyYNm0aPv/8c3z99df417/+henTp8Nqtbb2dgMGDNwi0BOSeHpkP01V80xtkyrZAACbqo6jOFf9XqnjbjdeX7kbTrsZf/r7/5JzLFxWiZyhvVTn8Ac5eLx+1Nb7dEn+WyP35XkBFC+AFUUN0frNRmJ6LXErCHzcqM+otJFQSNDYdWl5JYakd0PvRBdomsLz49IwM89NBF/OenwQRRFv/fdeeLx+vLz0CxSUbsSf1+7DjNx0le1PGSuRZMubVIfVrLLpjVUnMadsB+oaA3jp7e3oe1dH0rEV+QzJvDzyWGXk9yYH/y883h+vr9xNruHx+sEqvtPWnhEDPw4mHSL1y7HdSF8rd5FYWQocL3VUdgsTTevZxcw8NxI7O2ExMRj/SF+p6+O/Psecsi/Q6AtBEIA3//4Vznl8eOnt7SSwljpWArqb2pAOCffiimpwnDZJB4BwSZat2RvVr16KOFHk+a/k+zVw7WBiKF0xCxMj3SOG1n9GOsba8NvxA1Q2JkK/wOO0mxDvsmHo/Xfpdm6eveAnghZf7julsTHZ/yrPWd/UYvc79tfgpbe3w2Ezw2k34RcDuwMiwIhi2D/yCAWl7dil2rCBmwMMQ6PWG0Txkq347lQD8YMUpe9jRIgaoaqpOan4586TMLEU2sWY4fH6Mf6RvhraDSCcTGkKquKKHftrULJ0O2rr/eB5Ea+U7SBxwJyyHVi0bCcpCsqQVZo3VR3X+P2pOamo2HCYXG9+WCjDsNHbE3r3ddzQPmAR9lMAiQ9lxLvUytzvr92H6ROk+LRDrE1/jQ93k5kZCsUR1yvOc2NT1XHyc6QNLlxWCbuFVR2/9KM9AETNc5YztBcZqZXfX1peiXN1fiyuqIbVwuBfu0/ixBkvBEGiO1EKwMnvuaOjQ+PvKzYc1hVIvB642cTmWn3uX375ZQwfPvx6fRYDBgzcIOjxyAk6nRlmE6OpSvzq570AiCpuhXYxJkyb0B8UKCxavlNTTZIds3yOhPZ2FOe5Uef1X9VW5lthJPVq4WarGOnhZviMfJRukk5xVox/pC9mhTs6lOM2Hq8fFCgVsbCnwQ9vcwjHfqgj1dPvTntJpV8+r7yRiLRpb3OIbGLljq38UclITHDgdG0T2sWYYLeasLR4CMwmBrOedGP+++rvzRljwsKibPhDnIqYe9YVkgYb0CI2xnJVbDcaZ2eQb+HvenvGEMS7bCq76BBrhdNuUnXeFee6w2PWIhAeMa/zBlE4JgV3dHL86K7qK2vPLQAAIABJREFUaPQLIU4EyzCgGSAUEjBvUqaqk7A1v9oaN6le9zRw432DgYuAF9C5k50IXlEUBZqVXgf0+fdm5rnBMJIoltLGovnFTuEOE4j6Sb/EBAdm5rlRuf80unWJxcrwmFeswwyX04J/bD+mUReVN7rK8/CCoOow0YsJblV+3bYOZdyn7HKvrffpivScr5OEhabmpKJDrA00RYGmgWHZd6tt+Uk3Xp08SGPLgDQ6G61LldZR9Dzr8UEQdcaE21nwzKMpECGitCgbgihx8+p1ZfGCCEoUDRu9DXEx38MCmJXnVnGTK8fDASmxPO7f+yB/VDLoKEKEgiiChhR/RI7Mfv3teUwMT7hE6wwUBISpCGgs/WgPduyvwcTRyZg2fgBeXbGTfDZZXC7y+t27OFFalI3NO0+g710dVHQMxbluNAdChOs33iUp3C4oyoLHG4DdYkIwxGHM4J5YvfmIqqv/ek5o3Uwdsa0m9UTR4NwxYKCtINIxKdux5c6MxRXVmJqTqhqR9fk5FdEpIAXJ08YPgMtpJckGeVwr1mEGy9B4dXI2QiGR8J3VeYN4auS9V3VjdyuMpF4t3AobkJvhM7JRxgxibCaURnTwvbGqmti6LxAinFCCIMLbHMLx0/Xo37czipdsJcIwkecVRTEqb1pJfgZiw7yVqzcfQdmavSgtykZiQrvwCBgHFoAQ5IiqqOp7C3dSxZiYm/q+3w6gaeqq2a5eEKgcP62t9xF+0UMnPNhUdRwTRydj5pJt6kr3skrMKcjEhQYfdn59RhrBpaUci7cpiIykBAxJ70aC9APHzmNGrhsLFZx7LzzeP+oz8d3pBmyqOo4nh/eD1xdEY3MQucPuhcXM/Ci/qvd3tiaWc6N9g4HWQTMUGrxBDYl5R6cZPK/l32MZGpwg4NipeiS0j0FJfgYqNhzGoRMeNPmDuurLtfU+TP/jNiwozNK1SZnaQDlKLnejxrukEXMlD9rMJ91Y+f8Oqv6OeJcNFNWSwnM5rRAhPYORdnczbdgM/Dgo4z7lKOvX39Yi66d3qArQncIjhpN+mQxBBF5+R7KpkvwMMioIhAsX71cSIaxI30rT+iIsLqcFLENpjt9UdRwmlm4ZExbUo9+ydTKQFMf1urLkYrdho7cnIu8rGBoiI4230gwFk4nGzCfdsFtMoGkpRhnQN54k3uJdNjhsZlgTGNC0/hrPhv1g5Mhs70QXJj7aD7X1PsQ6rIAgInfYvVi27mvV+WV/GYKI0Q/cgyHp3cCyNKwWhjxnsQ4LPA2B6A0bEHFP1zhNoVAetx3/SF+s3XIU44b2AQMRrImG02ZGfZPEVb2p6jgmDOsLs4mGEKZNuNlFA68VWt3XCoKAL7/8stXk3sCBA6/6hzJgwMCNh7KrSjlusHzdAYx/pC8hbF3062zdDV67GAtESkRxrhsVnx7UkGLPzHMjzmnGtDdbNqrT/7gNGUkJmF+YBUEUYaJpqePoMh3xzUZieq1xKwR3N/ozmlhas5mcV5gZlSj4zk4O/GP7MQy4t7OGd0y5sdQTPZg98X5QFNAxzobSomyIEHGyxovPdp3Evw3oqjrXjNx0mEw0WIYCH+QQivhiWvvebvR32lZwLb9npa/6586TGP1gDxSOSUGcwwIRQG29X9c+G5oCYBkav8i8K9yxh7DNWZHzUB+VaEZxrhvtHCbVptZhZ2Ex07qKc+1jLYh32fByhFpkpzh9LrMf41db7Z427PimRpCH7ghVaVE2SUIo+RJpmsK5Wp+KR2lGbjosJhqBkIgt1SdRki+pjbIMBZalcPJMI16bMgjtYsyYnjsAi5a1dHvInShSV5P+KHl9U5B07nWKs4ETBYz8WQ8cO9Wgij32HDkLAITrT06Yt6UN4O0KpS9VrssPpHVFkz9EjrNbWTT5OPzhr7s0RblonXd3dnLi9Hkvcob20XSkzp54P+m2ll+LsbEQOEFzfHGeGw6rCSdqvBdNPtwMEw4GbiwiE1Ul+Rk4da4R997dES+9vU1lVwDwaeWJcJGkmeyrZj7pxgLFtMesJ6WJDjA0RFCEV3L15iOYMKwvKArgeJEkuuUYAhBR1xhAfHs7bBYaZz1+jW2u3HBQlSAs+GU/TZfsLMWYuN5kwVmPD1Yzi9dX7kZpUTZYSLHFhfqA6npTxqbi48+P4pnRKQDa1oRWJFpN6gWDQcyaNStqUo+iKGzatOmafDADBgzcWER2VckOMnJUMBqZ9A/nvIh1WLF+27fIHZakkUtfUF6JBUVZyB+VTDhwZPVFQRDBCwKsYbLfy4URDBmIRDDEY9Wnh1RjBgIPnK5tjGLHjXg48y4wDI3iP6mVHZUby8jnwusLIRASVEH+jFw32jnMyBnaGydrvHh+XBpRGl24rApzn8kEF+ZLMdC2oPRV7qQumFu2A2c9PszMc6Nszd6oohn1jUHc0zUWdd6AOlE9KZMk9AB15TuSaLq0KFszelOx4SAmPJKkCY4XV1TjlUmZmgT2j/Wrbal7+nZDNOoCXhB0x55oXtDwOC1cVoWS/IFY9el+jBjUA3PKpLggIykBOUP7kK7/eJcNLz7RH/MmZQEQNdQG0UbJPQ0BIjj03qyH8NKS7XA5rcS2/UEOgRCH9rESL1PO0F6az9hWNoC3K5S+9NAJD9ZuOYp5kzLBMJQqKS35Vqk4HSlGFU2s4odzXtzZyaEi8Zdt5rmcNJUPXbnhoDRKK4q6yfCFz2b/qOTDzTDhYODGIjJRZTWzcCd1IXQxgLrI0q1LLJavk0bKS4uyEGM3gaEpVUHPZmUBhobHq02SdW5vx4kar6ZbtXRZJUmAz554Pxp9nK4N549KJkm9Qyc8WPrBPszISw+rRAMsQ4ERRULHQUG/01WmqeEFAZQoQmRozfVkgSUuvA615Rij1b/PZrMZSTsDBtowaIYCeGhGCw6d8JCN5p2d7Jg+IR2LllepFgWZi+zVyYPA8YIqgSELYJzz+FC2Zi9efKI/GIbCq8tbqvJTc1Jh7xRzRdk3IxgyEAleABkzkEfCaRowmxg8Py6NdKDKiYoQL8BsYhAM8SQBHW1jqX4uHGTDCrQQCy8oykJjc0jVvSI/L/WNAXSMs0HUURPVQ1tRdm4LUCk2CgKm5qRCEER0ctmRPyoZlftP6/rZtVuOosedKRrxl2idTFYzq3mNFwSNWh0APBlFLZLnxfD4+ECYWApmEwNBEBEIB+it2WFb656+HSD7GQbae5eRlACGlsZsWZpGU4gjhYylxUN07cfEUhpexiHp3TSJjz/8dRcKx6QgxIkaaoNNVcc1z8P0Cen4x/ZjhCaBFwSU5A9EMMThXJ0f5Z9Io2OlRVm4s5MT7730EHj+6qhaG7h5IMd9r07OBseLEAQRLE1DBJByT0c8+mBPMDTAsjRS7umIjVUnNUk8WbRC2Vkkr9NPjdT3ixQFlYI9ADw9UiC/jzyeu4Tkg9GN37bBh4Uj5KRxuxgLxCi8o7wgYEF5JTKSEsjrNjOrSgDKHcrBEK9J3L2xqhqlRdmIc1hU15T3b4kJDuSPSkadNwiG0Vet796lHd6aPhjn63z4yz8OIs5pBs+LCIYEMDQFEeH9JWhwoPDex3t1aWpWrD+gHjWP8szEOszkmLYcYxhrlgEDBnRhMjM4H+bPcTmtJMBxOa3IGdoLnTvEoKEpCEEE/r7xkEo8QK6o9050wdMQUI2AKRN+chXmD3/dhedy0jQdIQuKslqX6P4RMIIhA0qwDBXmupGEMZRBxLQJAzD5sfvAMrQk+OIw450P9mDkz3pg+TrJZmX7PXTCgwPHzmvGFmfkpmP9tmP4P4N76gYfgiDqVhoLx6SgvjEIs4lBaXnlRUfA2jJvyO0IWbFxQdjfThjWV9W1NGVsKr47VYcFRVngeBE8L2Jj5XcY+1BvcDodVNE6mfxBtUacFOzqd1vzQrTqeRAP9u+KOWVfkM+q3Py2ZodG9/StBaWfSbmno4q6QO6uK16yVVWMczmtOOvxgY6yuRIEoEOsVfV6ZKcU0JKErtjwtWbDN2JQD/xj+zEUjklB5/YxOHm2EX/feAi/+rnEefr7v+wixz4/Lg2bqo4TbiZ/kANDA/EuO85eaGqzG8DbHXVhf0q6lwsz8UjW3aTYJq/XADT0GR6vH3FOiy4pfzDEX5JvldVAI49n23DywcClwWJiNOtsaVG2rv1QlMThOPah3mRC6u3pg1XHjRncE4srqvH8uDRdv3u+3ocYG4snRyThP/+2S+XfmwIhmFgKHeKs4Dh92/7hnBdzynaQkWAKwMzIdaKdBRClrtgd+2tQ5w1i8mP3oWOcDWdqm8g+URkfREvYuZwWckxbjjGuu1DGH//4R7z55ptYu3YtevXqha+++govv/wyAoEA7rzzTrz22mvo0KEDALT6OwMGDFw5onX6MAyNIA8yktUpzgqbxYS5z2SCpqBSYJyRmw6n3YwTZ7yaanrO0F6aETCl+ED5J1+T1+OcFtVnkxIguOKk3vWE0Tl1Y6D3vdMMhSAvjYzJnUQcL7Xnz3rKjQv1fg0x76vLd4ZHC76SuqA+P4q84f3Q7A+RgF9u9S9bsxcPZ96F9z7eR54Rs0kaa3j0wZ4qoRkZ8S4baFq/stm5QwzKP9mPIendcNbjw8oNB1EwOkWXvB1o27whtxMYhgYPCiG0JHvzRyVrRgLfWCWNvSq5v6ZPSMeW6u8xPLuHxtY2VR3XBLbPj0tDrNOMkvwMMoKT0MEOMwPMnng/ai40k9edMWZ8+JmWJ/KFx/uD4wXymt5nbc0Oje7pWwtKP3OyphEiRDJCxdAUSegBLcW4kvyBaGgKgKYpTbfTC4/3B8NScNpNKuGMaOOO3uYQDp3w4LNdJzGnYCAYmgLHi/jgn0ew55vzeDirO87XS+OTQ9K7ASJIQk/+TK+v3I3Jj92HN1ZVY25BJgSxZVz4YhtAY02/NaG3PnKcSESC5NcWLqvC/MIs1DUG4LSZUfqsVDQ5X+fD8nVfo3DMTxEM8XhNoeQ5PXeAxmZm5KZDEFsSHBlJCXh6ZD8IogiGonT59lxOq0bBdFYbST4YuDTwgqhZZ7/cd0pVVH70gbsxLPtuCIKIgtEp+GTrUXI8L0Al1hLrsEh7LFEk8YDciefx+lHfGESzP6Tp4vv486MY+1Bv8npGUoKGo3pGbjre+WAveU+d1685z+IKaR/Y/Y52sJhYvPmbf8Pp8034yz8kUaOcob2kCS4aGtVfPX9ttzAIhATwlNQFKE09tL0Yo9WkXnV19VW92P79+/HVV1/hjjvuACAlDX/729+itLQUAwYMwJIlS/D73/8epaWlrf7OgAEDV47ITh85CGFZGp6mEEABv/p5L/C8ABGUiix9ythU1HmDOHTCg4XLqjCnIBOrNx/WbACjyZh3bh+DpkALYTGpTiogVzIvJbq5kQG40Tl1Y6D3vc8uuB/BZkHV9RTZSXRnFGLexM5O5I9Kxme7TuLB/l1REmH3K9YfQPcuTkx+7D74AhypMI5/pC9Rz5VJiEsm3o85ikC+OM8NX5CLygU1YlAPrFh/AL0TXRgxqIeqA2ZmnhsdnGYEwyMIaMO8IbcilL7JbKIhhBPOnCDivY/3YvQD95BRl8QEfdsUwiM4Zz0+nPX4sGh5FfJHJQOUVmF5xKAesNtYMjrTyWXDP3eexIB7O6tGv2fmuUHbaYRCgur1Fx7vj5M1jYSPiqIoMBQFmgGCoZbOwGgdVq3ZodE9fetAHnfqnejC+Ef6qoQrXpmUqXvv/UEOxUu2YdGvs7F83QFigxwvgGUpzFIkpqfmpGL5ugPYVHVcVw13+TrJHw5JT0TJ0i9Udjt+WF+cOtuk6mid+4z+Z+oQK/lchqEQw7II8iLOepoBRN8A6q0ts/LciHWayRhZW9ks3gpQ+lgohK9kmg02yqjghQY/pv9xq4rSYMSgHqjzBiHoJFMWLduJl/MzVGOJLEvjr/84gFeeyUSA48FxAuHdk+3m1cnZKruhaUnBVMlzZjLdSmVsA9cLnA5NwOfVp3B/chfML8yCiaXg8QZVRb8ZuenwNoewseoktu/5QSXWUpKfgYykBNAUpVr3p+akwmJm8O6H+5A3/F7NNYekd1NRfciUHSX5A9HoC8LltODvGw8TihoguuiMw26GpyFIEu3K56+90wqziUIwJAA0BZahwfOCblHQzFA4HyGeIe+9KFFsUzHGdfMewWAQc+fORUlJCZGS37t3LywWCwYMGAAAyMnJwf/8z/9c9HcGDBi4cigrmXIS4aW3t+Ob7xuwoLwSdosJgSAPnoemuvnGqmqMGdyT/NzQFIA7qQtWrD+AwjEpeGvaYOSPSsb5OsnBKhHvsuHk2Ua8unwnxgzuSRYSlqXIsXIQxODHdwvLAXjxkm0oKN2E4iXb4GkOgWGuj5uL1jnFtf42A1cIve+9praZvCaPGWjuCy/q2uaJM14iVhDZyffGqmrkDrsXP5xrRCeXHSaWQbzLplKHlo+d/34l6r2SEmNpWBCmYsNB1DUEMGVsqsrWZ+a5wTAgY71651u54SBqvUFi3z+ca9T9/JHJcQM3Hkrf9Ie/7sYP55owY8lWTCzdhJfe3o4Rg3rAZmUxYVhflK3ZixM1+vf2TG0T8buAZBdd4x2ASGHtlqMqW1u75ShCIan77/WVuyGKwOABiRresgXllfAHBdItIr/+n3/bhd+OH4CC0SmwmWgwggDwPIQgT0ZggBZC+cjPatjh7QH5Xuv5JD6KD5V5G+sbg/B4JWXE4iXb4AvwhDdXPsfiimo8/3gahqR3w5bq71FalI3Soiy8+ER/xDkt8Hj9+I+H+xCuU/l9C8orwYVEzeunz+s/O/IoMENRuBD2o0/P+xTFS7bhgjcIFgAriqDCG0dAf22ZX16JY6cabkiMYSA6IuO/H855Ee+ykWR02Zq9CHH69lrfGATQssbLfI85Q3vpJlPOenwwsQxJ6G2qOg67hcUvBnaH1xdEvUK0SD5+fnkleF5U2Vh9UwCz3/0Sc8p2oHjJNswp24HZ735pxIwGNJApMpTIGdoLxX/ahokLNqLJx2vW9oXLqvDog1K80K1LrOr3FRsO48nh/TT+c3FFNRxWMwDAHy5AKxHrMGuehx37a2BiaTjtZni8fuz55rzq93rniXfZEGM16e4tCx5NgclEY9qbW3X9LM8LoHiBPEtBXktp01b3XtdtJVq8eDFGjhyJrl27ktdOnz5NuvYAoH379hAEAXV1da3+zoABA1cOJeGoMmCXOy9EiPj486NwtbPoBjVOuwlAS1DktJvg8frhclphNtPYVHUcf/nHQUzNUScwpoxNxerNR6SuqAQHCsekwOW0wExTKC3KwnsvPYTSoizEXWKHW2SSMn9UMgIhHhyo6xJ0t6a4ZODaQe97V1YGnXYTXE4rZua5UVqURcZeAkFOY5sz89zYVHWcvE/vfraPtWLb/56Cp8GPxRXVmJqTqhvonPW0EGcXL9mGBeWV2LG/BmYTQ5Lf78wYgrkFmYh1msEyDDxePwD9wGlIejdV4FKx4bDu5ze69G4+KH1TZJLZ5bQixPFw2Ezk9dWbj2BGrlvjNys2HCZ+V379zIUmNDRJXZ5la/aieMk2lK3ZixGDeiAY4kjFftWnh1pVL41mvyxEBHkRHEVBZGgihDErT/p8MqG8YYe3J+RxJz2fFAhymgLFlLGpCIak7dTqzUcwbcIAlORnoLQoC13j9TtQPQ1+lK3Zi0GpP0GAk7r8mv0hLF/3NfJHJSOhvV33fSGO17xeseEwiiOenak5qahv9IeLJ5QmgT2/vBK8zrB4tDVdTlq25c3jzYbIBOy2/z2FuQWZeOHxNBLbfvjZEczITdeNR2UoY+AuHR3kOCXiXTZABPG1Yx/qjUCQw7b/PQW7xYSE9naU5A/Ez9O7qs4bGQuGuGj+GCp/a+DWBcPQEBn6R93P1o5lGGhsVzkJxdD6YiwMI/m1SP996IQHviCn+576pgAmDOuLjuHYQXnNdjGWKEUTYHFFNRiG1sQDcQ4LfvMf/TU+2WSi9e2fF8mouvxaa37W2Hu14LrEXdXV1di7dy9+85vfXI/LqdChg+Oy3tepk/Mqf5K2gcv93m7V7/tafu4fY7tXcn2P10/GAJUJDLnzgudFDEnvhjO1+kTS8nFyu/STI/qhcEwKmvzSuMrMPDccdhNomkJpUTbO1/tQ3xgk3UjxLhtMJgY9fhKH2BgL6Cvs7DjraSYJvUgBhJeeykC3zu2u+BqtQfl9yoh32WC1sHA5rQBuXTu/VESz3Wvx9+t9737FiKsgiprx26k5qWgOcFi+7gDmPpNJVGfbO60YN7QPjp1qiMrxdPp8I7J+egfhelq+7gCmjR+ge6wecXZsjAV5w++FP8iBZSks/XAvduyvQUZSAuYUZKLRF4TTZtacTy8oW77uAEqfzQYAmFj6qjxHtxqutk215ncv91qybwLUyWKlr1ISVh864YEvECJjWbL4kMfrJzalHE8cM7gnNlUdV42Drd1yFAWPpqD02Wx8suUoNladxNiHeuvaKROF/5FlaNQ3BjDvzztUvrRrvBPNnEA+H00DC4qyQFHUbWGHt6qflm33an/+uDgRtfU+jY34AjzpEFXa3fDsu8kxHCeS8a6S/AxdO+vksqEkfyA2Vn6Hofd3x6JfZ8PltBBF5qXFQ3Tfpyfk4vH64YgxqUYa4xwWOGwmxDmtqmdRxlmPD7woonPE9xZtTfc2h1TvBUXdsjZzKbjR8W5rUN7X3okuPNi/K15eul3lVzdWnQQAotpNURTK1uxVjQoqY9v6xgA4XtDwQk7NScX5enVH1LxJmXgk6y4iTCAXU+TrRsaCQHT7UooMXI/Y9UbjVn92otluhw4OHD/ToFk/9e6nIIitHuvx+rGl+ntiuz+caySTUHIiWM+WTAyN0qIstG9nVf2+d6ILNjOr+576xiDK1uzF5Mfug8NmIpQgJ2oadWmWpoxNhSBI9vzuh/swYVhfzH0mE6IggqIovL5yNwCgtCgbgRAPs4lBbX0zzpyPIlIUZUw+mp/9MXuvtoLrktSrqqrCt99+iyFDhgAAzpw5g6effhrjx4/HqVOnyHEXLlwARVGIi4tDly5dov7uUlBb2wjhErO1nTo5ce6c95Lecynnvp1xOd/btfy+ryX0PvfVvL8Xs90r/d4Yhibk6LEOCyGtllXA6rwBxDrM+PPH+zVOfGaeG2YzjZL8gfAHOeQN74f/98Ux9O/bGcvXHYDLaYXH64fNyoLnRZjNUsVJFtKQzwGICIV41NU1k668y/67whtTvTGheX/eIRG3X0PuG4ahdQlcxRCPc+e8N72dX2vbvVZ/v973HuewEAJhQRAJ5xLQMmIw+bH74PH6cfp8I1xOK1iawrm6ZsQ6zSgck4I4h0VzXplT77lxUnVf7mDhBQEv52dgbllLQDbzSTd4QSDBhrwZqG2Qrj9lbCqWfrgXQ9K7kc3rsVMNyB+VDEHQbiRiwxXSyA0swiMIHMej1h+K9jXdlpBt6nr43SuyX0XSTJksVvqqyCTy8nUHMGFYX7y+cjdRHL+jowMsQ+PN3zwIm4XFayt24dAJD1ZvPqIpZEzNSQVLU6BpCj9L64pte07js10nNWrNxXluWE36vouhQTYZgNKXZhN+MxnxLhtKi7LA+UNX3Q6vJ1fq9fbTV9t2O3RwXPXPzzA0aIbS2EhCBxtG/qyHJuHBhrtDcob2IsqJgNRFNz13ABoagy0JN6cVr63YBY/Xj+m5A0BTFNrFmCGEid0lziat4MaUsam6Qi7Pj0vD+q3f4uHMu0BRFI6dasAbq77Ci0+koba2EVSUBDZFaeNXvbVFTqQr3wtRvKnX9quBGx3vXhSK+9qaX91YdRJ7vjmPqTmpoEDhqRH98IuB3VGx4TBRt1+75Sjpbq7zBlHwy36qJLHMOSZDPnfkyO3CZVUoyR+IPd+cxyxFLCijQwdHq/Z1vWLXG4kbFRdfj3j3fF1zlPVTez9Fhm71WIah8VBGN9RcaEKcwwKX04qVGw4S/yd3oSo5SYvz3DCZKBQv2YZHH7hbtfbnDO2F9z/Zp5ugW7H+AM56fLBbTTCb2PB0AEX2bydrGpE/KhmxDjMcNjPeWFWNrgkOcv1Zb21HRlIC8ob3g9cXJEVHESJmv/sFxv68J+7+iQsf/POg5vovPZURVibX+uhofvZie6/bDa3Z7nVJ6hUUFKCgoID8PHjwYLz99tu455578Pe//x07d+7EgAEDUFFRgYcffhgA0K9fP/j9ft3fGTBg4OogkhxdDiikLo9k8LwIj9ePFetbyK79QQ4MS8Hn57FoeZXKiX6y9VsA0N1gdnLZsPDZbPCCCFEUVQq6V0NQQh4TCoS0IzlyK/a1dHiGquONAc8LaBdjUnWLvP3BXnRNcKC0KDvqaKHZxGBGrhshjoPZROPMhSYIAtAhzgabxYTSZVWY+aRbt1sqxAt4sH9XTaL71cmDCBE2RQOLlu1Ufa7l6w7ghcfTkD8qmXSsjn7gHtXn6n5HO0AU8Ye/7la99783H25VpdHAzQulYps8rrq4olrVtScXU2Sb8nj9iHNa8NLTGRAUnDEkWGdpMq596ISHjHQntI/B92cbsXzdAbz4RBp+ONeIxDucKH02GzwvwGFjyf/NJgaiKKLJzyHOacbComxwQguReyB0aeO618LHGgJENxbK79/ltKJwTAru6OiAKUxcrhTCkH3ci0+kYdGvs+G0m4n4i9NugiCKqs492ZYn/TIZzQEOAg/87p3tqt8BQH1TQHWddjEWLF+/Hzv216g2mB3jbABEDM/ugYPf1aJXt/ZYUF4pdX/QFMCLYBltglBORAoRjjRyTWdpGv4QR547wwffPFD62Nb8arzLhtkT70cgJKiLG7luxNhNYChg4ugUCBAwcXQyBEGE2cQgNsYCjhNgMtmx9MM9mu6+aKr2JpZC4ZgUXQEMmqZU9kX0isa5AAAgAElEQVTTFCnUKM9hiF/dmmhtLDTyfv6YY5X7tYykBOSPTgZNAfMLsyCKACfwKmVyf4hDMCTivZd+DoiAzcKQmBigiMibLHIROUnltJvw0tvb4XJaUfDLfsRvHjrhQdmavZiZ58aHnx3BoRMeHDrhgdNuQmlRNigaaGgMqkTmivPcoBhIXX+dnQAlKfSCElFalA1fkIPVzKBTnB11dc2XFOsae68W3FA/QdM0Xn31VZSUlCAQCODOO+/Ea6+9dtHfGTBg4MogdT5Q8Id45I9KxurNkmNeXFEtjVEBsLA0mgWeVF/k4HhmnhvexhD+q0JLXJ0/KhnuJGg65WT58sQEJ2gKKH5ru+a9peHrXi5kx85BO7qoDOqvJQxVxxsDUWzpApXh8foxbqhICIYj7UGuMMoBTOGYFDLy8nJ+BmbkpsPM0jCbGEImHO+SVEFjLCbMe2+HxoYlfkirZIcCRUjildcVRJG8FjnKFe+ywWpmEArxuu/9j4f7GIHLLYjIoNNsorGwKBsiWirSysTcnZ0cYGgaSz/agwmPJGFe+RcqWystr8TCZ7NVlXmP1w8Ty5CgO95lw3envShbsxdTc1JxZ6cYmGkaNR4/SltRhZaTZTwAk9UUxZfqP1Ot+djL7baLJkB0peuFgR8H5fd/1uMjPrK0KIuMhWl8nADEOiywmGmVjZXkZ2hEi0rDcUOsw4zX/rJT87vSZ7MBEarr9E50YcKwvjh2qoFsMGfkpmPph3tIoXBqTirqGgOaDSHFi3A5LarOK5fTAiqK3arXdB4xJsbwwTchlD42ml/t3CEGJpbG2Qs+TfxaukyyQ9mWmv2cpmjnjDHBxNKEokOZFK650KzrE2maQogTsWzd1ygYnazxWUr7EkGRhLHyHNcjdjVw9SGLDP2YdfJix3IA/rbhoEpJvKEpoFIjn5qTin/uPKlbcO4YayFrv+yL4102HDrhwRurqomYjPI97328D2c9PuSPSsaiZTtVBRp/kIPDbsJDGYlkvPyBtK5gIYITKM2aXVpeiZL8gYSaKTJeV64pl5OkM/ZeEm5IUm/z5s3k/2lpaVi7dq3uca39zoABA5cHvc4HueX60AkPBEFS6AqAwktvSVWaeZOyIIoieEGEtzmI+PY2lYP3NoewevMRJCZI3BLKRCHQQi4tE5deqy4PnhfARmnFNqrpty+UVXr5ns8rzARAgRcELJqcjdo6P0KcAH+Qwx2dYlDnDSJv+L3wNodQuf80unR0oLQoi3TkFYxOQfGSrZpAhheEqJ1KjrD6l93KgmEoTJswgKg9ys8ZGyY/lquXFRsOkp9n5rkRG2OJWqmkeGnUtq0HLrcilEGnEJTuHMvQmJXnJsT9Hq8f7Rzm8AbRjgmPJMFqaSGT7p3owpjBPUnXE8vSxDdTFPDex/tw6ISHjL40+iT15Y8/P4qJo5PBgyJBff6oZF1VaGWyLDZGO4I+M88NM6N93lrzsVfSbXcp3Q4Grj4iv3/ZBuXOtdkT7yek5vEuG0om3o8LDX5QlCQC8/HnR8n7lQJGMs56JE7fOKe+IBfPi7BbaJQ+mwWOk2KQOm8AHV1WLHw2GxwvgKVpcKKAXwzsjtEP3CMl6tpZYAkn4MwMhSAvgqcoiACcVhaWBCdAUYAoXlJiLnLziDC5vZHku/Eg9yYiBvR4/TCbGPzXymoUPJoMipJsS+lPvc0h3BkfQzjL2sWYMW9SJgRBBC8AGyu/w/Dsu+EPcPhk67cqbjN5XDayI3BGbjoqNhzCnm/OY8rYVIBSFzc8Xj+YcMcroB/HGLHrrYtLuZ8XPZYCfvXzXvA2SUrNXNhmXE4rKbgsrqjG7IkDCa8joFzXs8na3zvRBZahMfcZyb4DQU5SJp+cDZ4HeEEa93XaJRVcufP1rEcS8ZKfGZ4XEd8+BkuLh6h8n0Dpd602B6QCtl73bKS4lpGkuzwYMdEVwNlOImI0YOBWgl7nwxurqkmVkqEpMKAQCCcuXE4rGn0hIj0uO+CCX/bTVInqmwKY/sdtmkRhvEsSDWDC5LDXspPOaMVue4i851YLg9r6QNSOpBm5bnzwzyOkq2NGbjreX9syDi4F4CIJZJSdKIt+nd1q999rK1qeiRce74+pOamgKYqQyE8cnRIOgmhYTBQKRifj6ZH9iJ1ebqXSwK0FeXPniJFGVoRwB19dY4BwQMa7bJg+IR0ZSQmo8wZ1aQ1CFh5LP9iHOKcZecP7oeDRFNR5A6rRlyljU0FRkl3JNhtN3VmZLIscD5PtMBTkL8k+r6Tb7lK6HQxcfSi/fz0Rqll5brw6ORvBkDTOfaa2mXRBybZX5w3i0AlPVPEhVztr1PtsMtFoaA7B4w2ofPisJyU+U/CACBE2lkZiglNtj5y0Oa31BnUTyu1ddpw7573sDaMxGn5zQr1+AufrfBAhIm/4vbCaWTQ0BZCRlIARg3poEgsrNxxEnTeoEzOkEyXRPd+cx8aqkygtysKcsh3kujJNTfcuTnC8iA/+eYSIc7yxqhqvTh4EjzcQ1V6Mdf/2wqXcz4sdy9A0AkFeQ5c0YVhfzHprOwBpXWWjiEzIhWg9Hz5lbCp2HTiDn6V1VY2ky0Ivst92Oa2a90Z298ufVc+XexoCACS6kLVbjpJRYMPOrx4MrewrgNXCYsSLay7pnwEDNxrROh9iHeZwFwYFT3MIHC8i3iUJT8gJPQBEBMNulnjMeie6SJUoGBLI+dZuOYopY1Ox6NfZmFuQiTvjHWDRUpGKd7XIm0dWaa74b+QFqaMpLCJgLBa3P5T3PBQSSXAyZnBPTUfSwmWVGJLeTfFzFfnZ5bQixPHgeaAkPwO9E13kGvEuSbDCbKJRHGHD0yeko/yTfarr/OffdhH1rViHCU+P7AdRlAM2EUE/F9VODRu+fSEnA4qXbMPT8zaieMlWNPlD4HkR899vqabnj0oGx0vcTk+NvFeX1qChUSKi3rG/BiVLtwMiCNepfA4TSwMiYDYxxGblQF0JkixTIJodXop9ttZtdzFcj/XCQHQov389Ear55ZXgeam7n+MFfPjZEeSPSkZpURbyRyVj7ZajGDO4JwAQPsnIe+nzh0DTFF54vD8ykhIwM89N4gaBF1BzoVnjw+e/X4ljpxpQULoJxUu2odYblOKLCHuMllBW65JfHq7luQ1cGWT/ZKGBOKcZwZCUcvAFQrjrjnZ4emQ/jS0vKJfiggnD+iIY4vH8uDQpaeG0YuGyKvC8+nmI9KHyKLgIoOjVzSShJ5+fV3CjKq+ptBdj3b+9cEnrZCvH8ryg8YGLK6rRIbbF/pTUGDJ6J7qwoDALAIV3ZgzBi0/0x9otR1XneWNVNX7u7k5iZvn1hcuq8Mt/60n8ds7QXrrPjNJ+GUbiHdXz85uqjpOfxw3tAxaiYedXGUZcZMBAG0O0inhCezsEXoQvJMDj9eObk3WYkZuOENfS3RGtyiN35Mmjhb0TXRgxqAfmlH2hqqybHWYEQwLa2c2kum9UaQxcbSjHY6N1JEmKXuqf9exbFo/xeP2YkZsOmgVEAO3sJpQ+m40QJ+BCvR+xDjNGP3APhqR3I6PnLqfUgWI1MxABvPR2S/eU0dHRdqGXDFi54SCeHpkctZouby6VtnzWI9EaJLS3oHeiC4dOeFqtyM960o2SifdjzrtfqgQ71KO1FIKgdcfDLhdX0m1ndK/cWER+/5G+1OW0QgQFnqLAUJSm++n5cWmEL8kf5NApziaNNYoiaIpSCWbNK8zE2If6aKYC4hz6o7lWM0v+H63z80oSyhf9bozR8JsaDEMDDI1gc0jT4eSMMeveu84d7eA4UaO0vGL9AfCCCEpseR4YhsK8SZnweAOobwxiU9VxjPxZD5yv8+n6u+spMGTg9kI0XyOG/ZgeNYbLacWTI5KIArls+7/6eS/SPS2fh6GhS6nEMjRefCINJhONUFThrBb75QDMfvdLDW2Ny2lRTaUoKRGMNf3qwfAjBgy0MbCAiscp3mXD7IL7Ud8YIF0icueRxSypfskBil6l/o1V1SjJH4jl6/cT0n/div77lSoxAr22bQMGrgaU7f+RI1+9E13IGdoLsQ6JL2z15iPweP3wNod07VYWjxEEURq/oYCTNV4S9D/6wN14IK0r3v1oL4akd0Osw4znxqVh61ff4967O+B372wno+2RFc6FRdkaPiYDtz8EHZ6yEYN64Idz3qgdUQvKK/HKM5k4fsZLksYyrYH/Aofxj/TF2i1HEeLEqOeY/74ksCGPvZhNDOElk8fBz9e3jIdlJCXg6ZH9QNE0aAqXHXhfKVeUwa9zYyF//wxDa3zphGF9MXPJVpz1+LBk2mCNzb2+crdm3Y9zWgAA097cQhLQYwb3hChANRUg2/3siQN1kyRKkSHl5lItytKKqMsVwhgNv3nBMDTqmkO44PWThB7QsqaX5GttKiMpATEWE4rf26qJcQvHpITvawt3s0dnrLt9rAWCIGqSfeOG9gF7GQJDBtoeGIYGDwqcIICmKbAMBVbQpy2ymBlC52JmWqgxFhRlgeNFvPzOdo3tF45JwZjBPVWCbQClGTmfmpMKj9eHP3/8NXKG9sKdnRwoyc9AxYbDJCEY75LEYERI8WtA0KeteWfGEFgZCpQoggEVlRLBwJXB2EMYMNAGYbOxmD1xIGgKEETAxNCYvfRL1YhtQ1MAdmsMAJFsyKJ1PTX6ghg3tA9i7Ca88sxA2K36x8mVdTLCa2XBMLRRpTFwVWExUSjOc6O0vFLVkaTHrzc1JxWxDjNWrD+A0Q/co2u3HCeAoilwnAiTiVaRvw+4tzMCIU7VYZKRlICC0Sk4Xy8JErja6XeahHgBv3tH3b0XF3flwf3lKo0auPZgGBoiKCz6dTbqG4Oo3H8ajz7YE42+IGKdEgVCtKr8hQY/ytbsJRw4/37/XQAFnPM0Y9eBM5g4OhnNAU7TYa08B8+LYEQBFobW8DvNm5RJfpYTjRfrLv0xtmZ0293akO8xKGD2xPtRc6EZcQ4LHHYzGpqCRBiryR/StTlHmHBdmZymKOAhdyLuvbsD7FYTSssr8fy4NN330zSl6Sp94fH+eH/tfnKcnBxhQKl47jKSEshaEJlQvlIYwgY3Fq35Hg7A/PJK/Hb8AF2bMrEtIi8upxVPjbwXFhOL8/U+3ePv6OgARYkQw/FqtNHrhUXZ8Ic41FxohtXMwsRSyB12L5xWFgIvGvZioFXIyWhl08XUnFR0CnfaKxsvZua58Y5C8Vu5PrNmJmpnndXMonN7C+medsaY0RwI6Y73LijKwjO/TFF1TyunV4pz3ai50IyPPz+KcUP7IM5pJvx7sqCGP8ihrtGPjrE2UGidY9fAlcFI6hkw0MYgMhTOnWtWBchzn8lUVd8jx7bmh/lxXO2sutWi+sYgytbsJR1J8yZlRq2sRx0tM0YRDUTgcpNTgZAAi5ki1UqaojBt/ADEOS2YuWSbJnB58Yn+GJLeLap9n65tIp0myvEFALBZTKhv9OOt1btJMmT0A/egONy9Eu+yYU6B/vNw6nyjJrD5/dSfXfF3ZpC335zQuzczctOxfP1+OO1mPJJ1F7ZUf4+HM++K6j/lzpF5kzJVCbcZuel496O92LG/BhlJCZg4Olm/K4ShIIo0AuHxWqV6nscbIMdH6xZUjjheiq0Z3Xa3JpSbTHmc63+++A4jBvVA6bIq1YiiIIi6Nuewmcl4uJycfn3lbszMc8NuZYkdRxPSOOdphtXCYn5hFkQRYBmpi8Xj9ZNj5ORI5IZxx/4aALgmpOxGsvrGQS/5MSvPjTh5+iNcGHHYTLo29cM5L+KcVkzPHQAKNOob/fjDX3cjf5S+36yt92PmW9uIrTljoggNiSI83oBm3NduZSFoBL1YiCH+R9mLUahrG5CT0ZEx6nM5aYhzmlE4JgVWMwt/kIOJpTHyZz3IKK28PrMMjTpvEBe8fl1b9gc5nLnAqbqnHVEaNgRB1HRPy8m+kzVevP3BHni8fkwZm4qVGw7imdEpmD3xfo2w0fPj0iAHDteSEqGtwxDKMGCgjYHjRU1F5vT5RkJqOmZwT6zdclRFdn3ugg9la/bi9b/txpSxagLUGbluxNhYuJxW0sn33sf7UJyrJjd/4fH+RA79YmSrBgwoxQRkMnRPc0jiybkIeEEETTGYuWQbJi3chILSjfjNG1tQWy8lMWbmuVFalIVXnhkoderFSJ0k/73psMa+p+akomLDYQAtAY23KYjnH0/DlLGpWLisElYzq0qGvL5yt8q+yz/Zh+kT0jXEwfJ5ZZz1+BDirixQN8jbb17o3RtZpOXRB3ti4bIq9L2rI977eJ/GDqeMTcXqzUeI+IUgiMgflYyfp3dF/qhkhDgB+aOS8fpzP8OQ9G5Yt/Vbjc09Py4N/iBHnqm3Vu/B+Ef6EjGY+sYgOb41ddzW/h7D1m4v8KDIJnPM4J74z7/twpD0bro0HJ3C8UCk3ZZ/so+IZcjJablbHwAmP3Yf5hdmolOcVWOzU8am4l+7v0cgyGPWW9tQULoRM/60FT4fh1cnZ2Np8RCUFmW1UHnobBh37K8BL1wb8QFD2ODGQGmXgEK0JZw5sJgYlORnwGyidW2qYsNhlJZXwmY2YdWnB9GlowPPj0tDjI0lPJDy8TNy07F55wlynQXllYBIqQQJ5GNpitLteOLC47VKe3E5rT86oXe5sZCBWwuy/+qd6CJxav6oZHR02TD73S8xp2wHipdsw5yyHZhT9iWCIZ6s4fL6LCcGKzYc1tiy3PW37X9PAWixZ1GErj2L4WOUOOvxobbejzllO0ih5o1V1RiefTcEAGYTq3kGXl+5GxClZ1OmLYi81tWgRGjrMDr1DBhoYxAErZOu2HAYM3LdWLisEp3irBqy62kTBpARlhXrD+CVZySi6zO1TXgnXKmZmpMKQZQClzpvECYTraoqOews4pzmVjeLhkMyIKO1Fv2LLf0MTYHXGT3geEF3/Pb1ldWk2rjrwBnMm5QJb3MI7WLM+P1fdhH+EPlzWM0sPA1+mE2MpsNEz7537K/BuH/vg3mTMkFRFGgKYBiKbGplxLtsMLE0OO7y+5gM8vabF9HujdNuAkO3/H/H/hrUeaWxxp/EO1BzoQkr1h8AAFWXc0ZSAsY+1BsLIzqmNlUdx4hBPWCzMiria5qWSKwjkzH5o5KxoLwSm6qOk/GwaF1TSv4nw9Zuf3A6okPR1vBzHh/ax6rJ1mURrdEP3EPs87NdJ3UFid7+YC/inGbMLcgEzVCAKOK9j/fpJhHny10poqjq/DR47toGuCiiE5wgwm5lcb6+pVsuIykBC4qycC68Vss2CQAWM40Rg3oQ7rF4lw3Fuel4ZVIm6sKceKs+PYQRg3rgZE0jSWIIov4oLSh9nygIl99FcyWxkIFbCwxNISMpQbMHa00o6/WVu8mUFEvT5NmQCspf48Un+sPltEAUgfP1PqxYf0DXnqeMTdWIINKUvj+tbwyqPvdZjw8d42yYuWRrVBoFQRTBoHXaAgNXBuM7NGCgjYFltE7a4/XDFwiREdu6xno8Py4NHC8TtdJw2s2YV5gFE0tBFIBzdT6EOClIlquRkx+7DwCQM7QX5pZ9qVkISvIHgtG5vhF0G4jElSQMWACURarUW80sUfKiQOG/KtRddIsrWpIab6yqRmlRNg5+V4seP3GBoqRnY/KvUnBfr4Tw+BYNHjy++6ERd3aSRGRWbz5CAqJoyRAzy8Dj9aNjrB0Uz4MCrRvYxMZYUOsPRfnLLg5jU3vzItq9kRLIFvL/eJeNjNPIYgQerx/5o5JVyY0h6d1IQk9powWjU3Dwu1p07mAnAi3xLhteUdAsyJCTNPEuG0YM6oGqr89gTkEmAiEO0yekY9HyKk3gbSRQ2g5oxT2WbTOaj4t1mkGDQvcuTjA0jVPnaoigSyeXDYVjUrBi/YGogkSyHz52qgELn83GgWMXkDe8HyhcfC0wmRkEeUn5fEFRFtZt/RYf/utbg7fsNgUdxffQNBAIiZoR7F8M7K4SzJCPt5gZdOkQg3mTMsHQNL46XIPSZVVE3EXGsVMNxD7ljrzI0WtJ0ROEL1UpaMSGRTaAllHas55m4EdwShvFk7YDFsDTI/sRSgKgJYn7XE4aGn0hUjDZVHWcUHJ0jXdg7qSBoBkKDGgVZ6/DZiaiLZX7T2NIejeYWBpTxqbiw8+OIOund4ACQFMSdylNUfA2h7B2y1E8PTJZk+ybPiEdf994iAgcybx5DU0BTZFbhvzMAAZtwbWE4Q8MGGhjECHi+XFpZERQrsh8/W0tHujfFXURfCDTcwfA5+ew4P1KXaGBKWNTSeWTDavjdekQoxuENDQF8NG/vtEQvs4ygm4DEYieMJAqkRYTI40ahJU7ZeUvhqEBhkZDo5bXpn2sutIpByWJCQ6ihHu+3oc74p14/5N9qPMGseDZLHibQiqOvOI8Nxw2BhYzTTpcV6w/gMIxKeia4MTMJ91Y8L6aWLg5EMKfP/4av/mP/mAQPbChr3AEwSBvvznBMDREhtLcm3mFmRBFACIwb1Im/rH9GKaNT8erK6Rkmsfrh9XCYH5hlmpz1zvRhcTOTjw/Lg2uWAt8fl5jo1YLo+ASozUFHVkJukOsDbMnDsQH/zyCjVUnUXOhGb/8t56w2GmUFmVDEEVd9VvD1m5/sAyF3+VngKFomE1SIWLlhoOajd78oiw0NofwcvkXKhv87RNpuCPeCV+QQ6zDAo/XD6fdBJdT3dG3evMROMPqh5LdB3BHvBMNTX7EOrRcpxlJCaq1oDZC9KU4z41RD/QAz4vGhvE2BMtQmJ47AA2NQTIN0s5hBstQCOp06VdsOKxZlxc8m4VzHr9KRKU4z42Jo5LQpaMDpUVZxDYPnfCQ4seUsakAJYLnJBVc0BRAQaPoOWVsKtZuOYrH/70PTAwQ4i+P89YonrQd8LwAiqJ090/tY62kKC3bTYgXkJGUgADHwQQGP9Q1qvZnxXluLF+/n4hpzMhNx6pPDxHu3chO/6k5qSj/5GsyudIcCJHYVhKLAf61+3vkDO2DZn9Iw5vXO9GF1ZuPaPaYEqeeqP47AVjCCe6gIIJmGNTW+4gYjeGzLx1GUs+AgTYCuTooisBH//oGkx+7Dx3jbDhT24QDx2rRv28CfjjrVVUzz3p8aGgMktfyRyVruBLk8a2yNXvRyWUjFc9oBK25w+4FADXhq8ngBjGghl7CoDjPjaUf7UGdN6hJLhfnudEpzorzdX54vH6NHS+uqMYrz7QIVugJtkzNSQXHC/jDX3eRqjwlUiTol89VWl6J0qJsFC/ZCpfTisIxKejcIQaNvhDOXpCCr9JnsyEIInhBRG29D+9+uA8er18KxMOxSmviAZdLjG1UQW8+KDdyD7kTMW9SJjzeAFiWQmMzp1KWm5nnRpzTgmnjB8AZYwZDUxBEYNWnh+BO6oJ4l6QsN/6RvmRk7L1ZD5FkCqC1UXLuJ92YV5iJH842wmE3w2kz4/1P9pGAf2pOKgDg4azuqLnQRPxzQns7YkyMoWrbRqD0PXaGBseJeCVsXxNHJaFgdAp4QUTps9nwNgdx9oIPNKL7yVdX7ITH68e0CQPwXE4aOne069IgyPQd8S5JmKBszV4UjknBnz/erVK/zUhKQM7QPsS2S/IzNP5evjbFCwBDQ2Row0ZvAxAlZgAMRasKd7Mn3g8KFBiG1nTLebx+xDrMKr9KtWKzSr8pJ+fk0fK1W46iYHSyyq/LMXBkbFySPxDL1+/HuKF94LKbLmuU1iietC1E60IVBKkhQ040LyivROGYFIwb2gd2C4sfzjXq+sH8UcnYsb8GZz0Sh6/8s7LTXz5+cUU15j6TiRNnvFi75ShyhyUhb/i98Ac5hHgemypP4IG0rnDYTZpnRx4DXr35iIZ+yWympVhG8XfqJbjlZ01+Xgw/fWkwknoGDLQBKJ1nyj0dSXXG5bQiZ2gvDB6QiOIoXAhKEYBoXDqxDjNm5rnx2gqJfywjKQEzctNVFaCZeW4EQhxMLINZb23TLFgGP4gBJbQJAxpLP9qDHftrMDPPrUkul5ZXYn5hFhaUV0bl9DCZW0Zeo42ATX7sPricViR2doavrc/dwyt4S+aU7SBVz9cUlVRlVVTi6nGDpilQDN1qsHKlCraG0ujNBeVGLjPlTjJa86ffDsacsi80G7x5kzLx7kf7SBfppEWbAQAnaxpRnJsOi5nF7Hdb3ncxG5V/Xvn/DmLsQ31UG+EpY1OJet7iimosmpyNU+eatOqNnWJ0d5CGrd1eiPQ9S6YNRsWGg8gflYzOHe0QeFGV8JiRm45NVcfRvUu/qDYo85e9unwn5k3KBK8j1iWrkCu7/896JM6oQyc8WL5O6hbp3D4GZhNDPgOgjlEir21pxZcauLXQWhLN5bTCF+Q0qptykuDRB3sixInErzrtJnSI6NwH9P3mG6uqMbcgE+frJMG44jx3eNS2Zcw3Wmzc0BTAjv01OHaqgcQy+teMPkprFE/aFlgAs/LcKmXn4jw3Pt3xHfre1RGxDjOeG5eG1ZsPw2pmScwQzQ86Fb5O+XM0m/U0SAWVFx7vD4/XD5qiEOJErFh/ABMeScKcsi8wZ+LAqHvBMYN74tXlOzV7vIXPZoOjKGK/egluJcevsSe8dBjtMQYMtAEonac7qQtWfXoI+aOSkTf8XoQ4kQQxMheCEv4gR17T+328ywan3YxYpwVjBvdEaVEWhqR3g8VEEwXdwjEpcNhNmP7HbbjQ4I8a1BgwoIRSKY4XBOzYXwMgejAiimJUO85ISkCDN4iV4Q1qYoJD9xxWC4sJw6QuqOIl20jXqRLyGDAAolL25Ih+mqrnwmVVyBuehLemD0bhmBS8/cEeTHtzCzzNIdBmJqp6naEqentBuZGTBTEi/w+AKNuaTDQmDOuLsjV7caKmRZm8a4IDoCipO0rxvovZqAypMq8NomVl0rMeX9SEC2eMeTRL/BUAACAASURBVN02YMKdaxxFQWRolR+K9D1mkyQkULZmL86cb9ZVb84flXxRG3zi33tjfmEWGIYCz+snNuIcFkzNaaHzkPn7AODQCQ/mlO0ARQEhXp3EjhaXMDRt+NLbCMp7GRkDjBncEw2NQd1JktxhSYixsTCzFJ75pZQM/DFru4yzHh+8viA6xtmQPyoZFRsOIsiLKr8ezQZl+5Vj3MtV/jRUlm9P6PlinhcQ6zSjcEwKSouyUJI/EJ/vPon+fTujbM1eTP/jVpQs3Y5Hsu6CEI55aZpS7dVkKG0w8udoNtvJZUPps9mwmGgsrqhG8ZJtKFuzFyMG9YDFTOOsxwcqih13jLWhexenrn8/V+dTqTcLrQiHGXvCy4OR1DNgoA1AGXzI6ooLyitRvGQbFpRXgqFpZCQlIMbGYmaemzjreJcN7RxmIou+evMRTM1JVf1+ak4qAiEeTb4gCZbK1uyFPyhg9eYjRH49GJKCkPrGoO5iwNKGOzIQHcpgOFowQoWVumThCqWdPj2yHxaUVxLbVyZLlOdwOS2qjcFXh2tQHPFMFOe5cfC7WjLCW7ZmLzxRktWiCJQs/QJzynYQpTGZDN7THNJN7LVWzTdw60Fpu7wA1f8zkhKkLucpg/DcuDRsqjqO72taeHGUtvzogz1RWl6p8aGt2agSsQ5zq5X8eJctqu0Jxh7ytoDc7VS8ZJtqgyX7ocj7L4ogHc3RiikXGvxRbRCUiP987mfI/OkdUlwQEHDqvL7vPXW+ES6nlfw8NScVqzcfUR0DSElB5fv14hKpm8rwpbcTWkuiOe2mqJ1KFAVJFZQXEeJ4YmPf/uD5UX4z3mVDY3MQFEBiiMgEnV7MMWVsi/3KiTt5lFZ5nKH82TbRmi8OhgTMKduB4iXb0NAUQN+7OmomSxYuq4IgSL7QF+SQ2NmJ4ly1bcmd1Ho/b6o6jhm56Zr9XM2FZpw404DSiCL12i1HQYHCol9nw8TQ+N3TGZprMQyiJq5lxVw5BqajJNXlZ/tiiW4DWhh+xICB2xiEf0QQUZKfgYoNh3WVicCIGDe0DxaUV2J67gDMnjgQLEOBoWnUNwVgNTOYPXEgaJqCiaUw+bH7YDYxcDktaA5IakzFf9qmWgAWLa9SqYXV1ku/kxeSSHJWmgEEY3bLgAJKbiczQ2H2xPtRc6EZDrsZcwsyVXxgM3Ld8Ic4Ilzx2a6TYTumwTAAz6v5SJSKtUo79Dapu6De/L97MPlXKSrBAYuZhtXMYGpOKpat26/qDowcOWBofdJjeWxCb8TAIMa+tXAx/kPlOM2Hnx0hNrp9zw/E78o2+Py4NLSLMalEBD7bdVLq4GMpVaJPtt1VG49gwbNZYRuVPkNtfTPujHcSO4p32YjCbqRdybYrjeIGdI9RqjcauHVxMU6vSN/T6AtpEimRtlHfGIzwk5INHvyuFm9vOYacob3QpUMMnhrZD74Ah4oNh8kzoByTXLH+AJ4amYTC/5MCp80EXhSRM7QX4WWKc1jgC4SwbtsxVQzh8frhclqk8S4d4aTIzyyLbMjqo/IopTHaeHNDaZuRPtAflHov9ezzTG0T5pTtIGv8xEf74d0P92F++U7MyhugWtsFiLj7J3EkXvZ4/SjOc0MQBSC8Usv2IwgC5k3KxHsfS3HI2i1HMW9SJqiwyueFBh/hI0tobyd2JY/SgqIA0RByaatozRcrbd3bHIpakDObGEybMAAcJ+KEx4s4hwVzCzJB0cCpc41Yv+0YfjGwO54a0Q+19X6s33YMQ9K7IXdYEhiawv/ddJjEGlzYBju0swIUBZezZTy9d6ILIwb1UFEvvPB4f8wvykJDYxAxVhNoOaNEgcTqSt/dHOBU4jOgRA1XpDwub3BGXh6uW1KvqKgI33//PWiaht1ux+9+9zv07dsXx44dw4wZM1BXV4e4uDgsWrQI3bt3B4BWf2fAgIHWocfLNTVHUrlVBtSPPnA3KIEifHs0aMLXFO+S5MspCvB4/aBAIc5pgS/A4y//OAiP14/SIimQVi4AgLTgJCY4UJKfgTinFW+v3oN4lw3jhvbBJ1u/VW1al687gBefSDOqDAYIIu03IykB44a28IFlJCXg6ZH98PTIfmDCibtpb2xFyj0dMW9SJkRIiTzWRKGuIajaQD4/Lg2CKMLVzkICeo4X8cE/jxAxAqUtr9p4BD/tFY//z96bh0dRZ/v/76rqNUknaUISQQUUMSKEMSxBCOq9oDgjS3D4jgQViBqiZJQM46gEVECFgMs4OiMgRo1wR6L3ywiy3J8oXEdBDatfFjEyjBIUSELSJJ2kO921/P6orkpXd3UWyNbJeT3PPCPprbr61KnzOZ9zzru+wYsIsxG/VLhQXevBrv2nMeOOJGTckYT6Bj5I8WtRZioMBv0EnbPeq1aMBNo9DcYOHziORZ1XUANYlgV6RVsBhgHrSxAAUAdHx0aZEWGVN0nMRg7rNh/R+MJ9x8/htuFXq/OiFB+859ufMfDKGCTYrSgpdWDDjhPISk9GTJQJ0ZEmlFXWw8CxiLKa8PaO48iYeAN6x5ixMmccvIJcHbVp9w947pEx4BgWkiT5NmlYNHgEVf32TFltkB0vfiAVHGheXneguZleJo7B8nlp4HkRDMuAgVLBbIHVzOG57DE4V1mHop0/INZmwoNThkKUJKxdOAGV1S68uOEAnpg1QhURChQjkoVgTHA1eNVB6s56WWHR4XTD4xXwyt8Pygk6XtDMdlSSK5/tPwNbhFG70WJk0OBVEiOSukEY6EsDRTaU9y3a+b26QdSa+aVE+6NsmoiipJ9EAwOTkUWDIOC57LGormtQ789Tbx2I9dtPAGgcJTBv+jAsuHc4Ss878d2PF3BlQjTMJhbnK+u04ltzUmGPNgMADp44j359YjT2o8ykfnDKUGTfPQwcC3CQVW69goh6N68mBhdnpgJGDkDjHNL4eBsqKpzkV3sQ/huALKC7bhJECWa2cRM7NsqM6CgTlmSNVv3lpt0n4XC60TvGCpZD0BzcvDmpGNA3GlfGR4FjWXgFAe9t/06dJ1lZ7ULf+Egc+dcFfLb/jNp1EihetH67PApBbwb1n98/iHnTh+HqRBtq6jwwSxyeXv0V7DYLHpgyJMh3f/zFKY0oF8cyaoJbFGWBEI5jkD0tmRLdl0iHraFXrVoFm80GAPjss8+waNEifPTRR1iyZAnuvfdepKenY8uWLXj22Wexfv16AGjyMYIgmkZvF+i1osNYkZOGtzYfRVZ6Mq6Mj4BXkNDgkVsS/s+E61VFReU1q9bvxxOzRgKARk5d2Vn38AIKtx3H7EmD1RsAIC8ESstqUbDlKBY/kIonZ48AJIDjGPVGokBVSEQggfY7edy16r+VXUNFcEAp/b8jtR8GXxOn+ftTs0fhw89KNDa9+Z//UhejpWU1auA9f0YKPj94JqiCb/6MFBg4BpAYzXvPn5GCDz4twYRR/VGw5aiq7hhrM6Osqg6CJOJibYPu+23YcaKx7VzQhvU0GDt8kDgGjqoGrNl0BHabBbMnDVaFgPyTGEtXf4NyhwuLMlOx69PTmDCqPwb0sSFz8lAU+lWcLsseiyXrgn3w8nlpKKuqVSuUSkodKNhyFAtmDked26sJxp+aPQpfHDqDyeOuBSOIiDBx6JcYjYGTYlBZ3YD8wq81182OvT/iyL8uqEH85n/+C89lj4XT5UFtvQdGA41G6C6ErgJmITESqmo9WP5u42aCXLl/c5AAQV5mKowGBs+8+ZVmETg/4yaIomy3WenJQQvBFYX7sCInDRedDYi1mbHsrW80rzebONhtFjR4BDicDeqit9whiyEtyx6DBLsVtw2/GgZIYCQJHCRcqPaEFBYKFFzyF9lQ3tdfIZKGtHcd9DanF84ZhYw7kuDhBTAMA0mSwLAM6p18kA1s2/NvNSYFGqvkIUmIiTLituFXY+lbX+Oxe27CXz/8VmsX7+3Dc9lj8ey6r5CXmYpe0WZkTxuGbXtO4bF7bkLvWLkK8M/vH1ITd0Yji6V+Nq3c65eTTfV4QhVaBK6bWJYBY2ThcXnVuOKh9CFB4lWxNjPWbT6CB6YMDRaOe2+fatO5GSmIt1vxwJQh+PP7BzU+/Kk5I7HqvQMhhePmTR+GZQXFISsFE3tFgudFmI0GrPd1rWSlJ6ufox5PgI99regwVuaMA3wJbg4ABCCuFyW6L4cOi9SUhB4A1NbWgmEYVFZW4rvvvsPkyZMBAJMnT8Z3332HqqqqJh8juhcer4D4eFur/2eLtjb/5j2YpnbkLzo9iLQaYDRwWPHuPrAcg4yJ16O6tkH3NYFzxsod8gDijInX43xlHSaM6o+PvziF3IwU32DX0Xhy9khs2n0S5Q4Xlr+7D5AARhDBCBLNFCGaxd9+k/rZ0Tu2cSGqF4CsfG8//mPE1UF/X7V+PyaM6q++r5IQfObNrzBv1W6s2XQEs+4aDLvNgtc/OIzUIX2wYYestLj6yfHISk/G1i9Poc4l6Cp1TRjVX5019eL6A7BHW/Ba0WEsKyjGqvcOIMpqwoYdJ/Bc9lhVMEOpSlHaznW/Pw3GDgt4P2GJ6eMHBfnJFYX7wPuEAZL62THwqmhk3HEDCrYcRXb+LixZ9xWm3DIQSf3sKHfIaol6PpgXRFzROwo79v6IpXPHYF3e7Zg3fRhESdIozSk2P/HmawBGXkhUOj3IW70HHq+IfB2hg7v/Y5AaaD8xayR+PWYAXt14CE+8/iWWFRRj6VvfQKDlaLdAb6ZXXmYq1m0+grMVdWpCD/DZ0nsHwLGsrtp4hS/ZpvzttaLD4BgWv1Q4kWC3hpzBV+GQK/o8HhGP3zcc+TlpyEpPxvrtJ/Di+gPImHg9GJbBa0WNIi7KazmWRX5OmqaSrjkxjEDBJb1jClSIpJl7XQO933ble/thizTBwHFYvGYvXvn7ITR4gu/PKwr3Ie1XfTXvl2C3wu3hUVpWi3p3YxLQwLG6dgFIqr3X1vNYt/kIbkm5Cn/98Nug+GF54T6UVdUHxQjTxw8imyJCFlr4r5uemjMSRTtLUO8SsMLni6ePH4SX/+tg0OuqnR4UHy9TBeL8KXe40DtWrrB+regweF7STbTVu3hZOO4KfXGLK+OjsObJ8egdY9Wdf1dWVYdHVu3GsoKvMe2265DUzx7S75OPbX86dB29ePFi7N27F5IkoaCgAOfOnUNiYiI4Tl7VcByHhIQEnDt3DpIkhXysV69eHXnYRDtjMnKY8viWVr9u6yvpcLbD8XQXDGzwLJkEuxUGTlZW9HjlnfByhwsMGFwRF4kzPvGAwNd4vfqB8BVxkfjLxsPImjYUU24ZqGnbXTBzuOa5SnsPVSERLcG/omT6+EE4X1mH0UMSMWFUf/RLjMKw63rj7v8YBI6VBQc++vxkyOAmJsqk/lsvIfj6B4fV+Y+2CCMcTjdMRg6vFR1WK/jqG7wh39t/AHCty6PuuirPLyl1wOF0o3Cb3P6QOfnGoLZzpS1DmfNE10R44K/gFiqYFX2CGFNuGYjS8051x1153N/+FBGMQB98vrIOVyfa8Nn+M/hs/xmsW3S7r91Xf2ZjTV0DesdYwUNSFxKh1OYUrRb5OSK8vBT0HF6nTZwIHxT/0iBKiLWZsDJnHHhf6+q6zUdQfLwMcyYN0bWPUH7VYjIE/a26rgFFO3/A/BkpqhpjoC0rowfy39un2r0/V8RForJaThgq7Y/KazmOAcMLmkqO5lqKNedBp1Jx9JBEREea1XlPu/afps6BLkKo35YXJKxav19t8RYE/Ri1T1ykZq6oUg361kfHkDn5RvU1oeZFKrdgxU/KCuL7Q/pvvWvCFmEMWZVP9BxC2bKz3oO81XvVttl77kiCwDfac6i4wje6EQz0q6/PV9Zh+vhBsigFA933MHAsVhR+rW70BK39eAm1Lg96x1rwxP0j8dJ/HdBcS/6t7a9uPITH7rkp5LUUqMLL0pzeNqdDY7Tly5cDADZv3owXX3wRubm57f6ZcXFRl/S6+Hhb808iNCgVdx1JZ/9O7fn5LbHdpj6/ulauBAqckcCywGtFh7Fg5nB1AVnn8iDCasSu/aeRNycV+QEDrC9Uu3Sd9IWL8pDqCLMRL23QVou8uvGQRijDbDKgV7SlRd+9s3/X9qK7fq9AQtlua76/KEp4+sHReOGdYtgijNi1vxQz7kjCyvf246k5I3FX2jVYVqBtI+Q4Vk38KTPKdu0/rREIaEoBNMFuRVyMBY/dcxP69I7EgpkpKC2rxYYdJzB9/CDdayA60ox3Pj6u/ttR06B5nPUpeLk9PBxOt2YBm2C3wmI2ICbSjNPna/DCO8Xq93n6wdHof0W0+npCn7a+ppryu3qfVVXj1gy01rMRs4lDVnoyFq/Zi7zM1CZ3sXftP41FD6Squ/RKO61sBgyS+tnhcLpRVlmH//qf71XFxcDPrK71oFe0RZP040Js9CgL1wS7FT+dc6Jgy1G1bayk1KEmU+LtPcN/haufVmw38PhFUQrpXy5Uu1B8vAyAPNNIzz5ESV+AQBEn8P9bda1Hnfk4e9LgkIIYgGz3cTEWLMpM1fhrlmWwfrs8nsBmNak2v3DOKBgNLOz2CM3nOpxu3eOzmA2q0qn/uVDuK+WOxhl7/vcSudXSCgO1nWvojHg31G+rbFAoLd7PZY/V94N1HizLHgOOZVQhjPMX6gBoE3l6wlkL54zCR583qtcCTJNVSKGuCbeHR25GCkwmFjFRWtsNV1/TloT7OWhpvOsfKygoPhNobJtVRLGaiysUW3M1eHXXbRt2nEBuRgpWPTpOVzDIP9GmKIj7rxcXzhmF9TuOq6NBnn9kDPJ9YkQGlsXGnd8Htbb3jrHiL77qw8D3+uDTEvVz589IAccxiOsV/NuHuz10Jp2y8Tpt2jQ8++yzuOKKK1BWVgZBEMBxHARBQHl5Ofr06QNJkkI+1hoqK2shtrLEUxle2pLnEY1cTsXdpdKS36m90LOTtrSJ5my3OTvlGTkw1hOkUG4Uu/afxoKZw3GxtgFfHP4Zs+4aDIvJEDTAOtZmClKsXTBzODb/81+YPyMFXkFoMtDJzUiBJIktvq4683dtL7r692pv272U7x9jMSA/Jw0SgLRf9VXtL8JsxJJ1X2uSyCvf24+Xc29FxsQb1BZDJZg49P15dUZYdKQpZICUm5GCmnoPtu35Nx6YMlSdCRkq6F+UmYqd3/yoJj4WZaZi487v1ffMzUiBkWOxLm8CTEZWVUD1f73kFXDhYr26yFS+zwvvFMszeKhaLySKTXWE3w1lvxzX+LvqBcaLMlMBXgAkCXabBZEWQ8jgOsFuRcbEG2DyiWpERZgQZTVpZu7lZqQgwmzA2n8cRUmpA+t3HA+pIDd3WjIgSern1Xu8yMtMDbo+Pvr8pGYh4F99UrDlqG+odefebzuKjvbTbW27cXFRQccvcWxI/wI0Juwqq134470jNHOXlI3AQPEURbTCvwoqb04qij6V/V9JqQOL13yF0UMSsXxeGiQJ+KXCqSaKlc+1RRixav1+zft+cehntUL63W3H8MSsEWjwiPjo85O45/YkVLi134/jWF1hIckr6P6Wyn1FVh+F7ow98r1aOive1ftt589IQaVvo1lJsjldniDf+8d7R4DjGDVWUF67bc+/Meuuwfj84Bn1NSWlDlV4Q4Jc0bl9z7/x2f4z6nXgdHmaTLAsfiAVvBh8TURajXjl7wfx+H3D4XE1nsOuHhN2BJ11Djoj3mVNhiAb9d/kABrXTYXbvlOfqxdXLJg5HCaTnKiruOhGTJRRV3iorEpWfh49JDFog8U/0eZwuhEVYUT+78dBEORqfSWhB8iCHhcuuoOKRM6U1Wr8udHI4fH7hsNkZDXV4Nv2nMKEUf0x7bbr4Kz3YuuXp5A9bZiuT+np10RzNGW7HZLUq6urQ01NjZqQ2717N2JiYhAXF4fBgwdj27ZtSE9Px7Zt2zB48GC1vbapxwiCaBqOZXQrgzhWrmaymjlkTh6CmroGXNM3BnabBTW1Xmz44gSm3DJQE8A//Ntk7Nj7o5ogdHt4XNE7Ag9MHgqjgQFClH/boy3qrBxStyVai6ISZ+BY9O0dhXKHPJcsVMthqJlhy7LHoLLGhfhYueIosBJq4ZxUuBrkpLfD6cZz2WNRWa1N5PkH/QADUZJQ5/Zg+A2JSB3SB856LyIjjJg87lo1cFm//QT+dP8IGCQJokdAbIi2c4HR/z567WNE10IQRM3vqg1mG39jlmORMfF6vP3xMd3ksC3ShOXz0uDy8Ki86EZslBkXaxuCKqBfK5KrUjIn3wi3h0eszYLesRaN6uPWL09h6q0DYeAYdYbpisJ9+NsH/w9PzB6hUQ01GBj8nwnXq7Mk/VvH+yVGYd70YbDbzGCoFTFsaao91cwyqn2s334C2b8diidnjYQt0iRXN3EMvvp/Z/HF4bN44ZGxqK7zIDbKjIItR3HR6dHEBPZoM+ZMuhE/nq1RbXvGHUn44NMSZExMgsnIweF0A4Dqd9/++FhQQu25h8eif58YfH7wDCaM6g+eF/FLRS2c9R4YdFq2WjvSw1999NyFWvK9XRjtbws4nPJ93mI2YFn2WNTUydVPPC9i/fYTqoCF0cCCZRks/Js2YatsVrz+gSwCEGEx4rF7boLFbJCVw33KuqOHJOKBKUMx9ldXwlHTgPXbT2DBzBSIoqibQI61mcABcLp5Nbni9vAQJBGv/P0gHE43tXT3cDxeQVNoER1pxvodxzXVbsoGX0mpA+u3n8BzD4+Fo8YNg4HFC4+MhcMp3+M3//NfmDPpRuTnjAMYWeyQFyTNus2/PVZJzq3ISUOFwwW3h0dUhBFZ6cl4YPIQMAwDXhSx7qMjmH3XELXV/KLTo6rfBs5V9RfSUD7PwAGiIMe7gJxkkhgJIwZfESQWB4auhbamQ+5ZLpcLubm5cLlcYFkWMTExWLt2LRiGwdKlS7Fw4UKsXr0a0dHRWLVqlfq6ph4jCKJplIHYgcGH2cio1Ux2mwUZE6+HlxcRaTXCYuJQfLxME6w7671gAHWWk8KbeRPgdHnwf3f9gOy7k3V3oF59/1Bj+xYFNMQlIggijBynziUTBEm3zTbUEPSLPuXGFTnjsHt/KdJ+1Rfzpg9Dn7hIlJbV4s1/HNEEViwLfPzFKU0ij2EYsAyDdZuPqGq3gUnsedOHwWjgULjtO9Xu/btn1SQlAAiSujYNrUhJ10w44P+7+gez/r+xAUDf3lG6/jUywoiaWo+mfeaP947AlfFRuvZc5/aqM3gWZaaCASBKIurdXtgijPj1mAFqIs5/UQwGqK33atRN/3jvCAiiqGvPRiOHfok2mu8Y5jTlXwITYhYzB0dNA57xU/lelJmKI/+6AC8v4aUNB7Bg5vDGRaLfpuGqR8fBYuKw8tFx4Hk5aQxWwpF/XcB/jrwaFjOnSXjYIo3q+yiUO1yAJMFq5vDrsQNUERilis/IAV6dOUyhfOvlnBvyvV0D5be1mjjUGQ145e9+Me0DqVg692aUVdUj1mYCwzRW5q16dFzIDpJyhzwTmhdF8IIInhfhqHFj7rRkZKUn4+dypxq/ArJNKJX7S+feHLxx4xEgAog0cuifGA2vIOLshVq89dExOJxuVQyORoj1XDiW1RRa3D7qasy4I0ndBBk9JBGZk4ei1uXBosxU7Np/GqXnnVhRuA9J/ezI/u1QzT0eAKrrGtDgEcCyQN/4SHnDTpLAMQxe3HBAE9cWHy/DQ1OTERdjAcuyECURP5c7YTEZEBNlxrcl5bjn9iTNKAKlkjBU2/kVvSKRn5Mmb+qE2vyTgK1fntLEPHKlXnK7neueSock9Xr37o0PP/xQ97GBAwfiv//7v1v9GEEQTRNq97rBV82kDBj23z1Z5ptLUlLqUG88SrLCnwS7FWcrauHlJTUonzPpRrVlzGY14d1txzRtiZcb0CiDvklco2fCQcJDU4fi6bVf4Y7UfkFttnmZqahzhW6NyZuTCo5jkParK1VBl0WZqbrJDAD47X9eh2m3XQe3h4fT5YG7QYCBY9WkTGC1lRL8OJxutW2xpXYfKgFPi4DwI5SfYjkGRobR9a9L545RE3qAHCz/+f2DIedERViMSOpnV98nP2ccIn0JOD3/qCyKJY4NUjf98/sH8cIjY4PGKyzKTEXvGCsqK2vJBsOc5vyLf0KM90pBNrKicB9W/n4cJEhNCmBU13rwypajmuqNP90/Ai88kgaWlStVauBpPLAQs/qU5EluRgrsNgvKHS5tW2wHnhui6+ARpKBK/BXvyrZ5Td8YNT5QHg8lOqS00DpqGmC1GFThIiWO6B1rgd1m0VSV+o8mWPrWN8jPSYNBkoISyIrPtXAs+iXa8Ph9wyleJQAAJg6a8Rdpv+qLDz4tQVZ6Mq7oHQFRkLBk3VcaW/zikFxIkTHxeqx670CQLfv72j/eOwLxdgueXr3XV9Xn1ny+HNtKyM7fheXzxgKAavujhyQGXT/+la2hfL7JyCEuxhJk40YTB48AuSMADB5KH4qn13xFPradoepygugmhFpMBu5eK61+SguCvwMv3HYsKMBdMHM4jMbGIav+AU7m5BsByDtA2Xcnq4tKk5HFw9OG4aGpYpsENBzHwlHvDQq87RFGCpS6Mf42LQFgfLbbv09MUHCfX7gPuRkpOsOu5dbatf84gidnj4CBa2x11ZuTN39GCt7++BgmjOqvSbysyBkHxvffyiB4pTVCmWGi7IoO6GOTg360zO611VQMIEm0CAhDAv2UEiibTRxq3LyaXPavyMvNSEGDh9fdBWc5RneeVOG2Y6qqndwqKIKRpGYrlUK1YQJAr2gLVvqGYCs+m0RaugetaU/lQ1Q7e312ocxqDCWAUe5oVMUtd7jw8n8dVAWzkvrZMX38IFwZbwEvSGC54ISa//u8VnRYo47bHm2xrW3dJTqPUOrdHq8AxicF6v94qPv71i9PYeGctPjn6QAAIABJREFUVERZjXh67d6gOGJFzjiNTfx0zhk0mkCxw1Bx96VWjhLdF69HQG+bSR1/ATAoPl6G4uNlQRvMii0un5eGO28eEHLkjL+v/fP7B7EiJw0LZg4HwATNR/3jvSNQcVF+j7gYK559szGBN2FUfzicDbqf0S8xCpU17qC5qnJiTgITkNw2mjhccHqCNt1fzr0F7gYBHMvAxDHwCBIEhiGf24ZQUo8gugGtSXoZfAqIeuXUxcfL8PBvh2kGrhZu+w6xNhOWZI1BTV0D7NEWvPr+ITicblU5KcFuBSSAEcQmW9AuFR5QvxvQWD3Q1rv2RNdBz6ZfeGRsSNstd7jAMgwKt3+HrPRkxESZEBdjwUsbDqoVo6d+rkG/RJuaoFaSc/OmD0Nir0j8XF6rBu/TbrtO896iKMJs5NRFaEmpA+cu1Ko7nQpK6xYjiK2ye/85TxUVTloEhCH+fiqpnx1TbhmIp9d+hWXZY1BeVY81m47giVkjsXTuGDjrPYiJMuPV9w+FVFb+6WwN4mMtmraVQPtU5qRCaN5iQrUaKoq3/vcMsr/uRUuTDKEUcCEBL204iNmTBqO8yoUtX/wLS7LGoNblQXWtR6OUrMQFgFbZuaTUgYItR7F8XhpyXtyFBLsV+b9PQ1Z6MvpdYUPp+eDkifJa5Tjaoy2WEjDhARtCvRsMg8pqNxLjIjSPK+MzlmSNQX2DF71sFjhdHkwY1R9v/uMIMiffqBtHiKIEQZJtguNY3Wp+jmXAgaHNZqJVeD2C6mskrtHXhoppq2rceOpve7D6yfEhq079n19Z7Ube6r24+7ZrMfmWa/H8w2MhiBIuOhtgNnFYu+k4gOAEuS3CGLKytbSsVt2UmTd9GK6Mt/kSc/L3CcQjQHfTPT9nHAySBA4MKp0e3euGuDxIr50gugGhkl68znNZDnhqzkjERJnVVkOFBLsVldVuebG58RBWFO6Dw+nGlFsG4vUPDuPVjYdQet4Jh9ON3IwUbNp9Ut2FMXGXll7jOBYSx4JnGEgcq6uA1tSgb6J7EpggyUpPRn0Dj0WZqWorgD9Km62ycOQFEZXVcuJu9JBEvPDIWPS7wgaDgUFeZqr6eofTDZORk2fu+ZJ1CXYreL+gXEl8PPHXL2UhhN+Pw7q8CbimbwwWP9D4Xv5tBUTPw99PTR8/SK0QYVkGFpMBdpsFDAO4PF7wgohzF2rhcLrVihJ/O8rzzdSpuOhGwZajyFu9V2OfSgvZosxUmLiWHZ/Sauj/OfNnyH68qXsG0TPgOBYGjkVuhtYWn5ozEpIEZE6+EVazAb3tFky9dSDW7zgOLy/PY1TsUokLFBS/rPz3wjmj4PHK/y53uCBJQMGWoyg971TfJ9Rrybf2cBgpyE/mZsizm/9SdAg1dR7NvT3BblVj15c2HMCFajlhp9hZqDjC6BfL6vlMxQ5bE3cTRCD+tqXcz/1JsFsRF2NBweLbER1pDLJtPV9bXetBUj87Uof0Qd4be/Hwyl1Y+tbXsJg5RFoNeHDqjcjPSVM3+JL62eWEWrQFu/afDrq+lNl+gBwrx9os+PCzEuSt3oNKpwccF5xGCjXbWq5OpOumPaH7I0F0A5pKegVe5IIoweMR8eGnx0OqMBoMDPJ/Lw+7PnuhVp0VtnDOKMREmfH8w2NRU+9B5uQb4az3omjn98ieltzqqjm9aqynHxyNGItBs9NJw6x7HopNJ/Wza2Y/jh6SiOy7kzWzSZQkiMfLNw7tjTYjwmzE28/cAWetR50VkmC3Ysncm9VWQwPHwlHr1szPkVW8GPXfoebpiB4esVZq3SJk/P2U/867gWXh9vDImHg9Xlx/AHabBbMnDcbViTa18lOpGL0iLhIMGHzyzY+YMKo/4mMteGr2KKxa3zjvbuGcUWAAzJs+DCYjC7GFPjCw1bCptjKiZ6Hcizfu/B6/u/16tVqfZQGWYfGs36yn3IwU/O8BWZk20mLA0rljwDDAhYsuWWjDz5f+6f4RiI2yYO1T4yGIwGf7fsLga3qrjxt8LeYbd34fFI8sfiAVMVEmrMubQL6V0AzcH9AnGr9UOLF+e6P/yi/ch6cfGo3l89LACyLOV9apsesf7x2Bdz4+jhuvsWNFTpq8ecwwePy+EXjl740tin+6fwQYFlA8alPt2aRaT1wOgWNXAufa5mak4KUNB1WhlfgYs9q6a+BYuL287tzH+39zg9omC8g2ufK9/eps9GUFxRg9JBFL5t6sisgpMcnHX5xSO11iosw4fqoCs+8aggcmD4EoyRuSimDiisJ9WJkzLuh7cSEqapWOAirSaD/I7xBEN6BVSS+JUR2+osIYE2VC7xgr1m0+gow7kgAAFpMBfyk6jOnjB6nJuzf/cRR/un8EeN97Ouu92LT7JEpKHci+OxkSx7YquaG3Y/PCO8VBbbU0zLrnwbEM7r7tWtyVdi0Wr2mce1N8vAw/nq1B/u/TNEqKERYDYiJNvplgLMxGBg1eeW5JoI0te+sb5P9enpEniBLW/eOYpsVx/fYTePz+EViXN6HZxAe1bhEK/n5K2XmXZ+MB8b6gttwhD/1fvOYrJPWzY+7dQ1U7liTAZGQhCBI++ue/8dE//w0AaqWqspB98x9HNaqMrRlDoNhrU21ltFHSs1CGmit+8qLTg+njByHCwqB3jBV5q/do/GfgrDsAyM9JwzNvfo2kfnasmJeGiotyFV6k39wyZaG6fvsJ9R7OCBLsEUZZCZEB8nPGQRQlsCzUuUsEAcj+debEG7CicB+eyx6DZQXFmsfLHS6YjRwWr9kLu82ixq5uD48r4iLw4NQhqK714KUNBwHI4gNXJtiwdO4YcBwDSQT+7+4fcM/t12sWx6RaT7QX/vfjqAgjls4dAwPH4JeKWk3CWkmgcRwggQEviIg0G/1UmFms23wEANA71qqbNFPm7wFyHJ1+63V4reiwGpOs335CvibibTCwDNxeHh98dhLljiOapKGC3WaBCAkSw4D1W/MFCoI0dnPJyuVNXjfEZUFJPYLoBrQm6SVKjbsk/iqM7zxzB7KnDYMgSvilwgmTkdfIrwOy45UkKUjy/OCJ83DWtX62SEsrDGmYdc/DbGRx6/CrUVXj1rcRSUK/xGhZXYtlITESFr6xR63mU9Rxn394rO7reUHEw/m7sPrJ8bp2zvMifi6vpcQH0WK0O++NPvlsRR3iYi0wshwS7FZ1wXlVQhTKqupQtPMHTZLu+Ye1qrdKS/kLj6TpLmQFUZJbJ9Fyn0gbJQTQONTc4xV044J1eRN0/WfgrDtltlOszQSGZXyKiPLminLfNrAsWA66iqD+yzkOAAc25Nwluu/3TPz9K8OEmP0I2T7tNov6dy8vQRAlfFp8Wq0yAuSKpXV5E1QfrIyVMRlZMIKkK4DhD/lQoi1xuXksf3cfFswcrnuflyDhl4p6NRGXYLdicWYqYiOMYDkgY+INuOh043xlne614fbw8PKNcavVzGk2szftPqleExIAm8Xgt+ZisW3PKUwfPwi2CCN4QUSE1YBFq/cG+edAQRCOZTXz95q6bojLg2bqEUQ3wD/YWZc3Afk5aSGDX2UQtj+jhySiptaDvNV7kJ3/GdZsOgKWYfDk7JGa+QoL54zC2x8f0+zav/7BYUwady0cTrcaSLV0RgKncyyhdmwEQZSFOCRJFiGgwL5b0+CVkF+4Tx3e68/dt12LunreZ6+7kLd6D2pqvRh2ndzWNWFUf3WXUM/eFRtblJkKk5ENmiMyf0YKeFHUnXVGwQfRFI1+CoiOMOGFR8biyvgouN0C1m0+gidnj8TsSYNRsOUocl7cjTWbjmDWXYOR1M8OQPadHMdgwczhQb7XwOnb8k/nnMhbvReOeq/ujJtQx9nSewbRfVGGmuv5Wbk9lg05v1T577w5qdi0+6S6mZL3RqNfrqxuAOcbZSBBAiNILbqH09wlIhB/pVmDgUXenOAZYwzkeHbWXYPVWaQFW47CWefBtP8YqPpZ5TW/VNRiWUExSkodahWqKAKOei/yVu/12bG+byUfSrQVAhgsf1f2d6Hm64kS1IQeIPvE5T6f6BEkFO38Hom9IlG084fgGb1zUhEdZVJn8CX1s0MCNNfIrLsGY/SQRDWeqHJ6YABgkCSYOODW4Verz//rh9/C3SCEXPN5PQIYQfD5ekEjqEHXTftBST2CCEM4joXD6VbFJTiObXHSi2OZoEHYD00dGhRAv7rxEFxuHlnpyVj16DgsnTsGtkgTio+Xad6v3OFChcOFNZuOYO7dQ/H8w2OQnyMr2jXXE6Y3hPjpB0dT0oRQh+3qJdYmjbs2SF1r5Xv78Lvbr8eizFT0S4xCVnoykvrZ4fLwukk7QA5oGjyiOqdHsdutX56C1WRA5uQbwTDAY/fc1CbBR6AoTEsTMER4ocwnW+hLOv94thorCveh+HgZXG4+KDB//YPDmD8jBUn97EiwW3GmzAmWhep7l2WPxY69P0KC1KZCF7RRQgiiCLvNgkirAQvnBNsW64sXRg9JxKLMVKx6dByee3gsoqNMyM+RRyDYo83InHwjZt81JMgvLy/chx/P1jSZHNE/Lpq7RDSi+FQl0Xbq54so+vR79b792D03IdJqAMexmDstWZ3NCDQmHCocLmRMvB6AslGSiqKdP2g+R67il1qcUCYfSrQFvJ+4RKjN5Hq3N6RPlBVuPZAkWdBiw44T6rWh+GjlMUBuPVfm9ynv8/oHh/Hg1KFqPLG8cB8E3yLOI0hBvv0133imwGNpCXTdtA+0diaIMKNRXCK47LkljtHrFbB++wm17FqUpCB5c0B20AaORcGWb7EoMxXO+gZ4vKJuWbez3gu7zYIGj4C/fvhti49Lr622d2wEKitrL+8kEWGPMmy3pNShBijK7MdQ6lrwKSn6t4Y76zxq0k5pM9j65Sn8eswAlDtc8Hh5VSHP/3V1bnkBoVQAmIwsRI9wyW01eqIw1E7WPQmsMoqKMDWKZnCsru3WujyYPWkwzCYOb310DH+8bzhioiyocNTjLxsPweF0Y+bEJBK6INoUk5HD7EmD1WHpiliL0cDhpQ0H8Ph9w/G/B87gntuTNGIt82ekYOuXpzD11oHweEXkrd6L/Jy0Jmc5KcmRlsyApHllhD96PrX4eJm6yawIaq14dz8WzBwe0g5josxY9eg4RFlNuOgnkKWQYLeCZUECGESHwvr5u5JSBz4/eAbPZY9FdV0Dqms92Ljze2ROHhrSJ3Icg9mTBmP9jkYBxBWF+9Q4EwD++7Mf1Dg4Jsqsa+OSX1Ku3OEC77P5UJssgWMYyD93LlQmQBBhxuW2pbAso84Qy1u9F3UuHud8Mxj8SbBbEW+3Yt70Ydi259/gBQnb9vxbt+pp0+6TmD5+UFAFSkuOK3DHhqVhqQQAo1FWA1MSewVbjsJoYGE0MmrCz58EuxVnL9QG7TyKooSptw7UtBnMnHiDukNfcdGtW6lXXqXdkRQvc0gOtZP1HAID4AizUbXXUK011bUevFZ0GC63PMv09Dknnn3zK7gaBFX9TpnrxAgiOJZBwZZGwQzlfWjYNNEaRFFS79slpQ4sKyjGknVfg2WU2Xcs0n7VV03oAY2+dc6kIYiJMuHDz0oAhLZtZd6e8tqWVHPoVfHT6IOeS1M+FQCmjx+kbsyFskO3h0dZVR14QcTrHxzGx1+cQp6ejYUYc0C+lWgvDJy2gyrtV33x7Lqv8NTf9qhV/oXbjuGp2aM09rrY5xNFQW7NLT5epm6Cr3p0HPJzxsEeYQQHCRkTb1Dj4LIq/TXfuco6tfpOSXADoUcl+Y9hIP/c+dD5J4gwo6XiEqEIHFIaE2XCOx837u74VxFZTRz6Jdpw5e3Xw2Rk8fC0YZAYyTcAVRbUUCpFbBFG2t0k2gzJK6pqYCwDiBJgMDCQvCKMRhYL56Ri5Xvaqrc1m45o3qPc4UJir0hwHPCHjOFgGMDt4REdZVJ36DftPolZdw0OqtTzV/mSdyzFy7Ljy71uifAhsMrI4+VV/7pp90nkZqRohl0r9lbucMFk5LBwTipcDXL184A+NuTnpAUNaqch7URbwAv6Vc+8b6PNYGTRt3eUfiW/gQUYBkf+dQEAsGv/6SDVQ0XtVqGl1RwkjkX405RPVeLYwPZF/3t6bkYK7DYzIixGsGyjWIuJY4JsDIJEvpXoUBhBgt1mxrzpw2AxGRCrU0lXfLwMGXckabpWTJzcGiuIIrLSk7Fp98kgoSNGkiAI0IhXmIxckI0rcUjm5BvVa8bAMRAF/XhjcWYqYmwmrMubQP65i0BrCQC2aCssZu2piI+3ddLREETTXG5bin+wLEqNlXvK7o4twgi3h4ct0gjeI8hVdABE36BTZa/SzLGw2yxqcsTt4S/ruJQhyOWOeqCVSo5E+OA/7LqpQEAQRJg5FpyRgSBKMPo918gxiIowaBJ+FjMXspWGkRj0jY+AxytXOBn9lElLSh3Y+uUpvPDIWIBhwDEM1m0+ol8BdRltBdROFv601HYDA+CLtQ34/77+STPywL+1RtkYSbBbYYsw4bWiw6oSo9HIQtSxD0p6EJeK1o5ZjB6SqJmVq7Z0gUFVtRv17hD3dgYwcaxG5TBQ7dbt5VW/3NrkiCCIYAA10UIJlZ5Lcz41ymrStC9u2HEC86YPw5XxUWBZBpXVLrxW9K1a9WyLNAISIAqSGuP621hcE+qdBNHWCIKISKNcRKH45UCfO3pIIkxGA2KiTHKC2syizOHWTcwp8YR/fOn1CKo/FT28JonorPdiw44TsuBhtDyGwW4zg/G9NmS84RHIP3chKKkHwGI2YMrjW1r9uq2vpLfD0RBE07RFhYYgiDBwLC66vHh/5/fq7royg2H+jBSs++goHrl7GCSO1V00Bjp5k5HF4sxULL+E46J5Yz2D1v7OgYs6+IQmPCLw9JqvggKewOsiNyMFL204CIfTre4qerwiPFCC9jSIoqzK+PbHx1B8vExVcPzxbE2b7tJTZVV4I4pSi2030DeajRxmTrxB89pns0YD0M6AVCr4lITya0WH8dg9N+GvH36r+1mU9CBai54PzvPNXCo+XqbxS8rIALvNElT5tPiBVBiNLKqqGzT3fMXPCqIECRJsFgMlnonLpjmfOnpIoqZK1OF0w26zwGhk8dRf92hihRWF+5CVnoyCLUc1cYFaqQeg0umheJRod/w3WAAGHOfbbOGgWU8pcemygq81Nrlx5/dBYxEU2242vhRkkaRAOzcaGPRLtAX5aoo3uj6U1CPCFo9XaHVFpbuBh7PG1fwTuzBKcPNy7q1wN/CXHCgLYNQbRvbdyRohgc8PnsGEUf3hFUT8UlGLop0/qDuc/oGNv5MXPQJiL7FyJNS8sZYM1CbCh0v5nZWgRxQl8KKcfJszaYhua0L23cN89gf8UuHE+u2NIgLLC/dh3vRhWFZQrAnSeRbIW92YIFQqVhp36dtmIUqVVeFNdV1Dq2xX8Y1mjkWDV8DGnd9rfOyGHScw9daBaitNXIwFL204qKkQVcSK/D/L0MJqQYLQQ88H5xfuQ37OODw0VZvYkAAsmDlcjQkU+42LsQBgcOrnaqzZdETzXqH8LCNJtBAkLgv/eJMXJBz/9wUsn5cGSZLAMAx+OF0VdN/2ePXby5VxMXr2Gh1honiUaHf0NliUcQUOpxtL596MlTnjwPuqRddtPqKJITbu/B4TRvXXVFmXO1whR3YEEjIm5X3ru3b+/kTbQ0k9ImwxGblWV1hufSUdznY6no5EEETE94pEhdt5yYGyv4S65KcaqqiIBc4Y+/zgGTicbkRYDOBCtMe2dCcnsI0tlPouzRvrXrR2rpxe0DN/hqxEq9cOJkly8g8AlhUUB31On7hILMpMxabdJ9UgXe+Yio+X4aGp8kyptlyI0k5n+OLl9ReHgijB3ESijQfgcDZolBoVpt12nTr7pmDx7brt44rIQLnDBTCAo44qmolLJ7QPbvR3rIkLqlRS2rocTjey0pMxoI8Nib0idd/rUtRuCSIU/vGiycjKolWMhP59YrB4zV6NjQYaGqvTxhjoVwPt9YVHxlI8SrQ7PIB/HjqDJVljwLGAIAKf7fsJ08cPworCfVj61jdyck6SIDESptwyMGhdFuWnPgs0jk5gBJFGHPRAOkT91uFwYO7cubjzzjsxZcoUPProo6iqqgIAfPvtt5g6dSruvPNOPPjgg6isrFRf19RjBEE0D+drV+QZBhLHguNYzWOKmpEoQlVe8lcRAxpLumdOvAFHTlYgO38X8lbvhaPeq3m/1hyTo96LvNV71feSAFIb6wGEUtAK9TsLYIJ2zF//4DAEUdIohSk7nCwrJ/UYRv9zSstqUbDlKGbdNRh2m0VNwpDtEc1hNOgrLhtYFhcD/NlFP98oiBKqaz1NqoIm2K0wcmyQEqOiLK78G1Lw9UAKykRraM7fcRyLBkHS9bsZE6/H/Bkp2LX/NLy8FFJBkfdLMLdU7ZYg9PCPF1/5+yE4XV64vQIgMbpxqihKAX4YmD8jpUm/GqjOzFJMQHQAHMfg12MHgPGZFcMAvx47AFfGRwAI8J0h7D3KatTY9uUo0Da1XiTCgw75xRiGQVZWFj755BNs3boVV199NV5++WVIkoQnnngCzz77LD755BOMHDkSL7/8MgA0+RhBEM3DcSzqvAJKy5yorHajtMyJOq+gOmqObZRQ/+ehM0iwR2DZ3DEY0Memu0t5odqFW1Kuwu2jrr6sxaRe+8/bHx/DooAFLcmjdz+UuXL+v/PizFRwHAOeYcCaOIDjwDMMwHHwivrVUaIowWLmMG+63G47b/owxNutOH+hHg5nAyocLiyZe7NuIO+/QFWqqsj2iOaIiTTr2gnHNY4xAAC7zYIqpxsNIiBxLExGFrv2nw5aWOZmyPY4ekginsseCw8vwuXm5TmQ82/Bsuyx2PrlKXXgdW5GCqqc7pAVJATRFMqCDYy+D1b8HWvkwAv61XyJvSKx9ctTmHFHEj76/CSKdv4QYnOlMflByRDicvCPF7N/OxQMgLKqOnhDqDbXuhor8JYX7oMoAlu/PIWs9GRdv/rUnJGwmjnk56RhUWYqRg9JhIFjKCYg2h2WZVHn4rH0ra/xyKrdWPrW16hz8YiKMAHQ+k5RCt3lsnTuGLy5cAJW5KQhLsZySVX7esUWrS3cMJo4SL74XeI4GE1cq4+DuDw6xEfFxsZi9OjR6r9vuukmbNy4EUePHoXZbMbIkSMBABkZGZgwYQLy8/ObfIwgiBbAsXBU1aszbxLsVvzx3hGIiDOCFyVwgoj/PXAGuRkpsJqNahvDkqzRuu0K1bUeFGw5iiVZY/DZ/jOX3I4Qqt0x++5k5OekydtVkkSzorohgTM8FHXEJ/+6B3abBbMnDcZrRY3tBc9lj9W1RaOBRf1FHiajHDRc0zcG5yvr8ZeiQxpbf/GxW+Bu4FFx0QWGATIn3whnvRebdp9E395Rqo3RrDuiOViW0bWTBq+g2qfe6IJFmanInpaMsioXcjNSEBdjRXVtA+w2C56YNQK19V48u+4rTUtNweZjAIDp4wfhoanJ6nzI6eMHkYIy0WoCxxgoiWSny4Paeg+sEQYIjLyxInlFVFW7de3MbOIw+64h+Ojzk/hs/xkAwPrtJ/Dcw2PhqHHDWe/F/x44g99NuB75OWlwe3gk9oogMSDikvEfzdIr2oKzFXVYs0meLaZnoyaDnKBT7vO8IAUJajw0dSiypibDZGThcDbgrx9+qxGN4QCKCYh2x+sVsfK9/ZoCh5Xv7Ud+zjgsyRqt8Z2sr/sk0N7PVtSq8yAfv28EEnpFgGcYcCwDE8fAI0iqDQf+O3BMyOXMkTSaOFxwelShGuVa6m0zkWp0B9LhtZWiKGLjxo0YP348zp07h759+6qP9erVC6Io4uLFi00+RhBE83gFUU2QALKT/vP7B/Hj2Wp1J+Y/R14NA8di5XuNzlxv992/yknZuLnUHfhQ7T+QAEYQkWCPkOdBUADVLREEEYwgz2+SIGHpW9+g3OHC9PGDguz13W3H8NTsURpbXDhnFJx1HvCCCLOJQ+G278ALIv78/sEgW+cFEZU1brAsg9eKDiNv9V4UbDmK2ZMGw2LitIIvvmMi2yNCoWcn/q1aeqMLVhTuw6lfavCXokOIMBthMrHgBRFPr92Lf/9So9vmeP9vbkBJqQMFW44CkLCsoBglpQ5s2n0yqOKPKkiI5ghcsBUfL8Oz676Co6YBRTt/QEWVCwvf2IPs/F3w8gKMRla3Ao9jGSwr+FpN6AGAw+lG6Xkn8lbvxabdJ/GfI6/GM29+hbzVe7Fm0xF4veRLiUuH9RsTIwiSGiPo+cK8zFSs33Eceav3Ytf+01gwczjAANERJrz42Disy5uA7GnJMLMMOEkEL4i6ojEeQaKYgGh3hBCdKF5ewJpNR+TnwNfFwsmiRYE+uWjnD+rrXvn7Qfzkt7674PRg3eajyM7fhXWbj+KC0xOyEq+pedctwSNATegpr5WvpUs/P0Tr6fBY8Pnnn0dERATuv/9+fPrpp+3+eXFxUe3+GUR40VrF3I56r0BaYrtNff65C3XNDrH++ItTeGDKUM3zSkodWL/9BFbkpKG61gOLyQCPl8f08YOwa/9pCKJ8Q3n6wdHoHRuhabVpCaIo4ekHR+OFd4rVHZ3A92rP89qZdNfvFUgo2w38/uWOetX2FDU6f4qPl+Gh9GQ89/BYsD5BlXe3HkPx8TI1qJk9aXBIoRVRlCCKkroTr/z9taLDeGn+rV329+iqx9UVaetz1ZTf1fus6lo3cjNS8FrRYV0b9ldazH9vH5Zlj1EXpqGe3zvWitFDEjHlloFq0rDc4UJJqQMbdpzAvOnDcGW8DRYzh5hIc6t9cGvoibYYrt9Zsd2m/Gzj32T7mz5+ED7+4pSqqmgycbABeHXzMY3S4vrtJ/Cn+0eotq7cuxfOGYUPPi0BAGRMvD5oY2Z54T5OoC03AAAgAElEQVS8nHsr4ntFtv8JuATC9bfuDDoj3i131GP+jBR1lq5iW4ovVERbvLyE9TuOo/h4GZL62THttus0FdBPPzga/a+I1vjKUNcFGKbD7ILsL/zPQUvj3UAqHPWa6rukfnZkTLwejG80Uk2dF0vf/0a14afmjMRj99wEA8ci3m7FSxsOoqTUob5f4Pouv3AfstKTUXy8DBNG9Q9Kuq3w880Op351tsVsgN1mafYchFpvCpKEPq38fcPdHjqTDk3qrVq1CqdPn8batWvBsiz69OmDs2fPqo9XVVWBYRjExsY2+VhrqKysVdUQQ0EG1LOoqGgb/dv4eFvQe7WlLTVnu3qf74/BwDWp+gUAE0b1x7kLtUHPczjdqKnzgPXtzPuXU0dHGlW59MrK2kv6bjEWQ1Brg/JezX2vcKWrf6/2tl3d7881KtM567269vpLuRPLCoqxJGu02koONCbnVuSkqcIYga+tqfPAwLG6wUaDh++Sv0dXt5OuhHKuOsLvhvpdOI6F3WbGvOnDYI+2NKu0yPj+HwB4QdR9/vnKOsydloy3Nh/FPXdcj4VzRqltOg6nGzFRZljNHLxuLyrdXrQXPdEWO/o7t7XtxsVFNelnFRS7jI+1aFQVl2TJo3IcTreqzKw8n2MY1dYtJgPcHh5REUY8PG0YHpoqVzLp+Vp3A48Kd9ezo55o35dKZ8W7EseqM/ECWxCVaubH7xsBUZRUdfH7f3MDXt14SBMrvPBOMVbmjAMEv9KhENcFJKlD7ILsr/POQafEuwEYTRzyMlORX7gvaPyMHO9qN0hWvXcA86YPwzNvfo0V89LgcLo176cn+mLzqeOG2kBUfDPHsViUmapRPF+UmQrJK7To9+E4/fUmxzCt+n3pmmiepmy3w9pvX331VRw7dgxvvPEGTCZ5COTQoUPhdrtx4MABAEBRURF+85vfNPsYQRDNY2SDB2Irw9kVYqJMKNr5Q3Abw5xUuBp4/XJqr3DZ7QjU2kAAWuGMTbtP6rZ8Ke0FFpMhZDWeIEh4ctZIzWufnDUSvWOtiLdbScmOaDcEQUSkkUO/RBuMhuAB64FKiwY/FV2WZZA3J/j5RTt/gCQC2dOSERtlRlSEEUvnjsHap8Zj6dwxiIowQvRSXwvRMvTEgJRYwGwyaFrGLSaDbkywKDMVEiPBYjTgmr7RiIuxoF+iDWaGAQQBBomUxIm2x8CxmHrrQBRsOYqX/+sg/nT/CI1dPn7fCLzz8XF1UxAA4mKsurECH5B4IZEsojPxegT0tpmQnzMOT8waqalyDhXvXhlvw7q8CegbH4nFDzS9vvNP8vlfH/6PK77Zf7b0urwJyM9Jgz3C2OK1mYkD8gKupbzMVJBWRsfSIb7r5MmTWLt2LQYMGICMjAwAwFVXXYU33ngDL774IpYsWYKGhgZceeWVeOmllwDIqjChHiMIonm8HgFxvhuGIIowcCzcHl7d3UmwWxEdaYbD6VbbGGwRRrg9PGyRRnh4QfemciniGAShR6BIhcnIYmXOOPCiPKvMv70gVCVfWVU9/vrht1gy92b8IWM4GAZwe3hEWAxgBBFGQHcHkoa3E22FIIjqMGnFnkURkCDh7Y+PaRRsi3aWqC2MLMOgvsGrVj45673YsOMEHE43WFaeMQoAZo4FZ2QgiBKMNLSdaCV6AkUsBzx+33AwDKPxqc56r25M0ODl8YcX/qn6T2XB5+9DlSQJ+VqireAgIdavOlSSJCyflwYAkKRG/7pr/2m16sl/ZIFCgt0KloXGEEkki+hsvB4BDABRxw/rdq5UOFVhjKVzb1bjZUV0zn99l5eZiqKd3wOA5voI5ZuVOMYAAILUKp/tn6AURBEcy8LEgUQyOpgOWZsPGjQIJSUluo8NHz4cW7dubfVjBEE0j3LDMAAALyDSyCE/ZxwuVLtQXevBpt0/qPNKVhTuUx292cihd6yVlBaJdsc/kBB9AYABgARG016gVPL5z3NaMHM4Crd9h3KHC8ve+sYvoNAG5xS4Ex2FYs8c5Nbc7GnJGgXbklIHzpTVYt70YYi3R+CtzUcw5ZaBartYWwfbBAEE2pAAUfD52YAEiL+fVWKC3IwUvPPxdwCaVkWkJAnR1ng9AqItBlgSozXJAo8gYd2WY5gwqj+m3XYdnPVefHHoDPJzxoHlEBQr5GakwMAxEAOcJ/lWoisQmIjWi3dzM1KwfvsJALIfXvrWN/IoJEkCBGV9l6ZRu5Xjj6Hqv9vTN2vWm4IAaiboeKjghiB6EIIgQmAYPPW3PerfzpTVqsOGFUfvdXthCDFjgXbdiY4gsOrD4XTDbjOrO5M/nXOicNt3aiWfXEUq+gIcbXBOgTvRGagVfAyDZQXF6t9LSh1YVlCMt5++HTMn3oCNO79HVnoyYqJMsNvMsBpZ2uEmOoTm/GxgxTTQdMU++VqirdFLFggMg+LjZeocPYXfjL0GBgTPfrTbzGBoM5roorSFHw70vV4BTf6bfHP3g5J6BNHD4Fj9YcP5OWnyfDvf82jXnehMQtufAI5jUbDlKFWREmFBoM8FlIHschVp9rRkjY1TQo/oKJrys3oV0wD5WqLzCeVTOZbRzDml2JUIB8gPE21BhwllEATRNWjNcGAStCA6k1D2RwOuiXCiKXslH0t0Nk3ZIPlaoivSnF2SXyXCDfLDxOVC9kAQPQyqwCPCHbJhIpwgeyXCFbJdoitCdkn0JMjeiZZAST2C6IHQ3Bsi3CEbJsIJslciXCHbJboiZJdET4LsnWgOar8lCIIgCIIgCIIgCIIgiDCDKvWIHoXHKyA+3tbq17kbeDhrXM0/kSAIgiAIgiAIgiAIogOgpB7RozAZOUx5fEurX7f1lXQ42+F4CIIgCIIgCIIgCIIgLgVqvyUIgiAIgiAIgiAIgiCIMKPbV+qxLNPZh0B0E/RsqT3tqyXv3V3tm75XeBPqe/aU73+50HlqOW19rpp6v574u9B3Dh+U4w7X4+8M6Fy1nM6Od7sjPfV7+xPu54Di3baFztulw0iSJHX2QRAEQRAEQRAEQRAEQRAE0XKo/ZYgCIIgCIIgCIIgCIIgwgxK6hEEQRAEQRAEQRAEQRBEmEFJPYIgCIIgCIIgCIIgCIIIMyipRxAEQRAEQRAEQRAEQRBhBiX1CIIgCIIgCIIgCIIgCCLMoKQeQRAEQRAEQRAEQRAEQYQZlNQjCIIgCIIgCIIgCIIgiDCDknoEQRAEQRAEQRAEQRAEEWZQUo8gCIIgCIIgCIIgCIIgwgxDZx9Ae1NZWQtRlFr1Grs9Ag5HfTsdUftBx92x6B13fLytzd6/OdsN1/PWHPS9Oof2tt2u/v27CnSeWo5yrjrC7/bE34W+c/vT1rYbE2Ptcb/ZpdIT7ftS6ex4tztC9td554Di3a4Jnbfmacp2qVJPB4OB6+xDuCTouDuWzj7uzv789oK+V/ekp3//lkLnqeV05Lnqib8LfefwI9yPvyOhc9Vy6Fy1PXROu+856K7fq72h83Z5UFKPIAiCIAiCIAiCIAiCIMIMSuoRBEEQBEEQBEEQBEEQRJhBST2CIAiCIAiCIAiCIAiCCDMoqUcQBEEQBEEQBEEQBEEQYQYl9QiCIAiCIAiCIAiCIAgizKCkHkEQBEEQBEEQBEEQBEGEGYbOPgAi/OE4FjwAQZTAsQwMAARB7OzDItoYW7QVFnPrXYa7gYezxtUOR0R0B8h/EOEI2S1BdBx0vRFE89B1QrQUspXuByX1iMuC41g46r1YUbgP5Q4XEuxWLMpMhT3CSM6hm2ExGzDl8S2tft3WV9LhbIfjIcIf8h9EOEJ2SxAdB11vBNE8dJ0QLYVspXvSIe23DocDc+fOxZ133okpU6bg0UcfRVVVFQAgKSkJU6ZMQXp6OtLT01FSUqK+bvfu3fj1r3+NO+64A3/4wx/gclG1T1eDB1SnAADlDhdWFO4D37mHRRBEGED+gwhHyG4JouOg640gmoeuE6KlkK10TzokqccwDLKysvDJJ59g69atuPrqq/Hyyy+rjxcVFWHLli3YsmULkpKSAAB1dXV45plnsHbtWnz66aeIjIzE22+/3RGH2+3hOBYSx4JnGEgcC467dDMQREl1CgrlDhcEUbrcwyQIohvi73/IfxDhhGK7ZLdET6Ut48eWQtcb0V2h9RjRUVDs3f3pkKRebGwsRo8erf77pptuwtmzZ5t8zRdffIGhQ4diwIABAICMjAz8z//8T3seZo9AKbnNW70X2fm7kLd6Lxz13ku+kXAsgwS7VfO3BLsVHMu0xeESBNGNCPQ/v1TUkv8gwgJRlFTb/emck+yW6HG0dfzY4s+lOJPohvjfU2g9RrQnFHv3DDpc/VYURWzcuBHjx49X/zZr1iykp6fjlVdegcfjAQCcO3cOffv2VZ/Tt29fnDt3rqMPt9vR1iW3BgCLMlNV56D05dOwRoIgAgn0P0U7f0BuRgr5D6LLU13XoNrupt0nMX8G2S3Rs+isli2KM4nuiP89BaD1GNF+UOzdM+jw3+/5559HREQE7r//fgDA559/jj59+qC2thZPPPEE3njjDSxYsKDNPi8uLuqSXhcfb2uzY+hImjvucke9bsktGOaSv3NsrISXc2+FlxdhNLCIiTSDbWW2v7ue78uhJbYbLuettccZLt+rtXTX7xVISNtlGI3/KSl1YP32E8j//TgAuGT/0d3oKXbSFrT1uQplu/73zpJSBzbsOIGs9GQM6BsNi4nrtnbbE20xXL+zYrvtdfztET+2lLaIM/UI19+6M+jseLe70VXXYx1NuF+DoWy3K32vQFvryrF3Vzpv4UaHJvVWrVqF06dPY+3atWBZuUiwT58+AICoqCj87ne/w7vvvqv+vbi4WH3t2bNn1ee2hsrKWoit7BGPj7ehoiL89DpbdNwciwS7VXNxJ9itgCRd9ndmAPC8gEq3t1Wv607nuy2dUXO229Hn7XK+W2uOM1ztoTm6+vdqb9uNj7cBkhTkfxxONyBJYATxkvxHd6Or20lXQjlXHeF3jRajxnZLSh0o2HIU+Tlp4N3ebmm3PdEWw+m+GkhlZS3i4qLa7/jbMX5sKZcaZ+rRE+37UunseLc7EnhPATp/PdbRdNY12BHxbpfyLTq+uyvG3l3uvHVBmrLdDmu/ffXVV3Hs2DG88cYbMJlMAIDq6mq43W4AAM/z+OSTTzB48GAAwC233IKjR4/ip59+AiCLafzmN7/pqMPttlB5NkEQnQX5HyJciYk0k+0SPRry3wTRdtA9hegoyHf3DDrk9zx58iTWrl2LAQMGICMjAwBw1VVXISsrC88++ywYhgHP80hJSUFubi4AuXLvueeew8MPPwxRFDF48GAsXry4Iw63WyMIIuwRRuTnpEEQJXAsA4Pv7wRBEO0J+R8iXGFZhmyX6NGQ/yaItoPuKURHQb67Z9AhSb1BgwahpKRE97GtW7eGfN3tt9+O22+/vb0Oq8ciCCIY+H58QYLQycdDEETPgfwPEa6Q7RI9HboGCKLtoOuJ6CjI1ro/Ha5+SxAEQRAEQRAEQRAEQRDE5UFJPYIgCIIgCIIgCIIgCIIIMyipRxAEQRAEQRAEQRAEQRBhBiX1CIIgCIIgCIIgCIIgCCLMoKQeQRAEQRAEQRAEQRAEQYQZlNQjCIIgCIIgCIIgCIIgiDCDknoEQRAEQRAEQRAEQRAEEWZQUo8gCIIgCIIgCIIgCIIgwgxK6hEEQRAEQRAEQRAEQRBEmEFJPYIgCIIgCIIgCIIgCIIIMyipRxAEQRAEQRAEQRAEQRBhBiX1CIIgCIIgCIIgCIIgCCLMoKQeQRAEQRAEQRAEQRAEQYQZlNQjCIIgCIIgCIIgCIIgiDCDknoEQRAEQRAEQRAEQRAEEWZQUo8gCIIgCIIgCIIgCIIgwgxK6hEEQRAEQRAEQRAEQRBEmEFJPYIgCIIgCIIgCIIgCIIIMyipRxAEQRAEQRAEQRAEQRD/P3vnHh9Fee//z8zsLZclWXIzqIBYboZQgyQIRG2JYr2BFFuithA1oESF+rMWAihIhYhardaiIp6iPdZ4PJyKqEdToVZABAQsl0rgUAUqNCFhCZtkrzPz+2Myw87uzF6S3U02+b5fL1+S3Z2ZZ575Pt/nO8/zvSQZtKhHEARBEARBEARBEARBEElGQhb17HY7Zs+ejeuvvx633HILHnjgAZw5cwYA8NVXX2HKlCm4/vrrcffdd6O5uVk5LtR3BEEQBEEQBEEQBEEQBNFXSciiHsMwqKysxMcff4yNGzfi4osvxjPPPANRFPHII4/gsccew8cff4yxY8fimWeeAYCQ3xEEQRAEQRAEQRAEQRBEXyYhi3qZmZkYN26c8vfll1+OkydPYv/+/TCbzRg7diwAoLy8HB999BEAhPyOIAiCIAiCIAiCIAiCIPoyhkRfUBAEvPXWW5g0aRJOnTqFAQMGKN/1798fgiDg7NmzIb/LzMyM+HpZWemdamdOjrVTx3U31O7EEs92RyK7ydJv0bYzWe4rWnrrfQWiJ7t95f67CvVT5MS6r0Lp3b74XOiekwdZdpO1/d0B9VXkdLe92xsh+Uv+PiB7N7ZQv3WehC/q/frXv0Zqaip+9rOf4S9/+Uvcr9fc3ApBEKM6JifHitOnHXFqUfygdicWrXbHUhmFk91E91tX7i2adiarPISjp99XvGW3p99/T4H6KXLkvkqE3u2Lz4XuOTHXixXNza3Iykrvc8+ss/RF+e4s3W3v9kZI/rqvD8je7ZlQv4UnlOwmdFFv1apVOHbsGF5++WWwLIv8/HycPHlS+f7MmTNgGAaZmZkhvyMIgiAIgiAIgiAIgiCIvkxCcuoBwHPPPYcDBw7g97//PUwmEwBg1KhRcLlc+PLLLwEAtbW1uOGGG8J+RwTDcSzsDhd8DAORY8FxCXu0BEEQ3QrHsRA5lvQf0ashOSe6E5I/ordCsk0kEySvhBYJ8dQ7cuQIXn75ZQwePBjl5eUAgIsuugi///3v8dRTT2Hp0qVwu9248MIL8fTTTwMAWJbV/Y5Qw3Es7O1erFy3DY12J3JtKVhUUQJbqhE8L3R38wiCIOLGef23k/Qf0WshOSe6E5I/ordCsk0kEySvhB4JWdQbOnQo6uvrNb8bM2YMNm7cGPV3xHl8gDK4AaDR7sTKdTtRUzURTPc2jSAIIq6Q/iP6AiTnRHdC8kf0Vki2iWSC5JXQg/w1ewG8ICqDW6bR7gTfx5LOEgTR9yD9R/QFSM6J7oTkj+itkGwTyQTJK6EHLer1AjiWQa4tRfVZri0FHEtr9gRB9G5I/xF9AZJzojsh+SN6KyTbRDJB8kroQYt6vQADgEUVJcogl+PrE1ramCAIohsg/Uf0BUjOie6E5I/orZBsE8kEySuhB8lAL4DnBdhSjXhm/tVwuX3gWAaGjs8JgiB6M7L+q6maCF4QSf8RvRKSc6I7Ifkjeisk20QyQfJK6EGLer0EnheQ0z8Np10OgBfBd3eDCIIgEgTPC2DQMaGR/iN6KSTnRHdC8kf0Vki2iWSC5JXQgsJvCYIgCIIgCIIgCIIgCCLJoEU9giAIgiAIgiAIgiAIgkgyaFGPIAiCIAiCIAiCIAiCIJIMWtQjQsJxLESOhY9hIHIsOI5EhiAIojOQPiVCQfJBEF2HxhHhD8kDQYSHxknyQ4UyCF04joW93YuV63ai0e5UymbbUo1UZYcgCCIKSJ8SoSD5IIiuQ+OI8IfkgSDCQ+Okd0DLsIQuPkAZ4ADQaHdi5bqd8HVvswiCIJIO0qdEKEg+CKLr0Dgi/CF5IIjw0DjpHZCnHgGOY+EDwAsiOJaBAVK5bF4QlQEu02h3ghdEEhyCIAjo689ASJ8SoYinfEQqowQRLT1NtkjPEv7wggib1YLKqYWwphrhaPdi/eYjJA8E4YeW3rRZLRAB8AzTI3Q7ER7SaX2cUC63IoBcW4pqoOfaUsCxDMCL3ddogiCIHkA0IQscy5A+JXSJl3xQWA0RL3qibJGeJfwxGVnMvGkknq/dq8jo/PIimIwsBA/f3c0jiB5BoN4cPtCGmTeNxKLV23qMbifCQ+G3fZxQLrcGAIsqSpBrSwEAZVDTSjBBEER0IQukT4lQxEs+KKyGiBc9UbZIzxL+CDyUBT1AktHna/dCoPU8glAI1Jvlk4cFjZvu1u1EeGie6+OEClVgRBG2VCNqqiaGDK3oaeEXBEEQiSCaUC+eFyLSp3qQnu3ddEY+IpEJCkck4kWsZSsWOq6repboXfgEQVNGfYLQI/UfzfOEHvGUjUC9CYDshiSEnk0fJ1yoAs8LYNAhKLyIwM2tnhh+QRAEkQiiDfUKp091r0N6tk8QjXxEKhMUjkjEi1jKVix1XGf1LNH7SCb9R/M8oUciZMNfb4ocmzTjhjgPhd/2cboaqtATwy8IgiASQaJCvUjPEoFEKhMUjkjEi1jKFuk4Ih4kk/6jMUDokWjZSKZxQ5yHnk8fp6uhChTaQxBEXyVRoV6kZ4lAIpUJCkck4kUsZYt0HBEPkkn/0Rgg9Ei0bCTTuCHOQ556hORyywswiCIYXohq0Mqu7f4oLroEQRC9nK7oz0ghPUsEEo1MJEJGib5JrGSLdBwRL5JF/9EYIPToDtlIlnFDnCdhi3qrVq3CpEmTMHz4cBw+fFj5fNKkSfjRj36EqVOnYurUqdiyZYvy3VdffYUpU6bg+uuvx913343m5uZENZeIEHLRJQiCiC+kZ4lASCaI3gTJM9HXoTFA6EGyQURCwuShrKwMM2fOxJ133hn03QsvvIBhw4apPhNFEY888ghqamowduxYrF69Gs888wxqamoS1WQC4avtdKeLrtw2jmPA8wAvCOBYFiYO8HooNTJBEImlK9XJ5GMb7e0Ax6qODadnu6tiHlXqiy3R9Gc8516jiYOHB041tYHjuLBzKskB0VViKc+B8mjiGHh4MehvLV0b7blJ1pOXUM8yns9Zb64PNQZI7vo2yRAOG0pGZZtC7z09lP1LRE7CFvXGjh0b1e/3798Ps9msHFdeXo6ysjJa1EsgkVbb6Y5KY3Lb/rbnBK4qughPvr5LaWN1RQmyrSZa2CMIImF0pTpZJMfq6dnuqphHlfpiS2f6Mx5zr9HEocnhQY1fO0LNqSQHRKyIhTxryWN1RQlq6w5hx8EGjCvIQ/nkESr5jqWeJpKDUM8SQNyeczgZ0hoDJHcE0LOreoeSUZZjQtoUJN+xo0fk1PvlL3+JW265BcuWLcO5c+cAAKdOncKAAQOU3/Tv3x+CIODs2bPd1cw+R0+uxCS37dqSwcqCHiC1sWbdTtB6HkEQiaQr+rK7ju0KPXl+SEZ6Sn96eCjGt9yOUHNqT2k3QQDa8lizbifKigcBAMqKBwXJd0/XtUTsCfUs4/mcO3NukjuipxNKRsPZFCTfsaPbw7HffPNN5Ofnw+PxYMWKFVi+fDmeeeaZmJ0/Kyu9U8fl5Fhj1oZE0tl2C4KIljY3vD4BRgOLjDQzmlqcmtV2wDAx759oz9dob0ej3QmOhXZFIFFEfgKeYTzlJBLZ7ez1PV4eJiPXqWM7Q7TtTNbxF47eel+B6Mlub75/WSepP4tMX3bXsV2hu64bSKyvFUrv9oT+1Jqr2Rgmyz7V1BbVnNpT5CCWJGu7ZdlNZPvjLY/RoieP1g4PLGuqMel0bU+hu+3dWKL3LAUREEWgcmoh1m8+gvrjduW7WDznzshQb5e7ZL+HZLF346mrQ8koz+tU7u2wKXq7fCeSbl/Uy8/PBwCYTCbccccdmDt3rvL5yZMnld+dOXMGDMMgMzMzqvM3N7dCEMSojsnJseL0aUdUx/QEOttuPdfXfqkm5NpSVIMt15YCiGJM+6dT7eZY5NpSwAvQbCPHMHF/hlrtjqUCCie7XZHTnBwrbnl4Q1THbPzN1E5dC0BU7UzW8ReOnn5f8Zbdnn7/XaZDJ3VKX3bhWIbjNI9lxOjGXdR05X5jhCxTidC7cZffCPozEWEqnI486c6pPUAOYkmi9VSsZTcrKz1h7e+RYVM68uho9wIAHO3ebtHTyU5327sxR+dZ/qvRgcfX7kCuLQXzZhThjx9+jfrj9tg9587IUC+Wu+6yC/uavRt3XR1CRuXKvbo2RS+W73gQSna7Nfy2vb0dDof0wERRxIcffoiRI0cCAEaNGgWXy4Uvv/wSAFBbW4sbbrih29qazHAcC5Fj4WMYiBwLjlM/dj3XV5brudV25EpAn+z8FgtnFavaWF1RAlPinNAIguhD6OnTrlQn68qxLAfMLy9SHTu/vAhsnHUgVWOLLQYAiwP6c3FAfyYiTMXEAdUB7Qg1p5Ic9F16UtiUrJfBBMtjdUUJNu06BgDYtOtYkHwnQk8TPYNQcjK/vAi1dYcBSLL8wtt7MX3S0Jg+587IEMkd0Rn8bVUfmLjq6lAyGs6mIPmOHYwoignZGnniiSdQV1eHpqYm2Gw2ZGZm4uWXX8aDDz4InuchCAIuvfRSLFmyBLm5uQCAPXv2YOnSpXC73bjwwgvx9NNPIzs7O6rr9nVPvUhW530Mgzk1m4LOt6a6DGaWiXvFpa54GKqr38qVzRJT/ba7dy67w1Mv2mPk48hTr+ffV1/buewM4fRpLKrfgmEAUYz4WB/D4Ddv7sH0SUNhTTXC0e7F+s1H8PCdY2CI8/Te3RX5epOnHsexaPPyaDjTDovJAJfHh7z+qUgzchHN1bF81kqlOlEEx4SfU7tbDmIJeepFTqLkMRyBenlcQR7umTIKDBiwLHSr30ara+Vr9RZZj4butndjQSg5YVjg6T/uVsJtZdZUl8Wt+m008tdb5Y489eJDoKyveqAUC17cGvS7WOrqWFS/7YxO7muEkt2ELYQuWbIES5YsCfr83Xff1T1mzJgx2LhxYzyb1evR20mtqZoIOZJe1zWWZXp0tR25bQIPvzYC3p7USIIgeg3h9GlX9KV8rGwMRnosxzKwO1xYufOsrlAAACAASURBVG6n8pmsv8HH9yWpJ88PyYYPwLJXvwiahyOdq2P5rL0eHgyA/A5ZDDenkhz0TRIlj+EI1Ms7Djbgm5PnpLHDC/CqbERR+TtaXQuQrCczoeQEAOwOl+r3siwzvBDT59yZuZ7kjoiGQFlvafXEXVeHklHZppC+44Nsis7av4SaHlH9lugcgWFgWrtcvKCToNLvt+T6ShAEEZ5I9Kk/4VIfxALS38mNLCO8IKJyaiGGD7Qp39FcTfRkDACWzb4SSyvHoaZqIpZWjsOy2VcmXB6j1ctE3ySUnMRCtyZivieSi+6SiUBZX7/5CObNKCLboZdDzzNJ0QoDW3L3OGRYDCqX1Uh2UnlegC3ViJqqib3OtZsgCCJWROOZkqgk8qS/kxctGQlMzk5zNdGT8XoFvLR+nyK/iytKAGNikxr3FI9BomcTLiqpK7q1RxaNIbqV7pSJQFmvP27Hxi1HUVNV2hECS7ZDb4S2EZIUrTCwJ/5jR1DSy0h3n3heAMMLMIii5GpOA50gCEJFNLv5iUwiT/o7OdGSkXDJ2elZEz0FH4AVAfK7ohsKZZAHKxEJ4eSkK7q1JxWNIXoG3SkTWrJ+++QRMEAk26EXE3bOczqdeOmll3D48GEUFBTg3nvvhclkSkTbiBDou5EDZo5VBmu8dvblpJaCIIJlWYARARG08k8E4fHyUSelzcmxwuX2wXHOGf7HBBFH/JP/igCyM8x+u53BCX9lwoX6EH0Xf5nSkpHB+VbUVE3UnE87kzC9tyZZJ7qXeOu4SOWW5wVkWU0R6eVYXZPoeYR7dvH0dA43FrQKBRC9m+60ATsj64EyajYycHsF0oVJRFi5Wr58OQ4cOICrrroKH3/8Mc6ePYtHH300EW0jQqDnRv7daQdsVovKvTfWCVb1QoY2bjmK2yePIHdzQoXJyHW6am5y10olkh2tannlk0egJoJwCgPLaupoA8sCPKUB7qv4y1Tl1ELdcDCt5OydCeehsDAiXsQz7DUaueU4Fs0OT5dlnMZK8hLps4tXwYlQY8HIsWhyeFR2Q3VFCdLTLDG6OtET6e60ANHIutHEacpobd0h7DjYQLowSQgbfrtlyxa89tpr+NWvfoVXX30Vf/3rXxPRLiIMWq6182YUobbucNzde/VChsqKB3WLu7nRxEHkuI5EpByMtAVGEEQMCNR1ZcWDFKMHCB1OwXLA/HJ1YuL55UVgu0E9kY7sOfjLVLTJqzsTzhPpMSQjRLTEM+w1GlmPVZhbLM5D46h76O7w11BjwcNDsRuuLb4YSyvHI8XE4YzDRfLRi0mmtAD+MgpI46dm3U6UFQ9S/o7XePLXmaft7TQmukBY2Wpvb0dubi4AID8/H62trXFvFBEe2bV2ZdVEnLY74Wj3Ksm1AUTk3tvZMAM9l2JrqjEhrsX+7baYOTS1uIN2F3IzLXB5hC6HYhAE0XcI1IlgoNJ1so7zR0/nebwC3vjga1ROLYQ11QhHuxdvfPA1Hr5zTMz1YyhdrrcDm201xVUnUhibNv7zZ/1xO/74oSQjg/Ot4fuJgUqe1m8+gvrj9pBzbqgQoJSOcBuOg6aMiKxUuY+eHaFF94QzAmAY1bViFeYWyXlC6TWTxYDTGvYo6dr4k8hQR73+9h8LFjMHr1eEu6MowejvZQMAbpx4CR5fu10lHzkZZnhclH2vt5FMha14QdAcP7Z+ZiyqKFFsDjCxuZ7JYoDbK+raHvHWmb2VsLqO53l88cUXEEXJVdTn86n+BoDx48fHr4WELjwvgOFYPPfWnqjde7sSZmAyslhaOQ7pqSakmo3weH042+qGIIpxdy0ObPfqX03S3F1YWTURi1ZvIyVBEERE6OnEcQV52HGwAQDgaPdqhlOYjCx4XlQZbiIAu8OFlet2qn6rpx/lF4VGezsQxUJKOF2utwNbU1UaK/ss6jb1ZbSq0q3dsB81VRM1Q26V4zgW9jYv1m7Yr4SC/+L2MWh3ecGxLDiI4Hkh6IXTxGmHAPlviC2tHK8pI0srx+Pxtdvp2RG6JDqc8bvTDjy+dodKp4gd34WzgzmOhcgx8PEiBEHEmXMucH45qMOFy4XSawDg8gqka7uJRIU6avX3stlXwmI0KAt4qWZOWdy1WS0onzwMt5UNg4FjlPcSQP2+YvSTQ6L3EC/9GEs4joUIBqseKEVLq0fZLMy1pSA9xYT/3nQYZcWDkJFuAs9Lm4FdeZf23/zQsz3iqTN7M2HDb7OysrBo0SIsXrwYixcvRmZmpurvJUuWJKKdhA6dde/trKs6x7FocXjw0vp9eOSFLXh87Xa0uXz4aPu34FgWy2ZfGVcvvcB2swGeNID0t48Xg5QErecRBKGHnk68Z8ooRb9u2nVM8gT207fLZl+JFocH1au3YU7NJlSv3gZ7uxcmjolYN8svCtWrt+GeJ/6inIPjwheoD6fL9XZgeSF+OV26OxSqJxOLOXv4QBtuuepSLF3zOR5+/jNUr94Ke7sXRhOnyJEsiy0OD5bNvjLoel6vqBjTHKs9j8qf07MjEo3WOJlfLqWYAdRyGcmY4jgWbV4e351uw6KO8fHIC5/hrJ+eDXeeUHrNB8Dn09O18VusIV0rkahQx8D+tlktsDvcWLh6q6Jzm1rcqK07BJvVgp/fOBIvrd+H+57cpCsfPl7sc8+L6Bmctz23YsGLW7F2w378/MaRGFeQh0UVJaj74hvcctWlWLthPxa8uBVLXv4czQ5PRLapHu4IbI946szeTFh9t3nz5kS0g+gk/u69YBhAFCPy8JBd1YcPtGH6pKERu9b6AKzQyKdXObUQz/5pN56sKgUfYRL4znimBLrY84L2Di0fsDOnvMQGhG0QBEEA+uE7DBhV+ITZyKqqLDIMsOzVrUEvVTVVEyMOvdB7Maupmhh2tzJc2BGnU7BD8mCItpcigyr/6tPZkBz/Pp0+aSheeHuvhryUBsnRinU78WRVqXI9k5GFwAM+v8Ve3Xm0o0nhnp1WZUfyiu89dEd4Z+A4MRpZ/KuhFRU3XxYUes6IYtgx5QPQcKYdL63fFzQ+ZD0bbmyG0mvS93oeg/ErjkS6ViJRoY6B/T190lA8XxusiyunFgKASk+Hel9hmdAv5KHGIIVfE1pEIhd6OfJrqkrBsMDIS7J1bI3Qtmmoa/MR2B7R6kwaAxJhdf4dd9wBhgn9WvHmm2/GrEFE9MjuvTk5Vpw+7YjoPY1jGYwryMMtV12qDNhI3PbD5dPzCUJEhkRnQwYCXez//OkRLJxVjCdf36UKtf1k57eq43JtKfDxAqqe2txnwxMIgtBHL3yHZQGGl/QaBwZNLW6V3vr1vRN0X6oYUYwo9ELQ0auCAIRLGRyuyq7RyATpyIWzimE0MvDFad2lu6u+9XQ6E5Lj36f6uR11PEEEAQZRhJljYe+oErq0crxyPq15dOGsYvz50yMAQj+77srZSCSG7gzvlMeJLLe/+6+vlDbMm1GEjVuOKnIZbkzxggiLyRB2ASzUeULpWhEi/nfnN5r2qIkDvKRr404iQh0D+1tPF2ekm4LmdT09+8nOb3Fz6RDd5xUu7JvCr4lAIq4GrbspIIADg4x0U9SbBuGu7b/RrPcOH43OpBQE5wnrP/mTn/wEt912G2677TZMnz4dBw8eVP6W/yOSDwOAe6aM0lyB58FA5NiO6l2sys1WntD8ybWlKLmmODayKPjOhgwEutjv+78mpKcaUVNVijXVZaipKkVupgVXj7lY5Ya/cFYx/uevR6K6FkEQfQOOY8GAwa/vnYClleMwfKBNM3xHS2+dbGrV1ImR6kIAYDuMnMBzsBGcI1yVXdErID3ViGWzx+PlBZOwbPZ4pKcaIXrjZ+wkU9W3ZMG/T+X51h95dzuULPrLr2xM59pS8MmuE9iy919YWTURa6qvxcqqidiy91/4ZNeJsM9OL2cjref1DnpCeKeeN8k9U0ZFrFM4loHL49MdH1K+PW27VyaUrjUAuGbMxdiy919YWjkeLy8sw8qqicjJMMd1cZt0bWIJ7G89mbJZzUHfyXq2pqoULy8sw9LK8diy91+4ZszFIZ9XuLDv7h6fRGKIREfJRCoXeu/0srebzWqO2r4Nd22zkVHS2ATaHk/eXxr1hiCNgfOE1fvTpk1T/f3kk08GfUZIJJP7J88LYBgGNqslqJqelxfw6Cufa654yxOa/4q4vGO6qKIEJo7RXF0P7Bs9z5RwIQP6LvZ8x+4cD7eTR7bVpAqRe6vuED7ZdSKqaxEE0TsIF7qitcuXaTWB6fAAkdHa1aytOxykE5WXqkjnBEbEvBlFKq/peTOKAEZ/514+L8JU2eV5AWaOBWdkpDC2BITuJFPVt1gTLztAnWojeB5eXFECo5HRlUUeao9QeT5cWjkeRgPbUVQD8PI8OLC4uXQIbr7q0rApPfRzNkpylyw2EaFNtOGd8QgTDJUaQevcBpYFy0kVyOXrAEBe/1TMLy9SwiXlcWPiGDR3eLCG8vQIWdG8IwT45tIhqvuLd1XTvqZrY61foz0fzwvI8nu/sJgNWHRXCVb+Qf1O9Lc90mJdoD6+YuQFeH/rUdww4RIYzRxuLh0S/pphwr4p/Lp3EE53tnl5NJxph8VkgMvjQ17/VKQZOU0diAj1ttY7vWIz8AJSTFxIm0KLcHOGx+VDToZZ9Y5uMbFweXiIADy8CEMUhWMoBcF5+tr9xo1kdP80GlnMvGmkysCZX16Es60u3fh5fwOiI0UdWp1elBUPwlt1h3D75BFB96zVN0/cN6HTIQORuNh7PbzyGxEi9v1fk+r7vhqeQBB9jXC6OWQ+uwDdrRXqZHe4kGk1Bb1UAVGExYjAxi1HVS+LG7ccxZxbC8Pez9LKcWGr7OrpzHjOW8lQ9S3WxNsOkPsUgOpF3sCycHl9+OXzW2CzWjB3+mgMyE6HkTtfFRc47xHqv7C37/+apPw5PK9syEWT0kM/ZyMLe3v4hRKiZxNNeGe8wgRDpUYAr33d+eVFeOODr2F3uJTrpBk5pOakYWXVRAgCYDZxgI+HhxcjymnKsUxIXdtdOq+v6NpY69fOnI/jWGUB2Ga1YOZNI/HeZ9LcnZFuQr80M9ZvPoxPdp3AX3Yex1MPlqKmqhRNLU60tHrwxw+/Rv1xO7btO4Vn5l8Nn8sb9nmFHIOIrPIz0bMJJ4six8B+xq3kBJV1XGpOmqYOXFo5LiK5CLcp4PXwUW8aRDJneFw+RWdxEHH6rKvT45pSEJyn8+VLCBXJ6P4p8AhK8Pp87V54AsKy/HeEgA4DghfAMsCi1dvwi2f/hpXrdmLHwQbNe9bqm9feO5CwkAEKTyCIvkv46rChd8H90dMlDC9KefdE6f88L4AHE/GcYABw++QRWLthP6pXb8PaDftx++QRmjoq8H5q6w4HhYRFqt+Scd7qySSyP+V52CBKcrrs1S/QaHei/rgdj6/dgUdf+Rwi1J6mskeov6xIHqGdb4eJQ1BF6OoOr0GSreQnGvspXmGCnalK+3ztXvzshhGonFoIt5eHr0PIBQ8PlhdgEAX072eRdHWEcwDZkt1LrPVrZ87nf4xcJEN+91nw4lYsXfM5SgryVbYBLwhY8OJWrFy3E/XH7cq1vL7IFiJDyR3JZO8gnCz6eFHzfd0nb9wG2JvR2IX+toRsv0bzfSDRymRXxzWNgfOEveft27er/vb5fPjiiy8giucnu/Hjx8e+ZUlGMrp/ytXvAivgWtNMqs9cHh9SLQa4PYLiKms0MvD6RCybPR4sy6C5xYk3PvhaqUbmf89afbPjYAPmTCuMumqvP5G6zfe18ASCIM4Tvjps6F0+o4mDVwB8vAABUo6Rpx4sVYV28bzQke+EgY8XwTCAz6cXlhg8J0RTxTzwfuqP2/HGB19jZdVEMAwAkYEgSB6IcgiDv670r37KArBZLarzRTNvJVPKiUSQCDsgMMyQ4xi4vbz+dTkORk4KaWFZBizDqObt9z47itm3FoIzcYpc+Hubhgtr9HqC012YOMDpDtGmGPUFEX+isZ+05N9mtUCEFPo9v7wIgiCFVsnpXsIlXPcBcAsiMq0mPHl/KXy8CJYFLCYOPl6E0HHuyqmFSkVcQJK17MwULF2zPSitAgdpPDTa2wGOhQGReXpo9YWJY+DhRfAMQzowzsRavwaeT37v4QURFosBXq+o6DSzkYHbKy0Ay7KmVyRjcL4VNfeXwmhg4HLz4FgW4wryUFY8CLZ+ZqSajfDyUjQRFxBmqDenhhqD9H6T/ISTbf/UGf7v5wADo4lDu0fQtQuFCHVVoOyZjSzcfmMgXFV7o4mDhwfcgoB+aSY8/eBVcHt5xeZ0C5ItGnhdXhA1U4FFOq7pHf88Yftr8eLFqr8zMzOxaNEi5W+GYbBp06bYtyzJSEb3z1AVcOf8eBRWvf4lGu1OjCvIQ6Z1RFB1u8/2nMCf//ZPxQ149rRReOeTw0H3rNc3RgMrTZq8NAhZDhFXsA5bXSdAOQHnK1j25vAEgiDUhNPNoXKKsCYuKNfS/PIi2KxmJZcJj/P5Tuxn3Hi+di8qpxYiPcWoeV25Km2n7oVjIYLBqgdK0dLqUV5i7Q4XDByDsxp5obKsJpxxeLDCL1woMOWCvCET2Dfh2hKNDu4LRla87QC9MENBEDWv++0ph+T92TFflxTk47e1e1TH/vS6Yaitq8e1JYPw7J92K98trihBv35C2LDGTKsJHh5gGBEcy0IQBHjAwGTUC8vtuTYRoU2k4Z2B8j98oA0zbxqJRau3KbrHv4Lt/PIi6YUv4EVR3iCxB+iz6ooS1NYdgjXVhFt/8D24vT6ca/XAYjLAaGAwe9oovPrnA6g/bkeuLQX/bm4L8v54+M4xMBkNKnt22ewrsbiiBCuiyBsltZNRdCuFmMefWOtX//MNH2jDz28ciRfe3ovR38vGjRMvCarI+Y9/NiHHloaMdBN+cfsYnGtzh9S7/++OK/CHjQdxddEAzLzpMjSeaZc2+9rbYE0z4ZU/71OlLAo3p+qNwb4Sft2bCWunctJ8arNaFDn1lxG316eZGoYBYGYZiGHyhgbK3rRrhuDqMRdHXNXeaOLQ5PAE/T4nw4ymFrdmzmqeBwRBgIFjVWsOubYUVM8qgcnIReQZCNAYkGFEf5e7XkhzcysEjTCqUMh5ZKKhJ+TUi7bdHMfCLYhY8vLnQYpk7vTReHztDgDSC+/aDfuDfrO0cjzuf3ozhg+0oXzyMFzQPw1GIwszx6gGvWZOvbkT0Ob0RawwAhE5FtWrtwW1qaaqFClmFo32zsfn+2OyGFQ7FWYjoyQ+1urvnBxrVOcPRTjZ7Yyc+h97y8Mbojpm42+mRn1MV4/r7P31RLryvBJBvGU31vcf6aJRJLpZ71wix6F69VZN/Tgwz6rk3BM5FscbHEq+EynnqHT/gQtoF+akw+PlVTuhYEQ42tRtXFxRggyrSfGKMhvZIONILlJ0++QR6JdqwkKNttbcX4rq30ufa+nyadcMwY0Th4DnBQgiYDAwMDNSAnp551Vrp1ZfB0+EAeHzZ8Uiob4sU4nQu5HIb7zsAP/++O50K2rrDqsWYeeXF0EUEVRoRc7fJM/Xj6/dHvS8ls+ZAJYFXnvvAMqKByk75Zt2HcOcaaMV2fE/pnJqIVau24lcWwoenzMB694/ELQ5KBXuYJWwYPmzzB6+4JFoPR1r2c3KSo95+yMdqwaWhU8U8F1jKywmAzLSzVj26nZd3ZNrS+nwvhMUTxIewFmHB3aHS9Gn/r+vnFqIi/PSca7NrQpJk8cBIOncRRUleGn9PmWcyLy8sAyPvRJs8z71YCl4XoQgQKo6zoiAiJBFlZZWjtNso1Y+1qj6kWPBskzHPBHeQyYc0cyVer/rbntXbl9n9KveffkXH8jrn4aGM22orTuMeTOK8MaHB4P04exbC5UF6vLJw3BxnhWtAe0J1LtP3DcBRiOLk6fbdGW15v5SqT0sizXv7sOOgw1K2/3n1HhskoWa4xNBd9nFPc3eDSfbrInDd6fb4PHymjrnwZ9eDoZhVHPwstlXwmIywOuTPExf/+CgSrbGFeRhzq2jlWfvL3u/f2SSpr0g598NHFMMw2Chhq1QU1UaZEOPK8jDjOuGqxbN5QVwf7tm7vTRsFktSk5W/+spXocRjodwcp5Mm9ChZJeiIGJEMrh/anmvAdqVkyym86Kh52Ju4BjV7lagd4g8YFTFNQSpcIXAQ1nQk89Xs26npDAiuBc9V+WmFidsVnNESY/DYbIYcLrFrbnzEO+KZgRB6BONcR+Jbg7c5WNNHHzgdCt7WkwGVWgAL4iwmAzKbx3tXmSkm/Af7x0MqpQ4Z1ohXB4fLuifqizSVU4tVL3wNtqdWLFup7K5Mq4gD/dMGRWk1154ey9qqkphgAi3XhVS/vzngbr82uKLcVXRRVj80jaVjkuxmsBy2juv8sZLyDxUrHY+NVkHxyuhfncTDztAq6/8Xxwb7U6wDIN1H/wDlVMLMTjfim9POZTvAan/OY7RfF5tLinlRuCi3LwZRbrP2NbPrPz7XJsbZcWDlGPlz1es24mVVROxbPZ4uD0+nG11w2ikNM7JRrRjtbqiBB9t/xY7DjZg1QOlikzY+pk1Zcnj42E/54bL40Nu/1S0ODz4be0ePHT7GM3fW1ONYFkGmVYLHvXbkG60SzmmVlZNxNzpo2EwsMi0mlTH59pSVGFsqnZ4BZhZBnZX5EWV/HW+/7m0wsai7Ud/j9hoNrwDiXSu7AmOCeHojH4N1+9er6AqPjBvRhFSUzhNfQggyFNqXEGesjGipXd5QQSrkw9t+b0TpPeWs04seHGrcp2zDo/qHIKAILlcNvtKWIwGVbqEaJ+TnndVZ2WN6DzhZFuuvD2/vEhT55iMnMreZFnA4xOw7NWtyrN9+M4rcM+UQgiCAJZlJd2yeqtKxmXZ41j9qsopGhEsv+6Q5eDfB9ulN5cOURb05N89+6fdePCnl+PRV7Yrn1lMBqxctxNPVpXinF/RrXEFeSifrI4eDKWrwsl5Mui+SCELK4ZEm0wykchCW716G+bUbEL16m2wt3sVl15/cm0pcHnOL1o52r2av2FZBtMnDQ0y5leu2wmnV9oFk1GKa7DAkpc/B6D3QhhZn8muyoFtamn1wO5w679sRoHbK2ouPLq9vdq5lSB6PNEm1o1GN8sGQPXqrfD6RF396L8xwrGM9FLa8dv1m4+gX5pZqZRYvXobVq7bCbvDhfSOl4njDQ7lHvQ2TuTNlbLiQSH0mtCxy6+tE+XqpECwLp/2g6FBxlXNup3w8IBHZ+NFtvX1r8eETTwfr4T6PYFY2wFa/fHC23sxfdJQAFKfO9q9qD9ux9oN+8EwDNZu2K/yUJKfi9bzSrUYwfnt8Ptfg2N0jjEblX+3tHp05fe03Yllr25Hm8uH2rrDWPbqF0nzHAmJaMdqzbqdKCseBABoafUo8pNqNmrKkiAA1au34aX1+3DW4UZ2RwiZnt3p4wWYjCwYaL90erwCHl+7A8vXfoG7bh6lnEN+aW1ucerqrWiLKum10X9u6Gw/Pl8rjfFAvRstkerTZNG70erXcP2+QkO3Cjw09aEoIuidZ8fBBjy25nOwrL7eFQRtWZXTJrS0elTXkXW7fA42YJPMZrXA7nBj4eqtqvc5/3euSAg3xxOJJZRsy5W3/9XYqqlzbNbz9uZzb+1BvzQLVv5B/Wx/8+ZufHfagftWbcZ3px34zZu7de0KXoCu/nV6haAxdbJJu12Mhg2RnZGiOR6yMlJUxzravWi0O+ET1NXJy4oHBcltKF0VTs6TRfdFQkI89VatWoWPP/4Y3333HTZu3Ihhw4YBAL755hssXLgQZ8+eRWZmJlatWoXBgweH/S6RJJNLpgzHseDBSInQWQYGjgHPBwvtW3WHcO+00Vh+7wScapJCeuwOF6pnlSA9zYhxBXnYcbABm3YdQ3VFiWqV+6Hbx8Dl8eka83aHG9kZFsUzzr8fK6cWQoReGfbz+aZC9b0BwOK7SrDiDzsx+nvZ+PEPh8LAMWBZBk5PcG4B/9wEkWA0cXB69RceycWVIDpHLHRqVxNmh3LF9/BAbd0hVE4tBC8KQfn25pcXwdbPDKORhReMpA8YBoMG9MPjc8bj381SCE/dF98EHbtwVjEYhsHztXtVnijyy2GgzrL1s2BRRQlyMi1odWr/hmMZGDkWXgH49X0TwPOi4hk1ICcdDAOlXdv+fhLzy4sUrwH93diOBNyayYsFVdW9wN1NMFAWEvV0cLhFv64823iSSHtAzivm8Wp7YFpTjSqPnnEFeai4eRRYBqipKoXHJ4V4g2Gk0CAGePSecfj1azuU5/WrmWNhP+dCdqZFVWjgfMJ4QQmv3XGwQVkY8XTk71kwsxj/9Uk9fvzDoZrPWzbKX3h7L5ZWjscLb+8FL4gwhwiHi+ZzonNE05/RjlWb1YKBF1iVFAQP3T4Gz721Bx6vD/NmFKm8nxbOKoHJyGL4QBvqj9ulUMSqUuTaUrB+85Gg388vL0JaigF8hx2nJXMGjsGiihKs33wEDqcHD/70cmRnSvn1/vjh17jsEhueuG8C7A43Wlo92LTrGO64fgS4jrEWqpgHxzKYds0QXFsyGNL6CaPYxnJI5oDsdDBgggoghOvH0d/LxrQfDAXHSi/Uf/70SEci/K7ZnZHOlclY7C8SQhXDALS9l328ts5td3lhTTXCZrVgfnkRsjIkz8/mFicMHIuFs4qVTTJZHzvavchMN+vK6vJ7J6DN5UFN1URF3jLSTcpvFt9VAjAiFswai1SzUfF0X7thv2p+tjtckmeq34JcuHGu5UUlFbahwi89DQOAZbOvxFmHR2VnyrltTUZWZau1Oj0hN4q1vIxtVgsGdehup9uLpbOvxON+6TOqK0okz/6U4Pf+2rrDQfZgdUUJPt19AvNmFOHYqRaUFORDFEVd+9Bk5LCmugwMI61f/PZPezsWtdXzYjadNAAAIABJREFUjN66Q6Cu8i9et2z2eDS3OPGf/3tIiXCQdWpv0n0JaW9ZWRlmzpyJO++8U/X50qVLcccdd2Dq1KnYsGEDHnvsMbzxxhthv0sUyeiSyXEszrZ7VYl755cXITszJWhiu+WqS5UYePne3F4fXv6ffbA7XFg4qxhzpo0GL4hoc3oxd/poWEwGuDw+mEws0lONSDEbNAdnS6sHNqtZMoQ0+vGFh64OWiisrihBmplFe3t4d1iWY2AwsHjqwVLYHR4lb4t8npoHJqL6RXVImYlj4I1gB0r21DnrcIVdeCQIInJipVO7kjA7bMgJI6pCb8YV5GHF3IkQAbCMtEni8vhwJiC/XWABAZvVDBaiEk5h4Fg43T7Yz7lUniiNdqfmC+zCWcX4702Hse//mrBwVjEy+5lVC3KywW82skFpAubNKMK+I6eRkW7Bk6/7LyqWgGVFPHHfBMnQ5/QW31gYDIxmUQ2ziQPv9mmmVXjtPWnxZ1xBXpB+9088b9Ax6gwsCxHaRR+6u8CCIIgJswf8C694vLzugu+DP70cef1Tcd+PCyGIwLr3D+DWa76H597aoy2Xd5VgfnkRWIaBIIrwegVV4Yx5M4rw6e4T+MEVF6tkccHMYpRfNxynz7qwcctR3D1lFJbPmYCPv/gGd94wEiyDINl86PYxWPf+PwBIBnKr04OZN42ExcwFjR05ZYdWIm+9z3uyHdaTiVYHh9S1UC+syYUx5Jx1ubYULJg1Fk/eXwpBFFH7l3rVItsrHbamfzh5q9Oj6MI/fvg15k4fjQuy0tB01om/fnkCN5cOUfKaBcrc/7vjCvzmzT2wO1yYX14Ej5fHo69sVxZyHvn5FWh1epU80rKeTbEYsO3vJ/HZ3pMhi3mYjSyuHnOxkmtK7rvfzL8azS2h8ziH6keTkcONEy9RnXfhrGJYzJzf7zpnd4bStf7nS8Zif5GgVwyj0S7lRNS8Z067L1LMUtqNOT8eBZebV8n5ortKkNnPjMqphcjJtEAQgaVrPldsiMD5cH55kUpWZR0tbRpaUFM1ES6PDz5BwOZdJ3DFyDxVJedfzRwLr1dQ6fpQhQ+0ZZLVHL+LVm8jXdvDYDkGnnb1fC3bmeAF+HhRlcLl1/eO191oA4I3kuVn/6i/TFeU4KkHr4LL7QPAwOn24uk/fonKqYVB5860mmAysqp1Aogivvy6EYPzrbhsSLaS5kVvPDS3tGPBi9sUm/zqogEoGJINQ8B41NsE99dVgcXrAu0Su8Ol6NTepPu4ZcuWLYv3RQYMGACr1YrXX38dN998M7KystDc3IznnnsOTz/9NFiWxdChQ1FTU4PbbrsN7e3tut+lpKSEv6AfTqcH0ZYCSUszo73dA4FllCTPANDm8mFPfSMmFQ8E0wPri6SlmeFwerE0oM0HjjbhmqKLsOsf/0ZbRy64e6eNxkvr/x50bwVDsvHu346izeXD3vpGXFcyEIIgYvnaL/Dh599i064T+Nue7/BV/WlcWzwQa97dj3unjcZXhxvR5vIpLwYfbf8GxSPzwIiiZj/eMGEIXv/gIG6bNAw3ThiMUZdmY+OWoxg9NFf3GP++58Hi0Vc+xw/HXqzsJMi/21vfiGvHDsIlAzJU5758eG5Ez40Hi2WvbsfRf7VgzrRCHDjapNxbdUUJ+qUawPsERU4Cn0GsCCe7WtePlLQ0M96qq4/qmDuuHxH1MV09rrP31xPpyvNKBPGWXVk/xUKnGlgGxQX52FN/Xu8sqihBmpFDuNpP8vgO1Bk/HNvRBoZVeTV/d7oNOw6cwnUlg9Da7sFja7bj0otseN4vBEfWsz+7YSQ++uKYdE9jL4bgE8CIopTngpF0VsGQbNQfO4NvTp5T9MvxBgfanB48dPsV+MEVF+GyS7KwcctRXHX5Rfjoi2PYW9+Igkuy8OZH9fjZDSNx44TBKBqeg/ysNHh9YtD9HDjahLtvKcSKP+wIus+y4kFodXmx+p19ONHgwF23FGCvXz9WV5TAauHgE4AVfuEb8nnLxg4EOrxLRFEEI4pgOAaLX/ocDBjcO200vj80B4IoYOrVl+KmiZfgupKBSrVgAGCNLC4bkqXSrfPLi5CRbgInIuJnK4+pROhdrygqBq/cH/GyBwSWwcmmNrz4zt8156FFFSXwCQJaWj1weXxod/vw29q9uG3SMKz+77/ry+WhRowZnotHX9mOK0fla/72vh9/H0/9cZfq868ON2LE4Cys3bAfM2+8DK/8z358ceAUykoGIiczFY+9sh2Hj51VySbLMvivTUcASAZywZBsvLT+7/jhFQOD5HVPx/iL5vN42WGJ1tOxlt3UVFPI9kdr14bStSzUY/WBn3wfL76jlinZVjQA+N7A/mh3efH0f+7Gh59/i+YWl0pG64+dwY/GDwZEETdMuAQjBvdHu4vHHzYexDubj+DnN45UFjGaW1z4rrEVd91yGe68fgSGD7IpXhjyOUsuuwB/3f0vNLe4UH/sDEq/fxGe+I9gnTh8kA0jL8lCfnZ6kF2s6DxRhE9ktGX0iovDymiofvSK0LRjrx83GF8cOKXoZKETL5ihdK3od75wc2p327udxf++fnbDSNXz/XdTO+79cWFQ3/CCgLEj84I+75duhtlowGl7e5Cc7znUiKsuvxDP/mk3RgzOwu/+a6/KhjjrcGHBzGLcPHEIhg+y4c2P6lWyKuvoA0ebUDAkC4tf/lx517pnyigsX6uWj/GF+cris9IGP5mLZJybjCyuuOwCZf7XGr/xfuftLrs4EfZuLO9Ly26V7MyBEHkhaPz+aPwglBRcECTDtXX1aG5xofGMWvb1nv0PrrgYj77yOS69KFNZDG880x5kk/zyzivw2JrtqnWCvR1j7tILM1VtV8bDz4sxvjAfRcNzkJZqxNp3Dypzwt76RlTcVIA0IwsmwCb0eH2YO/37Krs10Eb0t6H872n//zXhrlsuw3XjBik6tSvvE91BKNntNs/CU6dOIS8vDxwn7URxHIfc3FycOnUKoijqfte/f/+orpOVld6p9uXkWNFob9d0yQTDqKqPCIKIljY3vD4BRgOLjDSzVD2rO2C03clNRlblGpuRbtL8nTXVqKzY5/VPVSo4Vk4txM6Dp1BSkA9rqhE+XgDDMrjrFincZ2XVRDS3uNDS6sHGLUdx549GIjszFSzLaPYjLwjYcbBBVYkHAO6ZIiI/gr4/1dSGRrtTN+lxYG6+sw5P0HPTQz53o92JP374teLSnGNLRX+rGUYjB3ScJpYVlAKJRHbjef2eQG+7v952P3royq6Ofgo3NrV0bGYm8Mz8q6PWu/L4DmwDL3bonjNq3eMfimh3uGCzWnTd//3DpQQRyLalweH0wOsTFF3l75Une6JcmJOOhjPtOHNOKnoASDrL/3wD8/vhkZ9fAV4QIQgi1m8+jksvyoTISyFucugOIOX9MRoYVUilfB6GAZwuHypuvgyOdi92f90gVd8TJOMmM92MVpcXPq9P8x59vAjOwKn6vNHeHpRAXPZeuCQ/I+i5NNrb8cYHXwcVEfnVzLHI7Z+GzEwx4mcb6zGlJ7uR2gOxoLnFibz+aTrzUApefXe/4hF595RRYADFQ0SrjQPz0pWQxAtzrJh2zRBdGTYatMfo4HwrllaOx58/PS9Pj6/dgTXVZUo7V67bqRyz6oFSAFAM5DaXFzarRT/URdQPgemKzhA6xosoAkZjZHoiWfW0LLuh2h9KjrOy0jVt2VDj0WrlleqdRiOHB396uSp0tf64HSID9LdJ4zrNri13GekmPFY5Dqc7dJQID7IyLOiXasJDd4xBS6sLmelq+a4/bsfja3fg5YVleHztjqBzmoznPd3mzShCu9ureW2LyQBRFJGTGRxW+Z//ewgiA+T62Z2Bx+sVVAqUUb1+PNXUqiv7T95fCpvVAoOhcynQQ+raADkJp3e7297tLJmZIp79xdVwewTVXFl/3I43Pvgay++dAPs5F7IyLDjX7oHPJ6r6zGBgYbOaIXbokvzsdNisallstDvBsQyWzb5SSTvgz46DDbhnighA1JRV/7ne4Jcbr9HuhKihG/3DJ2UbxZpqhAgGtsxU2Fu1c/AGymR6mkWqQC1I1Z4TNcf5k6z6VkZPdrtyX4E2r9cnBKVCqT9ulyIuDBwYA4tBF6Qo41cQRDzzn7uVY3L7p8LH8yifPEzxpLsgKxU1VaUdlb4ZLLlnHDiGRbvbC/s5N9ZvPgJBEDui+HhVuLcgih2RAmmwmDl4Q6QJ0dKP8njIzkwBwwBP/3G3Kh+lrP9ys9MABOsma4op6G+H0wORYaT+8gq6hYwuzLUiJyNFpVOjsTl7MskWLhw1kZRJD0QpRa0TmgRRVEpV96QQ3ZwcKyBqhy7987tz2LTrmLL4lpVh0fydjxcwe9ooMAzQcKZdcVvVKkEdWJ2LZRlkpJsw+9ZCWIwsmptbpRNr9KNuziWOCdn3PC/gzJk2xV1WTsIZdB6WVVyR5bZyLCIqMc5xnHLO+uN2rFy3E7k2qTT32bPtqv4OPF+8y6QHXquzpeCTZRLtjlL38aIrzysRxFt2Q+knf50aSDgdywDw+Xg0u7wRtc1/fPu3gWMk3cP4fa9V3XvejCIIOvchhzbk2lLwr0YHWp1e1NYdwo6DDUqoT/1xu7JIk5FuQkaaGSYjB5ZlgkJd5U2VadcMwblWdcjw0sorcSYg5Ouh28fAaGTx1Btfqtorh7bl2lLAgAkKL+NYgPEJ4BhWKeCxYu5E3ZCEe574i+o5AED55GHBRZP+0FHxNnAu5FglqXMoOQj3bOUxlQi9a7QYo5bdziCn0LD7pX/wn4fmTh+NHQcblBQaj/qFEi6YWazkwvVv4/GGVqzdsB/zy4tgdzhx9ZiLkZ6ifT9ycRitOXXJ2q2YN6MIJxpaFXnSm8v7+4WQtbm8eL52L+aXFwWF0ijn153LtT+PRGe8VXcoqIplOPss0Xo61rKblZUeuv06thUjAt+cbAlpywaOR/9UBjarJSh0dd6MImzcclT1rFid62dlpKDprBO/rd0Dm9WCu24pUIUBzi8v0g2LNOqcs38/C9ZUX4vvTktVSadP0s796PL4YDCw0kueG6qwyv93xxUwsNLcoDd3sDoyKturgbIW2I+6cxLLAD4ednub/vMMR4S6NlT7gO63d7uCVloieV60O1w4/m8H1m7Yj7nTR6O27jB++bMrlD67tvhi3PqDS1XvQ/7vP/JCRK4tBd+dbkWK2aibQ++70w5d/epvO8j/lv/Wes+RC3NpbaZVV5Sgv1W7DXrP3QBAjOCdN9Z0l12cCHu3s/cVaPOOK8jD7ZNHqN5pZd0qCCLm1Hyi0tcML4ANGPdrqq9FS6tHqfQ8riAP5deNQO1fpDly45ajQXPl/PIiMCyDNpcXF+aka6ZjMRlZ+FxesAZtHdY/w6JrIzAM0Ob0IrOjyIc/qvUAP2TdZO/QTQykiJFjLedUc9cT901QxkiwrQFdnRrt+0R3EEp2u636bX5+PhoaGsB35HTgeR6NjY3Iz88P+V0ikROB59rOV8+S8wLJ9LSqKQYAiwPaPG9GEdZvPoIdBxvw6rv7YeBYNLc4Mb+8SPW7hbOKYTKycLR5cK7VoyrBXlY8KKhKYmB1rjSLEV6fgFff3a+qEGsA8MwvrsJri6/DmuoyvLb4OqSZWVQHtLO6ogRpJlY5JrDv580owmvvHYAPgIkDqitKsPPgKc3zfHHgZFBbhQjTkcjnDjynievUIyEIooNIdGogsdax4cY3y0HRjVrVvV94ey8EQcTDd16hOsf8cknPyotrtXWHVZUga+sOY/l94/Hqomvx8J1jcMmAfsiwmvDcW3vg4wWVvm20O/HeZ0fRv58Fqx4oxc2ll6K27pDq+0Z7e1C/PPfWHjjaPEHtlV9mF1WU4OMvvtHVjf59/enuE5r99NXhhqDnYAAwIDtd19skkM7IQXeTkWZOSJvlZ1BbdxjzZhQFXa+27jCA4CqMjXYnVr2xC3ffElzxc/3mI8qz9ngF1KzbCVEEfvXzYtVvf/XzYvz50yNB162ukJK1V04txMYtRxV5WjirGF8dbsDCWerzLJxVjE93n+jwBkiDIIiwWS14vnYvOJbR7EcTpy0Tep9HojPKigcFLzQnaVW7WKE39lguej3rX1Vw+qShQTrshbf34p4po1TPSs+2YyDi2T/tVs4l/1s+1/O1e8HzYpCsLa4ogdnIqHTVtGuGYGVHLlNAxIW56bA7XFi/+QgW3aW+9vzyIuT2T8W5Ng+azjqD7uHZP+1WdJjRyARdv7qiBBzHYOGs4D49ctwekaxZTNr2sMXU9Ve0ZNS1sUavym355GGYN6MIm3Ydw+KKEuT1T4Xd4cLbf6lXnvO0HwzFaXuwXDxfKx0PQDXnP/un3Wg+5wzSrQtmFqO27rDiqa9nOyyqKMHX3zSpvvt094kgubOmmfDQ7WM0N9Nq1u0E3+FhFc1zJ1npGQTavGXFg4J0s6xb29znKyf76+vAZ3muzY1n/nO36pw1r5+fI7Xmyudr94IB8MYHX+PMOZfmGBBFESLHQgCCZHR+eRGazjrh9nk19dunu09g5bqdYBjgifsmYNUDpVhUUaLk3LOYWFhSjRA5Dj6GgchxsHRsIofqr0a7E6+9dwB5/VOD1jkW93J57rZ7y8rKwsiRI/H+++9j6tSpeP/99zFy5EglvDbUd4lArhpkTTOipqoUgiCCZaFRPahzVVP8qxKZjCwEHvAJgpQ0l2Pg6agQqFd9SKuqkSCIqjbzggCvT1SFy+w42IC500cDYNDuUhe/SE81gmPNcHt4tAS4bkcSbmbgGMUj5J4pItBRPclk5vBvuysoMX2+zaK0k2NZGE0MXD5RqRpmTTOq3I3Pn3sUvLyAbKsJV44aALOJVZ3HbGLx6oaDQW31RVg9zOvhkW01qc7pXx2TIIjO4V9cIdJKlno6VhAkr49oK2J6PTxyMsyq8W0xsXB5ePAMA3gF/PXLE1haOV43FDE91QSjgVH0pygCeVkpeOiOMThtb8e69/+hVBGVK0GmpxnhdPGoWacu6lNdMRYuj6AKbfDxAlIsBlVi7HkzinDW4VF0uV5ogVzdzP+zgRdYUTm1EG/VHcKM60Zg7GUXKF4G8nzFdfS1fztEUcSTD5TC55P66avDDfjdO/tU5+YFKa+eMZS3SUAuqM7IQXfDsoxum6OpJhq+IqHYsWh7Puw2J9OCfmlmCKKI8snDUFt3OGhOlkOwGAZYNns8TEYW//zunDJvAtLzysqQvDtSLBy8PKeyAVIsHEYOtinXHZzfDxzL4NC3zXjozT3Ky2tu/xQ8Pmc82t1eFH4vBylmgxKCyXEszEYWxZddoNo5lz1j3F5esx+9nug+j0RnRFolry+hN/bcOuFTofrKP6xKr68ZMOcT8wfY1W6vD2ajAWBE8DzCnutsqxtpKUYlxDfXlgoDRHhcPsVm4zjA7vCovPyqK0o6Qqt4AAyWVl4Jo4GTbHqOxZlzTvRLs8Bi5DQrfvt4yZ4VvCJ2f92ApZXjleq3TrcXC363FdeVDFRV1X2r7hDKJ4+AycRB8ISWV7fTi7wAezjFzMLVru0tElX14iTUtYF0pvq1XOE+ULZkGu1ODMhJBy8ImHPraAiC0FF87yp4vDwsZoPyPHTD+HLSsaa6TEq4z4j45c+uwKe7T2DgBVaca/OodKvFzGHyuIvxu3f2+elXKwwcC5ZlcPeUAkVufnrtcFxddBFandLzv2bMRUi1GILe6wDgJ9cO02ybL8xz1+vTZJeVZEOWU/93TWeALtbThy4PD4/n/LORKhcDPMNABJDrp1MCKz3L5wz8f+A1zra6UX/cDreH1/ze4xWUXMPyZoqPF8Hzkoz+9Nrh4FgG/dNYKcybl9ZSWp1efPl1I2xWC+znpMJZcgXxu28ZJeVrBtCgsXaQZ7PA6+YV+YXGO8KOgw2YM60QF+akYWVHMTcDy4CD2KvlOSF2zRNPPIG6ujo0NTXhrrvuQmZmJj744AMsW7YMCxcuxOrVq9GvXz+sWrVKOSbUd/Emmip3nama4u9aK4cs+Ie5lk8eEVQ1UFWxSCMcbdnsK9Hy73N486Ovg1xo/cNlxhXk4WxHJTl5APXvZwHHMXB6fPB6vWhpdSv3Id+XXrUZf5dxlmWVkBwfL6Dqqc3ItaWg5v5S5X4ASRHU1h3C7ZNHBJW/zs60oNnhhS3VCJ8IVTWfwL71engYOBZNZ4OrjmmFIEVTycbr4cGgY4DwfERVcwmCCI8cMiuNLRHhhpaejhUhonr152F1dND5OBZNAdU3qytKlDDZZ39xtVSAZ+12zSpfubYU9Es1oXr11qDPl80ej0df2Q4guBLkq4uuxeK124J21JfNHg+zkdUMbRj9vWwlj6nL48PMm0Zi8UufA4BuaIHLo/YNybWlQBSh5GD55uQ5zJ0+Gj+/caQSfsSyDMBLibO12nFhThp4XsTbnxwJOresVzmIqryt/rv8Ws84WjnoCWi1OZoUHJFVJDwv7/XH7Vi/+Qhm3jQSNQGpL3y8oPxOK0x8wcxibNp1TJWnJteWgoYzbZh500h4vIIqOb/8fc39pfjdO/uwdsN+LK0cjyVrt6tk9rm39mBlVSnmrpLm96cevArNLS68VXcIZcWDkJFuQlaGBW8FeJa+8PZezJ0+GhzL6D77aD/XQ+7DSKrk9UX05Lgztqx8jF5fsywAXlv2qytK8PoH+1TpCUKdKz3FhFanB/37peCNDw/ivmmjwfukcSPbbDzDBdmbsp49c86FATlpeNyv6ICsp598fSvmlxdp6j+7w6lUZZxfLuVDrT9ux6KKEsVGnTD6QqWqrsw3J89hxdyJaHN6Q85NHMei0R66eq7/b6NN+ZOMulamM/crh4XXdoTfe33aFcSbz7qQYjFg2Zqtquftn1aoX6pJd66VWfOuJMOyTOvq1iopz2j9cTvWbtiPB396uVRoaE2w3FROLVRSLjz94FVB7znzZhRBFEWcPN2qM25Z8Dyv+dwjSWmSjLKSbPinL/DXiRlppojev00GDg5R8tQLrFwcuJYQWOlZth/kc+tdo1+aSbLjDNrzw8mOfKDDB9pwxcgLglImsKw0PmbedBncHl6VwmvejCIYDYyyHhFow6ysmqipy2uqSuHwk1+9KtYQAcHDg0VHWCqvbYv2JhISfrtkyRJ89tln+Mc//oFt27bhgw8+AABceumleOedd/Dxxx/jnXfewZAhQ5RjQn0Xb1ra3BGHIXQ1nCwwZKGseFCQEAdeW8vVtOFMO574jx2aLrT+4Vf3TBmlHCsnGX70lc/h8Qposjvx9l/qYeBY5GenY/mcCRhXkAcA2LTrWJD7rL/L+PzyIrQ6PRhXkIeFs4rxP389olyf54N3gLXciWvW7YTHI6hCujob/nzPlFFRPROCIHomenrgtfcORKSjA9HSGf5hsqlmo6KTtUJlFvmFIg4faFPO22iXvJWnXTMEiypK8IvyIng6kgsDUJJdDx9ow6KKEtRUTUTl1EKYjCwazmiH90yfNAxrN+xH9epteGn9PqSapUJGubYU5NpSNfslx5ai+mzejCKse/8Apk8aqpzbYjKowo/AdFQM46HZDoEPr4/9d/nXVJehpmpit+SWTTTRhIdH8tvAfi6fPEzzmeRnp2HBTCncRS8UN3AenDejCLV1h/HeZ0chilKBlUUVJYocS/O1qPzWo1ssRVCevyCISu66tRv2Y8GLW7Fo9TbcctWlQeNjQHZ6QuZhuQ837TqmOX7JFgimM7as0cAqIVfrNx8JCnXyPz6c3q2tO6wcv/PgKSy/Vx2OtXBWMd748CAWvLgVj6/djhnXDYfBwELk2I7QLFaJ8tCSWZYBXng7OITXf3wJgqg51jxeQfX3rJsuAwBVwTmO1fYGE0Ux7NwUax3Sm+jM/cph4fL7kFYqg+pZJcjPSQ163/JPK1RbdwgMA1ycZ1WNjXEFeVg+ZwJa2jz47nQrfnLtMAwfaFNkWk8G5QJ+sn5lWQYtbdoFLWz9zMq7FS+ImuGXWRkpumkazEb9JP99TYZ6Kv7pC4DzOpENSFGxadcxzZQFf3j/ABhIzznQTri5dIjq3P76FZA2cOeXFylzpNZcOb+8CM++uQdrN+yHgWWxYNZY5NpSMHygDUsrx2H5vRNg4FglSkA7fJdBWfEgNJ5pD0rhJcuwvBYSeDwgFQCrqZqo2CnSOFKPh8B768vzfF+857B4fZGHIXQ1nCzQ5TVUuAjHsVKYhIaraWa6GZVTCzEwLz2oUq2j3YtLL+qHmqqJutViTUYWF+ak466bC3CquQ3P/WkPMq0m3DNlFO6ZWgiWAXYcOKUkd+/fzwJHuwf3/bgQJqOho1qOC1XTvw+Xh8f14wejpCAf6zcf0UySqVd9Vw7nkEO6wvWtXmgeA4ZcyAmiF6ClY8EgqHK2no4OOl9AiKkcYpWTaZFyS7HAgz+9HCzLgGWY81W+stIAUcT/fv4NRl6SjYx0E35x+xis33wYn+w6gVxbCgQBuGHCJXC0e3GisRWbdh3D7Gmj4HT5wLEsxhXkaSfu72fWbNM5P4PfZrXgbKsLD985BhzLwsPzsJqlMDYfL0ghD6IAr1fQTFtw6zXfAyDvvprx0O1jkJ2Zgg+3/RM3l0qbZj6dKo4+QQAi0cd9cJc/mhQcoX5r7giHcgsiMq0mPFlVKvU7tBcLTtud2LTrOB6fMx4cGxwmLi8mP3HfBBiNHHhehKPdg5/dMAIpFoNqR90/aTzHSlWTQxUWMHBSKI2RlUKFyooHYeOWoyq5k3PvyYm6c20pMBpY8L74S4WsM+bcWggwCJlChZDojC3rcvuw++sGrJg7EaIowmBgseTucbCYDEpoq4Fj4PMw4AVBVY1bfhEclG/FywvL0NzixD/+2Yya+6Vw/5NNraitOwy7w4VFFSX4254Tis5vtDvx5Ou7sLJqosoz5Z5EL4ApAAAgAElEQVQpo3STsvPC+THBsQxWzJ0IhlGPSYtZJ6WB2aD6OyvDgteWXAuI571qeQGa1+VYFsvnjAfAwGjiNNO4xEqH9MYXus7cr/weIb9PNdrPpzKw9TOjv9UCMCIEHppVbAddYMWKudKCxcLfb1Xka/mcCeAMDNweH041t8JiMiDVYkBmuhkP3zkGgihVLjcZ9VJRsFhTXYZvTznw6e4T+PEPh8LucGFppTRm5Hnf7nAhI82EBbPGot3pg09nkdBklIoh+FdHd3l8sFnN8Lj0l+j6mgz1VPSqZns6UlQ89aAUrioIIoxGVlVZ/Hw6qkKsqS4DAMWGlOxJs0q264/b8dcvT6CmqhReXoDRwODk6TZU3FwAo4HFnGmFEATgqQevgtPtw7+b21SFYP4/e2ceGEWZrf1fVfWWpUkaQsKWsBNIIJCQdMiCYFhURBBxJMiMhCuLMCOM44ws3rmgg6DjvddxGXXUGUVnRtDLuDt+gisisqOAGJBdkISlCZ2l01t9f1Sq0tVVjaKooDl/Jd3VVdXV5z3vec97nudZumwDt04ayJzyXOLsVu5ephdoS3baY+aOznhrzNgaCCobhK5W+s9nZriorQ+YioNIomDIl9/ZdJgls5SYjiwQDoeV5qCmjZ5vAuG/GK1l/JqYNUabaSwYwreBk0W3vMZqgT3wpaLOtKDCTbJT35qbmeFCphmqaqZUq7ZWB02gbIXZadRGtWLfdkM+gUBYgxNEJv6g7Ap0THXirfNzxxPrdNd5tgnGpn4mvkkUI7LF2BVDmUlVEVOf9Vc921jQPFEEIRT+SS0uW6zFfqwWHQdiqbR9HVidGcR07uR8XQxVdymfevVTPF6fAiMQBB5/abuhKDf3hgK89X4mjOiNLMgcOV6Hw2bBahEoH5FJGJkHn9vGCHcGN47pq4NoqTvki2eWmMK+gk1Jhxm8MhImNKc8l3c2HWbc0J5YbSJWi6Dx+qnPRp1b1I6XSLiQTRIIhL6aTuKnWLT7KjsXCo5Yx1pEEU+93xwORYzPWERGFHZm4WNGmLgKxfnPRz80UHyovqMm/OqO+czxOSQl2rFam5Xj1U7VaL+zSAJhf5AAYLNJdO/YipTk3rpEf/aEXBKbOHfVz/n8QRKs0veSTKu+qj17+EnAb76Nnev4tlklsrq14fZHmgvE8yYX8NeXt7N+Z5UpnczsCQrx/9CB6Tq/+s31AynKac/8P3+gi62iAB6vj/ysdrzw3j7t2tWeBgJN3FOZGS4mXdGHYEhGJszim4r568s7tBg3b3IBH35ypIm+QF/Mbp3UnIvG280VoePtVt3/R0/UEgjKvLXxIPMmF3D3so288O4e7W/1/PMr3Lz6wV5eeG+f9n+K02Yo7J2PGPJjhZR/I4qjpsJuJEVBJJWBSp0ROY+CIj6UlGhDFAWcCTYW/3W9dt31O6vYf/QM99xcSnWTiqgaW6Mhh/WNARZOG6RBcNXf/ovqMzQGFL+5anB3vPWNSKLIIyv18bVVgo1/f7if0gGdePC5bTFpQKpO1WvxWYXqLqhww1dRkPzEfOhCtVgbEJIoArJGlRWdk0bmdZIoKGq3Nsl0nlcLc5kZLi7NT2f+wx/gcjqYcU0/U6XyiSN7I8sydzyxXnev1Z4GWic5CIdkTtc26jZo7nt2C4umFcXcAGzriiMcNld9PnG6gd/fWGjgZFY3BCNz5QdWbGXxTcXE281pYuxWiZM1RhqDNk4bJ70x8qsfWWFPWrRo0aIf+ia+S2to8COfY4xyJcXTr3sKWyqrqfMFNQdIsErI53oyE7OIAgXZ7dlSWc3+o2eYcU0/duw9QZ0viD8QZOb4/myNuLYCmankUJWXLZXVDMvPwJ3dTru/X/2sP396trltdfKV2bo21jpfkC2V1ZQVZGAB7drq+X87aaCOY6TOF6SoX3ttwKuv7dh7gmlX96V/r7b8+fmP6dYxmQefM17n2rJerNl2RPvM0IHpJCZYuDQvg9GlXRnh7kyCQyK3d5rue86vcLOtsprxl/b82s868ll+F7/V2SwhwU59vd/w2vmyr/Jds+t/XUtIsPPsm5Xn9JnrL+t9zp/5tp/7pt/vQrRv83t9H/Zd++75/P7fZtzLiNz15AZ9vOvbXhdD1dj18yv68MZHB9mx9wRDcjvSJimeR1Z+rDtu2+5qfvfzfGRkTnsbeej5j3l5zT527T/FwD4KfcFL7+9j+96TXDaoC8+/reelq/MFuaq0K0uf2mi4flHfDry16TAzxuUYrht5f3UNfsYN7cFdT67nubf2sGv/KWZc048j1bXNaqNt4rlkQCf+8cYureOlzhdka2U1l+anI8jyDxpPv4mpPvV9xN1Y/nsuzyzWsXEOif96bJ3pnC1JAlnd2mg5gprAtm7l0Py4+lQ908c15xG/+ll/Hnpe8Zez+c6abUe0166/rDd2q0StL8CAXqns2HuCQ1Ve6hr8/GbiQIYM7ET/nim0SY4jziISDinogZq6AMdO1fOnZ7cYrnF5UReK+7Wnb/cUlr9ZyRvrDlBWkIFwAfqSat93nD7fvhsfb/v+7l8QWBwVS7dG5IBmueiOvSe46Zr+/PEZfbz75PPjZHVtw+sfHtBe27a7mt5d2vDYC9spG5jBgaNnOFnjA5QFYb8eKbyz+QsWTClADsPiv61nxardrN95jFnj+/Oz4T0ZPKATL7+/lwG92mpjIvJeLh/Uhezuyvgq7teevN5purE2e0IuFovAG+sOav//841KCrPbsez1XZz2+vh1eR4d2iYS77BweVFXRpcoee6q9Qe0QmRzrDX6//mIId91jP6h8t1v8n1tVpGBWe0AGXd2O9O4CM0+8Muf5dC3ewqPrPyYl97fx/odX1LavyM79p7U/E09/qrS7ixp8vlYsbVPl9bE261cXtRFW/PsP3IaGZGVb+/hpvH9uefpjeT3SdNBJtXPF2S1w5lg19ZX0fE9smBz6NgZfjtpIGMGd2eEO+NrbZpcSPP8D5UXXwj5ruqn0etgp0MiIMOixz8y+MaUq7J4b8sR3bHhkGya10YeH50TmMXla8t6cX+TEu6mXceoi+j2LMxOo1d6a+7860e89P4+Kg+eYvo4Jcc8VOVleEG6IXaqXX1fVHt5/q3d3DAqS/f+3BsKePKVT+nbPYVn3/xM9/7o0q689P4+3fOq8wUZe0l3QiFMv+ulA9NZ9Lgxj7o0P8P09Qs9F4llZ/Pdlk49Ezubyt35sEiYA4JSrVeupQRbm1XQFGsOfOk1qNcFw3qYhPo6oKkt3jIxT2vlblY4hBAyrRJsmsKTJIqEZWMrdiy1pzZJcdrg+CpFXPX/UFjGJig7D6rJoFf7kkQSbCLOvu2xSiJSBGTjbOqzoVCYNiZKtYIoEKT583arcNZ29BZrsRa7eOxcoWKRrfdEQB5UCFj7Ngm6nUcwUfe2iDFpA06cbsDVymHKx3TXzBKWzirBWx/A4/WZ7lYGQ+ZwmNZJDlJdcTjjreT0SGHc0J5IorIR/8K7e+jS3smff1dGbYPfwFdy//KtLJlViiiAwybiD8rIYfmssOVY8TSW8reZcts3UQm/mKER5+KLZsfaJIHGkGyYsxUlOwF/IEw4LGvdojabqHUOLZxaxAvv7mH1xsNUnaxl6axSTtQ04Ixv9tOvM0+nuuIQBYEVqyoZVpBhUGcURBBFG62dDm0uVX4zgbue2sD8yQUG6HjlIQ+naxuZ//Ba/TM4C8TrfPnTNzHVB6s99dBEdXKx+OB3bbHGZyAGLFD1rVi+F0tV3Ey5Wz3H0mUbmDk+hzueWK8UIaa4iXdYeXRuGVaLpBMuUjugl8wqxW6VmHR5bwJB8xgbDMk8/Zri73EOK8tXVRpg5JOvzNZiuApTV0XinPE27FaJNkkObFaJcFNOLiPz6X6P4XqhsKKka7OKhEMK5YEMpEQpskf7vhQBz28Vb+OPN5fiD4S1GOIPyYQE4aKLn19lZ4uvMf3SHyLFaaMhYOV//rFZ+z3bJDlMaS7aJMVp3XbQ7D+qv6mW2tRx9FWx1WGzEEbG5w8hiRAIhti6+zjDCjKoPOQhEFSURC2SaPr5ZKcCn1Tfqzzk0cVkSRKxWcQmKg4Bh03C5w8rnH2iiN1hOTv8NhQ2+Nv3vUZqibdofmo27kOCeYzs2NapKS5HxohY1ClprRNYOquE5ET718oJFL8UDKJnFaP78uZH+zXl71AYVm84wPiynjzx0naOn/axYeeX2vsWi8jyNyu5tqwnDpuF014/siyzaFoRkqTEKUkSmFOei9BEp+OMt2mfjyXcJAgCwXBYl/uo9x8Lph4L5ny2XCQytlhEEVFCi7cXsq+2FPVi2HcNMwqFwlgkEU+dHva6eGYxwUbweBtJjLPx1saDgEJgrPIl2KyirkVabeFV1WNUtcVIyKzH6+PIca+WEKm7PMlOG9OuNrZ2x1J7skjNgSa2Wo5dS4De2niQeIdEdZQs9eKZxdQ1BA2qPw0+Py+9v88A2Zhf4SY12UFjk8S79t0l0dBWe/sURaknuvW9bdLZeSZarMVa7OKxrxujo5Xelsws0eLltHF98db58XgbsVoEpo3ryxsfHsCd3Z6kRBuJcTaGF6RT0r8Dsgxtmops0TFPlpuFMCKt2tOgbWVYLQJJTjvzK9yc9vpw2Cz4/EFaJdrw1vtNz3uqxsfUsf1onxLPqJKuOqqDeZML8Db4uWfZJu6cUWx67eOeel5873MtnsaC8VgkEYIh03gaC6YQS7nNDF52Nvsm6oYXmp1LvhB5rIRgeN4qPPGKki4crjqDw2YhGArjdNjY+lk1A/u0Y+FjkX7gpiy/EynJ8dQ2+HE57Zypa/anWPO0qpKsPu9qTz3eej/e+oCmzjinPBdAB3NRKUA8Xj+NTUIwYRlT7pvaqE6FSF+LtvPlT9/Efgw++F3Z2Z6NIJjD+NSCV2xFXPPPmSl3qxQELqeD9DRlQSuKAoII8x9SCjH3/Ko0Zvy779ktTbmleU4bDIXxeBXI1vCCdI26xuV0UD6yF1Ou6oskCrz43uc6WplnXt/F8IJ0RpV01SBtZ4O/RV7v/uVbdceawZQj/c9qk2LGZeBHDy37JqrjAb8yn6m/LcBj84eb01xE8agPL0hXqCwsAk/cPpyaukaeW7Wb8hG9kaTY9EnQTP8TDsksfkofpy0WgeEF6ThskgEeHPn5k6d91Dboz63G5Klj+yniWU1rGoDq0z5D3Dzbesdqkzhe08jSJtXR8pG9aJ+SiM0iIcnyd+43LfG22VTVbsW3QwSapjq7VTLlWrRIAgTDumMhNqTa4/UhICBJIn+ZN4wTNQ0x/U7154PHvCTEWZg5Pke7PoLM4NxOhhzUYZdYUOEmJIcZVpChe39OeS5Wq9I4FD3u5k0uYMWqSk35vDA7jaED07XPF2anGWi75le4dUrT8yYXkNY6ns7tk2iT5NCNzcjvJYoiC6cWsvzN3bpYbBFFCBlzCzP/jKS7uZB9tQV+a2Lnsx1YkkTCokAIsNgkZJTqryCJCJLAk6/u5BdX9OFnw3oxclBn6hqC3PGE0t66adcxZk8YQHa3FP78f9s0SJc7ux2CReSL6loCwTC1DQEuK+pM1w6t+LNJa/mUq7Io6d+Bf7xRyckan/b6zRMGUNq/IxZJZGAffQvwqJKulOR00LVn/+b6gVgtIidON3DkeJ1pS/j8Cjf/eGMXy17fReXBU8wc3x+bVdIWIep9XVHUlcV/W697bWtlNWMv6UH7lAT+5x+bDe8NyevUtLvZ/IOGRcHQorzls2qyurbWwTi2VlYzdOD5bbVtgd9+95+7kOGq52ot8Ntv//0j46kgiVhEwQAXiT5GRmBhROv9qNIuDB7Qkf49UwgEwzq4bOmADvTKcPHAiq1aDJ5yVTYvvbeXR/61napTdQZ6hDnluXRsm4ggwEc7vtRBFlJdcZTlpxOSw7RpFYfDJhEIhvnff27h5TX78DUGGdS3PQlxVgqiYBhqEvHie3u5bFAX03g5srAzz63ew8Deqezaf8pw7TGXdCO/dztWrT/A5s+Om8bsuZPzibNZCMqAILLstZ0ICMwYl8OQvE7UNvhJTnIgR3HthBANkIZY8LKzmWkM/5rQiAsBfvttTBZFnW+qc/OtkwbiOaOHcuf3SaNfj7bcYfLMx17Sg9sfWcvKdz6n2lNPflYaA3q1ZcfeEwaKj1SXQmwtigIj3BnkZrYlLCuqn7PG9yfZaaMgK42ygnQCgTAPrNhm+G0uzU+n6lQ9sgxZ3VrzJxMI2W8nDSTObmHTripdDuFMsCGCYRwHZOG8+NM3sW/jg9H2dWJUpF2I8NvI74Agsmr9AS4b1JVRxV3o2z2Fl9fsJbd3GqIkGqDh8ya7eWXNXo4crzOlk5lTnsvGnceYODKTLZ9F0MD8fCAJDqvhWIfdQjgsc/VQBfa4fNVuPtrxJe4+7SkZ0J4R7s64nA7Wm8Tevt1TeOOjg2ytrObqod1xZ7XT5bSzJ+Ty7w/3Uz4ykx17T3DV4O5NnXlZDOrXgT89u4UVq3ezfseXzLq2PxNHZjK4fydWrK7k489P8Nuf52txORYUMxIuN29yAS+/v5cRhZ11x56VMkcU8IVkA0WO+n4YI0zvu4CW/dD5brSZjVmP10du73ba2LNbRQbndqJ0QEfcWe2w2UT++++bDb/RiMLO2tytFmrvenK95muDB3SksG87XnxvL+1T4inp34GP9xw3ja1zynNJSY43/F5bK6u5orgrWV1bY7WKlOWnE2ezcOnADI6frufI8Trt8wDL36w0zNWRVEzqmiYUxjRunm29o87daiPIn5//mBWrd7Nu+5cUZLcn3m75TmG45zPeflO7kPNdSRI5Xe/X8sTKgwqdysjCzjhsFgJhGYvNgiiJhIEQAlaLSMmADuT3SePyQV0o7d+Bq4d2RxQE7v37Jpav2s2GnccY1Lc9rRLt5PdpxyefH9f51hvr9jNrfH/S2sSTGGdFEkXu/fsm3vjoIOOGdDf16csKu+Dx+qj3BU0pu4YVdCbOZmHpso2Gz15b1ovqU/Xk9U6ltH9HljZtpvy6PJeifh1w2CQuL+rClU10Bste26mjjjnt9XHZoC7cv2IrL7y7l6pTddx0TY5hDnnk/z5hzbYjOkqaOeW5JCXaDHktmPtnJN3NDw3dbYHf/kAWWe0128VbMMVN+YhMzdkXTi3kkZWf6FrAj3saDK/d9eQG7pxerL2uJssd2ybGbNf9n39s1irUADk9UrBaRD7acZRB/TrQupWNxTcV4/E2UlPr560NBxlR2Fmr1Pv8QSwWgWWvfcqNY/qy/+gZKg95eGXNXu6cXoy3wU+Cw6obdNUeRZ57yawSw32JgrmiXygcJiU5zvS9YEhG0AS8FYul4mQG4wiFwy0O32ItdpHa19ndNTvmDxFdbJkZLhLjbMhhsCTYDJCbM00E2JGv3b1sI1PH9mP9ziotti2cWkRtg59WCXZWvr2bEYWdWbX+oGFncd7kAv794X4uG9SV3//lQ22XvdqjkLtfNbi7JpxRmJ3GHdOLqW3w44y3cd8/t2gxW8A8XqqxcPmbuw1wiXmTC7j3mc14vD6lq68+wOqNhzUYT0ZaIifP+PD7w5rCX6qrWSTpviaOtFi76LEhDecWZ3+qSnySJOKLARdRu3ki/fD+5QpJdKxnrr4+rKAzdzz+kQ5mJoqw9JelnKnz47BZeOrVHbquo6df26V0sT61gZuvG8AjKz/hlol5JMaZw3TUvOS2G/JJjDOHpMsyhJG5dVJeE5RY6SYAqAuEtKRZ9a94hznlx/cxb4dj+GA43CSw8TXtx9CBEv0dzITXZk/IBQH8gZAGXXXGWwmGwlgsApcXdeHqIT0UZIlF4M7pxYiiwInTDVitIkPz0wkEQ7r8UhQFwsi67hC1M2LRtCJd4aLao8BxF00rYu3HRxjmzjDEv0hht2pPA3UNQaxWkT/MKObUGZ9OQfJwVS1LZpYQlhV6gmEFnQ3jb8mTG1h8UzH/9/ZuhhV05uohPXTIlViQto5tnTw6t0yDo63eeJhhBRm6Y2N9NhSWQRTweBtjv0+sXPrHHT+j5w11Po0UwZhf4WZ5hHDfH2J0tNc2BJg/2c3SZRsYN7Sn1i2kvn/3so0smlaEO7s9q9Yf4uqh3TU/FUW4a2YJAIKg0DeFYtBphEIy//OPLUahrhsKKB+RyfHTPp5+bRcVo7OoPOTh3c2HWTi1CKtFIBCUeeFdPT1I6Czq6F9HHXjq2H66YrI6ByydVaJbZ51v+6nO+V9lKuQzgJ4zTp3/75pZwiMrP8YZb+O64b0IhWWOnaxj+Zu7SXbaKB/ZW1cXWHxTsel5Zo7PoWNbJzdfN4C0NglIgtL5fOOYvjqBof+aWsitkwYS57DEnCND4bDms+a5Qj2iaA4ldrWy84tRylj43S/ycTkdVIzOYsPOLxnu7kI4LBMMhZGRoQmiG2nDCjrrxDQi83NBgKpTegXf+5dv5c4ZxRw65uXp13Zx66Q8U3+L5Z+RdDwXqq9eiPd0Qdu5cP8EQXO4qWP7mSYJM8fnaK+Z8djF4rarqWvUnet//7mZpbNKTVtPJVEg2WnTXsvMcPGzYb14Y91+LslL19TGCrPTuHFMX2xWiU6pXXRJlHquqWP7gSAwc3wO7dokIMvQ0BjAc6YRMA46NTGOvq+wbHxNuVeRI8fPmL4XCsmIgj7Bj9VybAbjkGK02rZYi7XYhW+R8RTME1CzY46eqNVixPRr+lLXEODuZRu5ZWLe1463kfxj63dWcfWQHsx/eC2prjhmjs+hptaPO7s9y9/8TMfXo3CUdQYBpo7th6tVM6/J+LKeuoRaVdebOrYfnjONJDttGu1CLH4RderxeH3EO6y6awugJTN3L9vIwqlFrN54WAfjgWbYpPpdvXXGwqZZon9W5bZziLM/FSW+6NxBlgSOVnlj/K7mSeXZ1fIUUwsE6u+m2qPzhvHaB/s4XFVL+che3DimHwe+PGPg7G2TpJz/vme3sHCquaKdtz6Ay+nAW+fH5TSHpB89UYvdakEQ0ArXzd1Xkk59V/GvWPnLdz9vizGeqygK5ySX+3Vi1IVokb4pI+i+w7CCzga+zgdWbGXprFIkUdDBGxdUuHnwufWG5zh1bD+6d2qFzSbirVM2LRY99pHhuDtnFHPrn9YY7i+yeKZatUfhfsrPase8hxT468zxOXRIScRb7+fxF3fooFbxdgvzH/7AsLGyoMKtdGwANU2w9VhFNo+3kZL+HTSetb/ePuIroZiSKHCyppGU5Dg++fwEYIQln+2zobBMTa05PYNaJP8pxM9ok0SBwuw0hhV0xhlvpVWC3VCMUykn1u+sMuQCqqW64qg+1UCX9q2YOT4nJt+jKCix1Z3dnjufMPq4yr9XmJ1mSmmk/ibjy3oa1oL3PK1sHKoKtt76AJkZLh0cUS1UH66qpfKQRxf3Y//+sZ6deFY//64LFj+VOf9cLHIzxSw3rfY0cOqMjzGXdMdhs+jm1NkTcpFlWdtQVo+PtRngsFk4WdPAg89tY+msUizIBMPK5sGwgs6c9vqpPOThzifWN3HcCQRD5uq1obBM5SFPzBimUjGYvRdvt3LvM5uUez3TSPnIXmzY+aUB5ju/wk3rVnbDOcw4rtfvrGLK6GzCMqYKvp4zPm2cxfK3WP4Z+V0uVF8Vv/qQFlNNHXTzH17L9KVvMf/htXjqA8gWEVkSkST94wydhVA1M8OlcCW1SWBBhZvMDJc2KCJN5baLtFRXHP6APlpXexpAhNkTcrXj1cH+2IufMHFkb/76+xE8OreMuTfkc7q2keHuLrogsH5nFf/56IfYLBI1tebBICnRhiQKLH9zNw2NIRY9vo5b/vQ+T7y0ncQ4m+m9+vxBhRMv4r4sFsHw2vwKNxarwNqPjyo7EreV8ei8YdzzqxIWThvE6g0HdIsXUKrSC6LOc/sUN6mt4w3ntlsv5LS6xVqsxaJNkpTYGhSEs+7uqhZ5jLpgS3Y6WHxTMYXZaSQl2LUF6rnEW3Uyj/xfjeEd2iYSZ5dom+xg/c4qljy1gfkPr2XJUxtYv7OKpEQbh455DTEyVkLtamVn1/4TlI/srXDnPLyW19fuM8TLeZMLeOHdPdqOqsfr0wp6b208yPHTPt15JUmJf4XZadw5vRhXKzud2zlxOR26e4hV2AyF0c1xNgnTGG47l9YmzGP4ggr3j2rHUZJE6gIhDlV5OVnj41CVl3pfkLUfH+XWSQN1333uDQWITVxlkZbqisNqFZk3ucDgB1LEMzfz61RXHF+eqGXc0J54vD7auuKQJIGkRBvjy3qSmeEiM8PFwqmFWCSBP/+ujJweKYgiLL6pmIdvK+PRuWU8fFsZd84oomPbeGZc049HVn7CH5/exPzJbkPesfzN3bRJdmgdn9DcKXCm1s9vfz6QR+eWadeSzpM/RT5zNXaY5Wc6E2TT3Anh3JL2UFjG5XSwoMLN0lklSpee06GLUReCRT4bJIm6QEjLa0/UNOjGf6w4hah0Jt05o5iFUwsZXpBOemqi4fvn9EihczsnoijQ6A/xyMpP8JzxmZ4zHJZNfVeIMR4kUdRy2MpDHu54Yj2//8uHJDvteLzNKrm3ThqIJAncOaOYHulJzK9wU5idxi9G9eGJl7Yz96EPuP2RtVgkkQVT3DHngZpaPxntnNp4QIA/3KQUvle+vYc55bmGOIYg43LaEQWBhVMLWTi1kLbJDt04fmvjQYPvqzFQEgXe2njQ4J/q+z+F+GlmNknQzZG1DX5Tn8pIS+SumcX8YUYRyYl2ZX0Q8axunTSQhDil407hLzX3wbCsxNaziWOo3YKPv7idWybm6a5zy8Q8EGQy0swRVRlpiSycWsjimcUkxlm55fo8QxfdAyu2Mr6sp25NY5EwzAnzK9xIEjHjnjp3x/JztVj8XdlP1WfPZpEbQrHm8JpaPynJcdzztHGTRUf1i8cAACAASURBVN2MizR1MyD6PD5/kKREOwunDcJhV+oaj734CTW1fpISbdw6KY+//ucIRrgziI+TEAT41zt7TP1s5dt7AEzj3+wJuax8ew8r395jGA/zJrsJhELa5kqcXaJD20SGu7sYNpGWPrWBYFA2xEiX0276/Q5V1VJ1qi5mLp/qimPRtEEICKb5gQW4Pepav7l+ICvf3nPB++qFel8XpMXahVV3/qJhFpYIAYtWCXbu+VUpNbV+Nuz8kqED07WArSbyDpuSsEfCHJwJNn7784EaD0Sqq3mnOzPDpduJDAXDbN51TIOG1dT6tV34/UfPcOeMYtZsO8Kl+em0SlCKc2aKj5IYWyjD5bRjs4iUj+zF3cv0z+KpV3cY7n/2hFz+/PzHjCxM1yn8nKypJ7mVg0XTihAFpXPPYlHAtT8b1osvqr0sf3M3Hq9P45i4oqSrovYTUc+MpYwlWcUfVNmpxVqsxb6dRcPAFk4t/MrdXXWHTeWKiY6xkRCClW/vYfaEXN0xyYl2fnP9QP73n83xVoXwqNdThQzU86tE03EOK0tmlrDstU91cblVgp2/vbxTi5Fzbyjgnqc3xtzZbO10MKqkG7c/0gwNfuG9fYAC8wmFwlgtElaryHXDezHpit7UeP0aD6la6Hl97X7dea2SyH2/vgQZgf96TN85FQlRiBX7jxz34nI6dETk0cptdqtAYyB8TiqM56pkfDGaLAl4TjXqoDFzynO5emh3AA0OAzIerw9/IKjBCSOJzIPBMPFxFt28GZLDul30tzYejAlFvHVSHkt/WcJxj0/rNlEXnDabyD3LNul8SLJAbV1Qm+vVZBxkbZ6v9jRQ3xjQwSZVcS5kc2iYw2bh1Bkfcx/6QLuWKAoxlQDP1c4ZBivDK2v2GlRPp1/d75yua7OKpkT8NqtI+HtS8f0qi0UCrnZORneFmcWpwuw0aryNulxvQYUbREwJ0f/2yg6mXNVXez1W7DtZ08Cc8lyDMMu7mw8bcsv5WsHMqGYaDMlMHduPpEQbKUlxNPgD3PbgGu2zt92Qz5TRfbU4CM2Lx7tmltDoD5qOoc27jpHqitO9Pn+ym6W/LCUQCCGKIrf9Ip9WCXYNajz/z2t19/zGugOs31mlbK7MKMZb76e23k9CnIW7f1lKMKRXWLRIIhNH9ubZpi7wpEQbrVs5sFlEGgMhJFFoUiz/8cZPM/OH9J1JsboZT55RirsPPrcNl9PB9Gv66mDfifFWauv9hGVwJljxB4OmNBohOczKt/dQPrKX6XW89QGt+97ldGC1irrr2GwKH3lNrbnvH6qqVQqUk9289P7nlI/INFUU79K+FUtnlWprGlkSWbP1C6WjShKwSAKvfbCPF97bR6orjtsr3CRHxT117nY57QY/VwsW32W0ipzzEQSQ5Z+Ez5pZZJf02XJTVXzqxjF9zTtJTbrL3tp4UIOVR8Z6u01i2Ws7mXhZbw5+WctL73+u8YkOK+gMgMtpZ8jATpw87cNb79e6jFV12rAM8Q5Je93j9eGwS9x83QBsVomkBDv/97YiTJGZ4cJmEw10XvF2C4XZaVw1uDsPrNiq0cKYbyqH+XTfCZbMKmmC5cq8t+UL0+ek0i5EzyW3T3GTGG/ljzeXUuP1s+jxD3R+H5kfRI/fVglWbrthIMhc0L7aIpRhYrEILkPA8lW7da/V+YKMKu7Cy2v2GcgTRatIXp9Usru14Z6nN/LS+wrhZcXobF54dw+7D53WzrFtdzU901vzypq9zP1FAVcUdaGsIANvvR+bVSSnRwqXD1JIipe/WcnqDYd0BLyzJ+SyfFUl15Zl4q33M/ehD1iz7QgpSXEa4XmCw0JmZxenvY0s/ptCAlt58BTTxynkkSdrfKS64hiSl06c3UJp/446UuG5NxTw9sZDdOuUTLzDynOr9+iexZHjdVw7rCfD8jO4fFBnyvIzeK6JUPjAl2fo270Nj67czqtr9zF6cDduf+RDnntrD6+u3c9ra/ezfscxinM6MPOet9m1X7mv3YdO8+6WL8jq2lpR2QsYpxpZlhFkGREQZBlZlgkFw7rXQsHzPwB/aOLgFqGMi8tahDLO7ftHk9UeO1FvIKVeUOEmwSpppM4WUaAguz090pMMokHbdlcz3J2hEWKfrPFxpLqWKVdlcf1lveneMZl3Nx8mPc3JlcVdGTe0O327p5DgsNA+JZHyEZmUDcxgxepKBg/oxCMrPzYQTW/fe0JHxrugaTd8y2fVyvWO1zGqpAtXFHfB1UohK962W0/c7kywEgzJrFitn2s+O+ihuF97li7bSNcOSdy9bCPdOiYTZ7Oaimhcc2kPbX6YX+Fm1/4TBMMYCNmjydyHudNxZ7Vj++cndLF/2Wu7WLXhoG6OC4eaY69FFDhV62fR4x9pBONfl3TbLIZ/HbtYhDJCCCyJ4LZRn/vlg7ry5Cs76dw+iRSXg6pT9dz37FZ6prfmZRPC/nXbv6SobwccdgsycKauEYfNwpn6AAVZaVxR3IX8Pu1wJljpmZ6syxk8Xh/DCjI4XOU1EFpv//wEOT1SDOJSIwq66CBt6uuXF3XR5UJHqmvJzUzl/uVbeeOjg0iiwOwJuTQ0BrXxqlqqK47czLbU+0Ks2XakWRBjYAbhYEjnB+FvCG85VyJ2iyjQI6M196/YqhGTzxrfXxdbvo7JiDoOI40sPD+DWJP59y2UcTYS8DXbjhjEdPyBIDddoxe7+M31A/nDX9cbnu9lhV2460mlEK3mnXUNAbK6tSHObtFyRjPBngUVblonOWj0BxWy96IuXF7UlcR4C3/42wbi7RIzx/fnypKujCzszKr1B8jq1oasbm14IOJ3m3FNPxLjbPz3PzZRkNWOOIdFB/VV5oLjDMnrxHNv6XPYOl+Q0v4dmPvQWoKhMLOuHcAluR3J7pbCG+v2c93wTFOy+MEDOjLzj2+zfueXXJLXiXWfHCXeYeW+f24xHHttWS/WbDvCkeN1bNh5jKyubVj8tw2s33GMYQUZSOGwLgbKsky83UJu7zSSEm0kJdqorQvw+8fWaXE2P6sdCVYJISyfU/w8F/uh891oCwFbK48zY1wOo4q7YLWIFPfroJu3VFiiKvbzm+vzqPcFtc2H51fv4Y11BxjQqy2nahq579ktrHxnLyMHZXBZYRfGXdqd4QWdsVklBAQG9EohLGO4zpxyRcCiMLsdL6/Zx4xxOTz43DZe//AAb208zHtbjrCt8jj5fdJYsWr3VwpgTL4yC0kSefC5Zr+ePq4fdQ1+CrPaQSikrWksokBaSiKL/7ae7p2Suffvm9j82XGgeVwOK+hsiD/hkIwcChNvt1BWkMHo0q6McGeQYJW+l4KFOuentkmkvrbxOxXmMLMLId9VN1gWPf4R3TomU3nwlCE3nXRZH7p1TOaNdfsZc0l3khLsrNtuFAXK692WIXnpWpwuzE5jyui+yILMsKbfd1h+BglxNh567mM+/vwEWz5T5vKU5HjeWLefqwZ355GVH/PS+/tYv/MY7ux2JDvt/OVfO5g+rh8vr9nH82/tYcOnylp982dVVFyZzeVFXejTtTXLXt3F82/vYfWGQ2z49JiWg/7qZ/3507NbdeNh864qyvIz6N8rVdussVtF+vdMpaR/B9xZ7ag+Va/VJYbmpRMMydz7903k9GiLICoc/7sPnW56Tr3p1jGZ5W9WUnnIoz3DBVPclOR0IDezLe3aJEAgRBiBhWfJD8KiwO//sk53vxs/rWJ4QQZCKPy9+2q0tQhlnCf7Kpy1CgVTH6o/EKa+Qa8IU+1p5k+I5J+r9ii8Tae9fs7U+XWV9QUVbtZ+fJTVGw/r7ietdQJLZ5XgrQ/w7ubDjLmkOxaLQJskR8xulcU3FZvyo0TKpDf4A/x77QF+fkVvrSofCsML7+5h9cbDXF7clTN15rtioaCMzSbyyyXvMLwgnRtGZTNldDaSJGK1iNw6SVHdi0W6qXZ9R97Xkqc24LBZlF3L8/JLtliLtdiFbtFw28pDHp5+bZe2U2fWkaDuAMc7LKYdHIFQWLcL7/H6SHY6eH71bg5X1Rri5ZzyXHyBEIGgcj1JErl2WC+cTQICZkTT9y/fypJZJRyu8ipQM69P2z1MdtpwxtkIhpVujA+2fWHoDpp2dQ5WKTZX6LzJbhoaFU6ztsmOmBxAHds6eWz+MCRR5LMDJ8nu1hYwj7vt2ihziauVg/v+uQVAd18qTHPl23sUHj+TTryLlU/s+7CYJNOyrO1S3zmjWNtVbpvsYFhBZ9okxfFff/nQ8EzV+Xre5AL+9c7nfPL5CWZPyOWJJh6xcUO6cUleuq7bZH6FG38gGBNendY6Qdf9r+6Om3XzR3cFVB7ysHnXMZbOKiUQDGn5wuGqWm6ZmKcTXVE7BR5/YYf+WZxHQYxzJWI/X50jwRjiMcELSKTrq0jAVQE0rWNSEqnzNXdiyvLZhc7M8s55k926/FkVAVg0rQiLJCKJAlaryKkzPhLj7NSLCk/zv97Zw7Src1g6q4SEeCuiIBBCIU/31gfwNYYM+ez9y7ey9JelzByfwzOv7+KWibnaXNA22YHNaqG+MYDNKlKYnabLw1WIG8DqjYc5XFXL+LKedGnvZHRpN8IxOk8tkqjFWn8oRN/uKSQl2s/6nKP/P9sYCIXCCKgdIjJ3tcRZ067YuZPzm0RZ4MCXXp55vZnAX4H4WXXHa/Nyop04h5Xf/SKfeLsVu03k3mc2G/xYPT49LbHJdwWaSq94vD6tAzUWRNciiVQe8mhiVV3aO7X7jOY1jY776hwhWUQCsqx1ZQK6Tnfz+CMjSaJpTIv0LULyd9qh12J6i8yZorvzPF4fVouEJCkUCMMKOvPOpsNMvKw3d0wv0gQyPF4f8ye7SW5lY8uuKhZOLcJuE/EHQnx5slbrNHMm2Hj8hR1UjM4C0PiabVaRNklKvhGdy969bCNLZ5Xi8fo0n3XGW/H5gyTEW9l/9AyFfdsjCkb+OpfTQXqqkoOKoqh1gqtW7WlAEATqmmDzKodkpNCN2p1YPrI3a7Z9Qd/uKVR7GkhJdvDvD/drncsupx1RFHT80KB0Dx465tU4Xx+bP1yZ38PmHd5qfnAxC7lc6Pd3QZnKAxDZqjz3BkXdEMyhYDarZOocSYk23WuR7dtLlxkn7DunF2sEqerxp72NLHhkLZkZLqaN60ujP8SCh9ficjqYU56LPxAyDNJYxJld2jtZOLUIXyDAc6t2M+mKPpz2+g3wA2+9n5OnfdhMoMKzJ+Ty5Ks7mD4uh3t+VYLVYuGOJ9aZKv8umVViXhQM6+/LGW/VFrMtQhct1mI/HTPbRPF4fUoCKssxE9BQKIzdZjGFwVkkEYcdDb4YCoMvEOCTz0/ELNDdOaOYe15qhiX+5vqBHD/dcNbkvabWr0tyHlixlVsn5WGzWs6qzqfco4A/GDZAB+ZPdpMQb+V//q4o2s6dnI8gCBw5bk7+feS4lzueWK/Bh2w2kc8P15geCwJPvfop48sUzjV13lHfV4tIc8pz8XgbmPvQWgNk4WJOhL4Li4TVWGIInUiCoPmcLMtachuWFQGTWITZqt+pysyrNx7Wbc7lZ7XDYZe4Y3oRAgpUxh8McuR4A1aLecG46lQdvxjVR1tgprriOPClwgWpLmbV1wHd/F+YnaaIbkUl5M+8vosX3/ucO6cXI8syVquIVRJ5eOXHWi6jXt8iiRA8P/P7NyFiVxe3bds6OX7c+40WtxcDAbwlhiiIKi6W6opjzCXdkSQQQjKyDIubuvIyM1z8YlSfmDEnGJIpH9nLZHG4gSWzSrQCr8vp4NL8dE2MLZIGQN0EeWvjQe0+nnr1U34xqo92H6muOO6cXszpGNzP/kCItNYJ/Ob6POw2iRuu7MPL7+/lqsHdWRqRs86bXACgxd8FFW6ebaJaADRRoYVTi/j9X9bx59+VxfjeYWb98W3d9zgbTNPsf8VPvjrH/SnHWV1MDWMUnFi2iZuvG0D7lARtga8W2saX9TRQBj2wYiu/Ls9DBq2Ipq7rJl+ZxZ+WbzEcr9IBRfrub38+kMU3lSCKyhrR4/Wd9bdX/WrJrBJDISLVFRdzE0gQ4NQZn9b1HTkHC6EwYox5JizL/OfDH150Stw/doscy5HF3oy0RA5V1fLKmr3cMCqb+Q8r6/wbruyjCVuqmyUNjQEe/dcnzLw2h64dk7njiXWaj0bTffzHmCyCIdm02ScYMt+QCsuylouqAhPKBuJ2Jo7sTW1DAKsk6fxOvdcFj6w1xPfIGsbJmnpNaCtaOE4db3fNLOH1tfvIz2pHWJabcttaXnhvn0ZLo9YUojcQI6G4kXH6nl+VnJUmI9YcabkIahAt8FsTi9U2K8syifFWLsnrROkApSX/1Q/2ctmgLtQ1+A1wDYsoYLVJrN95zNAqe9XgblSdquPI8Tpd+/WQ3I707tKGUcVdGJrXieHuDIr7dSDeYaG4fweK+7VnWH4GYy7pRpzdQl7vVPJ6pyIAPn+IwQM60r1TMms/PoI7q50BXuDOaqe1+EbeT1l+OgsfW4e3zs/kK7OwSiKLnjBCNH47aSCPrPyEtzYeoiinA5cP6sLgCHhC+cjeWKwCp2p8/KlpcM0Yl8MjK/VQOEmEn1+RpYN0zJtcwCtr9rLv6BntvnIz21LSvwNtkuOIt4nfGI7zXdgPDUdogd9eXNYCvz23769CaSMpAKLhtrFMFgQdDK5TqpM+XVsT77DijLciAzJgtSjkuMPdGbSKt5nCsQYP6MhL7+/T/v/k8+MMHtCBQX3b4/MH2bXfGE+HF3Tm9Q/3685TPiKTOx43Qrd+XZ5HaX8FHtA6KQ6bVeHeSUq006dray4f1IXczLbYbCIPrVCKIXW+IEV923Pfs1vY+0WNAc4zpzyXf7xRyckan3adYfkZPPHSDuaU5xogv8+truTK0m68tfEgM8froXaR0KAde0+Q3yeNdzZ/YYAsiJLEuh1GWMhItxH6c77sQoXfRsJqlq/azbGTdcwa31/ny7dMzEOyCDzf5HNXlXZjw6fH+PkVfXjwOSXZHJrXiZ37Thqead/uKRp0dcwl3Sjo044heZ3olJrIcHcG8XFW/vbyDv7ywg42fHqMopwOyDKktY4nzm6hf6+2BvjXP9+o5L0tX7BgipuBvVMpK0jn7//+TPvdf35FHyoPnmLe5ALqG4M8v3o315b1YlRxF9zZ7Q0QcBXW3adrG/7ywnaWvb6Lj3Z8ybCCDDqmJhr8NTnRjnyeFpvfJnZ8mzj9Ta77fcNvRatIVrc2uuc/v8KNKMKw/AxyM9uSkhyHTRCQZZkwzbQzai5nFnNmT8jl3x/ux53dzkDNUucLcnlRF1asquTGMX0Z7s4whaMvmOKmeycFajb5ymwQZCyiRM+MZAJBJb8tzG7P/qNnyOrWmppav2k+26dLa2578AM27DzGpfnpLHlyA9eW9TLkoVsrq5l7QwGjS7pySW4ndh86RVlBBgVZaVw+qAul/TtwZWlXVm84yGcHPditgmne+vL7St4aCWV+fvUeA13E/Ao3r6zZq+X9KmxTEhXhOKdD+socV5BEjUIi8juPcJtDy8+X/dD5bnRMLc7poM3Lqql+ZrOJFPXtwJbKavYfPcOMa/oR77CYHj9hRCbP/PtTri3rxZhLujHC3RkZmaREmynd0vWXZRp89+M9xxlWkIEsy6zecJDeXdsweEAzfVFhdhq/nTQQSRLJ75PWBGnPoVWijd6dWxt8pLY+wHYT2oIhuZ1MYe/qHCyZjO055QoNwitr9p+VguCHsh8qL74Q8t3osXyyxkflwVN07+TiiZe2M3N8f97ZdIjPDnr41c/689DzxvjVr3tbPvzkKGX5Gdz1pOIb1w3vpetgVuPSmMHdsVklztQ1sveLGi0/rPbUU5zTwbRWkd8njdUbDjF7Qi5XlnRl6MBOIMj0THdR2+AnHJZ5bnWlLr8xu9dompc55bk89eouAsEQ5SMysVhE0/FZ3K89qzYcpk/X1rR1xTO8IIM31h3Q6gTqcSX9OyAIkN0thWvLenDZoM4sX6XQf0XH6SG5nTRIfuT9qTQZZnPknPJcRSXdTC1XEgmLAqGm39QiCt8pRLcFfnsezR+SNSlp1fYfPcPSWaVIEjQGFLiCTRLwh2RsVtGUcPfxF7dz3fBMykdk0irBToM/wNzJ+Zyp9Ws7N82O/6nWYqv+HbmruWCKG4sk8j//0FeoT9Q0GKrNZiTaCyrcBMMh/njzYKX77+G1MTsEZBnS0xKZPSEXq0VAEkU6tE1AFAWmXZ2DzSrw2/vX6D5v1s3ywnv7GFnUhbtmliDLMqKoqFuqpJvqfSU57QiAhPyNCLNbrMVa7OI0MwEFNa6GBAGLKCJKCs2BAQoaCmvt9a5WdhLjbDz16g6c8TZGlXTTEf8vmjaIhsYQnjPmu+sqHEu1ak8DLmccgVCIVKuyWxp5vtkTcglE7ealuuIIBM13Qi2SSOskB5amGOgPhElJiqemzkd6mpNgMIzFEqdxhaimwiirPQ06aERbVxz3PrNZd6zSyRGm8pAHUdBDa9UOrBvH9GX61TnYrYL2zI+fVhQpK0ZnaRAFS4RKWGSHiCgZiYnnlOciShD+iYXuaCiyCvFTIY3hMHgb/EiiAgEcVtBZU4T3BxRFuOEF6SQ77YZnGr37nBhn495nNunef3fzYYYVdObGMX0RBIENO7+kS4ckwrLM1s+qGZqfzpJZJRxv6mSJhH95zvh4ZOUnilpjk0V287/w7h6GFWRw2ts8LoQYcMy01gncv3yrDloWDIV5Z9NhjdpDFEU8Xh+NgRA2m0Q4hAZPPxsENrJrJ/rYH0p85WIQffEHwjz92i5dDHjtg32Uj8w0pTUQRUHz0Yy0RA2O/czru7hzRjGeMz6dDw3J62To2igf2QuLJDDt6n74/EFqas2VSr31fq0z1GoRsdvsIEOCwwib9AdCmiqsHupbwF/+tV0758kan667Nfqajf4QR6rP0K2jiwGZqdTWB3QdLr/7eT75We1wZ7fHWx9g3xcenZjLs29+pqPGUa/VTBdRSjhCSGj61f24cUxf7FaJUFjm1kl5SKKIwybi84e+UmTIDDF0e4UbSRLwh7++QNHFZtExNZYwRkpSHDIyO/dVsfimYjzeRuLjLMTbFNSPy+lgfFlPDUZoswoaBUKkf9U3mAtG+QPm87gsg90uMbq0O6FwGIfdwtJflgIy3rqAtm5U1zYbPz3GkLx00tMSdf5UdaoWGcF03djoD561S1MIKUrLM8fnkBhvI8FhxWoVOXaiTqNWUI+12iT8Ib61KFGLfXMzG8sLKtw4E6wsnFrEh58coU/XFNzZ7WPC+ZMSbcyekIsvwjdidXqeqGnQxKkiu+/X76zihlF9DKIat09x88qafQwdmK4Jt0V3VS+ocDN9XD9kGe6dM5jGxpB2vejrd0p18ujcMiwWUctnKw95qDpVz4QRmTG7oI10DgVcWdKV+sYg4bCMzSqRGGfDYZdwOZXcwWGTmH51DjeOUfz77U2HtDhtkUTT+wuGZRAExJDMO5sO6+bIp19ThMaii2bnLMr1HVtLUe8cLbJdNjPDpU0OMjKPrNyuqVqVj+yt8dkUZqexdFYp3gY/VkmivjHAsILOPLe6krGX9MBmDdIYCCEKippVJIfN/cuVdu+6hiD+YEhLYO5f3sw3t+TJDcwcn6PDiPv8QVyt7AaI7NVDeoAgs2RWCYFgmBOnG0iMtxIOK51+0ZLa0QMMYFRJV408W91ZcrWyYxEFfI0hw+djnevYiTodRG3ckG4myndBZODHlZ60WIu12NexSL4XCYGTUZQA0cmFOpHarZKhvX72hFzaJDlY+Fgz8X+1p4GqU/U8svITXE6HYYGowrEiY73PHwQB7nj8I6aO7cdbGw8aePEqRvfVYp567Vg8pIFgmBfe3cOokq4GdcfHX2yeU6Zd3Y+fDe9FKCRzsqYBUUQ7X+UhjwaNWDKrRFEejbBUVxyhsLJzePy0zxTyI4kCQiiEPwQCYLMp6YHKCas+73DEDmQktNCsWBArEfqxmxlEbv3OKq65tIG/vbxT882cHilMGNGbu5dt0JQZnfE2CrPTGF/Wi4WPfagrTjvjbDz56g4NBjtvcgFPvbqDak+D5qNWi8i4oT15+vWdTL+6H4eqvOT3aYfVIrJu+1H6dG3D7Q+v5ebrBuj4fqEZIlbtaeC+Z7doOYbip7JGp+FyOvj1xFyOnazjqVc/jQk1rDpVZwqzvTQ/XTvX9Gv6Uu8LYLOI1DUI+kWFiXIjfL1E+ofiirrQOaokUcDj9WnwelB+l4kjM01pDWySYMhnfz0xj9oGP7Is8+J7n2tF68wMF84EG4tvKkZs4vvy1gd03I5zynNp3cph6i/xdqsGu1r6y1LO1Pk57fVpRTZohmXdOimPCSN6s2LVZzpupeeaBIZUzqhWCcp4ipWHnvY20iY5nvkPf6DB1yOvde/fN2njQIPANcHMF04t1DaiI8+pwiz1dBHNsdUuiXi8jZr/Rq8ZzrYwjC4cW0QRXyDIbQ/GVnL8MVh0TDVTCJ1f4eaxFz/h6iE9aOtK4D8f/ZCcHilcPbQ7Vafq+cNNxcgyPPnKDg1yvfSXJQSCIW6ZmKdtXKkw2+gNlXmT3YiCOcTeIgmcqmlkaZNiuRrjzXxqyVPKms0iCdQ2BKg+Va9xn6W2jufDj48yIDPVoCgeK86qc3AoFCbBKtG1QytOe/06iLDKTyaJAlZJ5ITXb+BcTXHaWgp736PF2gQKyugEqgCWzDRSVo0b0o2UpDgCoTBWSWTckG58ut+DIMA9vyqlptbPyreVrunykb1wxttYUOHWfDxyfvcFQtitUpRCrcjowV1Z8qSRt1SrPzy1gZuvG8CrH+zTcpmFU4ti5rqRNAUqpdjqjYfx1vsNqtOzJ+QiCEaY/d3LNnLzdQMQRUGXny6Y4sYVp3CUHj/tM6wV1MJ2GX+A0AAAIABJREFUrLkgkrLGDC5sRqNxoXFJ/9Ry7W9tKmeKGRnw7Am5nPb6GVbQWSe1ftrrR0amtj7AAyuUgF8+shcVo7OxWSW89Y34GkPcs0y/267uxscid40k2E2MtxnuZ0GFG6tVYMmsEk7W+PAHQlitojZAVcetbfBjt1oQBUErKJpNmPMmu7FYRAMx8dKnNrB0VimyLGvPJ/LzK9/eYyotHQyHdQvf/Kx2Go8LoRAmQrct1mIt9hM1WVIWo5HJd3RyoU6kobBsSAQeWLGVP9xUbCi2xOp4c7Vy8P/W7eeGK7M47W3U89tVuHE5Hax8e48u7hZmp1Exui8+f5CFU4tw2EUOHfPy7ubDXFHSxRAHF1S4Wb3hAOOG9tQlcWpcnTq2H6e9fn42vBdVp+oN9zB/coGOI2r2hFze2XTY0D04v8LNmx8dAJRu7ejNngUVbqW7I+K5hE2e4f3LFQ4iwPC5WMWCC4lP7PuyWNxqNbV+xpf11J7rkLxO2u80dWw/7lm2CZfTwa2T8jT+WzVJBKVocsv1eVw9pAetkxwIgsD6nVUa11n0/N8YDOm6jtQidbVHEbtQ0QHRZNqg57SdPSGXF97dw2035NPoD/Ffj32o87l3Nx82neOtFlE3xy+oUAQT1OPmlOfia1TuMbrIWO1p4K6nNnD3rFLD873QEumLyWJ1h2jjOKoDMhBCy2czM1xcNbg7CyN+f5WX7rTXz41js3V8X3PKc5u6JxyaL9+/fCuLZ5YY8kul+06BflV7lO6jpU9tiIkaaZ0UhxyWqbgyG6tVJBwGj1fp9jPr7Fiz9QvTa8rIWiyM1c2ncmCXj+yli4nL39xt2p389Gu7tOtarYKBKjLaf6PXDF/lz5GFYxlZp2b8Yx0L0THVIOgiijz24ies31nF6NJuJCXaqPY0cN3wTE6d8Wn8eJFrNYAztfrOTHV9JQoKz+zSWaUEQ2GOnqjlL//6hGSnzVB8mFOeiygK2msqp/ktE/NwtXKYigR0SEnEahH58mSjgftsmDuDe5ZtYspV2fzvPzdr7yUn2g28YdFzdygURkY0xMcHVmxl8U3FWAB/xJhW31fXcT8mn7kYzGwTyCKJLJo2iKqIYm/HtARd3qaKYUXy2C6aNogheenaxnWqS6H5sNlE0/pC5Pweb7fqNrxByVmWzio1jYnOeKu2kZjaOp4po/vyZNMGoz8QNI21jf7m+H7/8q3MHJ+jFdHGXNKd1q3sTQIyrQiHZZ58dQfXDutlev2U5DjDBv2SJ5W4B8b8IPJ6ZjmwGrdj3Z9ZjgwXHsdpS1EvhsWCdqgJkcfrMyV11BaEEV1zyU47obDMK2v2cvN1A0hJjuPYyTr+9OxWPF4fi28qNlTC1XNZLYIpueuiaUVaN0aqK45W8TaO1tfqFrxqBV1KEpn70AcsqHAbkuaX39/LxJG9dUFAHfDN6mQCoijQ4A8SikGmGQqHCYXBLja3jT/z+i5mjs+hQ0oiDpvE3bNKFRU4UUQWZP749OaWro4Wa7EWi2lqHEZQFo1mybe6ueFyOpCBkKAoYETGKTX5MCPA9fmbYTaRHW9Tx/bj0/0eLi/qqi3a1PP4AyFtMacWAlNbx4GMbsG7cOogMtq1omPbRI4cr2Xtx0d13dQIcGVpd8IxVDOd8VbGl/XEW+c3dKssfWoDt04ayMzxObRPSeRUjY9lryn0DEMGdmLpL0sJhZqhByqMw1sf4PW1+8+qIgzEJE5OSY5rUnrUf+6rigU/JTN7Fqq/VozO0vKD1Nbx5PRIYdzQnlgtAndMLyIYDiMIgim8TFVze+Kl7Vp+kOoyJ5lWu0GiX5tTnqsp6wI8t2q31rUSCblNdcXR1hXPwqlF+ANB3NntCYXMi+VTx/bjnU2HdYqpNhHCIdnQhdDYBC8GdCqPbZLiTP0taJIcX2iJ9MVkZ6M1wCLiqQvw7JufMaygs9b9psa+2ROUTeBINMndyzYqUGpJMCh2qguj8WU9tcJ0tUeB9G/edUyDYIfCsHrDAfp0TQEU31MVdtWuikjYpChCbVQH4IIKN6mt47lpfA5zm7rW1Oup9+gPKJst9Y0BkhPt/PffN2vqqEDMDo42SXE8cftw5Cj1WxViq8KQg02x8NZJeQSCMi+8u4frhmca1MKj/TdWMfHr+HPssYCpSvnFampMjfTN1q0cWCSBUFgpbqqdSCnJcdisEo8tGI4kClphDPQxCzAIEz6wQvFZb31AW2P9/i96yqUOKQncNbOk6bek6XfupY2T6EYMs64fURTwB8K8/P5ew5hZMqu0SVhL4u5fKkXFA196ebQJVh5JtWHFRNE2ltAGgnLPghBzHdcSP79fM4NBA1jCIvEOKzW1ft7aeJDp4/oRDsv84aZiZUxLIrc9uEbnOyrqJPK1+57dwqJpRYZO1Jnjc2jrimPRtCL+9c4eri3rGdMnzGJiWDYKbqjF8uOnfaYIlmEFnXXnTmudwH2/voSEOBsyMo3+EHF2CatV4OjxeqZc1RdrDPEXq8UcQqsiUszeS2udwNJZJYYcWBQFU8qajm0V9V6bVSQcgsam3CYynl5o4lgt49fEwmH5rNAOV7yVeIf5JOxqpRAYqq3XLqeDyVdmkdYmjuuGZ3LP0/quimde36XBXaLP1SbJQbzDYvqet96PKChcJ9dc2pNQOGy64FULiKkuc6XGYQWdTXd0zBSeZk/IpVNqYgwHFgE5NqdMU4XeLol46v14vL6Wro4Wa7EWi2mREDszCEtk8q2pbT2s8H789T9HaHEqsospp0eKodjSJtmcF+/dzYf5xag+Cjwm6jzRyfoTL21n8U3FOr5Vl9PB6dpG7m8SHIqMy2rycM+vSnFYw0iSeWLgrQ/oOrIjrdqjiGkEQ2H+37r9jC7t3sTP1BRzgyFtgl+14ZDh3NeP7I0oh2NCBGMnK2o3tf5zFwOf2PdlxmehdJFUHvJgsYhafjB3cr6OzkKF4X3h8ZryhS2ocPPelsMalOpnw3sxv8Idk0MnMd6me83ldBBv0vl/2uun8pBHg9yqSseCIOuoNu6YXmR6nbbJipppZNdApCpjZBeCFJGkR963GMPfRBFDVfhCS6QvNotFa6DSCURyjC2cWkhhdhpXDe6u84VbJuYRlmVEQUCSBBoazfm+EuNtBIPNMSDVFYfPH2Bwbifd+eZNLuD1tfs1nwzLaKgPtUNU9duFUws1Dmn1OmoROynRvDPqTF0j8x9eq93DnTOKDVAsM4TKnPJc7n1mk7YBH6vQHq0Wrm4OlfTvoOv2cDUJNUWeJ1Yx8ev4c6yxEAkl+zHAcUOhMClJdiaO7G1KwZHstDFhRKah+6atK/6sazWz99qnJPLkKzv4zfUDIYovNDPDxcA+7QwcYzarpG2wRDdiRHf9zCnP5b+bVOwj4696fDgsM33pW9pv54y36fIf1beWziolZKLGGcsn1FgqxVD3/Drqyy12/sxqkwww6IXTBhEMhjWht1RXHLfdkI+3LsAfI7hzFzShRSJ/QxV1EmlqvWD+w2t1OWi7Ngnc+8xmjaM/OiZBc/HZrBs5HJYNTUJqsTwawRLdCaee2+P1YbdJHD9db0CwvPz+XtbvrOJPvxli2vWnzg/R93vgS6+22Rn93hfVtbo4rVJOyAimlDWSCBYEPFG0P5Hx9ELbzBa/+pDv3srKyrj88ssZO3YsY8eOZc2aNQBs27aNMWPGcNlll/Ef//EfnDx58nu5n5q6RlNoh6oJo3Q/KE4TaakuhROkVbxNK+j9YlQf/rR8C3u/OKMV9NRzPrBi6/9n78zjo6jv//+amb1yLCSEJIQjgAiBhABJSJDDi8sTEWlLFAuxRRQ8+FnbSrAtVqsRbetX+xUsWgX8KnjgBVKLgFhEBeSQ0xARCXLk3ITNsdndmfn9MTuTmd3ZzSbZJJvk/Xw8fEh25/jMZ96f97zns5/3+4XZk4fCYjLoHivGalbqN3h/V13jxHPrD+Cum0ci1mrxWX7/wlsHkTt9GC5W1GLD1pNKIU3vY8lL1NVIM9qRur/IX6qV8t7l4yTESqldnKFxhpjnBSmQF0UwvKAJJOS0A7lN6uPIA4EgCEKdouRvJUOfuChs3FHkkxbFeQIR71VM2/adxb7jF/GXeydgxf2TsCRXKogt12Vacf8kPL5wAnbuP4uctCS88NZBxT/rrYZ6fsNBPHRHJhbMTPeoiDW2UZ1mKW8v+3wAntUnZry74yR27j+r61e37zsDe51L13cnxEbgQnkNnC4eV2cOgAGirs+VBSzUx5YFLAIhByvN8dGBfH93Q90XBoi4ffpw6ce1CJNiF5Fmo6achZyGt2HrScy4cgj2n7iIPy+UbHXBzHSs3/odrs4cgLgYC6ZkD8Q7206izuFCjyiTrn1EWYyaz3KnD9NdmSLbZKmtHsl9rJ4avWasfl87kS7/QOh9HrPJ4GPr6phJjdquKjxiXgBQUV2va6cGzjchrCW2Sejj7WenZA/U+LkNW0/irptH+vi+59YfgNPFI3/lbvzpn18qqVxqZBt0eH7UTYiNwG/vzII10uxTxuXptfvw8ynDsHzBeLy+5QTe/rQQS+dnw2Z3oN7h1tiXv5dXi8mAp9fuRe70YT7tULdhSW4Gqmukl7jt+84ovldO6fzLvRPw8rKpWDR7lLLCqtRWj399dNTH7mQ/rT72xh1Fyr83bD2ptE8eE972q26DfJxg7VlvLPg7b2enwSXqptXNnjwUU7IH+tjU8xsOgmWga5fRESZYI/T9ptHAYuZVl8NoZMBAu7+/OMDFC1g6P9vvO1W/+Gi8tHSKj02p/a98foZp3O+pNXthNDK68YHJzzO8Kf9o4tCs4xFtg14adGllnTKhJ39mr3Xqzkl4+zl/caIs9qaeGyivqlds8PkNBxFpMfjYhFQ+gEXPaDMeu3u8Eh8bOAbxMfor63tGmxQ/+ueFE/C3JVfhiXsnINJi1GQX5uflgAEDe61TN3aQV/WVVtZj065TWDAzHQWLJ2LBzHRs2nUKJRW1PvHC0vnZ2LijSCmLEMhPq8dDoPHir9SHej5I/gF3df4UFCye2KE/oIRNDPTCCy9g2LBGAxVFEb/73e9QUFCAsWPHYuXKlfjrX/+KgoKCkJ/bO9WWZaBJC3h/ZxG27TsrpZdyrHSzGFEzezwuLRG/vmWkstx9wcx0JPexKukI/l5K+ydEw2xkdWeiARF/f/OA7nevbzmBUls9GEb6pVDv2H17R+Pvbx5AYbENr285gXk3jfBZkRJrNevOaPtTeLKYDYiycJrUrigzC5dbgCsII5aXhZfa6sEyoqYeRqSZRb2nwHBrCaSMRxBE+MMLokokwLew+ri0RJiMHB6emwmWZTAtJxkTRvUDx0oKj7LCptGgTTV54z+FKKmsw+3Th4MXBLh5EbnTUlBW5cCrHx2Dze7Aw3Mz0TPagoduz4TR45/9LfevrpF+BFq+YJymjf58vvzyuywvB7wg4hdTUyAIAiIiDIo/ZBgGh4tKMSV7IOJjLDAYWJ9fSx+6PRNrNh/Hw3OzEGFsVAX29nctFbDgeQFxVpOOeFHj74+t8bNd1UfrXRcA9IiUBAQAKHbNsVrblG2m1CbVd3xwToaSzq1m3o1pSOgVgbtvTYe9zgUR0I0TzEZtTbu+vaP92iTQWPA9ObEHGLZRtVdm97fnFUVJOS1ozrThYFl/6VxAhInT2Iw6CAYDPHpXDp58bS/WfXwCD83NwJOLJkIURTAMA9ZTY9e7TwE0uSq0q9pXS/HXH95+1vteFhbbYK/XV6u1eMR0Sm31qKl36dugiUXf+Gi89MhkcByLtz4t9Fsn6VKdE1EWo6K2vf9EieJ/1Nv7W9kmZ730iYvS2P2yvBw0uNwoWDwRDqcb8bERMLCsp4yAFMN6x6L2erdGyA2QxsM9s0ZptlUr2sqK7PIzSV+FXAQjij72azayLfK13quC9c6rLk3RGcdC47Xrv5ckJ0ZD8EqNlr9zuQWf+lkPzsnAms1HsXBWuv67FwMk9IqAmxchAnhs4RV4bPXXyqSFrq/jRWzZfdqviifDMGAh+tiUfEx5u8fuvgIcy+DlZVPB8yLs9U44GnjE9TQHtA81Ta2adzl5JMRYNMezmFg01LvIb7Yx6v6F4FsmJql3tJIqu/fYBeSkJSEpLkr/HT8+WuPnrFEmn5qL6vr8cvmYfvHRkp948Eq88oEkvNXg5PHxFz/4zH38YmoKTAYWHMvivT1ncLakBr+8cQQueH7g87bzuJ4WrM6fCl4QYDKxMBnMACOpMq+4fxJcbslHGQ0MnBFGlFfVB4xJ5FV/cvpuz2gTfn3LSLjcPKpqnHjgF2Ng4FjY61xgAMXvScrjjSVmTFyjn/a260DjhWcYpUSKul/UpRFaK44VyjEXNpN63hw5cgRmsxljx44FAOTm5mLKlCkhn9TTU1HLz8vBhq3fKXVmls7PhjXSiHNldkn5LdIIXmSUGnl9ekfBXuvEH16SlOruuU1KX1EX+A2svGVRZqLV+ecLZ42Cze7A61tOYPmC8aipd6K6xqmkbyXERuB8eQ1cblH32AYDq8yMFxbb8OiqLzEuLRGP3T0eLMugstqBt7f5FvpdlpcDs2cpufcxIYqoqnHizy9/remvuBgzOHnCM1B/e1Y43j0zDREWkyZdJz8vB4mxFjhaObEXbhLTBEE0H7WCbazVovFT49ISMWdaCvJf1PqPdVuOYc+xEqy4f6KisLlgZrrGl6Ukx/qkCj44JwPb953BL28cgZ37z8JsNCg/yDy1aCI27TolTaTo+ERrpAmrfj8ZlXYHfnNHllK/R12rT719fGwEFs0ehVUbDyupD599cxbXjh2gK4hUWGzDuLRELJo9Gk/cMwG8IKnfrtks1c8zsL6qwGp/11IBC45jAx+3FX62q/povet6NC8HRiOrrKZfvWyqYtfeKnHqOKGw2IZLtQ0+Qf+MK4dg3ZZjmHHlEEWUQLZR7xji7lvTNWp2auEKGXkyRF7hIwuyPL5wgu64kVPM5dho/4mLmDSmv+5xz5XZEWO1+KgqykEwAMRESME0x0lpLgVrvtKM6fieZpRXN+jaindqb6D70BXsq6UE6g+OYzV+9qHbM33uZU2dvnK3XRWr2Wud2PzFDz42+OtbRuKPKptZkpvh1w57RplgszuUVLEluRkor65Drx4Rmu31xNdkf5kQG4Hyqnosmj0K/eKjUV7lAMsxqLO7YTEZEGkxoK7eHTDml2NRvTa6eUEzBhRb9CjcCrwsYOEvpatRqVSdAu3PxoPxtVrhDO15vUtTdLax4F2GQ++eFJfUoFcP/QUK5VX16NM7SmOX8nN14axRun7zV142+5s7sjyq8g2IidY/D8cyOPx9Oc6W1PhMFP7mjiw0uNy4VOOvZqMF/1w6BVU1DlTXOPHY+q814+VvbxyAze5Q3bemhQQDTTQYTRxKqxw+6reBfG1nsJVwx3scq38Ilsu7yHGnHOM+vXafX7uHCDx9/yS43aIiLFFld+L/5WYirqcFvCBi7cfHUFhs81s+5t7b0rHh00IIAnD4+3Js23dWcw51+QC5RMLrW07g4blZyJ+fo1Grl+OH+JhIWMwcqnQUli/VOLD8Zel4j98zwW+cLD9bCott2H/iot+0e3WdSrlOJuCtPC7C5VEe9zfx5m+8WMycpkSK3A8WMwe3o/Xrn0Mdq3CPPfbYY61uVStZu3Ytdu7ciTfffBMnT55EZmYmTpw4gZ9++gkzZswAAERERGDVqlW4/fbbYbFYgj52fb0TYoCSFALLaFJXax1uHCwsxc8mD8OuQ+eUvxfNHo3V7x/Fp3vPYHJ2MjiOQd/4aLjcAi7VOvE/66WBcs+sUarVe0koPFMppWVV1mHhrHQcPVWOWodbMUoAcLp4DE2OxaqN3+KjXT+g8Ewl5t+Uih7RJqRdFoedB37C4aJypF/eG6s2foviErvHsHKwdvNxnDhd6XPs/Pk5cLrduHJMfxwoLFU+n3djKla/fwT//vI0Rg7pjbVbTuBcaQ3++OtxmDS6L26cMBiv//s4tu+T1OwOnWzc98E5GdjwaSGSekdhy5c/avrr2sxkCIAU2ATAwDLITktCn7hopV6f+jhXZw5o8hhNoXdPDxSWYnJ2cquPrSYqyoy6OqfPZ6GiKdvVO3+wREWZsX5rYbP2ueO64c3ep7X7tfT6wpHW3K/2oK1tt7nXLzKMkoZQUe3AudIa3DUjFbnTUjDq8gQ8+doev3776oz+eOEtqd6Ht++9/+ej8b/vfKvZ9+ipcvxs8jCs2vitNHn2auOxJ2cPQMrAXnh7WyHm3Zjq68MZES++cxhvby/C2RI77pqRitunpaBXTwty0pJwUOV/8/Ny4HLzWLNJCkbkc99722hNeQb58ztvGIHCM5WYd2MqPvumGP0SrHji1T3Y/MVpcB5RoggLhz+t/sqvv5N9rvo5sCwvB1FGDmIAB9OUH22Nnw2Vj5Ztqj38bjD26++6RgzupTwzJ43uq/yS7nS5cdeMNMVGnC437r1tlPL3pNF9ceK0FEMAwD2zRmHVxm8VW/W2Ue8YItJixG+f34Xt+87i8wPnMOPKyzBySG+NDS+dn42k3pEYlhyLyAgjXvvoOIpL7CirqsOi20YrbdEbNwcLS/HLG1Kx9uNjPmPjwTkZePOTQny69wyuHev/voqitHJJAKsbE1yTlezzeVO20hr7am8/HWrbjYw0+bQ/UH+IgMbPOpxam0yIjcANEwdh0qh+Gh8ipXgWoqJamkC6fvxA3TjW6eLx4X9/UM579FQ5pmQP8LFDWTHU6RLw2f6flG3HjkjENydKMGdaitImjmVw3RUDMT69L269eghGDOqFNz8pVGqUbf7iB2SNSMTr/z6B/glW/M/6A9jy5Y/Yvu8sclKT8LwqfdJfzH915gCMS+vj4zfXbTmOk8VVPv3obVfN8buh9LXe59Ubt63xtd6fhQp/fld97XrvUQ/Okezw2qwBSL/c16Ze3/Idhg6IxUqPXe46dA4V1Q4kxEZgavYA9EuwNmmzh78vw7DkWNTWu2HkGGQOT/Rpg8nAYMywBOw88BNOFldJccD04cgcnoDXNh3Df74+g3Ej+2BcWpL2XS0vB1EWI5at3I20y3pj5bu+scmdN4zAJ1+fCdl7DB9CX9taOiou7oh413scXyyvwz23pSv3WP1Mn39TmjKXUFpZp/s+/tanhUiKi0KDk8dL7x3GTZMuw7i0PugZbcbyl7/Ct0Xl+PnUYbrHl20r/fLeuDqzPwxGFtkjEjV+f0luBt74RPLx6rmQdVtOoNRWi4zh8UgdHIfrrxiEjJR4xMVE4O1tJzG4b09EmIy6NnbbNUPx0a4fUOtwo8xWhyvSk5CRkqAZE8vycvDRrlM4VyatBrxn1ij8+ZWvfdp+14xUfH7gnDKONqn2CSbGDQZeZHzOfbCwFNdmhWZMtCRWCWS7YbFS74033kBSUhKcTieefPJJPP7445g2bVpIjh0XFx3w+1Jbne7Sz/gYi6dAqVEzYwwAYCS1pXUfn8DDd2bB7W5cQqtWvo2PseCPvx6H8qp6xESbERVpUi0HZfHM698g7+ZUCAKUVDH18s6fTRmG+NhIPLV4IkQRMBlYFNw3CZWXHIg0G2E2sUrqrazA2DPahB5RJjga3Kh38EiMi/RIUtdpfqGS2ypfF88LeOR/v0DB4olKyg3LQPfXrVuvvtynv2TFu/h4a5P3JCZGREllrf4SdkFEUhDHCIS/ewqGCap9zSHUx1PTlO229fnDga52fV3tevzhz3abc/0XymuVFXpxPSMgeFaoORrccDh53TE+MMmK1/40DQIPPL5wvOJLZf8op+mo1cllRTA59dHAadPPWIbB9n3FmHdjGswmFk8umoiaeknAguMYPL3mG02qk5xecL6sFo4GlybF5dDJEry1rUizCq/UVg+O1U8dSk6MxoKZ6cq2N181BH9dchVcbgFGA4ueUWaUV+unL6j9XUyM6LMfy/rWKtMeI7AfbY2fDaWPDvWYCuR3/Z1LEERU1zbA0aBvlxaTQVkx0ztGa9OiKOKZB66E08WDYRi4BQEFiyehqqYBgihqUsfk1C/v1G7ZRn1iCFWtJgBwu31Tsf/53hE8PDcTCbFReH9nkfKr/pTsgYiwSCnhl2obYPZTx8xoYLDnWAmq7E48tXgiymz1PrEGL4pIjItGdW2DXxu8UO4/JmiurbTWvjqrn5Zt17v9gfrDzWv792xJDVxuAQX3TQREBrzHRj/ZexoLZqYjrqcFMdFmOJxuTY2kmGgL3tl+0scGp2QnK8eW078Ej0LhA78YA4vZgEizEU6XGxEWI5xuXtPGuJ4RGDmkNwwGRhM/b/7iFN7//AflmAtnpaNHlAk1dU5MyR4IBlK67K1XX665vkClcGRlxI07pPSqwX174tkHr4LTxYNlpdTVKrvTZ19/dhWs3w21r1Wf15+ITjj4WjX+/K762uVSQgtmpmNQkhVlVZKoxIJbR4Jlpfeoh+dmIdYq9bOBY7HsV9lwuUQ8fs8EXCivwYatJ5XJ30p7g+67l9pmpTZIPtxiAsqqHDhxulxRfOZYBi6eh8nAoW+8Eb/75VjEWs1wugSU2erwf//+TvGDLMNgzcfHFf+b0CsSvawWlFXV6fp1+dzWSKNi57wAWCxGv7YkP4sC2VwofW0o6Kz+VibYeLfUVucTe372zVk8fs8ERe1bRm0LhcU2GI2s3/dxWal5444izJ48FLE9LIpghXq86N1bWUyrtKIORgOLZ5dcCZdL8hs19S7Mu2kEWIZR0oFNRqlsAcsyECBiYJ8ecHtKcVXXOrBw1ihPWQf9VHleaFx9tudYCXKnpQCApw8YmE0cekSacN/Px2DhLMmGXX7KgfVPsOJff5gGo4GFNUK7TzAxbjD4HSti6+cqpGOFdr4iLCb1kpKSAAAmkwl33HEHFi1ahHnz5uH8+fPKNpWVlWC6JyZdAAAgAElEQVQYBjExMc06dkVFjRJA6KIjlzwuLRGCCEVtSJ71TUmOlYIYz+xpjNUEe60Tl2oblGMIoqhJZbhrRho++epHzLhyCArW7kOs1YLc6cPQt3c05t+UCkEUYeAYJVVMvbTUwDGKOs3S+TkQRAE9osx41qOAk5Ici0fmZWPFun0oLLbhlQ+PeGpFHMP14wcBAEQBAERlZYCMd+qErCSjTv8pq3JoFJfk/eSCw+rPOJYFxwJlZfag7gvH6af3ciwT9DH8H1w/tQOi2Ppjq4iPt/ocL5QPp6ZsV+/8wdJZHqKhvF8dTWvuV3vQ1rbb3Os3mQxYeNtIOBp4JSVBXlkU46cWqCCKsF1q0NTPkVMGXvnwiCQA0MOi+Gi1vxVEqYyBfCz52IIo6vrnHpFGuN0iYqxSUKSX3pCfl4PVHxzWlHIYdXlvRSVMVrED9NW6qj0FkuW/IQBul1Q7xO3mUeFwNcvfafZriqaO2xo/GyIfLdtUe/hdf/arTp944BdjdK/LaGBx96yR4FgW9Q3S81Nt07+5IwuvbTqmvGzuP3ERN0wYDHudC7X1LqXGo9HTb97lPPzZqNGo1UITROimYv94wa7EDwBwTdYAnzSdmnp/Cp1Sm6S6PIJurGEysDh9vjpgikmgmKDZttIK+2pvPx1q242Li/Ztf4D+MKiUt1OSY5F3cyre+6xIo4ArrwzZuf8srskagBXrpFj24bmZiOsZAZdbAOsnjjWbOOle9zAjOsKENZuPKv7wodszwTDQ7LMsLwdTswdg276zSIiNQEllrUY1NCrCiJhoE67M6I/dhy8ose+S3Aysfv+IMoEip7Z5jxV/pXC8z2MysqiqqvNJjdJL+2rKrpr0u23kaxkAbIh9rfdnocKf32UMWr8g3++CxRMBQFHglJ+3AJT0aFlNvMDL7zS43Hj1o+P41S2pujYrb7dxR5FS6sjhdMPAsdh77IJPOp6sRj5nWgpYFppUZ/kHPJvdAXudC4XFNuW5/9clV8Fmq1V8nz/bdPOCT2yhl6IXbCpfSH1tK+mouLgj4l2DyaAbe9rrnIi1Wvz6qZTkWJgMnO77OMsy2LijCH/49TiYOA7VtQ0ovmhXysm8vuUEnlqzFyt/P1n33lojTD4lNd76tFDx0XJsIqtLq21br2yBxcSitl4IrLCs+rum3oX6Bh4GrgG9YyIQE21GRUUNgEa/6c//sQzAuHm43TxsHt/arBg3CPyOFSYEcxVAi3x7INvt8PTburo6OBwOmM1miKKI119/HRzHIS8vD6+99hpSU1PRt29fvPbaa0hISMDUqVObdfymUhj1lsj/dm4WnviXNrXrQGEp/rRgHKZkJ8PMMTAaOYwemoCaehdEEbgmqz8OnSxDTmofJe3rnlmj8OK7h5RUGVkN98V3vsVb207iyKlyTBzVD3E9IzTqKsqy2CHxuHxADD75+gwOFpZiWs5AOJxuTBzdFwcLS1FcYkeUhcM9s0Zh0ph+SLusNz756jRuuWoIoiKNiIk2I9LEghGhmwZgMDCYMjYZk0b3RVyMBTmpSZ7aUVIazenzl5SlwfJ+j96VA2uUCd8cL9EsHy+z1aJHpBkBO1tFRIQBGcMTfVLTYqKNcLtaV7uhpelmzYXSb9t+v3BOV20ulH7b/PTb0so63ZS/668YhKzUBIwfmYTrrxiESaP7YkrOAESZTbpL5e/72RhcO3YArJEmRJgNGnUx2d+OH9kX144dgB5RJmSpfNPU7GSNOpe8fergOBSs3YdFs0ejyu7ATZMu80lv0Evruve20XhnexFunDAIR74vx5LcDPCCiOzURJ/UobiYCGza9YPiH60WDgLf8jSv5tDUcVtz3lC1ORzSb9XpE1NzknHFyCSf+5gYFwlRACov1aPO4cbHu0/jZ5OH4cYJgzBySG9s+fIH3DTpMnzy9RnU1jtxw4TL8MS/9uD9nadw7IcKXJXRH599U4zhg3sh7bI4fPLVaU26qz8bnZYzEF8duaC0Zeq4ZIwbqU0Jl9PXikvsOHqqHIt/pp8KfuWYvshO7aONB/JyEG3hMDZVSlO0XXJoUjfHpSXit3OzADBNpnWZjCyyUvv4xAQ9Ig3IGuGbBhnIVlpjX10x/TZQf7Aci9TL4pQUrZXv+qZ3q8sEPPO6ZBu9PSvonlqzF29vK8L4kUnKj9n3zBqFqzP7o8HFo09cFJ55/Rt88Pkp7Dt+EfNuTMW50hoUl9hx5PtyjLq8t6acy4HCUtz/8zHYe+yiT/rX0VPluGHCYDhdAnZ8U4xfzUjHLVcOxvRxgxBhMWDL7tPK9d00aTAmje6Lj/57SjNWnC43Fs0eHTDN7OipckzNSQYvwic1yjvt69G8HER2I1/r/Vmo8Od3WQOn2Kf6fkVHmnye41eM7KP8qJCSHIuFs0ahvsGNtMt6o7SyDsUldhwoLMX0cYMwYnAv9OphQcEaX1+XOjgOL713GAtnpaO23on5N6UiKtIIXhDRLz5aKbek3udnk4fhhbcO+tizbC/Txg30SQ80mzgIAKLMHMYMT9S8f6mvlWEYjeKut//kOBYCy4CHr73qpfKF0te2lu6UfqsuKQM02scN4wehrsGFzOEJGj8ll+K484YReO+zIh/bkNSWzfjq8AVkpiTiiVe/xof//UEp2bJp1yncNOkyFJ6pxJScARg/sq/m3ubPz0FdgxNXjEzCuLQknD5/Cdv2Fmti1sPfl+HOG0bgsn4xPjaoF99ekzkAr3x4BDnpiRg7wtfGymy12Onxnb+9MwsmI4d/vH0IH/73B3x95ALSL++NiAgjDBwLHpJNGw0sclLb1y5l/I0VvVi8JbTEP4d1+m1FRQUeeOAB8DwPQRAwZMgQLF++HCzL4plnnsHy5cvR0NCAfv364dlnnw35+XlegDXKqKTLmowGiH5UlMps9fjg8++xcFY67J5fu+UZ64duz8SS3AyNzLO8fFb+/4KZ6T5S6H9/cz/+cu9E3fMxTGOKbKmtHvY6J4wGTqMIxrEsjEYGzkoeAzypWgwDlFTWITbaohSnViu7GFgWDrcbT61pVMj5zR1ZiO9lwcJZowBIqrSCKMJoYPD04klwC4KiymIwc5rz/3DOhifXfIPV+VOCNihHnQuJsbL6kqT4EmFmWy2SATSt/EQQRPjD8wIsflL+RIhwOgWs2nhY8WEPz80CGP30EZZt/PX+pUcm624TYzVj7cfHMCV7ILbvO4Mn7pmAugY3oiz6bTBwkhpuwZq9ugqN8nayD5f/5thGwYwHfjEGAGCNMOK5D47qKNRmKQqN/tTu2srfNXXc1py3K/lodcoSyzBYs/m4z318ZP5YGA2sJ4WL010FFWWRnp5TsgdqJtVKbfVYsU4qlu3yKBnPnjwUURYDli8YD5YF4CdmcfMinr5vElxuAefLa/C3/zuAqzL6Kvb64wW7Jk1Wsk99JdvYHtJKjoLFkyCKIliGAQcRLievuZcWT3wARoS91oU/vPSlRjRMfUy1gpzLyaO3jtqy0+Futq10JfsKBYH6wy2ISkp2cmK0JmZVU2qrh0GlJD578lBNPMswUH641qxWnp+DWKsFpTapTIB6lXKprVFBV30ehgFWPDDJp7RBqa0egiDAyfPIGtFHs1rqd3eO9RSNl9TDd+4/i8nZA7Dw1nQwjGS3vCiCYxhwBkiCcQxg4Fg8+3++KrUut6D827t9fXpFKUq63qthQ31/gvm+NccOd5wuXlMyQBAlUQCe933eyvGCvGreezWd7OvqGlzIX7kbK3+vHwvIz/YX3jqIgsWTcLGyFqvfO4qHbs/w+34ojxk9e+4Xb0WERyV5wS3pECHiXx81rlhdlpeDpFgLFt46CmDQ6GM9Kd8NLv2yDoIAmFSr84Lxs0BofS0RPG4dm5X8HYNIswGr3j2siR227D6NJ+6ZAFEUlRIX6u8ZABCB3/0yS1lBJx9T9rNyCReOZfH5gR/x+MIJYFmAZVk4XW4UrPVVyvWOWa2RRhgMrJ+4wKz5mxcEWCNNqKl1oYfVqLUxE4sIswGr86d4RGcs+MNL2nY/9dpeLJo9CjFWi2YV4GN3X+EzF9EedulvrPhTnm4uofbPHT6pN2DAAHzwwQe632VmZmLTpk1t3wiRwYnT5Ygb019XLRFoXAI948ohKL5oV14mAckQn1t/AAtmpiPW2qhEKy+flf/vL1BiWeiez+F0w+UWlb+ra5xKChkgwiCKECHi1E+XNO2Rty9YPFFRmNOqY4mKPLvchr+/uR+LZo9CcqIVjJwOA0Dw/NCgVoRxNwD5Kgcin68pNUVvHB6nlORZpuyoC80gAVovMU0QRMfCsqxfZSyIjCbNr9RWj7+9sR9PLprox3c3Trzwgr6//am0RqnBtOdYCU6fv4TlC8bjXFmN7vZy+YJSWz0aXDx+Kg28nfy3IAIPzpFUwuTUoWV5OX4VahleAJpQu2srf9fUcVtz3q7io9UpS3JtG+/7KArA+XIppaRntBkFa/f5BODLF4z3fG/SjRN6Rpuk9Cqv46+4fxKqa/TVSTmWgSiK+KMn1TclORYDk3oif+UXWDAzXTedx82L+sdiGDCeemdKXCH/X3Uv3Q43GAAixyoTN/7SyrxjBpeTV9lEo823xFa6in2FCn/9wbGNNrUsL0eJdfXul6jynd7xrL3Ohdzpw3x+uC5Yu1eZxJM/k18a5ThXjWyDDCP6UY9lwTGiz3me/b9vNOdJiI3A5LEDlHhWiX85Fr9/oTF+lX2v73kY5d/e/XC2tEZzHnWs3VLI1+qjtk95su4fbx/SfU+T4wXvCWf1JMcrHx5BpFmyP9ZPuqn62e4WBDy66kskxEagrKoe9Q2833382TPHNvo2lmORv/JL7UTGmr2SDale5BkAECQf6y8FkGUZuCE2288CofW1RHD4T0llAI9qtXfsMOuaoeA8JRLk1G35u0WzR6GqpsHvj989o00oLqnBKx8ewWN3j8f7n/+A9z+XBGCW5eVonv/yGFk0e5RPzGqvc6FffLRu2+Wx1HgtLG67dqhmZb783fIF43HfszuUc/ubhLaYDCjwqF3vOVaCUls9Hnv5axQsnqio2banXfobK6EilGOu9T8xdQEMHHDDhMHKr+Mbd0iFzBNiG+srPTgnAywrLYEONIBEUcCjd0mB0cYdRViSm4Ht+87gwTkZygNHjfolT32+JbkZ6BFtwsYdRcr5N+4oQqmtHn17R8PEMRA5VvoFhmPx+3ljNfsvy8vxO2PrrxiqxWQAH6j+oNxfgBL8BXM+giCIZsOIiIk2KzVugEZf7PazKq6m3oWl87M12+fn5eC9z4qU7d7fWeSzjexfvQN6jgU2bD2p+zzYuKNI+Zvz1DXxbmt+Xg627zuj+dvpduP1LSfw0X9PIT9P+6zw3tfEtUnPEiFE/TzUu4/L8nLACwI2bD2JmGipeLOe7dY1SC9kPaPMunFCrNUMQMRDt2dqjt8z2qzEGD7PZI7RPO/VL7t6cc7S+dJY8f48f34OwDQv1UR9Xr1zNSdm4DgWIsfCzUhxD8dR6BoqGEZU7s3GHUWelCjWx46X5GagtsGpbCtPIMhs3FGEPnFRflcxyaj3XZaXg4RekV42mI33PiuCKIpYfvcVPjYDFmD9CAv1jDZpt2XgYy/e8W8g29SLddW+Xz5vMHEz0TLU9tmU/4qxWpCflxPwh5EH52TAxUuvzdU1Dt34wvvZLtu/XL9MLx7Yvu8MHro9E/GxkQH9nL/3r4A2pOoD9TnBiCH1s0TbYuKgxHyANs7jOPjEpUvnZ2PdlmN47s0DPn5IniPYsPWkjy+Wt+kRJcUGj8zLRp1Du42/RUZJvaN9YtaNO4rg4nldG5THkrytxcT6iM3Jx5bdsGyn/uZE7HUun+dGU2OEYgQJGusA3DxgszcoRuitsHSurAavbzmBvJtTA/4a0rtnBBxOF4xGFotmj4LFZADLSgqyDqcb0ZFGLMvL0aTtLp2fA3tdA6IjjXhq8USp4LBHAUaEiF/dkobqGqeybDwhViq6XWF36qb/sgwDh9MNa5QR8GP//oqhOpzuoFbbdfbl/ARBhD+cR13LwDF4/J4JYBhJ+Oe1zUdx14yRuj6szFaPvccuKGp2BgMLhmVw+PtyZbtt+87CGmlEwX1Sqtb58hqlkLWcfiAfz2jgYLM7lOdBbA8zrBEmvLb5qOKP5WLwD8/NgtHI4Pe/HAuXW4DD6UaPKCPuunkk7ro5DYIImM0sGIHBw3MzwbEMTByj+FGzkcPT902CW5BSxEK5xJ9oO7yfhyYj65Mm4vb8Cv/Se0fw+1+O1bVda6QJC2am490dJ3XihGxpgkIEPvj8e00Kzn++Oo3bpw/H+q3fYcHMdPSMNiHWasa+4xdxxcgkzfPeW1FPrQpdXFIDl9uNw9+X42xJjXIOOZ6QxmPwqM8rn2vR7FHoF2+VxiaCixmCLf5OtAxRBDbtOqXc75hoC3hBwP+sP+iTRp53c6piM/ExFo2d2uwOGPwU/ZZXL8n3zhplxJOLJmLn/rO4bvwgJRVWVh89/H05brt2KBwNvEcZWgBUKYuyCIZeDP5y/lTd9EbZXrzj38JiGzbtOqVKr9LGs9pYl8XqDw5rUnX9rYQiQoPaPuX0cMDLf/WxKsKCAxKjMWdaiq59REeYsG7LMSy8dZRULsjAoqbehUWzRyE60qT7bOc4Bgtmpiv2r7YXeZWU0+XGlOyB+ODz73HbtZf7tSXA//tXQBvyGqP2Ohc27TqFhbemh8zPEm1PwFROA4ddB39SYlejgVNE1gAgOtKI/5ebiRhF2Vmy98JimzJJ5i2kIkLAlOyBeHtbIe68YQQenpuFv72xH6W2er9ZMNU1DbhrxkjcevXlyrxF3s2pMHIcNu36TscGpbHEMAxYDnA7eb8rEmUzlMfQotmjfWIdOQZX/8Au7+9vjFCM0EiHC2W0NU2JDQCAAOBiZT0Kz1Si1iEFHxXVDqm4ZHYyHE4eOw/8hJFDeqPwTCVOn7+EhbO0AhL5eTkwm1nwvFSodMuXP2L7vrPYtvcs9hy9gOnjBuLlD45g9LB4TM0eiFuuugxXZfTHR/89hfc++x6ZwxOw6t3D+PdXP2LcyCRs3FGELbt/xMghvbFq47coLrErhhph4fCn1dqi00e+l4Q1Vr77LSaM6ov1//kOGcMTNcVRZQwsgxyvwoxLcjPQOyYCFo4NqvCkKIpgRBEsAEYUW1WsMtwFBPxBQhltv19ntAt/hLudh51QBlj8+RWp8O/mL05j4qi+eOm9w/j51GFwuXnkpPXxKSi9YWsh9p0owZYvT2Pv8YsYlhyL2noXxqdrxQtuu3YoVr57GF8duYCpOckYNTQe08cNwtvbCvHt9+WSr71LKmQ9ckgcdh74CZ98fQbfnizDlRl9MTgpBlNzkpGREo9ePS2wmDkYDAxq6lyw2Rtg4FjE9YzAqx8dxT/fP4LNu0/j492n8fWRC5iSPQCcIPlPgW/0oyIvAIKIxN7RqKtxhKQIb1cnHIQyAO3zUORFwOvZGOURhvp07xmU2erwq1tG+ohV/PO9I/jg81OoqXfhlisvw+UDYnD9FZKQxutbTmDL7tO4NmsAhiXH4oW3DuKjXVJB7DuuG4HoCAMyUxIhAqiucWLjZ0WYPDZZEkJAo1CWHMN4xzlD+sfilQ+P4JqsAZg0ui+27S3GJ1+fwZHvy6V4Yut3yEpJDFoIC/AtAM2xDKaPG4hoEweRF4KOGdRCJID/4u+hoisKZQTCwDK4PLkXnvfY1KQxfVFqq8eXh8/jk6/PYPu+s9h16Bw4lsHIIb3xweensOvQORwsLEVOWiLSLuuNmycNxvXjB0OAiNFD4zW+9jd3ZCGpdxSuHy+JE6zZfByvbjqOTbt+QEllHcamJsDlFvDEq3vwzvYiZbW1HBtPHpuM0+cv4a9v7MfJ4ioAwMXyOh8RN6m4OAuRAR5d9aWyrbe96BUmXzx7NKKMLBiPX1bbpnpsy33VEQXbO5qOinfV9jmkf6wf/xWDmnondh06hyOnKnDyjM3nHe3BORl4Z3sh5kxLwbotx/HSe0fw1ZELuCarP3geiLGaYTQy6J/QQ/Nsr6l34Y8vfaXYf+GZSiyaPRo9o41wNPB44tU9eG/nKRSeqcT8m1LRM9oMC8fo2pJ8Pc0tjO89RgvPVHpsVuvfW+NnO4ruJJQBQBPzyTEgIAnCWKNMWLFuH97aVoSrM/vj1U3Hlf3GjewDAJ7vTyIjJV4RqKioduBcaQ3umpGKudcNx7RxA7H242NY/f5R7Dp0DufKarH/RAly0vogMyUBudNSEGExYOLofjjwnTYO+fDz7xHXMwIr3/0WE0f3RYPTjaUv7kZFdR3mTEvRxB6LZo8GLwpYvOIzbNolCV1Mzk6GiWN0xSU++6YY352RJswXzR4Na6QRZpbBlOyBuHHiYAwfFIs3PymEze5Afl6Oj7CMvzHS3jFCRxPIdhkx3Ed8K/Enkw5Is7tuSAvaXv7giE/x6mV5Odh3/CKuzhwAlpUKAV+qdaFgzV7EWi3InT4MfXtHw2hgwbBAg1OAKIhY9MwOn3OtXjYVP56/pIhx8KIAjmFhNLIwsAxYloHTJf2ys37rdzhbUoPZk4cq2xsNUl2JhF4RcLmkAtey3LrMS49MRnFJjfL56vwpUv65n2vnwcAtiGBZwMAxYHixQ2a1O0rSvLXotbutZdKbOn+wxMdbMePhD5u1z6a/zWz2Pq3drzPahT/C3c7b2nabe/1uhsHCgu3K33IdjlirBfNuGoEYqxmllXWwmCRxoxirSXmwy5N8sT3MiDAbwIABz4vgBQEs2/gLJwAULJ6I/JW7kZIci9mThyq/Qg7p3wM8L+JvbxzQfL732AXkTk+B2y0oK0t+MXUYAODzAz/hmqwBSpFr9XlkAvlldT/JzydaDe0fua/aw++2dvxGRhpR55SECcwmFrxbhIsXlNWn8qqi3905Fr16mvHrv2zzOcbq/Ckwmzg0eFZwutwi3t9ZhG37zir2OyjJ6lPMWbYlMECV3amUGkmIjcAj87LRM9qEsyV2JMZFItJswMniasXem4onAtmp+jsDy4LloMQ5wdqztx9Q90WgcdRS2ttPh9p24+Kim91+7T2UVqN5x8P5eTmawuXL7spBjygTnE4eRgMHsADvFvG3N/Zr/OXGHUV4eG4WOE6qu/fUa9rVFA0uN6IjjLCYjHC5ecWnbtt3FoAUO0MUfWwgJTkWv/tlFgRv4Y8g7MVo4uDkoQhnNGdVdHf1yx0Z76r9V02dS1EQlVcxMwCcbh4mo1SLq9RWj3Fpici7eSQcTjdMBg5OlxvWKDM4jw9iIL13bdj6HXLSkpCcGI13dxRJNczYxlWjU7KT8dz6A8oKU0EAdu4/i6sz+8PMMrrvUQA8nwvKqir1+1Xj9UjLr4OxoWD9bGezyY6Ki8Mx3lXHmj2izIrQCyD5u3tnj0KV3aFkAartXfannx84i5y0JOSv3O1zjtX5U3CurAYbtp6Eze7Ak4snQhRE2OwNqK5xYvu+M/jF1BSwDFBW5ZB8951ZgCjVnzQapDjazUurDA+dLEHfeKtyLrVPjrQY0OAUlBWJJZU1iI+Nkn4k8QgZXZ3ZX/HJ3mPCxDFw8mJQNt3eMUJHE8h2u236rXq5pvyS+NF/T2nSVxrcPD7dW4w3/tO4ymhcWqJGTe6d7Sdx7dgBeH6DFPz4SwtgGegWpf7LvROw9MXdShucLh72OqePgtjS+TmIijDgkX984bNMVV4qXlyiLd4baDm3PDikwoyAQFleBEGEEd5pKht3FOE3d2Th72/ux7qPT2DhbSOVbRtcboAx4S/3TgAgBSAMA1TVNGDt5uOaF9TlC8ZpCqPL5RS8ixA/uUhKudIrXjx78lAsWrFD+fv26SngOAapl8Xh0VW7NROL6z5uVBcNNlWL0gm6BnKgKojApXo3/vWRpHC88p1vMSV7IC7r1wMV9nrcNWMk5t+Uhorqery74yTuvlVfrKuksg4syyjxhhwHnC2pQWGxDa98eEQpBq+2F7kQs8ixeHtboSaF5u1thZiSPRBPrdmLhNgIPH3fJN1YxcCyAM/7XF8gO5XPa+ZY2OqcLbLnFqWrEc1CXajbZGSQO304NnjSuRN7RSDCbMC/vzyNKdkDcdu1QxFrNcNk5FCwZp8SO8+4cghcbl7XX9rsDrz60THcPWukUprG4XQjMsKAHlEmuD02oM5Akfd1uwVdESKb3SG12atwelP2wnG+5Wua41tJSKD9kfvcZDHAYWA96aXROFdWg3++d0R5vo5LS0TBfZPA8wLOldXgf9Yf0Dx7H79nAp59/YBko4sngmWAw9+XY9u+s1iWl6P8WyYhNgI/mzIMC2amY/3W7zR+cvLYAbrvURzHoqrOhSdV9rUkNwOxVjOijJzGL8oTP60V/iGb7PyoBWEAaYJsSW6G8qyPsZpgUilt1znciLAY8cAvxsBk5NCrhwWvfHgEe46VYMTg3ro+sLzKAZdbRN7NqZK67hc/YEpOMuocLvRPiMb14wdh9ftHNGOmpKIWf/znV0hJjsW8m0ZoYo8luRkQPJNm8vfLVjbOZ3hv+1eVyrg8huRnuPeYcPEI2qYpRmik26bfqpdrVlQ7wDLA3OtGAExj+sqQfrG4MqMfDp0sU5aQ3jd7NMwmDo+u2o0tX/6I3OnDsWrjt4ox6aUFPDgnA58fOIu514/QLEddOj8br//7BE4WV+GeWaOwauO3OPVTNe6dPVr5JR2QlpIeLCxF6uA4bPnyR+Wzo6fKcecNI1B4prJZS1XDjXBPS/QHpd+2/X6d0S78Ee52Hm7pt95pKpf374mctD5IHdwL08YNxF/+tUcpc/D5gXPYd7wEKQNj8dsXdiEjJR7VNU78z/qD+NnkYQF9tNPlxqLZo31SBQ6dLEVPqxlXjunn47cFUcAnX53R+FpBZJQVBECjj75rRio+P3AuaL8cFcUjDs8AACAASURBVGWGvd7VrdIJWkq4pN/qIU94Pfby19jw6UnsOXYR825MxQ8/2XBlxgC88NZBHPiuDDlpffDEv/bg7e1FOPZDBebdmKobL8hiXXKgDPjGAQ/OkVLQi0vsuvail8Y178ZUbNhaiIpqB2odbtw06TKkX97bJ7W9Z7RJSi1WEWzaS2vSY1qSrtYaulv6rTdukcHaj49hSvZAWCONiLVa8Oiq3dj/XRl2HTqHbXuLsefYRVw7dgCS+1jxv+98q/jYUz9V+6Q9ykIEfXpH4x9vH9L47D1HLyrlCExG1idlS07D/froRZ/j+rOBpuylu6VqhYqOjncByTb/+M8vseXLH3HjxMH43T++QEV14w9058pqcdOEwXh101GMGByHzw/8pNjAI/Oy8cYnJ3DrNUMwcXRfuNwCIi0GpF0Wh6OnynH6/CWfd7cluVJZhC8Pn8f8myQ/ybFMk6mAy73s6+ipcowY3AvWaLPGxsI9JmwPulv6rT+8/R/HMrh+/CCMS+uDa7MG4KqM/orty/5z/4kSZA1PACCtBn35w2MAgNLKOh9/+ehdOWA54B9vHVKe/XfPHKWUC/v+bBUyUhI0Y2ZJbgaMBhbb9p7F/T8fjf9951sfux4/si+2f6P9Xp7PaEks3BJ7aO8YoaMJZLvddqWetwJRTloS/rT6S81np89fQsF9k1CweBIEzzJ9DiIa+EblRW8FmcJiG9Z9fAKP3zMBtksO2Otcymq6GyZehsfvmQBBkIq/19a7lCKY8nEkBUenX3Va788GJVlRsHgiTByD+34+Br++xd3pll8TBEF4w/MC4ryKCuevlFYqFyyeqOsj+8Vb8dIjk8GyDCqqHT7iAECjj35q8SQInmLWZhOHJxdNVFIDDheVIj42CtYIE97edlIpXtyYbpuC1flTfNK+/LXJe9smrz2AQl63fWiHMXrpT25AWQ0ESPfvhbck8YFvjl9U7E0uxC6vnJPjhZuvGiIJp/BSuQ21WJcaOQ5YMDNd2Vf+3NtetKIewLkyu2YfOatg3ccnfEQSHp6b6WN7wdppa+yZhLnaF14QsOdYiRKbrs6fonvvBAHoF2/V+NhSW70iXmCNNCK2hwXPvXkAD8/NwqAka0Ab0Csiv37rd8rKKbV4XSAb0LMXJZWLYQC/tgiAYci+whhepXrPMPqrc3hBxJ5jJaiyOzU+jGWAPcdKMP+mNDy/4SAenpsJt1vQ+DpBFPHAL8YgsVekUi7g4bmZmn83ZR/+fJ3FZKDnN+EXPf9nNjKwGDnwgqixfRk5vuQ4AKJ/wRS5fNgz6/ZrfLO9rnGuQU84S3ruZ2F1/hTlfN7nj7Gafb73p6zbGAuzIRWCoxihkW7rX7yXa/ozQp4XYBBFcJ7PeEgBvLyvnhKuze7AhfIa/PmVPcpnCbER+PH8JWXp9oKZ6crn3sexXWoIqCCm/oxjGTC8ABcPxMdHosxhp+XXBEF0erzTpFbcP0nxif4UyF1uAfc9uwMv/m6you7lz0czTGPqVoMTStqs+ngFiyfppuTcPj1Fqp0TVNoXfLZt8topnaDT4C8FNcpi0I0prJFGvPGfQny6txjLF4zHjxfsuumuEESAF8BxnPK9P7vnWDbolFkllc1kgMnIKano8i/zBo7VTaHUs71g7bS19kzpZe2Ht3Ih6+/ecVLtI28fK5cxkONcm90hlUMAmrQBl5NX7rMIaFTL5fTygsWTwPB8QBtQ2wsHRvMc8Vci51yZHX9+ZQ+VOghj1LZZUV2vSU+UVzNXVNfrltNYMFMqafBTaQ1sdodkdwyj6+sK7psEuHkIvOxz1P9uWSqgw+mm5zcRELX/A8/DqUpBFTnOr/9k3DxEA6tRwLXZHTAaODAMsODJbUrZGdnWl+XlwGjwVQKXS3jIPlyeYxD9KJuXVNYiOdGq/B0oTmlLH0sxggTb9CZdEwMko06IjQAA5QVQjRJwBNh3444iJb1A3mfZXTlI7BWp+WxJbgY27ihSUgq27zuj2df737+5I0uz/2/uyEKC1zGX5eV031lZgiC6NN4rnaprnIr/27ijCA/O0frd/LwcbNv7IwBg294fkdArEktyM7B93xndbc2GRt/u/TyQ/auJ0/9cz+/6O0ZLfHQoj0W0LXor8p5asxes5wVUjXoCZOn8bLy/swjb951BfoB7beKgfK8bb+TlwGhkfD5fkpsBloNfOIiIsZqxaPYoFCyeiEWzRyHGaoaBDb3Nkz13HtT2BgB7jl7wsU/Zf8r3Vc/HPjhH8r1LcjNg5Jhm24B3O+TzmgLYtB7e43PD1pO6Y2XD1pMAGsev298BiQ7DbGQUm1j38QlYzJzivx67ezw27TqF//v3d35tUf6/bHdGA4ul87M12y6dnw2joeWvxgYAj3rZ7ZLcDGn1X2s7gOi2qG0fUPlhoxTHMiKDTbskXYCCxROxYGY6Nu06hYsVtQB8/d72fWeUGNnfXIXa3zZl103Ni5CPbR9I/RbScmmTkUVdgxslFXVKEd/EXpGItBh0VWGVAtgCYDSy0vJYXoSBlVJ0ASjHNnuWz8qKMWBECAKk+h4CYK93wu0WIIgiBEFEYq9ImIwsBAFw842qShwQUA2mrVSE2lpZKdxVQf1B6rdtv19ntAt/hLudd5QamKJEKAgwGTkIHl/prR6bkhyLu2eNhL3WqSjeJsZFgBcAjmGw45tiDEzqqaTbMBAwNLkX3LwAhmUA0ePDGAZmIwOnQxtS+PNzzfF/ofCVpH4bPOGgfuutWqd+jgPAvz5qVLaVFRQhMjAaGTgaeE16oKRmwUCQVRMh3XOTxYAGl6iMEVGQlHNlu2gQfFWaJdXRzIDqb+rjyuk+Toe7WeqMwdppZ7Hn1vrp5l5ne6nfqv0sx7Ia+/Nuo/e2kWYWdQ2NSoYWM4vaereu7fKCADcvosHpRlVNAxJ7RSoCAc3tG3/22Rz0lBFllUaGYSCKYotUyrsb4aB+ywsijBwLhmXgdPEaX2gysqiuceLJ1yTxw9zpw9A3PhoGlpXdGMCIgAhNyQy1Yr2eKmdL4DgW4Fi4eBGCIMDAsTAZfG033GPC9iBUfdDRftdfvNua5573vhYTB4dKUVbtD/UEWh66PRNrNh/XxNBqxXATx4CHNM8gCIDRwIBhpLHFsSwsJhYN9S5Ne/TUnuXr0fhrjoXJwKK+we0Ty8vo+VgaE01D6rd+0C7RB5xOAas2HtYMiLUfH8ft04f7LBOV9+UACE71sk8oyz4V1Td7g/JL4bi0RMyZloKn1+7TLBlXq9gWLJ4IwZNrrlZVEhC8GkyoIBVGoqNwuvhmP3gdDW7YL9U3vSERFhhNHMrtThSoVMi9FbPU6rFut6jx0Y/m5SAm0gg3RHy6t1hZjTE1ewBunDgYv//HLmXb/Lwc9Laa4HJKaQ3e+Fu+35xl/aFMAaB0gs6Bycgqdivb8D/ePqR5Xi6cld74MumWnptuVTqXi4eU9lrr+6yNs5pQXt3gX2EWnud0kCmzMhzHBjxusOqMwdppd7DncI2X1H5WbtfS+dnYsvs0Dn9f7tNGdRoYBxElNofmmmS/bLM7Gvf12LWZY6WXV86IHlEmzUtsc2ygKfsMFr10SFk5NyE2EqWVtRo1dIBKHYQTAceUpySRAVKJC6NHGVdemMHzAiwsA94t2Z2MbHcmI6erWG8ychCcLV9HxHIMyu0NmvGmjj+I0BKufrc17Qq0LyOKSnquDM8LiNHUlWOx+oPDmok0b8Vwl2d/FoBZ5xnhbbN6as8yRhOHsmp9m3fyIvnYdqLbpt964+R9U2ieW39AkTBvqXv3Xvo/JXugMqEnn+eFtw5i9uShYZmS4i+1iJbNEm2NychhxsMfNus/izmcRg/RFE4eShAwe/JQjbJnqa0ez284iNzpwwAAudOH4e9v7td8/6THF3mndt127VAfP1uwZq/uZB5BtAaBh2K3ejb81Jq9gAgwvBAwkPf3rNWLTbyfwS1Jb6Vne+gJ1z5V+1m5XU+v3YdZ1wxtso161/T8Bilm1duX5wUwnlrUTdl8IELVl02NDUoND2+CtQM3gMde/hp/fmUP8lfuxp9f2YPHXv46oL0IgqgbcwTKkAkGvfFG8UfbEa5+tzXtasm+at9rgIjbpw8P2q+11mYD7U8+tv2gPvXgT1lGFtBoqWqRtxKSP0EOWcU23FJSSIWRIIi2Qu13m1LMkv/2/p4XRDCiqFG/8r+tQH6LCCnuIGw4KJVXv89a/dhEfcyWqL/Rsz30hGuf+rMhjm38t782+rsma6SxyX1b1+bQ9GVTY4OUE8ObtlTYdvP648LNty5O8O+zKf5oC8LX77ZC9b2V19Rcv9Zamw20v3d8Tj627aCVeh64Jopa6wlmBHdcRnNc+Xje55EVZsLNyL3bD/gXECEIgmgOar/r3zdK6QJN+SL1r5T+/DnH0iOPCC1quwz0fG/OcbT7+rNl7TGbu0KKnu2hJ1z71J8NySYSqI3+rsle52py39a1OXR92dTYCNXqQiL0BGsHLbGXthqvFH+0L+Hrd1verlBcU3P8Wmtttqn9yce2D+RhPOgpbXkrJQWC41iIHAs3w0DkWKlQKnyXnTaldBdu0LJZgiDaimCUPVuSJtVc5UR//psgmqIp1bdleTkAgybtKhQKzC1tdyiP250J1z7V84ey+nJTbdS7JrVC4qNtdH3h2pdE+xIKhe1g389CZWOhUm4mgiNcfUVr2tXe19Ram6WYOzzo1uq33siKX4IogmUYj2JSYOU3oOlimN4KNrJaWKiXoZL6bftC6rfht184K+aGu52Hm/qtnq9pji/yVnA0cdAtUh1uRZbD3U7CiXBQvwW0dmkyshB46d8iRB/120B2FQoF5ubQ1HG7oy2S+q0v8jUJHrW2ykv1EATA4XRr1G1DDcWe4UO4qN82V2EbQLPez0JlY8HEH2R/pH4biPZWjA82Zm7t/oFi7l69orr9mGiKQLZLU6MqXE4eDM+jT1wUGJ4H3HxQy0SbKmjpvexUOk/nWYZKy2YJgmgrZL9rEEVJcc7NhyRNSn1chuf9BifhWmSZ6Dyo7VJw8gDPg2WBP7z0JfYcKwHQ/ELXavtuq2cwPdtDT7j2qbc/dDvcQbdRviaWBR5dtRuP/O/uoMUIWkO49iXRvgRrB3rbNff9LFQ2Fmz8QYSGcPUVrWlXe19Ta22WYu6Ohyb1QkCggpYEQRBE+EL+m2gLyK6IrgbZNNHZIJsliPCCxmTbQZN6ISBci3QSBEEQgSH/TbQFZFdEV4NsmuhskM0SRHhBY7LtoEm9EBCuRToJgiCIwJD/JtoCsiuiq0E2TXQ2yGYJIrygMdl2hH0fnj59GkuXLkVVVRViYmKwYsUKDBo0qMPa469wZWykEQWLJ7ZbQUuCIAii9bSn/27vwsdEx9ESuyL7IMIR2S4bBBE9Ik145oFJcLr0xYwIor0Ixl/S+xnRXegs8QONybYj7Cf1li9fjjvuuAMzZ87Ehx9+iD/96U9Yt25dh7SlKZVEBp4O5UVQSVSCIIjOQXv473BT2SXanubYFdkHEY40ZZcU6xIdQXP8Jb2fEV2dzhY/0JhsG8I6/baiogLHjx/HzTffDAC4+eabcfz4cVRWVnZIe0ixhSAIgmgJ9PwgAkH2QYQjZJdEOEJ2SRCN0HgggDBfqXfhwgUkJiaC4zgAAMdxSEhIwIULF9CrV6+gjhEXF92ic8fHW30+K7XV6Sq2gGF0t+8IwqUdzYXa7UswtttZ+60tCec+Cee2hRJ/tttdrl+P5jw/unM/NZdQ91Ugv9uW9yVc44vuaIud9Zpl2w1l+8PVLkNFV7iG9qKj4101XcUuO1Nb24rO3gfhEO92lfEAdH576EjCelIvFFRU1EBopkxyfLwVZWV23y84FgmxEZqBkxAbAYii/vbtjN92hzldqd2hdEZN2W5r+q0rO81wtaVwt/O2tt1wv/42J8jnR7fvp2Yg91V7+N02vy9hGF90R1ts72sOte3GxUWHtv1haJehojvad0vp6HjXhy5gl2R/HdcHXS7e7QLjAaAxEQyBbDes02+TkpJQUlICnpeyrXmeR2lpKZKSkjqkPaTYQhAEQbQEen4QgSD7IMIRsksiHCG7JIhGaDwQQJiv1IuLi8OIESOwefNmzJw5E5s3b8aIESOCTr0NNaTYQhAEQbQEen4QgSD7IMIRsksiHCG7JIhGaDwQQJhP6gHAY489hqVLl2LlypXo0aMHVqxY0aHtIcUWgiAIoiXQ84MIBNkHEY6QXRLhCNklQTRC44EI+0m9IUOG4J133unoZhBEWGLtEQGLOeyHcbvhdPEtqpXhaHDDfqm+6Q0JgiAIgiAIgiAIIkyg2QCC6MRYzAbMePjDZu+36W8z26A1HY/JyLW4P6g0K0EQBEEQBEEQBNGZCGuhDIIgCIIgCIIgCIIgCIIgfKFJPYIgCIIgCIIgCIIgCILoZHT59FuWZdp1v46G2t2+tGW7O2ufdEZaU4uvtsYR9PatuadR0ZYW1U9sbhtDgb/rJJsODuqn4Al1XwU6Xne8L3TNnQe53Z21/R0B9VXwULwberrrdavp7H1A8W5ooX5rOYwoimJHN4IgCIIgCIIgCIIgCIIgiOCh9FuCIAiCIAiCIAiCIAiC6GTQpB5BEARBEARBEARBEARBdDJoUo8gCIIgCIIgCIIgCIIgOhk0qUcQBEEQBEEQBEEQBEEQnQya1CMIgiAIgiAIgiAIgiCITgZN6hEEQRAEQRAEQRAEQRBEJ4Mm9QiCIAiCIAiCIAiCIAiik0GTegRBEARBEARBEARBEATRyWiXST2bzYa7774b1113HWbMmIH7778flZWVAIBDhw7hlltuwXXXXYdf/epXqKioUPYL9B1BEARBEARBEARBEARBdFcYURTFtj5JVVUVCgsLMW7cOADAihUrUF1djSeffBLTp09HQUEBxo4di5UrV+Ls2bMoKCiAKIp+v2sOFRU1EITmXWJsbCRstrpm7RMOULvbF712x8dbQ3b8pmy3s/ZbU9B1dQxtbbvhfv3hAvVT8Mh91R5+tzveF7rmtifUttuzZ0S3u2ctpTvad0vp6Hi3K0L213F9QPFueEL91jSBbLddVurFxMQoE3oAMGbMGJw/fx5HjhyB2WzG2LFjAQC5ubn45JNPACDgd22NwcC1y3lCDbW7fenodnf0+dsKuq6uSXe//mChfgqe9uyr7nhf6Jo7H529/e0J9VXwUF+FHurTrtsHXfW62hrqt9bR7jX1BEHA+vXrMXnyZFy4cAF9+/ZVvuvVqxcEQUBVVVXA7wiCIAiCIAiCIAiCIAiiO2No7xM+8cQTiIyMxJ133olPP/20zc8XFxfdov1CuTS3PaF2ty9t2e5gbLez9ltT0HV1bvzZbne5/tZC/RQ8oe6rQH63O94XuubOg2y7nbX9HQH1VfB0dLzbFSH76/x9QPFuaKF+azntOqm3YsUKnDlzBi+99BJYlkVSUhLOnz+vfF9ZWQmGYRATExPwu+bQkjoN8fFWlJXZm7VPOEDtbl/02t2eNUY6a781BV1Xx9DWthvu1x8uUD8Fj9xX7eF3u+N9oWtun/OFioqKGsTFRXe7e9ZSuqN9t5SOjne7ImR/HdcHFO+GJ9RvTdPhNfUA4LnnnsPRo0fx4osvwmQyAQBGjhwJh8OBb775BgCwYcMG3HDDDU1+RxAEQRAEQRAEQRAEQRDdmXZZqVdUVISXXnoJgwYNQm5uLgCgf//+ePHFF/HMM89g+fLlaGhoQL9+/fDss88CAFiW9fsdQRAEQRAEQRAEQRAEQXRn2mVSb+jQoSgsLNT9LjMzE5s2bWr2dwRBEARBEARBEARBEATRXWl3oQyC6ExwHAs3AF4QwbEMDAB4XujoZnULqO+JUGHtEQGLufmPO0eDG/ZL9W3QIoIIX2TfW2qrAziWfC9BtCMU+3RtyL8SRPvSXXwqTeoRhB84joWtzoWn1uxFqa0eCbERWJaXg9hIY5d0BuEE9T0RSixmA2Y8/GGz99v0t5mgkr1Ed4J8L0F0HDT+ujZ0fwmifelOY67dhDIIorPhBhQnAACltno8tWYv3B3brG4B9T1BEET7Q76XIDoOGn9dG7q/BNG+dKcxR5N6BOEHXhAVJyBTaqsH7yVdToQe6nuCIIj2h3wvQXQcNP66NnR/CaJ96U5jjib1iA6D41iIHItSWx1EjgXHhZc5ciyDhNgIzWcJsRHgWKaDWtQ5ke+zm2GCvs/U9wRBEO1PsL63JX6d6HqQHYQWin26Nt73NyU5FssXjAMAGj9Ep6Kz+P7u5FPD8w4QXR45xz1/5W78+i+fIn/lbtjqXGHlFAwAluXlKM5AzsOnQpTBo77PCwu2B32fqe8JgiDan2B8b0v9OtG1IDsIPRT7dG3U9zclORbzbhqBVRsP0/ghOhWdyfd3J5/KiKLY9dYfqqioqIHQzCWW8fFWlJV1vvLonandIscif+VuzZLYhNgIFCyeCCaMClcGUszR6+/4eGvIzt2U7XaG+92S+yxfV1dTKwr3+9XWttuR1x8fb22xUEZL2twStV1ZaTfc7SSckPuqPfxud7ovsu8FwwCi6ON7O8vzuyW0930Ote3GxUW3W/s7ux2E65gOx9ino+PdroTav+a/+EWnHT+hoKPGYFeOd9uDtvL9bdVv4ehTW0og2+2KE5VEJ4AXRMRaLVgwMx3WSCPsdS5s3FEEXhDDwihlB+BmAIgMGHSPYMOb1jrCQLUMvO+zfK5SWx04EweeB3hB6PQOmOh+tERtl5R2uwZdKXj0R3P8eijoDn3aGWlvO+jKqG1chPRyxogiwIvgW3lso4mDU4mnWJg4wOVs7VHbj844/oNpM8+LWDAzHRt3FKGw2AaAxg/ROWiu7w/1GG7u8XheAAPPpFczfWpn8j/kN4gOwWRkMe+mEXh+w0FFYnpJbgZMRhZCBwcb8rLi9Vu/w4wrh+CFtxrb+P/Z+/b4KKqz/+/M7M5uLkuykAsXAQGBQAgYIImagBYUKwqI/PoStZVUkUpa4W1rK0Fb0Crx2rfavmCRWtTXV2hLBRHfFoVWERGw0HIRIgICVSRElrC57u7M/P6YncnMzmUv2XvO9/PxY5idc+acOc95znPOPM/3Sdc02HqIRhpwicsg8GsOQ1MA13VQqnyW02HXyEZPeu8EBASpiWjozEQjlD6Eqtfj1R6CxCCecpDOiKWMW1kGTW4P6hV119WUI8/BpsTBXirOf7M2A9D8tmhuKV59+wgaTrvI/CFICYSj+6M9h+OpE1JN/yRf8DNBjwDPQT60AcQT/ufW7QefBDaGlP56atlg+UAPSO802HqIRhrwULkMlM+aM2W4RjZ60nsnICBITURDZyYaofQhnhw16fBO0xU9iasoloiljHs4yAd6Ut31a/cgBc7zAKTm/Ddrs95vz6/fjzlThpP5Q5AyCEf3R3sOx1MnpJr+IbqDICHw8byu666P5xMulJJbsSPT2qNDS6IRWsNxPJyZVtTXVpqHISie1dPfOwEBQWoiHcIRQ+lDqHo9Xu0hSAziKQfpjFjKOGdga3NJYGuHglSc/2Ztlv4O/O3yfg7U11aS+UOQEghH90d7DsdTJ6Sa/iGeegQJQTKnmJba5m7zJm0b44FojRHH8aA4HhZBAMXxukpf+aye/t4JkgceL4f8fEfY/xH0TCTzuhYqQu1DKHo9nu0hSAziJQfpjFjKOEPTBnWnxvYvFee/WZvNfiPzhyCVEKruj/YcjqdOSDX9kxpanSDtkMxhG1Lbtu09hUVzS5OyjfFAPMdI+awN249hcXXPfe8EyQPWymDGjzeF/R9Bz0Qyr2uhItn6kGztISCINmIp4ywD1AXUXVdTDpaJQuVxQCrOf7M2p2J/CAi6g2jLfKL2prF+VjRACYKQ1myckaRJT9VU1KnWbmVadwhCUrmdd7UNgECB5wXQNFRt1HvfsU6THvisWI93PLP+KOWBoUXeRV8aZb9N9vkZa9lNZP/z8x0RHbZtfnZW3MptfnYWzp93J72cJBOkdxUPvRvquKRSpjQjJNvaHM93Gu/5F23Z7dMnm+iPEJFMujaWMh6N7LeJtHdTUaeatTnZ9Gsikag5mM72bjIi1DmcjHZWsukfM9lN1sNGgh4AKcW0NImTibdXapsEBgA4JFUb44HupAGP9FlKpR6P5xIQEBBEC/HUmbFCsq3N6fBOCQjMEEsZ93o4Rd0cvCk2gVJx/pu1Odn0KwFBrBHtOZyIvWkq6B8SfkuQlrCyDASGgY+iIDAMrKkSa0CgAsPQEBjaP440GEarskK5h4CAgIAgNEg6tdHVRvQuAYECxLYkCAWB+lGUG6IvCXo2pHkhWGgIDAOOzIeognjqEaQdrCyDJrcH9f401BKHSJ6DDTvkgCBxYBgarjavnE5c4jJwZlpVYQzB7iEgICAgCA1E7xIQ6IPYlgShQE8/1tWUY93Wo9h9+JysL3Nz05r9ioBABWlevL71KGZMGobn1+/X2A8E3QM5GiVIO3g4yEYXIKafrl+7B8TmSi34ANkoAsRxXLF2j8hFEsY9BAQEBAShgehdAgJ9ENuSIBTo6cf6tXswtWyw/O8Va/egubUzga0kIIgvpHkxtWywfKAHEPshmiCHegRpB47nZWUhodHVDo4nHgSpBI4XDMZRCOseAgICAoLQQPQuAYE+iG1JEAqM9KND4YnU6GqH10fkhqDnQJoXjkwrsR9iBHKoR2CISDlz4l1OUw9Ny+mnJRQ4M8DQRNyjjWjxIyjH3uXuAMPQYGjKYBy7UpiEcg8BAQFBuiBWPKNSGZroXYIEIRZ8ddHkfiS2ZeojVlygynqN5MTd5lX922oxfzbhLSWIB+K1Z5fsBnebN2z7gcyF0EA49Qh0ESlnTrzL6YFlgLqacg3vCcsg5bJ+JTNC4UcIZeyMxj4vx4alNeWa6xZ0ZSG2AEHvISAgIEgHxIrvC2nb0QAAIABJREFUTlnG6bBjcXUpnlu3P+56l2Fo+CB+0WdoSqyPcPT1CMSCr85oLvSJsE5iW6Y2YsUFGlhvRXGhrpys23oUAOTn5mTZ8HWHN6Q6pTKOLCsggOhGgqggnDmhXJ9ZK42Lbg8eD2MuSXbD61uPYtHcUs2e0ehAinD4hg5KEIS09nf8+usW8GG6dEppxlMN0Wy3wNCoW7lT5SJb4MxAfW0lKJNJFEm5/HwHGi+0RvQ8PTAMjU5BgM8ngKYAXgAsFgo2ioqqAtB73/n5jqjVH0x2Ey2n0ljPn1WCNZsORjx2RjLz2H3XIMNKw8MJppu8VNkIJnq8giHWspvI/ufnOzDjx5vCLrf52VlxK7f52Vk4f96d9HKSTJDeVTz0bjKMSyjrayRrcGCZkYOcqJ42ApcVOEBT+hvIaOvdZDHc4z3O0ZbdPn2yEy6nkUBgGNSt/EBHbqtAcZGdmJnZFjaaQu/eWWG/KyvLwMOJobgMTYsHej2AVC/R9m40EOm+JpJ6K4oLseDWsX45ocAylMaWNZM/o7ZK9na6HGokal1NZ3s3HIQ6JwLX52XzK7Bqw4Gw55JkN4ACIFDgeQE03WVj6L23WM3bVIWZ7BL/RQJdRMqZE+9yevABeHjVh6h9ajvue3I7ap/ajodXfUhIOKOMaPEjGI29y90JDyeA4nhYBPH/egYMx/FB7yEgICBIdcSK7y6wTMNpFx5Zsxs0TcVN75LkGz0bseCrM7MtIpUrr4cDxXF+ued6xIFeuiBWXKB69e4+fA4c36UfRbkJXV+a8fIR3UgQLYQ6JwLXZztriWyv77cbKB8PiuPACHzQ+UA4fEMHCb8l0IUU+x54Ms7QFMAZT6Rol6NpCgL0vQCkL6agBPHEXxA980ABTocd82eVwJFphbvNiw3bj4HjBSLwYcLMGyOQH8FozIN92TYa++YWD5wOG2wx8MRLFe8+AgICAgkMTaGiuBBTywbLa9u2vadU66vxGkzD5/caCdR3RmUA8Su5dH8svZTMDHeybqc/JB4yPbmFjqdeKGu4kVx7vFxMNoSxtCtMbTFiz4SEcPYnob5ThqEhILJ9jx7kfQ3PY+VPp+DPfzuGd/eekeuUePmUupGMP0GkCHVOBK7Pevu+iuJCUzvDDKzdgk6vgLNNLWAYBjYrBU+HT25jMLuHQASxlQh0ESlnTjTLLa4uxdOv/gMud4fG1VziX1mnw+f20HfLseC2MXjy5Y9VdbFWGjz5qhoygoVDhcKPQIfAk6M39ovmlmLzjuNYOGcsXG5PVEOykiXMi4CAgCAcsAyF6mlFOpxelMzppadP62rKsXrjAew+fE5X3xmtv0+98rG8/ubl2HC+uTOqnGdKRPpBkCA9EA5fXahruAXAQ98tx+O/V8u13caAtUY3UCmWdoVZ3QCIPRMiQt2fhDqWSl5pIxs4HM2oxyu5ZF4ZAODAZ01YNLcUr759BECXbmRAkfEniBghz4mA9XnD9mMq7t2K4kJUTyuSKRTCkUPWbtG1LfJzbPB0+EKyewhEEE49HaRKLHwgot3uSL/+hFtOandXOeCL826s2/opGk67AOjxBon8K0Z8bgvnjMUja3arrj1RW6X7xTdSJJpjJNZyGgqPQTB+hFB5cqwsg3YvD5e7E80tHmzbewq3TytCr0wWS3TLR86lkCh+hmTXK+nMMUI49dIThFPPmP+maw2m5QO90MoYrb9VUec8UyJZPrYQTr3EIVRP0HDWcIa14MSXzbCzFjlqw+XuwBO1VcjvnZlwHuru1g0gLvZMou3daCGU/UmoY6m8b+QgJ+ZMGY6cbBZ5ORmwQAiqtwLfqZm9zPE8fvfmIc2HGR/iM/6xAuHUSzxC8nrWWZ+X33sV7FaL3zOPNpDd4HIYbJ9IOPXUMJNd4qlHYAiO40HBLyScEPIXp+6WA0WpDuQAbRiOxL9ixOdmZy2aaz6eJwIfBkIJh5LHzA8GALiuLzxmPDnKsfB6ONgYGnk5duTlZmDYgBJYAHQalo88JIuEeREQEKQiQtVdyjXYx/OqA71gZYzX39B0eaTgOB7OTCvqaytJGFkPhdfDKWxHztALI5w1vNPLaeQZEOdFNBFLuyIYpxSxZ0JHKPuTkPWs4r6G0y6sWLsHALC6biqoCPxlzHSsjaaw4NYS3DNzjEo3chRFxp+gWwhpThiuz5xsZ0Qqh8FsC7JnCx0kUQZBwsAwNASGRqOrDQJDg2FEcZTcfJWQuFW67qFVfG6B93Z4fDrlKRCEDuNx6HqP0hj6KEo1hl110IZjGVhHp99AzcvJkIlTQ2lDLPpFQEBAkGyIRHeFW8Zs/TVbl83WgVBBkh71bATKkZVldOUqHJmO13ofy+eY1U3smegj1HdqOi4R6EQzHWukG8n4E8QLZutzd+TQTO59FGXyO5HxQJBDPYKEQHLlrVu5E/c89g7qVu6Eq80Lxk/KvbSmXJ7EEsfa6o0H5Hsk/pVte09h0dxS1b0P1ZSjsHem6prEEUAQOvTGQfkelWO4oH6bagwlSOOkrEPiyTGq49RXl+Q6grUhFv0iICAgSEZEorvCLaN3/0M15QAtYMm8Mo0ut1mpoOsAAUEwBNoCqzceRJPboytX4ch0vNb7WD7HrG5iz0Qfob5To/tYJjKdGMxe1i9DGZQhBx4E8UN35NBm1S/70aEv/WvBAc3vRMfpg3Dq6SCVYuGVSKV2B4uRF2P8KTQ1t6O5xYMN24+h4bRLdY9R9ltposc6G1SiOUbiMd5mXAuh8hyY8eSEw9uX6tlvk31+pjPHCOHUS0/0NE49IDLdFW6ZLq5UChAEMAyFn/76A4y9Ig+zrxsOhgZ4AcjOtMDr5dOK74Zw6iUGgbbA0ppyXb5ktY0Ymkwb3ZssPNTdrTse9kyi7d14I5zst4H3hcpzp/dOw80wLjA0Vm88qMkMuuDWkpTQv4RTLz3QXTmUst9K8+ijQ1/ixU2H5d8rigux4Nax/nnRs6k5koJT78knn8Rf//pXfPHFF9i8eTNGjBgBAJgyZQpYloXNZgMAPPDAA5g0aRIA4J///Cd+/vOfo7OzEwMGDMDTTz+NPn36xKvJBDFEsBh5iSviwd98YHiPxL8iQfqYJS1/kfD6EahhxrUQKs+BGU9OOLx90RzLWNRJQEBAEGtEorvCLSPdL21MPLzI2/Tu3jN4d+8Z+b7VdVMBEE4vgu4j0BYw4ktW2oihynS81vtYPsfUFiP2TNQR6jvVu687PHeh8krKz+cF7D58TsObes/MMUT/EsQN3ZVDT4cPFIB++Q6cbWpRHegBwO7D53DPTDH0l+g4Y8Rtzk+dOhV33XUX7rzzTs1vzz//vHzIJ0EQBPzkJz9BfX09Jk6ciJUrV+KZZ55BfX19vJrc42H0pao7X7CUPBCzrx2K68svB0OLGffe3fO5GCPPiV88WCuNZfMrNFnLpHuk+hmGAhfGl61w+i5mc6X93oDocV8HzGRAAIVnF0+GnbXA4/Whpd0L1iqGFwj+EJmgHiSKNOn3f2ssrhxRKJKjMjQYhkKnhwNNU7AwFCgueDYxAgICglSCkY418tjo7rqsRKheIZKedjrsmDNlOByZVnR4fGCtNDhOQEVxoeYLvXItj/S5BLFBIjzVg7aJplRy1CvLhoriQk3WZjO5Mqw7oL8sQ8HDCWh0tQFBbBWjstF+d12eKuKcsFkpeDp8wQuGgGjY7OkCM90TLS9oATDd30htONvUCoZhQmqD4XWFDS0h0nkS6TsgSA8EG3tzXUib6utA/WZnaXR4OMPzgWAyHW05Nesba6XBc/Bn+U3uORG3Q72JEyeGdf/Bgwdhs9nkctXV1Zg6dSo51IsT9NJXL60pRx8Hi6/dHs11Z6ZVM/n1ykv32aw0Jo8fiEfW7JJ/F/l5aHj8C9hFtwerNhyQf19cXQqnwyYKrb/+9/adwaTSy/DEy3tV9eQ52Ig3CXptXzS3FJt3HMft04o0fU1XhCMDi+aW4q0PTmDm5GF49rV9cLk7dOUiEBInyReNbvQvcMhpzaXxfmXLEbjcHfLYZ1mZHvHuCQgI0h9GOjYvx4bzzZ2oV1yvqylHfo4NTc2dEa/LSlhZBk1uj+YZemunBcDye6+Cy92J59btl+9/qKYcfXJsqJ5WpKmHZShdL5NwnksQfQSzzRIFlqF05QgQvTSUPErhSElgfyuKCzXPMep/d8qG1Xe7xXC+d/dgL9TxTla5iCbMdA/PCWH33+id5efaDfc3AkOF3QYz/Q6INnTgb+HOE7P+pJMMEOgj2Njr/V5XU451W4/K+tlIXzMG+k1ZVinP0r7QSKajLadmfbvo9uCum0ep7J5knhNJwWT8wAMPYMaMGVi+fDkuXboEADh79iz69+8v39O7d2/wPI+LFy8mqpk9Cj5AFnBAdB1fsXYPPJz+dR8oVZYno/KSedLpFeQJLv1ev3YPOr2C/PzHA35/bt1+2K0WcBwv1399+eXygZ6ynu7sDfTa/vz6/ZhaNljVh3RHODIgvZ/n1u3HnCnD4XTY4XJ3oJMXTDN/SWnSiy7vo5EHqS7p73MX2nrMuycgIEh/GOlYs/UxvHXZGB4OWLf1KObPKkF9bSXmzyrBuq1HdddOjuNht1pkw1Z6xuMmbfUYeIl4OBjcH+7bI4gEwWyzeEKZIVSSx0C5WHDrWKyum4r62sqINlKB/Z1aNlgjf0b9707ZcBDMHu4OQh3vZJKLWMFM95j13yiTrVGZDg9vOJ6RtMFMv0s2dH1tZbfmiVl/0kkGCPQRbOz1fq9fuwdTywar/q2nr43029SywRg5yIn5s0rQ6eXgAwWeF4LKdLTl1Kxvc6YM19g9yTwnEh5y/9prr6Ffv37weDx4/PHH8eijj+KZZ56JWv19+mRHVC6aJJrxRLTa3ehqU7m+itfaDTnQmprb8eBvPkCBMwMP312BXlms7n2gKOTnO3C2qVW/fkFAv3yH4fMFCihQ/M7QBnw+/nqi2XeZ48XfByC2chKK7Mby+eHKgPR+8nPt+M70UXh+fdeXjYfvrsDgvr1AG6QgP9vUYlin9LedtajefSoildseDoxkt6f0P1LEQ6+kG6L9rsz0brSfZaxj+bB0LyfoXzfTl42uNsyYNEylpxfNLQVoIL93VxmpfLjrgdGzg639yYBUnX+S7Jq132gc47228ryAU19dwmMv7VbJ30W3Bw2nXYp2Af3yIrPjxTrU/TXi6tPrf3fKhgMj+4fjuz8nQh3vUO5LtL3bXZjpHobW58FjGBrNrR6VnEr2bFNze3j6WxBpfMJtQyT6PRIkSjekqr6VkA72brCxN9sXq+/X6msj/ebsZQt7rxhKW8NFsL4lw3oZKhJ+qNevXz8AAMuyuOOOO7Bw4UL5+pdffinfd+HCBVAUhdzc3LDqJ9lvIwRDG8a0611vbvEAEIX9sZd2o762Svc+CALOn3eDYRh9Hh6KwoULrQAoPPmDKk3mW6m81D6Oh2E7Gy+0RcbZY9B3d5tX1YZEZwOLuZyGKQM+jsey+RXIzmRRH+A9+dhLu7GithIUoOGkYRkKDG38zqW/Ozy+rvFPQSS7XknnbGDJuPjqgWS/DQ8pn/3WUMeGp3sZSv+6kb4UPU0obN5xHPNnlchr8OYdx7Hg1rFyGVWfw1wPIAi4cKFVw3tj1ge9++Md4pL22W8NxjHea6vA0PJBCdDl8T9/VglWrN0TvXYF9Fey45T9ryguBARx86myF0MoG04bjfnSGMO51e0xCXW8g9yXaHs3GjB8z/4s33q/cZygkVNxj1MJAAZ8oga6kqIAymDP4m+D0b4oLnM2AbqBZL9NEgQbe5N9se79yqr98y6Qkzcny4aHX92pO7cCM+ZKuhMUAEHkc/+6uUM+H1Dr8DBthyB9S4b1Ugkz2U1o+G1bWxvcbvGlCIKAt99+G6NGjQIAjBkzBh0dHfj4448BAOvWrcNNN92UsLb2NEgx7QXODACQ48hZRnt90dxSbNh+TC7b6GoHzwu65aVTZJtV5E9Zs+kg6lbuxJpNB1E9rQh2Voxtr1v5AR78zQdYs+kgvjN9FCqKC1Xlpfa9u+dzLJlXpnpOXU05OJ5H3coPsKB+G+pWfoAmtwdWlkEo0Ov7orml2Lb3lKoN6Y5wZOCHt49HZoYFqzYcQNNF/a+X513tWL3xIJrcHtSt3Okfm51ocntw9POvURdQ5+JqUa6kvwt7Z/aYd09AQJD+MNKxNiul0Yd1/uuh6mSjtUrij3G3ezBj0jDVGjxj0jBQBlZhOOvBUj+nnriWd+l6V5vXtG969xtRNxBEBqNxjPfaauThmZPNRrVdgf3dtveUSv4knjw9ezGw7JGTTbqyyzLGXiUSpHmnJ99mc6K7CHW8k0UuYgmWgcH4GfefN/CS4/kuHsjAfUyGjTYcT7M2GNVnpPejPTY9QQYI9BFs7PV+r6spx7a9p3TvV8JmpbDs3qtw182jZNleteEAWju8cDrsqnslD2UlJN25euNBnG1qQ93KD/Dj596XzwdmXzs0QIeHZzuY9W3D9mNYXF2aMnOCEgQhtp9G/HjsscewdetWNDU1wel0Ijc3Fy+88ALuv/9+cBwHnucxbNgwPPzwwygoKAAA7Nu3D8uWLUNnZycGDBiAp59+Gnl5eWE9l3jqRY7QsjDRWL3xgCbjTX1tJSyA4Vd3gaFRt3Kn5vS7vrZKTpYQeN0CQUPsq85+Kz7HaqXxwHPv69ZBcaF563Vlv4XoBqyT/TbRXy7jIafBZIAXAJqiQDPAg78Wx21pTTnWbDqoef/zZ5UAgOFvp84247oJAyEIgiL7LQ+aRlpkv012vZLOXy7z8x2Y8eNNYZfb/OysuJXb/Ows4qkXJlLeUw/xz34rrb3L5l8tE7lLCFwnA/sczrN9gMEaX+n31lb3zcMJhvcHfrWPJdLeUw/JkeHSzAbkopxl0CizISgKEGBoc1Jc4HwT7d1AT6oFt5YElVHj/orynezZbxNt70YL4Wa/9YEylA/ASGdV4a0Pjmuy395SNRSUUrcLAhiKkttgJiNm+6loIt66gXjqJQ+6l/3WXFYoC4MH/1s7jxbOGYtH1uxWXQtc86V5MX9Wie7+0fjcIHTbIZWy35rJbtwOGx9++GE8/PDDmusbN240LDN+/Hhs3rw5ls0iMAHH8aDgFxJOkDMpKa8zEHD7tCKc/PKSHBMvZ6kxKA8Yf6U15hLiQQWcP0v18xwUzwE6TOoIVeCluhl/nfL1EMunC4LJgOT76OW7uEA2bD+GRXNLNVxNr759BDW3jDbkLnjtrw147a8NAIDVdVMBnyCPKd/TXjwBAUGPgJGO9Xo4xXVOziQbyrocuN6qnudfe9s6vQYeKAKMfNrDeTZHGfBD8QK8qvvFvpndn6xfxVMVocpKLGGc4VAQbb0otiuwv16/zSjyOxvx2fEaO9bH89h9+JzqIzYA3DNzTFAZNbZ5Rfn2dPhUcyKaiWNC1g1JIBexhpFeFf+p038LrWvPghLAccb7mDfeO4E33juh+u2ma4bAomhDP//Bj6zbTWSEEoS4jE1PkAECfQQbeyM9GoqseDn9fXn/vGw5vLXAKXLqBWZuluaFEaepGQdxuHt+vb7xfmWcCnOC2EoEMiL1AMh1sFhRWwmeByw0BQbi4RvNMvBxAnhegIWmwSg87Qx5dQy4KCw0DYTqZWfIRxR6HQThQTmeDadd+Ps/zmD5vVfDwtDwcTz+/DeR98CIkyaQl8FuY+BVfLVmGYDnhIR7FxAQEBDEG6GszRaaBs0AHq/512RJV7suderqYooGBNDdNg4ZmjLgm6IAncy4xjaB/v3JimTwgos2otUnpZeUAAr5uXaFZ16Y3MdRgqG9yNAQBIDnedD+Pgsw5nAOJqPpIt/pBiPPPdlzkuNR0DsTP75zAnheUHCPloS9jwk21kRGCLqDYJ504XjWRb1tBrJtsdCor60CzwugaSAvNxNff92i8ZCuKC5EryybLtd+pPMtHcEsX758eaIbEUu0t3sQboBxVpYNbW2e2DQohuhOu6WY9eUvfoR173yKjw6dRVlxP2RnWnGhVXs902YBTYscOD9fvQuvb/0Uuw+fRXlxX2TZLWjxcGh0tWPF7/dg3TufYtehsyj3lxMEARaaQllxP+xraERrh0/+SuuwMygb3Vd1fXF1KawWGjYLg1CixVkrjQmj+2K/oo46f918FCe43vvOyrJFrf5gsptMcmqzMRg/SnznlxU4cOt1w/DkK3ux7p1PsfeTr1A9bSS+aGzB2aYWLJwzTjM2m3ccxxfnW1HgzMDjtZVobvFg+Yu7ZJmbMLovaAuNh1Z9qJHDODEIdBvJNF56iLXsJrL/WVk2vL61Iexyd9xYFLdyd9xYhLY2T9LLSTJBelfx0LuJGpdQ1+Zdh85i9NA+eGHDQby186ShfpTW3jd3HMdd00fj0PEm1Vq76k8H5PK52Ta0t0fWZ9ZKY+hAJ55fvx9v7jiBhlMXsHDOODjsFt112MgmyLKGtu5HC7Gwo8zWqWjLbmYmG1U5jaRPerCyDJrc6nV9fFEh3tn9OZ7+n3346NBZTBzdN65relaWDV6PV9de7PT4sHyNus8OuwUTA+zTUGU0WeQ7UiTa3o0F9GRywui+yO1lQ+PFTvn67kNnce34y7D1o1P4v12fo3bOOGRZGVgYSld2emVaMGFUcDkJfKepLiORIFHrarrZu4F6+tyFVgwd6FTp7Qmj++LlLZ/ghT8fjPseSk+2F1eXYuWfDuCtnSdw1Zh+yLIyyMxk0dnpU/WFoYGbq4bhsZd2Y9P7oi2xYHYJWts9qJ0zDg47E7FeTkWYyW7cOPUSBcKpFxrC57gTMz8ZlTl97hJWbThgGuPelc1GzPokfTWgWQYnv7wEO2uBu82LDduPweXuCCs+3ow3I1pINMdIMsmpwDAy18ygvg78/LcfasbeLPut8t8URWGJDvfC8nuvRu1T21XX4s231B0k03jpIZ05RginXnoiHTj1giHctVnKHmqmHwMzyXG8gC/Ou7Fu66doOO2S63pm8WT4Orya8t1rt7HOTgYvt9jYUcZ9TgSnXjiIpE/69TC68rps/tX4/tPbI663O5DGusteFODjeLR2ePH0qx9HndssGeQ7UiTa3o0FjGTSjNsb6NqrCAyN1RsP6nIshiIneu80lWUkEhBOveggUE+bcZsrs4vHU992yTZ07Y362koU9M5C44XWkPqi5NrvSfMmKTj1CJIb4XPcCfLfemXsrMWwHMPQKq4SSflJR24eL68izlS2MVSBNePNIIgeuhQpj6llg7Fh+zFD3jyeF2ARtDwMgf/2UbRueTogERzhWyIgIEh3hLs2OzKtinv09aO09kqgKEqz5ja62uH1qe+LTruNdXaq8zlF0udkR7T6ZCSvygSFiXpXkr0IikLtU9tRX1sZE26zVJfvdIMZh7chz6Kg4BLlBUOOxUA5AUNDYGjVoYNum4iMEESAQD1txD8n2QfSv+Opb2W7w8DekM4VQu2Lkms/3HmTroeAqWpnEEQZevHuFcWFYGhaP4adoQFBvCcw8y1D0+jw+HRj3D8/68aaTQf96aPtaO/kcbapBQzDwG6j0druI/HxKQLJ3Vsiuq4oLsR/3j4egIBl8ys0X2Fkjhp/xi+J/0nKLMTxPGiaBkPp89ZYLDSW1pQHcCkQmSAgIEhfhMvbJPGTKvWjGfcey1DweXnduqwWGoIghM3bJ7U7HE69dEA6cmJ1t0+S7NHQtzGtFgYvPDhFzhCqrDcWXH5SZtlOL49GVxug+MgsyWyvLFvajSOBFmb826HwcjM0hdnXDtVkuWVoCgwoWXZZK42LLR48/nt1Uhgf1QaGtYD3e4im0+ECQfjoTnbZQD0dKn95oE4z07nhZsc15uU3tmkaXW0yh550tmDUl0j1ceDeVZqPzkxr2FnBkw2EU08Hqcpp1J12B8a7VxQXonpaEZa/uEsTwz7v5tHwcjxeffsTVE8rwkV3h8yHJvHiWa0Mxo3IV/H1LJpbinVbG3D6nBv7GhpRdeUAPLRqp4pfpeHzr/HmjhMa3rVkjI9PNMdIouWUpyksf/EjNLraMXKQE9+6fgSefGUv/vDuMRw5eQHfu60EXzS2gKEp/OiOCfD4ODy6Rs3/tOWDk+iTm4HH/dyLHx06i6vH9sM1Yweoxn/JvDK88ffP8H+7PldxKSSbTJgh0eMVDOnGMRL4bMKpl37oCZx6Rlw0m3ecQPW0kRpOvHVbG8DQlLxmSty3Rtx7k8dfht+9eUjDr7e0phz5uRk4d7E9bN4+QORZHXqZllOvV6YVnC85DWIgunZUKLZLsnPqdYfnS8nztO9oI753W4ksY0obc/27x/Dxka/w7ZtGy/IRUy6/UX3xzu5TePLVf6jqtTAUhg504rW/HNGdD6lkb0QbibZ3YwEj/m1nthWlRYWa6zlZat1lszHI752Fx17arZLhnCwWX7s9suyOG56PX/7vPvlQorXDh30NjRgzrA/cbR6V/ZtqXNHdBeHUE6Gn78LhwAvU0x6vLyh/eaBOM9O5gXZEYHvC4eWvurI/Ksf2V60pdTXleHnLYazccAAfHTqLhXPGyWcLen3pjj5W7l2Brvk4pWyQ7PlnNi6JnqOEU49w6oWEwGwzRvwnz6/fD5e7A/NnlWDNpoOK7GXqk3mBoeTst5+fdcseVgAwcpATP7pjPC5c6gjgzavCPY+/g4riQiy4daym3mRCojlGEi2nPorCgvptAIw5D1bUVuHMuUtgrQyeW7df8/vjCyvx70Ytt8KD8yYig7Wqsue+u/eM/LuSSyFVkOjxCoZ04xgJfDbh1Es/9AROPcCYi2bkICeqp43AgHwHLDSl60VnxIkmces8+YMqPPibDzBykBNzpgyXveoKemegVyary28aCm+fGV8VlcRZ6KNrRwW3XZKdUw+I3FMhUPa65DXb0MaU5CMRXH5AF0+0NB9yslnk5WT4F+ecAAAgAElEQVSEZW+kkmdHqEi0vRsr6PFvezgBb31wQuOBd0vVUJXshcrJV19bibqVOzXPfmHJVF3+6VTiiu4uCKeeiGDrtPRvvf22hO5mvzXTuYARh74oq+Fy/z51fxU4uS00Vm88oIn6U/Y1mpl7lXtXJVbXTYUl4EgsWutQNEE49QhCgjIm3WfAKXGptVM+fJHi3CWeCWUcO8fxAAfQACiGVh34jBzkxF03j8LP/IuZ5MX36ttHwPHiJNl9+BzumamtVw/xSIpBoIXS3duI84DnRX5EI46apovtWLXhgDz+DaddaHS1w+Ph8eNfbcfquqmq5BhSOSWXAhl/AgKCdIYRF03DaRceWbMbq+umAhwPntNyyhhxokncOs0tHhQ4MzCwMNt/2ALkZNvQ7vEalnX2ssl/G/L2mfFSRf4qkh7pyIkVaZ8C5UeS1/raSjgdNlP5SASXn/S31FZpM726bqrGg8MIrN2CDi8Pn48HxwP/t+ckrh0/0DC0iyCx0OPf5igKb7x3Am+8d0J1703XDFHJXqicfMrwwevLBmL2dcPB0ICVoTH2ijz5g7VUnucBJvpdJUhiBFunpX83Nbfjwd98oBsyGqing/GXB+pxM50r/a33m7m+1p8jHq+4v7cAoBngrunF+O4txeB44I2/i04cyrOFYG0PB+FQSqQaT24ytokgTlB70wEWhoIA8RSc4fR5zZR8PdJCRdMUABqMwZdMC4Dl916FcxfaYGctyMm24eUth+W6G13teH79fvxn9XiRs8Jfv4WmIUB7Mq/8GmG3MWhq7kS9Ija+rqYc+Tk2dHr5tPpSmmgo3ztrpUGBwtLvlmPF7/eYcB7Quhw10hf7nGwb5s8qweYdxzFnynDZ+8Pd5kVFcSEsjDm/ohRaEzj+eQ6WHOwREBCkFUI1RgO97vW47dxtXtx540gMHdALT91fBZfbg0fW7FLpURvL6D4v02aV/6ZpCjQj8qL6FB4EgglvDpLYU4+gewiUPSM7MifbiLeO9suRKLczJw9Dn5wMQBBgsTCgKAGC0MWLF8zGM2qD8lZ5DkHf7g2Vu8mWYUXjxQ6VPbJkXhne23dG9PIK4z1q+pGG3n/xghmnqPI9snYLOr0CaAimciDVxxjoOJqm8asfTYbNahETjAP42fwKbN9zGpNKL1Pp2SXzygBAFYlC0xR8PBWElyw640/kKjlgtLYHcuA1t4ghvY2udqxYu0f0GJPqCHMsAx0iLAZ85jRNgTJZzyV9PfvaoRg1JC+AQ1df/9qsjMgjyVBw6ezhbptyBRiahtXvOcvzAmiaBigBENAtObVAjC4L5NSzAJrDwlTjySWcejpIVU6jcNrNMDRavZyoGPx8DrsOnsWVIwrQ6eXwytuf4J6ZY3Dg2Hldvp5Fc0vxl10nMe/m0Vj1pwN4a+cJlBvEmdM0hbZODr98fR/e3HECez/5CndNHw2aAqqnFWH6NZdjzLA8DCzMxokvLqLhlAsP1ZRDgICf/XaXaXz+DeWD8dhLu1Wx8fsbGnHthIFYunJnTGPgE80xEk85VfIK7G84j6EDcvA/fzmCUUN6Y+wVeejTy46qKwdo+BvOu1oxYVRfFUfNZQUO3HXzKPzmj//CH7YdQ8OpC7hr+mgUOO0oG12IGZOGwsJQuKqkLzq8HK4p6a+p12G3gOcEcKCx/MVdmvH/xkQtN0Kikex6Jdk4RqIJwqmXnugJnHpK2GwMxo/SckApeeoCOWAKe2fgGxMHabjtaErA8EFOnG1qhSOTxSMBHDP7GxrxjQkDUTy0j4Ybl6GB/Q2NWFxdird2nNDwopYV90OvTItuWx12BnwSGsMS4j3Oyc6pFw4CZe/chVYNF9KSeWXIsltA09Bw59bVlGN/wzk8smY3GBqY/Y3h6PBweOLlvVj/7jF8dOgsykf3RVunD6BofHG+BS9uPGTK72g0Z/728WkcPeVS8TNZGEqXY02yN8xgZRl0+HjdeXT3jBJQlBi5Eo33mghep0Tbu5Ei8N0Z8YJabQzON3di+Yu7sO/oeRX/o1JGJG6xl7d8gsH9euGma4ZgQlEBvmpqA0NTWFxdir2Hv0K/vGyZa2/vJ1+hcuwAlAzLxyNrtPKxcM44bNl5UtavoIDvP/03U16yaIx/sspVvJ4bLUTD3tXjLg3kwJN46b9u7gAgys8tVUNAI/yx1OMarbyyP6rG9ce+o2r+3lV/OgCXux3fvmm0Rje+vOUwXvjzQZy70Iqbq4bpcOhaMHFUX1W/Hpw3EZ0eHstf/AjXjB2gv4cvHYiXNh/C0IFOVZ+Kh+bh9a1HccWg3iHJKcPQ4GkKHMSoQQtNgeN4ZNosmFI2CLdUDcEN5YOQZWX0nZK6wSkbK5jJLvHU66HwATh3oQ2rNhxQecw9+9o/sHDOWH/4awkWzhkLO2uBzy/sC2aXIDfbBl4Q8M2rL8crW47I4biPB3w1UD7rcf+JuPSczTuO4z+uH4knX9mr+mJ1xSAn6msrwTAUfvrrD1RlxK8SVfLpOgDQlL5LsI8TdMpq20YQGnyA/N7nzyrBc+v2Y/6sEjz1yscq77uFc8aisHcW/t3YgnVbj+Ku6cXyV8mLbg/mzyrB0P69sHTVTo083D6tSJZHSR68Pg5//ttnmD+rRP76s27rUSy4tQQUzMIfktM1moCAgCBSdHoFrNt6VEcfjpXXNqWuBoArRxTKOhgQ9WP92j146v5J+OJ8C1ZtOIBHF1xtGDqzecdx1fOkfy+cMxavbDmCOVOGq/hSlettnoNV8OIQaoR0R6DsSRxJy+ZfDYoCzl1oxW//fBANp11YWlOOIyebsGz+1SreslFD8gAAo4bkoTHARnU67Gjr9MnypqRuMbLxOr083t93RvWcf356DrdUDcMtk4aJHoAQvT58oA3mV0lQ29HDAT6fQagvQ3XLsyPwvRKbNnTovTvJfl2xdo/8Hn1eQfYWanS145UtR7BwzlgMyHeAobs8gwSGxutbj2LGpGF49rV/qDx9Or0+vPTmJ1g0t1RX5z523zWG8lFfWynr16llg+Xf9PY90Rp/IlfJA47j4cy0or62UsWBt+DWEtwzc4zMOyfttwG1x1i4Y+nhIMu7dP8jL36Ep+6f5G+DyN8r7fHnTBmu0o29smx45e3Dso6fWjZYU1+9//k5DlY+S3C3edHW7sOv//BPmQbBiB5Br87n13fN3WByGizLbSjhvHrjkszerGTfm6SItUs0xwuwsxY4HXaVAbNh+zHYWQtGDnKCoSkU9s6ChaHE9nC8SAZKibHtXp/aQBE3AYCNoVVt1YtJn1o2WD7Qk8o+8fJerKitghWiIRZKfD7H67sLc5xe28hBT6RQjqHEn+fItGLsFXkiPwhDwcqIYQ0cJ4ACj/mzSiAIApbNv1rmSFixdg+ef+A6jcxNLRusWZCeeHkvHv3eNdh9+JyKQBUA7pk5BhYYh9aIC13cXg8BAQFBRDBb6wN/AyXgorvr63+GjcHMycPA8TxYlgHvD6VZXF0KnhdgYWjYWBpOh12lI8UPX7x8OGK0jjI0jZpbxmDtW4ew+/A5+RClpc0jc/sZ8alyvACvynAW+arSHekYzmbGW6vsLw1oZG334XO49dorAEDFB+nItOKTky5VuJa7zYtBfR0i514vO9xtHlVdegfIyk2eno3H8YLmOe/v/xJlo/uiX54/qQhDQ2BocLyAqWWDNUndBIg8a+bk9LzhPLIwlG5oV6hINV6neCGUuWb07vJz7VhaUw5HphUCAJ7nNfuhdVs/xY/vHA+blUGnVxBlABTm3jAST7ys3r+sWLsHy+ZfLbbL8KDCIBScE1C3cqfqkBqAnKyF40V7WimX0Rh/IlfJBTNOPAYC7phWhJNfXpIPqB5ShIzqjaXTYTfUXcq9tDJJlo/jYQXAQdDoa0cmK/PuWiw0HJms6nfl/OEFMWSW4wUIoFTJEJUc64Y600Lj8v69dOVTepaZXgaid2idSjy5ZN4mIYKdLkflGTQFmgbuunmU6qvng/MmIjfLhvtuG4vVGw9gatlg5GSzcDps+MuHJ/HGeyfkhWfb3lP4zvRRcoKDAmcGvjjvhtNhV7XVorOQ9cmx605WH8ehpZNDroM13GQor7/x92NYMq9MXmAll+B393yuqjuZY+BTAUpeAYk/j2VpTK8couEHOXu+Bf0LHHjI742n5A05c64FPp8gJ04pcGbgp3dNRK9MFj+8fbx8yCclzBB4c24Tq5XSjP+SeWWwWin4klnzEhAQ9HiYrfUANL8tv/cqfHdGMX75v10eIourS/GHdz/FNyYOxHPr9sPpsOOum0fh13/4J5wOO6qnjcAP7xgPQRDQ0enD+Ysd2Lb3FHgepuvoknlleH3rURz4rAlL5pVhwW1jcfrsJbz6tuidF7geGOnonoR42G7xhhlvLc8Jmv4uri5VRXB0ceixKm7HPjkZGlleMq8Mv98sHiBXFBfi3ltL8OQPqtDc4sGG7ccMD5AdmVZDmWOttMbOXVxdCtYqBsPqjZnyYOWum0dh6cqduuOpLDt/VgmOnGzStUftVhqeDl/EY5BqvE7xQKhzTe/dVRQXghegskPrv1+pKyeZdgvOX+zAuq1H5f1Qnxy77oeSlnYPam4ZDRjwj4GGjp4tR6adwYtLrwdNUbI31shBTnxn+ig8v17rlSrtt7o7/kSuUgtWKy17vHV4fLBauwL6A8dSSkhpqLv8nKW3VA1F37wseL08Wju8OHPOjcLemci0W1X1Ge33AJEPkhcEef4obRC9dUFpMxjZHls+OIFJpZehorhQkxXXx/GmfZPQEw+tCaeeDhLNncPTFJYH8HLsa2jElDJznrBw2m2hKbA2q+oU+7ICB4qH9sGFSx3Y+N5nmDFpGFZt+Bc2vX8Cuw9/he/cNBo3XjUYRZf3wV92ncRd04vB8TwmXXkZvm5uw8LbxoEXBGzYfgylRYVyW2krjdEBvDw3Vw7BR4fOolVh6BQ4M3DdhIH4xe92Y+rEQSgv7quJY3fYGUwc3XW9pd2Lb15zOa4bPxC3VA3BteMHIivTgv59smMeA59ojpF4yqmSV+Dkl5fwvdtKkJNlxy90uBCqbyjS5bm777ZxKLq8N5557WOVzI0Z1gf1a/fKPAwLZpfgi8YWMDSFGyoGo6y4EFeP6YdvXnU5qsb1xy1VQ2BnaAiCAEoAGCuNyaWXYYZ//O02BgyPhPEdGCHReiUYko1jJJognHrpiVTn1DNb63lA89vEUYWyoSxdO3S8CYvmlsLl7sDxfzdjzpThMt/tVSX98avX92H9u59i7ydfYXxRIf6y6ySqpxUh02bBroPiGnziy0vgOB4L54zDrMnDMLn0Mrz5/nG8u/eMrL9vKBsEmqLwzp5T8hpw6HiT6u9k4ZzpDrozzpHYbsnOqWfGW6sno4eON+G7M0bjvX1fqHihJpVehisG5uL59fvRcMqF8uK+8Pg4FA8Vw2xPn3Njf0Mj/t+UEWi80IZvXT8CK9buwab3u+wCC0PhwLEmjd1YOjIf0yoG68qcABqP/36Ppo1TJg5Ca4cXPCi8vOUwPj19UfX7t28ahXHD8/CbP/7LcDyV4914oQ3fvGYIPjr4Je6eUYKZk4fihopByM1iu3WgByQHr1Oi7d1AhDrX9N7dj26foOHxuqq4n8oLVJKD68YPxMtbDqv2Qx8dOovv3SbaqRK/WYEzA8VD87DyT//CjVcPRlkAN+OSeWV442+f4diZi7jvtnGYOXkoplUMxht/P4b/+ctR3FA+GBYIuGJQb+xraMS3bxqFVRv+pWnPt28ahYZTF6Iy/skqV/F6brQQD3uXpyn87Le78PaHn2Pb3jN4b98X2PvJOVneA8fyB98aZ6q7bDYGQy9z4s9/O4YB+Q48+cpebHzvOI6cvIBxI/KRk8XimnH9UTaqEN+86nL07mU35YO8vmwQ3nz/OP7flBGYVjEYl1o7cfzfzfi6uUOzLni8PtTOGYd9DY04ePxrZNoYLJwzDtMrh2By6WXYvOM43v7wFPY3NOKHt0/A3k++UnH6slYa//X6/qBzn2Jo3XOGG8qTj3M9HBBOvRRDPE6XOY4HKEo3tOGHt4/H1LLB8hci6fnS18g1mw5i0dxSeDlOTq29ZF4Ztuw8gQOfNclErxI8Xh6vbDmicmtv6/Rh0dxSzVeojk6f6LHH68exez2cLu+AhxLA8YCVpmDhgdwUioFPBQTyCrBWGp4QQ6Sl61YLjT65dl2ZCwynWThnLHKybbDZGDDttIpr76GacsDKyO2yMTQYKwWOF8TxBxlrAgKC5IfZWi/9rYSdteje33SxHas2HMCiuaXolc1ixqRh8Hg5w1DF+rV7UP/9Svzw9vH4r9f3odHVjgOfNWFq2SAU9M7Agvrtmmf4dNaAJ2qr4ON51d89eb1NR88AY95aXv478LcB+Q6srpuq4oUSBAFPvLwXTocd35k+Sj4oDPRAcmRaMWfKcI39+fz6/aivrcLS75Zjxe/V3lm5DhYUJ+jKnFH7m5rbZft10dxSXHR7VKGNl/dzGPZPGk/leDecdslerFYLJYcpd7Z70V2kGq9TPBDqXAt8dxaaBidoy1IG/NxeH6e7H3punWinPrJmt0qGG13t6Ojk8P6+M1hRWwmeF72oXt96VM5wK/3/hQenyH9zPA9KEFRt1WvP5f3E8PRojD+Rq9RBMHkPHEvpd6P7O7086v17ej3Zrv9+FXw+Xt57PfmDKt36LAwt6nqGwoxJwww9S5XrAmul0dbhU3kdCgDue2Kbpv6Wdo98dpDvzARFCeC40OZ+OFlu0wWpamekNWLtEs0wNDhQoAPSV0uhDVKohFGYg9Nhh9fHIcMmTpAN24/hiZf3Yv6sEry79wyeX78fT3y/SuYoYWgaLncHVqzdI9e1bH4FDhw7r0uSLPXVKI498DrNWsUKIACgYGFp+ALIuGmGgg80WbjChJKzRID4zilBAO/hwFgY3bAGhqbx5A+q4PFyoGkKNCWGelsYMSR22fwKmV/BKJymf342/vLhSUyvHKrhRHh87R48UdslXzRDgeIAcfxD6wtrpcFz6PGbUAICgsTBdK2Hlmumw+PTvd/d5pUPPh5fWInH1u/GD28fb7iGN7raIQjAnsNn5TWYpmlcau0ExwErFlZCgACaouBu82Lb3lNgaBocx8lrL+9fY20MDZ4HfLwAmhb5dxkacnhiuvHLmSEdw9mMeWvF0C9lSK27zYsjJ5tE+41X95f3b0r1NpHSYfOaTQfhbvNq+JkkWo6m5nYU9s7QHkIE2HtqudNvf3OLR/N8yUYtcGaApilQOmGUko3j8/ML3jurGC9uOgxAPNhbs+mgyNkUhEMycG7YWQYdHl7mLbRZKZWHnxmvU0+bZ0DwuWZku4LjQDNamaBp0TaVyPw3bD8Gl7sDHA/D/VD//Gw5PFwZFkvTFD456cLY4W4MyM8GQMGRaZU5/Gwsg1yHDT4fjzUPXQ+PzweAgsBQoBmx/XRA/+68cSSumzDQ70FHiR+yozDGqcQXlu4w5dcNYW1RjqWgkHGJMy8nmwVD0xAoARyntgeUaHS1g+MElYdzc4tHo+tFu4ACxfEQBNpQr69Yu8evN8V1geOAk180w2q1wM4CrJWBwAsqqgVpLrkudWLF2j1iiHxtJSifaFeY62W/sw8nwJFlRX1tFXheEPehSG/dSA71khCxPF1mGBoX27z4361H8a3rR+BHd0yQOU2kDcOG7cfwn7eP11UgvCAY8jw4/DxA4tctHj/77YdodLVj9rVDUVdTruJk6Z+fhdxsuyY+f8f+f4fVV1uGFY0XO1R1L7v3Kvh8vKyQpBCQdVuPymTfqc5zEw8E43vq5HkVF0JFcSGqpxWhbuUH8v2Lq0uxbe9pfGPiQCz5b/X1V7YcMdykfnm+BRNG9TXMbuzlRPmSuBuUPCi6vCqKvoRahoCAgCCWYBlKszbW1ZSDZSjwnICHasrlzPEFzgzkOuwa20DJ/yV9rZY+zhkdABY4M+DxcZg8fiAeWbNLVycuri7F2rc+gcvdgbqacmTZaLS1aQ9PLrZ7VWvt4upS5DpsyM1icf5iR1rxywVDOnoGsAw0MirxLToyraieViT/pmcDSLbX1LLBKHBmGG4ic7JZ1NWU4/19ZzBxdF9deczLtYPiBFAcb3gIEWi3/PqB63SjQqQ5o3w+APlZT7/6D+Q6WFXfjfonHeyFOt6Bbbx3VjFGD83T6IH8HFvQ0N105HEMBWZzDUHeSWDZiuJCsFYLnn1tn0rebCyDN/5+DHOmjNDVpY0X2kBRlIqbb3F1KdxtHtU+SZIb5fhKNrCkX3d+cgbv7Dktz5eLbg8WV5fiuXX7cUP5IEwc3VfFUx2qfBCkBoLN43DXFpuVlmVJz4POzjIqe0B7WKjee+05fFaVIEbmC2VpdLZz4HW8X6VDw0C9qZwPku3x8Asfqtq3ecdxzJw8DK9sOaLpq978NVp3etqenxJSkfQkDHz9dYuYsTUM5Oc7xIxYCUQkX95CabfA0KhbuVP+Krq4uhQeLwc7awEvCMiyizx7Y6/Iw/TKIaoJvGhuKQRBUHH6AKICWDhnLLw+QT5Rl9zSAXHybdt7SnXCn51hxa/W7dPUU19bBQv0wyj0+8PIE1nCsvkVssuwsu7AL7Hi19TIJ7je+87Pd0RcXyCCyW6s5VSSFe0YVQIA6lbulLPfSuEmgWNR4MzAsvlXy4e3yuuPfu8aNLd0gLVaVMaOZHC73B2or63SrVOSr6U15bJBFdhG5dgq+xJqmWgjGfSKGWItu4nsf36+AzN+vCnscpufnRW3cpufnYXz591JLyfJBOldxUPvxmJcBIbG6o0HNV+/F9xaAorjQbMMTn55SfYeycqw4M33j2Nq2WAM7ufAl+dbVFnlCpwZWFFbiaUrd8phjoHG/OYdxzH3hpHolWXDUr9uNdKJ0poprc0Ux2nar7dGLJwzFoMKe+nq7ljr2e6iu+Mcru0Wbdnt0yc76nLalf1WgI/j8ee/idnsA+XGTI42bD+G70wfBa+P07XPls2/Gq+8fRgLbh0LUEDdf2tl54nvVyFYBqxAmfzvn0zBK28fludYrywbXnn7sIZ8vb62Chwv4IvzbtWcqiguxIJbx8oedPoyXeX/PTRbPbCNLy69Xj6wCaw3cM4Fq6urbHTnWaLtXT0YzbVQ3olYlkJTczuyM1hdG/X+/7gSP/vtLlxfNlB3PyQdDFdPG4HC3lk4d6EVjiwWnR419UEo+vXxhZW4d8W7qusjBzlRPW2EiS4NLh/JjkTZO8lm74Yus6GtLQLDYPXGA7hrerGubD92XyXOX2zDm+8f1xz6PVRTjhwHi5/++oOgMizJoN5eXLRHqkABqt+UdRnV++iCa2C3MfB4uSBZxwVDvRztPX+ywEx2iadekiISl2ieFxQhr+bp3aWvpTRFqdJWr3noejnkob3Th/v/40rYbRbkZLH4vw9P4sarh+hmKe3bJwu/en2/fCK+asMBuU5HphW7D59TGVHKlNYSRC8DPiwCSz2+FCPeIcmTsOtZqctzEw+Ewvf07t4zOHOuBT+8Yzx4H6d7f+AXH+k6BAHNLV64W92or62C18eB48VMjJJBzQuC7tcpSb4MXccDeVUUfQm1DAEBAUEswfGCZm0EgHtmjoEFIh+tcn2ur62U7/+v/5wMq4WByy0StVcUF6LmljFo7/TJOvPVt49g4Zyx6JeXDQtDAxBw1/RiADx4xdppllVU+pvjeY1+NFoj7KzFhIstvno23qGJ6RjO5vWIYdegKNQ+1cW3GBgmm+8/CLEwtMpGdGRaZc65u24epett+vz6/Wg47cI9MwUA+nLl47QyGIhAmfR4fapNa0VxIebeMBInv7wU4PEigIOgmm8AsPvwOdwzk4dFEOAz4Re0CELI4x3YRsHAy0VvzgWrq6ts+tszhhQ9Ou/E6bBDAMBTFGiaho8SIAgCXnrzMGpuGa37Dlk/d7O7zQNHFotf3HcNeF4ARVH4/eZDcohgrywbbFYafftkY+1bh3DrtVeo6gtFv0r+NcrrDaddeGTNbqyumxqxfBCkBoLN43DXMY7nsfvwOY0sSvXyvMh1P2fKcGTZLVg2/2q0dXrhdNhgBQBO3Hu97veyHlSYbS6DlKDrEe1u7URWhtVwPhjNDZe7A31ou6FeVc59I73cE/f8IfXvs88+wxVXXKG5vmPHDkyaNCnqjSIIHwxD49RXl+SMToZhiP64fJalsfKnU2BhKBXHWaeH1z01X/rdMkwqvQw//63aRVbyqLJaGNw9sxh5ORlgGMgbDQBwt3kx+9qhuL78cpk/r73TyOU3PO4ZPb4UM96h7jyrp8GMw0Himhl7RR5uumYIfv7bDzF/Vonu/VYd7r0CZwbOX2zHnsNnMb1yiMptetHcUpw51wKXuwM0RcnkrzwPkaNPIV/GruPqsVX2JdQyBAQEBLFEUF6ogN+Va6mNpbHunQbMn1WCvnmZsLMMfD4BVoaGlaHw5P1V8PoENLnawXEczja1yKTUBc5MFWeTWahuV5toCBBUmwmj9nd4fCZcbPHTsz01NDFWCBxvXhDkMFkpjEqK5FB6hkpy1HDahefW7cfi6lLU11ahqbldw0f2xXk3vD4hZNkJ3OyyjLqN5y92YNveUyp+vh37/4362ioxoZsgyPxLgJrzF9By6Om3q+t3lhEPQcN5jxRlpAdoIIgnVjryOHYXge9k5CCneJi8cqdGNr87oxi52Tbdd+jIZPG7h29Ac4sHDynKPjhvIr43eyxu+0Y7MuwWZNosYqI2C4VvTx8FK8No9HYw/UpRlOa69G9TXssU99QjEGE2jxlQYa9jkswY7ncYGrkOVsV1L3mzSXXm5dhw+7QiOUmmqQwKwOYdx1V6dvOO4/jm1ZcjO5M1nA9G7ZNsCKV8d3mMq3Wt0bvriXt+Zvny5cuD3fStb30LU6ZMQU5Ojnxt+8w99t4AACAASURBVPbtePjhh3H33XfHsn3dRrhp0oHEpdjuDniawrLVXS62Zundr504EF6vgMde2o1173yKIycvyOnZbSyN274xXJWKva6mHNkZLB4NSGctpaieVjEY7+z+HMMuy0WWlQYlQJVau2hwLiaO7ofHXtqN9e8ew8dHvsL1FYNQNa4/9h3tXip1u92C8UWFqvbeXDVEU3ddTTk27ziOL863RvysQOjJSazTpAd7fjRhlO7eYbegzeNDRUlfXDm8QD5IbrzQhgWzS3DoeJPqvb+z+3PMvm646vri6lJk2C24cngBfuEvD6jl6oaKwXDYGfh8PCw0hUvtXix/cRf+caQR37tNfM7JLy/Jf5vJkbIvoZaJNpJdr8RadhPZ/6wsG17f2hB2uTtuLIpbuTtuLEJbmyfp5SSZIL2reOjdWIyLkY6VdFHg78q19LyrHbOvuwLPr9+Pq8f2g9fLy2vsnk++wsRRhbBaKPTKYtHU3IHf/PFfeHPHCRw5eQFXjshHZoYF5aP7Yr+BTlxcXYp1WxvA0CLv35GTTXhu/T9RVtwPmTaL3L7yMf1Ua+3i6lL0yc1AdoYFE4oKDfsWD/A0heUvfhTULlIi3vMv2rKbmcnGrP2B8nh92SA5zPB7s8di1YZ/adbyB+6cgA1/OybbXhKXWJ8cG3J72fH8+v04fc4t//baXxpw5OQFjS2hJzvSoe3yFz/Cunc+xUeHzqK8uC+mlA3Ex5+cQ2uHDx6vD9XTivD8+v14c8cJNJy6gG/fNBoOO4M+uZnobPfiQmtXHUp7+IrLclA9rQjLX9yFde98ipGDcjG9cqjGPn55y2G88OeD+OjQWUwY3ReOTCt4k81j4Hvs2ztD1+7ulWkB5zM/fA6mQ6KFRNu74SDwnfzgW+Pwmz9qZfP/TRmB//7TPzG+KB9lo/tq9J8AAZdaPHjmtY9VZf/ZcB7jiwqQm82i08vjEYX8VY4dgE9PfY3rywfL9Xm8PiycM041voH69cMDX+LchTbdvUpOllWzzwlVPpIdibJ3ks3eNZvHPiDsdYy10pgwui827ziOu6aPVsn2ormlWLf1KKqnFeGiu0OWtTr//o73J5rp8PF4xL/vN9rfOewMeE5MPjh0oFOlZxfOGYc+uXYcO+VS6U2P14f7bhtrantINoQk31aWQZPbI+tipa4NPHOI1Z4/WWAmuyFx6v31r3/FL3/5S7z66qsoKCjA1q1b8eijj+KFF17AmDFjotrYaCNVOfXChY+isKB+m+b66rqpovuqAkax748vrITHy6v4RySOn3tmjtGtf9VPp8But4D3h0VwurH/+vHuT90/SbyfogBBiDgsxpZhVWUNs/uz3wZ+vfVwQlRDcBLNMRIPOdVz+fZB5NO7/z+uBGtl8OBvPpDvl7IsDe7nAENTeHHjQew+fE6Vfal3Lzue+Z9/wOXuwGP3XWMgt9cjw0rJX7wD+SYkrpEB+Q6wViqkTLaJzn6b7Hol2ThGognCqZeeSHVOPSB4WI3RWqrkqh02IMeQc0kAZO485W8raivR3NqJLBsLmqZEnejnTLNaaFAUBY9X1I///PQcfv3HA4p61Tw/PEXBy/mzyzE0LDTg6fAlPCtnOHaRhHjPv1Tg1FNCOaYA5PdbX1uJupU7Nfe/uPR60JR4v4WmQTPwyxWN1RsPyLZmXm4Gnvmff8gecpLNcHm/XmAMshYa8VD9Z/V4tLR7ZRv2vKsVV43pr/HwyM93oPFCq24dK2orQYHSzKuf3DkeRZf3ketavfGALj9fMK6zcLPfhlNXLOZZou3dcGEkp0pIMltfW4m1b30i26h9cuw4d6ENr2w5gppbRuvKdX1tJfKdGbL3nwRp/BkGKhtTuQexMjQouku/2lgabR0+070Ka7eg0ytEJB/JDMKp1wWjeRzJOgZ0ebaBEgCBkj2jldlll82/GpdaOzV8vgJDo6m5Q3d/d3k/h8Yr2Ygf+Hu3joUA4KNDX6JiTD+c93vn7Tl8FuXF/eDItKLAmSGGxvNiFmqaprDrwJe4akw/2c4wOreQdK2ex3a09/zJgm5z6t14441oaWnB3XffjTvuuAMrV67EmjVrUFRUFLVGEkQOhqEhIHQXfEOuG47HpdZOXY6f784Yo1v/mcYWXN6vF2y0esKEEu/u8XKwCIKs/CJ1Iu9s9yp4NTh0tos1Kbk2vBzSjucmHlCOIwNKVprzZ5UgO8OK8xc7VHLRcNqFNZsOYv6sEgwqzJblqOG0S3bzfuHBKbLhTpuEaHk9akUtkW03nHapuEZ4jyh3wcZW2RfevxAReSAgIEgkdHUsRakMUb21VMlV+1tDziVjfjKeF/DjX+0AAL8eFTeIFgCCl4MAgLEwuOexd3TrVRqPvCA+hwIFiuPh8evkRPPLkdDE6EM5pgLTtX4bhVHRFBTZajnwXJcsK23NF5ZMVdG2SLbECn/yNPifp9ykdRrwUFEUVGFlAFA2uq+fn4mDVyGIRlxWvMHcefq1ffJmWupDYNmQuPAC5kZnO6+yY4NE8JrWReyZgHfC6FPASDLrbvOqbNT62ko8tOpDAMahs72ybOANedB4UH79orcHEXyifu3n3/t42rmgexVPhy9i+SBIDRjN40jXMYkLlWFodPK86oAOEGX1Umun6tBa4vPleAHNLR7d/d2K2koAAvgAParPDyzaAi9uOox8Z5aK3uvdvWdQ4MyQQ3YDD8/LRveV9agxRy+vsZN68p7fcN3hefWJ5uzZs9Hc3IyVK1fid7/7HYYPHw6e50HTdMwbSWAMKfzg9a1HNSSVeumupQPAJ39QpTqxryguBMPQyMm2YcXCSthsNLLsLHhewEV3J2wsrUtuvHnHcdw9YwxafTyyMqwQeAEMoDohZwwOHO02C7xeHmebWsEwjOrUP5wvj4n2BugJUHITOR12VE8bgQy7FQW9Kfzsngr84ndqLsfWDi8EiOMsZchlGHGjarVQspeJhaF0E2FYrRRoqwVNzZ0amVPy70R7c0ZkiYCAIBEIhf+NoWlUFBdiatlg5GTbZP4vntdykIlrOgWOA1YsrIQAATRFyV/QeR64vmwgbvvGcAAAzVog8AK8XJf3MmVRf3SRPKQB8YCFZSh87fbIZNo52SycDhsyWEbzUSYUfRpN/cswNASD9SXQLiKIDBYAy++9CucutCE324Yl88pUGUKX1pTDZqXhMYjgkGTZkWkFTVF4cN5EXGrxyNyPec4McBwPjhI3aL978xB2Hz4n153rYHVty5xsG0YOcqqyQittBakdja42Q74y2s8dPPvaoRg1JE/lfdLFeWk0PygITHh2q9KzRO3RSOyQ7oBhaLR6fVhcXSqHihc4M7BkXjm8Ph8enDcRq/98SL5f4vOSvJLyc+1YMq8cT7ystkOlTM0Fzgw4HXbMmTIcjkwrOjw+sFYGFoZCp5cHx4medRk2Gu2dnEq3Se3rrocRsVvTGxZAdx2zWWl0wnzcJbvC5e5Q6Vt3mxdHTjahT04GXlgyVd7rs1Yp4yyNbXtPqc4VZl87FDdXDYWPE8DzAjgLBRtD+2Wc0nDnv7vnc1FXQrRHsjIshucIsyar8zaouUqNzxFC5ZVMpC0STxiG3xYVFcnEnRKkWymKgiCIGYCOHDkS+1Z2A+kefqsMP1CGOOblZIjZvALCeAI3DYvmluIfR77C5PEDUR+gMDq9Prz05idwuTvw4zsn4LMzLpSN7guXuxPNLR5s23sKt157BTa+9xlmTh6Gvn0ycbGlE3bWgle2fCIbX/U/qMSlFq+q/l/cdzXa2jnUKxbKuppy5DlY8JwQMiloIomwEx2OEE85leTM6bCj5pbR+K/X98nv+4FvT4DXx8PC0MjJsuFP2z/Fgc+a8PA9FbBbGbS0e1WG/pJ5Zdix/9+YPH4gmlyt6J/vQKOrTUXi/u6eU7jpmiF4+IUPNUp8/qwSrNl0MOrjHGtZSna9kozhCNECCb9NT6RD+K0Eo1BCZagra7fgfHOnai1dXF2Kr5paMPQyp3y9orgQ1dOKNPe9skVMbFVXU44mVyv65GbiiZf3ykkOlJvepTXlGNy3F85+3YJzF9qQncnCkcHirx+dxKgheXKY2pYPTmDCqL6aD4p9HCy+dntC1qfR1L96H6H652XDytBgAuyiQJDw29DBMDQutnnxuH/MZl87FDddM0RlI94+rQhOhw00BJU83DurGKOH5skyOvvaobh2/EDV+NfVlGPd1qOyLRn4Ue+J2ipcavPobhJnTh4my7tSjgLlzGyu5DpYzW+Sner1cDLPU71fzvTmUCh2a7D5mgzJXRJt70YKpe1698xi5GTbcLapBeu2fiq/29cVMvajOyYgM8MCd6tHHsuK4kLcM3MM3G1efN3cITtD/OTO8bh8QA4uujtV4758wVXweHhTWZb066mvLgW9zzQhQoonAyLht6HByjJo9/Kybj3y/9k78/CqqnP/f/beZ0xykhzIQBgCBBnDFCCJQAQN4IBaBFrBWiH+RBCq4nArBO0FWhVpb6/V24qCtkLrBeylioptAa2KyqSgQoSAgIBMIXBCxpMz7P3742TvnH3OPplICEre5+EhZ49rr/Vd73rXWu/7fY8UG87bQ9tdxf/AqxIYP7K7NhfLTk9m2s39wrD72F3DWPHmXk33ranZsLuqSxwXyj26982fnklCvA2f22dom+TnZZEYZ0WRFU1PDrwqgR+P6cWF8tox4kejehDvsOrWDYL7QXZ6MrMnD8RV5omoi+uSxvaRy71P1YXdiIt6J06caNDDO3Xq1LRSXSL5oS/qNY5LL9KkIccwVn325IGYTZKW4faB2wfzzseHmXnbQIovVOHzy8iygkkScXt8dOsYy7cnSwHw+hTNlT3Jaee/HxpFtUfGX8PZI4kCv3wpfMFmyZwcQKl3clP/N4Vf29zS2kbOpcSpirNfzxquZbdTJclp54HbB/PLl7ZqxmhFlS+wuBxvJ/+P4dhaOGM4i1/eypI5OYacNItnDqe0whPmLg4BbLfEzklLY+ly1yvfNyOnMdK2qPfDlB/Sol5DxvJIOurpOSPZ8PFhbZdckkQeXxZ+3YwJA3j61R1h4/6CvCzDrPe/fXAUJaVubdEmOz2ZKeN66zZpFs8cwcLl4WP5Mz/PYX6N7q9vw7Gub2uK/r2YZ7Ut6jVcQus5Eo5mTx6I02HTFk8A/viLXBa/vLXee1XMql5wye2i+a6onHXvH+Q/7hyKzSzg8YPX58cvwxsfHNTCugK8eHo+PiNsZKcnM/O2gfhlhRNny7Tst5HKFIwjlbdKQYnAr1a/3Vrft18qm7YuaW17t6mi6tXeqU4eumOIoa5aMicHv6xQWlFNbLQVSRR0fI+qh+aYzK4aFifn9qRzUgySJPDLkM3nhTOyWbbuq4jtqf4O1pF1XVdX27fmHKg5pG1Rr2ES6sDz4JQMnf4E43ZX8R+qYxbkZWE2CYY4feD2wfz1H/uZfnM/EuLtiGLAmctoLqdy2tXFeRc6p39q9gg8Xj82i4mySi/r3j+Iq8yt8fvFRltZ9W6Bxsd+1/i+PL92NwOvSmDSdT0xSUKDM42H1l1dddXU6y+1NIlTL3ixzuPxIAgCZrNZO+b1en8QWUS+79KYWPtI3CFen9/wuM1i4tnVu7QBJiHeTkmZB78s86e3CrhrfF9tgUcLh4ix4vb4sVn0z6p0+wITE0Fgzm/e58V5uRHj49W/w88pYYCN9E1G17ZJ00XFWfs4u2F9t4+zA+B02LBbzdrOT6R2lsTA/8UXqrj1mh6UlHm0UJkiVxWiKITxOUAttgW/3OzhU21YapM2aZPWkoaM5XXxf/XtnsDza3dTeMzFkjkjDa9zRJm1v/0h/HxG13u8fm1BD2BMZldtQU+9prSiOoJdIeN02HA6bJpRXteud3Pq3zZdfmkktJ4j4chmMfH0qzuYMWGAtqin2gD13euIMusmdsGebBazyLkyPUXH/OlZXDesC6s27AtsOit6PiUjbGwvOKNxPy1+eXu9ZQrGkcpb5ReEJtutdX17Xc9pk/pF1auTc3tG1FXqvOM/ng9wjD770ChuvaaHDm8PTskgxgCLS+/PCXumzWKqsz3V374Ieir0urravk3XXRmitrOKv/IqT4PaXcV/qI4J1i2hz0iIt3PX+L78fk1tRNaT942o8311cd6JooDTYdPOi4Kg07OqqPx+S+aM1MaJybk9tb62eedxbcNmyZyReD0NW2BrbB/5PvepBhHi3X333RQUFOiOFRQUcM8997RIoa4kCfC+iPgEAUUSkaSGcxRKkohUwxmT5AwsqqgGs0USwq+v6dzBkuS0I9WQHYceL6v04nTYSO3gYOn9OZgkkf/42VAkSWT6zf20jgYBwD/96g6sNSGUZZVe3bNsVglFkgB44bFcBCFCWUQxcjnFRnyTwbVtUisNxZ3ZUtNuQmBnJzKGBHqnOnn0Z0O5UO7m4TuGsCAvK2I7++XA/xfKPTy/djcPTsmgd6qz9nmiwHs7jzJvWmYYtltKqbZhqU1aUzxev7YDl5joaPA/R6y9nie3yfdBVN4cI32n6msxgo769lQZ7+08ykN3DOG3D15DbLQ14piu/i2KIkvvH8mvZw3X+PlUHaxeIwgCA69K4I+/yOXFebl0TXFoY37vVCcL8rKIizF+18nicqZe30tnlEOtrRCat7E59W+bLr84qcs+CD6ncsqpoiYVCBYVd0WuKtI6xfLivDG8OC8Xs0kiOz25QfcaYei5NbvxyYq2oKcef2blDjxeP3ffmo7FHG7XSKJAdnoyC/KyWDJnJAvysrh3QnqAmwl0/cCoTNnpyQGup5q6CdhIkftmJLs1uAwN6a9t2A1IQ21X9TrVdo2LsWgbxcGi1q3K8bggL4souxmvz4/TYQMCuHp+7W5i7GamXt9Lh0WjZwZoZCK3Z/B7Q7GYnZ5seF3E+mjTdT8YqVPvBi1OP792dx1Y1usmdY0gFJNlld6IODWbRB3GnQ5b5Dm7JKCYxLCxQD3/7akyFrzwCdNu7htRr/ZOdbJwRjbt4+388Re5xDsC3P5PzR5BanJMhI1MGrx20tg+8n3uU9KiRYsW1XfRM888wy9/+Usdx15SUhLPPPMMM2fObMnyXbRUVXlorENhdLSVykpPyxQoSNS47UUrtrFm0wG27T1FZnoKUVZTvV6Q6r3/uXwrF8qr+fmPB3NNRifS0xJ4a8shenRxhj3HJApkpqewq7CICrdP2336aNdx7rqpX9jxT748wW3X9uCZlTtZ/9Fhtu89Rf8eCaz+135GDOzI2s0HdGWqcPv40ag07DYTb37wDSfOVgRW+GeP4EK5l0UrtrJm0wF2fn2aMVldyO6fwu6gd+bnZREbZUKQlbByLsjLwmEzIYd4Hxp904K8LKLNUot7khrhJDra2mzPrw+7TcVpQ3Gn8sUsWrGV1RsPYLdKpPdIoF9ae/YeKtbqe+7UDBxRFob0TaK62s+zq3fx1pbDFB49T25mZ7LTO+raef70TD74/BgTr+3Jmo2FHDtTxughnejfI4GKKg/3TRqI1+8nPS2Bj7/4jhuu7s4tOd25eWR3Yu0mfL6WcX9uaSxdKr3SVGlp7Lbm90dHW1m9sbDR9/30hj6X7L67burLrY+uZ/XGwkb9mza+32WNq5YUFVOXQu+2NH4VRSHKaiI3M5VbcrozLiuVaHNgI0zV12ddVdx9a3qYPt135BwjB3Vi6aqdvPnhIc5dqGT25EG66+ZOzWDNxkIkUWDu1Aze2XKYrimxPL/2C15/7yD7jpxn1qQBnCgq166RJIEeneJ56s/bWbv5IEP7JLHvyHk6Jzm4a3xflq37ki8OnGXWpAG6MeHBKRn87z8LGZuViiDA+o8O6761wu3jlpzuul3l5tS/F/OsS62nmhu7UVGWiyp/XfaBKAq6c5IIP7upn4Yzj9cXhrsHpwRwd1XnOHp2cfLrPwWwtG3vKWZPHkRJmZsTZysM783Py+LtLYcY1DORt7aEY+jmkd1ZuyncDr3x6m48u3oXYzJTkQQBWRTwA4IkYjWLpHV28vza3by15TB9usaTnpag2afB/eBUcbmuTCr3nXrtmfMVpHVxsmjFNnbtD+8HkTBnMYukdaktQ3399fG8LOw2E1458A0mUbjkkVKtbe9Cw23X4OtW13Dn5QzuxP+9f4Bp4/uFtVFslBmTJGi4WFuDg5kTAzg4d8FNhdvH+JHdibGZef29g9q7is5XMnOivt3HZHUhq18H9nxTrMPy5/tOs/+oS9Pb+4+cI2dwZw0HhUfPM3vyIN11+XlZRNlMyAiG7d6ac6DmkNayCy83e7c+bKvtbDKJrP/osCHu8vOyWLmhgBf/vodte08xtF8HXn2ngI+/OMnooZ3JGdRJw4nH62PEoI4M7pWoe8YjPx2KzWpiTY1eVT0DP9p1nDtv7Bumn3cXnkGSJAoOFzPpup4Gc73j7Dl0jr2Hirn71n58uOuETtd3TnIw7ea+bPjkCJ2THPzmLzt5ffNB9hwq5ur+KVRV+7TyqZLktJM7rAuPL/u0QWsnFrPI0H4dwsputKYAl3+fqgu7ETn1giU3N5e1a9eSmJioHSsqKuLHP/4xH330UfOUsoXkcubUu5i47eB7G8L7oUogo4tA8YUqXfbb5QvGUuyqol2slVPnKliz8QBTr+8VkRciUiz+k/eNIMoqBbI+1WSNAcEw1n7B3ZmYJZMuU84tOWkIfhmLzYTbK+PzK/j9Cpt3fMvoIV0ikg63Rpaa1uYYaSpOG4q7YI4EVbG/veUQP7upL8UlVVpiC0e0hb9tPsD0m9NZtCKc42He9GHYzGYkScAsiVT7fHx3pkLDnoqpl9fvYcmcHCQJqj0yH+3+jq4pcVpGse4dY5EbwJ9wMdKSWLrcudK+bxwjjZHvC6deU991OeOqJeWHxKkXSULHepXbKZjradr49DB+nVqeMBmPVyYmyozH68fnV/j7vw+SlZ5iaDc8PSeH42dKWbPxAI/8dIiO+7Z3qpNpN/fF4/Xrxn8jvjOVh7d9nN1wXIhsnzRf9tumPOtK59Sryz4AwrjgQvG470gxt17TA69P5mRQQoJI3ItL5uRofHjfniyhV9d2gYy3Nb/7dGsfka9u8czhLFweji2VMmZ5/lgq3eGE5yq3X+9UJ4/eOcQwIdfTc3IQUEKykYo6WzbU9lb7QadEB5JIxEymdfP6ybrstyZRxO31sWjFtjrD11taWtvehcbYrsb1e8f1fXSZumOjrWzcdoRbcnoQics7mNfw6TkjqfbIhrp22vh0BAHOnA/MnwCNRzTGbmHVuwVMG59OaUV1nXo7yWnXuMXU6+6+tT+nistJbhdFtFm6bOZAzSFtnHoBaQi21fl78LwsmKvWiJ9cxe+CvCz2HSnmhqu7gwCnisv55ngJ1w3rgr9GR5WUVRPvsGC1mDT+vGAdNzazCxOv7anN5d75+BB9uyfw8vo9zJgwwNA2UXkoAZbnj0WSAEWgstqHzSIhCoHvUeeAod//wO2DEQQhjL4jmJ/VqK5q6yvQL4pL3CgoiIKglW3mbQMirrVczn2qSZx6wXL99dfz6KOP8sQTT9ClSxeOHTvGM888w0033dSgAixdupR//etfnDhxgrfffptevXoBcOTIEebPn09JSQnx8fEsXbqUbt261XvuhyIXE7cdfG9DeD+0+/wyfkEIS0Ag+2UWLPuEp2aPILldNDMnDqiT5+PVd742TE39ylt7tY5iAvAr+CJwjVS5/Tz0gn5RePyINCySSPGF6rBnr964P/Bsg29SyZDxK83OtfZDk4biLpgjITj8Zeq43nh9CjZLICHKijf2UnjMxd23pBvzMnlkHv39+0DA6J01aaCmvNW2/cu7+yhyBTj25v3hY91xlWtvef6YFuczaMNSm7RJm1xOEjrWby84ozNmAUPdu73gDLeNruTND79hyrjePPY/23Q612qRIoS1yLV8N4Kec6fwmItVG/bx6J1Dw44vfnk7S+/P0SbAqv4GwmwFNaw4VL82p/5t0+VNk7rsA/VvVSLh8aYR3bFJAl2SHeTd0o+ySm9EDiivz899S9/Xji2ZM5L8Fz7RNhLzX/gYp8PG3KkZuiyND98xhHXvH+TBKRlh3Gd/eXdfTYi5EBaeG8ztNzm3J64yY541WZYxKQpeP7XJNkJ4o0JtZLUfBGwVIWL25+o6eP1MigJ+P7I/8E4FRVvQC/6GJTVJQK4kabjtaly/MycO0BYdLpR7+NNbBRQec3HTiO7as0Kf7Ygya56TZ85X8u/PjjN/eqYuWZDKv5d3Sz8dV5i6mKFyhN02+iryX/hEOx/JZla5xVS5bfRVLFv3FXOnZhCVGB2mONt03fdfGoJtv1/GJInaeFp4zMXL6/ewIC8LBCVMDwfzMzqizLzx4WFtEU5912f7irSNiOR29sC7FEV7R7COUzntAF6cl8sbHx4mKz1Fe4/RWHDb6KuAwKKb1SziCuFAXTxzuHa/0febJJFX3/maGRMGkJocw6lzFTiizYbfGlxXRhlsH5ySwasbvtbmlPf8qH9krsrvaZ9q0Bz54Ycf5plnnuEnP/kJHo8Hq9XKpEmTeOSRRxr0kjFjxjBt2jTuvPNO3fGFCxfy05/+lAkTJrB+/Xr+8z//k1WrVtV77vskda32NibJRdhzg+5V49NDn2MSRfCHQ9Filvj9I6OIsVsQBEAREER4cd4YhAAFBfEOC5IosnBGdliGGp9fZur1vYh3WGuyRslIokhJhbsmkUYoUadoWL44h5kVC8aiKAqCILCj4BRiTZhEqCH2/NrdzJgwIKzT+iBQYEVAriHkVM9frqvsrS0NwZ3ZIqH44eXHx6IoIMsKMyYMYN37Bzlb4tbtyEzO7cl7O48iKxg+V+UHUXexo2wmbRe82itz7kKVdm27WBvPPjSKsyVu3t5yiGk399Uy6UqiiFSTNbGutm9IO1/OuzBtgHBkKQAAIABJREFU0iZtcmWKkV5SwHCsD96lN5skJo5Oo2/3BN0ueVmllzGZXVm7qZAZEwZo597ecoiZtw2MMA6ILL43m85JsSgoYde4ytyGY8jE0WkBb4H8MUiiiF/2a2NDvMPCM3Ny8MkKoggmydjGaU29rL67yFUJknjFjgmR2jbQpjIvPJbL3/8dyDAbyfaURJHqGrvw2dW7NI+P4GtVe0AURV5+fCyiKLDv8Dlio60az9yqdws03MqKwkNTh5AQb+fE2TJOni3jpzf2QVHgyftGIopw7kIVf3rra+IdFh6+YwiyUmu3FB5zaX3mqi5xvPL4OM12XXxvNgtXbKd3qpOZk/oTF21FlhUUk4TVJOCpCf0SQ2zZyN8v4CPcjg1sTA9EFI1tJUkU8cmyDvvfZ9L25paGzpkiXYciGHoDSaJoqOuSnHYS4u0smnk1VrMJv1/mjuv78F1RKQtnDMdsEvD5FT758gSTc3vijLUZPiM22srE0WlB2LYQbQ94Tq9YMJYPPj/Oa/8q1K4P5dRT+c09Xj8er4wkSREzfwbr0GCPz1B9arGZqPYqWh+wmmtx3iYtJ5HGuIZgW73XEW1myZwcZHU8BXwG86/s9GQSnXZeyh+DSRR55YmxoAg8ed8IRFGkvMpDlTvAgS9JIPhqExA6o8w88/OciPM6SRI1/kcVo9npyWGeeur5RTOvxicrVHv9zJgwgKOnLjBiYCckUWDhjGxkxbj/lVV6tcVLVZc/dtcwfjd3FNE2MyaTgMcrU1JWjc0q4a2JElQQWL1xv+E6grrx2JC1lu+bNCj8VhVFUXC5XDidTh2/XkMlNzeXF198kV69enHu3DluuOEGtm/fjiRJ+P1+srOz2bhxI4qiRDzXrl27Rr2zNcNvjVaKg93m6zvf0Gc7HTam3dxXt4s5d2oGToc1zFXbbJGo8smUV/pYu2k/t17Tg7e3HArL9DRv+jB8PoXfvfa57plRVhMyCq9vOhB2TyCJhkD7WJsuTNIWZeaMy82SoO9ccv9ISsu9umP5eVkkOW2UV/qY9cx7Yd+89P4cEuJsCEF1t3rj/rByPJ6Xhdkstni4QmuHIzQVp/XhTuXSW2NQtw9OyeDMuXLSOjvD2s4Za+FEUYUOh/l5WazZuJ+SMo8hRldt2IerzM3cqQHPkb9tPqBh8idje2GSRJ7+s76c7R0WzpV5DNu+Ie18Mf3uYqQt/LYt/Lal3nU546ol5YcUfhtJL6n6Lnisf+sj/Zitcn2F6uTPvj7NsL7JVLh9Oj358B1DaBdno7ikSqeTF+Rl4Yg2U1oRGJuNbIv50zNxRFsor6wdvyeOTmPUkC6698+fnsWW3ccZNaQLiXHWMO/7UJ3bWnq5td99uYXfhtaFcdtm8u4nR3BEmcPOqWP+9oIzunsHXpXA+JHdeWblzog2a7zDyqoNX7O94Ay/f2Q05ZXeMPujY0I0iqDgrvZTUlattzemZ2ExC1R7ZZ0n1YNTMvjg8+NcO7SLob2bn5eF1+vDZjPj8+nvzc/LIjHOisftQzGJnCqu1PW7KeN6h12f4LBQ5ZWZuaTWjg3Ommr0/cH1Fow/HzSZpqc5pbXtXWh4PzW6bu7UDE4XG9uuXx8uDizgOaN15x6cksHRUxfol5agHTfStfOnZ7J2U6GhnfvglAw+33c6rJ8E27+qrt6041gYDoKxG4rZBIdFt7AX6bvV96h1JZlFzl6oDqsHFeeXUq6k8Nu68Atc1HqBOm+LhFMj3BphQ+1H6vM+2nWcazI663Tc/OmZbNn9HaOGdOGjXccZ2rdDWD9RMWWzBnjoqj1ynWV55KdDMZkEfrPqM8Pyqf3gumFdDOeR8Q5L2DNDo70g4DX77OpdrUJh0FxSF3YbtahXXl6Oy+XSHevSpUuDCxK8qLd3717mzZvHhg0btPPjx4/nt7/9LYqiRDyXnp7e4PdB6y7qNTxGvmk707X3AgIUu6oQBHRedUY8adVeP4tWbNVi2INj2dWdzK4dHDoundqy59QZ/z578kC6JsfqPAQVSWL5m1/pVvDTOsUacqQsmZPDsTOlEfn6rKKg4ySpqxzBbvAtYQS1tpFzMTitC3cql16kun1q9kgeXxbedr+aOQKLRUSRofhCFTF2C5t3fEvf7gmkdnDwnwZ4Ct41eeD2wfzypa3a8Ui8jfVhsL52vhguy4uRtkW9tkW9lnrX5YyrlpQf0qJeXXrJBNpY7yqron2cXTd+RuLVXThjOIAhb9PsyQNZs/EAk3N7arylUTYTCXFROt6wYJ4wn1/GJ8tYJIk/v7NXG9MT4u2GY8LCGcNZ/PJWTWfXpXNbSy+39rsvt0U9CLUPxAhtlwOgs+1U7zo1NCqYcy+1g4M/v71X+9vIHpg9eSBeXyCj7R9/kWuI2yVzckCAY6eN7cRIWFOxGNluyInI3bdkTg6C348iiSx/c08Yh+DYrG46DrSZtw0AwvkHI/PvCYZ8WGrfb60F52BpbXtXlYbOmYLnRyfOlmm6LhLvV49OcSx/8yumjU+nvMrDhXIPOwpOMWVcb86XujUO8sm5PQ3xo9qyart2aBfN8Rp+0fruqe1PwRyO+nJHwqygm2sZ6zH9e0YSiec89HmXQq6kRb36xpm652V13xuqm0LH5Eg2Qig2hKB5oNofVr1bYNhnVB70sioPDrslot61WaQ6uUhrvyUwpviVmu+XBCrdPk43gOcfqPP71N9P19AWfJ898S+aU++bb77hP/7jP9i/fz+CIGjhkgD79u1rnlK2kLRvH9Ok+5qjwxe5Kg3d5hGEZlUoRa5Kis5XsmDZJ+EnQ951qrgCUaiNtQ/+P3gn8eE7hhiWXeUUiRT/brOYUARI0r2zPCzWfnn+mAjPV1iz8UAYT8qCu7NIjI/CZBJrv7mecoQea+56h+YdGEKlIdhtifefKq6os24VxTgcBBQ8Hj8K4PXJlFd5eOPDw7zx4WGWzBlpeI/K91DkCnAnGB0Pvcdf8/5I5auvnS9VvzSSln7+5SKRsHulfP+lliu5Xpv72+vSuy1Zz3XppXbOKCCgm+f94RNemq8fPyPpQkkMZAONNEYWHnNpBi8EdrFDecNqecLGakkwHr4jQzemvzgvN+L71XG9Pp3bmnq5Nd/dnKJitznLrNoDwaKOw5Io6HCgcoepEsyzpJ5T/46ESZsl8Luy2huhTQKTMZvFVKeNGnrcYhbrtBuKL1QRF22JaJemJDqQZYU7buijix5QbdVgb5CZEweSEGfnif+XzZN/2k6Rq4q4GIthv3rliXEAhhxRat+Pj1f4r7mj8PpkzCaRuGgronjpGfVa295tihS5KrUN/rp4v/yyzPaCM9x5Y1/m/eFjbT6kLoyobR2Ji1S1WdV2XTJnpKZb6+InV//2ywopCdHaeVlWcHt8uMrckXnTlQAug7+1vvcgBBwj6sL5pZbvk441kobauxczztR3b5Grss4xuSEYDB2Pb72mB+VVnoh9RtXHoiDg9fkj2gD1cZGq1/plWUtapHr6Hf7OxaBeSeTd0o+4GGv93xByLi4mMKAkOQP6ODE+qlV056WSBi3qLV68mOzsbFatWsWYMWN4//33+d3vfkdGRkaTX5ySksKZM2fw+/1aiG1RUREpKSkoihLxXGOlVbPfSsZccihKg55f345U8Pm4GKvuXepukSwrFJ2vRJJqneekmnKpse4+v0yS065LhlAXV0rwvaHn28XaMImC7vskSQq7VhAi8wfEOyz85d19GpeK2+MjPsaCy1URVreRyuH26F3IG1PvDZXW3rlsqR0utb3qw0DocbNJwmwW8XplUhKiQBH43dxRnLvg1jAWeo/KHRL6t6woOB3G/CRSDXYila/edr7IftlUafPUa11PvR+yXM64akn5IXnqheoldQz3+2XOnq9ElAJcUdnpyZikhnF7mU0SsdHG+q59nI0FeVm6LOSKEpkDVxIFzKaAMeyX9Tw7ob+D3x/gY4vEcRWkc5tZLzcqCqKVxgS4PD31gsXIfkty2hEFQIF7J6ST6IzWPPWCuR1jo61kpyezveCMDqN12W2dkxy8OC9Xs1ON2kQSRdwen3G5arig12w8oC20Bcpbt90QY7cAke1StU7jYyzMnjwQm8VEbLSVzTu+1bxdVS8WFIVz58qJs5lqFsqViP2KmmCphuBPAHw+PyVe/yXnnmxte7fJEoSjSG0fG21FEgMcYdE2M0vvzyHGbtF5ijodNrw+P8ntouq0ZdXfwXOQSO8NtnlVjJktEh5/YCEk2mbmv+Zeg8drzDcmCfq5ViQ9Fvwetf/Uh/NLJVeSp95FjTMR7w04zoS2qV9Gx3EXG22tFxuCEmRLSpLGQZfktON02HRe/SaTyNL7R6IoYLNIYTaJ+kyzSQJBr98i9Qefv3bzr8hVxZJXd/DU7EDG6WdX79LKUuTScwrH2C2cL60y5PSr5fkN6Mlz58rrrudWkMZGbNaFXWnRokWL6nvhkiVLeOWVV4iKimL58uU88MADZGVlMXfuXKZPn97ggq9cuZJbbrmF9u3bExUVxZYtWzCZTPTp04e3336bs2fPcuedd9Z5rrFSVeWh4QHGAYmOtlJZ6Wn0u0LFJApkpqewq7CICrdPc5uPNgdizOsSNX5+0YptrNl0gG17T5GZnkKU1YSiKGHni0squW/SQHYXFjF8QAr3/Kg/oiggCAJVHh+iIPDuJ4f57V8/p+h8BbMnDwqQZU8cQJTNxJDeSUTZTKz/6DAAVrPI3bemszuo7POnZ/LpVye59Zo0vjpYxJ039g07jwA+v4zdakKuIaC0WiWG9O2gu3bc8FSy+qXojuXnZWEyQ+/U9nzznYs1mw6w55tirs/uit0k6upMrdu3thxi2vh+7D1UrD3n8bwsYmMs7Pz6TKPrvTFihJPoaGuzPb8+7DYXTkNFba+3Deo2Py+LkrIqrhuWatB2AiVl1ax692s6Jjp4+tUdvPHBIQqPnufaoZ3JTk/hq2/OavfMnZrBmo2FSKKg+/uxacNAEVizaX/Y+xfkZeGwSQzr18Gw7RvSzhfTLy9GWqq9mktaGrut+f3R0VZWbyxs9H0/vaHPJbvvYt51OeOqJUXF1KXQuy2N32C91DnJwcxJ/an2+PH6ZKo8XiwmCZ9fpm+39qzcUKDTfR6vTxv/g3Xy3/99kG17TzFn8iCdvps7NYMX1+3h069OMnPiACqqPEy/uR9xMRZ8fpkRAzuFPaukrIo//O1LZk0awLcnS/jRqKu0azolRjHpup5h9+wuPMOIQZ2wmEVGZ3RmaJ8kThdXIolCmM5tTr1cn/1UV91fyjEBml/vRkVZmhWnFrPI0H56+23u1AyW/d9XFBwp5rphqTy/djdvbTnMuQuV3JzTQ/v92b7TzJ48iJIyN7sLzzL3jsEM759CSvuoMIzNn55JQrydV9bv5aU39mp26u6QNnHYTJjNIpJJZHCvRN34r5ZryxcnmDVpACeKyjWsWS0i6WkJ/HPrkTC74cEpGfztvUL6dHVyTUbnMBzHRZvx+wKTLBEBRJHf/vUzLCaR4QM7ad9bePQ8sycPIjYqcL2iKAiKgkjdGBOhwfhrLLabS1rb3m2qBM8/2sfZmDqut66eF917NV6/jCBA327tWbRiK+s/OszoIZ20+ZDqtffHv31JcUlV2NwoPy+Lz/edZv/RwObIw3cMIcpu4ovCs5p+DsXy/OmZfPD5ccqrvOTnZdEuxgyCQHGZh0UrtrJm0wHOnK9g4FWJAOQO60KRq5ITZyu0dzpskjbPAmOMBdvWKqbMZjFsTpafl0VslEnD+aWS1rILW8PerW+ckSQRuSZZpCCJmERB69NGejg/L4uVGwp48e97OBOiLzslRoXp5lAMBmNj/vRMTGYRsxiYa8uCwJpNByg6X8mDUwfTv0d7lq37kre2HGbfkfNcO6Qzggi/enkbuwvPkt6jHcP6Juv06sN3DOG1f+1jUK9Eru5fO9836g/5eVm89dEhDp8s1eqrwu3j1pzubNz2LT+7qZ82J62o8vCTsb1Ytu5L1n8UGGduGN6Vft0TwnSxwyaBX0ZQlBYfy5siTdHndWG3QZx6OTk5bNq0Cbvdzrhx41i5ciWxsbGMGjWKXbt21VvoJ598ko0bN1JcXIzT6SQ+Pp4NGzZw6NAh5s+fT2lpKbGxsSxdupS0tDSAOs81RlrVU4+mc+Y1JH4+9Hx2ejL3TR7IhRpS7WCX8be3HOL2sb1Z/sYeCo+5tGtlGfL/+DFOh40Hp2RosfPB/CfBq9635KTx13/sZ+7UDFZuCI+zv3F4NwBSk2N13AyhmZZMksCZ8xW0j4vSjp27UElJuVeL0/fL4RmbjOq2NgNqbSYgaPnst629c9lSO1wqN8O08enISiDMRZYVfH6FzTu+ZWxWNz796gS5w1Lx+mX8fgWv34/FJOm4Go2wW3zBjSPKEsh+WBMG4CqtJrmdHVlBc4vO/+PHYbsxCXF2TBGz39a2/eWa/bbNU6+NU6+l3nU546ol5QflqUetXhIlgZNnA0mHgkn1Q/lvH5ySgSjA6fMVfPLlSbLSU3BEmVEUSGxnp1j1Tmlnq9Gz0ZwJudbt8dEp0cHvXvscV5mbhTOG8+3JEvp0a6+Nzfu/PUd8rE3LRJ4QZ2fb3pMM7pWMJILJJLLh48OMzepWE24Dm3d8y5A+yYiiEJaMI95hQfArYTq3ufRyUzjyascUARTlknHuXO6eekCQ95Ci8XwVHnOFcSPVyZUkQGm5hyUrdzBjwgBDbrMJo65iwbJPtHG/fZyN+BgrpRXVeHx+2sXagUC4V7RVxO1T8PllZBmKS6pYueFrnXfekp/ngBLYaDZJosb/lxhvIybKQmmFh3MX3Dpv1V/cNYxomxlJEvD5AjbPLTlpOtxoWGkkN1ld+G4o9i8nTuDvg6deMKd3z9Q4zpe6KS33YLOYEEWIibJQdL6SlIQYjedR1a0qt1603aTpsGCeyGDsThufTmW1lyirGa/fT3yMlfOlbqo9fhLi7bz7yeGw7OT33jYQAYi2ilRX+/EhUHyhSuPzC02OoSYyQhF+MNlvryhPPerIfltPIoxQzjzVSzgYU/uOFHNLTg+tTUN1U3Z6MjNvGxg4L4mgKBRfCPBFvrfzKBOv7UmH9lF4vH7d/b+eNZz/ef2LMJ3z61kjOHq6TOsfod58FrPE48s+JclpZ+kDOciymuk3YFN06xiPJIICRNvNnCqu0LgrVX2sck1azSLVXgUEBZRavauOFV2SYjh9viLMQ/tSJxRqrDRFn180p97QoUP5xz/+waRJk7jhhhu49957sVgsXH311Q0q9BNPPMETTzwRdrxHjx787W9/M7ynrnPfJ/H7ZY2UEb9CQylI60tjb3R+e8EZ7r5V1pSCeo/qQrt01U6NNLKkzIOr1KPFwRe5qnjjg4NaJq+H7xhiGEefd0sgUcmF8uqIcfaB8ss6cHncvqB68FMtCzz2h3AOQJVrxS/LmBSlzjpT61YVCcCPdn1T6r1NAtjaXnCGqeN6U+H28eu120M4RURe+1ch/XskkP9CoA2XzctFQM/VGCxFrip8fgWTSWDRiq3a8x6+YwgrN3yNq8zNk/eN4NB3pTrumWDOp+X5YxBq9iDqa/t6v7GJ/bJN2qRN2qSlRNVLfkRtEjljwgDt72DdWnjMxfNrd/PQHRkaZ9TmncdruaBeqOWCmj89izUbD5B3Sz/WbDygcecGn4daDpzfvqbfrO2d6mTWpIFhWR1VLrElc0Zq/KnBMi67m6bv1ec//eqOiAZrc+nl+uwnw3tq3q1OxtrGhFrxevyB8VYQdAnIQsf6uriSRFFgycodGo4j2Y/B3M4q1h6bNgxZRsdvZpQlNPS9Pp+sJXy7d0K6Ljvi0vtzmPeHj8PukWWF86VuXdbEm0Z01+FGxYpPECJ+rxHO6sJ3Q7HfFGxfyaJy5W0vOMPLj49l6crPtPp7avYISsqqWbbuK41HXMWfGnqr6kenw0aRqwpnrNUQuz8e04tfPL9F+730/hy8Ppm/vLuPh+/IMNSP9/xIwaTIVFcrYQs6i2eOYOHyTyPoTj/eCADR48iP7DfGVOiczGB9sE1aQCL1cx+Ezd219qZ2Xqbi7tmHRjG0b4ew7OAICiZFwWfALbq94Ay3ja4k/4VPDDdgjpws1ZJMZqcnk5+XxZJXd2CSREOdc77Uzcvr92j9w4ijV7226HwV7eNsnLvgBmptDLW/LVy+Vfcdb285xNTr+9QsNvvxBM35VL1rNFYEZ7z9PujF5tbnDbrnueee0/5+5JFH6NmzJxUVFUycOLEJr/x+S/Nkq1WwmEVkP/gieKNF4qCRRAH8isatE5qFSxCMySJVYys1OYYFeVnE2M08U7Njqr4nKz1FS1sdKeb99LkKJuf2jMhnovJISKKoy4AbuitkN4tMHJ0WtrOvvlf9zpZuk++rSJKIq8yNTxCa/ZtV7FnMJpbU4AFqF4ifmj2SO2/oTZIzKqgNBY2TJBJ2ThaXa89R/3929S6emj2StZsCYYedk2L4rqjc8H6TJILv0lseVyK+2qRN2qRp0lh9EXx9tN2Eu1pGlmVmTBjAuvcP6hZKQnVr4TEXrtJq3bFgblwI6NlnVu5g9uSBlFV6mXp9L8PzC2cMZ9W7BWH8eL1TncydmkFZpYcHbh+MKAqIgoAowsN3DMFV5ibeYczXYzGLPHzHEMoqvdrue5GrKuCVLUmaPRDJ66TJbVCP/XSlS1MxioyOry4Uj2WVXkNeI0kUdWTpdXHqGeG3rMKjy3qo8i3NmDCA7QVndJvXT7+6g7GZXZh0XU8QYOGM4bzxwUFWrC/g3gnpQVEgxhxQjigLz63ZrfP2iISb0GeoPJgQ8BCzmgWqvbJWz7WZTZtuS1yJ2K7Lu6k+HEti7VxDlhVNrxYec9E+zq5556mYrEt/Ln55O1FWs2H9R1nNut8erx+fX2bu1IyI/JCSJIAPFEnAVebW6crSiuqIk31JEhtVB02p2za5tFLf4k5ov480P1syJ6dmXmiMudhoK0vmjMQZa9MWqlVvN0eUGWesjd6pTm3xcOGM4UiSsc4pq/SG9Q9VstOTtXe5PT7No7qs0ovZVPs8o/72/NrdLPl5DlaTgCIrKEG2giSB5CdiXw0eB5KcdkRRQKF5dG8kuah1oWbW5w1a1HvllVe45557ABBFkQkTJgDw5z//mbvvvrvRL/2+Sn3usQ29NzicJtJzTARCGdTrp17fi44JMQgISJKIZBZ1u44TR6cxekgXTp41XhBRB6xzpW7MJoGE+EBnXvf+QR69cyi/e+1z3eRhR8EpbZW+drcqk3c/OcK47K5E2008dlcmv/nLTu383KkZ2KwSNospYKTX2OgWm4mzF6p1z8rPy+Kmkd15Ypk+001puZsFeVmBTtHCbfJ9ldpv/qRFvtkiCeTnZeH2GGdNVFAYPaQz1T4fo4d00e1o5udl8dGu48yfnsUzK/Uh4H95dx95t/QLe975UjfjR3bHZjVx6LsS3tt5NCz78fzpmSgomCTxkrbrlYivNmmTNmmaNFZfBF8/ZWxP0jo7dePkvGmZOKIt2kLKuvcPhulGiyWwcPbs6l0UucKzbEJAz3ZKjOEfnx7h+qu7GZ4vr/IwZVxvPv3qBHOnZuhCf4O9q+dOzeC9nce4blgX/rPGk2Ti6LQweyE/L4sNHwe8U4LHAFeZG0VRyA/xukpwWJptYS/Yfgpuh4baFT9kuRiMBmNg1YZ9vLfzqK7dz7oqmHZzP4rOVwJgNglMu7kf73x8iL7dEzTbdEfBKeZPz9Q2kVVvqJgoE67S8MWMSJlu1ayH6u+4GAtjM7swfmR3HWbnT88EYMX6Aob27YAowLa9J8P60uN3Z6Gg4CoLeJOo2LRIgqFnlNUsaN8fatdnpyfrbHQj78Km2BJXGrYj4bW9w8K5EKoho/q0W0XGZnel6HwFNosJs0ng/tsH4fPJOicIVbeaTcZeSR0TYkhy2gHZALuZCGJtwpOH7xiC2Szym1WfaVgw0o/OGCtlZW5cZbWL1sFep0ZzuTPnK/mf179oVB00tm7b7NtLL/Ut7oT2e5/fONtsSXk1jz73kQ5z6hpCSkIM5y+4teiouVMz+Pdnx8PCvNWxenvBGSZd15M/vVUQpivVa9T3dmgfrZU/Oz2ZKeN66+aGj/x0KD7Zz7r3D/LwnRla2SJGdvlk7BYTZ0LWDuZPz2TfkXPk52Xh8RrXgSPKrI1Tv/1LgFakOXSvYbtdZB9qbn3eoEQZM2bMYNasWWHHZ82axb333tuE1146ac5EGbIosGjFNg1EFW4fuwqLyM1M1cICI0nwvbMmDmTZui9xOmzMmjiQ0UM6U17lIT7OhlKzMqsoClFWE+Ou7sqAHgk8u3oXazcfYGsNiaLFYtLcVXunOrnzpn78+pVtHPruAjMnDggjAf7n1iPMnDgARYb/ef0L0jrFU3j0PMfOlHH8dBmP3DmEdg4b2/aeosLtY+r1fXh7yyF+nNuL8SO60b9HAm9vOUTusC6kJMQQbTNjs5ron5bAT8b2Ylx2KnExFkySRLTNhK+6Fo4+RdCF4FS4fewuLGJURmdef++g7tika3sSbW74ws3FtMnFSmsRB7f0N/sR2LT9KP17JJAzqCNZ/TpQdL6ScxfcZKcn06drOxa/vI2rOjt5LmiXRG3D2ZMHYbNI9Ep1cuPVAeys2ViIq8xNRu9EPtx1QntXktNOelqA3PS6oV146Y09/GRsLw17t+R058bh3Xnro0OkJMRgs5lavF2DpTnrui1RRluijJZ61+WMq5aUyy1RRmP1RahdEDpOfnGgiLRO8Sx/Yw+zJg3gy4PF+Hx+Zk8exC053RmTmYoCVHv8ZPXrwO1jemExS+z8+jQVQfxISU47vbs66dW1HbHRFj796mTYeVUPz5gwgPgYK2MzUxkxqCNP/XmHrkx7DxVz36RBLF1V6yUw6bqehvZCVnqOGq42AAAgAElEQVRHtnxxQrvv7lv7cX12V1a9+zUHjpVoz9xdWMR1w5pvzFbtp9zMVG7J6c64rFSizVKD7IpLracudaKMpmB05YavdW37z61HeGDKYIb16UBctJlrh3ThlpzudO8Yx1lXIKGKSqg+uFciHRNjWLOxULNNb72mhyFe+nRrhzOm1g5VJWdQR/YdOR+G2f49EtjyxQnt923X9qB/WgKLX94WZpfcN2kQn+07zbjsVKKsJjq0jybeYSV3WCq35qQxLisVu83EK+v3hpVrcO8kw7rxKWh1c/PI7rrwuek3p+u8SNRy/Di3l9YnmmJLXAy2L0YuN3v3umGpYfoyuD7VpAM+GSqqvPx+9W4Nkxm9k/D6ZUrKqjVcnbvg5kRROaMyOhvqz+uzu9IrNZ52cXZWvft1GEay+6UwclBH0tMSMJtE/vu1XVrZTpytoKTMzby7MmvarCuxUSai7BbKqrxh37f3UDE356Qx4KqEsEQwVouJNz881KA6qE9ac/6kypWUKKMuqS+JRnC/nzA6DUkU2V5ghNNufHO8hC+/KaakLOAkE7yGsOdQMTMnDuDAsRI+2PUdD0zJoKTMzTWDO5GdnsKRk6V8uOs7fnZTXwqPnufmkd1599MjHDhWwt239uPOG/rQu6uT//1noc6beUxmKv3T2nPj8G7kDO4UpoO/+uYsN17djav7d8AkSazcUMCPc3vRoX00Z12VTL85nfEjupGdnoLH6yO1QywWi8TiFeG6fOq4Prz2z31cM7hz2FiR5LTzo1E96JUaz2s1ZWwu3WskF9uHmqLP68JunZ56W7duDRRaltm2bZsuE8d3331HdHR0vQX+IcnFxD4H3+uIMuN02MJiwUNXd/1+GQXRMM7+6RruOQiE26iu2kWuKv7y7j5mTBiAI8pMQrwdQYAxmV2pcvs0sst17x/ksWnDKKvwEB9jRZYVlr/5lbYaH4nz5O4aTj3Z60cWoLzKiyCgC69Znj9Gzz9iENtf5KpCFAg75pflRnWyK5FfpMW/WYChfTvo+GtUjoN7ftSfJ178VNsNiVQOSRSIj7FpHDoqvoPduIN3e9S2Lzzm4i/v7tNcweNirDz7v7twlbnJSk/B6bBe0na9EvHVJm3SJk2TxuqL4OsjjZOqnn1uzW6WPpDD+QvVLHghXDdPGdcbSRL43Wu7Iu6qu8rcPDR1iM6zL1QPy7Jcm1HRJBmWSRL1NB91caQF35fcLhqrRQy7TtX/zalT23hTjaXRY5oAt17TIwxPggCCz091lV+rZ59f1jzV1Oc+t2Y3v5o1QhvbZ0wYQLcUR0S8xNjNYfhNbhcV5s0wf3qmRtuR5LTzy3uycZVWE2U19uqTaiIQbGaR6iovAtC+XTRnz5ZhqQmf8nhlxmR2ZUfBKS2RzJjMrhBiqwbXpfodL87LDesTDfEubIotcSVhOzJejfWlX1awBnnPhCZuC8bks/+7S/NKLnJV1XgRy4ZedQoKi1/ezm8fvMYQu//vRzJen8zL6/do/HzBsr3gDPf8SOUK9+MnQKET6ftQFFZtqJ3LlVV6WbVhH3OnZjSoDhqCqTb79vIRv1/GGWVmyZyREcM41X6vSCKvvLU3TE/Om5bJq+/sZXJuT55+dQfbC85w722RefbXvX+QyipvmJfoX97dR5ekGPKnZ+L1+XUY9Pr8WMySzpv5wSkZ/Pdru7RFvlBdqL7X5w/g3+ev5bkcm9lF4/IP1u0KCj6fMb4lkZpvU8LqYEFeFoKg6EKB1fuaQ/eGtVsz9KHm1Od1vvPxxx8HoLq6mgULFmjHBUEgMTHRMPnFD1kuJvY5+N5IvDarN+5n5m0DkUURSRQQRPB5jUGtKPDK42ORlcBKryAKPD17pLbAdvTUBUYO6oSsKIgI7DtSTFZ6iu5ZXq/MP7d+y7Tx6ZRXeRiT2ZUPPj/OjAkDaBdrM+RGKa/y4jRJeBRQZIX3dh7V3FkfvmMIb374TVh9RIrtD010FahLMSLPYHO3yfdVmvObjbgAfIrA5/tOB7gUgvgOf/6TwXi8ssb7ISuKYTlMokjxhYACf+D2wZgkEbfHh9Nh5c0Pv2HJnBwtw5dKaJrktCMIActZJVtNctoDXiMOCw/dMQSf369x84iR+FPCsuJGvvZS13WbtEmb/LClsfpCEgXunZBOdv8U7Vr1XpWfKy7GylOzRyDLCl6vQmlFtcaFE2ygnzpbTp9u7XGVBUj+fzVrBK5SN2WVXh3pv9ksIgiw6N7hlFV6wvSwKAogBGwQn2ys40N59yJxqZVVenX3nTlfQWpybETeNQwyhl4qUceOIlclBHFW/dCk0WOaIhhzHs3JQZFELSuhX5ZBNuZ0FoQAabrPL2Mxi4gGnNDv7TyK2SSiKBBtM7FwxnDcHh82SyCzYpfkGBbdOxyTJOD1Kez/tphp49O5+5Z0/DJE200cOXmB2GiL4feZJZGoOCvVXllH4yFJIiWVXp7SLRhmsXaTPlQrzmFBAF3W5uC6NOoTkahwGlTvdbXhFcSDFhmvEXjqRBEvCqs37mfGhAGkJsdExOTk3J58ffgcT88Zic8n45eh2utj7aZC3ULG14eLubp/R5Kcdlyl1YbYFQWBKJuJZ+7PQY6gN9X5jUkSqfD4WPTCJzpe8+BrRTHAsxeceEDTzw2og4bMo9rs25aXxvRVURJqYi4VQEAyC7p7g3Vt8HxdxaHNIjIms6vGnf/ezqPIEXSyI8rM1Ot7aRRfMyYMoENCFHaLiUfvHIIgCMRaLSALpHZwIIkCcQ4LZkkiJdHM4pnDEYDzpdUoKOTd0k/rC6G6EGp50WVFQaIWd1npKWH9be2mQu75UX+8vrrtj+Cxwuf3E2O3aNlxW0r3hrXvZdaH6gy/nT59OtOnT+fYsWP89a9/1X5Pnz6dH//4x6SlpV3CojZNmjP8tj732Lok+N4jJ0sZm5XK65sPaud7pzr5ydhAB1uz6QCnz1WQ0TsJRcHQxXZMZipnXJU8/eoOdhee5aou8Ty3JuBe7vH6uP7qbjz5p+2s3XSA7XtP8bOb+iFJArtryj5r4kD+8ekRbr2mB7/5y07Wf3SYwqPnmTKuN2s2FvJdURmTrguQUL61JXDuvkmDiIky8fiyT1mz6QDbC04zbXw/ThSVc+xMGXu+KeYXPxuG3Srh9wVxWthNZPRJ1t6t7nzZrBLb957WHdtdeIbFL29nW02YcZTVVGfdXkybXKy0VjhCc32zygWwaMU21mw6oNV5tN1EojOKp/68nbWbD/LZvtPMnDiA0govi1ds1fAwYkBHRg3pxBcHzuracOWGAl7dsI+9h4q5un8KqzbsY92/v2H8iG4kt4+m8NtzJDijeH7tbo6dKdPuM5sEDeua52qclT5d2/HaP/fRNSVO6x9G+FC/Z+WGr+mY6Kjz2oZKc+KrLfy2Lfy2pd51OeOqJeVyC79trL6w2QIhWItXbGPX/rPMmhQIT+yc5GDmpP5Ue/yYJRGTSeS//3cXazYdYN+R88ycOIATReWcu+Cmwu3jrvF9sFnNrNxQwLTx/fhw13f06BzPC//3Jf/cdlTLOKeGkT315x18ebCY/j0SWLbuS00Pz52awbL/+4p3Pj5Mv7T27Cg4ze1je+nG7rlTM/jHp0eYen1vLTQsIc7KzTk9dPbC7MmD+HzfafYfdWn3tY+344gy0b1TfNi1sVEmnd1wKSV4LFy9sfCixozGyqUOv20sRmVBYM2mA7pjFW4fN43oRmmFBwSRE2fLWPHmXrqmOAzDZPt0dfLLl7ZScPgcWekd2FlwmnHZXcPsS0e0mSeWfcrfPzjEZ/tOMyqjM8dPl1J4rITbru3B0lU7WbPpAJ/tO82t1/Tgf/+1j5fe2Mu5C5X07OLk2dW7OOuq4u5b08PsTZNZYOnKz3nnkyNk1bSt3W6hvMrHQgN6mNBQrZ5d4ql0+5BMIlZToK6C69JV6ta91+P1MXvyoLByvL3lECfOVjS73dbSWL3c7N3YKBND+nYIq99N27+lc7KDbilxLFv3JT06Oyk8Go7J64Z2ARS6dIhl8Yptmq07KqMzH39xkjc/PMR7O49jNYuMGNiRVe9+zbTx/fjqYBHjR6aFYHcgb37wDev+/Q3pae15Z8thnX4Mto1f/Psetu45xaBeiRw4WqLp89AwW78sM6xvctjxqupAeO7cqRm8Xc976sNGa86fVPkhh99WV/sa3FfNFoniMg+LVmzVrh3StwObth/lt3/dhSRCYrto7XzwfH3t5gN4vD76dU/gubW7Wbv5oDauRttMbN0THqKa0TuRlIQYvjhwlrvG9+WfW4/QLSWOJTXzpu17T5HdL4VN27/lv17bxfa9pxh4VSJrNu6nY0IMr28uZGjfZBQF/uu1z3Vj+Z5vznLD1d10uFyQl4Xb62fxim2cdVVquvKGq7vSvVM8y9Z9qT1j2vh+xMZY+OfWI9x5Y9+wPv7vz47xs5v6sXnHUX6/9gvOXagkvUcCi1ZsZfXGA0gi/OymfmH3BdsjzYXz1uhDdWFXUBrw1tmzZ7Ns2bKw4/fffz9/+MMfLq50LSznzpUjh7qE1SOJiQ7Oni0zPHfx2W8Fii9UERdt1UimAV166bGZXZic2wsUhdLKamQZXajM/OmZxERZeKImPDI0NbVRquokp50lP8+htMLDkld3aN5WRtfNmDAAs0nQZRtTz4VmuFGvV3eTXpyXi9kkIQTtuCuSxDsfHwrLdDs5tyfVntrMYNv2nmTF+gJ9meeMRGhAEpLW2LU0wklioqPZnl8XdiVJRDBLuKt9Tf5mRRLJrwnjUiVQ5znkv/Cx7vgLj+XquDvUax+aOgRnrA2vz0+0zUxZlYei81VaKLaKj5fX7+HXs0Zwsrgcr0/h6KkLXDu0S8DLVBDYUXCKbh3jqKjyERdjISHOHki2IsP8P34cFkJRW9ZafKjf05BrGyPNha+69MrlIC2N3db8/sREB7c+ur7R9739uwmX7L6LedfljKuWFBVTl0LvNhS/jdEXiiTpdK2atdNuM3HybDnPrdkdUZ/NnZqh05fL3/yK7QVntEx2Se3soKAnYL47ixi7mRlPbQbQru2cFMOZ8xVaVlP1HU/PGcmKN/doXimqp5XTYcdqFvH4ZM6XuomxWzRS7OAyLp45HBQwmyVMkoCEgsevRBh3mqafm0Mij4UtX6bmxm779jH14vRiMAqBzIZ3XN9Hh60Hp2TwwefHuW5YF10SODXB2uadx4FAvS6cMdwQL0b25ZI5OXj9spalNPicanuG2rxqPzJJgSyQ7392jE07junC0J/5eQ4K4PcrzFyyOey7l8wZSf4Ln+h+P7t6F7MnDyQ12aHhIrgubVYJb40njSSKLZL9trWw2tr2blhECbA8SDepXkJjMrvSvWOsRh/TO9UZRnWUPz2Lymovphq6grpw+Mdf5GpY7Z3q5MEpGYbYDc64qYY2Tr2+F50SA15Oqn42ukfVw6pHlMUk4pMVqqq9nHVVYbOYcHt8JDrt2K1mjp0u1XS16tFd13vqwkZre322ll14KezdovMVDe6rRnpW1ZU//+37OhwGn1ftgyfvG6FRI0Gtp39qBwdlFd4Q6oIsqqq9CAhUe30sW/dVRDvjVzNHcN/S98LeN3dqBk6HTfP2D57zLZmTg1wTZlte5cVVWk1cjFnX11QdbTUbf/evZo7A7fHx4a7jgbUDScAkCdgsEtUemfIqD2dq5pqTc3uGrYGouiBYN8y8bWCNbr58st82RerCboNCfrdv3254fMeOHYbHf8hyMbHPfr+MXxCY94ePtcFBHWjUjHW9U53cNKI7C5fXZoV9bNowLYyxrDLABSL7a8NyQ7k7InF5eL1+Nnx8mCfvG4GigCgKhtfFxViIjTbOoBcTZQk7psapJzntIAhh3Dh+WeaNDwNZ8ILlphHdMSkKKYkOThWX6xb01Gc3iK/wCuIXUcXvl0lsF81Zd1mTv7kxXCWiYOzCnRBv4/XNB7hpRHdNMQcb+FnpKaQmx/CrmSMod3uwWUzYLPDavwrZtOMYD9w+mF++FODuXDJnpLY4vDx/DF6/gk8QNIzVx1ugfk9Drm1UPV2B+GqTNmmTpklj9EWwru2d6uTaoV1YtGIrv5o1QlsYMdJnTocNu9WsWzx5cEoGjiiLxgVWdL6KXqlxWliLM9aGSRI4VVyhhYuoVAdL788x5KDx+RVD/qjl+WPwe3xYJJGEOFvEsaSkrJr8Fz5hef4YZL+CDPgFY7ujNXmcrjRuqUaNaUI4b1HeLf01GxX0PE3//uw4T943AldZNRfKPazdVMit1/Tg+JlyCo+5KHKFczKqz7BZTGHH/LKMq9SthYipk7R17x/UbM/QPrJ553E27zzOi/PH8PrG/dqColrGp1/dgcfr576l7/PS/DENCtUqq/RqZdTZHUF16XP7gurVj8ePrp69Ib+b1277YWIVjPHqF4SIvIzBdaRyOT5w+2CSnFGcLC7nxb9/havMzfzpWRqVgSpFLn0mT0lEhz0hgi2sYlH9u/CYi8Uvb2d5/lj8smzII6reU3jMxcvr97BwxnAulFeTEGcHQeF/1n7J5Nye2Czg9QV+P3rnEJ2urn3PGI3jMfQ9dWGjzb5tOWlMX43EjyiJgb8j6czUDg6emj2S0gqPzpYIXsjOTk/myftGcKHCg6u0mpf+/pW2IPzwT4fUOW8SRf1vNSeA3WrWZRhXN0wCOr6SZ1fv0h1bEpQHAGp19PL8sYbvLavy4HRY6ds9gdKKatweHz06x1Fc4g7bTIq26XlUVY7fkjKPxs8e4EZVajgtmxfnl1MfqnMMeO655wDwer3a36ocP36cjh07tlzJfiCiruDKCphNIiZZ4aX8MQCUV3lqeEYUEGDhjGwsZkmXVa7IVcVvVn1WY4hsJclpZ9G9wxGlWi6FUO6OSFweZpPE7WN7ceJsOZ98eZLJub1IctpxOmz87KY+JMTbMZtEjdvM6BkOu4XeqU5tNz87PZnYaCtL788hLsaK2+PFYbfquHEi8T5YajK8FLkqkUSR7PTksB2mNm6HlhFJElEQWHp/TtguiySJYZwhgmDMG6AokJWeEobZt7cc4t7bBnDugptjZ8rZd6SYm0Z0hygBURBYev9ITDX8Ob1TnbjK3DhjbdoOi9ruYg1fQSRMB+NDasy1VxAnTZu0SZtcXqLqn2Bumcm5PTUjXA6aDITqs96pTuZOzaCs0qN5hBQec/H82t0snjlCtyG4IC+Lde8fZFRGR652dsQvy3RMiNYWXXx+GQEBp8PK07NHoqAgCgKyoiAQ0NXL88cAAhVVHs6WuAP8UaKAUpM9QPDLSJLxGK+W3UhP16WfL7VcjmVqbmnMmKe7toZjV13UkBUFSUSL9lDxp074Rg7qqPMYAThyslTnyRSJc0lRAl4WoVyLiU47027uq1vEnjd9GPExNpbnj0ESRSaOTqNv94QQnrOAfRK8oNg5KYbs9GSkmtly8YUqXbIENVRrzcb9WrnUyWmS047b42swLswWCY8fzXPPIoHXc3FTvisBqw0Ro3qYODqN5PZRKDJhtq3PL/PLEG/PZ1buMPQOLS6p4rG7huGIsmA2izrsLZyRHVHXqd5R7ePtvDhvTECfigImyXh+ExdjZcmckbg9PpLaRbFqQ4GOxzHeYQnj1DOaT2WnJ2t80wtnZId5XF9p2LhcpC4+yFDOw0jzZFVFi6LIwhnZ2CwmTe+6ytyYJAFZVrBZTIa2BASSShw5WcpDU4cA6PjvUPRjdej71fUA9besKJr9MXdqBrKsaLzpaj9JrPHy9/h8zJ2awXdF5cQ5zLzwWC6iEIjWe+ODg3z1TTGiaDwWxEZZUBS0/js2swupybFUe/1hds/CGcPD1kCy05PDEjyFJiP9IUqdnHrr16+nvLycwsJCOnXqRHl5ufavQ4cOPProo8TFxV3C4jZempNTr7ESzH2xu/AsaZ3ieOrPO1i76QA7Ck6TM7gjXp/Cr17ZxtoarpzcoakUHD6nceBAgONj/Ihu7PmmmAenZPD65kL6dG3HiEEpfFF4liMnS5l7x2CG90/hxqu7YTFJ3DC8K599fcaQZ2HfkUAs/q79Z7jzxj6kpyXw3JrdvL75INv2niI9rT0ffn48LCb9wSkZrN1cyG3X9uDDXSfITk9m6vV9ePJP21n/0WF2FJzmmsGdiYs267hxrFYpjPti4b1XU+X2sTCIw2b25EGUlLkvim/kUkprcYzU9f6GSC0ut2pcijMnDqCiysOsSQMwSwK9u7bXcYaMHtKJEQM76ngD5k7NwGqRaB9n13HuBPNDrv8owPE4fmQav3plu8YVMXxAR8ySyOubD3DbtT0YOagj/5+9Mw+PoswW91tVvWXpJE1CwhpWWRK2AEkkCaKAzAgoKHcErwo4IkJmBsbrXCU4V8RRouOdcdAZF0QF/TmAMygoch0UHJRFQEHZAwKCsiQEmqSz9Fr1+6NSla5eIiir9nkenodO7VXnO9/5vu+c97z41g42bD/G1DG9sdtMyAEFk1kiq2Mq7288xPjhWWGMhmD90NgG73xyoMl9LycmzeUkMaZeuMSYepe3XG5MvbORYPsjCjD2+q5sK6tgUN82vPOJGs1+dY8W7Dp4ilq3n4rTdTpzqU26nfEjuvPka1sMtlvj2l6T05rlH6vn0FhgD9zZn9SUOB55aSPbyk7SqW0KpQu2sPdrJ727NGfu4m0s/mAfOw5Ucl2/tiTYTAiCwP++8bnOzs3PbkligoWN248yoqgTG748xrxlO3W7KUIYV2ba2Bze33iI4jG9DXbaYhbplxXOwtJs/qWQS83mPV8Sjal3Ln1epH3vuCGLdz85wKc7T9C7S3NKF2zRfQNN/yRRIKdrc1qkJhh40WD0YR+c0B+vX2ZQThuDDvzujn7YEyw8/fetBj7TB5u+xh5v4ZklX+iDtjbpdrI7pvL4q5vD7nHhyj2NnLO1B/i/jV8b7rF7h2b0655BQpyJ5WsPIgrQp0tzsjqkMrKoIz+/uj1rthwmL7sVI4s6cMOADqzccIjDJ6qZPi6HtJQ4bJL4nXoRiZHVL6uFOjH6A/T8UunqpfZ3QyXUjtw8qCND89tReaaex1/dHObbDsxpw5IPw9mQ467vypbdJ2iTbufXv+jNjQM74m9YUH7j/T30uUrVd033zJIYxmycMSGXPYdOMTQ/k/fWH6JdiyRKF27Wx1RZHVPJ79GSU2fq9fHNjAl5vPH+Hhau3MOeQ6fp1y2DT3ec0DmpW8sq+N3t/cI403abRP+sFvr318Zhmp7tOXSae29p1PcrcRx1sa57viQqU6/eF9ZWozEPzWZRHydrunjTNZ2oc/uQZYW2GXadm192WP3GPx/QnlffVc91qqqOKbf0CvMlNKl1+7l1aBf+FMS/m3JLL46cqOYXQ7ogSSLD8ttTeaZO19Hp43KQFYV/fXpYzxpEEShduFn3H55Z8gXvfHJQn78o7NOSZ5d8yXvrDzGgZ2s27TzO8coa2qQnqZz/BnblXTdm8/PC9qxcd4hx13fjy/0nDWPLF97awXvrDzH55p60TI1nUN82zJ7/aUS/Z0huW64J6k+8Pj9339SD0oWN7VZrU4NzMxEu07ZwtvKDmXpvvvkmt956q/577969LF++nHfffZd169adn7u8QHK+mXrnIsHsi0icu1mT8s+aWzenuBBFgX9//g1v/KtMzVv/VRGKAoIIrlovc15tDEl96K484mxm5IZV9PnLd0TkOcRZJZ5984uwe5g0qiertxxm/PBsqms9hhXZl38/FFkGWVE4drImbFUolBegSCIr1h00MPXqPT7+sXrfRct5vxByKRkj0a5/NhKNyfLIPQM41VC1NpJeziku5JtyV9hK0SP3DDDw9s6W8Th1TC98foW26Yn8ZfE2QK1GpjGiTCggiVRW11Nd4yUl0YrVYkJsYI5IDaYrOPpAY9Y0Vr9VEEUMunQ5MWkuJ4kx9cIlxtS7vOVyZOp9l4Tan9t/1pXr+rcFBGY2IAy6ZjqYODJLZ+nmZ2dw1409EAT4nxcis8XmL9+hr2BrKSeuOl9DyopabTy4v49ml5vinSUlWHnzwzLGD8/mV0+tMdhNPStBpqGCrgIKYf24IokRWViTR/e8ZEw9CK6cLoCiXFQ27/mSaEy9c+nzou37+NRCBAFmRtg2dUwvHHYbSYkWTlTW8ZfF4ZyyOcVqihjAEwu34LDbGDesCy3TEvWqiBonOvg4LUIwmG8XTXeD+c6hnLOpY3phT1CjP5LiLQgClJ+uQxQF3vn4gFo1soU9IrtvTnERoGCSBEP122AJjYSUJJEHnv0kwjsvMjCnv49cikyDS+3vhkqoHUlLiePbCldU37XidH1EvXxsSgGiKOCq9VG6MJg7prIgh+RmhuleJF7XPaN7MrMJpvMf7i3AJIlU13qwWU0sWLErKmNPk5dKhiKK4d+50VYBisppD824mVNcqKcEXmnjqIt13fMlTfm7xrYqRmUeAqxYd5AbCjpS5zYy8EJ5edpxvx3Xl5nPN+pmfnYG44dnY5KEsKjUSHMLGht10aq9DMltR3KiBYfdSkBROFFZS2qKGjHn9aljcgVFt//RbHAwUknTQ49X5rWVu8L7/Jt7cfdjH/D41AIEBFJTbFHmFIoi6rjW1kqLi1ix7oAhUjujWRzT/7w27FvNKxmipuBewfKDmXq33norp0+f5t1332XZsmXs3buX/v3789BDD523m/yxiSSJ+GhMUXAkWQ3K3zXTQUazhIi55K3SEvVQ0nRHHA+Oz2XxqjK2f1XJ7MkFfLangrIjzoaQXQEUQZ/Q087x+KubmTVpAG//ez+3XHeVwYjoUNaMRBQlOh/ijMuLSRIM2/KzM8Kgmw+Oz+X/Nqgg5Ii8AAGuy83EZpFU3p5JID7OFhYaO21szgXLeY9Jo0TjPFTVeDBJIjarKeL2gKyEcZdAHQM9XlyIzydT6/aRFDySrZ8AACAASURBVG8xcEqisRpsFhNJCRLfVNQAGAax6Y44HpqYR2KCmXlv7WTM4KtwewOcPONm6Zr93H97PyQRnHVGXdTDqxsiRSWAAAZdOhvORSw9NyYxicmFkICs0KtzGv8xuAuiCIIg4HR5aJZk5YHx/XHVquxRUYQ/TCnAZBJxuwO46rwkJVgiMqCSEy3MnJjH2q3fhEHhZ0zI5ZV3duF0uXn03oLvtMtN8c6efG0Lk0b1RBIb/YiArOipjEJA1m0uBNlRQdDtqEeOzOm7+6YeWM+j3T1XG65xcbTB2I/J//iuPi/4XRFl38oz9Tjs1ojbWje3I0mgyJDWzBaWzjpjQp5ecEUbCFY465k9f5M+EExLiYt4bm2QFpxeFU1326Qn6ngY7Vj9HtPt+Hx+PL7GNMx0h1o8xq6xopXIz94wz4vXJ2MSRSRJ1HVJkkQUScDp8ob7IhHaaihz+vvI5cRwutgSrKsjizqq6a0mNXLSZonsu9bW+0hLUb9J6Nhl7dZvKerTWp/Q0455YuEWHr23gJPOujDdi2S/7hqZretcpHs4Xe3m6UVbmTkxjziric5tUgznCNZXUMdaoiQQaIgalCQ1hbZx8URBAV5+Z4eesqsVQHjtvT1qWqQSXTdiPu7FEQNzMwJb0WG3oaB+z+4d0ig/XWsItKlw1uN0eaLapWA54/JitYjICjw8Kd9QZCWjWTxzF39h2H9IbjsWrdqrj8W1hZZWaYlkZiQho3DoWJV+jpZpid9pg02SaPgty2CzimHj/ftu64soCjo+QZ1YzIzI9q2squfBv67Tj5MVFRPSLMnGI/dcjSjB7kNOA7d/5sS8JjEFP1b9b7Jv8fl8rFmzhrfffpt169aRmZnJiBEjOHr0KH/5y19ITU29WPd5RYmWvhDcecyeXKBzyhxJVhLjLDir3RGVDgH+cG8Bp6vduOp8zHt7hz5rXV3r0Su9fH3cpVe9idS43F4/wws7UH66EYwdCtCMxofwB2TGj+hucH6mj8sh3RGvV5XSrvPka1uYPbmAb8prcLrcYewyj6Lg98uUvNxYSOGxKQWGnP8KpwpaLi0uuqDfJibROQ9urx+LWSI5wRKZ7RBQIv7dWe1BVhSDwZ4+LofX3lMBqdFYDW6vn9RkG+u++JY7buimT+hBw8T0gs2UFhfhdLnDuCKiqEboaW1MO2bOgs1q9MH3eP5gYx91svBHYPRjEpOYXDqxWSVGFHXk4XnGvlUQBfx+RY80yc/O4J7RPXHVGCcLgm0rqLYrNdlGvdfPz67uoJ8XGgenWgTI8coa3fb5A3Jk/4PI9lErFJCcaEEQhbDJw1AbGc2Optgj9y8Wsxh5YuR72N2YDTdKU32ehGB4V3OmFkb1CYUo5zl60qVP0JVMzKNdCzuP3luAKAhUnqlHQJ3IHT2oc9SBoLPaE1Xvlq7ZbyjW4fb6I+5bfrqWO4d31yvcasUu0h1qJWhJlHhi4Sajz/DqZh6dXMDD8zYwaVTPsPPmZ2dQVePhiYZULm3BMaVhAsZZ58PpchsixDRfJFLWjUkSwf9TmoY7fxKpXU8fl8P8ZTsZN6wLEJnPFWc18fsX1uOw2/jtuL6kpdiQRJGqWg853dINRQY00Ra67QkWZkzI1b9/NN3TOJHR/F3Nfmp60T+rBaAWjdP2cXv9gKpzY6/vRsnf1hmes7kjjvp6P4+HFAo44/JSdsSpMwLHj+iOxSwiR+E3xuzjpZFQO9w108H4Ed316Dd1rmBAmC5W1Xgj6lQwg9QfkImPMzHzOVXP77oxW7dJ6Q614nOK3VjoMjnRwpDcdvqEXliV6Il5vL/xa33S+NHJBfp9NKXnwb8lUc2YCh3va5XEtX5jxoRcfP7IPklVjTfqcffd1peF7+1m/IjuBr9o9ZbDhnar6bhJ/RA/Wv0Xm9pYWFjIww8/TIcOHViyZAkrV67kV7/6FRaLpanDfvISabJh1aeHGDesG/OX7+C/n/mEWfM2YLGI3Hdb3wZHGn3l6JV3dnL4hIunF21lzoLNBue9qsZLejN1ktCRZGXSqJ56MYFgSXfEYbOYeGLhFhav2se0sTmkO+LCAJqLV+1rmKxrvIdpY3OwmEXmLlYb+syJedx3W1+8vkDUFd/qWg/jhnXhIa3RBL0Lv0/RG5a2f7SVh3NNlY7JuYuJxlUMUL/5/bf3o7kjDgEBp8sdUSfe+mg///Wf/Qx/nz4uB4Vwgz138Tamj8uha6aD1VsOUxJyvf/6T5Wf8/I7O/nZ1R1IS468Sq9BWUOvaZKEJqMPzvX5ZwbpbbTJQv85v+mYxCQmMTGKz6dQGmJf5i7ehs8r8+e/f64vvqkVQ11htmju4m2GAey0sTkIAvxh/iZc9ZEHp1oEyOJV+5gxIY/87AwymiVQMiEvzLa66r26vxB8jaVr9pPuiMNhtyKJQpjND7WR0eyoHIhsf+XA+bO7MRtulKb6vNB3pRC5z7WYRSxmkRkTcg3bZkzIZf2XxwD1PZcu2IzHK3PkhAtFUZj5/HpOnnHrA7787AxmTsyjtLiQmRNVXXR7/RH94RkTclm95TBlR5y8+8kBZk8u4KlpA7GYpTBfZNrYHBav2sczS9T2MX1co87OmJALKFTVRvY7tb9rk4fB571rZA+D/+qw2zjtcuORFfwILFq1N2qEmFZFNfg9SmJTS44xaUoiteu5i7cxZvBVLF61j6RES5juzpyYx8vv7NSPkRWF37+wgT++/hlVNR4SbGaSEizkZ2cYrqWNt+KsJpZ8UMakUT0pLS6MqHvTx+Xw9r/3M31cDqu3HA7TY81+avdss5goXbCZa/u11fd56K48OrRK5slfFzF+eDZPLAx/Tr9f0Sf0tL8/s0R9/uBzz128DbmJeeOYfbw0EmqHxw3rokc0g/odTpyqDRvPr95yOMx+P3Bnf5LtFuYv30HJc+t59s0vcHsCOOw2xgy+SvcltPOWLtzMxJE9DOdITrCSnGihwhleXEOz5UNy2+m/X12xU7+PpWv2h7W1kobUdECvuCsrCoKg2s1g0XRV+/8TC7fgSLLx4PjcqG0n0nFPL9rKkNx2YX7RTdd0IjHezBPFRcwrGUJpcaE+afdj1v8mI/W6du3K559/zpdffkm7du1o06bNZV8Y43KQ4MkGPdU1hNVR4VSr2k4fl6MzQ5o74pAV9FLMwSuTmnJ/vucE6Y62hgp3JRPzeHhSPo/O32TY1+vzU+FU0xxeX7mHSaN6kpnRGD4Lajn0197bw5yGKrxmSSSgqMyQSDP3j01pnKnXROv82rdMwioaQ1gDsoIoQK/Oadx87VU6U6+mPvLKgyjCTyqX4BJIICDjiDdTWlxo4B+ZTSIWk4lTVfW6TpxsWJHRypJf178tvx3Xl2bJNkySwFOvf87EkVkRHVpXnZd7b+lFvcfHe+sOMqe4iICshqJ7/AFMoshdI7MxmQREQWwYMNp0HpTb68diEnHYrUwd00sPAXfYrQgB5XtXgQt+/kih1+dShj4mMYlJTM5FArLat2r9vhaJpASl/mkO9n239Y1oi1o3T+SpaQNxVnv0SuMVzvomo50AnC43CjK3Du2qR65MHdOLFqkJVJ5R7f7EkWrBgT/cWwACHDtZo0c+qSm+3zKob5vvtJHR7Khfjmx/PbJ83uxuzIYbpak+LyAIhnclCgILVuw26Odr7+3h/tv7EQgo+gSHtm3JB2UMyW3Hh1u+ARpTTDXGozYA1PzXsdd3NURPlEzMQ1Zk5r21E0A/tyPJxj9X7+Pum3pw9009+Pq4i78s2qovcnfNdET0UQBaN0/k5Jl6vcrjyvWHuHVo16gRL1okSNkRp+4rt29pRxQFwwJ0aKaL5mvLSuQshnqPP8J77PuT1MHzIdHatT3eTNkRJ/+3/mtuv6Ebcxp82+paD4kN6bLQaFejRSUBelTStLE5um0NTbfVdE+WFWQZXPVehuRmYjKJ3DWyBzaryGNTCggEFE6crjXoZnDUnqIolBYX4qrzkRhvxusL8OBf11FaXBjxOUUhOi4p9Nz+JtK8Y/bx0kioHYbw77l41b6wNPHbhnUjxW7hv+/sT0qiVS/4N+9tY3Tw3MXbdHsT6fvW1HvD7OutQ7uQ7oiLekxwSvimXeVMvrknj95bgCwr1Lp9lP6qSEeBrfnsG8YPz+ae0T2pqfPpHEBt4js0wyA4qq/CWQ+KQnKiRb/HpAQrX+wrZ9rYHH3u4MPNX4cdp9176+Z25jVwKBv5p4EwTMGPWf+bvP/XX3+do0ePsmzZMl555RUee+wxioqKqKurw+//McxpXhjRJhuCOw7NOdcm+bROPt5q4qHnN5DuUKGPZpN6bLBzkZxoITHOwmsrd3H3TT0MwExtNv2xKQUGmOTrK/cwZvBVuqNRdsTJnAWbI6bbOl1uvil3YTFLALphGDesS9jM/cvv7DQYnPzsDCaO7EGd24ckCogSBDOAJVFAMokML+ygw7fTHXE8PCmfh+7K4/GQ4h4mYnN6F0M0zoNFEvGjEAgomE0NutssTi9V7vb6dTBp10wHzew2pv5xDX+4dwD+gKynuERzlOcv38Fvbu1DYe9WCAIEAgr+gIzNIvHyOzt1B2rWPVfz0C/zqKnzGVg8D92VR7NEC9YMu2EwAiBJQljn99DEPCRJwCsLhn0jsROiMWm+72RhTC6O2JPisFmv9K43Jj9VsZglxo/ortu5mwd15L/v7IcsKzz3wGDe+mg/zVNsDX2/lVmT8sPA0UdP1uDzK8xfvqOhQp369827jlMyMU+PBNSilD7fU86sSfm0SE0AYMGKXfqCn5bGMmlUT5wuN6nJNobktuOVd3dy0zWd8PkVfnlTNqnJNspP1/HVt2co6NVax4nY483qanwD9ECRREyAQuRUOEkUItpfSRKj7i8hnBP/JmbDwyVanxf6rlwN6aShyAttUBWJJzZ6UOeQfUU98q1kQi5najxYLRLDCzsa4Oqa/zqnuJBpY9VoJ62wxaRRPRnYpxWSqCYUhULZnS43AoIB26FdX5ahtt6vD0hddV5EUWDPIZVLXV3roarGy+oth7ltWDd2HazUjy874tTh66BQU9c4ERgpmuWZJdv4za19uP/2fvzpjc8Ng1iLWWLzruP6hOdPXQd/qERr1646H10zHVzXvy0PPrtOH5vcfVMPZFnRbag2+J80qmfEqKQnf1PEPaMUZEVBUeCO4d0xRbBLTpeb45W11HsChqIZzmoP/1y9j0mjevL7FzboY0Cny63f67SxOby+co/eTiwWkUy7nUBALaRw86COUX3qaDZS219j6uVnZzSpZ9+Vjv9jZI1dLhJsh5UoupVit6hBF4q6yIKgAAKKouj4K02XtNRrbW6hXUs7kiiQn50RVpDDWe0x2NftX1Vy5/DuzJyYh9MVGQcWmk4rICAKCpJJpOJULc30CDyBDzYf4Y1/lYUV0dAmHIPTZrVJvuBzS6KIgqIfe/vPutI/q4Vh7qBkYh6f7T4Rdo9aH6VFn2vFPUxB/FNNzsY/uFKZe9IjjzzySFM7JCUlkZeXx5133kleXh7ffPMNBw4cYMmSJTidTgoLCy/SrX4/Odcy6fDDS2ybRIG8Hi3p1CaZv/3jSyqc9Vzbtw0piRZuvyELQYDqWrX6S3anNM643IwfnsXiVWXsPHCKe2/pyc4DlRwpd1F2+DSD+rZBlmXaZNixJ1hY8kF4WfaiPq356z++pGfnNJ5f+iVHyl14fX6mjultKL0+vLAD+dkt+GJfY/noaWNz+Pv7Zfx767fcWNSRq3u05LM9J+jTNSOsBPzRk7WMKOrAkNx2XJ+fSXbHVB57ZRNv//sAn+48Tv+sFiTGm5EbGoZJFJAVgdnzP9UbUK3bz2d7yhk5sANXtU3h51e3J6drc+wJFmwWST/2cpdIenKhy6R/1/XPRTSuxiMvfUrlGRUk/drK3bRqbufJ17aw+IN97Dmklk4XBRj3sy6YJIlrclrTLDmOf238mrHXd+X9jYcYPzyLnQcqDTq1eFUZR8pd3DasK+u/PIo9wcqTr23hn2u+YtOuE4wfnqWXJP9sdzk3DOhgKPhS6/azdW8F1/VvixCQEQFBUaHBzjofD8/byM4Dp7jrxiz+c1g3fnZ1OxQUHnp+A4s/2MenO4+Tl92SAPA/L27U/6aVkI9W+NskCmFl6GdOzCPBLEU95mzkh36vCy0XWnfP1/MnJ8Vx4/3LWbSq7Kz//efPurFoVdk5X+tiHvdDrnU569WFFE2nLobdPW/tVxB4rMHODc1ty9C8dsye/ymLP9jHlt0nuPeWnsgyPLNkG2+u3q/b4KMVNUiioPfXP7+6Hd3aNyMtJQ6vX6Z/9xa0TEtg2dqv+I/BXRhe0J4endL4fM8JCnq15ulFW3nzw/3qNW7uxQ0D2tGvWwYVp+s4Uu5iZFEH8rJbkGCz8L9vfMYvb+zBwhW72bD9GHnZLXj+n9v599ZvmXJLL7765jRFfdrwzJJtlB120rtLc+Yu3mawsUnxZvp2b2HwP0om5mG3mSL28dHsrt1m4nSt2k9dDBt+se30+dbd+HjLOd1/6LuK5Ddq30ERBAp7tSIvqwUVp+s4VaUOBHO6Nmft1qP6Nz5aUc0nXxwjp0tzurRrxtOLtrJs7QE27Tyu9/unqtSJjlq3nwE9W/LEa1u468Zs4q0SN197FRmpNhz2OPx+GZvVRL/uGWG65PP7Kezd2vj3CXlYrSL/+/8+551PDlJ2+DRTx/Sm0llLl3ap/OHlT1n+sfr34jG92XWwktysFlQ46zh6sjZITyUkUSA+zsKgvm3o3z2d5EQry9YeMLy/Wrefnw9oj8Nuo2s7Bz+/Wm13i1eV8a9Pv+ZX/9GHFesPnTc/4lLJpfZ3IXK7nj5O9TXHDevCe+sP8R+Du3DTNR3Jy27Jq+/u5IW3dug2NCAr7Dp4ikF92/DOJwcN526TbqdnpzQeabDFm3edoLBXa+o9Por6GHVsxoRcPtx8hKMna7j52s48s2SbQddsVhOLVpVxqsrN0Yoa7rihO8ML2nPTNZ14ful2UuwWfnd7P3z+AHEWE6803OenO49zxw1ZHD5exfCCDuz4qtJwzdWbD3PztVcZfO2Zd+XRolk8XTIdLFyxm39v/ZapY3qTFFQw7mze4/e1tT9ULpVffDn4u9G+Q5xJxCQJnKn18chLG1m0ah8Deragzu1nYJ/W5Ge35NCxatZu/ZY7buhOxek67hzeneeXfsmShu825ZZenHG5dZumtRPNh3h/4yGmjunNJ9uO0iotAVmB6/plhtn9dz45YDiH2+tn+p/XsmnncYYXdmThe7t44a0dlJ+u1fuNIXmZEe3kbcO6MbygA9df3Q6zSeT9jV8b7PkHm75m+dqD3H9HX/KzW9CjcxonnXUc+LaKU1Vuat1+tpVVMH54Fu812NTgZ0mKN3O6xvud+vtd/kHw2PhitYNzkaZ0V1C+xx16PB4++OADli1bxvz583/QzV1oOdcy6XB+SmyLFhP1bj9T/7gGgD/9diCSIBqiirTw7vHDs1XnOCit4Hd39KO6VuU5zF3cuG3WpPyIJds1EHbXTAfTx+WonYXVxP9tOET3Dml6qeq1W78lq2MqzVPiOFXl1lN/tPPPKxmCySQSCCicdEYuAf/41EK8Pj82q1kHuQZvf+JXRQYQsF8QmFy6OuwdvTBjCFOeWG04trS4CCFwZcTqRdKTC10m/buufy6iSCIlDYDWv/33YGbP36iXCA/9pn/8zUCOnqwxRNFNH5fDR599Q152S5qn2EiMt3C62h1WdlxN70rUU8aDzxtc/nxeyZCIehJagjz4voPPVVpcRMlz4foYCVZdWlyI0FSkxwVYpTkfduVCyoXW3fP1/M2b27nx/uXndMy7fxp1zsdc7ON+yLUuZ726kKLp1MWwu+dLf4P7Q83uBtusaH38o/cWcOSEi6Vr9quRVMVFeH0B3vpoPx9u+YaumQ7uuy2HKU+uMVwvdNVcO59m60P9kPtv78vRkzWkpcRhtZg4WuEKixQMtrXRzl9aXMS8Zdv1KBZXnbqQOXl0z6i2N5Ld9UMUe39hbPjFttPnW3dTUxPP+f5D35VFEvAGFMPvUyFFTDS9+Y/BXUhz2PB4AgRkEEQFFIGqGg9pKXGGwmpg9FdDf2t6E5AD1LoDesTprEn5bN9/kqF57Q1pWN07pLF513EV7SKp0fnVdR6eXPhZRL812r0kJ1pIS44jIMtYzBKyrCJo1OqijRkFj00pMGTKaOeYNWkAZlNkP3deyVDgyor2iCSX2t/VJFhXzZKIIAp4/WpUzvHK2rDUaC31Nd0Rx5O/KaLK5Q0rbALR7W5pcRFnajzYLCa8Pj8nz7j16DwIjyBtyhedU1yEICi4an1hbSn4PkuLi0AAv19GVlQ0zkvL1Cq3WkSWprOSJPDAs59EvIemxlLn09b+ELlUfvHl4u9G66cUSdJ1qGumg3tv6aVzFoN15pc3ZetZUaHf7ZF7BgBwxuWhRVo8bo8fq9mkRv4pAh6/j7mLvtSLb4bijxxJNipO1xswIRNHZlHy3Hr9GsG2PD87g/HDs7FaRL34R/D9zCku1P9+86COjCjqiCyrkXMr1h3g7bUH6ZrpYOLILJ5etFWvxqvhQf7f/+2l7IiTeSVDcdV5w9rk5NG9Ira7SPrblH8QfYx54drBuUhTuttkoYxoYrVaGTly5GU/oXcpxesL8E2FWmkOIMFmCQMzPrNkG0Ny21FT79UdZlDDbw8dq+b+uR9TVeMxbNPy7bXzao1bA0mWHXFSVeOh/HQ9v39hA2+vPcicBZt58K/r+P0LG2jXMhlRUIsMRCrEIYoCPr+Mzy+z8L3dEYHZ85fvwOnyEghEZuD4Q1bhJVHUz6FJukOtphp6bEC+9A3mpyLBXAFJNLIJgkX9pnIY0HXu4m0U9m6lVpxduIWqWg+yrIZOa86JBq+ujgKoTkuJo2umQw+9jqQnoWDp6DyEyPqoQVWN+zbtPAYCMkJAxqQoCAH5inXEYxKTmFxeElzYSrO7wRINul9Vo6bOOF1uZkzIxePzU/zHNXpqn9qPhxfN0kDYoefTbP0zS7YxcWQPnlmyDafLjc+vMHv+Jv7w8iZkWf1/sA8Samuj9RkBWWbTrnLmLNhMyXPrmbNgM5t2lTdpeyPZ3e9bEClmw89eQt+Vzxsw/PYGlIj+6/jh2fxzzT72H6liypNrmD1/I9+W1+Kq81Ly3HpOV7sjfrvkRLXYXqj/qumNz4+hmIzNYuLttQf51VNreHrRNo6erCEvuyWZLex8U17Dr55aw5QnVlN5ph6vNwqbMYq/mpxooarGS0CWsYoCZ1weZvxtHfeUrub3L2zgxoGd6JrpMOBnQn3iZ5Zsi1qwThKFmA6eRwnWVcUfQPb6MckyKERMjQ4uIlFxup5atw+LWQr7ji3TEiPqR2VVPffP/ZjZ8zdS61ZxNGdcXtq1sIcxyrVjmirwduDb6ohtKfg+A7L6fPUeP7PmbeSks15PpdRQSg/+dR0BWcbrC0S1v2f7Hn+orY3J95do/VRwHztm8FVhhVO0gkCJcZaoelhV46GqxsPM59dTfqqOuYu/4PipWkr+tp67H/+AR+ZtYvyI7mzedVxPwZ2zYDNPL9pKUoKVRf/aa+i/gyuKa9cIZe5V13pw1UYutlVT79Pv8+21B5n53PqGRRqZt9ce1J9Vm9BTow+3M/XJNTz75hfcOby7nlp+/9yPeWbJNk6ecWOPNzMkt13UMWAk/W3KP7iS20EMTHSeJGzWVxBYveWw3uEHQ7A10RyKtOQ4/t/sn+HxygRkuaHUupvnHhiMJAn87b8H8/a/1dV4p8uNI9nKE78qwh9QkBqqgE4Z0wuLSQJkLGYTjiSVyRMchVfhrCczI5GADCZJDCvEMXNiHqeq6nnlnd1MGJGF0+Xm9ZV7mDVpADX1Xp3Vp51v8uheUfPS/UFMM1EijPNTMjGPDzd/bXgf2sQOV0ik3pUskiSiIPCX/xqEWZIwmUTyszNISrAaWEn+gIzFLCLLkQG9rZvbee7B67CYJGrrfXi8AR6bUsCpKjf+gIwgwMSRWSTGWSLqyolTtfzypiwcdht1Hj+zJxewYEXjyvhDd+VhMUt4AFlWMEkiNlM0HkJk3ojba+R/hrITYhKTmMTkYonFLFIyIY/ShZsJyOHcObfXH9GOpSbbmFcyBEkU+XTnMfp0yeDmQR3V6CVJIDHehMcr89iUAiRR5It95Sz5cD/JCdYmWTkVThWgrU0Wvv3vxgkWWVYaVt+zMJukBgC1iCXIBkflP0Wxx+dqe2N8vEsv0QY5ogC3Xt+FeW/tVKPhigsREQjIMi8/dD0WS2QdSEuOY17JUCrP1LPwvd2AGlGanGhBEkUkq2LwXzUdC+ZU9+qcxq3Xd9V5lIIgYDGL+Pyyfs3gqCazSYp4L0kJVt76aD+TR/fCh8KiVXuZNKonjiQr8VYzvkBA95U1UHxjwRGRFesOMGbwVQiiEJFnaTYLwYkrF0SuVP7T95HgZ7WYReQA+GUZIcoYK7iIhMNu5c0P91HYuxXNHfE8PrUQi0XE71cjM19+6Hq+2FfOs//Yrh+jFVHRJlJ+c2sfEuMtHKusoWVaYlTblBJS4C3FrqbMZbawR7zPNukJvPzQ9foY0GwVSZUESouLUIhciEXjTQb77FpE9NmOpYy6I0ZkscVs7YUTs0XCG0D/7hYJfN6Aof+MtnDWKi2RMzVuUuy2iDbPHm+h3utj1qR8miXbuP/2vtR5fDw2pQCV0geSSeS2n3VDlhVKi4sQJZVHV1vv447h3fn5gPa6Djd3xOHzycycmMfSNftJsVtISrDqxV72HKokKcGKIIDXH+A3t/bBJIm46nwN2QBZYc+g6V3os0biXj6zZBuPTSnAbBa5Z1Q27Vomn1UhT0kUMEtixPccSa5kn+M7mXpXulwMpl6k/OuiPq3I6pDK0o/2M2FEFolxyrWVawAAIABJREFUZjbtOkGtu3GCId0Rx4jCDphMAqerPTzyUiP3a2BOG745UU3Jcxv4bM8JnTXyy5t64PPLnDxTz+JVe2nVPJHSBZt566Ov+GzPCQb0bMXrK3fz4ts7KDt8msk399T5JemOODq1cbBs7X76dc9g0aq93HlDd24d2oXu7ZuxYMVu1nz2DVPH9CIxwUxO13T+vfVb8rJb8MCz6/jki6OcqnLTNdPBL4Z2YdGqvWEstRkTcnlt5W6dD5Gb3RKbSSTBZuK6/pmMLOrA9XntSEk0k+ZICGOkJMWbonIgLje51IyR78ui0PR14Xu76N6hGc5qN/FxZrq1T+Wjz44wvLCjzgjZdfAU1/RtjdkksTmC/nZt58Akiby2cjfz39nFzgOV5GW3YOP2Y7RqbtfPc6qqLozTM21sDp9sO0pWh1Rmz/+Uf64x8p5yuqaTkmzleGUtc17dzOIP9rFxx3H6d2/Bzwa0Y9POEwYeQlK8KSLDKTXFFrbvpeDaxJh65+f5ExKsF5VXd7kz9f5j8FUk2W0kJFjP6Z9kkvB6ruyCV1caU0+SRGq9fnyBAL06p+FItpGf3dJgs0Zf24n8Hi3DGE4yCnMXfcGK9Qe5+drOJCeZyWiWyGOvbCLdYcNqMRt8iJuu6cywqzP55+r93H1TDwM/RmOean7ByKKODOzTmnc+PmCA+udmt6B3l+Y89som/bxZHVNBEBhe2J6N249z6Fi1zgE28pkk+me1+MFs0gvFOI0mPzWm3tmIIIl8uvN4WP/fvUMz4m1mru7RgqH5mdTV+w062K9bBjcN7MCG7ccNDLTn/rmdlRsOcV3/ttS5vfy8oAPPL/2S5R8f5NOdx8numMb7Gw/xi6FdOFpRozPRundoxt/+8SW9Oqcx+tpOnK52677Bpp3Hye3egvVfHuPGgR2prffyi6Fd9POWn65lyi29DO3qwfG5fPTZEUYUdWLhe7vo0tZBh9YpPL/0S5atPcBne06Q0zWdf6wu4xdDu1Bb76Vftwyd8Wu1SjRvlsAzS7ax6F9lxFslpo7pzfDCDgzq2wabVcIiiRfUp71Y/KdL7e+C8Vm3lZ2kY+tkHm/4/gN6tGRHgw3SJN0RR49OaZQdPk3JxDyOn3TRpV0z/vqPL1n8wT66ZaZgMklhdrNL22S+Pl5tsJOgcsHGXt+V6loPf/3Hl3yx72SY7dP022oWye6Yhs0qkWK3YjaJzPjrOjq1SaHs8Omw+xyal8lDz6/X7yOnWwZx8SYefHYdW/eGX0fjPprNIh1ap4Rx/ZITojP1Ir1P7bpTx/Q2sNgutL/8U2bqmS0SlS6v0WZmtcAeb0YSoV+WOp7RdDhct1P5y+JtXNOnFQU9W3PG5TbYvC27TzCwTxuWr/2KF97awaZdJyjq3YbX/08do1c46+jcJoXZQd8/u2MqLyzdwYebj1DUqzXL1n7FwpV72HPoNP26tWD+8p1s2H6M6bf1oVdn1TfQ9O6OG7J44/09zFu2k+37KxnQsyUL39vDhu3HmDAiC5vVRM5VaXzyxTH9GbI7prJo1V59fKg9ayTuZa3bz+DcTB5+cQN33tCd0oYq6tq2CmcdxWN6h/kKSfFmKqsjv+dz4fteLjzU887Uu5LkYjD1ouVf//E3Azl0rIq2GXZeWraDGwd2CouMQ1Cwx1mj5IEXcffjHxh+iwJUnKmjzu2nZVoiD7+4IWx2PjHOojP6tJx3jZ2jRdr9+bfXUO/x4/UFInIkpo7pxeJV+xgz+Co6tk4y5McHM3SCr9ssycb85TvCVnki5aErksiKdQfDGCkjizpeFjnrZyOXmjHyfVkUmr5OH5cDNFY7nr98R0Sm3qxJ+by/8esw/dX0yelyhzFygtkJmuRnZzBhRDZVNR6dzzBuWJeojEizSU27jcY5AYVQHsi8ZTvCVizvHd0LJWTfS7GKHWPqxZh6l8u1tOMuZ308G7nSmHqKJHKk3KXbtJkT89hzqNLQD9Z7fPxj9b4wOzZhRDZOl5uHnt8Qxm16+aHro/oQJc+tY8aEXJITrJyp8RBvMxuioWdMyMWRZMXnkw38sBkTcklOtEbk5k4d04vMjCSOlFfTurkdi1nQI2aCbez5iiC6mJFIP0Wm3neJNviPxAFzutzMnjwAi0mKqoOgfrujJ8P5jE2x7oJ9kln3XI1JFLn3idX87b8HU+Gs5fml28M4UK2b2/nTG58zfVwOj7y0McwHGT88G38gQGKcRQUQyTBv2XY27SqPyLgMvpfHphRgbajeDBi4V8H7Pz61kEPHqnXO04XkRF8s/tOl9nfB+KyhLM/HpxYAGLjPD47PRRSIytxqym5Co16Ebgs+pmumg3HDutC6uT2ifs9piOr8nxcax2patGnwWHDRqr0Rr6WNAYOvo3Iu1UijaDp4NnzypvjUgRBbfqHkp8zU+65vp0Xx8R0cRm2MNn54dlT7FYlh2hRvN7hKbqRjv4vvr/0OZQFrOq1NgNusEqfOeEhNtpGSaEUyCZyp9kTkXgaf/8lfF/HgX9eFvdOXfz8UlFBWpHDObeRyjn5uSndj6bfnQaKlJnh9AWbP38S8kiFs2lXOGZfXENZvs4r4/EoTeeCy4bcvIGOWBMwmE88v3cp9t/WN2kkEN/j2Le1MGtXTkDr74ls7+M3YPkiCEPHaNotJZzc8/dtrDKm6wYwebR9Af87w51DCFC0gK7y99qCeR6/JDQUdYkp5gUXT19TkOH1SWAt5jhTmbbOYdP199N4CnNUqVyFYn4K5ChVOlasYep5Nu8r55Y09eHrRVl1Po3FMkhMtpCRaozJ5NOaICSCgEAACgsCmXeVhOnj3TeH7xiQmMYnJxZaArBiYefZ4c1g/WFpcGNGO3XLdVcRZzXTNdFB2xGnwG5ryIe67rS8vvrWD+2/vy/1zP9YX4kYP6oyrzocA1LsDPPLSRh4cn8s9o3ty8Gi1fkw0/yAgy7p/I3tVXyXUxgYCMkKEv5/zeztP54nJ95NAQMYRb2ZOcSEnG1Kug/t/aFoHFQXq3D5DwarG7dHTJiuc9bRvaefxqYWsXH+Q7h3SGtKgVL8kOB3XsFgOVNWEc3w37Spn9KDOlDy3nnklQ2jZLJHjlTV6W6vz+Jq8FwEhhL0Und+n+cV33yRfUJ+2Kf7Tj82XDn7WUF9VFAQWrNjNpFE9ycxI5Eh5DfPeVvnOms0LyLIhrbspnQ3ICqMHdebQseqwQIzgY8qOOJk9fxMvlgyJqN9VNV4S4xrvteyIk9dX7jHcpz3BHGXsJIddZ17JEJV7GdDeSfRn+K7v3xSf2qQoMVt7geW7vp3PG0AjitsTzAadCba/NouJMy4vghAZkxQ6PtN+R0vr1bY3dWw09m/o/s5qt24LtWfW0nU/+uwbhhd21CcW0x1x/P6X+aTaLaTYLcycmBdxIhOgqsYbMUUWBZWVB4ax4bm2kSvV5/ix2fwLLsGztyZRRJRADBh5B9qKCgi8OEOtJpvuiKPsiJOla/Zz5/DuPPX6Z3pll8yMpCZ5CY2/BfwBRQdmapyRMYOviph7PmvSAF5buQuTJGI2CUy5pScWswmvP4DVrIZtC4QzfdIdcSQnWvXBg7bKNWlUT+zx5qh8tHNh6FzJOetXumjvXg7q0DVdisRH0hhPZUecHDnhiriyEwxP1b5jpO9rNonMKS7EH1D5eIIQWf/SkuNAiM6XisQLielUTGISk8tVLDYTogzJiVae/HURVTVeHa4fyd6G2jGtwt30cTl4fUbmTvS+V2TBit04XW79WsELcVrUnUlSJzOefG0LsyYN0FfpBSGyTXV7/Tp/KdS+SpKIIqm+itzgJ0kol80qd0zC5Wyq33oDKrdOW5TTJD87A0WhSR0seW4dD47PDeN15WdnYJZEvT1oky3BvohJEvEHVJD67kNOpo3NQVbUdjJuWJcw33fOgs3MKS5EViL7Fq46HzcP6ogkihyvrDXct7PaE/WYdIdaSM4sSUHvJsozS6IehSuJYlgE63n9dj8hvyf4WYN91a6ZDpISrDroPzSbKFrQQ1M66w8ESEow85tb+2CzmkiwmbFaRAQiv29Zjsy9czSw9IK3lR1x6lGoq7ccplPrXrzw4GACMjo/PXQM2HhvAhKCbmPFKPdzNky9n5LuXI7SlP4RCBjtsqJy+scPzyY50cKYwVfp9lIUYfyI7pSfro1qvyL9jsbD1bY3dWw0PyV0/6QEdS4B0OdFgjO1QguAPPbKJkqLi7BIkGK3qLZcRuevahOZq7ccDpv0mzkxT7Wx5/ief0wSY+pFkGi58KH8gY0NfJkVnxxk3LCu7DxQSZt0O+NHdNeZDSeddWR3TKVPl+bsPFDJHTd05/mlX+orjH/7x5ekJVu56ZrOYSywQ0fPsGHHcfKzM/jd7f2o9/ixWiS27j3JqSo3FafrmHxzT+JtJpZ/HJ57PiS3LT07NyfeJuH1BfD5FZ54bQtvffQVW3afoEfHNNZu/Ybbf949jHX25odl3Hq9yjM5XlnD2Ou7GvhooWySkol5bCsr5+Zrw5/DbjOF5a1f7jnrZyOXmjHyfVkU2rt31fl0BommS+9vPBTGSRyS15a8rBbs+KoyIj+pZGIe735yQGdwTBubw8dbv+GuG7PJzcrg51e3p6h3K0YUdeCVd3by/NIdbN51gh6dUnk3qO0E69+iVXvp2CaZxHgzfbumR+Q1XWk6FWPqxZh6l8u1tOMuZ308G7lSmHoWm4mqOh+nqzyULtzM8o9VBs3QvEz6d2/B9q9OGuxtQc9WVNd6mDAim5FFHfj5gA58uPkwXp9MQa9WPL1oK1v3Vui2OJoPcbSimvXbj1MyMY+9h06F7TN9XA72eAuvvLubU1Vuat1+ruvfhi/3nWTGhFw2bj/GrUO7hB2TmhLHiVM19OvewtC/S5JIbUM1Rp2DuvM4eReA8XWh5KfG1Av1a8tP19KxrcPA2eqX1YKF7+2mqsbD2Ou76vqQn53BuGHdeOyVTVF1cM+hSj76/Chf7Kvgvtv6sWX3CcOxj7y0UW8Pk2/uSXKCmUmjemE2idwwoD2bdh3HJInsOniKI+UujlbUcHXPFiTEmbHHW3jzw/2G56l1+xnUtw1mk8jg3Lb065bOico6JFFg2tgcjp100T+rpc5XKurdkkH92rKtrAJ/QOauG7PD/GHNL1q0ai8d2zpY+J7KpJJEuOOGrLD28fzS7RyvrGFEUScDx+lCsO4ult9zqf1dMD6r9q00jtg/Vpfpvmuwn6qNubQBfa3br/+9mcNKXlbLiHaz3uPHnmDFHm9BEOGksw6PV0YUBK7t34bPdpcHMU/z2LTzOCOLOobx9cwmkaQ4E326ZYTp1fb9FbqOLPlwv4GffscNWSQmmFj/5bEQ39dEjbfRxgb3A6G8vUi8sGjv81L5zD9lpp7FLOrcvNBvJyAY7LIkwoiiTjz2yiaDvayt91LYuzVzFmzmwLdVTL65Zwjn3jg+Kwn67fX5w8by08epHEmpofDP53tOsPew07Ctc5tkBue2JT9EdyKNBf+xuow7R3Sn91XNefbNL1j8wT7KDquM1PRmCSz5cJ/hndS6/RT2boXHr7BgxS6eX7qDTbuOc13/tnz1rVM/99QxvWmebOXafm0bWP2ZJJiliIsmTb3n72ojl6PEmHrniakXjT+ghXOPG9aFNul2Ax9EWzHSuB+ZGYlMeXJNWC77b37Riz5dMvTKLN9WVNMmPQkFhZoQlsn0cTm89t4ePaw8Ejsk3RHH7MkFrPr0EEPz2iMKcOJ0bRjvQVspmjy6F5VV9WGrpXOKC/F4ZTZsP0rntim0TrdjlgQkScTrCyDLIAgwf7nKMlu95XAYC2jy6J4R2R7aKgSCAA3pkVfSav6lZoz8EBaFGk0h4nR59Gpt+dkZ3HVjD8xmEY8ngCCAs9qDgkK81YTFrFZAssdbqDxTT4rdSvnpWlo1T6S23kdSvAVfQFZTVOQAXp9C6cJGvf2v/+zHq+/uCtO/pWv2M31cDq46b5j+TR+XQ5zVRFKCtaH6rYBZNFYtihQ96/VdHB7IuUiMqRdj6l0u19KOu5z18WzkSmHqKZLEkfLqiIyY6eNyqK33066lnWMna1i8ah+Tb+mBJIhhqSeJ8Sac1R5sFhOuOh+bdx2nsHcrWqQmkBBnxueT9eiqvV+folNbB0dOuNhzqJLhhR0RBPD7FRTUSOnT1Wq1+1AGlM8v4/H5SbBZMJsEFAV8fkWvfrv/yGkeX/AZ6Q4juyuUGRj8nOeb8XWh5KfG1Av1a5viLAEGHy8pwWpgOIX6scGVRAGemjaQmjqvygWThDBeY352BrcN62bQ+wfH54Kg4PYEmLt4Gw67jftu68u/Pj3ETYM68/WxKr09aNym2ZMLmDVvgyGCI8VuVdMZlUa+UtdMB9PG5iAKYDFLiBK8sHQ7Q3LbGarfmiUpjFOtRbvePKgjI4s6hTEDo73HC9EOLgb/6VL7u5poz6oALy3bYeCIBTO+HXYb5adryWgWz+TS1WHn0SLjvj52hm7tU3WdPXjUSZxN5ZJr2VQt0xI5XeVm4Xtq1PN//Wc/ArI6wecPyFjMIvZ4NVJQQK18+21FjYEjNm9ZuF7Z4y0RmaWlxUXEWUV8nkDYd/VDmI2Nxts7G7nU7LCfMlMPole/PVu7PKe4kKoaL/fP/RhAbwP2eDOpyTbcvgCnztTrFWxTU+Kod6vjOJMkYLOacDcUTKs840ZBQRQEffw+fng21bUeXc/TUuJx1XqZs2Cz3j5apCZQeaaerXvLGVnUKWwuIRp/L5S9rulxRrMEyk/XYjFLPPT8Bn3/RtZj09Vrz+U9X4kSY+qdJ2mK/aHxDl6YMcSwj5azrqUFzJyYp4ZkJ1kN+2mOT2lxISXPrQdgXslQfH5Zd3C0681dvI2pY3oxe/4mnC43dR5fWBjqA+P7U+/xMahvW73DCw47Lzvi1O99065y7r5JDoNOVjjrOems5+lFW/Xj7r+9Lz6/wl1/+EDfT2MAjR7UOQrTrEdERdNy1jXjd2U2rytXvL4ALyzdrnMaTlW7qarx4GhwSBxJVmY+vz7suCd/XYSsKMxdrDq5+dkZ3Dq0KzMbJrM1R/zND8sMevvnv3/OrEkDqK5tLJShtZ2qGo+u95pUOOsRBYH/+svHzCsZojI+/OAL2icSwHvmxDwc8WYCATmmUzGJSUwuuQRkOSqDJiHOTG29X584A0iwWXTeqbbfu58c4LZh3XTnOLg/nzgyi6lPriHdoYKpJz/+IQBP//Ya4qwSw65uz7cV6oSD0+Vm2tgc/v35N1zbry1Ol1rZUTvfU69/rk/yvfz765E1x1cQmPT46rD7D2Z3hTIDo+0Xk8tHQv3a7+IsBft4pcWFEf3YF2cMMUycaRMtCTYzggBunx8bUth1huS2C/N3n3xtC4/eW8C8t7YyaVRPOrZOwueT2X3ISV52raE9TB+XQ1KChQUrdoal5GqTaf4GvpKWlhnsH8+YkMcZl9fAgNKeU2sTodyot9ce5IaCDgAGplq093gh2sGVyn/6PqI9q8ZQHj2osyGtVft2T/66iP95cSMv/34osyblh038Himv0XFIJc+t477b+lLy3HpmTszTJ/Sipe3++e9qIRZ/QCYtJY4Tp2p55R11wm/GhFze+mi/XkUcVPsfaWw0r2RIVB1xN6Qxhn7XgCCE2dhovL1zeZ8/Bd25HEXj5qnvPxDESjw7u3yqym3gy2ltIN0Rx6xJA3js5U0RF2i08f4LDw5mypNrKC0ujDje0xikoE66PXBnfzy+gB6QMXv+Jr0AUV52SxQUXnmnMXgDovP3vP4AMybk8sTCLTjsNsaP6G4odDNjQp6OAVPbhcp6lFDUCTpBOOuJ6Gjv+ccmMR/rO8S4itGYl605KunN4kiwmXnmd9dikSREQeDJXxfi9cmYJJGkBCs3D+pI/6wWpCarTI6HJ6lVvCLyF5JszJyYx+oth5FlBbfXH7ExtEm3M69kqB4ld/eonjrzTlYUfD4Zt9dvmB2vcKqsveDKNlpOvfZsoZXEmjcYgHc/OcC4YV2QRBFJgjlTC0mxWxFFAbGBuxMtPz/GZ7g4crYrbtpEmNPl5pqcVnRolYQoQkKcmTmvNk6O/eHegojfU6uuDOrqUWYLe9gA9MnXtjBpVE+DE1PhrKem3kvJc+t1B1xuCBRuis8QlTEhqlyR0EGA7sCf5/cbk5jEJCbnIpq9klCj3UJtXH52BoABFD1jglqx8WwmPJ5Zoi7waXZy+rgcTJLA41MLiLOaEASBZ9/8ImxQqvkB//78Gx65ZwAmSb2/6jovk0b30CNJhIZnCATkqPwlURRQUPsbhaY4qJH9gEsdKfJTl9DvGs2PS3fEE5Bl/vzba0hKsBi2Be97z6hsrBZJr+h548BOhomRGRPySLCZQAnXp+AibJpUOOuRZYUUu4WEOBM1Db7LuGFdDHw/bcG7tLgoStEBQBB0FuSQ3HZhPL4nFm7m/tv7UlXjM2SbRONKab8lUQh7F9/lD8f0/oeJJArcPKgjaSlxkfW1WRwvPzQUV50vbOLXapF46e2dlB1xcvh4FaXFRSioTDxt8mTSqJ4RWeXaZEac1azzwIJt6xMLVd/3m/IafTLbYpb432kDibeZEUWBU1X1vPPxASQpOofcL0eesJBE4ZxtbMT3F9O/y0KifYeztctaRNx9t/U1FCGcOTEPs0mMaE8dSY2cR+2Ta6zRoXntkUQIyPDh5q9JSrBSWlyIrCg6HzVY57XFweDFkZIJedR5fHpGYTR9tZpMLFyxm1mTVB/kf0LGkU8s3GzIhAQBxSRS6/XzyEufRgzk+KmL+N27/HRFm/woeW49k0tXM2/Zdkom5pGfncGdw7uzesthaup8zF++g+oaLw/P28Cf3vgcf0Dh2Te/oOS59by2chc3FHQgNTmO45U1/On/fU51jZdXV+xk2tgc0h1xALoz//TftzJ/+Q7GDevGgW+d2OPN+j6apDviCAQU/vTG58xfvoOx13el0lnP/OU7KHluPbX1fp5etLXJ6jRag1y95TDTxubw6c5jzLrnasaP6K6f5/ml2znprGf1lsPcOLATmRl2rGaBqhovf1m8leI/ruHhFzdwutrNrHuu1s8V/EwauDImF1ZCdbXkufU463xIUngT9wNzFmzmdFU9WR3TeOj59Rz4tlqf0ANVT155dyclE/LCvmdNvYe2GYncOVzVFWeUCrXJiRbD37QOSNs+d/E2HS6clGjhvtv6Gq6l6WfJxDwsUuRnPOPy4rDbwq4dOMeU+5jEJCYxOZ8SbK++2FdOst3C9HHG/nHSqJ5hdveJhVsINNjFYIk24dEqLZHmKTamjumFzSqxuIGvWFXjiTgJOGbwVVQ462meYuO6/m155KWNTC5dzf+8uAGvL8D8ZTuZPX8jNXU+Xnx7u96PmEDPNNDuf/o4NbJP628skkBGs/iw53woih9wLv1WTC6MhH7X1VsOM2NCruH7lUzMY96y7fzpja0oKJSfruOlZTs4VeXm0XsLmDUpn66ZDu4ZlU1WxzQeePYTnl+6nQkjsiNOnB34tlr3p4Ovk5Rgjejvuuq8jL2+K15fgDkLNrN41T5apCZEbA8eXyDiOY6edDXo2DrGDetGerO4sOMddhtWs0n3gTVffM+hSsO7WL3lsP5b83EjvcfQ59P2jen9D5c4q8Q1fdsyf/mOsHHHw5PyKT9Vz5Fyl25fu2Y6mDSqJyZJJNGm+qY3D+pIVsc0Sp5bx1Ovq9F32gREUxGrkQD/wbY1vVmc7h+/8s4ujp6s4Y+vf6aPmQDGj8gi3iKG6UjJxDxWrDsQVS9McE42NpLE9O/ykKa+Q6g9sZqFiLri8/kpO+Jk9ZYjPHpvAX+afg1/mFJAQJGpPFMf0RYmxlnIz86gZGIeH27+GoCTzlquacjsm/LkGmbP38g1fdvyxb5ySp5bj9cX4M9//zxM52++NrxQZ+nCzXh9Ae4c3p387AySEi1hvkPJxDzO1HjYtKucZ5ZsQ1YiZ0I6kqyMH9Gd55duZ3Lph5T8bR1Ol0cf92mBHP4L8oWuPInNtzQh2uSHpmja6t/k0b0oeW6dvpITvKIzaVRPPXy0a6aDGwd24vcvNLI9Hhjfn6R4C6MHdUZWFH5zax8S48xYzCYkSeCOG7ohigJeX4Bu7VNZse4AD47P5cnXthhmx19dsZMxg6/SQ82njOnFzLvyWPSvvWS2sHPfbX11Byl0drxZso1H7hmA2SQyJLedno77v9Oa6fcOamN5etFW/flKf1WExyfzeMgg5M9//5zfjuvL5NG9QIDS4iJkuYG/Q2z152JIqK42FbGmhXX3uipd5z9qDkwwj8FV5yM1xaZzDPwBhbc+2s/2ryp5dHIBDzcwa6KtICUnNuqfZsTr3D5DOHVGs3genVxAncdHerN4SouLGm9UUJg8upeBMRHpGbVU9OBrx6JDYxKTmFxKCbbJ3dqnMfuljTjsNj2i3u1VU24jObKSJOppKZr9jNafS5KAPcFKQryFqhoPN197Fa+t3GVISws+t7aoZ0+wUNpwfm3b3MWNkfzBUf1a6qIj3kxpcSEBGY6edOkr8TQ8a2lxIQlmifjmCXrVOpMoRK1+ey79VqjEIk3OjwQM31VBFAUWryrT9TTdEc+8ZdvZtKucmRPzqK7x8v7Gr7lxYCfe+mg/Q3LbkZxo4f7b+2Kzmvjd3I+pcKrImaoaT1QdPOPyUu/289iUQhQUBAR8fn+YvztzYh7JdgsPPqumSGrn1gasoe3hVFU9D4zvj6vWq3OkkhItzHtrp3790gWbKS0uCjt+3LAuYfqo7XtDQQe9EvDk0T25+6YeYXoX/B61fYN/a/tG82ViGQZnL/UeWedBn3F5mTSqJ8mJFpol2TjprOcvi7fq+hKpAq7GWVy+9itDllNyopWZd+XhrHZH1C+310/LtMQmbWuCrTHrJXhMqO2nIZTKhsosAAAgAElEQVTirSaSEs08PrUQpSESasW6A7y99qC+b6heBALyWdnYpuzjD7G7MTl/0tR3MAFJ8RYem1KAKAqYJJHnl36p66qrzsfiVXuZPLoX6Y448rJb8vCLG5g0qif+QACrRSIjVY2aC2abz5iQi8fnZ/LoXnxbUc3QvPb87Or2mE2SHoWn3Uvpgs3MmjQA2BU1SEgSI/swNouJpxdtZdakATyzZBtZHRyUFhfh86sZVyvXH6R7hzTSHXGUHXFGtefN7Law+wr2U7S/xfAeqlwW72Dw4MFYLBasVjUk9He/+x0DBw7kiy++4OGHH8bj8dC6dWueeuopUlNTL9p9RWLoafy54ImQ4BWd4P+PGWycwXbYbXi8AX7/mnGSz+0N6M61tvr9yju7dPaNzSIaGrI2CTd6UGf9nkYPqqN1eiK3Deump0LmZ2eEDQweHJ/Ln9/YStkRJ6XFhQZ2iM8vR+2oKpz1+AMyIpEbsCCg57sDSACB8NLSMbkwEo33GMnQaWHdStDKiKvOR352hiFVJj87g+aOON1x0iaUvymvoaq20VlfumY/08bmGBym+27ri9cfUKNHGhzrgCzzzscHuHN4d15fuQeny83Xx126DmrcvFDAbDTGhPaMrdISDZOH0cqaxyQmMYnJRRMBvd82mwR9MiK4z53/0NDIKa0C2BMshn5/6Zp9YXZWi5Rzutx6AS3Nb5AVJeqgdNrYHJyu6BMuwf8P7kc0/hKCYFhI0fYPyAqCokBATQMRoUk/4Fz6rWD5LpZqTM5NgrlaCgLbv6rUmWDzSoboC9r/n713D4yivPf/XzOz11wICyGICMhNLgE0YBYhUVpAWu8o/ZWoraQVUFIrta1C0FPQo0Rre3qzoEh7EI8VT7/UO+ccFNQCKqBYuYgREUEBCYEFNpfN7s7M74/JTGZ2Z3MBQhKY9z+E3bnu834+z+d5ns/n/dG5MSG/D6+u252UWjuvOEgg02fxK+w4qKgqP7x6CL9fscXC5eWv76RzpoeHZmoT2S8PniAz3UMspiRtIP7X/3ya1B/0dLAJ+b0tKZf33DzS8r66P5t4fqroP8O3lVVicrLOmd3v2NixJ8v7cx3mhSqUhvmKWUvvyTnjEerlC3S+JM7FdDv8i1tHcnneBZY50n23XYrPLZHmczF3WtCSYjvvR0E6Z3iNaFA72zp3mhaBZDcn1KEvesRkFa8A8fo9aFlRjAU987GJvJBlpVEb26TWtMO/doFU7YAAoerk9rPT+7z9esXQRa8IaRH4brdENCZT+ucNBDK1KP4eXdMRRYG/vLKdjTsOGfZSLwCUSt9RD95MZcvdLsn283BNjIpQLSeq6wAYNeQ829Rd/Rn+638+ZXZRnkVTb15xEITUtQzM93MCOTS0m/77xz/+kYsuusj4v6qq3HvvvZSVlXHppZeyaNEifvOb31BWVnbGnslOQ0bXwNFJa/5XH0R0vQ69kwFGla2q2qiRI16+L0S4Opqke5e4Wz5/+hhLxbEp4weyZvNeI9c9Eo3j90lJRTV0R2zBjDEIgla1LhqLG+dHotaAVbu899G53emc6eWxuwqRZRWvz2W8n1lzJBKNI4kiccW+6mhjFUpbWp3YQTJS6R3ZGTo9rFsQGs5ZuXYXP7t5pFExblDvALddnUskGmf+9DFEY3EOH4vw6rrdTBk/MEmY9dlVO5k1ZQTdu6TzdUUViqqmFGjVdaCyMrwI9c+yZvNefF6JWEzlYGU1kiQlVSdK9Y5uSbTdDXfgwIGDtoAkiYSqY4ZW3vzpo41xM9DJS1a6F0EEVYWHZo7lP1/bzrFw1KgkB/D1oXBStbtwTZT508fgdgnsP1xliZRL9Bt++v1LkhYt5hUHqYvF+esrn2iawCmccfPfOQE/LkmEeGpbrFetA62aanNtsCQKFn/C4xFJ93rqr5M8BuhwIk1aDx5J4OE7xxIK13G8KorLJZq46+NgZRVZGR5bTbqFyzbxs6KRhuD6yrW7+Lfpo5EEEVEAURIRgLis8M2RamMBMNHv3XPgBAtLClmzeS/9e47A7RaZP300GWkeHpw5lmWvaRPTV9ft5uE7xwKw/3AVz67ayZTxA5O09vSIEb1I15rNexFFgXSfi/nTxyCJcPBIdcpokQbfVsTrFqgzVZlujOvN1ctquM/pmZiejVGsiQtVi+4bn2KRQSS7s5/H7iokGpO577ZLkWX7hYHOmT7+7Umrjle4Osqvl39g+MF6BGBmmoc0nwtZVjkejlj6yJrNe5l65WBi8Tgul4BXcFvmhKkWAF2ioA0C+jum0Fo365Y21Y5a2wuWYgb6oqduH3U9wkT9tDO5MKJztCJUAy0YMzo6EnX6R+d2t2iA5gT8oNprhdtnJWlRv/9+xxhG53YnI81DPK7UFz30GUVUcgJ+fnHrSCbk92HyuAGEa2LGfG7hsk0IgjYWX1vYz9D/P14VQRS1Vb2Va3cxuyiPV/6524jO7pzhRZKEpMVvXV9S9yHsFtX17D9QKSsppKYuTmaam8fvvoK6aNxYJ4jLqTcn9b/nFQfxSAJRxJO2eY3ZzI5kT9vNol4itm3bhtfr5dJLLwWgqKiICRMmnNFFPX3xw7xafvv1w/jLK5oe3qvrdlv+/eMLH7Fpx0GmXjnIEEvNCfiNKkp2VWgb073T/47LsnFN/Xw9F/7Fd75gdG53iiYNpvJYbdK1tMjCYYiiwNMvbTNW6OdOC5Lub1hhzwn46ZmTQWlx0IjMGp3bnalXDmL+kobnvv9HQW67ZigPmkQq507LJyPNbaRoJO4K2e0amaMKHvjxaLJ8rnbbSToC7LiaKmJNT7eR6sWsFy7bRPm+EDWRmOHI2PFV11ZM97lY8Ua5JQo0FI4QyPTxxkaNk4/dVZiS1xWhWs7rkk5NNMZT/9hOKBxhXnGQcE3MwqvS4iDZmR5jUpfqHfW0A6d6lwMHDtoDEhedNnx8wBjD7aq8lU4L4naLPLRUs3+P3VXIitWfJaUiXnd5f5av2sG0a3JtI+XMfoPHLfHXV3Ywa8oIzuuaTuhEHaIkoEYFQuEIm3YcTIrknzstn1Ub9hg2/9V1u5ldlEdtNE4nn8vWFtu9T3Oj5jySQNGkwZQt28SIAdlcXdDXkHWwGwN0OJEmrQNJEjlSHw1i5/MFMn3MvGmYsfBq1wZds3zGRHVo3wDxuMq/L3vPlie6H6zLcZj5e+R4LUWTBvPpl0fokuW3RN7NnZbPzMnDOXS0lt8+t4Ur8s5naL9sQuFIysgoc5Gu0uIgn+09yuPPbSEn4Gf+jMvo0snH3/4vOfpP1xPcuOOQ4WuXNSNCtLFoKWi+v3YybXg2RrEm2tR/vLUryX4tmHEZ4YR3v+fmkXTp5LNdGIBkDpvnZOYIwLKSAqojMd79eD/jRvayyCrNuS2fdR99xRUjeyHLKs+t3mHwSF8MMfN+dlEenTO9ZPo97K+sMp5X1zkrS5gr6dHYTbWjXdub+5huH71u0dBPM/Pc6xaJngGOnK0cbQp2711aHASwzJ0VxT5rLjErqbQ4iChp32emu5l65SBDUimx7QOZPtwuF0tf3mL5vnvXNAA+23uUmycNTpqn10Y1yaRQOEK3gN/2mLc++IqfFY2ka5aPA5VVRiaW7k9cObqP7ftEYzK/f/4jQuEIpcVB3JJApwwfR49WE6qJGv5FYv/5+S2j6Bbw8XTpRERR8yMSx62W8KkpW92RuCotWLBgQVs/xDPPPMPbb7/N3/72Nz777DNGjhzJzp07+frrr7nuuusA8Pv9LF68mJtvvhmfz9fEFRtQWxs1b4Q0C+npXmpqoqiqSprXxfj83lxb2Jcrg71BhcX/2Mb+iiquKexH5wwPIwefRyDTw7i8Xlw8sBsP1jvmFUdrmHnjcIb27cKf//6xQerqSJztuyv5wVVDUFWVnXuOUh1piJrLCfi5uqAvIwZ0IxqLc9nwHlSEatj99XGOHI9QHYnzUXkF37msL+v+tZ+S711MdW2M7M5pbNrxTdK1Lr/kAn711Lt8tu+Ycf+Pyiu4eEAON4zrz/WX9+Nbo3rhEkUQFIZc2JXvXnYhwdwePPKfGy3PveXTCob27cKqd7+0XGvEgG4sX7Wz4bjyCsbn90ZQVRRRMCrVJL7//76/lw8/PWQc25Gg8yTxs9OFprhrvr8dV9PdUkqjo6oqclwhLc3DgF6d+e5lF5KZ7mHzJ9/wg6uGsHhlMl+/N/4iFq/8mInBPvTp0Ymtuw7zw6uGcv3lfRk3sheCCP17BrimoA+d0r28v/1gEheH9c+mfO9RBvQK8KcX/mVwYEu5Pa++fWkDL1r6ju0NdnxpT2ht7p6u909P9/J8fTGA5uKW7wxu8Tln+ry2eMb2zMfmQOfUmbC7LeGvDKx44zPj/0WTBhsLBXfcOCLJvn6UYP+CQ8/j3a0HCFdHKfneJVyR15Pcftn873t7uP6K/tREYuz44oitfV33r/3kBPxcW9iPwot7kp7mRlVh1YY9/H3NLq69vB/fHtmLEQO7sXzVJ3xv/EVcPfZChvXP5tV1u/nBVUO44pILcLkERg7qzpIXt/G/732Z0haPvfh8S7GPxPG/8d+pwTf4xa2XJvkbiWOADkESbceXK4On7kecaTt9urmbluY56ee389XMPt+R4xH2HgiTNzibTmkeNtr4m4MvDDD+Um2MHtynKwuefi8l73U/UOesmb+5/bL54wsfMXncQB5dvjmJF8P7d2Pe4g3kXdSNq8b0RRQFJgZ70ynDw3tbk7mR20+7tn7+9ycO4tV1X1AdifPBJ4e47vK+jByUQ2a6m4n5fbiusB9XBvvwzOs7jEiaxMIfjXHd9resP1aVlVbzZRq776n0jbb2dxNt6hcHTiDLCj8rGln/G/ZBlARjYxi0d9/2eSUT8ntzyUU5bP38MNWRuLEQF66OsW13pYUrhRefbzsnyxvUjeraOJdclMPDf7XaqX99VkHJlEtwSQKiIPDF/uOs+9cBfnDVEMYM70HXLD+XDunO98ZfxMRgb9K8bla//yV9zs8y+gfA/sPVHAtHmPPDfK4t7MegPgGe+99yyveFmtWOjc21yvceNexjXBUs99X7xLdGnZl5WGtxtCVoC3/X7r0/Kq+ob+8GO6AKgu34lj+0OxODfbj+8r5ckdeLtz7Yx4BeXbj+in54Pa4k7pvt613/38X83hTBrH9/ZX4fxgzvQfeuGUm83r67kmH9unLt5X359qheKAocPmZdi9i+u5LrLu/PgqXvczhUw9gRPRnSt4vhT0y7ZijpPrft+wy5sAuD+nThf9/fq/FvZC/S/W4icRlZgfGX9iKY24Mtnx7iO5f14dbvDNFsfLobSQEUBUFVLX6E/uwt4VNjfFSgzbmaiMa42y42NZ977jl69OhBNBrlkUce4aGHHuLKK688Ldfu2jXjpM7r1i0TRVE5Xl0HcQWfVyIr3cvx6jpyAn7LDo6eVrhw2SaWlE607PI8u2ons4vybFepszI8ZPjdSaWoZxfl8bu/bTFWulesLmfr55W2u5qDegfwe938YcVHtivad0/NIxqLp7i/mxPVUcuuUGlxkA0fH+DNzV9RVlJge57P40r6TEjIeakI1YIg0K1bJhWhmiajEfVjOxpa85mbw91TvX/F0Roj4mNQ7wBzpwWJxeVGo+xcLpG3PkguYz6vOEhmusjxqjjLV2211bvRo1qfXbUziQN2vJJVlR4dkBep0BE5fjJIxd1z5f07Cs6G9jjd79CY3W3uvUJhq8h6Kt1dHYn2z6xTCvC98Vpq67WF/fB5Jf77DXt9veWvaykv9/3wUqJxOSmiHqAyVEvpog2GVpo59Qdg8rgBlC7S0ifLSgqM9N5UtjjV+N6cMd18birBbbv7KorKAz8ebUxCcgJ+HvjxaLI7pyGKp56A21H7hc7dk33+VG1p5mb5vhA/+49/suxXk5KizfSx/Re3jmT/4Sp6dstokvd6cQFzlKj+d0WoFkkSbM9zu0Um5vfi6oK+Fq2mudOCPHD7aEP+w/xc5vNV04RMi/KEnC7plvscrKy29I9U72DH9VPpF6eC1rxvW/q7iTYVYOvnlQRzj1v09Oze/cjxWpa99gmP/qSQaFzhYGUVogDPvP5J0vyrU4bHNlrO65F4+sXt3HPLSNt7VB6vZc4T6y38NUf5lS7aYPyr46qxfZOutXHHIWbeCJJkr1vaWDumavusDI/FPh6srG62rW0NtFXfaC00199N/d7QIzvDWHOQFJX7fxQ0ilLqc/MnV241xmMdwdwe/O75LTx0x9hG7ev5KYq7yKpK6aIN/Hb2FbbfZ6R5CJ2I2qbXJkZYa/r+AywcnzxuAC+983nKsaL42qENz6KoxOMKR47XWfqf3p9u/s5gcgJpSb/zqfKpsfONv0/y2mca7WJRr0ePHgB4PB5uueUWZs2axW233caBAweMY44ePYogCHTu3LlF1z5ypKpZmm3mnGmf14WISk2dbNFMuHnSYLpmeixpJ0WTLqJXd61hn5o7IUkro3xfiENHq21Dv7t08nGipo5lr33C9BuG0ysng2+OVlt0cvQ03jc3f2Xo652orqvX0XMZOn0//f4liKJAmtfFghljcEki+w+HDY0Ru/t73C4eXLrB+LwipFW7WTBjDG9u/qpRLQgzUn2GqmoFDyR7nQizdo9xbAdCYkEH/bPThaa4a3f/5sLrdxOJKahY9Qoy/G4k0ZOyvXICfiRBoODi8231dMpKCo10CHNFsuwsP+HaqKXaciIH7DgkCYLxjh1J18AOp9JeZwKtzd3T9f7tcSDtqGjPfGwOdE6dCbvbXP5KkogqCRYn1qxX29S4qlcg93tdRlXEB0y6T7p+XU6XNB6ZVcDRExGi9dWEiq8dSiQaJ7uzn/v+tM5inx99ZjMLZozh64oqQ4unqXHZ/LfZFltf2P46iWO6nf3WjzUWVWyuIwkCR49WJ52b5XMlaakeOVLVZPs0hTNtp083d7t2zWjx8+tto2LfBqqqpYuadZTjskLnTK9RDEsv4hYKR5BEkZ7dMiwcS8X7QCetIvQLb5Tzo+uGEcztwQtvlDMhvw9bP680fOpApo8p4wcalaO7ZHq58VsDjY1F0Hm+iX+/Y6zhB0uiwJKXrJPhnIAfwbQTncoHlSSrCHyqd7D1X5vZL047Wum+be3vSpKYtDDwyx+MonOGjyfnjEdWQEyhVRiuiREKR1BV+M9XtzMhvw9+n5tQOIKiqhYOL/nHdjpnenhw5hhQwe0WcUkiZcs2U74vlFIP8XiVFpWl29r507V5VE7AT3ZnPzeO60e4JmbY96wMD5KUSlONJN9c/05VVSqOVtv7vynaPjvLjwvVsI+JvNaPS2njTzfaqm+Y0Cb+bsr3hm8qqxAlgUNHtCAZUYRHZhWAqmkgqoJKKByxXE7ndkWoloOVVSnt6/zpYzhy3L6asyQK/OWBiaDa8zrd57ZEdVaEND08PZAplc9g/v/GHYe46dsDbMeKQCefoasuiZo0SJkpzd7su6Tkx6nyqZHz9b/bkquJaIy74hl8DlvU1NQQDms/jKqqrFq1iiFDhjBs2DAikQgffPABACtWrOCqq65qlWfQ86lLF21gZtkafvmHf3L4eB1/eWU7c55Yz9KXt3Hd5f15fvWnRGWVrpkeHr2rkFlTRvC/733JN0dqmLdoA3c8uoYlL22ltDioNTpa4+d0SWNewmd3T81j6cvbiEY1o7xw2SaOVdXx4NKNFucjMZpJ1wVZvHIrqLB81Q7mPLGeP/33vwB48h/bWPD0e9REYnTvkkYoHDE0Hcz3n12UZ6l+ar6fS9I6t91584qDdO+SZvnsfpvPdH0QaNDfSbz/yrW7jB32drG6fI7A63dTcSxC6Z/X8/izHzK7KI/Rud354dVDeODJDTy/+lPmTstP4uuazXu5e2oer63fnXrXx6Yi2Zwn1hOTFRQFlr68zVjQM3Pg/h8FyUngUGlxEE+9XkRiHy1dtIFQTQxJanMT5sCBAwdAg52670/rWbxyK7OmjOCpuRPod34W99ePgXbj6s9vGUVmuseww0tf3sYv/vBP7l+8IUk/The+Dp2IEJcV5jyxnn976j3uX/wupYs28ODSjURj9tHWLklgzea9zCsO4vOISb6K2Sab/zbb4kTYje/m8d/8uyTab0/94mdOwM+Lb+9KGnc0nSfB9lwAQdaqkgqy0qE2eNoTzG2j+wPmNphzWz5ZmR6WvryN0kUbWPryNqZeOYgVq8vZ8PF+Omf6+N3zW1i4bJOh+1UXj/PlwTBfV5wwOGbH+7unalkpC5dtYuOOQ4RORIy/u2b5KC0OogoqpdPyue2aIcYzLF65lXBNDFeKKD5BgAVPv8fMsjf59MsjFE0anMSrTTsOWv7vkZIjPD0Slj6yZvPepD6TyHUdzekXrYG2um9rQ5YVsrO8PHznWB67q5C50/JJ97t54MkN3PnYWpav2gECSe2j+66lxUGqaqNs3HGIhcs28bu/beHuqXm4JJEHl26kdNEGQ196445DHAvXMevXa5EVFZWGBZVINM49N49MusfKtbuMZ60IaVVDcwKapt/Sl7dxxchexGJxw77PeWI9pX9eT9GkwZYCjLqGo11f1PX1Uvm/qdtetdjHRF43ZeNPN85WjjYFu/fW2/s3z23hmyM1/H7FFi1y7rktVIRq8LhFkGX89RroqXi3YvVntvPs3/1tC1W1UZ55/RPunmrl09xpQZa8uJXjVTHq4jHb8z1usdEIwEQ/Yc3mvabr5xt29q+vfELnDOtYoT/f0pe3UTRpMD6PSDxFURuXJKTkx6nyqbHzOxpXBVVto6Tgenz11Vf89Kc/RZZlFEWhf//+PPDAA+Tk5LBlyxbmz59PXV0dPXv25PHHHyc7O7tF129OpJ4qiZQu2pC0EquvRJv/f2GPTCRRYN+hMItXbmX6DcOTKtSNzu3OjMnDtbLrKlRFomSme5AQqTxey/GqqFGRyHyf+dNHWyrhJj5Hqmey+39OwM+jPylEBWRZxeMWURQVWVERBHBLIjFZYZ7Ney8sKQC0qrRet1ZNJi5rlb88Eiiyarvj3lgUVWPVb7M7p52WHfYzjbbeuTzZiAJVkox0FdAiP2YX5Vl2Yybm9+Kmbw/E5RKRBIFwbZSKo7UGb5+aO4F/e+rdJO6UlRRarq1/vmDGGDxukbqoQiQaJ5DpRRQbOOACREkgKmtpXpIgWCofpuqjZSUFCB1kMudE6p2+SL3rfvFyi8559bc3tPicM31eWzxje+Zjc9DeIvUas1MuIAYoCiCAgLYRvP9wmBWrNa2ou6fmWSKPgJR+wYMzxyAgGIUlzN89MqvAEMy2PMdPCkHVxNLjwGvrvzAqIIJATV2MDL9H04YSBaJxJckWJ0KSRGQE4oqCKAq4JAFBtk4im/pdGrIktArostLgb0Rl9Yza/nMtUi+xbfRIUL2S/YU9OvHAk6n94xk35HLZsPORVRVUlb+8st0Qfb97ah6yLHNBTidkRcHlEpFlLcXqm6PVrFj9mbGJnei/PjKrgKUvb2Pm5BHEZcXe3/hJIaV/tvc3Sn691vjs3ltHMvjCrgavvq44QV1MtUQezpw83JZPbo+k+SWnsfpta6M17tvW/i5Yfdc/3zveYivnFQdZ+vI27v3hpVTVRMlI85DmdRONxTlWVUdGmodIXZw//fe/GvV9oYGLS1/exsKSAqpqY3hckmbbBIGlL28zqoR63ZJRSMV8/sKSAr46FMbjlrh/8buN+sdlJYUGv8zX0vtiz26Zxjhh7i92NrC5bZ/I68ZsfGtAf04EwRiTzuTGTFv5u4nVb/X21vmbPB8vRJRlVEkkXBvF43LhkgT2H65K4sPcafl43S7LeO73uFBUeHDpe0nRzmZuLpgxhmde35FU/TYr3WfrYzx0x1gO1y86BjK1iL/X1u9mSN9si12dkN/HsOmzi/Koro1zQU4Gh2zsf1lJAYIgMNfGppeVFCLIqfl5qjavI1W/bYy7bb7Y2KtXL1566SXb70aOHMmrr77a6s+QqpKaHiGn/z8rw4MkCprzWV8hyU5jY+OOQ/zo2lx+9/xHzJoygsee+cBIQ5zzxHrb++QE/OQE0pLCy806OXa6IInPaK2aq+1iuwClPiJQ34ipU1T++83PkrQjdA2/70+8CJeqItefp1UWlanP8kEwPmuoNmr3mfEby4rpexlFbjj2dGjgOGg+5ITKSuX7QhyvqrN89ubmr3hz81csnjOeUHU0ibd/X2PPHbdHpHRakLJnrJ/HFYU/PPuRYcCXlE7AFVctfJFljUM96gfDmIlETrVDBw4ctHc0ZqcEVUWQRBRF4c7HtAWHJaUTLLpJJ6rrks5fsfqzJJt699Q8fv+8prdnp1369odfJVWGLC0O4nUJRCOyZm8FgRff+YIX3/nCcr8lpRMgrqBgb4vNaKpqXLN/FzR/IB6JW/yEmKw9p2P7Ww+pIkHLSgpYuGxTSp0y3dd8+uUdXDb8fFCsaeLmNC25fiX7x//+BoN6B5hx4zA8bsmIfrLzdatqtKiqGZNVEOx1jSSRJD+ktDjIP97aZTn28ee2aD6HqhJXFOY/bdUqA7j9+mG2fIpFZQsno3Ljvq7lt7X4vY0fezrRVvdtbZh910QNTn0uFo8rSVp0oOnaiaJg0R0PhSPURmNJttKs/wyw+P9p6dtlJQUse+0Tfnj1EMPm3jiuH0WTBrPnwImkeZSuTQ7JmSw69M91bpoXB/W+mDhONJyXbAOb2/aJvE5l41sL+nPqi19nC0ebgrl9zO2duJagp2krioIgiUiSgKJoBU70SuJm+1laHERWFIvO+d1T8+iUrlUq19cW9AW2u6dq9hY0LokCthq7v//5OFsf43d/22KZz8mKautPTB43wHI/vR+l4nO3zn5bm+6RaJSjp2rzGju/I9lTxyeClBoJifoHXbN8eCSBKBgaOSk1NhAomnQRgSwv/37HWColk7gAACAASURBVAQBDh2tsT22SycfZT8pRFZUZFXlkVkFnKiOUhPRUkyKrx1Klywff31le5IuiF3+uv63JAog2+98SaLA1s8ruX5cfxbMGIMogKzAi2/vYuvnldw8aVDKcx10HNjtxqlyskaAWfNJR07Az4nqKF06+ZK+2/p5JbdcNZiF9ZpGiqKycu0uvjdhIFmdPCwsKUCp34kK19bx5//+2LIj0xg37ZCqj7b0Og4cOHBwumFEHSgq86ePTtqB1u2UC1BdDfotgmC1a3b+RCgcISvTwy9uHUXnTC9HjkVQUSm+dijhmhgf7vyGspJCIwtA1yyticQoKykkJivIssqbm75k3MheZHf2URdVQFFYOKsAFRVREIyddUkUkBCIowlII4kpd6bjYCzogVlbtQDzVt2p2G/H9rcuGvN/gZRah/r3o3O7g6oVL5l+w3Ajmh9Mm+GSiCwr5AS0InNPv7id264ZUu8bC1Qeq7Vw+tV1u7nt6lxG53ZHVVM/oyxDINNTH+mkRVG43SJbP6+0vOPo3O5Ioki83g+y0zE7WT61tyiOsxlmjcZEXuq2M9WcLFwTIzPNbWiY69FES/6xnTtvGs786WOIROP4PC6isTgT8vvw6rrd/Pj6YfzgqsF43CKZaV6mjB/I3oPHjei6uKyyc08lj8xq0PeMxuIEc3sQrokmzMnstbvM3Ez1/cnYQIeb7Rtmu2bm7aDeAX549RD2HjxO3/M7aVl/CKz76CuDu3FZ4Re3jqRTmhePW0KSBBav/NjC7VfX7Tb0Sr8/cRA/KxpJ184+DhyuMvwEqOdSCl05tySRkUY9vxUOVlYnnysKgL2Nzu7sZ/70MSxftcM4J1UflUQBl0sk27DpbRNF2pEhLViwYEFbP0Rroqky6QAuUSA/twdbyiuMcudzp+Xz4c5v+O7Yvixe+TEv//ML3t9+kEuHnkemz4Xf7yaYe1698zGU7fVl0fVV5bis8NI7nzOgV4DDoRrS/W46pXuZGOxNwcXnExx6HtFYnFk3XYzHI1JdE+PBpe/z/9Z+zsbtBxk1uDv/9T+f8t9rdiEAF/XuzIU9siz3mVcc5JV1u9l/uNrY6VyxuhxJFCgtDtIpzY0ctzfgLlGg4JKe1MVkqmpiPPrMZv6+ZhdVtTHuLw6S5pY4U5nZdqW/OwLsnru1y6Q3dX8z3B6JynCUBU+/x4o3PuP97QcZNfQ8/F6JoX27Wrg0Pr8X4/IuYEt5BWOG9+CXP7iUicHepPvdbNpxkO9cdqHl+LnT8nnmtU9YvHIbm3Z8w4gB3di2u5K8i7rzm//6kNc37GFY/2w6Z3qI1Cm8sWmvhbfpjfDL7r3s+mhT12lvaO88b23unq73T0/38vzq8hadc8t3Brf4nDN9Xls8Y3vmY3Ogc+pM2N1U/NWj1RY8/T4r3viMnXuOcsdNw9lfUYUkChY7paoq6X4XBZf0pPCSnsRlhe+OvZCRg3L47mUX4vdKfGtULz4y2bm7p+bxt//7lIG9A3jrRY9++9yHvLLuC8r3HuUHVw1lf8UJMtI8/PGFj9h3KExOwM8PrhrKGxu/5DfPbWHVu3v4dG+IUDhC/56djTFh2+5KLhvWg2de38m7Ww8wa8rFdEpzc7QqyoKn3+f51eW8v/0g+bk9SPO6kmytDKx44zPLZ9WRONcW9rUINp+K/T7Ttv9M2+nTzd20NE+Lnt/u9y0tDvJqvW+Z2zfA1QX9LJzUfc0BF2RRNGkwC55+jxfe3EX53qPMvFHjvi7Mfk1BXw4cDvM/737Jj67L5aPyCvYdCrN9dyWXDe/BkWM19MhOx+eW8LhdbNpxgG+N6s3f15RTNGkw//qsgl37jjH1ykGWZygtDvJR+SF+teR93t9+kNHDepDpkxAFGDnkPOPY0bndjWfU/aBZUy7mWDhi+M4ny6fEvt9YX+noaGt/F8DrlYy29bhECyeisTizplzMq+t2c/v1w9i667DR/j+/eRSiJJCZ5qF871FWvPEZazZ/xbp/7UcSBYYPyObjXYfpmZPJw3/dyD/e3k353qNMu2YoT67cxjsffU0w9zyWvLiNd7ce4KZvD+SZ13fw1gdf0/f8TvTt2Zm6mBbC+aun3uPvaz6nfO9R7rxpBG9/+BVVtZpeWVa6m0sHd0+aay5f9QlP/mMbh45WM2vKxRaezysOkumTuHToeS2ygR2Fm23lF7cHf9dse+OyYtjHH1w1hAOHwwztl82DSxva79bvDuHVdbt5ZtVOdnxxhPyh55GV4eHxZz/kkou60adHFotXfkz53hAXD8ym8JKeSJLA/7y7l+NVEQb0CvDsqk8Y0rcr72z52uJj/HPLV9z63SFJvsff15TT9/wsVqz+lFFDupPh9zC0bxdjDeMn37uYNLeWmj5q6HmW8+dOy+eltz9n8yffUDRpsPFddpaXH1w1NMmeZ/pc+HxuwuEIgqoiAoKqojibdxY0xt0219RrbbS8+q2mcbPh4wNJlbXAlPeNwFMvbWVCfh/Oy06rz1vX9OIkSeC+P61jdpEWuq2HeptTDELhCHOn5dOlk5cDhzVxzFSaJbp2RGI+fN/zs5BlTSdP3+k077jPnDyi0Rx0JIm5i9bbXLcTyhlcFW/vWmOp0NYaI039bonaedCgTbCknrtm7YObvj0Al0tEFMSktNoPdx6iT48ssjI8dOnkY+nL25J2uh+cOZZlr223aCjoOzS3Xz8MAQFRpMndwuZpUXS8Xcf2znNHU69tz3M09VqO9qCpl0ovbmF9tFqiNktiumppcZAVqz81dMgWzLgMn8fF4WPJ+rupNMTKSgoJ19bhdbsQ0PwYQVQpeewty7Om0u0xa5ml1n1K1m9qidbpqdjvM2n7zzVNPUj+fT2SQLTet9R1n3R/IS4rFh0lO67oemTzioNEY3Hue2KDUeHQ7HccDlUztF92UqrVB598w3P/V25cC2DnnkpD/1FW4M1NXzKkb7ZFU7qspBBQWfLSNuM+ndK9Kfz4QkPY8mT5dDZo/TYXbe3vgvZ7623b+7xMo5KtziedI263CKqKJAmEq632du60IC+80WBvf37LKLp08iGK8HT9tVNpfpntpFZsEEtaoj6/M5/z0B1jOVhZRZrPRXaWH0kS2HPgBD6Pi07pXpav2mHxpUfndmfm5BH1UUoNtq6lNrCjcLOt/OL24u+aK4/r/OvdPQNJEm11cRN19B+cOYZZj621rBOY08P1BeDOmV7u+9M6IxLw3h+O4sjxiMXH0OsBhMJ1pHndKKpCmtdNuDZKmtfNsaoIv/mvDy19Kbuzj3h9VmFiZpjbLRCpk5FEAa9bpM6kl2s3B505eTg5XdI7vF/a2mjXmnrtBXrONIJg5HpPyO+dpH8QyPRpxScUhQn5fSypBqDnlmtpB12z/PzqKavGyB9WNJSCfvSZzTxUn5prp7OQlaHlwuvaEXpqi/leLlUFQWDe4g1J73T79UqjDRyv13ewvW4zfjMH7Rup9DsQVK67vL/F6P9q+mWETkTomuW3FE+pCGnlxOdPH8NPHtd0oJ6cMz5Jd6EiVGtUFps8boDxWU2dVs58z4EThjNxssvFHUnXwIEDB+cGUunFKYqq6dKaPrdLVy1btonpNwxn445DVIRqWfD0+ywsKbDV35Xl1JpMP/uPf1o+1yu2mY/PyvA0qo/WuO5Tsn6TXhkuUVPPBU3o6rbMfju2v3WR+PvGTLpxuu7TsXDU2Pw9XhWja5Y/JVd6n5fJw3eOxeeVuG3BO4CmGZWo2ZRY7EDvD/Onj+G5/yu3cNNOrymY28NyX027z6oNVVZSkLLP9MjOOCU9L0fr98xCVlSjbctKCpL4NKh3gO+M6YsiK+w7VIXfK1kKY2j+rMavyeMGEK6J8Z+v7uDH1+fSOdNrubad5pfZTjY1v9M/O15Vh9sl8ddXPuEXt45EVlTj2vo7mLFxxyFt7qaqFlvXUhvocLNjQG9XWRAM/s0rDnJhj8xGx2r9/1W12oJaTV2MilAt028Ybszt9GMWLtvEQpMdLN8XIh5XmPPEekNiTF9cA7j3j+uMezw5dwI/+493eHLuBGNBT7/uo89o19Wj8hN1GuMm7fyojZZgIvdvv37Yqf+g5zicvl0PSRJRJQFJhj/8fBzpfjeSZM0RH9Q7wG3XDDEWPfTwVD2/3MgJl0Qeu6sAMcVinXlgUBQ1pZ5Z1ywfj91VmDLXXRJFVFSkFLnskqiVwk75zo5WzVmNVDocqIKhtZCZ5kapFyqPywpKCkdAEhvOT6WxEzpRl6TrGDpRZ1zDcSYcOHBwtqG546jH56Kmzn4RJNFRV1LY2JZoLq3ZvDdpwS2Q6W1UH62l+k2yrBBIc1NWUtBhI6gdJEfqed0icUXzCVBg4awCPB6RXy//ICn6w16HqV4HKabaakYZ9xXtfWSzv9Ep3YsgYKtVmagpLYkioFruk1q/SaQpzcimf6uT0zpz0DLov7kIzLghl2BuD1TVql+qz8/0hbacgJ+HZo6x5ZcggMsl0rNbBrO+N4J0nxtFaZyriXYyla9stuU5AT8Zfk0WIRSO1GuP0eR9GjT2Tt6eOvO7jgE9ug1FYdF94/nHW7tYuXYX9/3w0kY5CFpUZ+cML0/OGY8kaVqhdsU77XwKWdHOTwzwmFccZFDvgLGmIddzJRXfFQVjUc9sGz1uEUXGlseNctPmWo5f0XyITR9y9kOSRKpjMvsPV1O6aD2z/+Md5i3awDeVNcyZpnUsgKJJFxmptNBQ3WvK+IFG2oDPI1EdiRGXVfYfrjLO1ZE4MBwL19Epw8M9N480jtU7lqKq1ERiRGNxSut33fXvS4uDyKpC6aINPL/606Tv59VXi2kM+i574nnOwsvZAY9EEi/mTsvni/0hiiYNZunL2yhdtAGXJHCsqo7FK7cSi6u2nNUX8mYX5fHi27uYXZRnue7dU/NYs3kvs4vyWLl2l/HZyrW7jGPMBvtshbY5IBIXBFRJRJIcE+vAwdmM5oyjHp+Lw8fr2H843KhPoP8/ErUf87/YH0qyvaXFQdK8YtLxRZMG062zj0dLCnlq7gRmTRnBO1u+Zu60fMtxZput+w0t8QtkWUGQtcgSQVYcx7uDQU8JL120gZlla3ht/Rccr4mx/3AV8xZtYGbZm/x+xRbqojKBTB/QEP1RG7Hnqd8rEovKSKjcX//9ph0Hk3jlqi8aY4bZ3ygtDrJ81Q5Kfr2WxSu3cts1QxjUO2B8t2bzXst9PVJyf1yzea/tMy55aSu3P/wGpYs2EKqJNWusTvytlry01db3dnzo0wfzb/7xZxUM7ZfN/Yu139/MCbv52cEj1bb8OnS0mnv/uI4Hl75HVU2MpS9voy4uM3ea1pYr1yb7uGY7WVoc5Fi4zvbakWjcco6+oKfzwsxPu/vo3JxZtqZF3EyEM79r/9B1z0sXrWdm2RoWPP0eVxf0pVf3DD798oit3dJtnq4Vev/iDdz52FruX7yBokmDUVVseVlTF7Nc781NX3L79cNso/rMaxpvbvoSgCPHa22v65K0eZ25n/72uS3sP1zN3Pr3SuRxU9xMtLOn0g/ONTiaemjaA/sOhVm8cmvSyvFPv38JcVnh/G4ZCAjMLHsz6fwn54xn36EqQ8du36ETLF651Ta33aypV1oc1HaMJIFnV+1kQn4fsjI8BDK9pHkl5JhirFT7vBIxUz662y3wyz805MffedNwjlXV4fO4iETjdO+aRrpLatLBbg+r4e1daywV2lpjpDm/W4PGgUpcVvjHW7sI5vZg555Kri3sT+XxWrpm+Yzo04n5vbi6oC+PPrPZ4GxpcRCvR8TjcnHkeA2BTD8et6hVa1ZUJEFA0DbI6yt/Kaio/OWV7YZuybziIIE0d7O41VH5YKeXZX7v9v5e7UVjpCk4mnqn77z2zMfmoD1o6kHT46iubxrI9DFryogEjad8Xnij3LCVs4vy6NY5jf9594skDbFrCvshCIAqGL6AzyMSicq8tj75+GsL+yEk6DGZfQmXJCKJAnUx2Va/CUE4Jc2xjohzTVMvUXvrz/eOpyJUbesPm1MLQUsfjMbiXJDTyeCj3ysSMS1SmzWjXl//BZMu68uJ6jqOV0VTaup5PSJuSbLV7tW1KhM1mswVEhOj6V5bv5shfbMNjb1EHbOcQPO0xux0ylJpoJ1taCt/1/ybPz1voq3O2MKSQhRFTZqfDeodSLK3drp3ugbkoz8tRJFVFEXFU1+EIhZP1izfuaeSG8YN4Fi4znLt+38UJCvDSzQmp7StgMW+SiKmiCZNa+xkuGmH9jC/awrnsqZeY7rnoOLzSESiimHjEu2YnVbor396eRIv756aR04gjb+8ss2iY9cjO52f/uatpOdaUjrB8C0OH4uwcNkmApk+fnRdLv/xtw8tfO/s1+Y35n6aSrvXzONU3OzWLZOKo9UdQg+yreBo6jUBWVHxeVy2oaUuSeTfnnpPC2912YeM7jtUZTg6t1+vGNeqCNXy7KqdRppjTpc0RBGKrx1KuCbGkyu3GmHj99wyktAJTbQyu7OPaETb7TFy0CNxS656RBGM55gyfiBl9Ysw5ucqq3d+Gn13R6vmrIaucYAgUPJrTRNvQn5vXnznC75z2YXMeWI9S0onGNx5c/NXAMyfPga3SyAWV3nx7V28ufkrnpwznjlPbODJOeMpfkhznpaUTkBQFENASQYkNIM9c/Jwbr9+WLt1Jk437PSyFi7b1Kx+6MCBg46LpsZR2aRfm5HmZvoNw7kgJwNJFPj7ms+YkN/H0Hha/vpO7rk5L6WGWOkiTT/3yTnjeeDJ9Ubqq93xV43ta9heW18iLiPbPLd+vD4xcfyCsxeJ2luSSEp/ODG1MFy/iWXoO8sykRorW8yaUS++8wWf7AkZGk6QTiDTw/zpY4zFaLO/Yafdq2tVRi19TiYmJ99T128y9w07HbPmyoPY6ZSl0kBzcHpg/s1VNVUKoIJok9IXCkfIyvQYNlIUBR5/9kOLDrrO64pQLYcqayhdtIGykgJ+9/wWykoKANVWs/yqsX3tpQei8UZtKyTbV7BqjSW+38lK1zjzu/aN1Pq1mj2pq23cjtmdG43JBNLcLCwp4HB9ivezqzSfIlHHzk53V8+qEmSZulrZwnGPW+TRkkLblFpzP02VAmzmcWPcdPQgTx7n9O9j7JYoKlkZ9togcVnhsbsKcLlEBEEwNGoCmT6KJl3E+dkZIMDE/F5kprmRRBFR1PQ/fB4XoigQyPShKHouuUgg00undC+9umdQvi/E0L4BJFEgkOklK8OL2yUSjzcRYWcawJrTgVoTHWE36FyHmS/hmhg3juuH2yXx2F2FiPW6MOYqyBWhai48PwtRVJh65SCuu7yfodmgN21OwI8oCqgkt3lTzkRTnOmInHIGIgcOzk0kVn0zRw2BNu7fe+tIcvtnI8sqF3RPx+OSUBSFgovPT9IK0/Vu9F11TfdUoGuWjz/fO543N31pFOTSbWRz9ZNaals7oi120HwkckdWSKnzbE4t1PWkbxzXz6QB1hA5atbnq4upoCj856+uRK6PhBIEgS/2H6N/zywj4mRifi9u/NZAvjd+IG6XxOjc7klRS6k0wVLxNPH97HTMRud2b5aO2anqlDl9qeWQRMGwhak0DEVRxCUJ/PyWUUYk0ejc7tx+/TBicS2bRM8u6ZzpYV5x0FIxt1O6l8fuKiTD72F0bnfCNTGmThxIfXlk/nL/ldTF4xwPR41KnZIonJZFs8So0pZw3kHHRiKfJ+b34qZvDwS0KD5L9LGpH+iRera2SBKR4zKCJLJpx0EmBi/knpvzcLskbhzXz7LxF4vFefjOsYTCWuT0ms17uXnSYBC0CNnEaGiXKFCXwl4lzjHNz2ruM6n8EUVREUWRI8drnX5wCjhn55qJqXKjc7szd1q+Je3wnptHkpHu5kRV1EhPHJ3bnUfvKuREVdQS3lo6LUh6movX1u/mipG9+O1zW2xTbudOy2fVhj1s/bySudPyybuoG+fnZBoh5Xr6QXamxzIpSIS56lxqsdXW7wBNpRw6aB8w82XvweNcMbKXEfZ947h+LJhxGaFwnaFJkhPw88sfjEIUBYs4dmlxkHe37jd4/fizHxp6Ic1t86Y4oyhqh+SUI0zswMG5B10XJzGF0DyGp3tFLuyZxf7DVXzwyTdcnncBC5a8n9JHOHD4BEWTBlNWv4F42zVD+P2KLZbrf/plpWFfmluFtqXjdUe1xQ6aD48kUFocNPj75qYvmTi6D7OL8iz+wM9vGYWsKDx2VyGBTC/vbPmaoX0DFl9C13lK7AsrVn9KZprHVtojzSsyrzjIO1u+4vK8C4wFPv17wCLjYVdZuTFeg7Vv6Bp7ZSbfv2jSYOMdGuN4S6o9J8LxlU8OXrdocOrKYG9L2zX4oR8QCkeYP+MyflakzdsUWeWBJ9+1HJfTJc3CT73tzZybOy2fSF2MboGAhRNzp+WzZvM+tn5eWa/fKFiiQ08Gdva1uZx30PHhdTfY3hEDsrm6oC8Lnn7P1o/weaQk7ib2hbnT8pEVBa8k4vJIXDGyl609ffGdL5hxQy7n52Ra+si84iD7K8I8/tyWJFtuZ9vN9stsGzftOMjUKwcl2frEPmNnE++emser63ZTNGkw4PSDluKc1dRLpY0xY/JwFBVEASRJ4MsDJ5K0RRbdN97oeDpyAn4WzBjD1xVVtrnkuhZJTsDP/Olj+Mnja43c+VQ59UIjlWuhYYVbEAROVEfbxFmw+x1bmvve3rXGUqEjaOqZYUSmIlg4N684SIbfbUwadeQE/MyaMoIHl260fLawpJCvDp1Iii5pbps3xRmXz80v//DPDqen4GjqNcDR1HM09c4E2oOmXmO6OPoYrkqSobU7f/oYWy2ch+4Yy75vwoY2r37NVPo0C2cVoKgqfnd9UYJmRAG1dLzuqLb4VHAuauotecmqtXQ4VE3BxT2RZZVoTOabo9VJ4/1jPy1EkaHyeC3Hq6KsXLuLKeMHpvR/e3bLsOV9WUkhLlTiCX6J+fum9Oqa4nVi3/BIAlFZrdeMJMV97Tl+stF2p8NXbku0naae1b7e+p1BfGtUL1QV9h8O2/ihhYB9mz4yq8CiyZda+8t+Xmadu516u6W2r01z/mzBua2pJxpauD5P436EnZ8xOrc7028YjiwrhnTB1s8r69PGU9vTWFzG7bK/3yOzCpix8E2jb+gZXBfkZHDIZhyw08lTwQiEst7b2mdS2URd4/Jc6gctgaOpZ4NU2hiTxw0AMHQV7LRFRAHbNDtRSJ1LrmuRVIRq0Qu46LnzKXPqm3qH+tBvgECam9/MvoJIXfyMdgAn5bDjQOdLXBAsbWbmphkVoVp8HlfSZ4qiWBb69M+b2+ZNcSYWT9Un2jenZFmx11hxBiIHDs5aNGcMl5UGrV1JtLe1oRMRizavfkwqn+LwsVp+9/wWy8ZBU6lgLR2vO6otdtB8yIqapLUEkD/0PACOVdUljfeBTB/Hw9GkCAuvR0rp/6bivawoCKqKnOCXmL9vSq+uKV4n9o2YjKFpdrCyqkUcP9mUS8dXPjkk2tfn/q+c5/6vnCWlE1L4oYrxd+J3iZp8qaWL7O2ede526u2W2r46Go3nAsxauE/OGd+oH2HHSX3NQtfZNV8X7O1NLC5z52NrLVrq5u/1OK/MNLdtsU9ddqF8XyipH5j1U5tj61LZRL1fOv2g5Thn6wPrqXI6BvUOsHBWAV2yfHQL+HnsLm0XXNcWMUNJUTJaURv0OhK/C9dXA9P1cvS/9dzxxOMlsWVNI8sKgUwfLlVFkJUztpCQ+DuCKeXQQZtDkkRUSSQuCKiSiNsjGToOOsI1MVuemzV0zJ9JoshvZ1/Bn+8dz+9+dgXzioP1mjQNbZ54X3Mp8qY443aJHZZTsqxo0YZnuB86cOCgbZBoT6HBTup2EARDt1dW7P0Hs49gvmZjPkVFSCvGY7XSjT1ry8brjmyLHTQPdr7wb+6+HBAMjehEDhRNuiipKNQfX/iINK87JVdT8V73dVP1I5fhR0i4PVKz3qHh2k3z9Ez5sI6vfHJozL4mfq5rI4opf+tk37e5106eu2ntZudjq5KI6hJRJQnZxgfW4djXcxtmm9CYfYwLApJkzxW7OZooCk1yWBBS95En54wnu7OfGZOHGQt60GDnp4wfaDo+mavNtXWpjtP7pdMPWo5zdlFPz//OCfgZ1DvAj67L5fcrtnBH2RrmLdpAXFZJ87np2rlei6GeeDkBPy6XwNxpQctnpcVB/D6JrAw3pcXW72YX5bFy7S4j5/3Ft3cZK95LXtpK0aTBxsKefi2vu2OQ2fw7ApbcdwdtCz0dtHTRBmaWraF00QYqw1FeW7+7vsS51mZrNu+le5e0JJ7//JZRZKZ7kni+5KWt/OIP/+TBpe9RHYmzZvNeiiYNxiMJKe8bqokZTk0iZ0bndufhO8eiKCqqJJLp9ziccuDAQYeARyJpzNfH8AY7+CbPvL6DudPy+ddnhxr1EWYX5fH86k8Ne7xy7a4k23z3VO14aNgBb96zCrbPqtvuRGSlex1bfJbDPB5PzO/FnVNG8OtnP2Bm2ZuULlqPx+1izrRLLRw4PzvDPgpElm35tWbzXl58exdzp+UnfefzaH6BR0r2JWcX5RGqivDb57ZQumg9leGo7cLeqfihZ8qHdXzlk4OdfZ1dlMfaD/ZZ+GTWRlyxutz2HFEiyfe142S6V0w63zx309st0ddd8tI2KsNRlry0jYOVNZQuWs8MGx9Yh2Nfz22Yx+NU9vG19bs1br24NYmT84qDdMnyJfH88Wc/5LX1u21t8ZubvgRg046Dtt+/tn43dz62lvsXbyAjzZMykq4xrjbX1tkdd/fUPNZs3uv0g5PEOaupB43nf4/O7c60a3JxSQKiKCIIKnVRhWPhOi7ong5ALKbWl0mH19drIbQ5AT9lPylg3zdha/VbVcUlCVTVRvG6XHxVABEYtgAAIABJREFUUcXKtbso3xciJ6BpNZyorjOqxMycPLzFeg1tpU1wqhW92rvWWCq0d029xvQKdP2bXjkZfHO0mow0D4qikJXhQ1FU4rJCRpqbeFxr07iiEI+rLF+1I6kiUYP+gaaX0BztGEPfT4BwtVWH7oEfjyaQ7iYqq2dVGmt753l70BhpDhxNvdNz3spHr8Xjto98aQyRujjhE7VNH3gG0B409cC++m1UVm11e2dOHsFr63czMXghkggul0RNXQyf22XRiBrUO0DRpIvo2S0Tj1skLisoCoTCtURjCi5JbLG/YKef1tj53bplcvRo9TlVsfNc09QDPdpIIBpTDOH0Qb0DTBk/kKwMD12zfEiSSCym4JIEBAHmPGGv1/Ta+t0M6Ztt0ee7bNj5Wgq610UsrtRXpdUq5dbVxhqew+PiiwPH8XlchGtirFy7i1A4YtGkTqU3fTJ+qN7WZ6oqbUeuftuW/m6DfVUtNrJBX0+rHLvkpa1s3HGIefULydcW9qNrlh9JEhAEAUkUWPLiVov927mnkonBCxPmXyPqqzgrmk2XRDwukdoEeaNEX1fXIdN94qY0xc5F+5qIc11Tzzweezwi6V4PoqjZ2FUbvrBUq71xXD+uLexv+BmffnmEV9btSal5l3h8YmVyn0dq4Lgo8tr63Zb7zZ8+OqmmQE7Az8KSAkOCIBVXm2vrGqrfokUYSoJReONc6gctgaOplwJ6/reSkP89qHeA6y7vb6lCY84jX1I6Aa8o4HaLELMKslaEalny4jZunjQ4SW9EP7+spMDQztHPOVFdZ+TFD+odQEXLS+8IRv50lHV3cPrRmF5B+b4QC5dtoqykgAeXbmRQ7wA/vHoIv3rqXaPa4sN/3Wjwt7Q4SEaaO0l3x6x/oCggSmKztGN0zqiSmJTG8/BfNzYUzQCHUw4ctAI8bumkFxHb79J020CxVLdWUeTUur0/ulY2dHQAykoKKF20gSfnjLdoRJXvC/Hg0o0sKZ3AngPHyUjz0K2zD4/bxW+fs1ZLlCQBGbFJXyGVftrt1w9L6Qw64/vZD8ktUhdTCYXrjAW9RC0lQ7sxLiNKom0VWATVwm0d+UPPw6WqxCMxE5dk4lEtOl+f+EVjcpJOGlh1f1PpTXcEnnaEZ2yPiEVlTT9cEAx+DOodYEjfrkbhC32edSwcJbPeV020c7//+Tiuu7x/kkbYH1/4yFgIAU3TNB412XRVRYnJSfpeiTZe94VTa/Ul6/A1lxMdeUHYgT0Sx+OJ+b248VsDEUWoPBax2NFBvQOMGnKepSLz3VPzACxzOTNefOcLrhrbt563spXTgCIraGFN2oZkot1esfozWzvvpp579anndpxM5HWqY/XjJAAZunbRFkMd23hyOKcX9aDeUCoqOQG/YYSnjB9om0eu77543CJ1cYWqYxFbodONOw4xc/JwykoKjcpg+oJeqhx4XU9nUO8At10zxIgctDhTjgF30ALoegWJuyw61wBDS698X4hnV+1k+g3DubBHQ5lz0PhftmwT/37H2JTXywn4UVEpXfQu028YbnucJAqacTfBEY924MBBR0aqqted0jy2dlCt/1f/XLefuqZO4vFfHgyz9OVtzCsOEo0plCVsgpQt22T4Jk35CqnGBDvb7ODcgMfn4vDxOqIxmeNVUXICflsfWJ84CjQUhXr0J4XE4goHKqtYvHIrRZMuSsEvERKi6+z6zcN3pvYxGrvWqaCpqvUO2g9c9TphFaHaRudpcVmx5VHF0VpWrt3F9BuGk5nmplO6l+WrdlgW9HICmo5jqDraJCfMzwMNtlz/93TZWYejZyfM4/HE/F5cXdCXB5e+x0N3jDXmZs1Zl1i4bFNKzrvq7aUdh0qLg6xY/Skbdxxi0X3jk84PhSN0zvTaFv9rCScd/p45nLOaejriwF9e2W7RWcjKsM8jz8rQtL4UGeJxlUef2Ww4QWbkBPzsOxRGksDrllj68jZjQe+em0fSKcOqUzZ3Wj5rNu8FNAHiP6xIdqaaK4TtwIEOO70CM9dyAn46ZXi45+aRxsLe0pe3AfaVwxRVtdV20vUP/vLKdipCmtNk7k+NaS844tEOHDjoyIhDUrTxwmWbEG00wu6emkddLG6xo7qu05ubvkzS1NG18/RrqtjbZj0ypClfwdH1cpCIuphK2bJNHK+KsmbzXu65eWRKH9is3SjLCqoK//bUuzy4dCPl+0KsWP1Zko+gaTYm39eu3/zlle22unq63mSqa50KUvVfx+dufxAlDH6liobLytDSFxN5qPu+epZK6aINLF+1g6lXDko6ThKFZnHC/DzQYMvXbN7bbB+4OXA4enbCPB7f+K2BPPrMZipCtRw5XkvnTJ+FW42tSwB43GIS53UdSbDnUNmyTUzI7wPAP96y1/STUG2L/7WEkw5/zxzOeV9OD389Fo4auzcZfvsd9uwsPy5U6hQFUcCygGFX8vkXt44kkOamrKTAyBdHUPnmSA0//f4lhibOqg17mDF5OLdfPwywd9qdyCUHLYW+m67vsnx5MMyqDXuYkN+HyeMGEOjk43d/2wJgcD9cEzMqhyXyXxAElr++k4fuGEu4Jkqa143PKzJz8nAQMELIE6P+GksV0Ae1RE09Fzjh1w4cOGj3SBVtHI2Z7K8KsZhCNBbH43Kx+HVNd6l39wz2Hapi1YY9BHN74HWLLCwpQKm313qEv37NpqKvm/IVEscEJ43Lgawohi/7w6uH8NI7n1N8bW6zIo30c3WU7wux/PWdLCwpRDHpS8aiyaN5qvT0mTcON/jpkrRKpr+4dWSj1zq193eyBToKojGF5a9rvmWgky/lPE1WFH773BaLX7tqwx6mXjmYPQdOGL7mdZf3Z9WGPTwyq0BLBVTgxbd38f2JFzWLE+bnMd9nxuThCAKUlRSi1Ouun4qddTh6diJxPNbbePnrO5lx4zD8XhePzCrQNCMlMSXfl5ROAEji/PLXtXUIF43LMQG8ufkrQOOs3ITtppHr2aaYO/w9Yzjnf0/dSS7fFzKKB/h9Lts8cheqEXYal9WktMWsDA9dOvn4zX99SCgcQRKFpHxxVRItkXigdcybJw3CpWr6Ik56jIPWgNsl8NWhKt7crOk5zp8+mlA4YuyaAPUpMAXMLsozeKrv+Bw5XksoHGHfN2GTaHVDcQwzb/WoP/37VG643SQzu3MaR45UnYmfxIEDBw5OCYkLbXqBC9B2qF0AAjywVNPonVccJBSOsHDZJkNYvSJUazjVOQE/j/6k0FZoXVFIuYmoH9OUr+Doep2bSKXJJdWnEOq+7JTxA6mLySl8YOtmmyQm+6uhcETjV72OUywFwVItUKPSoKcbl1Fo0OBLda1TgZOS3nEgiYJhOwf1DiTZQn2ehuk4HTkBP9++tJcxV8vwe/jjCx/ROdNDNKYYhTLCNVFbXttxQkpxn5snDUKI1xeFA5BPbZPa4ejZC2ONQJKMNi7fF+LpF7dTNOkiMvweJFHA7RJs52WSBIKsrR3YcVHnSHPkmLZ+XsnNk9QmbTfYc3J0bnckUSSuKAljjMPfMwVpwYIFC9r6IVoTtbVRGqvv6xIF8nN7EApH+P8mXsTilR+z8q3PCYUj3HPzKMZf2ourxlxIJ7+LeL2RdokCqgjB3PP4qLyCfYfClO89yriRvXjp7c/Z+80J5hUHSXdLJBYX1u+3pbyC6kjcGIj0Y5v6vjGkp3upqYme8m92pnE2PXd6uve0Xb8p7jb1u+k6Bguefp8Vb3zGzj1HueOm4eyvqEISBa4t7EvBiPMtXJtdlMfr679gSN8ujBiQzXcvu5C8Qd1I87t58a3PmXbNUFasLkcShdPGW1VVEVQVERBUlYyMjsmHptDeed7a3D1d75+e7uX51eUtOueW7wxu8Tln+ryO8Iz6ee2FxzqnzoTdTcVfs+27ICeT264ZwhN//5gVb3zG+9sPkp/bg0yfi0uHnseW8gr2HDjBHTcNZ/vuSsvfZruZmeZi5BDNv9A/nzstn5fe+Zxtuyv55a2juP6K/oy/tBcr3ijn488rW2Rzm4v2brNaA2f6nU83d9PSPEnPn+gL6LxM87pwu0WDa7ovW3hJTw5UhMkf2oNrC/tyTUFfiw+sw+MWGTXUytPS4iCZPimheEwyTsVnOF1IT/dSVxtr8+foCGhrfxesnNl3KEx1bVSzhZf358pgb9LdklY504Zbs4vyWP76Tt7deoBg7nkseXEbnTM9FE0azMN/3cgr676gfO9RZk25mE5pLkYNOa9JTpwqh5tra9pDX2kttNUY09783URbKokCV47uQ5bfhRJXEFSQXCJD+nYx5mXZnf14BKFZczC770uLg7y6bjf7D1e3mFOJ1xud252iSYNZ8PR7SWOMCM3m77noc7QUjXFXUDu6RWgCjZVJ16HtYAqWKraglyAvNCL0Es8R3CKxmKrtfEraSnqkTm4ypaWpKkYnW+WorUqDnyrOpudu7TLpTd3fDFUSKa0vuKIjJ2AtRw4YXHOJIqKkpRR43KJWwVFVEQUtbVxAq8ZcF7Pn+OmqztVR+dAU2vt7tTZ3T9f7d+uW2eKqra/+9oaTrvR6ps7rCM+on9deeKxz6kzY3cb4q9s+FYwiVzr0iGYXDbZWt69xRbH8bbabbo9EVMZIhXG7k/2L1q6I2N5tVmvgTL/z6eZu164ZSc+fyhfQI+k9Phd1MdXgms8jEonKzeJVIk9bkiLb1hU99bZu6+foCGhrf1dHc9vKfJzZtzX/LYliinmf1V439z4t5U5LbM3ZytG2GmPao7/blC091bWDxO89kkBUVk+aU9brpe5LQgt8lXPR52gpGuPuOZ9+C/VllQUhRc63gmCz7inLCpjTWOIQjzcvpaWp9BcnPcbB6UAqHQNF0cKrdV41cE1GkbW/lfqBJFGTWsbhrQMHDhyYodu+1H6EFo2s20fdvib+bbabsahssc1xOfkYx+Y6aA6a0jSKRuIWrtXVys3mVSJPW5Ii2174216ew0HTaG5bWY9r8G3Nf8cTNCHB3l43/z6txx2Ho2c/mrKlp7p2kPh9TOaUOGW+XmN9yYXD3zOFc776rQ6nCmdqSJKIKonEBQFVEpEksUXfO2gbOJw+t+H0SwcOWg92/au1bK7TlzsO2mNbpeKlKLafZ2wK7fF3dXBm0Fptfzb6yOdqP2mv791enwtO77OdjX2pI8KJ1KuHRxIoLQ5SZhIGLi0O4pGEVhHn7SjQtVgSBZMDaW4j/aex7x20Hbxu0ZbTXrdI1GmbsxpOv3TgoPWQqn91zfQ0q8DA6biX05fbH9prW9n5t3On5bNidTlbP69sF8/YGNrr7+qg9dGabe+C026v2xLnaj9pr+/dXp+rNZ7NWUNpH2g/S8ZtjKissmL1p0y/YThlJQVMv2E4K1Z/SvQcr8wSB6PTA0al1Hgzv3fQdqiL2XO6LnZuc/pcgNMvHThoPaTqX1FZNap5LymdQFlJwSk78E5f7jhor21l59++8EY5wdwe7eYZG0N7/V0dtD5as+1lWTnt9rotca72k/b63u31ufj/2Tv/+Ciqc/9/ZmZ/5ceSbH4BIiBQCDFADT9CFdAWEH+BaLmVaK3Qilhola+1vRqwgFZJqXq92PrjIq1Ur5d4e2mLoFUEa6uogIIVFINFBKuYANnA5sdmd2fm+8dmJju7M7uzu7O7s9nn/Xr5kuzMmXnOOc955pkz5zwPjJeN5lDMAa3U64EXROz+sBm7P2xW/H7z1WNyupFixWKJdZzIHLwgaOi0QH3Tx8mGcenslweH3SzSEIR+oo0vvbGYjLgXjR5zYda+0vJvr7nkawDMIWM0zNquROpJdd/3pVhfuTpOzFpvs8oFGC8bzaGYA2rrHqT94OGZW2xWFnwS2WHMSDxZlLTahWMZgBdjHicyB8eyGn3DArz5XBdJL1vcnQDH9omxlm6kNmQB049Lh92ScPZVgsgEUnY6CAJWLZqMxu2H0XTcDSB144uesdmDWfsqXK7KIS7UzRqFokI7li+sxc69x3TLmIksnGZtVyL1ZKrv06XnRt4nV8eJWetttFzJ6kp4tlpDZTNpH+QatP22Bym2ghToscKVh9W3fANnPD7UP74Lixt2ov7xXXB3+k0V6DJepH30euuk1i5SzAk9x4nMYeOA+rC+CcY4yLBgKoTq5c33v9onxlq6CW3DB599D8vqamhcEoRBBAICTnl8qH/8TSxu2IknNn+Am66qQuUQV0rHFz1jswez9lWoXJVDXLjpqio8sfkDLP3Va9iw5QDqZo2GjYsd0Dxe/zEV8gPmaVci9WSi79Ol54IgGnqfXB0nZq23kXIlq5Ph5df/+YOI98Nk2sysfZBrUHv3EBpbAQwDiCIYMFj91JsRe84blk5BtuZz0dpHr1Wn0HZR+zoQ6ziROfw+HmVOGxqWTgUvCOBYFjYu+LvZiFcviUhC27DF3YVnXjyEJfPGYVC5ExwLGpeEIfj8PMrLnXGV8XYH4DnbFftEE+P2eOUg0EDQRq1r3I81S6eCgZiy8UXP2OzBrH0VKpcIYPnjuxR63KDzWZup57RZ25VIPZno+3Tp+ZmObkPvk6vjxKz1NlKuZHUyvLy0Tbb3/TC5NjNrH+QaNKkXghRbobzciZMnPQgwjGn3wydKIvvoY8Wc6EsxKfoafh8f0je8abMQmTn2RLYQ3oZNx924d8NurK+fAYbGJWEQNisX97bprQ/PhSdF8qSLAK9uowRBgEVM7fiiZ2z2YNa+kuTik/BrM/mcNmu7Eqkn3X2fLj33BwTD75Or48Ss9TZKrmR1Uq387g+bgzHWRdGY+L8m7YNcwvR7244ePYr58+fjsssuw/z58/HZZ5+l7d7SHvFQ5D3iWUpfrBOR/ZBeJg+1IUGkDgunNb5M70YRhEwyzwl6xhC5QLr03GphaTwRukhWJ8l25wam90ZXrVqFG264Aa+88gpuuOEGrFy5Mm337ot7xPtinYjsh/QyeagNCSJ1uJyOrIlRShBaJPOcoGcMkQukS8+LCuw0nghdJKuTZLtzA1P35+nTp/HRRx/h6aefBgDMnj0bv/jFL9Da2oqSkpKU378v7hHvi3Uish+1mJakl/FBY5sgUofFwmZNjFKC0CKZ5wQ9Y4hcIF16zrIMjSdCF8nqJNnu3MDUk3onTpxA//79wXHBT+Ecx6GiogInTpzQPalXWlqY0L3jDQRuFkju9JJKufXobra2W66SK/2lpbu5Un8iklT1vdHXjWZ3i4vyDb1XNpCLYzZb6yzpbrbKnwmorfSTaX+3L1JSUpBpETJOto9B8neNhdotcUw9qWcEp0+3QxDEuMpIiTKyDZI7vajJbaQxiqW72dpusaB6ZYZU6254/enBnVukQvclnUqH3TX7+E0FVOf03M8oTp9uR2lpYc71WaLkon4nSqb93b4I6V/m2iDd/i6hD2q32ETTXVNP6g0cOBDNzc3geR4cx4HnebS0tGDgwIGZFo0gCIIgCB34/HxCTrS3OwDP2a7YJxIEQRAEQRBEjmLqSb3S0lJUVVVh27ZtmDt3LrZt24aqqqq0xNMjCIIgCCJ5bFYOc+7cEne5rQ/PBX2zJQiCIAiCIAhtTD2pBwCrV6/G3Xffjccffxz9+vXD2rVrMy0SQRAEQRAEQRAEQRAEQWQU00/qjRgxAn/4wx8yLQZBEARBEARBEARBEARBmAbTT+olC8syaS2XaUju9JJKufVcO1vbLRZUr+xGq565Un/COGLpjNE6Fe16uai/VOfsQZI7W+XPBNRW+sm0v9sXydV6h5LtbUD+rrFQuyUOI4pibqUbIgiCIAiCIAiCIAiCIIgsh820AARBEARBEARBEARBEARBxAdN6hEEQRAEQRAEQRAEQRBElkGTegRBEARBEARBEARBEASRZdCkHkEQBEEQBEEQBEEQBEFkGTSpRxAEQRAEQRAEQRAEQRBZBk3qEQRBEARBEARBEARBEESWQZN6BEEQBEEQBEEQBEEQBJFl0KQeQRAEQRAEQRAEQRAEQWQZNKlHEARBEARBEARBEARBEFmGJdMCpJrTp9shCGJcZVyufLjdnSmSKHWQ3OlFTe7ycqdh14+lu9nabrGgemWGVOuu2etvFqid9CO1VTrsbi72C9U59Ritu0VFeTnXZ4mSi/qdKJn2d/sipH+ZawPyd80JtVtsoukurdRTwWLhMi1CQpDc6SXTcmf6/qmC6tU3yfX664XaST/pbKtc7Beqc/aR7fKnE2or/VBbGQ+1ad9tg75ar1RD7ZYcNKlHEARBEARBEARBEARBEFkGTeoRBEEQBEEQBEEQBEEQRJZBk3oEQRAEQRAEQRAEQRAEkWXQpB5BEARBEARBEARBEARBZBk0qUcQBEEQBEEQBEEQBEEQWQZN6hEx4TgWIsciwDAQORYcZ6zaCIIYcf1U3zNXSGc7ht4LHAfWxlH/ETGhsW488bQptT9B9H3MMM7DZbDauIzLRBDJoHdcmWH89WXM2r5GypXstczaRoRxWDItAGFuOI6Fu9OPNRv3oMXdhQpXHpYvrIUr3wqeFwy5/rGvzuL+3+2Wr7/6lm/A7xfwQIrumSukuu9i3WtZXQ2eefEQ3B4v9R+hSjp1NFeIp02p/c2Ps18eHPb4XTVvdwCes10pkIjINswwzsNlmFzdH3WzRqOBbA+RpegdV1rnFReLGZS+72AG+5ZquZK9llnbiDAWmqYlohIAZCMAAC3uLqzZuAcBA68vTehJ129u7ZQn9FJxz1wh1X0X617rGvdj3vSR1H+EJunU0Vwhnjal9jc/DrsFc+7cEvd/iUwEEn0TM4zzcBlmTBoqT+hlSiaCSAa940rrvDMd3WmVt69iBvumhpFyJXsts7YRYSw0qUdEhRdE2QhItLi7wAvGfGFSu77DZknpPXOFVPednns5860pvS+R3aRTR3OFeNqU2p8g+j5mGOfhMjjzrRmXiSCSQe+40jrPH6AVUkZgBvumhpFyJXsts7YRYSw0qUdEhWMZVLjyFL9VuPLAsUzKru/1BVJ6z1wh1X2n516eTn9K70tkN+nU0Vwhnjal9ieIvo8Zxnm4DJ5Of8ZlIohk0DuutM6zWugV3AjMYN/UMFKuZK9l1jYijIUsChEVC4DlC2tlYyDtwzdqY48FwD0/mKy4fv+SfKxI4T1zhVT3Xax7LaurwebXPqH+IzRJp47mCvG0KbU/QfR9zDDOw2XYufcY6sn2EFmM3nGldV5RgT2t8vZVzGDf1DBSrmSvZdY2IoyFEUWxT6+9PH26HUKcy0vLy504edKTIolSR6rk5jgWAQSX73IsAwtgaGDN0tJCnGrrVFwfQErvaQRq7V1e7jTs+rF0V09/p7rvtO5lYVmwHODzC3HfN1vHXyzMXq9U665W/dOpo9mAEXoST5tmc/tLbZUOu5up8Vte7sScO7fEXW7rw3OTltfsNisVpLvORutuaWmhae1suAw2joGPFzMmUy7qd6Jk2t81K3rHldp5JSUFOa9/Ro3BeO1buvxdI+1ustcywzMgFmSTYxNNd2mSlogJzwtg0KMsvAje4OuzLAOGFyKun8p75gqp7jvte/EQeOo/Ijbp1NFcIZ42pfYniL6PGcZ5uAx+nvw8IrvRO67MMP76MmZtXyPlSvZaZm0jwjho+y1BEARBEARBEARBEARBZBk0qUcQBEEQBEEQBEEQBEEQWQZN6hEEQRAEQRAEQRAEQRBElkGTegRBEARBEARBEARBEASRZdCkHkEQBEEQBEEQBEEQBEFkGTSpRxAEQRAEQRAEQRAEQRBZBk3qEQRBEARBEARBEARBEESWQZN6BEEQBEEQBEEQBEEQBJFl0KQeQRAEQRAEQRAEQRAEQWQZNKlHEARBEARBEARBEARBEFkGTeoRBEEQBEEQBEEQBEEQRJaRlkk9t9uNW265BZdddhnmzJmDH//4x2htbQUAvP/++7j66qtx2WWX4Qc/+AFOnz4tl4t2jCAIgiAIgiAIgiAIgiBylbRM6jEMg0WLFuGVV17B1q1bMXjwYDz00EMQRRE/+9nPsHLlSrzyyiuYOHEiHnroIQCIeoxIPxzHQuRYBBgGIseC4+JTnWTLE9lFaH+zNg7gOOp7IueIx+5J57a4O2mcEATRJwi1geA4sDbyBQjzk8p3FnrWE4lA7+FELCzpuElxcTEmT54s/33BBRdg06ZNOHDgAOx2OyZOnAgAqKurw4wZM9DQ0BD1GJFeOI6Fu9OPNRv3oMXdhQpXHpYvrIUr3wqeF1JensguQvvb5XTgpquqsK5xP/U9kVPEY/fIRhIE0ddQs2vL6mrwzIuH4PZ4ycYRpiSVz2N61hOJQO/hhB7SPk0rCAI2bdqE6dOn48SJEzjnnHPkYyUlJRAEAW1tbVGPEeklAMiGAABa3F1Ys3EPAmkqT2QXof09b/pIeUIPoL4ncod47B7ZSIIg+hpqdm1d437Mmz6SbBxhWlL5PKZnPZEI9B5O6CEtK/VC+cUvfoH8/HzceOONePXVV1N+v9LSwoTKlZc7DZYkPaRC7hZ3p2wIen/rAhhG1/30lKf2jkSP7pqx3UL725lvTUh3zFgvI+ir9QpHS3dzpf5AfHYzWRubyxjdPtHsbrb1hRHyZludjSBb6yzprlnk17Jrznyr/O9M2ziztFU2kGl/N12k8nlMz/pIsr3e6fB30/EebhbMJk82kdZJvbVr1+LYsWN48sknwbIsBg4ciC+//FI+3traCoZhUFxcHPVYPJw+3Q5BEOMqU17uxMmTnrjKmIGUyc2xqHDlKQxChSsPEEV994tRvi+1t5HGKJbumrbdQvrb0+mPW3dMW68kMXu9Uq27Zq+/4cRjN5O1sTmKpFPpsLuZ0t9k6pasvDk3ZpH+Ohutu6WlhebpMw275un0y//OpI3LRf1OlEz7u2kllc9jetYryMbnajhp8XdT/B5uFsgmxyaa7qZt++0jjzzslUh6AAAgAElEQVSCgwcP4rHHHoPNZgMAjBkzBl6vF++++y4AoLGxEVdccUXMY0R6sQBYvrA2aAAAeS++3hnhZMsT2UVof29+7RMsq6uhvidyjnjsHtlIgiD6Gmp2bVldDTa/9gnZOMK0pPJ5TM96IhHoPZzQAyOKYso/jXzyySeYPXs2zjvvPDgcDgDAueeei8ceewz79u3DqlWr0N3djUGDBuHBBx9EWVkZAEQ9phdaqWcMHMciAIAXRHAsAwsQV3DNaOX7UnvTSr0gof1ts7IQeCAgCLp0x8z1Sgaz1yvrvlxmAfHYTelcMAwginHb2FwkV1bqzblzS9zltj48l1bqJQCt1DOWUBtoYVmwHODz6/MFUk0u6neiZNrfTTfJvvPouTY962mlXjyk8j3cLJBNjk003U3LJO3IkSPR1NSkemz8+PHYunVr3MeI9MLzAhj0KAwvgk9zeSK7CO1vwRfsbep7IteIx+5J50pODY0TgiCyHaUN5CHw5AsQ5ieV7yz0rCcSgd7DiVikPfstQRAEQRAEQRAEQRAEQRDJQZN6BEEQBEEQBEEQBEEQBJFl0KQeoRuOYyFyLAIMA5FjwXGkPkTyhOuVmeKqEISZIZtMEIRZIHtEmBXSTSKbIf0l9ECJTwhdcBwLd6cfazbuQYu7S86c48q3mi7QJpE9qOnVPT+YjCKHhfSKIKJANpkgCLNA9ogwK6SbRDZD+kvohaZ6CV0EANmgAECLuwtrNu5BAAwCDANwnO4vB7QyK3uI5+tQIl+S1PTq/t/tDmYGI4gsIJkvqMmMLx6Mhk0mCIJIL9o+ojZGrj4xw0oWM8hARKL3WZlI/1GfE6lGy7byYOK6TrK6SrpufmilHqELXhBlgyLR4u7CqTNduOs3b6LClYcVC2tRHOPLAa3Myh7i+TqU6JckQUOvBAHgUlIrgjCOZL6gapUtLo78yKF27i9uvUh17PCCSA92giDSipaPqGWPjFx9YoaVLGaQgYiE41h4eSGmbibSf9TnRDrQsq1+XoCDY3XpWrK6SrqeHdA0K6ELjmVQ4cpT/FbhysOZdh+AoIF5QMcqEVqZlT3E8+U9ka/0AMCyrKpesWx8X6AIIhMkqvfRyp7p6NZ17pen2lXHDkdjhyCINKPlI2rZo2RsZyqvlShmkIGIJADoelYm0n/U50Q60LKtX55q161ryeoq6Xp2QJN6hC4sAJYvrJUNS4UrD7fPr8Hm1z6Rz5G+fEUj2tdcwlzE01cJ9ysj4vb5NRF6BYb0gTA/ydgzza+vgcivnmrnNm4/HGGTly+spVV6BEGkHTUfMZo9MtIXNINfaQYZiEh4QUTj9sMRfma4bibSf9TnRDrQev9u3H5Yt64lq6uk69kB+f+ELnhegCvfioalU8ALQIAX8PsXP0TTcbd8jvzli9ce5NIXh1DjoKcckX7i6auE+1UEtr5xBIvmjoUz3wpPpx9b3ziCxdeMNbw+BGE0ydgzrbJWC4tAgI95rtvjRbHT1mOTRXAsAwtAWyEIgkg7Sh8xtj0y0hc0g19pBhmISDiWgdvjxbMvHZL9TK8vgGKnDbyPV5wXb/9RnxPpgOcFFDttWDJvHBw2Czydfjz70iG4PV7dupasrpKuZwe0Uo/QDc8LYHgBdhYARFx98QjFl4MVOlaJqH1xuOcHk2l22YTE8+U93q/0oeWunzUaG7YcQP3ju7BhywF89/Iq0gciK0hU76OVLSqw6z6X4UUwvACLGPw/TegRBJEpJB9Rjz1Kxnam8lqJYgYZiEikfnF7vFizcQ8e2bQPLqcDTNhERCL9R31OpAuGF+FyOvDIpn1Ys3EP3B5vXLqWrK6SrmcHjCiKfXqK9fTp9rizq5aXO3HypCdFEqWOdModzILDIMCLEATAwjLgIOoOuBkA5K+5ZcX5OH26PfVCG4xae5eXOw27fizdTUd/h/dV1C/vcZwbrVy26kMszG5XUq27Zq9/oiSq91plS0oKVNspmfv0VSSdSofdzZT+lpc7MefOLXGX2/rw3KTl7atjNhrprrPRultaWpg1fWakTUvkWkb3dV+20Zn2d5NBb78k0n/J9Hku2tdwMvlcNYp0+bvJ2pdMl9cDjYnYRNNdmmQlEoLnBYAPLvVkAYAH+BhlQssy6FE+XqSkCCYmvK+i9XE850YrR/pAZBOJ6n28ZZO5D0EQhNkw0qaZwT6aQQYiEr39kkj/UZ8T6SJZXct0eSL10PZbQpPgajwWAYaByLHgOFIXIgjpBtEXID0mCIIwFrKrBJFZaAz2PahPiVjQSj1CFY5j4e70yymspf3zrnxrn9lOQCQG6QbRFyA9JgiCMBayqwSRWWgM9j2oTwk90DQvoUoAkI0HEExdvWbjHgQyKxZhAkg3iL4A6TFBEISxkF0liMxCY7DvQX1K6IEm9QhVeEFUpK4GgkaET1EgWyJ7IN0g+gKkxwRBEMZCdpUgMguNwb4H9SmhB5rUI1ThWEZOXS1R4coDR0kMch7SDaIvQHpMEARhLGRXCSKz0Bjse1CfEnqgSb0sJdUBMy0Ali+slY2ItH/fyCCMUh1a3J2mC/qZKwFJY9VT7XiqdMPM+kBkN0bqca7YhlRD7UgQ2UE8Y9VI/yCXbEQu1TXdZKJtM9mfyYxB0kNzko538lgkoxtWGweR43rKcrDauBRKmrtQoowsRCtgZnGxcctweV6AK9+KhqVTwAsiOJaBped3IzBz0E8zy2YkseoZ7bjRupErbU6kHyP1mPTUGKgdCSI7iHesGuU75pKNyKW6pptMtG2m+zPRMZhpuQltUv1OHotkdMNq43DK40NDSNn6hbUoc9rg9/FpkT9XoCn4LEQrYOaZjm5D78PzAhhegEUUwfCCocbDzEE/zSybkcSqZ7TjRutGrrQ5kX6M1GPSU2OgdiSI7CCRsWqEf5BLNiKX6ppuMtG2ZujPRMagGeQmtEnlO3ksktENHw95Qk8q27BxD2g+z3hoUi8L0QqY6Q9kz5cUMwf9NLNsRhKrnulsh1xpcyL9GKlbpKfGQO1IENlBpsZqLtmIXKpruslE22Zrf2ar3ETqSUY3eEHQKJs9cxbZAk3qZSFaATOtluzpTjMH/TSzbEYSq57pbIdcaXMi/RipW6SnxkDtSBDZQabGai7ZiFyqa7rJRNtma39mq9xE6klGNziW1SibPXMW2QK1aBaiFTCzqMCeWcHiwAxBP7Uws2xGEque6WyHXGlzIv0YqVukp8ZA7UgQ2UGmxmou2Yhcqmu6yUTbZmt/ZqvcROpJRjdsHFAfVrZ+YS0oV4bxMKIopmVd7dq1a/HKK6/giy++wNatWzFq1CgAwPTp02Gz2WC3ByekfvrTn2LatGkAgPfffx8rV65Ed3c3Bg0ahAcffBClpaVx3ff06XYIcS4dLi934uRJT1xl0g3HscGYUCEBM0tKCkwvdyhSHcAwgCimNehnLNTaN1w2NT0pL3caJkMs3TVCT2PVU087GIWZ9cEIzG5XUq27may/kXqc6jFhdj0xCiPaUWqrdNjdTPVLebkTc+7cEne5rQ/PTVreXNHFUNJdZ6N1t7S00HD50+kHpPO+ZtLvTLWxXjLt7yZDJto20XeITJPutsrkc9UozObvpopkdMNq4+Djg1txOZaFjYNqkoy+2G5GE01307ZSb8aMGXjuuecwaNCgiGOPPvootmzZgi1btsgTeqIo4mc/+xlWrlyJV155BRMnTsRDDz2ULnFNT6IBM+NNSa12fiJprdOdJj3Z9NmZDEiaTmLVk+UYANLyagYsx4DjWLA2DkJPf4LjovYnpTInMk24nrMck7BOhl8LgCG2TbKRLe5O1euky4Ymep94y+WKjSWIbCeesRpuB2wOiyG21oJgsPZE7F+4TEGfpNfWSn+nyz9Vg+xh6jBKjxK9pxHvaEY//+15VsW4tOdZk5KbSD/x6kS4LbY5lOvsUulj+n08GJ7v0Ss+7qy36Z5DyFbStqp24sSJcZ1/4MAB2O12uVxdXR1mzJiBhoaGVIiXE8Sbklrt/BULa2G1slj91Du601qrXWf1Ld+A3y/ggRSkTqf02cag1Y79Cq346mQH1jXuV+hFsUrf6e2LZNKlE0Q8GGkfjNLbWNdJ1/hI9D40fgmCCLcD114yHBePH5y0rU3GvoSXnVzdH3WzRkfI1Lj9Y+z+sJlsVx/G7M8pLflKnTac9vgMk9ueZ0VLmzdiDFQUO9Dd5U9BzQijiVeXbQ4LTp7pjujz8iI7fN6AaXxQI+qay5hiqvOnP/0p5syZg9WrV+Ps2bMAgBMnTuCcc86RzykpKYEgCGhra8uUmFlPvCmp1c5/YOMeNLd2xpXWWu06za2d8oSe3uvohdJnG4NWOwo85Ak96fcHNPpOb18kky6dIOLBSPtglN7Guk66xkei96HxSxBEuB2YWXueIbY2GfsSXnbGpKGqMs2YNDTuaxPZhdmfU1ry+Xhj5fb6BNUx4PXRBEm2EK8ud/tF1T7v9ou6rpfJsWP2cWsmdK/U8/l8eOyxx7Bt2za0tbXhvffew5tvvonPPvsMN954Y8ICPPfccxg4cCB8Ph8eeOAB3HfffYZusy0tLUyonJH77dNJNLlb3L2Tcb2/dQEMI5cTBBFnOrrhDwgQNFJYO2yWqNfQc1+HzRJTlkQ5capDPX22KGKgwf2aSj3Ro7upvL9WO4qiul6o9Z3evtCjm32BvlSXaGjprhnqr6mTggjOwsFqYVFUYAerI6uXUXob6zrpGh+J3ieT49fo60ezu2bQ33gwQt5sq7MRZGudJd3NlPzhdoBjYYgv1uLuhMvpwKK5Y+HMt8LT6cfm1z7RZV/CyxYV2lVlcuZbFX/3Nd/DCDLt7yaLGf3M0tJC+Z0LAFxOh0JGabwYKfeJU+2aPpDR70h6yPZxli5/V8/7uSACrIofG6vPzeKDApHtZsZxa1Z0T+qtWbMGzc3NeOihh3DLLbcAAEaOHImGhoakJvUGDhwIALDZbLjhhhuwZMkS+fcvv/xSPq+1tRUMw6C4uDiu6/fVRBlqxJSbC6aVDh0cFa48QBRx8qQnYonrqkWTVc/3+pTz4xWuPPC8gNbWDvWlsCr39foCUWVJBo7jVK/NMYyh/ZrpwMGp1lOtdmQYRv13ERHy6O6LGLrZFzC7XcmVwMFaOikIIhY37Ihvab9RehvrOukaH4neJ0PjN1cSZSQKJcqIH0qUkQRhdoAXYIgvxtk43HRVlSLkx7K6GnBsbB0PL6vl13o6/Yq/+5LvYQSZ9ncNwWR+ZmlpIY5+eUaxrXBZXQ2eefEQmo67Zfk4DZ87Ubk5i4Zfzhn7jqSHbHyuhpMOf1fv+/m/Wjy4d8Nule2zGn3OMvp8zDSNHdV2M9m4zTSGJMrYsWMHHn74YdTU1IBlg8X69++P5ubmhAXr7OyExxPsEFEU8dJLL6GqqgoAMGbMGHi9Xrz77rsAgMbGRlxxxRUJ34uInZI6fIlr4/bDWFZXozh/xcJa9C/JV/x2+/wa/PaFg5pLYdXu278kHytSlDqd0mcbg1Y78qIQoRf1C2rBqrSv3r5IJl06QcSD1crg7gWTFLp294JJ6Oj2AYhvab9RehvrOukaH4neh8YvQRDhdmDHns8M8cXUQn6sa9wPQcc23vCyan5t/cJa7Nx7TP6bbFffxGzPqTMd3RHbCtc17kfdrFEK+WycsXLbrazquLRbTRGRi1BBz/v5sroaNG4/DCDSj7VbGY0+D67kM4sPqobZxq2ZYURR1PVp5Fvf+hZeeOEFOJ1O1NbWYs+ePWhtbcV1112HHTt2xCx///33Y/v27Th16hRcLheKi4vx5JNP4rbbbgPP8xAEASNGjMA999yDiooKAMC+ffuwatUqdHd3Y9CgQXjwwQdRVlYWVwVzfaVeeApqG8fAx4vy33Yri4AABHihZ6XKTkX5yiEu/Ox7EyCEpLAOMMCRf51VbINoOu7G+voZsGiok1oqbJZjgimuRREcw2imuNYiWnptvemzkyHTXy7Toafh7chxQMPGd3HTVVUoLQqubjp9pguFeVYU5tvAsQwCfPBcq5WBt5uHw87B7xdj9kXvvSRdNb7PMonZ7Uq2fblMlADD4H93HMa13xwJjg2uJvnT659gxqQhqH98l3xeNHsWSqgdsrAsWA7w+QVNe9utMRak64BhgJ4sfaErBaPZOyMJvY/dyoEXRHlMRxuT6ZIvlFxZqTfnzi1xl9v68FxaqZcAtFIvPmL5mA4bB69PkG2e3crA5w3oKivZkADDRPimgNJGa9kftbJBv3YihB7f025l0O0X0mq7so1M+7tGEe3dQEuHEnmfiPY87D0GLG6IfH9eXz8TgLKckc/XAMPgb/v+hW9OGAxRFMEwDF5/73NcMv5cXT6PkdBKvV6i9bG2HQu+n7MsgweffU9e4SkRaiNtDovC/wy1xbHuD0SOnXjspl791Wq3TPiXZiWa7uqe6Lz88stx1113ob6+HgDQ0tKCNWvW4KqrrtJV/p577sE999wT8fuf//xnzTLjx4/H1q1b9YpIhBEtYwwjirByLM50+tHm6ca6xv1YNHdsxBJXt8cLBggaBV4EDwAciw1bDqgu4wWv/kDgeSF4HSB4Dscmlc0pVjYcv48PuR8Pf9+ZG0or4e3Ig4Xb48WKJ96Sz6lw5WHJvHHIc1ix4oldcn/cvWASXtp1FB/881RI36j3BZekPhCEXjiWwQf/PIUdez+Xf6tw5aG2eqDi72j2LBTJttk5Fu7OXh3Wk2UxNBOkdB3JqQkfJuE2NFUmTbpPno3DKU9ktjStzJXpko8gCHMQy8fkwOBkm1f1OICYWWmlc0VobOPtsdHR5FAr6/Z48Xnz2Yhtakyon0v0OaL5mQBUdaisyK6aNTRaBudo+hh6H7V3rqBeAwyv1EUjn68cy+DVPcfx3CtNivtOnzhYl89DGE/M7LNs5BZsxfs5E3w3C6XClQcLxwKBoLb4vAHF+1y4+kbTMbWxozdruBHZa8m/1IfutbZ33HEHBg0ahKuvvhpnz57FZZddhoqKCvzoRz9KpXxEEsTKGOPjgZbWTnlrwubXPsHt85XLedWWuBqxFDbZbDaUDSczWACs+L6y75fV1aDclYentx5U9Mcvf78X135zpK6+of4k0oWa/TJi+1UiWRbNnJWbsogTBBGNZDIm6rGX0rnxho6JVTbaNjWi7xKPPkrHtLKGRnsO6r2P3ncuo6HtjOYjli2N1Wcsy6hux9WT8C1R+fRmDaf3u/ShewzbbDasWLECK1asQGtrK1wuFxjGGGUh9BHv8lNeIzsOL/Rs7RIERRbapuNuPPvSISyaOxbnDXRq3oPnBZQ6bWhYOjXh7a2xZEt1+Vwnli5pHed5AYX5Vtx23QUoLcoDyzI4faYLfr+A3R8q42u2uLvAsb3/jtY31J9EKgnVZxHosV9TFNu+Fl8zFjdfPSbhpf3hOuzMt6rqdHiWRV4QYAmRscXdCXBsxrcX8IKgMSYFGpMEQag+t11OB0QAPMMAUZ7r0r8lnPlW1Qy3vCCCEUW48q0Kmx1qH6P5D+Fl1bapka+RG0TTE+nfkcfifw7qvY/ed6540POeyPNC1PFEpJ+Y7+sx3rt9fh7PvHhIYT//+u7nqJtVCYFhku5jLfki/dlIO0rvd+lDd3v+85//RHFxMcrKymC32/HrX/8aLMvi5ptvRl5eXiplJJDY8lW15bqKLQssG5GFtum4Gxu2HEDD0ilgeEF1iasRWyVjyZbq8rlMzGXesXRNBH79v+8r2l4rE5OkDrH6hvqTSBWxtoiBF+HnkfTS/nAd9nT6VXU6PMsix7LgICa9PcFoOFY94xjHsgBPy/UIItcJt3mVQ1y46aoqLH88GIZDyy/gelaPhB4TRFE1w63NykIICU+gujUshv8QWlYEo7pNjXyNvk9UPYHWFu/4n4MWjTIWloUIMe53Lt31i+M9kbYzmouY7+sx3rs5Nrj9ds3GPQAibXGyPqWWfJH+bKQdpfe79KF7++2dd96Js2fPAgDWrl2LvXv34v3338fKlStTJhzRSyLLV2Mt17VxQEVJfmSG2+/XyitHRI5FgGEgciy4nmVXRiylTXb5Ny0fT5xktswA6m3vLLDhJzdMQIUrD5VDXFi1aDLuu/UitHf5MLm6f8y+of4kUkW6lv6H6/DOvcdUs42FbvOVMkFGk1HLDqcayiJOEEQ0wm1e3axRMTPNSs/18LIMmIQy3HIcCwYMfnHrRVi1aDIqh7ii+g/ka+Qu0fo+/Njk6v64/4cXQRBF3P/DizC5ur9cJtZzkOWgvhWSS63+0TbH7CWeEAOVQ1xYNHcsuv08AmDAcWyEvxZui5PVhWTC1pDNTR+62/SLL77A8OHDIYoiduzYgW3btsHhcGDGjBmplI/oIZHlq7GWWPt9PPo5LChwWLFm6RQIAmDhGHCiCJZj0OUX4PZ040y7Dzv3HsP1s0bDlW9FtwFLaUNl08r2qLc8LR+Pj9jbsmMvA5faXhCCsRzABDN/PnjbNHR4/Whu7YT7rBdeXwALrjofTocl6vbsZPWBILRI19J/NZtk4xjF33Yri8XXjMPNVwuwWTkIgoguvwCWZeByOhRytri7AAZwd2RmBZ/fx6MsyTALRObw+fmEMvx5uwPwnO2KfSKR84TbPEC5hbHpuBvPvHiox78Ug6vueKBbCAZ+Dw2DEF5W+jsQZZuj1sqkYqcNTM8KvWgyk6+RW8R6b+jVC8DT4cc9T76l0KvF144FRCbmc9DnFyK2Qj7z4iHc+d3xsIRsB4+lf0aHXCLMS6zttVLfVg5x4XtXVuHR5/dH+ISh/hrAGKoLWv6tnrA19L6ePuKKqdfe3o4jR45gwIABKCkpQSAQQHd3dyrlI3pIdPmq1hJr6WHR5Q86V1YAvCgAAYC1cRHLfG+fX4NN2z/GrdeMA8cyWPvjqTjT7sPm1z5B03G3YhuZ2kBVSwkvJLnsNjTrZABAtxBcohz6ZYMMSCRaumSzsuB5ESyiZ5oDetvexrEIQATPi4AowMKxcHu68cTmDxRbaAocVogWFhAZCKIIq4WBwCPosLMsWC7oCLEsC45lgnJwDAJgFQ8QHy9SnxJxYfTS/3BHO1QvRQRtrda2Xlh7V9n5/Dx++8JBOXPYsroaPPPiITnWU4UrDxAZ1S/vDUunwsKxsv7H4/yH22K7lUG3X1CvDy+G1IeyiGcTNiuHOXduibvc1ofnwpMCeYi+iWJrK8dicnV/zJg0VJ7M2Ln3WNBPYxm0tfvwwNO9fuWK79eiqNAOXuDBscGyobF5w7efhds4rZVJD942LXguw6jaOABgeEEz03g04p1oIcxF+DsRelbChz6/A6K6Xv3qtqngeRFd/ujvGiKA84e5MKi8EBwL9Cuw4/xhrojt4NH0L56ttNIzHYKAVYsmo3H7YYUfETX0DemzKVDbXivZR58/aB+vvWQ4qoaVyRN6QKhPOAWWkD7W4/cm2/cCL4LhBV1buMPHHWvjEAAX84OxJKMgiGBZFmBEQITuOPC5hu5JvdmzZ2PBggXo6OjAjTfeCAD46KOPcO6556ZMOKIXaflquIG3AHHHQoiVbr3LL0Q80B59fj8WzR0LPy/g5//1lmKyb+sbRzD/0kpse/MILhk/OOKhY7VxOOXxRaSEL8iz4J4n3or5wIq3Lqtv+Qb8fgEPmCg+lZlQ06XVt3wDZzw+PLBxD1xOB5bV1Shi26jpmlrbr1k6RXULzZqlU3DS3YVHNu2Dy+lQjZ3zzIuH4PZ4ZZ2qmzVaTpc+ubo/6maNVugQ9Smhh1Taznj00uaw4OSZbsW5t8+vQZvHh6bjbqxr3I8l88bh3g275esIGkG6T53pgt3KyTY7HudfzRZL40ztbxpnBEHowcYxEfYwuFWRgV+APKEHBO3YA0/vUdi8+oW1AKCwPRYA0PBZCxyWCPvocjrg9nQrztWyafGSSGxrwrxo9WdBXmSSK5fTgbbwSZeFtbBaWax+6h1F+fJiBy4ePxj3bnhboYN2KwufTj3RmrBuWDoFoSkq1Z7pof50NF+H9Nk8qPW3mn1kGfUVzYIAuL1K37R+Ya26Lebj73sjdUXLDy1z2mLeU3o/lHYO6ooDn0PoDs6zfPly3HHHHVi9erU8qccwDOrr61MmHNFL6PLV9fUz0LB0SsIKGyvdutvTrWo0igpt+PJUe8Rk301XVuON/f/CzNrzFHv8JXw8VFPCBwKiqgzJ1qW5tVOe0Evm2n0VNV1yWC1ym0lbZpbMG4f19TM1dU2t7f1+rUxhIh7ZtA8t7i7Mmz5SdeJv3vSRaHF3YesbR3DTldXw+XncdGU1Koe4MGPS0Agdoj4l9JCI7dQbTzQevez2ixHnPvp8UO+lvweVO/Hbey6VZWR7vraGUuHKw5l2n8Jm642jo2WLZ0waqvk3jTOCIPTg4yNtXMPGPfDxIgK8+tZAh82iOHfxNeMi7LSajdu0/WOwPQkJQqmbNSriXKNsGsUs61to9SfLRD531fTqgY170NzaGVHe6xNUx0G3X//OgFgZdCUfpcsvos3jhcvpkM9Z17gfP/vexJi+DumzedDq73D7WJhnU/UJWVa5q2P3h81o3P4xVi26EA1Lp2DR3LH4+77P4eOBAMMgAAabtn+su++N1BUtPzR8oZ7aPR99fj9mTBoaVxz4XCKurdVTp05V/D127FhDhSGiY1S2IjXjEXwgMOAFQTYaoedUuPLgctrxuxc+VJRrcXfB5w9gQtUAxVep0FlyrZTwLIOI3+Ld769WF4ct8uttItfuy4TrUoBRxl9oOu7GvRt246nlMwEwwRg4HKca40GicogLDKO+5JtB79clZ37kV9AWdxdc/ex4YMlFyLNbFbp0+/wa1S/y1KeEXuKxnRzHoq3Tr1jpu2JhLYpV4olq6bKkl6FbAqBhB509K0YqXHmwcAwkt5/lGHCIXGV4+/waPPvSIYWDr3dsaDXw30AAACAASURBVNliZ8iqFbW/aZwRBBELXhDhcjoUscQ2v/YJeEGUP1CE+wah2RNdTgdERE58qPkac6aNwPo/f4Db59co4kudU1aoy8ZJtjOcaOEVQDHLsp7Q/mUBjVi2YoReDSgtUO37/iUFqBzikre7BvVB++M2GEbeHhhVzijbJzkwqiuYnn0pGL6jxd0FQRBgEWNsiSR9Ng16sstKuqm28wRMZF+2eXzguOCLdp6dwyUTBqP+8TflcndcP17eKSJdX6vvjdQV7fERlqFZ456S3603Dnwuobu+n3/+Of7zP/8Thw4dQmdnp+LY66+/brRcRAoJNx5S6mtpsE+u7o+7F0zCL3+/V2E0Orv9cHu8imsFY7FZ0NBzLhC5TFwrJXy4TxX6wNK7N17NEHp9AUNjaOUCWg8UURRR/0RvSnRpibTfxyvKSMFbn952EHdcP15elSc9ONwer3yup9Oveq/CPBu+6myPWMX36PP7sWrRhdSnRFrgwUSs9H1g4x78culUcKwy3qSWLqs53o//+3RNp03aMtPZ7cefXz+CD/55St4y1ubxYfUtF8LT6cOZdp/suMv6j9gxMCW0bHGo46j2N40zgiBiYbOyqqE1bNZghtrwsB7SNkGg1w9d/vguhd/pyrdChNLGzZs+Up5wafP4sGjuWBQV2uDMt6HF3anLxnHhX5Whvt0rdOvuqkWTVa9tYVmAp4CjZketf7Vi2W5944hictp9tlu175tbO/C9K6vCnsvqz9kAL2Dpr16Tdbu4WPuZauMY1e2THMcgwKuvYFo0dyzWbNwjyxBLJ42ON0wkjlp/h9pHoFc31ZJOBESljZTs6cqQcFnL6mrkSewWdzAc0m3XXYCf/9fb8vW1bJmRMfosnPr4sHDKzaPRJjpD70163AsjiqKuGs+fPx+DBw/GnDlzkJenXPpZW1ubEuGM4PTpdggaX+S0kIKXZht65Q5/sK1aNFlObCAxubo/fvSdC+D3C3Igy0+/cCPPYZOdqcnV/bFw9hgwDHD8K4+cNENiff0MWERRc/98v0Irjp/wwGGzwOsLoH9JPpwOS0Sw0Hj3+acrpp5aeyeSbVCLWLprpJ5qxSTY1OPMAsGHRN2sURhU7gTHBh9CHm8Aza2d6F9SgObWDjRuPwwAuOmqKpQV5QEMcLrNC2ehFQyAk+4uFDsdcOZb0d7lR0trF3buPYb5l1bi+VebcM0lX0P947tkuSqHuDBv+kgMGeAEy0CRWCDbYiaY3a6kWnfNXn+JAMNgccPOiN/X18+EnYXumHoBAOv/fEAOGs+yDIqdNnx5skO2eeeUF4ABgwAvIiAIsHEcWBbwB0Ts2PMZJp4/AB1dAbj62eHMs+HpbZH6D+RuTD1Jp9JhdzOlv+XlzoQTXiRaTqpntoxZI0l3nY3W3dLSwsz1Gcfh7p6PwxIVrrzgBxGOwamzXTjb7oPDZkH/snyIIQl7ePC45/G3I8o2LJ0CC4AOP4/m1k44bBaU9HPgP/5nH4DgBJ808VJe7MCTfzwQkR1Sy6aVlBQo2krkWNT3TCqGyiBNlkgvyuETky6nHQVWzpQ20igy7e8agVb/hseyLS92oKXNq3hOrlw0GR1dATz83Hu4ZW41hg9yybr7r5az6PaL2LDlAJYvrEVZkT0ifq5UXhBEOYHMj75zAQJev6asof6DVGbGpKEoKrThrt+8GVGmYekUPLJpn+LjezTMEIssk89VozDC3w3vb5ZlUJBnwX0bdqsuqghHz3t9uC2bN30khg504tgJD3buPYarLx6BQeUFEHx8xASd3cqis5uH29ONM+0+7Nx7LGpcu8nV/XHz1WPAAGDDJvg4m0XxLBBFoKIkD6II2G0cRD+vGSuPYupF113dk3rjx4/Hu+++G8w+kkXk0qReaWkhTrV16lvhFrotDIh4ib3tO+Mw/FxXxMvfKXcHRLAoL3aAYRjN5d+SM8b03F8t4+LZLj+aT3f2TuqV5iPfbsG///pNuJwO2Vnz+gIYdk4/CBoPKHueFV5f7+Sjw8ZC4IWoGR6NyIyTaSfHaD0NN+JggJvv3wEAqmnUVyyshdXGYvX6dxQ68Pp7n+ObEwYrJn9vvnoMRBH48lQ7GrcfViTEuP6y0SgutOO//3II8y+tROtZL860+7DnwxOK60iG2llghdXCwu8XY2ZO0lvXdGRKMrtdMZuTk0qi9b/AsfJqEYkKVzAJDMsLMbPHStcSLSxOnOpUvlwuqEXjq73JX+ZfOhq//P0ejPtaGa6cMkyxOrp+QS3y8yz4+ZNvKcYRgAidV7OB3V1+1fo67Jxi7ETLfmuzsnKWajNmoKZJPW1oUi8xaFIvcbQ/iMwAADz83D7Mmz4SI87th7Md/gj/8tN/ufHrP3wQUdbOMmjr8isy5961YCJ8PkGxK+CumyZh/Z8OAAhO9p030BnVxoFhAFGU7ZiW/A1Lp8gfG797WSWmTxwCXhDAMAxef+9zvLrnuDz5qLV1N5b9NHv2xkz7u8kQ2rZaH+wAERaWBcsBPr+APLsFvoAAnhfgD4j40+uf4PPmdqxcVIsWtzdCdytcDni7Bfm5HPpMtnAsznb6sObpPRG+LERG1X8N18WZkwbj2m+OhNXCgGEYrHhC3UdhwMBuZeDzRo8opjeraKqhSb0garZn5qTBuH7WaN3vsaG+KcBgccOOiPs0LJ2Cjds+inifu+umSfjLW0dx3cxKcBzg6Yj8eN24/WN5UtnltCPfzsHnDfToEoNTZ7rkd7cZk4YobHNoJl+blcOpNi9+9exexceR0OQupU5bj40GIDIQRBEsw/ToaeSYCffL430nzCai6S63evXq1Xousm/fPgwfPhwVFRVGyZUWurp80Ddt2UtBgR2dnb7UCKQTjmMhsAx4AAzHwsIyiDb/ynEsmtu6sGr922h89TDeOXgCk6oHIt9uUS0niiIYMRhTguFYvHPwBDpCHgK3XjsOq5/q/Wra4Q1gf1MLvjOjEhu2HMSUrw9CZ3cA1cPL0NLaiePNHhw8cgo3XlGFpmOtwQxSVk6+t8CH3E8UAZZFi7sLv/nDP/DCG5/i0NFWfH1kOYoK7Hj3UAu+d2UVntjce2zS+QNU6yJllFz9VG+9x4/uD4uNRf1ju9D46mE0t3Zg+LkurH7qHV1toxc1PSkosCd8vXBi6W4yeqqmXzwvKPuI6dWLW68dhyc2/0OhD/uaWlB1Xgleeusz+beDR07hh9/+umysK4e48J2Zo9Dw+714fsdhHDraisXXjsXh4234275/4d+mj8K6xv2YMWkIBg9w4r4N72DL3z9F07FWLP23C7D2mb0R97y0dijcHp+izyecPwDOfCsEHUutpa86RutDLMxgV6KRat3NRP3V9Jxlmaj9z1lZnD+8FAePnEKHNyA7HMWFNrBg0NrhV+pe1QAUWDkwQtDGyTrEsIotMpIN/bfpo/DG+19gwVXVslN153cn4oGnd0ece0nNufjfnZ8oxpF034nnD0BhvhUWK4eTZ7rx+xc/REm/PAiiCI5jkZdnBR8QIvR91z++xOTqASi0cRB5AXxAOe4lW23lWLR1+LEqbJz9/sWP8OQfD6Rt3ERD0ql02N1Mjd+CAjs2bW+Ku9wNl41OuJxUT7PbrFSQ7jobrbv5+baM9BnHsQqfQaLClYdZtUPBMMC2XUfx8jvHMHfaCFX/8sbLz8cLb3wKIPgh8cff+Tr6FdgBlsHGbR/i8PE2+fwLxwzEr//3fcU13j/cghuvqMKf/3YETcdag/fleYWNs7CSDX8Hm7Y3KewYGEZV/jEjyvDG+19g5qTBuGT8ubh3Q9CW7j54AtfNHIWzHT6M/VoZzoQ9V0LtZXNrB4YPVvdDYz2TzECm/d1ECX3+DR9UjKZjrRH9e2ntEDgswcy0p8540dzahedfbcKoIS4U5lmx4sldOHDkNMqK8jC5eqCq7n5zfDBe2cTzB6Cf046TbV7ZT3j7wAmMH12Bw8facPqMV/Zlh51TjAf/+11V/5XlOLzdo4szJw3GlVOG4YGnd6Px1cNoae3Aknlfx/6mFoWP8sT/fYBtuz7FhCr19yW1NpH0bXL1wIysNs3kc9UojPB31d7D27v8mDlpMDhBhIVl0N4dwJenOuAPCDh91gub3QK7JfiezXGswjcdP7och45G6npNZTkqh5ZEvM+9f7gF3/7W1+Dp9OFUWzfWPd8bBmnBVdXY+sYRzJk2Ak9s/ge2/P1T7P7wK0yoCvqg0n2ld7cfX3dBhO+77+MWfG1wMX766Bv4+sgyRZgl6d3xxiuq8PI7x7CvqQUXjz8XK554C5u2B9/hRw0tweqn3sam7b3+r+yzh9U9/HhfI5ru6l52N2jQINx88834+c9/jnXr1in+I4xFMrj1j+/C4oadqH98F9ydfkVG2XACAO7/Xe9LoRTXTk/2FwuAFd+vDe7XR3DgRwtkedNVVVj91Nu46zdvYsOW4FaHyiEutLi7cN5AJ365dGrMZa9+XlTNgOrnRdTNGiW/7Maqi1pGyYaNeyDwvcHjKXOqEr36ZbUyuHvBJFS48jQTAkiZmUJ/49jetg+NfSMdlzJ+trh7A54GeEFepSSdd7ZDPQtzQDPDnr76U6ak3EBLz0WOidr/DC/C5bRjybxxaFg6BUvmjYPLaQfDi3HpjhAjKUXomAodM6HnSmGf1MbRmo170OUX0B0Q0bj9Y8yZNgIbthzAXb95E/c8+RZOtnnlr/GJ6LtaOcqMSxBEOJKtlRJXhPqSy+pqwHJBP3P5wtqY/mWFK0/e5vrE5g+wuGEH6h97E3OmjUDlEJd8vlZCNGe+VXHfcKLZw1AZJfnrF9Zi595jAIBvf2tkhJ/yy9/vxbe/NRIQI58rofYymh9KPknqCG3bza99EqGfyxfWwsYxOO3x4Z4n35Lfa+ZMG4FN2z8GL4hYVleDydX98b0rq6Lqbos7mJW5wxuI6M91jb2Z7qXfJB9AzX9lOWBZXVDWa7+p1Dsps2nD0qlYXz8TS+aNk+MC6tEd0jfzoWZ7li+slRMfiBwDt6cbT2z+APWP78ITmz+A29MNsScRRnifNm4/LOuPdL36hbXId1gwpL96MqEBpQVo3H444n3PmW/FjElDVX1QvxCpS0KMTOfRbLf0b7en9/0v1js86XMvuhNldHV1Yfr06QgEAvjqq69SKVPOo6WgUuIJCWVmRe3sL/YYy/p5XkBJoQ2//NFUBHgRVisDgdcKvs6qJjJYNHcsNmw5EAx0GeAjMi6Fby3QeuEVBFEze1k82RxFMZghyJlvRVGhXff1cgG9+uXt5vHSrqNYtehC2G3qgU29PqXZrHDlwWrh5HO1JgMlx1sKeMqyTMR5Z9p9qvdkNSZAeEHQ1Z+UKSk30NLzNUunaPQ/ACaYfdbpsMDe3xlhM3kmUk9Dy4aeGyvbY2iSDV7QsLcci4alUzRtmNvTDZfTrulwScGUE9H3aJnH9Fwnnu1kZt96RhC5TLTxKW29kmytM9+GVYsuBMcGjz3/ahOum1kJQERJkR0NS6cC0PYv1yydAp4X8fOeAO9AZCIAQDshmqufA7dddwGA4DZKjmMV8kazh4woRgSht3EMFl8zVg59oFbWwmn7tGofccLvq3Vd8kkSJ1RnF80dK8f8fvalQ1g0d6y8NdvGAT5e1Ew8EeAFCIKI788eg5Xr30LD0qmauls5xIWbrx4LIPazM9QXkPzXUF31+QV8daodDUunghcERR2A4MTezVeLAETcu2F3xL2i6Q75wOaD5wXVBBiS3QqELYRxOR3w+Xn4/CJYjgXDKG1I03E3nnnxEBqWTpW3xb745qeorR6I4kKHZqKKn944ASyj9F0DvICiQpuqzgR4EfctvhC8APzp9U+wY+/nYOLwfdWOV7jycKa9d5VjNNtJ2W+V6K5vQ0NDKuUgQtCjoOGBIdcsmaI5SN0d0RNPcBwrJ6dYVlcDAGg761XNvGSzsaqyFRXasKyuBl5fIGIJt1oQy4YfqT8YLRwDiPoz2WhlmeJYFhu2HECLu0szY1kuZsYB9BtAjmXwwT9PYcfez1E5xIXb59coYjD85IYJsFh6+0rSkW1vHpHP1TLeXl8Ady+oxfOvfozb59fIv4eet3PvsYjU7bfPr9HMnKQn25dUL9KHvo+WngsaE2hfnPQogmW78q3Bbei8KH+ksGjYm1NtXVj+xK6IBBbh+isFbAeC+i3Z2D+9/klExvH6hbV4aden+NPfPtW0YWfafSgrytN0uHhB1JQ5VsbGaJnHQv9WtctxBC7OpSDHzn55cNhzzc0ksplo4xMIJunp9vNocQfDbXxzwmDcu+Ft+dxldTVwe7rwuxc+kpNMzJ85UtW//Piz0xg2qBhn2tVX6RcV2gAE7U6/QluEzbzrpkn4v52H8c0JgxXJLELtSSx7yPMCGPS8HPEi/Dzkv0WOU/cdOBaMqP5cCfTYsGiZ0qV/k09iDFoB9qWY3xu2HJAXIixfWIsCh/rKoaJCGz474cGGLQdw7+IL0eLuwqdfuFV1t7m1HbdcOwYn2zrh8/NRP4KHyiP97Q+IuGfDW7Ku2mwchp/rQn1P4pnwOiSjO+QDm5Nw2xPqnQlC76SdWozzuxdMwuTq/nJiQwBwe7zgBUGRVEV6n7t7QS1++Xtlpt2H/vs9uD1e/PtNE/GTGybgP/7nPbicDuTnWeDMs6nqjCiK+OHa12QZAKDT64+a6Xzza59oHpfs9aYePxmIYTsp+60C3TH1AODIkSPYtGkTXn75ZVxyySX49NNP0dzcjLKyshSKmBzZGFNPbW99hSsY94GRYtSxDFY/9Y6sxNMnDcY3xgyMiANVVGjHyvXK+A/7mlowfZL6ta646Dx0dQfgLLCjf2k+vjVhMGZPHYZLa4fi0NFT6OrmVffpz546HE9s/gAvv/2Z4tpqsnZ4A+AY4HtXnI99ITEh6ntW1jGCgEnVAxXHwmP0SdjtHMZXDVDElqhfWIv9Tc144/0vAQBfnerErd8eq2gbrevFQ6ZjjCSqp3r0CwjGnpH64XizBx1dPtxx/QTMmTYcl4w/F4AIr49H7fkDcPmF52H21OF45qWPsGPvv/BFSztuvKIKFSV5mHbBIEVf3r2gFhwLlDjtKHbm4eW3j2Jy9QBMqOqv6Mcl876Ojz49hWkXnIsrLzoPY0aUBc8dMzDi3PqFtXA6OF0x9ULrZaQ+xCLTdiUWZosxkixaej6rdihqqwco+n9ZXQ2ee7lJEe8m3I4BAKsRbw8AXnv3c0VZkReQb7dg+qQhmD11OC6uORd/ffc4aqvPwZUXnYdBFU68d+grLJo7FmNHlCEgCJhZOxRzpg7DzNqh2LHnGP70t2B8KTUbdvv8Grz89lFcOHYgLByL3R9+pTqmOY5Rlbmo0AYxynhRGyf1C2ux9Y0j+OJkR9Rxo2bztdo0nnPDybaYekX98jDnzi3YtL1J93/JxMajmHrxQzH1lEQbnwKA1U+9g+rhZWg61oobr6iSYzVVDnHhxiuqkO+woF+BHV8bXIxHnw/GwNvzUTNGDS7CjZefL/uXR79owzkVTrR3+tHtD6j6mZd94zxcNWUYqoaVwGbl8Je3PsOcaSMwe+owzJk2HDv3HMMFo/qrxv+V7ImWDY9lDwHAaucwfrTS97h7waTgCiwGqte1Wljs2PM5fP5ARBw0yX6yQEZ8knjItL8bD2o6e/DIKdz67bGYdsE5mDNtOPwBHp8cb8Ore47h0tqhqr7C5RcOw9NbP8TxZg8mVlXg0NFWvPzOcUwcXY7vzKiUdfekuwNd3QICvIDf/OEfOPKvM1h8rfJ5/ZMbJqB/SQGmTxqMy78xFI2vNuEf/zwl69DWN47gwJHTsq7yPCJi94XGLZd8XkaMX3cy5QOrQTH19MFaWLx9QDvG+f6mFvzk+gnY89FXij7Ns1nk2IwSHMtg8pj+uGrKsGBYg6EuPPdyE5qOu3vi651EbfUAjK+swBUXDcN9G97BpOr+mHbBoIg4jp3dAdn33d/UgiXzvo6CPAsCgoBxXyvD5T02W4CIHXuOB9//WQbfnHAurrjwPEy9YBDmXjwCRYU2TK4egCunDEO+jcWIwS5ZP8uK7Lj12nGYesEg1J4/AD5/AEvnfV3WVzPpczqIpru6Pxn/5S9/wb333otZs2Zh27ZtWLlyJTo6OvDwww9j48aNRshJ9CDtrQ//MmoB5Jn78FUoLMNg47aPsGjuWDn9+TMvHsKd3x2vsYID8nYxoedalUNc4FhWToO99sdTI9Kmq83w3z6/Bl2+gLwsPHzFV7islUNcqBpWhiKnTV5aLmURu2T8ubD0bIF48LZp8PMihJ7sUeELSziORbdfQIl8neCMvdXK4O/7v5S333o6/fjru59jzdIpEGh7ly79AoLtUxrSR/6AiDff/xcmVA2I6P/fvfAh7ri+Rv5K1HTcLW+T+d3KS3H/Dy+SU6E//+rHuP6y0eA4BucNdOLWa8fBHxBx9Is2+V4cywKsiKEDi7D1jSNyxqWFs8dAEASUhcgVb6ajWMvcib6Blp5zUG6xYlkGDz77nmy/gODWBhEAzzCKjHjwC3jmxUMRdnbh7PPlstIKOSlGJcMLAMPgTHs3/vS3T+WJOona6oFwOe34f//xd/m3hqVTFOdJWynuu/UinGnvRr8CO7a/cxTXzxoNwc+jwGHRHNPdYTILoghBEFW3poUSPv6l7GvSVjSOZWC3suj2i+AZRjEO49kOQVsnCMK8RBuf0r+lWGVWCyv7kuErSe679SLFdaQst+vrZ4IXBIw+rxQOGws/L6DTG0D9glo0hPkZ6xr3487vjoc/IOLltz5DbfVAOPOtONPuQ3nPx2U1ecd9rQwAgwDDgOOBjz49reorWxB9q3FoSBKOhbzl7LqZowAAf333c5VjlVhfP0Peyqvld8TySShEgX7UdMDldKDAYVWsDpJXyzGRvsJdN03C5tcOy35B4/bD8jn/99oR1M0ahXPKCsGywNCBRfD5eZw+40WLuwst7i55m68z3wpXPwf+b+dh/NuMUfB2ByCIAhbOrsbNV48FywKd3QHMmDQEtdUD4enwAmBUt9y2uINxyxuWTlX4vOHP6Vj+MPnA2YcIEXdcPx6PbNqnuR3V0+VTvOfauGCSODXfsNhpA8OL6BbUt2+zDIPG7Ydx53cnoMXdhfV/PIhbrh2DJfPGwWGzwOsLIN9uwZN/PCCXczkdsPXs1PN288FwXAiOx/V/PKiwuev/eBDL6mogCCIEUYSNZcGzLLzdPDiWQVmRHQ1LpwBMMBPvb184KL8H3nz1GDnzLkD6HIpun/nRRx/F008/jaqqKvzlL38BAIwePRoff/xxjJJEvOhR0PDlpp5OP9werzyRAkhL/8WYW83u/+FFqHDlYd70kfJkDaAe08zt8cIfCCgG59Y3jmDh7DGoHOKC2+ONWPIaKquas3f7/BpsfeMIrr54BGxWFoKPB8sxOOXpVixxX76wFmVFdjmFttaWEEGAvM0jdGmvhWMg8ELEsuZcQ68BDN2WHeroPP/qx7JOtLiDsUeWzBunGRfs2Jdn4Sywwefn4cy34vILz0NxoQ2Cj0eejcNpjw9gRAwbVKzYanD/Dy/Ce4e+wnUzK+UsuIqtkXxPDD2ehz/ODo22zJ3oG8TSc3lLFRi4PV65nBSkffnjuyK2BtTNGqVqZ8O3pEpbdiRdFQGIUbZnhY8dte0Gbo8Xx7/yYM3GPahw5WHN0imwc0xwEq1Lu64WjpNlluyvlDUy1rbY8PG/YmEtipw28IIIq5XFyTPdEduQypzBFS96t0PQ1gmCMC9Rx2fPv6VYZVISArXEPidOtcf0RSX7UWDlkO+wyi+Qnk4/nn3pUI9/yWLn3mOYM22Ewo+UtwSHyStlDg31Le5eMAkv7TqKHXs/l+WwsCw4iFFDAYSGJAmtw/WzKmHhWHxrYuTWY7uVBe8LRGzlDfc7ovkkuRSiwAjUdLZu1ijVuHlL5o3D8a/OonH7YSyZNw7nlBXCwrFY/+cPIrYyFjtt+NVtU9EW9lyUJicCvCDfV/qwXeHKw23XXYBvTRyMlT1xIqUyNisHn5+X31WuvWQ4Lu7Joqu95ZYFE+LzchyLVo8PD4Q9p4tj6Ab5wNkFIzL489/+iUVzx8LVTz0mXnunDyVOOyyiCA6M7L+5nA5Zt61c0M7xPZO+nEY4owAfTIr5xUmPbOOf+tNBzJs+EvkOBv1LCtDl6/V7e/1mpe5u3PYR5k0fqeo3N7d24N4NuzG5uj/qZo1W9SV9vIhNPYng1Oy9HCuV9BlAHNlvW1tbMXr0aAAAwzDy/6V/E8bC80Jw0kIUwfBChHEOz5QjxWeS/pYeGn/8a2S2p2V1NWjcfhhA8MH22xcOYvnC2oi4TGqZon5ywwQ4C2zYsOUA6h/fhQ1bDuC6mZXYuO0g6maNUmTrUZNVKxvqjElDsa5xP4SekejjoZrtprObj5nRUeChmllXyNVRrkIs/QLUEw2sfWavnM1NosUdzJq0Y89ncrZcALLz3Lj9MH71zLvo6ubxyKZ9cDkdYHpe1qXMSXarJSKr3G9fOIgrLhomT+hJv+dqViMifvToebgtrZs1SmE/bplbjQElBbjzu+MxpH8/rL1taoSOS9kRJUdm82ufKHTVAqB/aV5ENrJldTUoyLPKMfWi2XPpukBwHJw+44UvZNJLq66hWfS0suiqjSe18f/Axj04+uVZLG7YifbOgGYW6liZ3KK1f7RzCYJIL9HGZ+ixpuNuPPPSh6hX8SWB4EqnuxdE+qihvqhkP3heAAcRxU4HHtm0D2s27oHbE4zzbLcyuPnqMZp2LFSmyiEuzL+0Ev5AcNVT5RAXWtwhGWt75Fh721SIDNAtiHDm23DL3OqI68ZqC14QVf1OaUVjMlB2x/hQ66cBpQWqq5ukjJ9Nx924d8Nu/Py/3gLHAdfPGh3RzwwvgldJqrGucT9YloGzwBbxjL/jKpULqgAAIABJREFU+vGwWSMTDK5r3A9nnk3+fc2SCzF76oiIZ+qjzwez5koTHXar8p2bByNP6EllHti4Bzzo3bwvwXLA1RePwIYtB/DI/+yTMzIvX1iLtT+eivsWX4RBFYWy3xRqM0J1W4So8IPVxsrt82tknW3cflieB5DiUfoDAtY17sfa37+LulnBVcrhfnOLuws8z+PfvzcRI87tF3GPUNuvlt1WfhYIomYiOLJ/kej2m6urq7FlyxZcc8018m8vvvgixo0blxLBiOiorUIp6ZenuqXs8+Z2eWVduSsvYqvZ7g+bsfjasXCKykCYTcfd2PrGEdy7+EK0ebrh6fRDEHiIolWxBNdh5zBz0mAMKnfCzkau+AqXVbp+5RAX5k0fKS9PdzkdCPRkMNXKauv2dKOsyBFjS4j6sYDO7KhEEEFUz8gmBauWkL7aVw0rw0u7jmLN0inw+QWcPtMFBpB17byBTqxZOgVS/i+RY8HzQWdb2rYTSjC71xjNfqa+JIwg3D4BvXq/YuFElLkKFF/O6xfW4pE7LkZHVwAsy6BxexNmTBqK78+uxvHmdvmrunQdKauiwDCq27O+M2MUrr+sEv+fvS8Pj6LK2n+rqvekk3RWAiRAgIQQEpaQRkgUIYAj+6ICohBGQEHFUb8ZSWAERiTgjMNPZj5UwBH0cwCVURSdGTY3QEhYlEUICAgImJCkSTpLp7ur6vdHdd1UdVV1EgirOc/D84Suqlv31j333HPvPe95r1TVYeGMvqAgXNt96IIPSgFcuOyUlRttE0gybFZjg+PALYHfxsc0hVlc3Y6aDMKdNKVuH1iOU2WRDATzbYFOtEiL3JrS0Pj0T2Xwxb7zuDc9TjXSuLbOQ5hH1dIeiPZDB4GRdP2W4zJUyPotxzFjdCooaLPFirZHjKia+3p9xLU06onxQWGjws244nQrokTm5vTGy2v2yexjoG/hpSjYrCZZfTfuOAkve+1+Z0uKgqaJfz/paBqg1CPlS6/UKnTQ7dHuZ5aiVPuCpiis+ugIJg9LxuJZmfB4OVAQ0gGxrHr/iWuVv/7ubgSbDZrrHhFya9RTBHIoilfjGW+LbtxR4vZLo2Iw0Bg/OElGFDQ3xw6jj8CosTZDNlZ4wOPh4PZ4YTQI5DElDiWUfNk/D5AxE98qBKvnDgLnxzI9N6c3QoJNxHfukxKDRU/0A01RAAWZ7ddmtxWiowMSwTXzd77dpdHfY+7cuXjsscfw4YcfoqamBo899hjOnDmDf/zjH9ezfi3SBKFpikASeVAIsxrw0uN9ERFqBk1TqKhyCWy4EqgZIExs4AEdeAX2fvzgJF8OCB5mI4PIsCBcuOwkJ1sA0CclBjNGp4HleOGk1LdZoyXzp/XBj+evoFeXGBmsUgxHp1gOPNQhH+JCtjGQENVrLXCuRos/rTkgfEeb1Uh+Fx3lV987gLiYYIwd0Bksx4PngQPHi5HcIRJJ8TZMGJIIHgAFCjQDlFe58fLbErjAVDv+33P9UVJeS6KRhBMgCkufEjYJdQwNZ40H2wvPtvRlizRrjiFp6D4vgSMktLFh5ceHVBaWwmEWBUpIkg5hEzw63ITfTezpOyOnUFMnwBN4hoZBA551pcqFiFAzKqvcWPmvIyg650BSvA0zH0gFBQoMw8MWYiJ2Wzz9//irHzF9dCp4BG47QwvwYjHy+v891x96hkFNnQeOyjrN8dQQ+60W3J7RYJEMFCjdAp1okRa5dUU6PhlQgt315WSmmXrbQYHCjz9fwb5jJZg9vqcfO6MdPISNDkBA+nTtUH+wWz+30/ByHGgAVkv9AWKQWUdy5jEaDLaiHWNZDjxoVbjl0w/1wN/e/w5eL4/cFbvw1tzBGpuHacR3AQQbroO2rTLoGdW0L6JPy7LcVc9ZWraYpqkG7X+LCPnIDDSlmltMyrIJyNcRougYWljf+HLHas2LcTHBsFlNQp4wDthWcAbDsxIEYoKUGGRntJPpOssBC6f3QUiQEV4vB71Og12ZpqEDL8lfW9/ntKZuAC0T6e0legPji05T5kZkaGFNL4pJr8c7nx9VRGgumZVF7lfTOYamoGdouFkAFA8KFOpYHjQNGHQ03tp0GHuPFpPIOjHST4SSTxuVStb+Y/onwFldD0XvkxKD5yf1AscDeobG5p2nSP32Hi3GmYuVyJ+VBYCX7UNos9sKei9dc8qvt6wD/SUg+21FRQVMJhMAIDw8HOPHj4fVakVKSgrsdjvy8vIQHR19o+p6VXI7st+KwjA0OFpIdEkxNHQ0RZhcxBwbC1btwfqtJ7DnyCV07xwFs0FgezHoBfaYV9/bj/e3n0TB0V9gT2kFnY7Cvb3aovCHYgVLDMtyMJr1aB8bipH3JOA3fdvj//59DDu/v4TuiVFYvuE7rN96AsfOlGPGmFRcKKlCZKgZDw4SclWI9chIiYXFqNOs67Ez5fjtiBS89NZeMkhFZqeUhEiwPBBi0SE9Wc5QKbI9ZiTHQAdtxqcbxSR2s9nArrueMhRSEiJlDF5zpthhDdajf8+2uDc9DkP6tMf724oQZTNjaGYHLPrHXmzYegL7jv2CR+7viuKyKmT2aIO/f/A9Nvj0455ebbFwtR+b3vES9EiMwhv/OoTZE3qge+co/O3973Cw6DJSO0Vi+Ybv8Mk3p1F0thwzx3WH1aRrFNPtrSS3il3RktuJDUzN/vnbnasVKZPWIHscWkdZ8frG74n+TR7aFdYgPaYv3o49Ry7hkfu74tNvTqG61oPOcTZUVLlR4qjFv748iY5tw/DGxsPYvOsM7k2Pky0yRZvXOzkGrjoWf3v/Ozw+NhU0BUwengyW5bFw9R6s23ICjkoX/mdSOgZmxCO1YwQsZh1SOkbgbxu+x+ZdZwK2XUdTyOzRBkntbHh/WxE6tA7FK+8W4uOvTgUcT2qMYgJkQmAJdnu8mDoi5apZqJtDbjf226AgY5MZaVvYb2+stLDfaou/3S0ur0ZCnE1mh2eO644ff3ag4GgxZo/vgXEDOqNLexuOnipF66hg/OW9/cK9h+tt59rPjxFbdLCoGAtX70VxeTXG3NsJyzccRNFZh8wHLS6v1mSSFW0gC2D91hOy+le7vHhoUCL692qLbQVncfysA6P6J2ja+I5tw/D3D75v1BzDUxQ5qBTfJfVpgy16lFdf3ZylZYtf//BQg/a/ueRm+7tNETU9Te0cBbORQXZGO4zISsBgezysJp2MZVPUI6tJR/rqYNFldGgTipffFtY4MeFmjB3QWTHv1brc6J4YjUX/2Iv1Eh84xKIHQwEJcTYs33CQ6NgTY9PAcixMRj0WrtqDDdtOqup1bo4dYcF6lDndqrpDa7DbhzWCzflWkBb2W0H0BgalTjcWrPqW9HHvrq1gsRhAA9AxlEyH9h37BZOHdsWFkiqUVQgbZNUuL4ZmdoCBoRX3i/Y1NMiAy5V1WPvZUcTFhBB93XPkEromRKBPt1iUXanFwaLLeHysnME5N8eOT785hQuXq9EnJQYPDUoia7mkeBseHJSI/LWF2LBNKG/Sb5LBshxOX6wk9Rue1QEGSm7P1JjBc3PsCLHo4PWwMBoY9O7a6lfDbtuQBNJdig/wRXr16oUDBw4AAHJycq6a5Xbp0qX473//iwsXLuDTTz9FYqJw8nXmzBnMmTMHV65cQVhYGJYuXYr27ds3eK0pUlZWBa6JOS2ioqy4fNnZ5Hc1pzSUGJdnaOT6ErmLEm0T4LdUgOszx6WhXUyIgKuXnBYCAgafB4W8FTsxbVQqVm86jBJHLfJy7ORvaVnTRqUCgOo1sR4AVOuixqwLCKyPy9YdQP6sTBj1NGrqWMKaur3wLCYO6VKftDjAqeeNYApT05OoKGuzld+Q7l5vPeUZBis/PoThWQmIDDPjl7JqrN9yAg6nixAHAMC4gZ2R0CaEEAuIIuhBFgm/FkWr71f8YSBmvbID86f1IQzMWron1a/bRW4FuxJIrrfuNmf7G7J/1yqi/QAohf6Kev3Yy1vJ/5+Z0BNBJr2CVGbndz8juUMkFq8p0NT7pU9loaLKTU5C85/MQp2bxYJV3yreO39aXzz55x2ItgnJt//45reNazvDYI6fXW/Md5PaUR1Nw+XxYsGqPaSNi2b2A0PRV8VC3Rwi6tSNsLvNob9RUVaMeH5Tk5759NVRTX7mWp8T23mr26zrITe6zc2tuxERwdet/v52V3t+rmfizF2xEzarCb+b2AvzV+5W9SPFBOrS/0vLVnvPmP4JGJ7VUdP2BPKB27cKAcfzAEUBPDRtvPrv6rbSS1GYkb9d8Xu9T9u08vyl3hZDgZa5ET7RzfZ3myLSvlcj55ORn6isFbwAed5f9/739wPxzudHFRFQM0anaeoRwKv7K09mIfd/5c/UI58Evd5z5CLu6tZaU3d0AKo9LIrLa0hKpJhwCwnUuNXlZs0xt5q/yzOMah/PHJcGm9WEMKsBf/ib8rq//VwwvS90jBBR6k/2IrVrWr7gzHFpiI8JActxMOoZIUKVFXTRZKDhcrMkWrq0opb4tFpzgeizSt9PsazfuBOi+pI7RPqNqVRi01rYv+slkO4GhN+azWacOHECHTt2xKFDh8DzvOquKE0H5tvIzs7G5MmTMWnSJNnv8+fPx8MPP4xRo0Zh06ZNePHFF/HOO+80eO12FIahwTMUvCwPzrdAYiCeKFIC3ICmoGMoUCyvmRhXDK1tCC+vlQ8t2GIQcsvxPIEPQLKBaLOaSPJ2EY4QGmxULctq0YOm1fNLcBxA+0LWoVLXiio3po9KgT0lFjzPg6IoFBy9BGeNh7TD7fLCyNCIDDXBZjVixuhU1YFsMjLweHjUcRwYhoFRT4HneF/ouQD6pBmAvYq1ZqBw6NtZyKYFBYCnwHGcQEXuM+AGPQPwPKaO6AaO47Fm81HZ5PDa+oMkfwIART4FoD4nglrfq4VSW4P0eGvuYLAcR8rSzrVQn0vhaoz9ndqvvxZpTL6QQHrh3/9GPYU6D0fuBSBApmhlrscSRy3qPPV5bWxWE2LCLchbsUuWU6myug5DsxJQVS2c1mrpvc1qhEFHY9XcQaBB+Rhr1d/L0PV/65j6eXf8oM4AKAIPCjLSqK7jSPsout5mNyU3iRxqxiJIz8jyDBkYSkLWwcvIiBoalzf7UKZFWqRFGifS8Si1cbYQEwbb49EvrY0sT6iYm1Sc/6eNSkVldZ2q7WkbHYz8WZkkB52YzsBq0ZN3+ecCTYq3IT25lSzXad5UO8KCjXB7WOgYGgYdrYBbijn1Xpxmh6vOB4mlaQy2x+O9/xbJ6sXx6nMMw1BgwSh8h0DpCrR8IdH2MgwNo54W4JW+cvV6Cq46VnbwLggPj5dXLUdrQXcn2VP/gyaaEfKNSb+TB8CzE3vBWeNBkFmnSOC/eE0BFs/KBMXQMvi4KFI9j48Jxu8f7Q2r2QCAh05HE/bbpHgbHrm/C6YMSwEP4RnxPWLOcNa3tpNeE+vBskqd2Hu0GFNHcKApoLi8Cqs2HUVG11YYbI/HvelxZL305f7zwjijKVhNOhhjrLdV/4r9WOKoASTQ9l+raNkHk0EnHAo/naXI11l0zkFynAtIqgys/UxYq4lpWkbe0xEWow4GfX0kb/6TmZp5Hk0GnZDXlOdBg4fU1Ej3f3jI2Z61fEuGEfzpMf0TMCwrQbBvDANGT8Hr4UhZ2fZ4mA16sByHaJsFkWGJAW0azVDwgm60zt9JNjCQBNzUe/LJJ/Hggw/C7RYWJV27dpVdF43LsWPHAr6kd+/eit/Kysrwww8/4O233wYADB8+HC+99BLKy8vB87zmtfDw8Ma37hYRhqFR7WHhKK+T5dtYMP0ueLycLLfYMxN6wmY1Qq9jVAeIh+VgYmjw0M4bp2doeD2c+saJ2QCDngYn2cCQbiCWOGrxxb7zGJ6VQHbd50/ro1pWlM0MSiP3HQ8euSuEU9nFMzMV93g8XnRNiJQlMRZD2P1zo6jlLxEjGY+eLkXXhEhZkuP5vu+6+G0lPXZTNm7EcGg1mu3beQNI/HZSmnCb1UTywUj/ljrDV5xu2YZdVJhJcQIqTUQt5kTw7/tjZ0qRm2OXfddXns5C6RWX7LfZ43uC4/mAuRQaimhVkzu1X39NEjCnZgN6QTOUrP/7pMRgwpAuMn0Q74WGffu5pBqA4LhPHpaMsgoXbFbleMidYkeQWXC6theeVc3p8+/dZ9A2OhgJbW2kDlo2V1RpaW67px9MQ0Jbm4LMY/2W48S5y8uxo09KTIDcJY3LTeKfW6vM6Vb9xgACjstA/dPQsy3SIi1y40Q6Vp+Z0FPhG+Tm2PHO5/ULyTlTMlBT58bv/vo1sWNWi17zUKO4vBoLV+8l/q9OJxxWcDxP3jVtVKrsWVUW77cLMHNcmqwsg54hpG7OGg/e/fwYHr4vESUOl2L+B0A29qJtZtWcwmP6J8Ch4TtwrDIntegPaflC0TYzfrrkxLEzpbinV5ys3DlTMvD5rjM49GOpsFbwcITlVN3XUrfhV+Mj3aqi1hYRNeJwulS/05wpdtUNtcuOWixbd0B1rrRZjQp/+MV3d8ve+cW+88jOiMeydQcUdQGg8AXEa9LoSkojb7WOoVBZXYe8179FtM0Mi0mH3l1bKdZLdV4WL63eS/qT4vnbIiftnaSTzSUMo52r0WY1ocLpJmtycfx/+s0pWC0G5M/KREiQkdhhQNDxZesO4PlJvVDt8iJfQqgxe3xPzZzpLreX7CM05Cc/93A6/jC5N155Z5+mb6lnaKx5cTAcTjdBc6mVlZtjx7ufHyLjMDfHjhCzDjU1HoW+BPLZ1fTn16RvAUPsHn74Yezfvx9ffPEFTCYTtm3bhq1bt2Lbtm3Ytm0btm/fjm3btl3Viy9duoSYmBgwDAMAYBgG0dHRuHTpUsBrt6N4ARSX1yhOi4rLa2Q5OEocAs15cXkNGXBSibaZcbG0SiCjgJKGet5v+/hYw4C3PjlCaKjF63k5dry9+YgsmgJQRr3YU2JlUYLrt5xQ0LTn5tix6uPDeOXdfYpreTl2vPXJEfI8D15xT5f2EaoU1jHhwcjLsTfI4CJuRNpTYhXllJTXkA09adlN3a9xs9Ck2b6dRfx2UprwcQM7E/2U/g3UJ5geN7AzKSPaZobRoFM41uJ9olOq11OKvr+vbweSmDp/ViamjUoFq/Ktl284CI5T6o5UP7QiWgNRnd+p/fprEjX711i98O//7Ix2Cn0Q76UZKPRvzpQMbC88C0Agc3lt/UFUVLkxYUiiYjzkry0AD2Fj+qFBSfjqwHnkz8rCytxs5M/Kwrotx/HRV6fRIzFGVgc1mztnSgY++vIksb9iHfyfFfU5O6OdrD05w7the+FZ1XnhahjEAn3jhsbltTzbIi3SIjdOpOOR43iFb+Bva5asLYRRL1gU0Y653F5V2yPk6DxBnn1t/UGE+MgxKFDkXSLJj/isFhtisO9ZsSy3h4XNasKydQeweE0BHE4X2kaHqNrLe9PjSL3ycuwwMMo5ZlhWgqbvILJILpmVhTfnZGPmuDS8+7mw2aRV3uzxPbFxx0kMsrdXlLtkbSHG3Nu5fq2g4h+JvlYgG34n2VO1try2XvgOWt9pydoCQnYiirhZojVXshI9V/OHX1t/EGMHdCYbetLfJwxJVN10Fq+J7589vie+3H8ec6ZkKNZWJiODN/91hPRtnYdT1Tuzj6H0duvPO0knm0v0OlqhC6J9mDAkUZX0Z+qIbmA5DsvWHUBldZ0MTSXeFxpsUl2n8eDx3MPpCnscE24h+wgN+cl//ed+uN0Csio20qKwb3OmZGDdluOocbENluU/DvPXFKDaLWy4+etLIJ9dTX5N+tagL6/T6dCqVSt89NFHaNOmzY2oU7NKRETwVT3XXHh7juNRWlGL2IggBTwx2KLumJgMOoAC5kyxY8la5cncHyb3RrjNgrAwHn955h54vByMehosB3hZDjwPXHG68eX+85g/rS8YWoBIMwyF0f07gQdgC7OgyuWBx8OB8aN6l8IexFDfL/adx+JZmeA4gGEo0DSEzRiOB8NQeHlmJnieB00LCTqvOOsThNIUhTWbf5CVx3Kc4h0bdwiwDavFAEpPIyLMAtqPhar+O9WgxFELnueR1ikSY+7tTOAfgAbMgecR24R+vVRa3WA5zZmXwV8ao7tX837x20nDpbX+rn+mVhbmvWDGXTDoGAJxEPXaZjUhoU0IFj3RDxRNwePlyMacQc/AYhQicfYeLSYTUFK8Dc9P6qX6zphwC/R6GvlPZpEIn3CriZzmlzhqFP3/0ZcnAYrS/DaN6dfrJddTX24l0dLd5my/1P7pdTRCg4zEXog6LpUSRy1AUWBZOYQsNNioaos4HmA9PH44XUbsG8PQKK90YcqwFEwd0Y3AaoLMOkSGmVXfSYHCwhl9wdAUfjjjwPC7gdjIYJQ4asgY8IdeFJ1z4J3PjmGxLzcVeMDNspgwpAvGD+Zh0DN4+qEemOERIGRq9RdhbACQ1ikSBh2Nx0Z2A0PTWPJ0FrxeHjqaQliwEVUuD3iKUnzHQKL2jW1WE/nGWt8/KsoasH/I3xrP+ktzj6lAdvfXMn6l7fy1tFkqt2ubRd1Vqz/H8aiorlO1l4GkxFFD7EuUho3zh9CKpYp2LDcnAxOHdMG6LcfxzISeiAw1g6KEw27/siiKwsrcQWAYCi9M6Y0gkwEcx8Pl9mLRE5kABITQ9FEp6JEYQ+b9bQU/IdhsQFK8DUXnHChx1CIixAS9nsYzE3oiItQMjuMVMEnxvTwPvDVvsOzbhFjNsjnGVceq+60S38Hr5eBwutAmKhh/mNwbJgONYLO8PJebxU8XK0mkHUOr2zwxw4LJt3njf7196xD85Zl7AvZlIFvbVD2/2f6uf1tEiGt8jBAMoLWmio0MJmucaJsAS1yz+Qdy3WrRk7KsFj04Xpgz7SmxCui3+Ixaigyb1YS4mBBwKlBK8dqaFweDZYW1mi2tDY7/VIr50/pCrxNSZ5y+4MAVpwvPPdwLBj0NmqJQ52FV6yDmcbva/rxZ0pw6eStIU/xdLTt8qbQan+86gz/N6AdQwKXSKnIo0DpSXQedNW5YjAzmT+sLo0EZ6dcnJQYUVW9bpDoeGWbGoZMleOXpu+FlOXAcoNdRCAsW1leXSqsVfrJaHSLDBFt+qbQGzmpXva/s23N4aFAiuVcU/zXmpPuSCLR8Vd4gfLn/PN77bxFYlkdMRDBKK2olc5AJ1iADfv9obzgq68jaM5D+3Gn6FkgafUDfunVrLFu2DJs3b8aVK1ewf/9+7Ny5Ez/99BMeeeSRJr84NjYWxcXFYFkWDMOAZVmUlJQgNlbIsaZ1ralyM4ky1EI+xY05ALCaDZrhr3VuFh6vVwEdcDhdAM/L6qdjaJReccne89zD6dDpKCxc/a0qnFIact4nJQZzpmRgiS8812hgFPc/M6EnHM46/PndfaTsV97ZR67PmZKBDVuLSOisNNTcWeORUXEDgEGv/g6djsJvX9racHisL1TZaGAwNLMDFq7+Vta2Mf0T8NFXp2XflaGoJvUrw2jQy/vKudmJg69aT33fThourfW3KAKExoDXXxiIYLMepRUuLFi5U6bXX+4/jwG940iIteg8bd55GqP7dwJFAQtXfyuD0ohJjC9crtKEpqzedFgGsZibY0eYTy/0Jp2i/+dMyYBep93XDfXr9ZJbPen8rZY4uLFCAfB6WZS5PPU/akAZ4GMGl9qepU9lqtqi8spa6HQ00pNjMPd1IV/e42NT8ed36+3eHx/rg6kjUvDRlyfx2xHdVN9ZeqUWea/vqrdxtKBntK5eD9WgWQ6nCxSAx/O3E5jvS+v3kneL9pHRsKWcL//JoIw4DM3soIDnRoaZUFbhQmW1OoS2QViC3zcW65j7vzsVcDnp97982Rmwf8S/NZ+VyO1IlHE7SAtRxp1FlHEt8CNG4g8+/VAP1bHpD6HV6+pBQA6nCyzLITzUhOmjU+Gs9uCPb+6W+Q5SGOmFy04sXL0XfVJiMH5wEl58Uw57FP0Af9hvbo4dB47/gnEDOxPSoXPFVYgMMwGAajlSKCRDU6C8rHIuQf0cYzDoVG2tQUfj8mWnZmoPzsvJUnswDC1LKs9y6jZP7BqX26vhswBel0dRX3kHatvapuj5zfZ3AcjaokaA8acZ/VTbSlEgaymX2wu9npZd53heUZa4psnOaKf+7Rk5fFGc/0SiQbVrn+08hbt7tiVrLfE92wp+wvCsjli35TjuTY9TwHYjQswa7aLI303tz5sqzaST1yI3w98NZIcZmsKhH0uxrfA82Xz77cgUWC0GlDhqVL+Xx8PBRVFY+s5ekg9ftE2i/bzoW1v5p4fpkxKDycO64sLlKpk9E9dX/n6yVkoYHUNh2boDpHwpRFy0syLqRHxWusacdF+SKrTcYtKBoSmcuViBiFBhD+OTr09hxN0dFVBirb2R+g+vvuEJXtg8vd1y7AXS3cAMFxJZvHgxTpw4gb/85S/EkHTu3Bnr1q27qkpFREQgOTkZmzdvBgBs3rwZycnJCA8PD3jtdhK1kE8xZH7CkES8vfkInp3YSxH+GhJswL++OAmGoWHQMzLowFyVMHu19/z1n/vhrHajxKEePi4Ndd17tBgbthZh/rS+WPpUFsKCjarh5lazQVG2eH3J2kJZ6Kw01PzYmVJMGNIFqzcdRu6KXVi96bAqjOO19QdxxVlH/h8oPFaE39W5WTJBSts2LCtBEdJuYJrWfwYGyPULJ76acm41Eb+dFA6zccdJYnilfwP1YeCvrT+I+Su/hVsFCrB8gwBH8O/TZesOIDujHZatO0B0RgqlEWEK67ecUEBzxNBzUTdEiMXLEr3weHhF/y9ZWwiPR9s5vFP7tUXqJRA819/2uD2cqi1yezhYjHqiX+MGdlboWukVwR5mZ7TDPz5VpjyYMyUDPHhZuWISeYquh6Z/d6JYVSd/LqkEUA/4LsqtAAAgAElEQVTzlb5btI88r25LKV+8zNgBynrnrymAq45FSXntVcMS/L+xtI7+cDnp92+ofxqCVrdIi7RI0+Ra4EccCzKuaVqZTkMNQgvJZoM4dlmWw/liJ/LXasNIpWVlZ7RT2C2pH6AG1+qRGAOrRS/zHyxGvap9lEIhc3PsCDI2vBzS8lvFBX1jU3v427htBT8p7L803UJMuAVzr9Im3kn2VNoWNYjr25uPKNr6wuQM/OOTI1i4ei9yV+zCwtV78co7+2RpYihQirLENY3aXDZnSgaMehpzpzZu/hOvDbK3V/VXh2UloKLaBXtKrCps11nrVoXpfrn//G3Zn3eSTjZFAtlh6bqk6JwDqzcdhpcVfNP/+/dx1b2CmAgzlr4j6JMYFT1zXBpW5mYjZ3gKlqwtJGsr//Qw2RntUKKSFkxcX/nbOrWUMM9M6AmGppCbY1dNPyPa6399cVKmv9sLz5K23psep2oz7+rWGt+dKMbiNQVwe4XvIE0ZJd67fINgywPpj7++iTn5clfsxIz87chdsQsOX+6+210aPYa2bduGLVu2wGKxELbbmJgYFBcXN/AksGjRImzZsgWlpaWYOnUqwsLC8Nlnn2HBggWYM2cOVqxYgZCQECxdupQ8E+jarSr+7CqcX646cfe9fawVNC0wKK3Z/AOen5QOm9UEmhagre/9+zi2FZ4HADw0KInAXnUMBcYXycAztOZ7AAmMF9pwShGelRRvQ3ZGOzC0wNAYGWYiJ2FiqK6zxgOdTnDUbFYTYiPr4RYFRy+RMPW8HDsJh20TZcXK3GxCyy6G5VIUBa8K61OJoxZ1Eu+nxKHO6CV+5yCzHrwGQxnHAfk+6JrIbul2NR5BzzA03CyP0CC9UA7Pg6Go244lVYvxJyrMhBmj08ByHPJnZYFhKJRV1mLhjL7Q62jQNIXFs7Lg9rAoq6gl0aXPTOgJHjyB3Yp9b/Wd7KjBWtrFWvH0Qz0QHmJEXo4dbaIsCA4ykP7JfzILNXUe7Dl0icDFdToa67cUyYg5RH2V6oU2oxynadw8bhaRVoNMP263fm2RwMKyHCIkfaxjaDC0AGMBlAyOItRGCqnSMTT0OhpPP9QDEaFmhX4PyohDXIwVi2dlAgCslk7Q6WgBPgGepAKoc9fDomxWEzge4CgKNMvhh9NlROeDLPp6mDlNAxSPEIsBK3OzQdPqY4vleE0m4MgwM96aN0gTCsvzvOrcIEJoRSZdhqF8EGC5/RNzSIlsuGK5gAC7e/fzY5g2KhXtY62Kk1D/Z/2vB7rWIi3SIk2TxrCFi8IwNFhQ8PpYOymKlzFv6ny5n+rcLGwhJiz75wEyT5NyWZ74foRZ3MshJjxItR7tY63In5WFHfvOkbJE2+Tvh7aJEnI3iTCsP8++m8CwGIZClM2M+dP64qMvxVQ39W2XlhVls+CteYMAnoKXYwW2cIqCjhH8H7eHVTCjQ8Nv9bK8sJEZwB9hGJqwhddxPMJDjTIfxGKk6//P0DAZaDw0KBETh3SBgQE4Pa9pEwMxO/rPhbezv+PfFn8odMHRSwi1GrB4ViZ4Xkj9A4pXzTXWPtaKaaNSsf9YMfr3itNcIxWdc5BURnodRZhnB2bEwWo24OWZmeQ9ot6dL65CTLgFi57IBE0DFEWhxFGrCbPmOGDJ2n14dqJ6Ghqvl8N/C89h/rS+MBlpgKfA8TwG9I7D4D7xYAC4WR4sRcn6vzGMn/73iDp6Pede6fwPigJ4/lcxx/uzh9ennQJqOQ7hViOWPJkFLyvY3vVbiiSQcF6xV3DF6ZbpS9E5Bxau3ou35g0GQ/P40+P9SOqCMGuQLF2SdD0lFXFe8L8mbhr+6fF+cFS6SFquCUOSEGzWw2rRqzKhWy16bCs8jz4pMTKob5CZIf6uls3csvc8BtvjAR5Y9EQ/TabyNlFWmPWUIhraCwAU4OUpBJmFtTwoHuApglwRy1i8pgD5szLRcEKK5pfmZOZt9KaeXq8Hy8ongfLycoSFhTX47Lx58zBv3jzF7x07dsQHH3yg+kyga7eiqIXVLnqiPhRcLVRcZFDyeDnMe0MesgoA96bHyX7Py7EjwmpQMA5K3yNKtE2A8QLQhFM6azyq9crzwVfTk1spfh+UEYcBveMIlEEM8V3iFw776TenwNAAxfLQ6ykF0+3LKoy40TYzQoIMsv/7M3r5f+cVfxioWg5NQwY3awrTTaAQaY/79pl0tNoRFWZCiR/T7Pzpd4FleazZfJQw4kr7My4mGL/p1x51blYGrw0EuwaEvjjrg9Dm5dhx2VGNdrFWlF1xyXRm/vS7kNG1lQxGO3t8T5wvriKwHJHtM9pmho6mAZbVZIxiGBrwajutHjcrYVVm4bn9/NsWCSAMQyvspKibj49NlcEK1GyYyMJYVePB397/TlFGXEwwhmZ2wKqPDysYpKUseXOmZBAYrBSeI70uQsj6pMRg6vBucNa6wXEcjHqdav2lY0sfgAm9sroOLjeL8BCTho2kFHNDUrwNU0ekIPd/d8reazQw+GDbCUwY0kXGEi1lw+X9xqJ42pw/KxMUyykY+bSYzRu61iIt0iJNk4bYwsl9DI0rNR4Ze2hejh39urdWwKOOnCpFu9hQAfYkkWibHEIrZSlcrOH3iWk25kzJQHF5DbYVnoezxoM+KTEyf0Qsb3vhWQUMS7BTNJas2QeH00X8B9rXdjV28tnje+LYmTKkJ8dgydpvFbY2zGqQ1V8LgnbhshM/nr+CAb3jVK97vDzmrd5N0t5ccboDpsQR5waR/Zawm7KcwiY2BK1WmwtvV+ZHaVvUmJjnTMnAGxsPyZhsQ4LU0xzRNI2NO05i8rBkXLjsDLhGys6IV6T4qarxEKJD6brn0aHJ8Hp52XiZMyUDfVJiNGHWNA38YXJvOKvVGaKdNR7fmHBj4pAusr6cm2OHXk9jwao9Da4V/fv9WllFr0XEOV6Eqf4a5nh/SKtoaxzOWrzw912y780zFAb0jlNC/fUUODcLDgyuOF0KfemTEoPaOg8qqtyKZ8XUBbPH94SX5eBlOU17HB5iVFxzOF2oqKpD7opdEn9WPi/4M6HrdDQm3ZeE1tFWAvVN6xSJoZkdsGRtoeZeAEVRmD2+O9xeXpE65q60WFRVe+Cs8WB74VlcuOyEzWqS2TxHjQfrthxXXc8GawQ6qR1yXW9pbmZeZsGCBQsac2NxcTE+/PBDpKWl4f3338eoUaOwaNEiZGRkoG/fvk1+8Y2S2lq3mKan0RIUZERNjbvhGyXC0RQxqgBQ7fKixFGDWeO640BRCR65Pxmvb/xedv3IqVLMHNedhM829PuBohIM6B2PBau+1XxPtctLDH1IsAGFPxTjzMVKPD42FUdOlZLruTl2fPrNKQzLSlDU60BRCWaN64HFawqEPFJj0tC/V1tU1brRN621LFR2yrAUWTisWP//mZQOA0WB53mwPKWoc1b3WNhTWsnqJCYz/virU0SxLSYdaAjlqH3nOrcXU0ek4KCk7bk5dmzbexb7j1+WtWlgRrxA+X4Vfan2vJqeBAUZG680DUhDutuQnmq1495ecYr+yEiOwfIN3+GBgYmqevrE2O5wVLrw9w/k1w4WleCBgYn45rsLqHZ5UV3rxuNj05DVvTWyurfGwIw4/N+/j+NcsRMHikowdUQKwAPVtR6kJESipLwG54qdyEiOkTGJie995P5kFJ0t98FyisDQFJ57OB3WID14lofeoEOvLtGy/p8zJQNWiwGc99ZyWK/GrtxIud66eyPbr6b7oj5FhpplEBgtG3Z/3/b401vKMqaO6Ireya3wz/8ew+ShKWA5DikJkUjvEo3lG75TjI++3Vpj+77zeOrB7vj7B9/LbGp1rQddEyJwoaQKDw5KxJJ3CvHxV6eQmdZadTxMHdEVXx24QOxlSLARFEWha0KEwpaGh5iRv7YA5ZUuhY2cMyUDLM9j7eYfMGNM/dzw1IPdySam9L1pnSLRLjYUyzccxIDe6nZUR1PISImVzUN5OXYE6Rliv5tbRJ26EXa3OfQ3KMiIdVuKGr5RIg/f16XJz1zrc2I7b3WbdT3kRre5uXXXYjEo6t/YscnRFOar+AxdO4Tj890/kd8OFpXgsZHdsHHHCTwxNk1mW56Z0BPv/acIZRUumW1NirfB3i0GvZNjZLZq9nhhbj9X7MTBohLMHNcdP56/AnvXVsjq3hpXqupw6ucKWXlafkrv5Bj8879FMnsfHmpCt46RSO4Qjv/9QPnMYyO74U+rlXb+hckZ6NUlBi9J5oBfSmvwzMQe6NstFr+5qz2yurdGtj0Oazcfw8O/6YLPd53GpN8kK/zRT74+hcOnynCwqATPjO+Fft1by+YgNV/qYFEJnhjbHR9sPxnQf23IX22sP9uQ3Gx/F5C3dUB6W9X5VvoNDxSVYMhd7VTnRwDo1DYUf//ge5z6uUI2D0rXSA9kd8Zrfv7BwN5tUVntxt092qBPSizOXKzEVwd+xgMDE+FyexVz98GiEvzPpHRs2fOTQj+EnHpn0SbKCoqiMDA9XjGeRN/3fyalY+FqZV8m+41PrbWif7/764aaL3Q1utIUuVlzzM3wd3nQZCMYkNutL/b/LPve4CnVe7N7x5Pc0Do9gx6JUTK9fXZiOkrKaxRrNdEe/mfPWRw5VYq7e7SGLcREnm8bbcVTD3bHyHs6wmY1IiTYgK4dlOMmIsyME2cdeGZCT8UehZoN+03f9mgfG4pLpdWkTs9P6o2X3xbyQ4dY9Bg/OElhM3cfuoj4VqFY9I+9infc16c9nvnrVyg6W44nxnbHjsJz+HDHSYXN05onBvaOx75jv6Bagt6Ltpkx2H799FxLrsY+B9LdRm9KPvvss/jLX/6CkSNHora2Fvfddx8eeOABPPnkk01swp0p/vAGEdJqMekwf1pf6BhKlaVTx9CKUNyicw7oGFrBLCrsJCtDVfceLcbjY9Nk0C2TgQbHciRM3aBnsPSpLHi8PGiagp6hMHNcGtwedViGx8uqnmzm5dhlMDAtaC8Fqj78X6XOHAe889kxWdvf+ewYnp+UjjfnZONiaRVe33gIDqdLtmvt/51FmPLiWZnwejkCeZOSZIh1auwufFOgKreyaLejvj9EOEpcjABF8Gf6Eq/rdRTiW1lVdVUK4x5xd0fiSAgTTC9ybfKwZFRWyU8OxSSnmuxusVYseqIfaJrC85N6oaLaDVedVwgPZxi46rz4fNcZAmEUx9VDgxJvq75qkYalKTARLZiDoKvycaFpw3ysYeIYsIUYERpkFOCoLIec4d2wZvMRciq5cEZf1XIiw0xY+lQWrBaDpk19/pF0XChxEtuqNR5iwoNI2gPBXgrjS82WPjuxJ0octcRG+kPbB/dph6JzDnz6zSmBrRoUeKjDMUwGHUyGwND2hiC1LdIiLXJzpKGxKbWtauM/zGrCyzP7ISLUTDYBaRqYPDQFFy9XyqCdahBaABg3sDM+2HYCI+/piD893g80Bfx0yUlIMsR3GQ0MZo5LU/UTxPK0bLbJoEP+rEwCX4sKExhvxWTtas9opXDR6yjV7+F2c3h94yGFj8PzPD766jScNR6ZPxJkZogNLnHUoqrWrZkyR8pYXuKoZ78N5H825K/eKf4sIJ/Xo8LMmDYqlfihgMBYm9AmBG+8MJD4gm4PK5sfOZ4Hx/GwGHUIjrGS1BtBvrVaTZ0HNqsRwUaGpKiRvicp3gaDXodX3zsg04E1m38ICGnkOB4j+3cCBR4vzxTGIcvy+OjLk9hWeB739+uA4vIafLbrNBbPygLnSxsi+r4MTYPT0FUx1ZL0N+3UNPX97q8bWuPqdtSVW1G8Gn0SEWqWsYezHA+GgYy1u9rlAUNT8HI8aF+KhGCzHqFBBrL21+louD2cpv8o1U+b1QweHNpEBWPp01mo8IvqzJ1ixxf7zsv8yi/2ncejw7pi5rg0OGvcjbJhYr5RaZ2kMHQRSitNzyWy397do42mzQaEVDEVVS6MG9gZ9pRYiNhZUa+19LmmzoPZ43sq/HAdoBox2pzwWH9pbvvc6GfOnTuHhIQEPP7442BZFoMGDUJSUtJVvPLOFCm8QQ3S+ufZd6uydBoN9SxY0hBuEb4gdWgcThd0GnBDr5fDvDd2yxTUYKCxYKWwA6wGMVsw/S7N8lgOqokvF68pwMxxaVi4ei8AbWgvTYOMDjWIpMvthcMpMPZKn2NoCrm+cF5RpFh3NRjJoR9LYU+JJWVpQST8oSaN6curef5WEe120DI4yqffnEJEaBJWbzqsykwrQgsfH5uqqqsiLFYtcfGydQfw9EM9QFFCjhr/pKzLNxzEtFGpmuxupVdcsIWY4KxxI8ikB0UBm3eeJiHV86f1JYxR0ucmDukCsL+GgP5fhzQVJmIMwAjrD4HRsmFelifwr0+/OYWR93REda2HJHoXx8AVpxtF5xz4paxaU4fzXt+FPI1kwovXFGDaKGFsibZeq05lFbX445vfkv97vIKToWZLpe3cVnge2wqFpNrTRqXi0I+lGD84CUufyoLNaoRZT8PjZsFrMEO73F54vDyxH1pjqwU22yItcmuK1tiU2lYtdtuQID1qXB4Zg+zs8T2x/9gvuKdXnAwe5Q+hFcuLCjNhxN0diU1e8YeBMgZY8V08z6sSzE0blUrK07KP/iy8r753wAdvc+HnkipNmJcWBE2vk18bN7CzLApL9HGmjUol5Yi2Vizn5ZmZsnIrqtzkb/93ir6U+H9x3RjI/2zIX71T/FlAHb4ozpliSgz/9DAmo47Mj6JPK02poZZCxmxkcMkhT1EjvueR+7soEvsvW3cAv5sgBGH46wwgfO9LZdWIjwnBxdIqWTS8eF2EoD8zoSf0DAWW5QEvCw71aWJojfWamGpJ+pvo5wfqd3/d0BpXt6Ou3IqiNRb97ZbJyKDKZwtefHM3Se3iDzUPCTLAA2DVx4cJpN/tyyUUyL4IfmktzCYd/vjGt8T/lOp0/lr5Wj8p3oYZY7uhttZLfNbG2DDGx8EgXeP5++Dv/bcIWwvOYcH0vpj1ynbyPMert4OiKM3UYTaLnqSk0dJnR2UdtheelRxGaW/UNTc8VlF+M9vnBqk+eJ5Hbm4uRowYgTfffBNffPEFPvjgA4wZMwa5ubnXDVZzu0lDrEweL6fO0unlZL8t33AQU4d3k7GJSdld1NjH8nLseOuTI4qFYnFZDflNjUmsuLwG/959RsGqNHt8T3z05Um0ilBPahwbGUzu3154VvG8PwuNUU8rmL2iwy0K9qNc30ak1q61/3cWn5szJQPbC8/KypayUqnVqbF9eTXP3yqi1Q6TgZaxFWVntCNh1GrMtCUOdebP5RsO4rGR3ci3Dw02aJ5CLd9wUPP0KDTYoKoPz07sBYOBxvyVu/H8a1/jxZW7UedmMfKe+hwJH315UpUVrIXJ9s4Sf9aw7Ix2CsdayubIBmAp9GcaVLNhz0zoiX99cRI5w7vh029OYcTdHeH2sJrMjYDADpY7xa4oR2S/3bhD26aKJ4pieWoM1EI+FZr8X2RHrK5TZ8bbVvCTKqO0yDy2YWsRXvj7Tsx7YzfcovNA8aosa1E2C3muZWy1SIvcOSK1rTRNKWzJC5MzUFxWq3ogN8jeXmGHl6wtxNgBgk2Ushwa9DqZXywwIvr7cnZ4NYh9rBY9sdXbC88qbJsaC6+UeVHtmdnje+LL/ecVvofInOvP+Kjl44QGG/Dl/vOqDOYFRy8pylVjVM3Nscv8WCn7bVOYHf3vv1P8WUDOxAzI52A1lndxjRVobSay3Ir/f239QbjcnEKvxfdEhppVdSAyzITthWdVfVkBYn4CXo6D2aRTzO3PTuyFjTtOkveL6x1/UevLuTl2xIRbFP1rYBrud//ypONV65kWuXpR6z81u+Xx8CiWMNOOG9hZofdL1hbi9IVK5K3YhRF3dySbfuu3nIA1yKDqP27ccZLoIw+e6LhWRFuriCBSxoQhiaiscqOiuk6xVhTf4b8Wz8uxw6inYDLQiA63kDqprdvmTLHDy3Gy33jwqjb1y/3nVceyuAYQv7OWzd9eeBYTh3SBDjx0PC/kfNbYoLsW5vjGSHPb5waf27BhAwoKCrBhwwakpaWR3w8dOoTnn38e69evx8SJE6/y9XeO+MMb/AeIVrg952e8Sxy1cNa6FWxibaKsMNJAnV8oubPGg2CLXpXdSRqSrTZoTQYdkjtEYsPWIsKSU1xeTeAQ/Xu1Vd1BpikQqOa54ip8vuuMrD7WID1YST6zGpcX+374RRFeOzyzvW+nXDhNrHV7cOyMI+CutfQ7cxxA0xR0OgozRqfhsVECQ61RT4H1cFcNA7tTYGRa7air9SAq1IggkxLK4s9aKf6uZfR5CBCcB7ITEW5VT8hv0AsbtVqnJpFhZtTUebB552kZsxLH83jlnX2KjZk/Pd6P/CaFFup11G3N7NYi2tJUmIgWu3ZMuAXDsxJg1NczDYosY1I2XJHR8b6+7ZGd0Q7LNxzUZKYT4QYOpwtBZj2efqgHdAxNYLC/HZkCQBhbpVdqA55uljhqYQsxwuF0wWhgsOiJfiircMnSE6zMzYbHWw/byc6Ix3YfM54I+dp96AKGZSWAogQWcI7nfQx9wNTh3fDhjhMySBgJ9eeBj7/6kTD+0jSFiioXgsw6zBid1jK2fgXi9rCIirKS/0v/1hJXnRfOytoG72uRW0+ktpWmKFCAzJ+jKZBUBFIpcWizeeoY2sd+K6RJEHwQ+b3ni6ug01FYML0vaEqIyvByHGhKPTrDFmLC1BHd8OH2E8jOaIfocAsWTO+LapcHVotBlYVXZF4EgBmj0wCKR/6sLFTWuHHZUUt83T6psTKfVgoJljI+BpvVSRfCQ0y4u0cbmIw6LJ6VCY7jSRqckG6xyOjaCgxNY+XHh0i5735+DDPHpaFNlBUMLRx+zxidhsdGCjBmvZ7ysd8mBfQ/G/JX7xR/FtCGL8bHBIOiKXWfoIG1mXQOlz6jdl/7WCshXlGsi2gak4em4LuiYvTr3hozx6XBZNDBWeMhSCuvV/BppalBXG4vOJ6XQdC9bNNSXABQ/OZxsw32u1p59eP19taVW1H8vzdNU/jzu/uV7OGcHEKr5e9KD4PFdVGJoxarPjqC3z+aTtb1zho3vCyHnOFdiX+bM7wrKTNQRJvoJwMUyipqUVElkLlI14qhwQYEmw346MuTyM5oh9H9O9XvBXiEDbOwIAOCTHqffQSctXVYOKMvKIqCjqHAMBQ4jsfCGQJHwy9l1Vi+/jv0To4mewcMQ8PDsthacE7TH2c5HhTPw2bRY8boVEDhA/OYMTq10Xp9vdMXNLd9brBOmzZtwrx582QbegCQlpaGvLw8vPnmmy2bej4R4Q1qcFOtEH+KkhMoR9vMqPJLrilsaokU5YwCaqXFACsNyVYbtC63F6HBBuw9WozsjHaEUUxkM9u88zRyc+yyEPQ/PNobOh2N+JhgMAyNY2cE6KvoAG4vPIvObdPAMbRkkqCRkRIDyue4sSyHGpcHHqKzPOo8HD7+8hTOF1epYt0NDEUYSsl3BgBWQIIRWAkAcc15LTCwOwVGptUOt8tL9NRfNwhr5ZNZ5Hcto3/2khOL1xQg2mbG0qez8MyEnrIQ8eceTidOUMHRS1g4ox8qq+tQUeUmpyXHz5ShfeswPDCwMxiaQsHRS/joq9PIn5WpuREurcu2wvM49GMp8mdlQgcebhZgKeqajOP1zKHQIk2XpsJEtKEnNCiWlY1nChSBcCfF2zB7fE/8dmQKKqrccHtYEp0hvtNmNWHcwM4yh1y0U299clh2wBJtMyMkqJ5FbPPO05gzJUPBFv7u58eQFG/DhCGJCA0yYOGMvqjzeOFleZJnJcxqAEMLeZ5q6zx4aFASHshOhJ6h8UB2IhiaAkUBNAf0TIr2HXoAOgYwMQxcbsG5oij4Nivjic0Wv5sOULDr5eXYQbM8eJZTsES3jJM7Twx6BiOe39SkZz59dRSc16k+LXJ9RWpbnTUeuNxeGRQrL8euCSnUYvNkaAoUywEsD4/PP6MZBn1SYpCd0Q5Wix4hQUbClCh99pWn70Zejl1hgwx6GpXVbmKr82dlInfFLlJHNRZe8bDE6U8cwtDo0DoEc3J6w+vlQVFA2+hg8ABCg/V45P4u5GBme+FZXCqtwsLVe8n8IPVPn3s4HX/5P2FhPigjDmMHdIaOkfr1FAAeDEPh4fu64MzFSpQ4auFwumCzmmD0+fZuma/Gwss2n/95p/izWlC1c8VVaBMVrDnn0wx86YB4zJ/WB+u3nJCxyIcEGUkuRoOeDug/MAwl83NF1nqO52EyMDAZGLyx8ZAi3dFzD6fD7fGSjRfpGi5/VqbiPV5fjkqjnoJbktCfZYVce/D5AvDNu2rMyI3pd/97POy1rZ1aJLBIvzcPStVuMTQtg6tq+bvSw2DpuqjonAOnL1Qq0huM6Z+AoZkJeHZiTzAMjemjUhBlC0JUmAkvTM4giC0xsi8y3CSmqQNDU+B5kOi35RsOkrVinoT1Vpp6YOH0voCeBgWAYzmwLKBjKLAUEGw2+IJ5vLjsqINBzyAyVAgCYVmewH6LzjlI3r235g0Gx/KYOS4NthBlEEmflBgY9IzA7MsJ72J4HizLwmRghLWhb33A6KlG+a43In1Bc9rnBtlvX3nlFeTl5cFgMCiuRUVFYdmyZZgxY8Y1VOH6yo1iv5WKGtPY4LviYe8aq2B4MZkY7Dl8ScZIFhFmwt4jv6iylBn0NNK7tpKVM6hPPPp0k5edl2OHxazDgePCb26PV8FSNjAjDmHBRuw9+gvOXKzEhCFJ+OTrU3hgYCKGZ3XAXamtERKsx4D0OAzP6oCs7m2g19P44xu7sWHbSZSUV2NYlgCF/OSb04SJRqej8PmuM/jz/x1AcXk1uidGoc7NYeHqPdiw9QQKf/gFj97fFV6Owx/f3I31vt+mjkhBSXkNysfQY1UAACAASURBVCpq8fiYNGT1aIOUhEh88s0pdIyzIdiiB3cL5XW42WxgzaWnn3xzClOHp+Dwj3KWo+BgPdFZNQZlKSvXsxN7QaejYTQw6NohHL+5qz3u6haLkGAD/vHJEcwYk4q4GCuWrC3Epq9FXUnD1wd/Rq/kGFRUueFysyivdCG1cxSMOhohwSYUnS1XMBT1SIxWMCfn5dhhNelQXu3BglV7sH7rCew5cgkZKbGwGHVNShMg5lC41nL85VZnkryV2W/9barb48XMcd0VNk+0k0Yjg17JrRT2NsSiA3jI+jcm3IyxAzrjitOFBwcl4pV363W0X2prhIeYiI2cPaEHunWMwOsbv8cn35zGsTPlyO4dD3tKDP7z7U/4Td/2Cga9c5cqcE/Pthg/KAmtIizYUXgeYwd0wqT7ktG/Vxze31YEl5vF5GHJ+PsH3xN72KtLDFZ+dBi7D13EMxN7IK1TFBas+hbrt57AdycuI7VTJN7812Fs3nUaqZ0isX7LcXRsGwYvy6Oyug4eL4fyShdomoLbW29rC47+goyuMVj72THsPnQRM8d1h9WkA8fy4HkhgfjAjHgMz+qAwfZ4BOmZgLlGmnucNEVa2G9vjeekjLm3u9yJ7LeBRGpbz1ysRL/usTKGWrfHi37dWytYFmeP74mis2UYO6Czws6G+qE1AMBg0qFD61DiL+479gsmD+2KCyVVKKsQFrbVLi/6psZi1cdHMHt8DzwwsDMGpMehoroO//zPcaR2jET/Xm2x/3gxunWMJP5BSXmNgr1U9E86tQ3FhCFdsPazo2gdZcXiNQX4cMdJ7D1yCb2TY7C94CxCgoxY+k4hvj9RitROkVi+4Tvi084c1x2hVgMKfyjGuWInqmvdeG5iOvqnt0X3zpEIDxX8lOT24Ria2QGL/rGX2MNeXWKw9rOjeONfgh0fmBGH+/u2x7DMwLbVXxiGBkdTYAFQDA0dTREbe6Ps8M32dwH1tZXYz86aOjxyf1flnB+kR1llHZk7j50px+NjU3GhpErI4Z1jx3v/OYa1nx/D0dNlsKe0QsHRX/DQoERZWS9O64OKKiHiKdisR3KHcIy+pyNSOkbiJUmfj7ynE1qFC4d/oi/cMykK4aEm1NZ5cehkqcKn7ZkURVjtc3PsRGf2HLmEXsmtEBxsAMsL7adp6qbPu80pvyb2W3/RYiW3mhjo9Qy6+2yu2vpLZA0vq3Ah2mZGaqdI9E2NldltqY88pn8C7ukVJ6zDfev3Ab3jsXzDQRw9XY7uiZEYcXcCht+dgMH2dmAYCnV1HOb7xs2eI5dwX992SGgThk1f/0j2CX7TtwP2HL6IzO5tFPbXaGQQbNGDYmiUVbqxde9PiA4PxsJV32LD1hMoLq9G1w6RePW9/dj09WnsOXIJKQmRcHtZ1XGSGB+GtzYdRbeOEQi3GpEh2VPpkxKDycO64rKjFovfLsD6rSfw7eFLsHeLhTXIgNJKN7EBxeXVSGhra9QYaixz/I2UQLpL8Q3UKj09Hfv377/q6zdbysqqFBDXhiQqyorLl6/t3FkewUBj885TGGiPh8WgJ5Avk4HBxh0nMeSuDrLopYfv64LQYAM8HiE8l2GEaDTO95xRT6POwxO2Mb2exjcHf4Y9JVYIUaVp7DlyEfGtQhAZZoZeJ+z6i3BcluNBAfj37jMYPaATPL6QOYqi4PE5Ys4aNygKBP4oKvK6LcfJyWpejl010fHMcWmItgXhyT/vQF6OHW2jg2XU6uJ9z0/qhYoqjyzKb8ZoISJUTLwsvX/RE/1gpKlbJhJETU8aA1VqrDSku82ppzRD4aeLlQQusHHHSTicLrz0RF/oaIYwKHMcD6/vZAMQcm5WVrvB8Tzcbg6bvv4RDw1ORGiQUbiX5fGvL06if6+2qsmBn36oB2iakkX35U6xwxZiRE2dB243Jzuxf3ZiL9A0EBlmAXgB1k7TwgmHF1CQrETbBFYpqgk6wzN0s5TjL83RX9dTrrfuXmv7m8J+yzM0Nu88jfvu6gCaFmybs8aN8BAjaJpCTS0LioYvuo3C5m9O4f5+Cbhw2akYA/lPZsJZXZ9IXkuPa+tYRIWZYDToQFECvEy0aR6Wg8WkQ5UPzsZyQE2dh0DJ4ltZSRJ6abnTRqVi8ZoCzJ/WB//59icS5SLay+yMdiRSVoBB6OFleQVBiI6h8MLfd6mWfbW6fb3GSVNE1KkbYXebY/xGRVmvKgquqc/c6Oc+fXXULW3bmiI32k43t+5GRAQ3uf5S22rQ06BAwcNy4DhhUaNnhEAnLwt4WRY8D8GmGXVY9fFhmV06dqYUw7M6kgTk9XYauHDZqYiSEu0QIERaTB6agpo6D0KDDHjrk3p2cZGYa8YYwUd01rjBsjx2fvczBtnbw2gQ6l3t8qC2zgtbiAngBRu/8uNDmDw0hRDViRJtM2P+tL7kdy2fdsmTWT7WVPU25M/KAsNQOHOxQjF/SNsn3ks1gcSroUTtN8oO32x/VxSprup8UXhuj6Br/msjludwoaRKde6cPjoNFICVHx9SRItOG5WKgqOXfFGXNEABjkoXXn1vP4nOe2xkNzA0rbpWWfpUFl74u/L3xbOyUFUjZxl9flK6Qlf96/PyzEzM9ZFthVgMmON7Z1K8DeMGdkZosAGRoWbowN8y66PGys3yi28Vf1cL7aA3MGBBweuzw0Y9DUdVHSxGPQBeZhtzc+ywWY1gOQ4sK7A7sxzw3Yli3NWtNUDxAE+h1Aef3bjjJMYN7IzVmw4jrVMkxg1MlO1BjLynI6LCLJj3htKuLHoiExwvRDdfvFxF8gE+cn8XQQd1NEocNXjnMwFynj8rC3UeFms/O4rpo1NRVuFS1MH/HfMe6wOLUQevlwPLAdsKfkLvrq3wzmfHZHb3lafvJt+HYSic+6WSMJNLy8uflSUbp1p2Xstm3mqIlEC62yD81uv1Ys+ePZo7kmwLw6SqSMMpvRyHj746jY++Oi27Z2VuNpI7RGL+Svli7szFSiyZlYVqlwfrthwnTJ/SCT0i1ITaOg48eHi8LFZtOoqvD17E5GHJaB0VhJSESNnEMWdKBt79/DAxAs9PSsfwexJQXlGH9SrveGFyBt7fViTL/eBwujB9dCqyM9ph446Tmjj/YIsBRgON/FmZwmQFZd4Vm9UEg06H1ZvktPCgBJp3tXIdzjpEhtaHA7fItYuopx6OIuHOoiTF21BTyyJ/bT1jc+6UDFA0hcVvyx3MY2fK0KdbLB4anAiaopG3YhdsVhMmDEnEA9mJmjl5omwW2WZGiaOedckWYkKY1YA/zegHHkIuxrKKWqz55Bien9QLOp6vh2BDgNw2R+6D651DoUWuTpoCE2E5Hj+ccSA9uZXMri2a2Q/VtV5ZSoE5UzIwNCsB1TUe4hBIYbEAAAokV1JDeiyUacfGHSdRdM6Bx0ZyqHV54KoTWMPEcREbGUxYx0b37xQw109YsFFho2eP74kgk052r81qIizo4u+vrT+Il57op1n21eq22jixWU3gce3w9xZpkRa5cSK1rZwvfwnt+wcW4ECDhXCIdu6XKrIgE9O3iJsQSfE25AzvKmPDzc2xY73vMFi0W1/uP0/StoSHmJAUb0OY1YDxg5PIBpt4r8gu/uk3pzB5aApYVjjcfv3DQ+idHO2LPvlW9j6zSYfLjhq0irCAoSmMH9wFVbVuVRsrzQuo5dN6WR7wER6t33KCpF9w1nhw9lIFGIbCFWed6vyhyNfGCTDJxi4UtRK158/KBIVfn78i9wNYcBKYshTCzIPHvNd3I3dKhurcSfnWGmr5yKPCTOjfqy0AIYUFx4Fs6AHA3qPFOHOxEgun91X99m4Ph8H2eAIbFH/nOB7WID3J8UVRQtnvby3C+EFJYDlOtT48z5N+X/REP7Khp8X+2TLn3j6iBr1kGBplTvnm70uP98PrHx7C7PE94WFZksvcUSms4aePTsWf390vs001Lq/PNsnLEn1Hm9WE+/t1IHsQ4rVPvj6FGaPTYLOaZPpd4qhFWUUtclfswqCMONzfrwPCrAbF+MqdYsfvH00X2scJB9oPZifJmKnFOviPn7ROkWBZXnZvbo4d+374RZF70O3hwDDCZjjLcogJVyeiYzkO00alEp+8oZzcgNw+877+oXj+loekN8h+GxERgby8PMydO1f1X3h4+I2o520tIiZbKiJuXotNy8vxWLymgCRp95/Qq2u9ePW9A8hbsQvOag/G9E/A9DHdAAA/XaxUOAH+DE+vvrcfPAfka7xj6TuFGJ6VgEeHJmP1psPIXbELr288hMpq4ZTr0aHJ8LKcarusZgPyVuxC7opdePHN3dAxyvZPGJKoYJJctu4AKFDQ+fJZ+Jfr9rCarFAtcm2ipqNqfXSlqo5s6Im/LV5TgD7dYlFV44HZoEe+b+Pi0aHJeH3jITyxZDtYllftUz2jznZsMuiw+O0CFJfXoqyyFvNXfosnlmzHa+sPYvKwZMIC2lAbSO6Da/wWV1NOi9w8YWiKsDtLddXr5VXZGmlQCpu5fMNBTBnWFRVVbix+uwDTXt6GC5erVHXjUmmVX5kFGDewM6JtQt7Uy1dcZENPOi7mvr4L4wcnIcpmVi1XzJliNOgUbVm+4SAMeh25l+N5cLz65jkFYcGtVvbV6rb/OEmKt2HysGTkrdiFGfnbkbtiFxw1HjBMg25Gi7RIi9yiIkaK5frG9epNh/Ho0GREhZlI0nRRHrm/C5atOyA/pPP5mOL/BRbRROJX/vHN3Xh8bBpmjElTsJeKjKNJ8TaMuLsjFq7+FjPytyNvxf9n78zDoyqvP/65986SbQhDQkKAJIQ9CQQCWYAEUDaVRVSqxKUslaJglWoXAfsrYhW01lptC1axAtYKttQiSq0KVRGBoICsBgQkyJIQmCSTZTLb/f1xc2/mztwJoCCgOc/Tp5K5y/ve97znPed9z/l+NzJpjAJfEGzPFy4txiQquGjVNW4OH6/i8WXFIW0FPS4gNGG1Bl8jyzLTF67D4XQxaUyTT7zvcAU5Ge04fLzKcP0oGtVds7PqsxRcNv03bc5WNrdpBy3+SjhRv1sw67I6NsiChp0XKPmZicjAH1/bwczfrmfuoo3U1nuw2yJ015U76hHCfPvjFTVc1T855O/HTjm589H3Gje963jy5U/51XMbGV2QRoRVMmyP6kOo71Qxqptj/2yRK1uMNvIraxTbM3/JJn76+w+Yv2QTDW4fq9YfYMueMgRB0NmmJat3kZPRjuOnag1tk8VsomhUdw1HL/C34bmpVFTVM2lMuqHf2CPFzlX9FeiYSaMzQ/Rw4bJijpY5KTtTx1OvbOP4qVp++3LoeyxmU4i+33R1N0ObXtCng+66BHskDmc9JyrqmLPoI6YvXEfZmVrD+fPlCae2bvVIsYe186rNPB/7fLnJWVu4fv36s/6vRZqXcJTFFgnsNquhcomint0mUMod9VTVNjBhWDfNkI8p7Iyz1s0zK7brWHMC7wk+MRQCWGyNro+PjTSgfy9m6theiIJAu7how3699OZu3T1vfXQo5Lr28cbv9PllRAlDOm4FwPb77ahcLDHSUaMxCqdbvsZNaLExIy/Y4Whwew2pxRHQ6X+PFDvzpuUTG2Nl2vjexLeOCKFyf2bFdvyNB5GSJCJLIl5BQEDg4R8PCNHH8z2tvtAU4y3y7YsJDPVXDJMx6gvDqhffOkIXaH5xtNJQN1rFWPjNXQNZOLOA39w1kFlF2aQkxvDo3YPYeaBcs+NGjvjjy7ZyoqI2ZH7MKspm1foDjeuBcRZqXYOnKfMAgRMVxpuOFZUuikZ1N3z219Xt4HlSNKp7yFxtCTJapEWubDEKMNWATAVNV21AfGykoZ0K9j2raxtC/EqPxxf2XiO7+cyK7ZqfHHyPKArUN3iIsJhIio/Bbotg1foDITZ27pQ8vjxeqf191foDPDg5h3nT8lk4s4AFMwpYMLMAGcXWiaKos3Ej8jqxcGlxWL+ofXwM67Ye0d43p9HvD5d9Z2Qrz7Zp1+KvGIv63eoaPIZj45dlzGaB2ZNzdd9u6theIZvLC5cVa+unKgn2SE5X1Yd8ewXrbD8yMG9aPk//dAiLfjmMR+4ahEkS6ZFix26LwO3xMasom2nje7Py3RLcXj9Ws4LxF/i8OVPyeP/TJvIBkyQwd0pe2IQQf0uS3hUvRhv5bo+fNz48yLTxvVk4s4Bp43uzZsNB7fAYmRD/a+HSYuytrIZ64nJ7SQoTh8fFKgc2z6zYrvMb50zJY93WI5o93rKnTGfLA58RYTHxzArlUKa1LXwbgvVdkox9XZMk8vzcEYzITdZ8WLfHr1sXVryzP2TvYPbkXNq2jtB9r3Vbj4S8N9Bmno99vtzk+273vzVpE2vVqKFNkrI5Ve/xYZZEHv7xAA4fq6JnpzgNCyLCKvKHB4ZiliQS7KHMK1U1buytrAqoZpS5kc0rlkfuGhSWrSXwxDA/MxFnrYclq3cxbXxvw+vNZuMsKhmZP6xQTmPzMxN5ZPognPVuaurcWMwitig9qcreww7GX91F678kiggCOiY0FedCEBTjtfytfVrZr7POw/K39vHAbf2UEoULPDbNyeVWS/9NJBg3x++jkWFLcQ7jbBYWziwEQUZAwOuTefGhkUiSktrsl5V7n/hJAW6PX8cOJzVuOsg0ZmsGbUafqnSxbusR3Ziu2XCQH9/Qm0fuGsRLa3ZT6XQzaUy6Dg9s7pQ8LQVcxQ+xRZnxy2C1SCEp6g9NyeO39xZqGCtfZ7wuNMV4i3w7EpwubzE3MdiNyE3mxqu6YTYZ29Nw7OSiKDBtfG8E/HTuYNewJedNG4AoCpw8XcubHx3i6pxkDWtPdTiefnU7DqdLsdHRFsN5AU0Oy+6DFTw2owBZVrBUvX4/99/WD79fIbAwap/dZm3EcwK3R+apVz4NYWecMzmP5/61kwdu78dzDw4DBJz1bn52ez895pVByWxz9i94nqh9Ce7bd7UMrEVa5PsgwQGmug6bTQJ3Xt+LExU1mm8XFWnixYdGan7ejv1lrHzvQEi2WlWNHkC+3FGPJBkzjjrrPOE3MGRj9l2TJOhKYWcVZbP8rX3sO3yaR+8ehMOp4Ee9+s7nFI3qSXSUiXnTBhJhEal3N4VuDR4vVbUNPP+v3ZotDyxJk0SlXCy+daRhOyxmkek3ZHHn9XomU58g6KBtVAw+I1upbtoFY+qpvvCF9FeuBH/3XNtokQQevXsQchgdUWMNkJtiE0nEGibuaRcXrT0nwa6w2b60Zg8PTs5hxoQsDUvx5bUKlhiyzNubvmTc4C4sDGDBvf/WfpjNog6vfPbkXECmwSOT0DqisT1K/xq8Hnp1iecPDyRii7Ti9vhpFW3R+hHcLxkZSRLx+fzNfqsrYay/r2IUw9uiLdx0dTetDDzBrsBoWS0Sc6fk4W88mA6Mk5x1HqIiTcyblq/pZ/GeExT0aY8tyowgCNw4tDPpafG6ONwWZeY/Hx+m3FFPxwQbSx4agd+vlKLPmNAHd8ABTCAzbyDGY0ykBbstAluUWcsuDdbV1jFW/LLMwnsKEQQQBYXR2ehar89PTb2b26/ryS2NPADBlSklpQ6Wv7VPOYhpjFdfWqPHZU2Kj6JLhyysZkFnMzU8TkEA/5Xry56V/fZKl0vBfhsokiRS6/FRdqaexwIYWTI6x/Hcql2s+egQ1wxKxWI2acwsKmtWTJSZ/246zA+vy9Axr9w3MZu3Nx0mLzOJ3//9U0qOOMjo3AZHdQOPL9tKRWU9U8dlhrBAfbrvJJ8fcWgL0iMvbqbcUW/IHHbfxGxiosxs3n0ihIEmvVMb1n78JQDHTtVSvPckGWlxPPrXYioq65k8JoOBvZPIz0yi/EwdD9yejbPWq+vfVTkd6ZHaJog5NwtbtBlZhjc3HubtzUdYt/UoG3YcQxIFrslPRf4WF52zsYpdajaw89HTwL5sLzlF5w6xmj5u3n2Cgr4dqK33svStPSQnttIzuKUnUF3r4bGXijXWzWB2OI/Xh6PaRWaXeAr6dKCm3s2+w03MteVn6rhlZHeNNbTkyBkmj8lg8T938p+PD3P3TX0YmZ/Mo39tOh2pdXnZVlLO1HEZnKyoayxbVO7fvPsEQ/p1ZP6SzSHXD8tJRvLLCLL8tdmJZFm5X4Rv9JxAaWG/vXj9D56rkgjJ7VrRt3tbYqPNjMhL5bGXtnDKUWdoG3fsL+eaAXrm2tmT83h25Q6yu8djj43S7NfHO48zKKs9pSeqWbDsE4pG9WTxqs90erj7YAV3XJfO25uPsK2knF5d4ri6fzK19R7dvADFpg7O7kCHhBgeWdJkawb0as/f/rOX5/+9m4rKuhC231lF2Sz+507e3HiI/umJeP0+3t1Syv7SSu64Lp3RgxTWPb8s8/62r+jVOY6fPbOBNzce5rP9pxiZl4IJwjJGnwvLnm6eSKLhejEyL0XBIrkI0sJ+e3nc18J++83ed6Hk67Dfnk0C57WK47V4lcLSbZIEuqfG8fALmxpJgsw6P+/6IV25fnAar723n2OnarUNqTc2HOTYqVrtHQn2SAb0bkdh344hjOa2GAux0RZD2zIiL4XcjFCW8/e2HOHTz08BTfZ46rgMenaKY97zm1j94SE27DjGsVO1bC8pZ3Cfjtzz5HrGFnbmTLWLP/2jid18SN+ODO3Xke0lp3i3+AhTx2XwwbZjANx4dVdS2tl4ee1eJo3O0K0fD03Jwy/LGuv45t0n6J/ejiirCckk0rlDrM4fuuum3thtVmSf3vicCyP5hfBXLnd/91zaGHjdmVoP85dsZsf+UyHMoeraGR8bQauYiCad3aXEXlld4vh41wnteQn2SHp3iad/zwQmjuhBelobkuKjeWvjYQSgc8fWPPm3T3h7s3LAPXdKHsvX7mV4bmqIb7DriwqyusZrMVSty8v2knLS2ivP6N8zkWiziEmA6joPv3mxmDqXh67JduY3+gebdp2goG97Cvq0Z9vn+thwxbslZPdMxNTM+h1ubY+MMiMifKusnt9n9ttwYsS4OqYgjd+8uEWnSzsPnGJMQRpRZhFREjlxupabR+jjrJz0dvz7gy9YtnYfJUfOMHVcJqs/OMhz/9pF+ZlaxhR2CYnD120tZWDv9uw5dJrhuSk8tHijpie9u7alpt7D7oMVdEyw0b9nAmMK0hiS3Z4+3dqy6J+fsfpDhd38rpt6IwP1DV4G9EoK8q9zWb52L4v/tYvNu5SNxkpnAz6/n4I+HXQ2ffbkXN748CCvv3+Qbsmt+fmzG9iy5yTDc5PZsuekbl2QRIERuSkIgsCvntvI/tJK7XvtPljBiNxUBJ8Pn9ev2UyLWdSx4/br2dbQT7+Yvuz5SHO627KpZyAX0sj4RYHjFbX86R+faTvZd1yXTlSEicF9O7LzQAUFWR107LCqkR+Zm4okScrkuDGLwr4dyOwcz9ubDjNxZA9eeXsf+0sruevGLLxev/aOolE9WbPhID8Y1p3RgzrRq0s8azYc5ObhPRg3uDPD+ifjrHPz7w8OAnC6ysWx8hruuC6dO67tqdXKd0+2069nYkigu+zNvZyucml9rHV5uXVUDxrcXq4Z0IkFS4uDHJUI5j2v71+/Hgk67BW1z8P6K4GmEYV0lFn8Vhcbvyjw8AsGm0a5ysS+1E7O+ehpYF/uujErxNHISU/k969u44fXpfNMQDpzrcvLwF5JWhaS0b3bS8rp2z2BQVkdeHntXgr7tsduiyA3o502hpIocO3ATuSkJ3LTVV1JT2vDK2+XUFLqaBr7nGRebWRSUqXW5aVoZA86tW/Fn/+hf29h3w6s/vBQyPVjC9POjitwCaRlU+/i9T94rt57Szbzl2xm/5FKJo/N5JHGzd9Dx6vx+fzMmNCH8UO6MCw3BatZIjEumga3j/xe7bhmQCrXDUzD7fPy6b5yrhuUZmifi0b25I0Nhxg9qBNvbAjVw9GDOrFu61FqXV5G5qVglkT8MlzdPyUkcI2NsYZsUG8vKecHw7prwWel08Wsif0YP7QzPVPtIfNnRF4qfbq15f1tX/H25iPs+qKCQVntWbPhIJPHZGA2ibxXfFR7Z7RZwgthbZy/md+MHBsjR1R9z8Wy2y2bepfHfS2bet/sfRdKLsamXuC8vuO6dN36/8Bt/TnlqGNw3w506Wg3tJPDclLo1zORgb2T6NUlnk/2nWRsYZeQg+oGt49//e+Azm99Y8NB8jOTEEWBzM5xIQfPtmgzr//vC35a1I/RBWkMye6IJMJTf9+u60Oty8tt1/REEgVWvBvqY9wwtDPXDkzDbBJ0mMFqH3qk2snukcD+0kpG5KWwda8SSKqB9v7SSs2HHluYxvVDuhAZIfHQ4o8N7SeywGNB79l9sILhOSkYGZ+LccgYLJe7v3subTS6To1vpo7L4PZr0ukRsHbeeX2vsGu7uoms6trf/vM5q/73BYV92vN/f9nEmII0RuWnYou2YLVKXDugE2ML0xiem0JkhIlF/9wZ1je4doDiGwT+Tb02cP2d19iHn92ew2Mv6Td0PtlbxuiCNNLax2rzZcU7JXz2RQVjC9NACP+twq3tXZNbgyiGbJJeTGnZ1AsVo418nx9D2zWmsDMmQcnazeqawOMBGHnBfmTwvyeP0ePhqb9fMyCNpLho+nRvS4PHq8VZtS4vO784RV5GO4bnJJPROY5nV+7gtfcOUJDVXosT1Wt3H6wgL6MdazYcIi8ziYy0Nlw7oBPXDuzEK2/v00hhal1ectMTeXblDnLS2/HO5iPMKspm9KBODMlOZs2Gg7zX6Eurc6fW5aXcUcfMCX1CfE6rRQr7vcYVdkZEP1g+RJ0dOFlRF3IQcLF92fOR5nT3cs8kvGzlXFOXfX5Zw9swYit6cFJuWDwnn99P29YRLPjgEMNyU4iJtBAbY2X6jVmAwtrUI8VOx4QYqmqa6tptUWYdI5kqk8dkIgpQWlZDTKRZEATnVwAAIABJREFUl+JaUupgyepd3HtLX+1ai1lkxbslzJs2kJp6N1U1buobPDicLl2Kr8vtxVnXwIRh3XVMviruyYKZBSH9C4dB4vXLeJFpFWX5xmWU31S+S6xigX0JLAFUxzEpLhq7LYL41qGYOIFjFa58MC42EgSZcYO78OAfP2LetIG8+s7nQSXUe7l2YCf8fjmEaVfBApGZNy2fFe/s19GWW8wSHdqGYj+owNfBadqSKIDv6xnelpKEy0vOx84G6oHKaFjuqMfn09vXo2U1fFVeQ5eOrah0ujWgYPXQor7Bw4YdX3F1TjK/+GH/Zu0z6MsPVAmEO1D/21mnwB2oZVf2VlZskRZeenP3WdlvQWHc+8Hw7thEs+H8EUArPfD5lBLeereX4bmpLH9rHz+7vT/Pzxmu+47NlYGpzw3tt7H9aylbb5EW+e5J8LwO9B3qXE2M4c/PGR7WToqiQIRFwlnnYe9hB2MHd+aJewtpcPvx+2VOV9UTE2nst950dTfiYiNYs+GgAXxHFj8Y1g2f38/dj68DmvDlgu3x8VM1JNijDX/zeGXmL9mkMYsG9yHCYuLpV7cxY0IWFZX1GhO6+jsoPvSCpcUAPD9nBD6f3IxtNfYtvY3MuGeTs62LX8ePuRL83bO1MbDfwdd5vMp3V/5ffV74tX3+9IFU1ypxz8tr91FS6tDWcrV8F0HmwT99FNLOJQ+N0F0brG8utx6dK8Eeib1VBHOn5DXqCICsrOV+GQF07J1qO2VZ1nyKCcO6MWVsBi63F4tZwu3xGd7T3NoeYTHpmJVb5OJLOFikYMZVMQw8gSgIeJCpqfNgNUtn9SMD/x0unktpZ8Msiew9dJrB2R1ZOLNAs18lpQ5MkkhNvUe3iRcupk9sE8X0G7J49Z3PyctMIqIRnSvYzsdEKRALzjoPO7+oIC8ziSWrd4X1q9Vn/PiG3po/HRtt4cU3lHLbedPyjcvuRZAR9VAyQXYgsIzX75cxiSKiBA0epaT9cvZrL8eElstezocZRRIFXG5lp9cI7PeJ5VvDMh5JopLZkZ+ZiEmSmL9EYQCd8+eP8Hhk8jMT+eHodMrO1GrvgPAMXpIo4PPDvsMVtIuPCgGIfeC2/kRGmDTWpxf+vYuiUT1ZvnYPHq+fJat3sfytfTw4OUfHsrN41U78fgV/xGhS+wPYxVQJbG9gG4+dcjJ94TpmL/qISqcbqygg+PyXZAJ9l1jFAvui6oe6ybxk9S5Ky2ooGtWdk6dD2YPORbfKztTS0OBjzYaDlDsUAP8te8pYsLSYOYs2smBpMVv2lJEUFxN27L884WTxqp0a45Kadl1Z4zJkHV239cgFBYi+khmPvotyvnY2UD8CGQ1VnEdAp/MHv6oOYf56fFkxJkmkf3piI7O4u1n7nGBXwNWNiH1UIor7Jir/rV7ncCpMuDV1bn79/Mds2VMWdl4FY1HFRFp0/Qn8zecHh9PF0TIndzUy61bXuFm1/gAOpwuTKGCSZZ09tZjFEMY0lV3669g/n8+P4POHvKdFWqRFrlzR5nWALZwwrJsOTLw5Ozl30UZqXV7WbT3CpDHp1Lq8VDnd/PovHzPzt+v542s7NF83+H63x4ffD9cP6aKzU9cP6cLpqjrufmI9Xp+svduIEGNWkUJe8Pr7B5g9We8zzJ6cy+vvH6DcUU91rTFDrrfxYCgpLpo3PzqEAJhkWcMBDOmzJFxw26rK2dbFr+vHXAn+bnNtDOz3lyechmt+IHtzjxR7szr70Y5jmE0iS1bv0jb07puYrZHDvPjGbpCN22OSRN21gfp2/639NIxd9W+zirJ5+u/bNB2pqXfz1CvbKDtTx/8993FIuwPf8/CPB4TEYydPK6yjRvdIohD2OzrrPLqNvxa5uBKos0+9so1jp2qZ3cjkGjxvTZJo6GeCjLPWjc8nG8ZvRn6k+u9wfmfpSSdzFn1E//REXlqzW7NfPxydruDx13kwSXrsyfCxYR2lZdXs/KJCiwe/KtfHcz1S7NgiLZo/HW7uqH514PMb3H7Nn/7Vcx9rm4VGpBkP3NafJ1/+NNRmGtgBh9OFgIBVFKiuc/PLPxqPy+UmLeW3BnK2tNlzTQEHpXTBYjXRp3tboiJMhuWCNw3vQk56KC7IvsMV/OX1Xfzijhzq3V56pLah/EwdpWVOTlXWcef1vVi4bCsHv6piYFYSOelKqezh49WGGBK2aAsbtn/FwKwOCMAbHx5k5g/6MiS7AznpiSS2ieKRJU0p3mrJ1/QbsrBFWxiRl0L/nglER1pCShR2fVHByLxUivfq69sT7JEMz00hv1eSrn9jCtPIz0xix349RtQrb5dwusp11lKvb0POVk52qcsRzie9O7Avqn6kp7XRSlrLz9QxIi+FJav3hOArDs9LJi+jHbu+MNat+yZm8/e3S3i3+AgP3NafrK5tkURBu0aVBLuCgWO1SAzqrcdMUBjDSigtc7L7YAUPTc3jqv7JeHw+nlj2CQe/qgpp18wJfYiPtXJVfzVFPRVbhITX+/U2Es5nXn8daSm/Pb/+n6+dDZyrVrPAHddlsL2knPxe7RjcV9G3wPKx0YM6UXLEwV03ZjF6UCfyM5M4fLyaq3OSNeyS6wd34YujDkYXdA6xz62izWT3SGBw3w54vD5y0hO5dmAnxhZ2xmIRGdy3A8Nykqlv8PHZgVM4nC6uHdiJawakKjgoEWZeW6c4KOVn6pgxIYtdX+jT/VXsKXWOvPZeCd1T7Vp/AjFH3v+0lJuu7qazoSqWVEGf9sTGWELxmhDDloGFg0G4XEoQoKX89nK5r6X89pu970LJxSi/DRTRLJLRWAY7tF9HXWlharsYrh/SNcROihLsKKngg21fMWtiP157r4QBvZJY9tZeXantmx8d5M7re2kYSapPKAgCb310iL7d25KRFse1AxSs0OgoM0v+vYfTVS4a3F4NK7W0zEltvZuf396f64d0YXhuCotX7aSk1MGYgk50S7Fzdf9kxhZ2VvrwoVLaBTC0X8cQ7Ce1DbsPVjAsJ4WendpoNtBsMdE/PTGkzzFRZnxe+aLY1rOti1/Xj7nc/d2ztTEQSiIQJzxwzQ+GP7JYRENMxqgoiZTEVjS4fYzKT+Wmq7tS2KcDkgiJcTFameuoAakMympPpdPF5DGZjC1MY0xBGoeOVfL2pi+ZMrYXrW1WhucmMzi7Axlpcbz63xK2fa74Ij+8Tl8OrOrIqPxOdEiICYvVW3LkDLMn5xIdqWDgBevZzi9OaZi+gfeo30okVP9UH1wShW8VO+z7XH57NlikwHkrmUUEQdBKWLN7tKVNbEQja7LEo3/dYhgnzZmSx5oAP3L25Fzt326PNwSrOTAWU0t1y8/UafOmsG8H/rv5S9q3jQ7BTTfadxAEgVfeLuH+W/tp73F7vNx9U5b275/c3Id/rt/PpNEZfLDtK/aXVnLDVV3o2DaGq/snK3Y8LwWzSeTtTV/q+ubx+Riek0KCPUpXbquW3c+dmkdBVnuye7RFFAVeW3cg5NtazCL9DeyALULCI58fDM23IS3lt19DmmX9O4c0dbNFwu2DBr8fq8VEpyQLrga/Lh20R4qdH12fQWWVm+PlTh077KFjDv74j53K+3wyb244REGf9vz01mwqKuv5238+15hfyh31vPD6biaNSeeRuwYhCgImk8BPixSWpegIs5LW65e5OieZuYs28shdg9j5RQVHy2r40fWZJCfG4PXB/bf206XZbtlTxg1D6zh0rJIBvdpjNinPMeo/wP/dma8FxKqBqKlz88m+Mo3ZUWVF2/elg3nTBiKJYDZJvPrO51qauNE3/Tpj9U3ku1ROFtwXi1nE7Wkax5JSB9W1bhxOFy+v3adLZ3Y4XURYJB7+8UCkxlOLR+8exOkql8b2pY6bo9qlnBhOzmXhPQV4vTIms4jsl7VylX+/f5CjZTVMG9+bTkk2vjzh1D1DHfdnVmxnytgMrbQgOkJhqKtr8NDGFoFFgoqqhhD221ibxbBs+2x6ciWUn3yfRB2PYDYvSRLwIYaMY/BcjbJKmk0FeGxmAXLAGPtlOYRteVZRNhazqJVNSZLAk69s496bs3T22WoRuWPefwG49+Ys+qUn4vPJCAIKS5gg8lW5kxXv7NdYE1vbrLi9Po6WOYlvHUmls0G3HpjNosai53J7sVhEpt3Qm6ljM/H54eOdxxS28EiL1h+fT8YsibjcHkYXdOZ3f/uUklKH7pvFt45k5bsl3DKiBwgCFrOE3y/j9fkhTPmR1+8HWdYYsdV+WyTwuJv4x4PnlMake4XbyxZpke+7BM5ttfzI7VHKZWcVZdMmNkJnv/74j5384vZ+LLynUGHeDGC/vW9iNi+v3YcowM0juiMIMG5wlxAoGotZZOHMQhBk/H54/9Oj9OoSz3tbj5LYJoqr+idrPmSgv6huyi2cWYjH58fnk/nPx4cZ2i+ZBo+XjDQ7v5zUH2eth58/86HO3h8tq9H6bJJE/vrGniDYkH386PpM7puYjckk0jYyApfbh08QkD1+jpc7Nd9WEASK95wgv1cS/jAMiqptDV6vmmMhDxQjP8Vui0AGfIKA2PjvwGvOxY+5Evzd4DZGWCU8HpmGxvUpq6uiKyWlDvYdPq2Vz6l+RDD80aN3DwqJvZBkKqvcIWzDH2w7yusfNG1iJ9gjOX6qFgE/t47qqbt+9uQ8bhnZHUe1i/jWEUiiyD/X7deVHC5ZvYtH7x5kCKUBctjSyE5JNuZNG8jr7x/glhHdAYWB+caruiGJSpXC6+8f0Eos1XsWzizQjac9yszjjfPleEWNxtobyKzcIhdXwsEiQRM0ks+vZAR7vH6sFmWzOZhdfP70gdpewMtrFaiV2BgrJypqeOujQ1w7sBNTx/XiTJWLtRsPMzw3lRuGdsXl9hIfG6HZbKNYzN7Kqs0buy2ColHduXl4d0wmkV/dmc+jjfG+w+miVYyFBTML8PpkfD6Z198/wPDcFFrbLERaTTx69yBEUUAUBdZ8qMAppLazgaCU0lY63cwqyiYuNlKJFxv3MmQZal0ePF4f86cPRECpwImKNHGyoo6qGiVTMXA9AiXbrvSkU4NFWDizQPst0CZ63D7iw/i6PkG4ouLCy7FNl1z8fhlHnSfEqNujzI3OihCyOVc0SjGuciMl+qmqBhYG3D9nSh4fbjvKg5NyeWL5Vuy2CCaNSafO5eWpV7bplCbBHsm08b21/z5T7dLh1anOiCg0taOk1MFDiz8mwR7JjAlZrHhnPz+6PgOz1AQAqS42dlsEp6vqmVWUzRsfHqRtm0jONDLnBm7GqUbeapHI6BzPnEUfUe6oD1urfuJ0DbYoSwjuyfDcVF75bwnvFpfy+D2FzP7zR9htEfxwdDrzl2zS9eloWY0OT+1s+Ghq+nK4sfqm4vP5lVILAJ98RS90gX0RfIrT9sRPCqmqcVO85wSSJDCrKFvBQVxazIIZBfzquY9DxvneW/riqG4Ii3dgt0XgR+bk6To+2XuSwdkddbo1e3IuazceZsnqXTw2o8DwOWVnaikpdSCKGG68SBK4fbKu/KfcUc9jS4uZMSGL+Uu26HQBOKueGNHIn4sOtsjFEUkUyM9MDAn+5kzJY8U7n2s09YHjqOq3xSxx0uHS2eC5U/KIDsAS9ftlHSZIuUPBAH38nkJN56aN702CPVI7YAFFJ+ZNGwjAiNxk0tPiOH6qljc+PBjSVtWOLgjSy1lF2cTarMydkseCpcVMGNaN3y7/JET31HvyMxOZOLKHoY2eMKybhoeq4p0GBy9K2W89f31jr24+hbPlkiggIXDaGRrcaOugge1tbmxapEVa5MoQo7k9qyib5W8pPuHPbu9Pg8fH7Mm5OpsUa4ugorIuxKd9duV2ZkzI4uSZWixmCWTBEIrm0bsH8eIbuxk3uAtrNhxk4sgeiKLiY2d0juOhxRvD+os7v6igoE+1bpNk484TPDlrCEP6JVN60qnh/6nvfGbFdp1dbhVt1eARVEmwK7AHy9fu4aaru2Ixm3TryuzJuSxZvUuzebOKsvH74dgpZ7P+ROB6dTZbqxsbg/hj0ph05i7aGDJW5+NLw5Xh76ptjLRIVATFWbMn52rX5Wa0Y+6ijdoabgR/9OIbu7l1VE/mLPpIi8ncHl+InixYWqxsAFbUauMcuP4G+6Er3/2ciSN78IcV23RrI6DdP2dKHiaTMU4aCGHx+DxemXueXE+CPZJbR/XEbBYYXZCmi6VmT85FbiQDUMde8Pl146nqVYQkkpJo42e397ssN3K/yxI4lwPH28iHe3j6ANyNpaaB45zVNR4haC8gJtLCr//SFLu9t1UhSJs/XUnmUf89d0oe5ZV1PLHsE6aN720Yi0VZzTz58idazB7YprlT8vjVnfmYRJFIq0Sl083cJXo7FBkhMXFkD34dsH9x/639KMzuwBPLPmHetIGUO5rKhmUZre3qPFuz4aC2Jowb3IX3Pz3K1TnJzHu+qS2/nJTDA7f15/d//zTER1b74g3Q6wR7JCZRBJ8yKzxuX4Dt8+HxhY5R4L2Xa1zYUn5rIJ5GGvpw6ZaBKeAdE2xMGpPOn/7xmUb5PDi7o8a2qN6vMsp8sO0o997Sl4G9k1i4bCuD+3YIy5y464uKxpp5RdHTO8VppQpvbzpMWvtY8jLbaemu+ZmJPHBrfxAgrX0sJklk1foDISy4N1zVhVfeLiGvVzty09shCkII86JatjUoqz1t7ZE8/LyeGSYwlTawBPOqfh156pVPNfbbyWMytJTuWUXZtI6xkpvRjq7JsSFspuo7P9h27JzLES52yWRzcqnLEb5u2rrqsD/8wiZWf6iM08wf9OWxv25h/5FK/u/OfAr7tKdNbAQrDdiDJo7ojtfvZ1hOE4tnfmYi99/aH0kSKOzTAZfby9OvbudH43qHsHZtLylnxoQ+DOjdnk07j3Pz8O66Muz7b+2HxSxy01XdiLSYtaBBvV8tYfH5ZUN2o7GFnXl3S+l5M3leCPZOSRLxiwI+QJBETKKg3dtSfnt+/TeJAlndE1i4rHk2r20l5QzPTUUO+O4+PyGsdttKyundNZ5hjeyzBVntQ2xvxwQbg7La0+D2kdk5nuI9J5g4skdIOcP/Pinl8yMOfn5HDmVn6vjTPz7jB8O6hy2XeXvzER1r1+6DFVwzoBPvFR9h2vgsWsdYWPneAV1bApm+jFjK1Gev23qEu2/K4vX3v2Dq2Ex6drIb2tac9ES6pdh1bWyO5as5ZtxwZV5GY3MxbXFL+e3lcV9L+e03e9+FkgtVfms0twNt2c4Dp8jsHEekxUTPAL90xTsl9OnW1tCnLRrZgyWr9/D+tq+4un9Hw7W7sG8H2re1sXiVYk+fXbmd0YM6U5jdnjNVLgb37aDBJLy/7SvuuTmLvIwkrezx7U1fcuh4NT1S7Nx1YxZD+3Uk0mJi2Vt7Gtl0Q9t1+7XpjC1Io2cnO//d/CVFo3qEwIv8Y10J4wZ3weeTeeqVT0Ns3k+L+lHYp71WErdq/QE+3nninBkUvwnUxE9u7sOfLoAvfTa51P5usAQzVqpj8ZOb+5KeFsdvXtSX4hrBHx07VUvRqO4M7dfRMCbT6ZHVxIDeSYwelMawnGRWvNvENBv83HCsorMm9mNw3/ZaLJaf0U4rZw8sWQR4ee2+EP1RSydr6j1N5YFeQuK37SXljMpPZevek2cd+2+DWbk5+T6X3xrBIgWXjIMypjnpiTz96jbDWOpMtUsHG3D94DRDf3JYTjLpneI0e+nx+Xh86Se6eaLXtzxkZFb974uw5cHXDkzj93/fRqf2rXjq75+G2KHrBqWF6OeuLyq4bmAnRuanIgjwwr93M/3G3uSkJ9Dg9uns/AfbvtJ8a/X/Z0zoo8PDrnV52bH/FHmZ7RhT0JmxhWlc3T+Fle8pc1SdV2aTyHvFR5sO1g0gaZobo8sFhqal/PY8xeMNx4gkh5R6yaCdkKnXOZwNhvfbosxamcAtI7qH7M6rkmBXmJCmje+tpf5HRZh1LI33TcwmvnUkoggL7ylElhX2m8Dd8F9PG8ANQ7tqhkC9LykuCofTxQuv7+anRdlhyw47tLXx1Cuf8rPb++l+Lyl1UNfg0UrF1BJMh9OF2STy+MxCvH4/ZWfqAJgyNkMrY/jZ7f2wR5mJijBmyunQ1hbC0NictJRMnr94IeRksbpW0dlyh8IW+uCfPuK52cMNddNkEnnjw4PcPKI7MyZk0SHBRk2dW5dJqmaEqiykgVLuqMckCazdeIj3th4lJz1Rl9259M29lJQ6tFRpo/u9/tCMWbV9MZEWeqTYKSl1aLoQ7jmBevJNy08udtbo9018Pj9CmNT3YDYvj8+vHcSoZTVG94mCgB8/j0wfhMkULuPhI529fP/To42l4q0QRdiy+wTpafEM6N0ekyRorF/hymVsUWYtizXw77IMr39wiL2HHRogcLAuq/eEZSlLjGF4biprNx7mxzf0xlnrpk1sRJg5J2KL0oMbB7N8BTPjNrsOhrG9wWPTYotbpEWuLDnb3C53KEyZpypdIdkdKhFWsC2rqKzXMscCM0sCr6mqcWu2Tv1/nyxTV9PEshtol61mE0tWN/m36obIVf2TQzKmvT6/4TtFQWDFuhLyMpMYnpuCX5a595a+JLaJVuBGahsYnpvKy2v3MWVsRljbGhcbgcerlJypfn4423qu39vIdgb7Keq1wfeery99pUk45lpBEKiucWm/lZQ6eHntvrBr7OHj1ax4Zz8/LcrWxWRGmUmzJ+ex8t3PuWFoV64f0oUbhnYlphHgP/C5sTEWw7ZV1zYwZ9FG7W93Xu9j+Vv7Qsq9H7i9H/ffqpR7/+buQQgo/qXZJHLLiO7cOqrnWcsDJVEIKbltkctLjGCR1Pg5eEzDscuaJIEoq4m6Bi/33tKXtq0jNQKfYF1vFW3B7fFRVePGYhJxuX0h80T1dSVJ4M0NBxmR14kEe2RYH9Tj9fHjG3shy8Z2KBxcV1WtsuFZU6fAPr3/6VHGFnbWsrwDM+2C1wSTZKzzJknEJAn4/fDU37cxYVg3bhjaVZtXs4qyNSZfdT/ibL7plQBLECiXJ33HJRJJEpElEQFjdsFAFiiVDcxIYb0+P/Om5bNwZgFzp+RpTJ5en5/f3DWQm67upmNODGZ4uW+iwoS0YGkxDqeLuNgIHNUu7LYIQFHeZ1duR5YVvD2TKCAIQshGzSlHnW5nX70PQWDGhCxmFWUjA7IBO63aX4fTpTlggfLGhwex2yJ4+tWmds6dkoekNApJFPjjazt4aPHHGvupw+lSGHgDSphD38l5MSdeCYxdl1JUnfYKArIkIkmioQNZVdPE+qYyh6ol2oG6Oasom9NV9QzPTeUf7+3H41VO9gKz6codCoto0ajuOhZSVRLskYiiwNB+ClW6xWxi3dYjmp6UlDrIz0wkNsZKbIyVedPyNfYu9X7VsAaz3943MZulb+5mwrBuumvPVU++CXun0WbpgqXFeJu/7XsvRjqq/RaGnc5Z56FHip25U/J44ieFiKLAxBHd+PMvhvHI9IHN3uf3w4nTCo5SoH4XjequlaVCk73My0xiyepdiKKA1yvTNbk1tigzYiPjXutGHVWDxuB3utxe5kzOIzrSpGOhExt1sqTUwbMrtzfL9BWWpayshgVLi9n5RQUNbj/3/+FDjgQw/wX33eg5rW0WBELt5dnmTHMMekbXt0iLtMjlIc3ZXACzKbz9VP/b5fYa+q9tYiN4aKp+XX5wUi4xkWbmTsnjxqGdQTBeu9dtPaLZKPX/JQPf9tmV27np6tCyx2dWbKdoVI+QMstnV25HFAVDGyuK6JgZH1r8MX98bQcerx+X28fCZVs1vyScHZZEZa2av2STtqEHTQyKZ/MnztePDfRTLpQvfTlLoL6aI8zIJinsGi+Ken8WGg+v1u4J0TmVFbmk1MHRRkZOVaeLRnUP0aPHlxUzPDeVp1/dRm29lzmLNvLsyu0hfrLdZj23tVEStXLvwDjpyAkndz+xnmmPvcf/PfexUj7r9eF1eRrH1Kdh2zbH4PtdGPvvuoiSAJr/JYCA5hsGinpYEijqOLvcPmrrvbz50SFKy2pY+W4Jsyfn6nRyzpQ81m48pOnZqUqX4TPNJgWxrqKynpH5qSxfu4dfTsohNsZYp0+ersVZ6ybKag4b6xnFcH6/nyirmbjWSvJDQZ/2hna+aFT30DUhjM7bbVbMoO1dBM+rr8prQvYjzkW+SVz4bUtL+W2jqFk27245QnI7G327J+jSUB+amkeUQbqlIIls3n1CY4DpkWKnX89E/vjaDt7YcEhjlxmWm0xMpJmV75bw/L93I4lwx3UZvFt8hP2llUwdl8Fto3oyPLcprVtddBb/cyfvbzvK9Bt7c6y8RmM2HNg7icdeKiajcxzRkWZefUdfznDtgE6G5QY3DO1CTKSZWpeXCKsEgkx+Zns988vkPExmgSH9OhAVYQ5h+JoxoQ/Hy53kBpQ+2G0WbaE5W8rqhUppvZSpsZe6HOFs6d1NZbabtdLw3MwkoqwmNu1q0lkAt8fLzAl92FZSjqPaxdRxmfzrfwfI6taWrK7xGttSfOtI6lxe2sVHkZzYisWrPqNvt7aGLKIj8lJ4d8uX3H5tehBTZx5+ZJ58WSnT/mTfSWZM6EOl08WxU7XkZyZSNKonj/51C6+tO8C+w2e46yZF9yVR0MbX5/NjiTCR1r61rvznsy8qtPL15ti+LrSe+CBMOXAa4jmM16WWS1GO0JyOiqJAvcdHn+5tQ8pfP913kmsHpbF41Wes/vAQW3af4PohXfnfJ6X87pVt9O/ZlhF5qSEQARs/O0aP1Db84dVtbPv8FPm9FQiCCcO60TrGGnb8ruqnZH78Z9NhruqfzP7SMyS0iWL+C5v57EAFvbrEkRgXzdU5yZxy1GlMY3On5CGKSnnB+9u+YvqNvamtdzNzQh/e3fIlN17Vjd0HK3SxkF4yAAAgAElEQVSMjeOGdGFEXgqWAKYvI5YyJSBRoA0CS4KNrlUZ0LaXnNKV9Khz7eEXNoV+f5qfM0a2N5hp7WLb4pby28vjvpby22/2vgsl51J+25zNlWUZa6QZZ72HvkF2N9DezJ6sbI6ktLMRFWFmVH4qN1zVhZyeiVgtEn/7zz5+MKw7PxjWlWsGpPK3/+zjxTV7cXu8jCnswvwXNlNV08A9P+jL4OwOZHZWIGXGDe7C25sOc/dNWXy67yR3XJeBKAqsfC/ULl8/pDMr392vlUiqPoC9lTXEF651eblmQCrL3tzL1HEZ3DqqJ7kZiURFmPnvpi81pvRAO7Zl9wlKjpzR/WZkW1UbZ5KEsAyK/otY4vVt+cCXyt8N1NeKyno6JMQw/4XNnHLUaYzHgd+7ps7N2o2HmTQ6Q6e/Py3KxhZlZmi/jowb3JlrBqby53/s1LJHrWaRqeMyea+4lP2llYzITdHY6VVRoZHe2HCIG4Z24Z0tR5BEgWsHdmL0oE6MKUhjSHZHNuw4xrjBnZtlIZ0zJY9EeyR9urU1XENjIi385OY+jB/SBUkUkQKgXAKlOebOs+nd5SDf5/Jbs0Wiwunm4Rc2sb3kFJ07xPLYS8Vs+/xUSOn1dYM6UdinQ4iubC8p47d/+1SBUZrQh8S4KHqmtiEqysyI3BTGFqQxPDcFkyTSqUMsn+wto9blJT7WSla3tpp/3THBxvSbetHg9uHx+qlv8BITaWZQVhINHj+vvL0vZE6psFs56YmIkkBh3w4hPurif+5kw45juhjuwck5mCSFsfef67/A4XQxpF9HQ7inopE9eP39A0wancHbmw4zdWwmZotIn2769Wnu1Dza2Cy43b7Lwje9mNKc7gryZdCjYcOGYbFYsFqVhv785z9n8ODB7Nixg1//+tc0NDTQoUMHnnzySeLi4s7r2adP12ism82JLInMWbSRedMGMn/JJo1x0xZlxuX2ktY+Fr87NOcmuORu3rR8rUzACOxSTSctKXVw49DOjC7ojCzLeH0y//rfAY6W1TBhWDeSE2I4eaZWO0WCJgKNBUuLQ/77N3cN4nhFjVYOu2r9AYpGddcBvgLkZyZy6zU9WfBSQIng1DziYxVGL0FQ8PucdR4qnS46tLVRW+/G3ioCXwCrYbRVpLbBrzHFRFhEGuo9Id+mObZR9Xf1pV83pfVisd+eTdq2tXHqlDPkbxdKzqa7Ru8PFFWng1Owf3vvYI6dqtGRT8yenMuG7V8xIq8TogANXi8xjSyboGRXHq+o0bF5frDtKOlp8XTu0IqyM3UhZBYd2sbg9fkxSQJen8Jm5/H6cXk8PLEslBTg8XsK8csyAoJGyhL4+4KZBRqQqTq+4fpodO3F1pNwbVk4swDB5z/reF1qudi6a9T/5r4ZwJxFG0NscZeOsXg8sqGOzJs2kHueXM+ffzGM5Wv3MDw3leTEGAQEXnpzN8NzU3XlYiNykxldkMbKd0uYNDpTA5sOfOZjMxSYhS+PV7Nq/QEcThcLZxZq4NpG4MGiJCAJIsvX7tEx3il9K+T5f+9ky54yjeEsNsZC6xgrgiiArJw0Pv/vnQrbbWNZzr7DFYwt7ILP78ckiYiigNvjUxj7RJnSE06NOTclyQZ+QWefXW7FXgey30qiaPgdVZ09Vxt+qdhvVZ36NuzuhZi/bdvaGPez1ed1z5qnxp/3Pd/2fWueGn9Z27bzkW/bTl9o3Y2Li/lafoE652VJ0mzbhGHdSE6MwVHdgIyMKAiaLRraLzmEJCc6wsyvnmt69twpeTp7G/zvHil2ZhVlU9/gJcJiwu3xcqrSxbqtR5g0OpPlaxUmWpUgI7C986cPZOmbe0LIieZOyePVRrIeff+amA19+PG4ZdweLxaziS+PV9I9tY1yWGESqa51E2U1IYkikVaR+gBf12oWaPD4DW2c2SLh9hGWLbw5+Sb+ybfhA18qfzdQX//8i2G6NXpEbjI3Xd0NkyRqa2al080PR6drJH2xMRbiW0dQU+fhsZf0JAMr3y3R9GTulDzWbT2irbmtbVbmPR/qD6iEAo/NKKCiUinXXbf1CNNvyNKt2aovG986EotZYfD0eGVEUWFZNokQa4vkzJlaHcu0V/bjqHZhNpl4fNm5Qbl8E7271HKp/OJL4e8Gi2pryx31hraxaFR3EttE81V5DZ2SWvGfjw8xIq+TxnL8XvGXpKfFa8Q+SsJNE7la0aieOiKZX/4wh/jWkZrf+OZHBxld2Bm/T8ZsFjlRURsSxyW0ieKhxvkX6K/GRFp4duV2HE4XMyZkkZLYis+/PN1oRxWioOD9iwUzCwGFGVeFy1GfmdrOpuMyUO9ZeE8hkijg9fnx+0GSBJ5/XZnngXFBVISJ+NgohEbii0vtm15MaU53Lxuom2effZbu3btr/5ZlmV/84hcsXLiQnJwcFi1axO9+9zsWLlx4Ud6vliSqGGBq6ZyqcG6PD0kSDTcJbNFmHr+nEK9PBppKG43Ylp5duZ2FMwsRRNj+eRk+v4wowMzfrtfasmBpMU/fP1Rj8VLbYIsyY28VoTFCqqwuCj6TzOJVOzXK6Z/emo3FLPKz2/trwL4J9kjuvL6XjtG03FHPgpeK+c1dg/j937eFBKhzJufhk2V++ccN2t8e/vEABEyNC4iACTlkQw++PSatK4Gx61JIOJwWt0eP4+GXZWIizeRlJiFJAvUuD5/sK2vMOqonLjYixNi++s7n3DqqJwuWFnPvLX0NWURnT86lotKFvZWVKKuZCKvIlydqaNvaGPPL41Vw0e6/tZ/h736/jEnWj69aghuMY2emERcs8HtcZD0J1xYTtOhkGGkOSwggq2s8N17VTXNidh+sIDnRFhanw2xScGSsFpG8jETS2rdClhUeuB/f0DvkvrzMJFa+q4CgL1+7h/smZocEiGs3HuL1Dw5pZWT/+fiwhuczbXzvEBu/YGkx08b3xt7KqgssA/tW6VROcEtKHZpDtvjBYfzhb9v45aQcfD4/W/aUhdx/3aA0TLIMXh9+FJ2TkZnzp6agV8UGDHTO1IBAkGXtcMoEhtgtgVhOoiQ0Kq8MCIiSRhamjF/QnPL4aLHFLdIil7EY2Vy7LQIZ8AkCNNoE1ZYtnFnA3MVNOGA9UuzcNzFbt7lS7qhn4dJiFs4s5MHJOURHWPD7ZQRBj7MUjMtUUuqgqkaPM6b6u5IIw3NTMZuUzMDADY77JirQBFPH9dKxPKptfmxGAdcO7KQdciS2icJZ76b8TD37DlcwIj+VckcdERYTraIttImN5KHFGzUG1EDb+dCUPFo32k58PtxBNo7G0lCfX0b2KXZTvdZzHgbwbLa2Ofku+8CB+mqE0aykpcj4/GjrpcpKa4syExcbAbKgbeiBWkq7lQWNh4db9pQRG2PR1lx1DTXSuzUbDnLfxGxq6txB+Hh+bhnZnSirGQHFX3n9/QPcdm1PKg2YjeNsyqF54NjJyLy4enfIAWPTXCzEJwghmxLhmDtb5PKWQFxII9s4f8kW/jJnOCmJMYDM6x8ovqgqPVLsXDMwjYUzC/DLMiZJxG6zsuShEQiCwJw/K4czTZiNbuJbqzBLMnsPO+jXs5a42EgkvxwCP/PMiu0smFmg/S3QX104swCH08WsomzsNismSaBbqp2vyp0kxUXrWMiBRvgwmaoaN7ExFuy2CN2huN0WwayibJ3tfeC2/lTWuBARWRg0D19eu0/HUq5hjDbOD0ApmYVv7JteqsShryOXzaZesOzatQur1UpOTg4ARUVFDB8+/KJt6qm4FCoGWLhMOzU4ArQMvayu8YwuSOPxZVs1+vRyhzFwut0Woew4e2WyuiWwduMh0tPitXtAOX2KiTQ31ogbgbXmsnbjYd0O+InTtYbX/nJSDvfe0heTJOJqDOaMgjgEDDEkFi4rZsaELO1vdlsEDmcDz6zYfE4nSGG/dwupwEWX8FTcTTgeqo6rG70J9kgenTGIof06crrKpWTzGICSDs9N1cbOJImGOhUVYWbJaj25y7qtR7hlRA/yMxNDTtKPV9RQ7ghPHmNEIX45gZheTm25UqQ5unizWWR0QZrm3Ko2orrWjS06FJw6wR5JRaWLuYs3cuPQzgzpl6xleCTYI7VgM/A+W5SZ4bmpmt2zRVmYP30Q1bUNVNW4efUdBRQ7J0NhCa+ubeD263ri88k88ZNCYmOs2G36TepyRz32VlZsUeHaWM+kMeksf2ufzoYLCEy/qRdWs0iDLJ/7HAgK0icM6xbinKnBeTCCSLPfXxKpcLp1J71zpuQRHwCz0CIt0iJXlgTP+SaCIGVT65c/zNH9Hrgeq/6Cy+01XPNr6t0ICNpG27xp+eRnJmrZS62irSFrfyCxhpHPPWeycrAyY0IWSfExnKlysewthUxrwrBuYQ8lAok1fn5Hf15cvQeH08VDU/MQBLTfA6trpo3vHWI7H1tazOMzC42/5QXyY9UyvBZbGyqB+hoYn6lZ9qp/MG9avvabuvmgZtaFI644XeXi1lE9mTIuE5Mokp+ZyNjCzsS3VrDC/vfJUUXv4mIwm0T8yAzPTdWyAFVJsEciiAICgpbdp8ZqyMZYy4/ePYhWwZmJAowb3IWaerdheyuq6nnwTx+1xEvfEVGx4ZqLe46fqmH+ki387r7Bhnb713/5GLstguk39aK6xo3fL+Nye+mYaDPcE5gzJY+3PjrEzcOV5J+Tp5XsvPtvC5dMgWG72jZWRJ2uqueZFTtwOF3MnpzL25u+ZHhuatg1Rm2HSmqk2ttyRz3L39rHjAlZtG8bg9RYiVJ2pk5XcVjuUJKj1EpFtT0utxevz8/M366/oPPjSturuGyIMn7+858zbtw4Hn74Yaqrqzlx4gTt27fXfm/Tpg1+v5/KysqL8n41y+a94i81gEmjTDsV+F4FxVdKFLprRAGr1h/gwUnK/cGguqpi/99fPmbGE+t5aPFGCvt2pHjPCR2A7y0je1Bd18CsonBgrVu56epuGgHHnMl5rHhnv2F7f7v8E+obfDz96jZiY6xUVLp0bYJGUoRKF+3jYwwndYSlae83XMB4vmQALaQCF1+MiCTmTsnDalYwuIx03G5TyhR+9dzHPPinj/jjaztw1nrIz0zUPTvQSQoHHn2icZMOmgzx8NxUnli+lalje+napeowYAi+rWa8GcnlBGJ6ObXlSpBwOmoCPJ5QApYFS4upqmnALImGJC5KTh6MyOukBUig6HWkRUnTV+0zKAFloC7nZSYx73lF9xcsLWbLnjKefnUbbo+POYs28vamL6l0upm7aCMP/ukjfv2Xj5k0Jj0EBDjKaualNbtD9Hj25Fxk5EZA9+7a3++bmM1Lb+6musaNz9/8dwmWYKD0cCxlPoPSpube4/ah+4ZqNs73PMZskRa5oiV4zqsEQWoA+Py/d+rs1rqtR0J84giLyXDNj4ow62z2xs+OM3FkD5as3sWcRRuZv2QTRaN6av5Egj2SpPhoDaPPyIdduKyYvMwkVryznxMVNcS3VqpReqTYEQ1I3Ix8j9/97VNtA/Cxl4opO12n/R7IKhnOdnrDwKBcKD+2xdaGl0B9ff39A5ou3nhVN52urXhnf4hP8OCkXNq2jtAYagMlwa6wLS9YWowkCKzdeIiJI3vwx9d2MOOJ9SxetZOr+iez4p39/Pr5jyktq+ZkRS1LVu+iaFRP1m09oj1n9uRcZL8RYdxWvD7jqgK/DKer6vUkNbLAsyu3hxB9BLZXvb8lXrryxSKhxWKr1h8w9GnVuKhVtDUssdukMem4GnwsXrWTOYs2snjVTpy1bn50fUaoPV1azA+Gd9f2IRav2smUsRmYJGNbKooYEgwBjX7wRkpKHZq+D89NDYnhjEjonlmxnfhY/Wahmp1YXevmaJmTh1/YHJb1NzbGomtPW3sk//rfAe33CzU/rrS9issiU++VV14hKSkJt9vNY489xiOPPMLIkSMvyLPj4mLO+drWrWVs0RZcDR6Nhl49PVRTub2NOENuj59p43sTaZWorm3QBryk1IEowLTxvencoRUPTsrlieWKoTdS7CeWK9l9KpV0SmIMogBPLPtES0c1UmhnnZsZE7KIUbMGna6wDklKOxvTxvdGAJa9tdewxCw6yozFJBnuyLsCsATDvQNBOC+MgnJH3QV5zqWWi9nW5nTX75dxOF3IJgmzSSQ22opowOTTqpVfKw03SQJ2WwQmk0h0pJWF9xTi8+nL7yYM62a4kfLo3YM4fLxa05lW0VZNV1QDHqxTi1ft1LWl3NGUvSpJAk/eNwS3x8dX5U7qGjw4nC6giVp9xoQsOiTYiLBIYft3LuL3y1TVNuDx+pv9Vhfr/kC5knT7m0g43TXqf+vWMr+bNSTk+56oqA2xEXZbBB0TbCEl5CpF/ZSxGYC+TEfN/nj4BeUEPT8zkfnTByEKUFFVr7F6BepnoAQebAzPTQ0Jvp5ZsV3DMVF1P8IqsmVPGZVOt66NQmMf7r+1H/GtI3n6p0M4VenScFZvGNqVBo+PCItEarvIkO8ChOgiwK9+lM+jf91CuaNel/miSoI9kgirSWNQ/7rfv9xRj0+WSbqM9PhCz6nm7O73Zf5+HfkufZsrtS+q7p6t/YF+gSQKGn5eYMbyvGkDkSQBs0nE7fUp2KKy4hO7Pd6QNf++iQqTbKDNyMtMCvEnFi4tZt60gdwwtCvOOg+iILDy3c81/9fI5thbWZkyNoOnX92myzgxmcSQkq05k/N47l+hvkfHhBh6pNgpKXUQE2Vh7pQ8LXvwbNkykiggC6G+1tn82HP1Hb6vtjZQmrO76hrlcvto8Hh18ZkqJaUOlr+1jwUzFWxmn0/mnc2HSU+Lp1dnewg0ilrCV+6ox+FsID0tPkRXAzOCIiwm7DYr08b35pO9J5l+QxZ3Xu8HBM13NRpDUTTOdCo96WTJ6l386kf5pLZrhSgKlJ+pC+tTq+0NfPaVFi+Fkyu9D+fj7wbaBFkUSW4bo8ViFrPEk/cOxu314/fL/GPdfm3vQUbW+byxMVZNp+JiI0NgCNTyciOdrKpp0F379KvbWHhPgaHOAdr+hC3KTFt7JHJjP4yebYsyazHctPG96ZTUSvst+FpBMJ4bjuoGzRcPZ5Pbto7k+bkjEAUBkyTw7pYj5GUmMTw3ReMVuBDz41z2Ki5kjPhN5bLY1EtKSgLAYrFw2223MWPGDCZNmsTx48e1a86cOYMgCLRu3fq8nn2uRBmaSCLL1+5j3OAueLw+Db8uUNFnFWWz/K19OJwuHrlrEKUnnTqlq2vwYjYJuD1+BAEWziykokpxlJqbBEtW72La+N6kJtkodyjpqF810qwHK3RVjZslq3dx7y19iYo0MasoO2wwd8pRx4Klxcyblo/D6dJNUJfbS4PHi1AHETbBGBPM1JT+Hu4dyPL5gZ1K4oV5ziWUSwUcfK7pwGe7TrJIeDx6oxpuU8NZ59F0plW0lXc2H9YWgJJSB2s2HOTRuwdRVevGUd1ATJRZc3RUCcxeFQUBvD5kWWb+ki0aTo86zxxOFxazhMUk4HV5OO0KxWw8Fwn3DeJslnMCTb2QqdctRBnN918AvF6fNtaSpD9kUDOdH1q8kWnje2sl5Kqo+gXoynSCsz+27Cnj8PFqHptRwDMrtpPVNV47fAnnQKjPDTc/EttEs3BmAS63F1u0WStZCMQgSbArIMbQoG0AqthQJaUO7QDly+PVLFm9qwkHz+fH6/VR6fGF1cXYCJNW9m0xizw0JY/Hgq6TPb5v9P3VPkiCcNno8ZVIlPFdlctFJ76pfNeJMozWtFlF2URZTdoh9lX9k3WwB6rPWzSqu+JTNpJZqNihUVYzHp8Pvx9deW04e1ldq+DoJdgjefjHAzUsMzUjK9jmxESadaQF6ubgL3+YQ2ublRkTsjT8PFu0se9RdqZWI1CwRVp48uVPtEOe2ZNzeXzZVi1bJhgsvqKqjgf/tDF0/W/Gjz1zpvacfYcrydYG/+1CybnEahaLxCmHm9+s2MIj0weFfDOH08XpqjratIqkzuVh1IA0LFaBMoeLFe98rsViVTVu7SBNjafC6aotyqytzaVlHq2sd1hOChazpJHOBUIvqaLoXV2ITgVuKD761y0aSY2qT4GbIrExFuJjI3n+301Mveqzr6R4KZx8n4gygm2vEZnFnCl5xEYrunh1TrKmN4t+OUzn8wbaynAbbH6/MYyLmvEZeK0sw5oNB3WH0Gs2HGTq2F66cvaHfzyQmb9dryt3D3x2q2jr/7P37vFRVPf//2tm9pbLAktIIiggIncCBkgiBG+AWBVE5fsp0FqJLaKkLXz82FZC/QhUJXj7+dH2ixbpR8T2K9ZSQZRWBGpFVIgCchEDAgICJpAssLlsdndmfn9MZrKzO7OXZC+zm/fz8eijkp3LmXPe533ec+ac90vJ8ceAASDC69MuhwjgoVmjVB9r5L4hjzV6i0Y4UQQEQa5YDL0qJ8hvc2wM4pIwcxXJ2J4byna5JUuWLInLXSOkqakJbrcbVqsVoiji9ddfB8dxKCsrw6uvvoqhQ4eiV69eePXVV5GXl4dJkyZFdX09mXQ9TCyDkYPyUbl6F45+dxEPTh+prLQDJInlA0fP44G7C1DQPxfd7FYAIq4d3hP7v5FkoUcNzsfv/7oXf916BHuqazFyQC6sZhZ1F5tx6Hg9Gt1tK9/yHBkY3r8Hqk/Uty61rcbw/jnYe/gcGt0+1NY3Ye5dBUEy0ms3V+NkjQuzJg/G43/aicMnLmDU4DzcNLpPkKQ0wzA4cPQ8biu9EqMHX4Z/fXEK//zsBPZ/cx7jRvTCa+8ewuZdJ3DTmN7IMnOYUNQHU8b3w+SSvmjyePHG+9X4PxMGYsr4frgsJwvXDu+J3V+33aM90tBaktOpJjGtJVkeb5l0ABBYBkte+Uxlk7urazGhqI+UoDmC40wsAx4Mmlq8KB3ZS7GZ8SN7adrokCtzsGz1LmytOoWj313AD8b1w8btRxW7KBneC3/behh/fHs/qk/U45qBubhh1BUqW5w/oxD//PQ47r1tKN7Y/DWu7tMdGRYTPj1wFidrXDhd24B7bh2CKeP74ZZrr0SGlYOFYTpkD1p14HS50b+3A0te+QxrPziMzw6cRdGwnsi0moLuFWldR0IkEvfJJN62G+3zW8wsRg+9TLGhX/zHSPzhrS+lDx4aftFfst5qZnDPrUOxp7oWN4y6Au9sP6a6dqPbhxtHXYHRg/PxzvZj+OpYPe6bOhR9e3ZBsd8927ZAVKPuohslw3qi+kRw/7i6twMr/vYlxo3ohTfe/xpX9uqijAn+18nKNOO1dw+h7qJbGUvuuXWI4v8zM8z48z++xskaV5CdhbJFkRfAiCJYACIvItNqUvz4zcV9kGXmog4wAutfrmO7jYPAG8NHyzaVCL8bi/6blWXFG5urozrnR7cMjvqcRJ/3o1sGG9q3RUOi/XSsbTcz0xKy/Fp+5MDR85hU3BdVX32Pe24dgpfWfRn0+yP3FsFsYnHdNVdg4/ajmHpdf/zz0+Pof0U3PP16Fdb96xvsPHAWD949Ahdcbpw+16gbT8gx7/wZhWjx8Njf6se1/Pqv7hmNTJsZaz84rHqORrcP/2fiQNhtJmRnWtHc4oMoApk2E0Zcnau6xkOzRuHP//ga/979HX7149H4340HcPiklMrn9LlGXHC58chPijC2oCfsWWYU9M/FpOI+KByUi6xMM1atP6j4bH+/HCqO9QERxw6p5GsD/xYrInlXE8Eqghc3jL4CRUPzVe38yOwxEATgif/dibc/PIqqr75HydCeWNuqhnzj6Mth4ji8+OYenKxxKe31zvajuDzPrjm2Fw7KRenIXsjKNOPPm74GxzJK2/AClPLovau9vukQvjxyHvdNHYof3zIYV13eDWs3VysTdI1uH6aM7wcW6veikzUuVJ+ox02je8Nu49C/tyOl35f0SFZcnIx4N9D3zr59mOqDc6Pbhz3VtZhY1BeNzT7Vzr4Wjw/3TR2m+AiP14d500diT3UtCq7ugYPH6oJsd2JRH4wckKuKQ2V7P32uUXXs5Gv74ureDrz45h68s/0Yqk/UY/btQ8EwDL49cwkcy2Dh7CK889FRHDtzCd+fb8IDd6vtfVFZMf7yz0P47MD3KCm4DE1uL7w+AV6ex02je6vsd/6MQrz5QTUG9nVg1KA8zLx5EG4puRIvrdsHp8uNKeP7oXREL2zedQKHT17AfVOH4keTB+OWkr7INLOqeNbfL8j1eODoeUwc0wdRTQBpEG6uIpbviJESynYZMcke4dSpU/jlL38JnuchCAL69++PRx99FHl5edi9ezcWL16MlpYWXH755XjmmWfQo0ePqK4fydcfjmMhcoyk/sWLEASgpr4Rf/7H15hz53D8+sXtquMH9XHggbtHqFSRHptTgsZmH3K62pRkkDJ5jgz88ofXwJ4l7QFf9qp6Rlda1dSCHt0y4PUKsJhZnL/gxtOvVymz+T+7YzhcTV7UXXSrVnYsKy/FnCe3qMo2fcIA9MnPxsmaBqzbdgQPzSrEyZoG7Dp4FjeN6Y387pk452yGjxfAsgxYhoGryYv+V3QB42vrKIyFw7dnLsFmMSnLWZ0uN5765XgIMZCGlhVlwDCAKKacqECyvlz6GAZzK7cG/X1lxURJGTPMca9UTEKj26vkhJx9+1Dk50iJ+kUArka1Utcj9xbhr1uqVcmtS4blY+6dIyCIIkRRxJ/eOYCdB2uQ58jAwtnFaG7x4l+fn8LMyYPgavIiO8MMlgXcLQLe/vAItlSdQp4jA0//cnywMth9xeiWbQHDi+22B3+1om/PupQ+AyBIOh5olU6Xv5a2o64jgVbqRf/8FpsJHp8Ir09a9ezfFpOKeuOuGwfAbGLAsSyOnXaiV24XRSn362/P45qB+RABLFrxcVB7z5lWgHXbjmD6hAHomm2RVPIACKLkhziWhfSVUcDSVdzuTMgAACAASURBVJ/pf1mdXQxAxLkLbb65srwUq9/9CvfcOhg5XTPAsgysFhbLV3+u+toOACsrJoFlgZr6JpV4hvRbm52FskUry6jUuSwcE9FK1Ejqv8Urtiqds7CaGXjcxskmkoor9aY+vCGqczY+Ny3qcxJ93sbnphnat0VDuq/U040LFk1CY7MXLV4ej/zh46C0M716ZKHW2QyrhUO3bCtaRUdRoeFbK8vHwydI8WX9RTee+8sXqnjCbGbBMSwAAVkZFlxwtahWr/zsjuEAGDQ0e9DcIqnXasXVleXjwbfe51+fn8K4EZcjM4NDbX0TcrpmwOMVUHexGX/+x9eKX31l0SS8+UE1iof1VFak7Dp4FjMnD4IgiDCxLFgO8Hil6z7z+hcaPrvNL+spI0YbO5gtHDw8FF9r4WAokQwjrNTzMQye+8tu5R3nYqMHDrsNgiDAZGJxqdGj2kILtNnJpSYPzjmb0Ss3ExkWs1LPzR4vLrg8ykR14IqgrnYLLjZ40NjsRW63THAsA6uZQYtXAC+IujGJ1ycqsa7Mqt9O0rHjtthTz55SSYEzGtJ9pZ5/uwX6k8ryUpWCsszKiomavmdSUW/Mmjy49VpA9bf1uLJXN1gtLBoCVov99r5idOtihc8nACIDXhRRU9eIzAwT3C180Kq2nj2y0OT24pyzOeidf1l5KRgw2Hu4BvYsm+I3T5y9iJvG9IbPJ4AXgAwbh58+/gGenDcOAFT3eLK8FMdPX1LOlWPllRUTwTAMPvziFG4Y1Rsc1zYfACAim4/le5qMvz82cSw4lkGLlw8qRzzuHY5Qtpv07be9e/fG+vXrNX8bNWoUNm7cGNf7cxyLRi+P5kZfkKE/NGsUPF4+aOnlzMkDlQk9OfCRJ/REUXvveHamBSzLINNqwhMPSgZ//oJbmZVeMLMQZ1qXcS8qK8aOL79TLYP9xyfHccOo3spkhDR5UoS6i82q8vlv45WXy56ta1SW7G6pOoXFc0rwz0+/xdTr+que13/JqNnCoc7lUSmIyV+dvF4RJlFolzS0P7KUu+z8jBO+GJtQipX+yph6x7Eso0zo/eS2Idjw0Te4+6YBSuB91w1XYVl5KXy8lJfkk32nMfW6/qqcendc3x/NHukFYOXfD+BX94zG3TcNwMUGD/74933KpPMPJw1CY7NXNQkyf0YhTtU0oPqkEx5vsGJsj26ZqKtraH/9aCyHlm23+qRTVwmNF8QghxhpXROxh+NYnL/Yotjqr38yWmmLwC1iJcPyMePmQVi66lM47FIi9aFX9YCPF2Czccr2Ki17kH3jS49MCFKu27TjOH4w7kple5fZxCIrw6Ta7mU2M1j/4TEleJe36lSfdOK///ip8rcl94/V3BbGsdIWBf+vsqrfWu1MzxZNLAtnkyfklo72KpTL9Z+obQUEQcQXE6u9nei7WhfWbj6M//rRqLBpZxbOLgIDICtDe8uiv0rnI7PH4PEHxoEXRNTUN2Ll2/tRfdKppFPYe/gcri3oqRxzwdUCj4/H+g+PKh//nniwNGgL48LZRVi5fp/yMbGirBhrNh3EnTdcjYoVO3Q/3tVfasZtpf1U48HC2UV4Zf1+5Vqyn/MB+j671S/LcWxgPBxt7OD18H7X4eGlgDgIi5nFvbcPCZqQkO3yiQfHhbXH+TMK8fr2Q5hY1BdmE4OX1u2Dw27DT+8YhpyuNiy5fywa3V40NHlgNrPYsvMk/vJ+NfIcGVhePh4cRJy/KI23C2YWYvGcEtgsJvh4ARk2k2rbun+sm+fIgCBAcyuhCVDsRs+e9P5OGBe9VAfyx1u9dC/fnpXyLfofCwD7vjmPH04SJCHD2WPQMzdbFQM/8eA4uJq8aHJ74fb40Ow2ASLwt23SR4xVG/bDYbfh/ruGq2JYq4VDo9sLM8dh6aqdQc9xztmM9f/+BjNuHhTSby6cXYRBfRyaOf6+q3Fp+mP5WRfOLoLNysFht6nmAyKx+Vi/p4VTI/cvh9HeEQ2jfpssfJBWSFxq8ASJWDz/xm4IgqhSnCkZlo/e+XY8NGsUHn9gLO6/azhWbdiPR/7wMRat2KGrxtU12wKfT8CiFTswt3IrHn35Ewits7i1TinZurwvftnqXbh1XD9FMWzVhv0YM/Qy2LMsmDd9BFZWTEJl+Xi8+UE1/vedrzSVadZtOyLN1pcVI797pur3/O6Z+Nkdw3WVfQFJjStQ8eXFNyXFRhOXnASQhESkyph6x4GR7EzONTaxqK8yoTeojwOjh1yGRSt24MHlW7F01acY0i8HXxz6HkvuH4vK8lLMmVaANe8dwu9W7USmVcpf4/b6YDFzWLVhvxLALJxdBKfLHWRnL765B9MnDFAcX6BibEcTjGqpFfnf02G3avZRTuO+0aiQErHFvx2rTzpxsbFFV5l8YlFfLH+tSpmofmndPsx7ahv++4+fwHmxBdv3SB9JKstLsXjOWGzcfjQoP833dY0qm1n+WhXuunEAnl7zOZau2omKFTuQYTXj0Zc+Uf69dNVO/G7VTtx90wDlOg/NGgV7lkVlM/NnFOLv/wpWN6toFdWIxM70jmE5tb1riXmQQjlBEADActBVWaw+6cT5i824b0pwfPjC2j2YP6MQD80ahYsNLWhq3e6qNZb6q3Q+9drnqHU24YW1e2A2ccok2czJA/HOR0cx7KoeqPi/O/DA8q1Y8sqnEEQRr286hLtuHKCU7a9bqmGzcpg3fQQqy0ux5P6xePODtt0DtU4px97Eor7Ki3KgAqPshz1eQVOldGJRX+Xfsp/ryPhPsUPsEXhoqmjKysZAeHt88c09KJsyHOu2HVEUc50uN7IzLFi0YgfKn96GX7+4HUtX7cTSVz7DuBGXK3bIcm3josNuA8swiuLo7/+6Fy0eXhGjCow7K8qK8Y9PjikicH9cOBHPzL+ePpKlMVox1AtrpfdoQFIWrwjwEXKe5cBjZRt0utyodTajqdmn8mM7D9bg0Zc/gdvjA9O6ovXB5Vvx2MpPcFtpP5xzNqKirBhOlxuvvH0AAODoYoM904IWDw+riVNy8PmT55BySssxdii/ufy1KkyfMEAzx9/azYeD/KH/sy5/rQpeX/v6Qax9bTRq5Ebz851+fOEFUVE21PrCk989ExYzi+Xl4yEyIlxNXmX5tNzJHHablFPB2QxXs0dTQUYUEVJZqdbZDFOrtLl0DBM0k+5q8sBi5uDjeTBglYAmUJnG6WpB2ZShyHVkwixtklCthDIB8Ogk1pRXK/GCoPl7rx7Z4ET6SpRMeF5a3fbsguvhbvHpLkuWjwtse19rIC4nBnZ0aVNRCpwske30iQfH4bm/7A7ahsKxDOZMK8Af3vwSv5k9BkvnjgUDgGEY2GwcWlp4TTvqmm0J+kIZs/rRse0re9pRWV4KC6cjCKNRFr06pCAs/gS2o8cjYGvVSSyeMxZmE6P6TbblOdMKND9WyH4WaFPD9V95unB2Mf6ooZgYeB+O1R4nTByL5x+6ARkWE15994C0pby8FOecksiMvCrwVE2DpM7XuvVn7+EaZNlyYRJFxc700hHo2WKLV9Csi8Ayaq1Ejab+23sdgiCMg8crqFQUHV1seP7/tY3tLMPA1ezR7PsNzR5F4GLh7GL4eF430bn/eSaOVSX/75OfDVGUPkBofYCbM60AZhODX/7wGvTKzcLEoj7w+QT0ys0GwzCACFU6EPlce6YZq9/9SonB5QmUnjlZOHehGa9vkhTStZ7NnmlW/ZsXRDB+fjna8Z9ih9jj03kvsWeaMaiPAx4fH7Si86FZo7D63a9Uxzc0exR7X/PeISybJyX217q22cQoH7If/vEo5e9zphUodi//TRbMkGONtrhzPKxmBlPGX4Vbx7XZQvcutrRJW0AEoxdDXZ5rx8qKia1buVkljcC3Z11KrCgfK4uwuZq8WPOe5L8AwMSxmtfWU8KtLB+PbZ+fVO0A3L7nOxQNvQxPa4gG+b8bvbRuX8R+s2u2JWgHISCteBZEsVUR1675rHw7V7bF2tfqzX/wghAU+xrNz3f62JxjGbg90toDzSWUHAueBwRRBAtGyYcnb7s1caxKBbS2vllRBfNXkJl7V4Hqb/J+crlDyLPh8n+zLNCzRzYEQYTvooC3thzGvbcNw5r3pO26leXjlfL6K9MsnjMWq9YfgNPlxvLy8YphBS5h1VXbal0yyuls0TCbWPA+mtJLNjwvILd7Fs65XSGXJWst2TdxkjpmvcuNPEcGMq3m1hVsNvS5TFqFGphvkWUZzW0oXp+o2N7RUxeDlD6vyLNr2lFutwxABFoEKVdIrJwgx7EQob8cmuEFeHlE5YRp20NyCFzW7mryYt8357Gl6hQef2AsSoblY2JRX0WRuWRYvu6EVtdsi/Lv6pNOfHHoezw5r1TJVdPo9ujat38Z/FV1/Y/jWGkiru5SM6ZdfzV6dMsAwzCqoB+Qt3K15eHJc2TgmoF5kl1FkI5Ayxa5AHUuvS0d0W4HMNq2AoIgOg7XOpb7qyj6+z5Xkxdmk3bf91/xtPy1XXhyXinW/7ttgrBLlhVbdn2r5OJzNXmxteqEEtsCgNnEgGWlPKh53TN0/bXXJ+Ldj49h7p0jkNPVBoZhsOvgWVw7vBfAaKspupq8yuThvOkjcHmuHRzLKNt05efTO9f/37HwcxQ7xAY5LxkL7fHX0cWG+TMKlfQbc6YVILebDVaLCSwjfaz2z0XuvNSinO90ucEwDDhG2+a9PhHrth1RVkxxLIu7brhKiZX93+cCJzna4k4evN/GOAYMRA6odTYBMYx/CWOhH0MBDC8CvAhPq4/gOE5ze+p3tQ2q9yp5vkLLj5UMywfHMpp2yQsiPth1UnX8U78ohdPlVh3/5gfVWDxnLC41tsDt8SHTZg65VTjQb/bomgFXswcVs4tR+Zp64YRPELBqw348Oa9U81m1dktFSix9rd78B8eyAB98ZSP5+aSr38abcIpKJpaBxWYCxzEYM0StpPSbn4yB2+PD71ZJKpmlI3thw0fHlJUeL637Ehs+OobPD32PuXcV4HRtA86eb8CsyYPxQquCjMfrw/13FqChyav8rfpEPebeVYDGZo+iuCQrLMrKSlt2nsCzf9mNqq++x9iCnhgxIBcv/U3KVdbo9mHaDVfh2gBFlvkzCvHW1mr88OaBuHXslbBy2sqhHMei2ctj5EC1Qthvy4qR2arokkg1LqOrguqRbDWw9tYbyzLgAeR0saFkWE8IooixI3pieP8cLH+tCu9sP4aDx+pw7fCeeO29Q/hk3xmUDOuJCUW98flXNYo9LJxdhI3bj6Kh2atSHpVXsHbvasPHe09jyvirguxMhIhH//iJpvpse59Lzl/x2nsHce9tQ4NUmfyVwkRRVNRCmVaxj3hjdDs3uvptj65WRdG2a5YFk6+9UlHq+vzQ95g3fSQEUYCr0YPZtw/DbeOuRMmwnvB4fRg3ohd2HvwejW4fSobl4/bx/bF01Wd4c8sR7DxwFtddcwXGjeyJvdXnVDbDscDYgjZ1aH9VXf9+sGXXCfRwZGLj9qMY2McBzsRg96Ea3H3TgCAfure6Frurz2naZXvqKVCdy18VLd0Vykn91hjnkfptx+4XKyJRvw3s14P7dlP5KY/Xh3Eje+GagPhw/ow2FXCgTUF8eP8eih+2mhlcP6q3SkFx3vSR+OLQ9xBF4N7bh+APb32pjPvXXXM5Mqwc7r5pQJC/PvbdBYwdcTmWvPIp1n5wGDsPnMXdNw2APcsMhheDfJN/DMKxDG4u6YuuGSYwooir+3QP6R8D4xfZz7EsA2eTF0te+UwzVulMJCveleO6Ja98ht1fnwtS3FwwsxCbdhzH8Kty8OaWI6i76EZtfROG9MvBU2uq8OaWI6g+UY//nDUKE8ZcgZtL+mD9v79RtbWrqQWfHTiLH04aGDS27zp4FpNK+ih2W1PfiNvH98fjf/pM9T53urYBHMugcFAu/r37dEg7+vTAWQy9Kgcr/rYP7+443mltCkhv9duWZm/EMVRGhgmFg/PD+iWLhcXe6nM4fuaSqi/IuZSXrtK2yxtH9ca1BT2V65cMy8c1A/Pw/Bu7VcfvOliDIf264/k3duPmkr7YuusEvj7hhMfrw4KZhSgako8fXHslxo/shdvH98P6D9V9yWbl8D9v7EHh4FyMuLoHfnDtlSgclIuu2RZ8+MUp3HJtP+Q6bBgzJD+or2VnmJFhMyc9ljC6Grmh1W/jTSSKSqzFhJr6RuR0zYAoAj5egPOSpEb76MttSkVy4t050wo0Z5nnTR8Bs4nDZTmZOFXjwuV5djQ0eXGxwa0ITvgf/8SD48CZWDgvutElyyptyeJYbNpxDG//+5jq2F/+8BpV0vXK8lJpKyUYnL/YjIsNHtWXqOXl4zVnlAFA5FhUrNgBh92mfFF1e3zo16sLBL9N44lS4zK6KqgeyVYDa2+9ye1fWT4eK9fvw/13FqC2vhn/s3Z3kI36C648/OPRsGdawHEMBEFEi9eHDKsZtfVN2P11DX4wth/ASF85BFHEXz+oxpaqUxjUx4GZkwe2fjUHOI7Bb36vpZgnKYB19Ln8V9J2zbagR9cMmNB+Jd1YYXQ7N5r6rcixWLl+v2o13ppNBzGxqC+uuryLporcEw+OQ6PbF5Tg9lKDG71y7RBFaRWylmLjsvLx8PECIIrgOBarNkgJgEuG5eO+qcPhavLAeakFXq8Pg6/MgZcXwPOiSs1ZHhuenFeK+5dtwf3ThuHa4b0UH2qzsHB7+JArRNtjJ4HKeLFSvzW64h6p3xrjPFK/7dj9YkUk6rdAYL9msXL9PsXPupq8OHT8PKZe319SgGUYMAwUfygj+7utVSdw/50F8Pmk+PW3LwX75SX3jwXLMqptYfJvTzw4Do++/InKX5+pdWHwlTm6yroMzwf5JquZVSl1+8erev5RTnWg5y/9Ywp1GdrUSjsLyYp3A9vAP548fc6FHV+ewY2je6N7FxuWvCKJBuiJpMybPgLd7DY47Fa0eHicOd+AtZsPw+lyY/6MQhw6XofSkZcrapdmMwOPV1DFGqGubbOYwLKAwy6txgpnR/7xdWe0KaBzqd+GiqFEjsO7Hx/FpOIrwbHSrpC9h2v84kfJb/EAfLwIQQDcXh8yrWYlnYuWv5w3fQS6ZluxacdxuJo8mDOtAOcvNKNHtwxNXz1v+gj0zreDAYPPDpxBriML9kwzBFGE2cTi2T9/oVp91+L1SWXx+NAl24KcLhk4fuai5pyHvAKwR7cMbNpxTPWsW3Z9iynj+yOve6YhYgkjq5EbWv02mcidzePl8cgfgmWlX35kgrKUWzbqh388GoBe/r0svLB2Dx68uwBmEwdRELH8tV14aNYozeMvNnpgzzDjVy9uV/5eWV6qmtCTj7WYOQBQVjrJjoFnGDzyh4+Djvdp7P2Wkff5y/mmZFZWTITJr16avZIjsbIMeFLjSht4QcSIq3uAFwTsPFiDmTcPQk5XW8h8CbXOZgiCiPKnt6lk2CvLS5XJ5usLr0BDsxf53bPAssDNJX1wqqYBTpcbDrsNVlayWY/AaN6ro7m6/PNX+KuarqyYCCa9v12kJbwgYufBGuVFsrK8VPn3y49M0LQhQDvB7ZxpBbh/2RYAwMsLJ2qeK4oiWEbaBuEfHO08WIPjZy6pcuWsrJiIB5dvDbqGvP1XDvBe2XAQRUMvk6TteR4tzXxclukHLv/38pGphkV7XRoCCCL18e/XPkHABZd6ZcRXx5245VoeDz61DS8/MgHb957GrMmDVXlI/RXEZcXZyvJS7Vi3oUX578DfnK4WTX+tn9dIO07gva2CW9IDRhWvCrzod66f4qhuXlEADGPIDx3pBi+IqvcwV5MXazcfxsM/HoWlq3ZiUVkxXnxzDypmFympkPTScNgsJlSu3oVl5aX474AJZjmXY/nT27CyYhIYnoePBwRGO39v4LXl97/qk04p5ozAjvzj61jlqjX6h7jORqQxFC8IePvf6gU9g/o4UDK8p/JvhmXAe0UIggiWZfB///qlkpNOz/f2ys3GW1sOY0vVKQDAfVOGoWLFDt0YulePbLgaPbBaTHhlw0Hlt8DJbHn+wD8uznNkoPLn49GrR7bmtS81tqBixQ48/5/XY/SQy4KUosG0vacle1ItVdXIO+2knr/U9JxpBZr7p1lWLZ9eMiwfP7ltCEysdj6672ol6fJzF9zYWnUCP71jOGqdzbp70Z2XWpR8ZuHyIfXomoGVFZNgYhlwfquOTDp7v006e7+B0LmSODBBEtyLyopJoSmNsFk53FbaD0xrDpFzF9zof4U1ZL4E+b+1/gZIuRwABr//617FbhbMLMSCmdcg02aSApxW+4lXri7KAZZeBPo2f9+ol9uOZbUnjP1z6kHUPlcQRDywfCue+sX4kAF4niND6Tta/SXPkQFfq72R/REEYWQsZk4V58pjN8tKOcBsVg6jh+Tjjc1fY/GcsWho9uBig0eZ0POPA8LlXQqVp09G9td6PlaKU9mI41T/WN9/NeDazV9j58Ga0OfqxBSnz7mwdNVOio8TgMXMatqn2STFB/Ikm/zeNWdaARxdbLp2KH900xvj28Zs6e+h4hD/a8vvf1rvX3p25N8vYhEnaNk62aex0csXOaiPA/fePkQlzBnotxbMLMSa9w6FzHl34qxLmdDLc2RANgO9GBoAHvqfj7B4Tonqd73J7EChDI+HR7PHpxufA1D1VZX2wJ0FAKQJvfMuT9COmx52i2FWyxkVNvwh6Ym/1PS6bUcwf0ahYtDS/u5iXGpsUcmnTyzqi9+t2om6S81YMDPw+CJsrToBQJKpnnHzINRdkIQI9K6/btsRbNn1rUrSWkviWlLmFGESBYDnVc6Z5RBUFll6XY9QEsxaEtzLVu+Cr8M1ThgFr1fE8teq8OEXp1BRVoytVSdgMjFYOLsoyI7WbTuCPEcGHrlXsm//v/n/931ThitJUYE2JbCa+ibwvHrra7wkwI0mLU50jEDf5u8b3/7wSJC9LpxdBAZtgYlMniMDDrtV+XtTi1fTZ15qzeNxscGjeQ05aKooK8aug2eDfPr8GYXYWnUCC2cX4e0Pj5D9EQRheARBVMW58th9qVFaXcfzwPLXqrDzYA1efHMPvD4p2bk8gREY++rFEVpx8KLW+MOfPEcGumRZsevg2aBYuKKsGFYzE1WcqnVs5epdmFjUN+y5WjGFlP/6cNhzidgg8NC0T4ZhsGBmIdytEwjrth3B1Ov6Y9WG/Xj+/+0OGuPnz2iLVwVBO05we3ySjVnaXo214pBQsbLW+5eeHcnnxCpOoPe31EKehK1YsQPPvP6Fys5mTh4YZPeBfuuFtXsUARetuYMKP/8q/3vLrm8BIGjuQfblb22VfNvazYdV5ZH7mT/+E9Pyv89fbEZ2hkUzxnZ0sSllnTl5MFZt2I+KFTuwasN+zJo8WOkDHl57xw3N54Wn075vBG7Ve33TISyYWYj87pnweAW4mjzo0U090yzPVLMMg9XvfqWaZd604zjuv7MAd980ABcbPNi+5ztMue4q/Pa+Yjz56i5FjatnTjY4jkGzx4eyKUPh6GLD9j3fYfGcscre8k/2nVYkrsMtn/Z4Bax575CqLLL0uu722xASzDwTn62RRPyJZNk9x7HwQlTUjo5958ScaQXweARs2nEcv5s7DgwD1F10Q4SIn94xDA67FWYzi/vvLIAgAg//eDQEQYSr2YOyKUPhavLC1ezR3e4QaDvxkgA3mrQ40TECfVuXLCv2Hq7B4jljYTazsJgY/G7uOAAiBBEQRQEmM4dFZcVBX6ozbSZU/nw8+NYv4X/8+/4gn1k2ZSgAKC+fL765R3UNe5YZleXjYbOw6DK8J8AAleXjJWV0hgEYEXPvHAGzmcEPJw3ErMmDyP4IgjA0Pl57m2uXLCtWVkxUbYOVY+U50wpwZU87WJbB2s3VmFjUF3fecDVcTV58cagGy8pL4fMJYFkGXl6A0+VGrbMZG7cfVfKennM24+h3zqBtvYvKipFhZXHt8F7ItLJ+sTALq5mBx+2LKk4Nt/Ux5LkBMQXLMnjm9S+ULW+hziVig09nG7bHy2PNe4dw7+1DsHB2MZa/1vae1atHNmwWDr+bOxYMw+DM+Qa8vumQovT5t22HNcf4TJsZ//jkGG4ff5Wy4kXrHWvTjuNYVl4KQRBRU98EAEosrPX+FWhHJpYFywG/uXcMIIoxixP0t4uTfRoR/0nYWmcz1rzXptoNaKcrCPRbl+fasbJiIjiWRUaAv8y0sph75wj87A7p39s+P4kh/XqgeFjPoLkHk4nF2s3Vyqq+6pNOrHnvEB5/YBzqL7nBsgiKreWVg4A0cffQrFFY/e5XeGhWoc68xOjWsko5UP3L6r+9Vj/1gn5aMUKi09aP1nJoAKqlrovKilEyLF/J6eS//dDpcqvy0eU5MjBhTB80NHthzzRjSL8eWPn2fsybPhLLy8fDJ4hgWcDEsXhp3ZfKNReVFeODXSfxl/erA67VuzUPU+g8RhzLaJYl3FJuvX3+tIUxNYlk2b3WMfNnFOLZP3+B3/xkDPZ9c14Rtrjn1sHo0TUDZjOHmvpGvPPRUUws6otlq3dhZcUkPLZSykciC1J0ybRo2o3b49O0nXjl6qIcYOlDoG97/j+vR9+eXZU8HCXD8lE2ZTgamr1wXmrB1qoTmHvnCLy0bh/mTCtQiaR4mr2KXYgcq+kz5S+O1Sed2Lj9qJLU19XkxRubv8bcO0eA8cuLp5QzoNw+nuyP6Fx4vHy7Eo+7W3xwXWoOfyARNzidFC4cy4DhBYicOt1M9UmnIgbU4hGUuAHQ3jK29IGxrR9UBDAMgw+/OKXEu3mODDz9y/HBH+Ja8xk1N6nzGskrNaKJU8NtfQx1rnTbtphChDQm+UPxcXzxbz9/ATSOlcbx3770CQb1cShjfvcuNjz75y/gdLmxYGYh+uTb/OGGeQAAIABJREFUcXluNn56xzB072JTBF9O1TQEnSNP1t46rm1ST+8da9bkQeDYtpQz/r+Fj3l5CDyQ1yqmEKs4gd7fUovASdjqk04sXbVTmfjSaktHFxsWlUk7/Zwut+KnOYiodbo13wEZUYQI4INdJ5XrBc49LCorxr5vzqvK53S5lVQyFxu8OHT8rCou/mj3KdWk4cr1+1B90glegO68hFRWBucvtmiWFQg1JumnFSMkuCVLlixJdiHiiZ5MuollVFLTv/iPkfjDW18qRtTo9mF3dS3+a9Zo7PrqezS6ffB4fZg3fSQ2bj+Ke28bqpJVX3RfMTJsnEoeet70kci2chB8PFiIYEQRLICr+3RX7itfc08EktdaBD5HtOfH+3qRkCxJ846iVe54y6Tr3V9gGSx55bMg+51Q1EcRidA65sDR87hv6lB072bFmCGShPfJGhcOHqvD2BG98PXx8/jTOwdx721DsXZzNTiWweTivigedhmcLjf+Y9JAvLTuS+w9fA7l/2ck9n1zTrGbBTML0aNbBmwcG5XtpKo9hMPozxVv2432+QN90bTr++OpNVWK/Z4+14iqr77H0H45WLVB+oBy/PQFvPPxcVSfqMeNo3ujS6YJvoAMtyaWQXGAj1s4uwgbtx/F6XONyHNkYN70kfjLPw/htU2HFF/eJdME3hf/VXdGtxMjIddVIvxuLNolK8uKNzZXhz/Qjx/dMjjqcxJ93k9uHYKpD2/AG5uro/rfvbcNNZytJ7r/xdp2MzMtUZXfYmYxeuhlqhi0oqwYdhsHgRdhs5kwanB+0O97D9fi0/1ncd/UYcpvgXH0FXl2DOzjwJOv7sLaDw5j54GzmHrdVThd2wCOZaRVeSYWIi+ABaSXzxjHvVrHVpQVq/x9pDFuMuJjo5CseFeuc/94c8NHx8CxwD23DlVi1uoT9bhh1BVY/+E3qDpUo8S3E8b0xqKXdmDDR8fQ7Pbirhuv1j0HkCYPJhf3hVyYUG3OAh2yh1j7mlS0z2TFO0aIdxmOxWcHzqLR3bZBOs+RgZuL+8CEYNtaMLMQf/z7fnyy7wweuLsAPxh7JTItLAReDPsOGOjnA+cetOYiKsqKVXHwPbcOVf37J7cORZaZBSOIMLGMMrfhvORWjQuBY0qosmZlWOD1eEOOSZ2dULbLiEbt6TFCTyYdUG9XBBg895cvMH3CAGW56LptR/BfPx6FM+caYLOY4Pb40LdnF5w4ewndsq2wmE1oavGiockDRxcb7JkWQJSWjooiYLNw4D2+oPtJyjWspPQiAhaOgYcX271lUL4uGCYmS7kTpZ4U63InGi0p9njLpOvd38cwmFu5NeiYPz06qdUmtbeOAMDKiknIMDMwm1g0tgjSEmeOBccx8PECBAFoaPbigsuN/O6ZyGpVYvaBUamEDurjwOzbh6JHt4zWVamMSiAjUvQk7lNd1UvvuYxCvG03kucPbGN/38gwjKJg68/KikngWAZZ1jb79d+qpXVdE8fi2JmLsFlMcDV5sevgWZSO7IXLc7Ph9Yn4+tvzuGZgvua1OkIkNmx0O4kVsejPcl0lwu/Gol1yc+2Y+vCGqM7Z+Ny0qM9J9HkduZfRbD3R/S/WtpuTkx31+BlOadCaYYbbI/lWhmGw70gt7Fk22DPNsFhYdMu2tV6LwdzKNh8dqJgISC+ty8pLlVVL/n0+Gp/QkWPlcaU9sWcqxiGx9LWBf4sVoeJdi82EFq8Ir48HLwBvf3gEW6pO4a4brsKU6/qD56XnemPz18qqUZmVFRNVsfGkot6468YBMJsYaeUPK+LkWZfyjifHuJHaZUfqNh6+JtXsM1nxjlHiXa0dVvYsc8DcAHD6nAtrNx9W3t/yHBlY/vPx0tYQ6L8DrqyYKO36Q7Cft5oZtHgFzXhb3iLb4hV1jw+0Lf/rmzgWLMvA4+WDxpRQZe3ZQxq/kq1+64/R+lQo2+20228B9XJo1qKtsGQzc+iTb1cak/cJWLpqZ9C1nvrFePzn//eB8u88RwaeeHAcrBwLnhdCbo9USydHv2VLfo7cGC3lTsQWRlJpii1aS7VLhuXD1aiuY3+1JEBe0iw5S9kOrRwLZ6MHb2z+GlOv66/KO/LbsmKgNeAJzGtTfdKJRS/twMqKiWB5EUIMDYfsJf0J1caMKELU3VoCMDyPJr2tWhrXffyBcUF+fEvVKVSWl6JixQ7kOTJwzcC81hQIfEwS9JINt0F1QRCJI1x/U8egPAIWN6OlNX0Bx7GoaN1aK5PnyEBleankKzn1tik9xURBEGES1bFltD4hmjg18Fgvj3bHzKmW4iPVfa3ZwuHcxRaVEubC2UUAgLf/fQw/GNsPNo6BD2LQ9kF5y56/TW6pOoV935yXbBYiLjR48dK6fUExrj+h2txo9mC08hD6+OdaFARAhIg/vXMgWJUbYlC8Wutsho9vyzEXydbrQD/vafWDgX7RBITcIstopAbjOBZ1Lo+On1GPKSHL2kq4MSlRpJr/7LTqt4HoKSzxvAiGF2ASpf9nW43RnzyHWl1RzlX2p3cOKKpDpEqkhuojtmipa/3sjuFBdeyvlqSnuiW3zcSivsqEnnz+k35txOn0BX/HHCvIXtKfcG3cXnVjreueOd+gq+QVSzW6cOXorDZMdUEQiSNW/S2cDw5UCtVTTNSKEcgnxIdUr1ctJczlr1XhrhsHIM+RgTPnG+CDvm1aOH2b9QF4MuDaT6ZQ3RCpD88LrXMLwKMvf6Lk2/fvp5G8a7U3PtYjWr8RzfGxLms8STX/acQ6TAp6Cks+QYCJ48BB2kYoG2PgrK3FzKqUXl7fJK2G+tkdw6WlmrqqRFBW83UmSKUptmgpvwo6dSypJU2CiWUUu1Zdq/U8va/schvp9QUTEPbrYLTLmcle0p9QPhIMAxFAjt3SpiDXury/xcuD47ig5fn+NjZnWgHWbTuirFBdu/mwpu1KCrelcVleTzbcBtUFQSSOWPU3nhdaffD44C1ZDAOWF/Gvz08psbAginho1ig8/8busDFCR8vYkS1SRtteFUtS3dfqKWFyHIP5Mwrx+iZJbZYRxSDblGOCwNhYbt9QKsrWNLYJwjiEilMVW2zNPxrqXUvrHbC9qbx4QQSi9Bvh/Iz/tQNjeSP3r1Tzn0YsU1LQWw767VkXVm3Yj9+WFaNb63JLrY7j40XN3CHy0leTjprL+QvNyLSZDLuUM16QSlPsCVx2zwWo1gFSHdfUN+L3f92rUhvyR7ZVedWSXhu1dxBpz3Jmspf0R6+NT59zYemqnSo7sZhZnHd5VFtyKsqK0cNugdfD6yo9yx9bnC43umkFFa1CGHFJOUA2rEB1QRCJI1b9LXCLVcmwfMycPFjlhwNTfJQMy/ebaNGPETpSxo5skUq17VXRkuq+Vk8J08QxeH3TIUUBlAMTYvuf9pZUvfcyU2sKmnS1CcIYhItT5X4a6btWR7ZeB5Zl2bxS7b6ho0Abys9wYEKm1jHyNvFU85+0/bYVreWg82cUYt22I0FLsuXlsvKWXP8VfJFuS5CDHxGioZdyxotUWn6bqujZHMsyIZcQy+dtrTqB+TMKQ7aRVl8IR3uWM5O9pD9abbxgZiHWbj4MQG0nWltyKlfvUnLfadnYi2/uwfQJAxTbYQJSK8Q7WCcbboPqgiASR6z6W6BfnVjUN8gPB6b4mDV5MEwQw/rZjpSxI1ukUm17VbSkuq81mxksnF2kKv/C2UW42NgCp8ut2kobbTuGipHT2SYIYxBJnCr30/a8a3WkLCJE7b7BaZ8fys+kso9NNf9p1HIlHHkmfFl5KXw+ASdrGpTZciD8cstwM+ker4A17x1SbdFd894hlE0ZauilnPHCv75SVf3W6ISyOUDfpuXzpk8YgCybCYvnjEVTixcOuxVmdLyN2rOcORZLywljE9jGWmrNsp0AejYkhEx3cGVPe9y214aDbLgNqguCSByx6m+BflUvRYeU4mNiVPfpSBk7skUq1bZXRUuq+1p3C49NO45j8Zyx4Fgo6rc/nDRQNZaH2kqr1456MfLDPx6V1jZBGAMjxamBZWEZBqvf/Uqzb2huvw3hZ9rTN41CqvlPo9dnQuF5AQzH4mxdY8ittCHPh/bSV45l4HS5sWz1LtU15S2ORl3KGQntzUcSa9VeQk0om5P/W8vu9M6rLC+NiSNr73JmUvWKjlTJExSYa8MESGq3kOzQn7bkwHo2JG0NCGVjDC8kzXbIhtuguiCIxBGL/hboV/VTdAAMH/22qpAxdIjxrENbd1Nse1V7SGVfy7EM9n1zHluqTil/k1aADlKN5e1pR71YV2/LbyrYRKrEfURom01EnKq2FRYlw/IVoQ5Xk1enb+j3AT0/k+o+NpX8J22/DcAE4LKcrKBlp7/t4HJLve29W6tOGHopZzjkffgVK3ZgbuVWVKzYAWeTFxxHppVs9LYzrtt2JOQS4ngvN0615cypSKr0y1DlDGUnFg6oCPitolXpDiAbIwiCiDWBfnVr1YkgPxwPPxtuPOuIv6exwthE2j7taUe9c0Ip5hqZVIn7CIlk+p5gW/kYMycPRsmwfACx9e3kYxMHI4qi8adJO0BdXQMEIbpHzMnJhtPVDB8vQhCgqxIaLfKsuCAALMsAjAiIiNmXFHnFWyIRORYVK3YEzcBXlpeCifCZklHuWKBV7txce8yuH852I6k3/y8xJpYFy0lbDsJ9wYv3175Q109VewhHIp+rPf0y3rar9fzhyhnKTswWDh4eQUp3Mqn6xTpd7T8eyHWVCL8bi3bJzbVj6sMbojpn43PToj4n0ed15F5Gs/VE979Y225OTnZcyx/oVy0cAw8vxtXPRjKetcffy22dqmNFIklmvBtp+7SnHfXOSYRNxNrXxOJ9LNEkK95JRryrRbJ8j76ttIkaxdK3R/qcFP+GJ5Tt0kSpBizLQPDwYAGYORY+iGgRRGX1SHuNWl7CyQEqecVEL+WMpRNJ93wkqY562TAPgY9sCXG8lxtrXV+2y1pnE9DBvtZZ8e/bRu2X/pNxLACH3aYqq385Q9mh18OrbNsbYKSptGSeIAgiUcQyBhRkwSEgbn42kvGsI/6exgpjE2n7tKcdk9329D7WuYnG/jpqK/7nQ9dWJDEO8CK8PGLWN5LdzzoL1M9DkI5S97F+plTfK08Yg3Tsa4nGvw7nTCswZL80Wzicd3kUxUR5S/ia99pEiYxQToIgiHSkI2NtssZpijOJRJIoOxcEkd7HiIjoqE0Gnr94TgnZShpi+I32x48fx4wZM3DLLbdgxowZ+PbbbxN271SWYdYj1s9Ee+WJWJCOfS3R+Nfhum1HMH9GoeH6pYeHMqEHSO38wto9mDl5IADjlJMgCCId6chYm6xxmuJMIpEkys4vNrbQ+xgRER21ycDz124+HKQdQLaS+hi+/RYvXowf/ehHmDZtGjZs2IDHHnsMa9asSci903Epc6yfKdXkngljko59LdH412H1SSde33QIc6YV4MqedsP0S14QNNv58lw7VlZMNEw5CYKIPx4v367cRu4WH1yXmsMfSATRkbE2WeM0xZlEIkmUnXt92vEQvY8RgXTUJgPPrz7pxJr3DmFZeSkEspW0wdDvy3V1dfjqq6/w6quvAgCmTJmCxx9/HPX19ejevXvc75+OS5nj8Uy0V57oKOnY1xJNYB1Wn3Ri1Yb9SpJkI/RLjmV125nhBfIfBNGJsJi5dgtsUCrt9tGRsTaZ4zTFmUSiSJSdm0368RC9jxH+dNQmtc53utySrbTm0CNbSX0Mvf327NmzyM/PB8dxAACO45CXl4ezZ88m5P7puJQ5HZ+JSH3ILjtOKtShhQMqAspYUVYMC5fkghEEQXQCOjJOpMIYQxAdJVF23jXLSv2JiIiO2iT57s5B2rdnTk52u86Tt4R06ybi2QXXw+sTYDax6JplBcsysSxiTIlkK4sRnymW8uKJJJ7ljsR2U7XetDCiXcaaeLeXUepQz3a7dc1EdpYNy38+Hj5BhIll4LDbYDIZ+vtSwkmnfh1vYl1XofyufC+Pl4fFTDPRySSefSRV+59su+HK35FxwihjTKxI1bZOBsmOdxNJouy8X6+uadWf2kOq90E92431c3XUJlPFd6e6PSQTQ0/q9ezZEzU1NeB5HhzHged51NbWomfPnhFfo66uAYIQ3TLm3Fw7zp1Tb+5gAPh8POrc3qiulUi0yh0KozxTtOU2ClrljqUzCme7qVpv4chrfa5k22WsSWR7tadvx9t2A5/fBAAC4HQ2xuy+6UC69ut4INdVIvyuf7vk5trbvW2UiA3x6iOJ7n+xtt2cnOyIy9+RGNAo8WNHIF8bOcmOd5NFPO08N9eOurqGuN/HyCSrDyY63o0lHbUVI9sa+eTwhLJdQy+PyMnJwZAhQ/Duu+8CAN59910MGTIkIfn0CIIgCIIgCIIgCIIgCMKoGHqlHgAsWbIECxcuxIoVK9ClSxc89dRTyS4SQRAEQRAEQRAEQRAEQSQVw0/q9e/fH2+99Vayi0EQBEEQBEEQBEEQBEEQhsHwk3oEQRAEQRAEAUhCJe3JieRu8cF1qTkOJSIIgiAIgkgeaT+p115lFyMqwkQClTuxxLPckVw7VestHPRcqY3ec3aW5+8oVE+RE+u6CnU9ahdjYDFz7RIqWbd8SkSTgf7HtHh4WC3RKx27W3xobHBHfV5HkO2T7DRyqK4iJ9nxbjrSWZ/bn1SvA4p3YwvVW/thRFE0ntwQQRAEQRAEQRAEQRAEQRC6GFr9liAIgiAIgiAIgiAIgiCIYGhSjyAIgiAIgiAIgiAIgiBSDJrUIwiCIAiCIAiCIAiCIIgUgyb1CIIgCIIgCIIgCIIgCCLFoEk9giAIgiAIgiAIgiAIgkgxaFKPIAiCIAiCIAiCIAiCIFIMmtQjCIIgCIIgCIIgCIIgiBSDJvUIgiAIgiAIgiAIgiAIIsWgST2CIAiCIAiCIAiCIAiCSDFMyS5AvKmra4AgiFGd43BkwulsilOJ4geVO7FolTs31x6z64ez3VStt3DQcyWHeNuu0Z/fKFA9RY5cV4nwu52xXeiZ40+sbbdr14xO12btpTPad3tJdrybjpD9Ja8OKN41JlRv4Qllu7RSTwOTiUt2EdoFlTuxJLvcyb5/vKDnSk86+/NHCtVT5CSyrjpju9Azpx6pXv5EQnUVOVRXsYfqNH3rIF2fK95QvXUMmtQjCIIgCIIgCIIgCIIgiBQjIZN6TqcT999/P2655RZMnToVv/jFL1BfXw8A2Lt3L+644w7ccsst+OlPf4q6ujrlvFC/EQRBEARBEARBEARBEERnJSGTegzDYM6cOXj//fexceNG9O7dG88++yxEUcSvf/1rPPbYY3j//fcxZswYPPvsswAQ8jeCIAiCIAiCIAiCIAiC6MwkZFKvW7duKCkpUf59zTXX4MyZM9i/fz+sVivGjBkDAJg5cyb++c9/AkDI3wiCIAiCIAiCIAiCIAiiM5Nw9VtBEPDGG29gwoQJOHv2LHr16qX81r17dwiCgAsXLoT8rVu3bhHfLycnu13ljKUyTiKhcieWeJY7EttN1XoLBz1XaqNnu53l+TsK1VPkxLquQvndztgu9Mypg2y7qVr+ZEB1FTnJjnfTEbK/1K8DindjC9Vb+0n4pN7jjz+OzMxM3HPPPfjggw/ifr/2yKTn5tpx7pwrTiWKH1TuxKJV7njLpIe7fzpAz5Uc4m27Rn9+o0D1FDlyXSXC73bGdqFnTsz9YkVdXQNycrI7XZu1l85o3+0l2fFuOkL2l7w6oHjXmFC9hSeU7SZ0Uu+pp57CiRMn8PLLL4NlWfTs2RNnzpxRfq+vrwfDMOjWrVvI3wgiUXAcCx8AXhDBsQxMAHheSHaxOgVU9wSRXKgPpg7UVoTRsHfJgM0a/WuGu8UH16XmOJSIIFIT8u8EET/SpX8lbFLv+eefx4EDB7By5UpYLBYAwPDhw+F2u/H5559jzJgxWLt2LW699dawvxFEIuA4Fs4mL5at3oVaZzPyHBlYVFYMR6Y5JTt7KkF1TxDJhfpg6kBtRRgRm9WEqQ9viPq8jc9NA63VIAgJ8u8EET/SqX8lRCjjyJEjePnll1FbW4uZM2di2rRp+PnPfw6WZfH0009j6dKlmDx5MqqqqvDwww9LBQvxG0EkAh+gdHIAqHU2Y9nqXfAlt1idAqp7gkgu1AdTB2orgiCI9IT8O0HEj3TqXwlZqTdgwABUV1dr/jZq1Chs3Lgx6t8IIt7wgqh0cplaZzN4QUx8MspOBtU9QSQX6oOpA7UVQRBEekL+nSDiRzr1r4Ss1COIVIRjGeQ5MlR/y3NkgGOZJJWo80B1TxDJhfpg6kBtRRAEkZ6QfyeI+JFO/Ysm9QhCBxOARWXFSmeX99mn2sx9KkJ1TxDJhfpg6kBtRRAEkZ6QfyeI+JFO/SsVy0wQCYHnBTgyzagsL015RZxUg+qeIJIL9cHUgdqKIAgiPSH/ThDxI536F03qEUQIeF4Ag9aOwovgk1yezgTVPUEkF+qDqQO1FUEQRHpC/p0g4ke69C/afksQBEEQBEEQBEEQBEEQKQZN6hEEQRAEQRAEQRAEQRBEikGTegRBEARBEARBEARBEASRYtCkHpE0OI6FyLGodTZB5FhwnHHMUS6baGIhchx4hjFcGROBXA++BDy/vz2wFg7guITclyAIbeLZ/80WDqLSxzmYLVzMrp1MEukzO4peWY08NhME0blIJZ8aCUb2r+lW14QxiLVdJePdNBX6BAllEEmB41g4m7xYtnoXap3NioS0I9OcdMUZuWxvbP4aU6/rjxff3GO4MiaCRLaR/70cdhvuvX0IXljbOeudIIxAPPu/2cLhvMuDSr9rV5QVo4fdAq8nVVMUG3tcC0SvrDl2C+pcnpR4BoIg0ptU8qmRYOTnMXLZiNQl1naVrHfTVOgTxp1uJNIaH6B0EgCodTZj2epd8CW3WADayjaxqK8yoQcYq4yJIJFt5H+v6RMGKBN68b4vQRDaxLP/e3goE3rytStX70IKz+cBMPa4FoheWT186jwDQRDpTSr51Egw8vMYuWxE6hJru0rWu2m87xULaFKPSAq8ICqdRKbW2QxeEJNUojbkstkzzYYtYyJIZBv536uz1ztBGIF49n9eEHSubbwvn9Fg5HEtEP2y6rWN8Z6BIIj0JpV8aiQY+XmMXDYidYm1XSXr3TTe94oFNKlHJByOY8GxLPIcGaq/5zkywLFMkkrVBscyyHNkwNXkNWwZE4FcD/7kOTLAsrHPK+B/r85e70T8SaUcGclCr//Hoh/q+//Ubod41pnm/Tpgx/plNe7YTBBE5yLRPjVeyL6aNfDzpEtdE8Yi1naVSDtNtT6R2hE0kXLI+9NXrt+H+TMKlc4i71M3QpJHE4BFZcXYWnXCsGVMBHI9+D//gpmFeOb1L1CxYgecTd6YTYb432vdtiNYMLPz1jsRX2QfVLFiB+ZWbo25LacLWv0/Vv3QwgEVAdeuKCtGqmtlxLPOAumoHeuV1cIl7hkIgiBCkUifGi/8ffUzr39h2Pg2HeqaMB6xtqtE2qmFY3RiVWNO6jGiKBpzDWGMqKtrgBDlMsncXDvOnXPFqUTxIxXKLXIsKlbsQK2zGYP6ODB9wgB0zbagR9cMmCAaJvEkx7HSnnkGgMhAEESwrORM5DJq1Xdurj1mZQhnu4lob7keeAE4fc6FtZsPo/qkE4Dk3CrLS8HEqM3a6pwBxwICD/gEARzLqOo9VTF6/4y37Rrl+f19kEysbbkjGKWeAP/+L8a8H5otHDy8tBWXY1lYOEQtkiHXVSL8bqTtEs868ycWdqxXVn9fDFFMC/8bKYnuf7G23ZycbMP4j9xcO6Y+vCHq8zY+Ny0hz2AkX2t0khnvJsqnxotAXz2ojwMzJw/EFXl2sAwM9TyJrutk9cHOEu8ahUjtyohx1sr1+zGxqC/smWa4mrzYWnUCc+8sSNr7QijbpQl4IqH470+vPunEstW7AAArKyaCMdD8Ms8L8J+H5wCAB1I8j3vUKPXAMFi6aqfqNzmvQKyciHwvf6duAgBe7HT1TsSPUDkyaEBUI/fJePRDr4f3uzYPb5p08njWmeo+MbBjvbIG+uI0aRqCIFKQRPnUeBHoq6tPOrF01U786dGbwfh4Qz1Pqtc1YUxibVeJjLN2HqzBzoM1qr//7I7hhnxfMGKZiDRG3p8euFKPY1lw7VyppzVjDyClv+wZDf92A9q+NALSl4xQ9RvvLyqp/hWXSCyBtgz45cjggz8spIJ9JauMqVA36Yayik4QsXhOSdDqaS07Drcij9qPIAgiPnAsg5Jh+cpqH0EUwaB1B1CY+Dmi65MfJwxANHaYaJtt7/2ifV9INjSpRyQUeS/8G5u/xtTr+uPFN/eg1tms7Il3ZJqj6thyrgpZcjrPkYHflhXDbGax5JXPOnRtog253Zat3gWH3YZ7bx+CF9aGbzut9ollW8T7+kT64W/L/jZjQvBK3FSwr2SVMRXqJt3QqvMFMwux5r1DcLrcmnas1045dgvqXB5qP4IgiDhi4RjMnDwYlX7x8/+s3R0Tv0vjMGEEorHDUMcmu2yBRPO+YAQoMziRUHhegCPTjLl3jlAm9ABp29Cy1bukFQhR4AOUziZf58nVu1BT39ThaxNtyO1WWV6KX/9ktDKhB4SuX632iWVbxPv6RPrhb8srKyaisrxUd3BPBftKVhlToW7SDa06f2HtHvz6J6N17VivnTw8tR9BEES88fAiKlt97fQJAyKOnyOBxmHCCERjh4m22Y7cL5r3BSNAk3pEwuF5Abwg6OYDiupaOnmFbBZT0N+ivTahhucFMLwAIUQup6Bzoji2XWWK8/WJ9ES2ZZMoguEF3QE6FewrWWVMhbpJN/TqXBD07Vi/nWIzBhMEQRD6+Ptge6Y5pn6XxmHCCERjh4m22Y7eL9L3BSNAk3qCURneAAAgAElEQVREUpD3qQNSfrZFZcX4n/+6ARzLgmcYiBwLjgtvnv7XkclzZMDt8QX9jWONKUGdamjVecmwfHAsC19A2+m1j4llIXLBx8eiLNTWRKzoqH1xXGg7D/d7IsrYXqjvJR69OmdZffvRbyc2ovaLhY0SBEF0Vvx9sKvJG9LvRutv2zMmEJ2DRI7d0cSDoWKSWmdTzMvamWJVbsmSJUuSXYh40tzsQbSiqllZVjQ1eeJToDiSSuU2sQyKhvWE0+XGf0waiH9+ehz9enXFstW7sPaDw/jswFkUDeuJTKsJYogGlK+zu7oWjW6fklOvS7YFVV/VKH9bVFaMLDMX8lrRolXfWVnWmF0/nO0mq70D67xkWD5mTh6MJa98GtR2LKDZPiJE/Pcfg48XRTGq59Jq/3i0dSwwev+Mt+0a/fm16Ih9yXk8lrzymaad6/3eLduK5ubI6ylZfcAIfU+2qUT4XSPYr1adL5hZiJf+tg/v7jiuOWbqtZPdxmHM0MtCtl9GhgVn65t0bTgdSXQ7x9p2MzMtSbdTmawsK97YXB31eT+6ZXBCnsEIfTpVSHa8m8r4++DjZy7hgbsLcODo+SC/y7JMyJgh3LUjHROMRLL6YLrHu+Hiz1gTTTyodWxFWTFee+8gVqzbF/OyGiFWjSWhbJcRU/GJoqCurgFClEs6c3PtOHfOFacSxY9UK7ekRsOgYsXHmDOtAKs27A9SmKksLwUTZqlrstRvteo7N9ces+uHs91ktre6zllUrPhYt+0C24fjGPzm9/rHR/tcqaL8ZfT+GW/bNfrz69Fe+xI5FhUrdujaud7vzy64Hj63NyFl7CjJ7nuyTSXC7xrFftvqHDh9zhWkfqs1ZrZX/dZkM+NXL3zUrnE5VUl0O8fadnNysg1hp4D0bFMf3hD1eRufm5aQZzBKn04Fkh3vpjr+vtZiZiHwgMgAEEXF74aLGcJfO/IxwSgkqw+me7zbXlvqCO1Xv2Wxcv0+7DxYE7eyJjtWjSWhbJfUb4mkwfMCeIZBrbM5ZJ6JcEbK8wIYtBozLyqKNFp/I2KDf537QuRmMiG4fTwC0+62DlcWamsi1rTXvkLl8TCF+N3rk+6XiDJ2FOp7iUeuczAMlq7aqfpNz4/qtVO49vP6Qvt2giAIIjz+vlbwSJ42r3XiR/HHYWKGcNeOZkwg0pv22lKH7hlFPBj4Duk/oRePsnaWWJX6OZFU5L3ucp6JwK8KHMvCJwhRz6ybLRw8PMALAjiWhYUDvJ507cbxI5KvG3IbBradiWUhQpRmV0UGgiCAZRlYOO3jOZYB+PT9Ukt0LvT6hWzner+bTSxEUYzpV8V4faVMp6+fqUY4+wLa3z7yeYIgYvGcEmXlx6A+DsycPBCAtBKA2psgCCI2cCyDkmH5mFjUF/ZMM1xNXmytOgGWZcBy0uq+UO9DkYwJROcglWwhkrLSO31kUE49DZK9F769pGK5TSyDkoJe2PDRN7j3tqGqPBPyHvuX/74/qj32ZguH8y6PKsfb6KGXwZ5phhBDZ5bsHCPxbu9IczLo5TUUIeJ/Nx5Er1y7Kldi8dDLMLGot27Ow1S040gw+nOle46RRBMuj4fe73mOTHzvbI5ZLpR45VZJdM4WLTpbTj1/wtlXe9sn8LxDx+vxwN0FYBngzhv74w9vfZnW+fUop17soJx66UOy4910JLBOLWYWV/V24MU39+Cd7cdQfaIeD949Ap/sOwOb1YQnXw2dczwVc4dRTr34kEq2YDGzGD30MuwJyLFnt5kg8GLC3ulTBcqpRzn1DE1OTjbOX2jyW9ElgmWZdu+xFzlOJ8fbeDB87Gb2k51jJN7tHU1OBr28eXq5EpeXj4cIUXMFSaracTiM/lzpnmMkGYRbKaX1O2PmYprHLF65VZKRsyWQzphTz59Q9tXe9tE/b3zI3KnpAuXUix2UUy99SHa8m44E1qme7108ZyyWrvq0XbG40VdTU069+JEqtiByLFau3x+0QnXunQWt+acT806fKlBOPcLQsCyjGpg4AD6Bafcee143x5tABh8F0eRk0Mubp5cr0ScIMLUmCE7n/AZE5yZcHg+t30Umxjkn45RbJRk5Wwg1oeyr3fmZdM+j/HoEQRDxQs/3cizaHYtTbN15SRVb4AUROw/WBL3z/+yO4a35p+mdPlLYZBeAILSQ99j7o+yxDzyWYyFyLHwMA5FjwbGszrnRm3vQtbnO02WiaQO9c+Vcie25htnCQeS41rrnYLZw0T0AQaQgZpO2/7KY2+eLOtKPk3FdoHP73VgRSfto1bP+eXrjasfbmyAIIp0INYbJv9U6m1S/6fleXgD5XiJtCRerxOKdvrO8T1KkTBgSE9CaX0rqyHI+gMBZeTn/T8WKHZhbuRUVK3aAFwVUBJxbUVaMaPuw1rWdTd5O84IZaRuEOndr1QnMn1EY9TXkHAoVKz5urfuPcd7lSVtHTBAyXbOsQf1uyf3X4qLL0y5f1JF+nIzrdna/GyvCtY9ePVvNrOb4aTUzcWlvgiCIdCLUGOb/28+e+ED1m5bPXjCzEG9/eAQLZkYfRxNEKhAuVrFw6NA7fWd6n6ScehoYYS98e0i3ckeSD0AvB8WzC66D1yt2SCknXE6iZOcYSUR7dyQng3yuOlciwl4jN9eO2vqmtMuhYPT+2RlyjKQCubl21Nc3qvodAwYLO5DPLJXUb6PJBdfZc+qFo30598Zj5fp9mvltTEBK5OjpCJRTL3ZQTr30IdnxbioRagwDEHJ88/fZJpYFywEerwCLObz6bSpCOfUIwP99kQFaUzP523dH1G/TLSefIXLqPfXUU3j//fdx+vRpbNy4EQMHDgQATJgwARaLBVarpObxq1/9Ctdddx0AYO/evXjsscfQ0tKCyy+/HM888wxycnISVWRCh1i9yMmd9Oz5RnAcF9RJw+UD4DgWXgCVPy8FREbp7HsP18DdwvvlbOPhjbLfytd+aNYouJq8WLftCKpPOimHUCuR2IDcftKxIkSIkGb4tM83WTi4PQLOnm8Ax7FYMldaneRf/5RDgUhX5D5R62wCIPk9RhQBXoSPYeCw2zBnWoEy0bJu2xHFF1lsJrT4fcSwmhl43D7l2u3NrRKv6/o/b6APoVx9EnpBbDTjb7iceyOu7oG7bhzw/7N35uFRVOn+/9bSW5JO0kASdiTIlhAwQDpCgihBvAKKyPyuUWcgjgEFZ2SuM8qicxO9QkS919FRQeCOwFwHmDsMIuJ1EB0BEQgKyiKGVUFEEkgHOktvVfX7o7oqVV1VvSSddCfU93l4HlLL6VN13vOet87yOaBIgGGBzZ+eBMOysCYY0SstCRQJJCeaYE0wgmE5EBynml5bA7k7CvBbly5d8a3WdA6EK23fynf8BGvL5T6bAcvw/6cAif8mQFKA0B+h5R91v6krErVkY7dw7clkMcDlYcV6ZzGRaHIzYlokRQBBdrL1ehhZvYjkm761TL6OVI/aLUYuKirCzJkz8eCDDyrOvfbaa2InnyCO4/Dkk0+ioqICo0ePxptvvomXX34ZFRUV7ZVlXSoSpo4vXVOJakeTOE3WlmCIyMiF6bAVknQWldjRzWoMq4EV8nGh2ome6VZFOokWGu5Gb9Se8fH7cvHnD47D4XTx6/yvg220tcq6q9WIK05PWDaglsbTJXYYDCTKV+0Tj5XPuRmegOsWzsrDxwfO4fCpy3j8vlxs3X2aZyh0wJEVXbqCKZRfNRpIzJwyFK9uOCSen1+cC6OBBE0SqLnqVvjAtBSTrAMuUhnNdJukG+p5OfCjqIGjqteL3wW028e0FBMuX3W3uv0FALOJwuSC/uKuioLPTbTQqsfNJgo+lXKPVkygpbZOX5cuXdeHWvvdEa60fKvZRIFlOc22nNXIQ7B8swzX6jhdl65Q7Wxr2mGTxYDqOpfCfncdPI/NO88gPzsDxZOGyM5HNYbwM/mUMWXo78mOFn+0G6Rm9OjR6NGjR9jXHzlyBCaTCaNHjwYAFBcX48MPP2yr7OkKUz5ANG6A7+1euqYSkX7ieRiIFVhIp2JNJcJtV4V8DLmhq2o6LnfLK5vaM7628RCKJw26rjgWWmXtYcK3AbU0lqypxKXaRtmxS1caFde9sPYApt86UHz/D989LGIuoi5dHUGh/CrLQPwIEM6/uuEQWAZwezlVH+j2tq4DrK3SBYI/b1ux+jqStNpHt5eLSvsLAF4vhxfWHlD4XJeHVT3u1Sj3aMUEWmrr9HXp0nV9qLXfHeFKy7d6vVzQtrwl+Y5GnK5LV6h2tjXtsMvDqtrvRPsNAICivH6K89G01dYw+Tpa/BEXcfLvfvc7cByHUaNG4YknnkBycjIuXryInj17itd06dIFLMuirq4OqampYafdtWtSi/IUzfX27am2zne1o7kzpvlYE0AQEf32xcsN6tNhOQ49wkhHyIf2tNrw0gmWdmCavdOtSLclgJTsONWW7zsc223L39d6D1rL49RsQCsNs1HuesxGWvU6gY3P/59EakpCax4p5uqofiVSadnu9fL8kSqUX9U6zxH8MoBo+0AAuHi5vk3S5dPRft4utgSkpnJ4ef4t8PpYGGgSKYkmmd+VKto2Fczvtpf9araPGu1dpO1v0N/QsieNtjlaMYGW2jp9NXVUPyXYbkfNv1Tt9Qyd4V21l2Id77ZWrf3uiMbvUCSh2Zana+ShJekxXPhxeqwVb/mJVJ0h3m1pDBqOPWnFksL3nTXB0Oa2mpRoxguPFcLHcqBJHmdD06HntcUi/miNYt6p984776BHjx7weDxYsmQJnnvuObz88stRS1/fKCPKotSnsYLjZL8duAbdSBHwMFzzmnSKUJ8OSxCoqXGGXsPuz4f2tFqi5e9C4xlJgrcnQbEGB7d5eWu8B2H78cDjBIDq2kYZq4Tg1JfSuTzycQ6Xx6d6nVDk/AgL1yHrpaB49yvXMzg45swMlbqWn50BcHxApOXnwHFt4wMBUBTVJunyiYfXjhAAfD4GV1zqKIXOulGG9rvXfm/SzVWkgHUte6YoCvnZGYoNMTTtidAo9zDLsuUvo43TD5C+UUb01Jpn0zfKiC/FOt6NhjT9qpZvCytN5cYWFEmo+1b/JgBqeeA4DtW1DZq+WivfWulRhHqc3lZ+s6XSN8poVkzj0FDtbBjtsDbbUd1+hUdzNnqRbrPAZjVjxoSBsCYY4PL4QJHRbwdoAGABh6Mh6HXCs2jhYGJZj4LZLlVeXl7eflkB1q5di6lTp4obXlitfOYoikLPnj2xevVqzJo1C42NjXj33XfxwAMPAABqa2uxbt06/OY3v4no95qaPIh0f9/ERBMaGz2R3RQHao98Gw0kRmV1x6GqajS4fOI0VquZBuvnHQlr0MtX7cOGj07gUm0DMvvYxL/3Hb2Iwpt6YuzwnjioSIcCAUJ2/76jF5GX3QMJJhrCZs00SSAvuwfOXqjD5IJMRX5SEg1gfC1zhkLa0rwtLrEj0UBBulm02vtOTDS18M0qFcp227q8td5DcgKNkUOVNkDTBJ5evkcsszEjeoLhWIwYmIajpy+L1z79kB3JiUYc+OaSeGzquP4YmyO3h4Wz8rB192nUN3lV339HU7z7lba23Xh9/kB/peZv2lqBdU1gjJSv2iv60LkzRqj6XYOBxMghGVH1gQBgMlGq9Tw5gW5VumrPq+VjQ0mwqfbwu+1pv1rtbHICjVFDuyvem9VMo7ah2Yb3Hr2IrMyuWLHpCN7fc1bVnk0mCpm9bXht4yG8t/sMqr6vxdwZI2BLMiBXxZ60yj1aZamltk4/UO3tp6JtuwkJxrjxs4mJJqzfXhXxfQ/cMaRdniFe26R4VKzj3WhI+/uFEr9fIlFg7CD43VPnHRiX20fhW5MTaBAsp/Bn84tzsfxvhzV9dbB8ExxU/aPVTGF0lrKtiLc4OlZ1MN7i3VjHoaHa2VDng+XfaKRUY9R/fnEO337vgMfrw/ziXAzuZ8PyTV/jvd1ncPxsLexZ3ds1DhckfZaD39bgkXtzZN+wsa5HwWyX4No5VxMmTMCKFSswaNAgNDY2gmEYWK1WcByHP/zhDzh16hTeeOMNsCyLSZMm4YUXXhA3yjh//nzEG2XoM/WiK44isfLdI4oRqDn35IDwd7sHbue+uMSO1VuOKHq6X/r1OPgYjp9CThDiLlTBtoMnVHbiMRkpuD2sODpgNpJwN7Vsk4zAtIONmMR65LI9ylvtPfgAVRv4lzE34NnV+8V7y0rzsXzTYcXoS/+eySAYTnP3W4blQFEEjDSJJrcv7ncbClfx7lficeSyPRSuv2lrCXUNBAFwwKI3P1PM3Js5ORvXGtwyvwsA+45ehD27BziOA0EQqDx2ETcP69Hq/Ifa/bY1isaodGedqQdEtvutD1C14dJpOVi6plLVnrXtvhDvf3YaE+03iDs37qj8DlMLMzXtqTPtfqvP1Iue0tKsuOu3WyK+b+t/TtNn6sWZYh3vRkvR3P1Wy4eWlY4RN8mQHhd8sODPWA74odqJDdtPoOqcQ3FduPnuyLvf6jP1eMVDHNqa3W9D5T/U7rcEQWDhG5/FPA5Xe5bBfW0onjQIvdKsoEjEvB4Fs912W377/PPPY/v27bh8+TIeeughpKamYsWKFfj1r38NhmHAsiwGDBiAsrIyAABJknjxxRdRVlYGt9uNXr164aWXXmqv7OrSEMNy2H/sEvYfuyQ7/vDdw0RjCmSuaa2Xd3sZ0H6WRU2NU9yiWovZJmz5LubFv/W7p0m6BTzgbmo99Va+rTyH63W/VbX3wBCEqg3cM/5G2d8CJ08AiwpauagINMcp0/WXo2gPPua6f/+62l7h+ps2z4e/rqWlWVUZJPuPXcI942/Eojf3iMcevnsYAGDVlmNYteWY7Pq8rO6tzr/H5ZPUUyaqQHHdxwaX18PI3r3YPmr4ZDUbtiYYxP8r2k9Nu2exeecZbN55RnbuzrH9Ne2prctSt5XYyppsgdkUc1qPLl2tlpZfbYm0fChFImhMIfgzkqZkA+GB14Wbby3/qPvNjqN4iEND2Uuw86Hy727yyuzX1cjI0vJpxDDtHYcDymepOufAs6v3Y+WiIhBxXo/a7V0988wzeOaZZxTH3333Xc17Ro4cia1bt7ZltnRFKC2eGkWS8LGsyM+TXiOslw+8hyZJcOBQ7WgEKFJs7IwGEmWl+TAbaTgbvdj0yUk4nC5QJAGEOUW+I4xQdVRp2QDH8bMyhdl7nAZPjw5zG3G9/HQFU7RsRNunhe9vwv6tIHkWzlU7GjW5Zs5Gr+xvyr95RDTzr9e9jictGxbsJdAeKIoEB+22XHpcGKUG+BFsdeaTbjOdWWYT3eIZd7p0dXRpzoTT8LsMG16bbKBJDa5p9GOPcJ9JV2zUnnGo+JtRtIHW5j/U/c0rWQBwBFiOA0kQPLidi+7suViURbTU7ky99pbO1Iuu1NbVLyqxY+22Y1jx9yP8MrCs7ijK6yMy0zxen4IH9XSJHRw4/P6tvVi/vUpcf5+UYECd04P/Wn9QZFE8cm8O7hxzA8wUGdYa9vZiE8SaMRIrO1WzgacfsiPBQuOVvzSX2x1j+iE/uwe+OiFnhxhoEiZam0dgsRhxsbYxpoyztlC8+5V4Y4wEUzTreHsxu4LlmSSbOaLrt1dpMvS27j6NCzUNsjySUGfqtCT/sea6RKrOytSLVGo2PL84Fxu2V4EiCVX2zdptxzBzcpaMFRPI7eudbsXMKUPx+v9+rWkPHc1mQkln6inVGjaeztTrHIp1vBsrBW23oWx75xfn4v8+P4viSYMVvlXKHgeAFKsFvTOsCvZe4HXt+Uzt7bN1ph6v9mbHRtsGWpv/YPcL8fHabd+gZ5oVS9dUinnOzuyG9du/xY19u0TNftu7LCJVXDH12ls6Uy/6kvfuk1j57mHZUsx0mwUvzCsEh+bdbgN3v6UoAk/9UW39fKGCJSWkF2p2l6D2YhPEmjESSzsNHOHRKs/nHy3AhRqnYtZlsLKgzQb87tVdccFWiKbi3a/EG2MkmKJdx9tj1DpYngElEy0/OwNz7hnuZ5Co7CAO5Sy/1uY/HrgukagzM/UildoujGq730rLeHBfG2ZMGIiUJCOSLEas++AY5tyTI3L6QBBYFIJz09FsJpR0pp5SrWHj6Uy9zqFYx7uxUij/pu53OTicTfB4WdAUqcoeB2IX68aTz9aZes1qz9mTbWEDrc0/RZEgDBRcASx1Ia+l03JU+fzC8WjabzzPZI0Lpp6uziPpunofyyrYatWOJvhYFjTHievlvQxk6+c9rNb6eVb1uI9lwzbWeGATdHYFshW0ypNlWQUzBEDQsvD61G1ALz9dgqJdx9uDPRMsz8L/pdp/7BIevpv3o2o+VMYziVL+dd/ZcSW3AQYsE5p9U3XOIfJOK+YV+G1uGAg/85SjqZD2oNuMLl26OqtC+Tc1vwuCwILX9yjSkrLHgdjFurrPjk+1JwOxLWygtflnGBZpXRJR43LK2ZD+vGrx+YXj0bTfjsqj1OuvrqAK1VtNh8HfAQAGBHwsC5IkQFMEaAYaLAl1llQ4HDYxzx14PXw8KygPjCRUy1PKFpmY1wfTbx0IigQokoRBY9cxA61uA3r56RLUan5HK3b5CpaWyUCBYTn4GJUd6jTqSDAuHkkS4NB+o4S674ytIh0dDnd2XuDOiUIZB87Uy8/OkJV1OL5YtxldunR1Vqn5N95P8hxxmiJBkgQ8XkZs8zmG0/y+EdjjNAAiBFOvrWYL6T5bVzRtIBw7DTfmDmTsS/OqxecXjgv1iyQJGA0kfF5OVt9aGuN3JOlMPRV1VM5GtPMdas09RZFo8jIYMSgNR09fVuXv2LN7gAHwzFufi8eyMrsiKdGAgX26KFgSyQk0Rvt5PpFw2KRqr/XwsWaMtKedhrIFk4lCZm+bojxPnqvFRHs/pCQaMNHeD0ve3o+NO05i39GLGJXVHdYEg4IdYktJQM6AbnHLM2ip4t2vxBtjJJhaU8fD8Wvhskak1x6qqkH/XilY8nYz70Nq40YDicw+yjpiNdMgOHU2z/K/Hcb7e862G+8m3lkigepMTL1IGTeB1+/1t60rNh2R2QxtIHHZ6UH5qr3Y8NEJkddY53Th/00chOWbvsaWXWfwxfGfFDyncHyx0UBiVFZ3Bf+xrblQbSWdqaeUztTTFet4N1YKbBPzszNQPGmI6E/3HpH63TMYldUdKYlG9O+VqmjrP9r/HV76n4Oib09LtaBP92T1mABEm3Hv4qmd15l6sVG0bCCcuCWSmFvK2BfOC3l9b/dpBQf48fty8eHes5g7Y4TI9r9U24DMXqkoX936GD8epTP1dKZeixRqzb1w3mY1Y8aEgejb3Yp/f+tzxfVzZwyXLcFMt1lQPnsMylftVU2bogic/fFaRBy2QLVHL3ysGSPtaaehbYFSZSEunVcAlgVIElisen8hiIAZmGlpVtTWNnS6UZR49yvxyBgJppbW8XD9WjisEem1i0vsqrwPwcbDZfOwHPBDtRMbtp9A1TlH0N9vC3WkEczOxNSLlHGjdX3ptBwsXVMp4TUSCt8s8BrVfLb098LxxRxFYuW7RxSzTQL5UR1FOlNPKZ2ppyvW8W4sFcgRV/Obcr+rzgYXrhH+fuGxQizUYJYCSs5uNOOAeGnndaZe7BQNGwgnbolGzB1891tCxvbXjsUjj/HjUTpTT1eLFJIl4T9f7WjC0jWVqJhXoHq92UgrjpGkFlOPB8FHwmELXFokLHnriOvh41WhbUGDhehj4XC6YbOaNBmKVMBUayAynoFW+evq3Gop8yJcv6Z1XistLd4H4+eBhsvmIWlK4f9aywsJrCMGAwHOy6oGcB2VJdLRFSnjRut6a4JBdi+gvE7gNUqPC3gEhuVAURSMVPj53n/skoKtG8iP0qVLl66OqECOeGi/q32NFEPDccDwG7thx4Hzsuu0OLvR5Ibp7XzHU7Q7YqNhA+HELaGuoSgCZaVjQJEAwwKbPz2JHQfOy9Pw51WQNDzxEYQs/tCOxSOP8TuaOnr+dbWhgjGgDBQJjpFzoLTWu7s8Plm6+dkZIAktph4hXhN4TuDqSR2b2UTh8lU3KtZUotrRJC796WY16h07UVQgf0FgJxoNJBgGIMGplj3LAUmJBhhoCst+VYir9R5s+uQkqs45kG6zgCAInLvkREaXBJiMFMAhotFag5HCZadHL39dYSsUS0TrPM+3I2EyEHB7WXHUPj87A/uPXdL0f5Tgt8JkmGhxzPi6pr77bTCp1ZGFs+xISqBhoshWBYXxMtrfGRS2ffg7aLV8rrPRK78XWu14M8+pV1oCPD4Oz67eK/OjiQkmNHgZXKpthNlIg+OAjK4WMAQBmiJBkQR8XgbLflWg2Okx1nwm3TZ16dIVbWn5abnfJTF9fCYm2m8QOyp2VH6HnmmJmFKYKfOzC2flAYDYsZdus4CmSPgYFmWl+YoZ+7H2q7piI4oiUdfoxRJJHPd0iR2pCYaotWuBbaaRIuCRxJyBf9MASIpAWWm+YmVdKO6uwKUkKcChiE/zYE0wyNIwmmm4vZw4MG0yEPC4fKrpa8fiwWP8zlC3dKaeiuJ9LbyWop1vLQZUSqIRNdfcWLvtmGx9u8frw9wZI2RsnadL7EhOMsJIk/j1v+bi7nH9Yc/qgR9rnBg1tLtq2iSg+N1H7x0O2kDCZKBQ29C8Fv52ez88/6f9YuVscPlwqKoat43uC6KNV5bHmjHSnnYq5S8I7MRDVdVI75KIZ1fvw8Fva/DIvTky1sGiEjtSrEY0NPlQvmovtuziy3LO9BwM6JWMWVOywLAcEs0GMByHK1ddWPJ2JUYMTIPFGB7XgQEpW8bdnuUfqeLdr1wvjJFQLBE1RtjCWXnY/Okp7D3yIzJ721C+ah8u1zVhUF8bRg/NwJSCTBw+VYO7xmUq6oDVTIFleO7kyKFK9lhyggGMrzkoU+OYlecHiCAAACAASURBVM++GY1NPpS1gAHCEOp15NaRfUCQRIvrSTxwSToTUy8cxo3QQVu+aq+qz51fnIsN26tAkYR4r9FIqfKdbEkGZN/YDUkWI8xGWtVGCm7qhct1TXj9f7/Ge7vP4Mjpyxg2oBvPj/rsDLIyu2LbZ2fRr0cyXtv4lYILFSumXmtsU2fqKaUz9XTFOt6NF6nFB1K/u6jEDpZj0TcjGc//iWdIf3H8J/ziziwYaBLlq/Yp/OzcGSOwbc9ZMS2KIvCH9V9h91cX8Mi9ObhQXS/z6Z2JmqUz9cITR5IoC2ijD1ZVoyivH6JRcQLbzEu1DcjsY9P8W2DmsxyHl//nS7Htf+TeHNw55gaYKVK002BcyrHDe6l+w8+dMQJmA78JDUOQ8HhZeH0s/vbJSfzlH99i5NDuSE4ygvGxoEkCdkn6Hq8Pj947XFZHpXUnnpiSLZHO1NOZei2S9rrzZl5E4O55Oyq/w9TCAf7edL4nnzKQqAmYTff8o2PxzAolf69iXiEATvV3584Yjr4ZyTJWxYoFE/Dosk8UeV+5qAh0G5t2rBkj7W2nwigOB56PV1Y6RhxxBJpn72V0ScQP1fV+rpI6t0la/kKnSddUM6q+q0NKkhHdUiygwYUcgfIRBOZUfKw4vnLRRNBcfM3KiHe/cj0xRoLN4tFihBXl9QMArN5yBMNv7IbJBf3xwtoDqHY0IT87Aw/fPQwcAI4FDAYS4CBbCs5RFFa+e1iFPTZcxpVU45gRILAwBP9MS1p15K1FRfzSixb6yXjgknQmph4QenZZILtU8Lm90qygSUKx+y0A+EDg8tUmxSzpl+ffgst1TXhh7QE8N2eMRjs6Ec+sCM7tC2wHhGtiyadpjW3qTD2ldKaerljHu/EiaXzQOz0JdU43OPB8L6FNf2T6cFVW3tJ5BShdskOR5spFRbhy1SWb6ST1sUvnFYjLJDvbDp46Uy88tfW3TmCbGcil0+LUqTHzX5hXCASw0gMRMAIDT+sbfsXCIiSYaVy56lLM4vtgz1kcPnVZxmSnKBIMCPhYDiSJTr37rc7U09Uiaa87b+ZFVJ1ziODXinkF2LzzDO4c25//UPSv0feBECulkIaz0aueNscBnPrvmo20glXBsPIlwIB8yZuu6ElgGjAEz0OkSDnzo+qcA8+u3o+KeQWiTQRymwD+HofTLbOHjR9V4f5JQ8RGQxg5sYWYWk6R6ksV+WnUUXx4XZ1KwVgiWoywe8bfCIC31+m3DhQ7Mgb3teGucQNkndSC7Xo9Ek4ky2qwx1glqy8gfz5Cm0EaqhEPVkcIf/otUWfmksRKoRg3ge2f4HNXLioCGBYs03wv/CPvSyUB8eP35eLPHxxH1TkHvF5W7JTWbkfV7U7KjwpsB4TjsbQD3TZ16dLVFpLGBxXzCrB4+R7FNQ/fre5/WA0/6/XxExmkkvpYluVAc/L2gFLx7+HEzLo6pkhNLAyi8q0T2GYGcum0OHVqzHwfK49pKYrEFadHEYvUOT2asQfDcPB6WUXfwQtrD6CsdIyfucfKmHuAEP8APtnfKrFUJ2VKkrHOgK7wRFEkOIqEjyDAUSQoqu2KjqJIgKIAEHhrYRGWzB2LwX1tAIDp4zNBUfxHolTpNgtsyWaUlebDaJDnTQ0aazbSqmlQBCGudw885/L4xA9UQZs/PYmFs/LEY8KStnAh37oil8BapCieybS4xM4HNyV25GdnwNnoxYN3DMaqxRNBa9jK1Xr5tPSivH6iwwd45710TSV8CG77BgOhKP+Fs/JgMBDQdX2rpT4z0P8M7mtDWWk+uqaY0S3V4meBNHdkzJgwEK9tPKRqu/J01esCRfJ5BE2BMtKodjSCo0gYjJSYf617SZIAR1EwBDg86bMbDKRqHaEpolUdHFp+WuCi6mqd1Ow30A4m5vXBm09NAEURMFoM4CiKv56mwBCEwqe+tvEQZkwYyAfNknZZqx01mdTtTsqPEoLywGtiaQe6berSpStSSX0uKAqkkfenpJEC/L5VYJECPLtr+vhMvPHkBKxYMAHLF0zAH564BSSp7hNpil+eG+hnd1R+p7hW6mP5dl4ew/gAzZhZV+cTTRH4fWk+3nyKt7U3n5qA35fmg6aa27RIY17p9YGxhcCl0/obUGfmp9ss/nT5GITzz6DTikXUYo+Fs/g6obXhjIEmsGJBEcwmul36RDqS9EHLDqD2HJFRg3HOL87F7OnDUPVdLbIyu2Hl5sN4/L5c8UNWuOaVvxyEw+lSwDuFTkBp5fQyjCKNx+/LBUECFAs8XWJX5MFmNcFI8dOAhXdx+NRl/Ovtg1Axr1Df/bSdZKQIFE8agg/2nMF9tw8WZ3sInQVX6hoxOqs7PthzBkX2vphfnItXNzSX8+KH7Fj/j29laaYkGTVHNh0ubdvnvCySEgwonz0GJAGwHEDT/M6euq5ftcZn0mj2MTarGTOnDJXZ76ISO4DmUdNQO20JMhn4gD5wUxdhGYLg59ZtO45UqxHFk4aI1+ZnZyjunV+ci5f+/CUcTpdsc5jAZ8/PzsDD04Yp6ghNEvC0wk9K35P0HdPQJ8m2Vlr22y3FJNqBsAR87bZjKLkrG9cavDL7eO6Rsap2mZJkxMJZeSCIZhsWIO3ls8eIG2AYKcBqMam2xeu2HRf/v/nTk0ofH2M70G1Tly5dkUjN584vzsU/vziP20b3UYkBgO8vXsUtI/soNr4gSULhE+cX54IDh22fnfH7WX6zIZICxuX2xp7DF8Vrn3hgFN7eekzRzktjGH028vUlmiTg83H4jzXyzaxokoAHkce8anGiNMb8+MD3Qf8WmPkGQ/P3vWC7DqcLL677Qjz2H0FikR0HzsOaYMDSeQXwMRxYlgPDsZiY30+170CY2frs6r2ypbj6LFVeOlNPRfHG2QiXDxONfGv9ViDPTmDp9c1IwsUrDYodmqR5o80Gkd0jVPLnHx2L/37vqCpfigYHjiLAsADj36mGogCC4Rlr8bIWPtaMkVjZqWAjpdNyVBkLAnNRYC3ZrGbMmDAQ1gQDXB4fBvZJRU2dK2zGohqTT2pf8WIPoRRvfiVQHY0xEkyt5b018yMJLFazv8cKca2B37FLux7If4ujSLz/2RlxRzyKIrF6yxHZclyBVwZAkWZ+dgbm3DMcDMvhQo1TxefyfBG1Z2++N7oDH7Gue52NqScomP3yO9Dxxxa9+RlKp+Wgf89kPL1cfn1ZaT6WbzqsSGPJ3AIed3DHEFyt9+CFtfJdkbulmuFzecVnlvIdaYoHV3u8jNj55/YyMBpIsAx/DUkSAMEBnJIB1Z5qqW3qTD2ldKaerljHu20tLZ+rzQwtBADV+PSlx8fB2ehFjYPfNdzl8SHNlgC314ff/mF3cxqPFWLRG58pYuT+PVPg8bKq7bzA12sNZzeepDP1wlMgTxcIHfcFs4fQcWJ4u98C8LezwIUaJ4wGSuzMFqQVi/CTcdTj2d8Uj0TvjERcCeDxCx15Ow6cF+vnYy990iFtv6WKClPP5/OBppWXX7t2DcnJyS3Lma6w1J4jMlq/FcizE1h6FfMKZJBMtby53D58sOcsykrHiNu77zz4A+6fNESxxp4gAEdD8NGGzroWvqNIsBHtGUqsjLUkLAsQtHJREYw0obCHwJmbi0vsABHa9nV70BWo1vrMQH5kYDrVtY34+MA5LJ1XACC8WUEMy2HzzjPYvPMMAJ5BGsjXE+qV8H+p9h+7hIfv5n2gus/l+SJqzy7cy7NOGXijVEn0utc2Cma/Xv87FziL1gQDOBUO7YbtJ1Tt8uX/+RJV5xz42YSB+GDPGZkf3vzpSfzrxEGyOiIrYx8DVvJ/xv9/1j9D9FqQWdXtLd02denSFa60fK42M5QV/x94zu1h8O6npzD91oF+32rC5k9PoiivrzwNhtOMkQH1dr7G0YRX1h9E+eybFbOo9dnInVdaS1GDxX3BYt7QcSIHLwNZGxr4t2BnBACCIESmulossnCWXTaA+Ph9ufzgHzhVOycIwOVm0M1qFFfieX0cNn96UlxZINTPUM96PSns53/iiSfw6quvgiCa1287HA788pe/xObNm9skc7p4URqATH4zAE4cka52NAIUGdHouHI0W/5bwu56qUkmUCSJPzwxHtW1TeIuei4Pvx104EiT0UCC9U8noEgSh09dFiuikP8J9r6yD4odld+hR+EAVU5EhX90Sk2Bu+oYKYAgCbi9nHjMbCTh8jBxP5srllKb2QBAcYwDP6KTnGhS2OX08ZmgSBIrFkyAgaYwfXym2IkBSBliHMpX7VXcK11GbTIQ8Hg5VdunSRIc+BEjYZaI1i5H4T6rbg8dW/IyDbaBChey/IXzFNR9r7PRi/OX6uH2sKhv8sDjZTC/OBckQcDl8SHVagQTMBMu0I8LjBK1tC0mSjv/KnniOX+kvw6QmD0tG6u2HFN99kjeY0vqliA1v3w9YxEi8TnB2nwKBM9NYvkRcJbjZEtpBTmcLiSYDSidliPuKA4CKJ40CHu+/hEUReL2/H64UFOPTZ+cBMCfAwDQFEiSwMXLDaAoSrXspM9jNlHw+jiYjRTKSseIgff67d/yI/9+Vq7uZ3Xp0hWP0vK5aiB/ob0Vrgm8hyAIcXBOUP+eyUhONKFiXgF8DCuyx998agL+/s/mjgop+zM/O0NczcRyHAgQSEkyoXRaDtZu+wZzZwxHxbwCPY69DqQd0/KbQobqJ1Cmp/6tD/Cz+NRsKVgMQ/pZk8mJJiz7VSGu1nvEfgKH0wWzicCSuQXgOD4+B8UBDG/ny35VAI+XBU2R4qo9A80zhJu8fPxIUSSeWaGcqShkMTAGNlIAy3DX3XceVV5eXh7OhTt27MDOnTtRVMSPIFy5cgWzZs3Cbbfdhptvvrkt89gqNTV5EOkC48REExobPaEvbCfRJIG87B44WFWNBpdPHJFJNPCBt6PRi/JV+7B+exX2Hb2IvOweSDDRCLWyWlhTX75qHzZ8dAL7jl5E4U09UTCiJw5+W43e6VbMnDIUr//v1/jrxyex7+hF5A5Ox4d7z+L/TRyEhiYPxgzvgdtG9cHgfjYs3/Q13tt9BsfP1sKe1V3MQ4KFRu6QDByS5L9s9s1ocvnw/J/2Y+OOk/ji+E/4+Z1ZSEqg8T8fVsny2eDyYWphf9VdXQxGCpedHpSv2is+w5gRPVHf6JMdGzkkA2u3fYMVfz8S0TsKJjU7SUw0tTi9QIWy3WjaqZotFNzUC41uBmWSY3nZPZCcYEBmbxve+fA4Zk7OwtHTl9Hg8mH6+EzcMrIPylftxcYdvL38/M4sJJgofPu9Q5w6vfnTU6j85ic8eu9w0SbyszMwpXCAvMyGdofJRGJYZjfxN9JtFjz9kB0cOPz+rb04VFWDzF4pWPJ2pSyPwcpW7VmjYQ+hFG9+JVBtbbtt+fyBZXqptgFzZ4yQ+Rw1n6lW/tK0ahyNeOiubFk6i0rs+PL4T/iXsf3x4p8PYMuuMzh25grys3vgvV2nkZfVHRaaVNhSoB/3eH2KPM4vzsWery/gpsFpGJvTU/G7VjMNigRGZXWX1Z3iSUNkdefe23g0wsGqGtmzR9ImtKRuCVLzy6OyuvMfJy3cbVdNgk21h99tjf1G6nO02nyrmUZtQ3M6x8/WomB4LyRYaORn95DZy8JZeXh35yn8397vcOuoPjhUdQllq/bB5fZh+q034rnV+7Bl1xlUfV+LuTOGwz4sA39YfwgbPjqBvUcuIiuzK1ZsOoz395xRlJ30eS7XNaFXuhXPrtontuUP3ZWNbilmFIzohaVrIrefWKq9/XS0bTchwRj1/CcmmrB+e1XoCwP0wB1DWnxfe5RBvLfJ8aRYx7ttLaOBlLWrgg+tPHYRd43LFGNQaXurFh8snJWHizVODM3sJvu+ufe2gXjnw+NY+8FxHDtzBfbs7lix6TA+3PsdHrorGwzDor7JK7bVNEUgs48Nr208hKrvHRgxKA2vbjiEv358ElXf12Lm5CwkWgwgGBYkAILj4tqvailWdbCjxbtq9snHhBRYhgvaTxAqxpB+62u11aFiGMpAYkDvVCx5e78YV8yZnoOGJg9+94tRaHKxeHZ1c3w+sE8XlK/iv+FybuyG1zZ+hfd28/c9eu8IWBMNeHr5HvG3bhvdG/nDlDHO1t2nkWazKGLg0VndwQL4/Vt7O1T8EY6C2W7YTD2fz4fHHnsM/fr1w+zZszFr1ixMnToV8+bNi1pG20KdgakHaPeQt4YdpXXvi78uBMsALKDKkxIYUhXzCmEw8PDOhW9osx04isS+oxdhz+4Bzj+rAICCARQuQ03+DErOgNb6/dJpOeIU92isv481YySadqpmC8E4CIFsRWEmiBbzgWFZ+BhONiIp8BsuX21Cl2Szqj2Uzx6DVzccUvBGnvrjblQ7mrC4xB4WzyzUs7YHjyEe/YpUHY0xIlU4fJBwfWbg+Yl5fXDvbQNFhpjJwM8C1rJ1Gpz2DKwAP24ykP4ZxXxAfq3RA2uCERcv1+PDvd+pMEdzQDCsYhZcsHoXyQil9NlbUrea0wnOf4mWOgpTryU+R63N9wHq6TxWyNuShweoc+D5d14vI86CH9q/G5auqdQs17kzhsuWwUjbzMCykz7PG09OUGVOLZlboNHGxzf3RmfqKaUz9XTFOt5ta3EUiZXvHlG0ubPvGY4rVxvFmUTJiSaZvxPiA4oiwLIc3F4frBaTavsX+A0S6F8BTjVO0W6Lo9uexkI6Uy98hVr9EOkKpGZ2NLA4RHwSOm7WjvkAOXtSas+RxCMvz78FXi8rPr/BQMDlZjRjYLU04j3+CEdRYerRNI3XXnsNpaWlmDp1KubMmYOHH344KhnUFVpafJjWsKO07vV4+TX1rAZPSmCpMSwH2svBFyIPDMth1ZZjsuVgKxZM0Lwnkl3r1DgDZiOtme9I39H1IjVb0HqPamxFgOeAqF3v9TFwON1Y9OYeDO5r42ec+IMmEBwWvP6Zpj2QhPw3An8n3J1HQz2rbg8dW+HwQcL1mYHndxw4jx0HzmPloiIQDMsHVRq+kWE50GpTioXfDvDjHv/fJoqEo9GHl/78Bf7t/pEwG2nsP3ZJwdx7+O5hoMEHckI6vmCslYBnDyXps7ekbjWnE5z/cr2pJT5Hrc3XtDuGhcfH2wQIAo9UfKxIz57dAwBgSzappmE20opjUr6jtOykz6PFnFLj/Ol+VpcuXfEkaUeIepvLYsHre8S/A5lhQnxQMa8Ai97kr9OKhQO/QRT+lVOPU7TaYpblQLXq6XV1JEnjPjU2cqQc2VDsaBm7PEQMw2rEfKx/kFF6TmrPWratFo+43D7QHCc+v48JHgOrpdHZ44+gz/bkk0/KGHoAkJSUBIqiUFVVhaeeegoA8OKLL7ZdDnUFlbAuPhjTTvU+igQHQlz7XnmMn0mXkmTk16+Dgxq7SWA+pdssuFDjhM1qRqpVyVaTcs9IKLkTLKfOoqBIArYEQ9icCDXOgMD5U8t34G+Fw5i6HqTGV0hJUrIRBIaDatlpbD/Ocjw/LD87A3eNG4Ctu0+jKK8fUpKMYBgO08dnqnJLhHulCvx9LS5ZsLKNlD2hK/4VSZmGZJSShIxlI4zYS9PSSuNCjRNdrGak+jcHCHfklGFY0e+BIHDup2ua/BQfy4ImSZAU4PHzRoJdG8lMPelztaRuNacTnP9yvSlcfk1I1mMYrD219lZo/wb3tSHJYlQ97/L4ZHmWtpmBZSfNh5bvDsW11KVLl65YiqJI1DV6scS/i72WH5s+PlO2a72aL09JMmFxid0fK6j7vsBvEC3/CoTXFpMk9F0xdLVYRjMNt5cDCXV2eTgxr3ANqXGeR0/K64PUnrVsOyXJhMF9bbIdcaV1JHDWYrgxTWePP4Iy9U6cOIGUlBTZv/T0dOTk5MiO2e32dsxyZOoMTL1gokkCBTf1Csq0C1Tz2vi92LLrDDxenrHz2sZD2LLrDC7VNmD4oHQQJJAXsIb/8fty8eHes5g5OQt/+bAKp35wIGdAGm4b3QejhqTjp8uNoEgCT5c0c88OfluDR+7NkXHR7hjbD/asHgo+QHICDZ+XAcFxYXEi1DgDUwr7o2B4TxlbYFGJHVt3n8aFmoaQrIFwFWvGSDTtVI2vsGzdARkbISXRgEemDwdF8rM+pO/33+4fCaORVHCdFpfYkZhgwJ6vL2DGhMH4644q3DVuAJZv+hpbdp3B/mM/4Rd3ZuHIqRpMv/VGhT2YTRT2H/0pgCtFYXRWdxysqsbZH68pbCtU2UbKnoiW4t2vdDTGiFSRlKnJRGHkUCWbJDnBAMbHA6wFlo3A+Jg7YwSsZhoECLAkARBAfsDvPX5fLv7yYRW2V36Porx+MBhIuBgOtdfcuFTbhL99cgI39u2i6Zc5jgPBcehmSwTLcRgxKE1h12u3HcOKvx/B3qMC8+wIuqaYMLkgU/E8wrWRsESk71Gtbglcv1BcvFD8l2ipozD1wuHXJCUYZLw8tXLTst2URCOuOD1+DmQTHvvZTRiX2wv2rO4iu3Hr7tOYUpiJzZ+elLFQBf+dYKHxVVWNjO+4YXsVKJLAohI7EswUWBCgSQIkID6P45pLlSv1+eEfZSyq9vKzrZXO1FNKZ+rpinW82xbiSBJl/g3bqmsbMWe6sr3rkmRAV1uiyMerlvB6A7njQqxgSzIoOOLSb5D87Aw8cf8okBSBsTk9MKWwPxLNFBhf8wBOqLa4I/jScKQz9dpfFEUCFIkmD4sLNU783+ffoXjS4KD2FSrGDnbeYCBlcYuUJ61m20/NHI2GJh9uG90bNw/rjkaX1x+D8/FjILOZIoGf35ml+PZMSTLiwDeXOmWd0VLYTL2amhqkpaWFfTxe1FmYekFFUVgYEYdOvjZeuqZ9cF8bfjF5KF7beAjVjibkZ2fg4buHocntQ6LFAGeDBzV1LnG3POm16TYLymffDLORBsNyqHE08TP1CELc7cmaYMIP1fVIshiwZdcpTWZUJIrV7rexZoxE206D8RXyszNw/6Qh4rJowS6cjV5cuepCooXGqxsOYfiN3fCzCYNAEMCVqy6R7WSzmmA0kDhx7qoqP6F89hgkmGkwDAeG40ARRNDdi1q7Q2csdr+Nd7/SERkjUoVbphxFYeW7h1V8z3AQDKPwj8JIfO90KziOw3+/dxT7j10S68DVBg8c19zibFYAWLV4IhqavDKMwOP35WLr7tMhfVxamhW1tQ3gKAI+hgPLAjRF4K3Nh2VLg6RMnicfHIkhN3QV/d3Kd5XXarUHge/NSBHwMBwYFnA4mxS7koXro9tj99uOwtQDwuHXhObJBtqu0K52S02A28PA7WVgNtJY8z5vo+k2CxbMzMO3313BzcN6gmFZzKn4GIP72vD4fbmob/KIM7EBfvfbXmlW0BQBkiTg8bEgCWDbZ2eweecZMTC2+ZeNyXa/9bMhfQwrslOFutMrzQqKRIfYfU5n6imlM/V0xTrebQv5CAJzJKgCgRHdNyMJNXVNMBpI2Kz8DPwN20+I7Xt+dgZmTckGSRL497c+V/Xl+47+KOOI/1jjRM80K0gScDbIY4Pf/XwUvzIlyA7jrdmJPphiEQtLpTP12lfCpJ7A2PTTL8+jYETPoG21dqyo/reUD/n+Z2fE2a40TeKfX5xHvx4p4s7OXZMtuNrgho9hQRIEXll/UIbgSks1S77hlTHu9PGZmFo4QBZvdtbdb6PC1Lvjjjtw8OBBxfEpU6agsrJS5Q5d7SVtppL62vHAtfHSNe0zJgwUO+kAnkt19sdrKJ2WA6BJ1iGzuMQuu9ZmNcPhdOPVDfvEyji/OBdr3v8GDqcLj9+XC7fHh6VrKlExryAoMyoSaXEGpMfcTUxErIHrUcH4CkV5/cRGAJDbhVCe1Y4m7DhwHuNH9sb7n53BXeMGyDp8Fz9kR3oXi6qtXq13g6YI0ByHHv7GUFmOEt6IhB0hBEKRlG2k7Ald8a9wy5RhWU12TiBTL3CQQwiA6pwesQ7MnTFcxnxMt1lAEoRYX4QPBQNNYubkbN6gw3gWMPxSShKAjyEU+ZUyeV565yBWLioCzXHw+Z8v8Fq19kAtwBM6bRhwMpZQ83sKz0eH4r9cbwrNrwndjkttV7DNv//zlMLXCjZadc6BZesOoHRaDhiWFZfIVJ1z4FqDW2RACXp29X6sXFQE+FiwAMxmA3736i4xX9WOJtHfE5L65nP5RJ7fvBc/EdOrOucQ0yR0P6tLl644UuCSwapzDqzecgTzi3NBEAT+852DMp/65w+Oo+qcA/uPXcI9428EoM4TZVhWwREHeB6fLdksi6WrHU14+X++RMVjhYrQoLVxbigFbf87QeeHLqV8gML+Xtt4CKXTcrBh+wk8+YtRYFgOIAnQFCmzA6k9UiBwxelRtR1ChWO9eSc/MAjwfQcfVZ6T1Z1lvyrEgtc/U2ycIcQczz86Fs+s+Fw1xgGAzTvP4M6x/f0cabV+gOsj/gi7/0RtQl99fb2Cuaer/RUpIyzwemFNu81qRt/uVvzb/SPhbPSKM0+qHU3o292KK1eb8G/3j8Qr6w/CZjWjX8C1MyYMxKsbDskq46sbeGex6ZOT8PoYJFgs+I9HxqBLsjkktyrs54/xSFNnk5o9pSQZVYOXlCQjgGZm3t23DEBaqgVFef1kHb7VjiYsfbsSS+cViLYmMCA5DsjomgCfjwNHkbhytQkcRWqO+gTNu24LukIoFO9NytTr292Kt7ceRem0HNFPbd19GjMmDBSDme5dE8X0hKWHIDiUTstB5bGLuHVUH3nndokd1kQDwEFm4xYTDY+PxcXL9aAoCiYDAY/L58+zNt9Umn9fEL6IcF464s+BUAR4QqeNzp5sG2m/V3VWE9DM3eMknNsZEwZi6+7TmDk5G/VNHswvzgXL8jOjXR4fZk4ZiqeX80Fwj26JoEgSDMtiydwC1F5rQkqSOWT5en3aHY2UhAUofbZoayVPrAAAIABJREFUteu6dOnSFW3JZr9RJJ54YBT+6y9fyjoLWJbDH//6lWrHx9I1lcjPzkByogkUpe3LA/3g8bOXkW5L0By88flYmIwUP/gRhdVKoWbF8++BgNvLiN9owqZ0FfMKwhl71NXBZDBScDOc6jd+WqoZc+4dhvOXnDAbabg8PmR0SUCCmfazm+XfU2qdg+u3f4s59wwHQ/Adgkaaj2ED4wIfw2LBrNFYtvYLsd6lJvFsfq2NMxxOt2Z9BPh6ZzRQYBhW9fvvevk2DNmpN378eBAEAbfbjVtvvVV2rq6uDlOmTGmrvOkKUzQQ0Y6xgdd/fOB7lM2+GXVON97eelTcxOA394/Epk9O4PCpy7hytQkeL4Me3ZJQ8VgB6hu9+P1b8l7zRLP6bqm2ZJNyme6cm1E8aQgqJHleVGKH2UjB3RR+RdNHmqIvNXuyqWyGkp+dga4pZiz7Fb9l+S/vzsblOhcu1NRrdgIyLIeKxwpwrd6LirXN6c8vzsW6bcfhcLrwb/ePxLs7T6F40hBs2P6tuIwsVLnqtqArHBkpYFGJXeZ7ymbfDILgl+PQBIGZU7Lw7Kp9WDQrT3UWVPeuCSIUm6ZIzJ0xHEkJRlgtRrwtWfr47JyxKFv5uSwYWeqHcn984HvRBw6/sRsmF/THC2sPyPxhWooJHpcPRopQ5HnhrDx8sOeseK2wHCE/O0NxrXC+zunBzClDxcGXZb8qVK2nLAsYycjaFV3hSau9NlLNx21WM2ZOGYr3djVvKmSzmmC1UGLZpqWacde4AXh29V7xeuFDVEhzydyxeG/XaZgMpLi0V/C3f/v4BOYX54q2INiJyUDC4/eXBlq9g/i7i06s3nJE4V+NFKHarhsp4rqfqalLl67YSi1GLJt9M35TPBIWM41EM43/fu8o7hl/o2yWvdAxl9krGct+VQCjgRb9rpoPNZtImR8UUB119W6YjTTyszMUeIwfL9cD4Fc8RRKzCnyxQJ/bzWrU7NjTWoIpzERkWei76nYyqdmJUOYOpwuJCUbUOBqxfNNhWZzgbPRgwet7mvFaBho+lgUCVvwN7mvDXeMGyOKMxSV2dEvh+W+BccHiEjueeTgfDY1ecBxAkMD84lzZRpdC/UvvYkGi2YCXHh8nQ910TTEDgFiPr9a7seRt5fcfgOvm2zAkU6+yshIcx2HOnDlYtWpV840Ega5duyIzM7PNM9kaXRdMPfBOmjBQcLl9YfVCB/ZaEwTPbFIsmSyxw2SiUHfNLa5xLyvNFyu+IIGLVu6HzkqPl5WOwbOr5ce10qiYVwgigt0RA/lXzemo86OiqVgzRtrSTtXYCdKp1vnZGQonvXBWHjZ+VIU6pwe/uX+krDMD4MvluTljcfFKvWrZC6Mu6TYLfv2vN+GPf/1KMRLz4q8Lee6eymhLLG0hHMW7X7meGCPSkW2jgVIEA0In8+P35Sp8l9SnCR1vbi8/621xABNNWFIQqIp5BXA2esVlBm88OUH1dyoeKwTh4zl/K989opgBNfueHBAgFHyR/OwMfsQ0gLEXuLQh8G/xd/1+ON5HNzsSU08qrfcq5e6teveIant87Mxl3DQoA2YjJQbQWuU4d8ZwpFrN2HXwvLj0RTgnzM4onjQI3bsmgiAIvL31qMiWBICuXZNw9sermh9/SuZffPvgcKQz9ZTSmXq6Yh3vRkPa/qkQDMuKbFDe/yq/hxbMzIOPYcRluUDzjOqMLon4oboeHx/4HqXTcvD08j1ix0TgpAYhVhYG/wSfWjI1C6+sPxiRv+QoSoPFqv0tpfUeSqflYPWWIxF/h7VGOlMvfLUmHtOyk7kzhsNmNcOaYFQ9/9wjY/HoCzyHVzogHPgNHyyWBKCadlnpGDz20ifivcLgpMVkwMaPvsVd4wZg6+7TqgPrPJ+6OcYlCGDhG+pMYv73O3ZcIlWrmHrCzrb79u2DxWKJXq50RVUMwyKtSyJqXM6w1o4zDA8/B0mAYTmQJDC1MFO5ZHINv2RS6NADALNRfUYeQUBcniv9OPZ4fYrrtdJgWDYipl4gH7A5HXWeoK7wFMgn8zKALcGAinkFIqhU6qSrHU14Ye0BsRNu0ycnFLNRFszMw9vvN4+CSlXtaOaDVTua0DXFIjsG8COYdRoMB2HKtW4LusKRlPfGMpzYoQfIsQGNbq+qTQnHKyR8MTVW2tV6j+pyRGejV7bMgCI12DwMJ3L+tBikAKc4vv/YJZ4RGMDYC1zasOmTk3j8vlxFwASCD1B19mTbSOu9Srl7qggD/yzPx176BC89Pk48p7VkxWykUeG/R9qpJ/hWgXm3YuEEnPvJ2Ww3/utIkpD5/e8uOsUOPSEdOfNP98G6YidrsgVmU2SWZk22wHmtKfSFujq8tP2Tv60U2KA0iZKpwxSz7JetO4DnHhkrS0PwoRXzCsQB6IfvHiZeE8gpF2LlstIxeOiuYTj3k1OcLeVs9EbsL7VZrNrfUlrvISXJKGv/dcWPWrsSSctOeqVZYSIBt8Z5obMyEK+1Ybt8pr/26ixW/H/gOYrk/y/EL9WOJjy9/HNxI69nV+9F6bQcRf15beMhPDtnLEBwIkPPp8kq5jR/vzPGJWE/j8ViwfHjx/HFF1/A4XDIGHvz589vk8x1Bqn1rANol9kPwXr1KYpEXaMXSyQO4tk5Y1QN38fIGwCBwRfY633+Ej9KVTGvEJf9y3UBwGI2KK6XTrGVpiFwrcJ+Rg0+kdFAas7oul4VySiPcC3PSyUAgoOPI2AxkXA1ejUbCIGxt+PAedw2ug/mzhgOs5GGs9ELkuA7G4ry+oXkgwkAY+EYwO/MqMX/IhA5W1JX/CuUD4uGH9XaaMiaYIDjmlvVphzX3OJ1LAeQFAUSnOLa42cvq85o/WDPWdize4h8SYrS4uAR8LGEyOgROuekvLXAcwA/U0/K2BPOB/ruqnMObN19GmWlY3CtwQ1noxffX7yKHl0T4SOINtu1trOpNbaodi8HbY5pv+5WLF8wQbY0VqtNFj4SBb8ceE6wI5IgYTFRot0EtsEkSYBhgcxeyVhUkoeT52qxZM0XCv/aWh8c7zNDdbWPPF6mxTNpIp0ZuPU/p0Gfq3d9SJv5SYIjeJ/DMjxDXm0yQrWjCRwnb+cn5vXBvbcNBEUReOPJCdhR+Z2Mj6o14FLf5IE1wYjKYxcxvzgXBpoESRD472cmAhwBk4mEy82EXnUVghGs9R7U7kmyGLHug2OYc09OpK9WVxQUrP1TY9gF8g+D706r5DwKvFuGYUDTlGbbLWzwYrOaZbHjum3HsXReAVgW8DGsph1y/thYylJ3eXwgSb5XTy0udXl8QetPo8sLI90c19Ca9YAQ/389fBuG3am3ceNGVFRUoKCgALt27cItt9yCPXv2oKioqC3z16Gl1rP+dIkdBgOJ8lXNO8S2xdruUL36DAixQw/wgyg1PmDpABjspk9OKjgSC2bm4bOvfkDx7UNgMpIwGSj85zs8fHb6+EwF46lXWpIq98lsJOFuCv8DUo1PVD77Zlx1emQdlp11/Xy4imSUR4u3sXX3aRRPGoLuNjOcTeqdsjarCWWl+TAbaXAckGZLwHOreVsvK81Hus2iOjtIWO4o/P9qvQuLSuzYdfC8mHbPbklBR1siZUvqim8Fs1kgeoyMwB3wAN7eUpJM+PjAOYWvE5bKCNdxHIdFy/eo8nXuHNtf3LELkM9o/fjA93h+7liwDD/IEWi7C2flwdnkxm/+a5foHwEouHjScwJTr3jSEBnbRDiv5ruLJw3Bug+OYf+xS5g+PhO3jOyjuDcYn+d6V2tG0LXu7Wo1okuy+kYWJEng98s/h81qFiHvauUq2Kngl4W0BNv68vglVTuStsEsy6GuyatYmt4z3YpnZ+cjJcks86+t8cE6E1WXIKOBavGyXV26tKTG/Fw4Kw/vf3Ya9uweMBpJLFv7BWxWM576xWhV/2ugSTw3Zyzefv8orAlGTC7IFLFDgg/96sQl0R9rDbgkJ5pgMpKYUii/XxprX6t3ISUpOGNPjRG8yM9o1eKYqvnpx+/LxboPjuH+SUP0mDkGCtX+sRqzKwX+odr9i0rsIpd8+vhMVd6tyUDAw/AdvYExxMJZefjT1mZGtPCdJszUdzhdIEHAQHLwsZzi/sUldrz/2Wl8c9aBBbNGw+VmZOd/9/NRmJjXB0kWA557ZCwuXq7Hhu0nkGo1wppgEAcf1eqPNcEgsnopikSD14cFs0bjWr1HttGH0Ml1vXwbhmTqCbr99ttRUVGB0aNHIy8vDwcOHMDOnTvxwQcfYNmyZW2dzxYrlkw9LW7B3BnD8ezq/bJj0VjbLc13KLaNjyAwp+Jj2f1L5o4FAFmlm1+ci0QLDY4j5M5gVh4SLAbUOd24Wu/Bxwe+x/2ThsCaZICJIsF4WcmIAc90ko4QJFkM2LLrlGLUYM49ORG/BwUfEAQWqjImort+PtaMkUjsNBLWUTi8jZUqvJHFJXYYAzqsF5XY4WNYJCcaUed0wUBTeGHtAdisZpHl1NDkRXKSCVfqmuDy+JBmS8DVejfe2yVlJoRXrvE80yPe+T3xxhgJZrNA9BgZpJHChZoGRYfI1t2ncf+kIQDBwdnghdlEI8lixBrJRhiLS+xY7w+aADlfh+P4zrrfvrpL8ZsrFxXBaCBRV+/B0rflMG2O4zsaXV4fXt/4tRhA8c9XCA4cFgfhAgUujQ88L939Vm00N1I+TywVD0y91nDkgt1LUyR+qKlXtMc0RWDB63sA8G02AQK2ZBOuNbgBEEhONOKnKw3YsP0EHE4XFpfYsfPgeQzt303BY9SyI6GsabMBv3t1l2oM0zcjGTSUOzW21AfHC49PZ+opFQumXnvd1178vo6uWMe70VCo2Fb6bfbfz0zET1caFf5X2NBtcYkdqVYTnvrjbkV6z84Zgz+sP4TiSYPQt0cynPUeBYrms69+wNRxA7BIhQMmjbUXvflZSB/Y8t1vAZbl4w0QHMCh3WNmnanHK1T7F4qdGMy2l66pDMK8a+4T+M93Dooz6ZITTeJgr/R6oY4I9aFXWiJYDwPSSOFSbSNSksxgWQ5Xrjbh/c/OoCivH5auqcR/PDJGtqO0kN7zj44VB775jkQ7Uq1GvPX3w5pMvYWz8rD70A+YWpjpfzc8c/qe8TfK8F9PP2RHqsUg4xXH47dhpGoVU0/QlStXMHr0aAAASZJgWRbjx4/Hk08+GfLeZcuW4R//+AcuXLiArVu3YtAgftnQ2bNnsXDhQtTV1SE1NRXLli3DDTfcEPJcR5EWt8BspBXHor22OxTbRm12Ck2R+NN7x1A6LUcM/tdt4+Gt7+48hSVzC3C5jl/q0+j2ocK/U6Ogsz9e8wf7VhASZpDAdJI6h4p5BZqMqEjfQyCfKNja+s62fj5cRcI60rpWmAbN+MuzzumR2UqK1YgFf5Rz9irWVKKsdAw4lsOC1/fgld/cIrvnD+sPoeqcAysXTQQAeH0c/rjxK7EjQ+CCgeFAUWTI0RadAdZ5FMxmhf+rnYu0jhMMB5vVhPLZY+Bs9OBqvUfkhp398ZpssxZhN66H7x7GT933LykXJOXrANqoAn7JAyd26AF8OsLv3dDDKuvQa34+bT6JyAUKxtjhOLD+YF/Ky5T6as17I3yv14taw5ELdi/DMli37bhqeyyIJAjej25QgtufeHAkfqyphzXRgM07z8iYegDwSwn3Sf7bzWXt9anbg9lIg2FZECpjwi31wTqPT5cuXW2pULGt9NvM7WFF/9s7PQmXahtks5QE3rhaeiRJiLHAykVFSLUa8eycsbjWwE+C+OuOKtw1bgCA0LF2OD5QyggGw4S107jgpylANl1Jj5ljo5DtH8EF5x8HsW1Am7sr7RNwOF1irCt8owden9ElUdzobd224/jtgyNBA/B4WXGwUap7xt8IgO9fUPt9h9Mt+2Z8YS1fr4RvzBkTBiLRTKOsdAxoisCPl+vR5PZh884zuHNsf5E5XZTXT8b+r3Y0YcnbzcuTr5dvw7Bjpe7du+OHH35A7969ccMNN+Djjz+GzWaDwWAIeW9RURFmzpyJBx98UHa8rKwMDzzwAKZNm4YtW7bg3//937Fu3bqQ5zqKtLgFHMdPBQ1c196Std0URYKjCPgYDj9daQBFUaDA796ktb6dAgfaQGLhrDy84O+YS7dZkJJoklVq4R5bshlFef1AEBArTYVGY2Y20n7GFCnpEVe+B5fHp7m+P9z3IPS8gwDAEWBZFqR/5sn1sn4+XAXaopTJxVGkjPVIotl2hE6MlCQjkixGkbmUbrOg6pxDtjPtfzw6VtUmaIoA7WeG1dS5VEeLKIrAmQt1sGf3wG8fHAmCIFB57CIokgAFAj4AbpZDqtWIF+YVirOMWjra0plGbTqrgvK5oO3f1GwjGGuEA5CcYECjm1XsVFvtkPPIqs45/DOKm3fdCuTZCUsGAODjA98rAjGhI9odEIQJda1vRhIoksQDdwxC2Sr5jG4pn0TtvVAgwIHAsl8V4mq9B5s+OSnuUir4v6CcQg0uCUny6er1RKlwOXJa7Dy1dpD0z0xWa49dHp/4t49hFew94WPypcfH4dnV+7H66Ymq+dNm0JBIMJFocLNgGBarFk/Ep1+exzv/qJLlgaJIgOM7ggNnf4bkQEXwLq7ndluXLl3hS+pX1HyS1neRMPhmMlJ448kJoEiApknR/1bMK5CtrgKalz5q+f7mGJsAwwDb950VZ0vPnJyFRIsBHi+j6l+F/AjtMUUSMFCkOBuPpkhQJAG3l2lx/BrrGFj4/WpHI+D/BrmeY4uQcQQHfHn8J5SVjgFFAgwL7Kj8DlMLM4PeL8SizkZv0PaVpuTLb7W49z9U18u++8S4MsTvazH3rtZ7ZO9BqFezp2Vj1ZZjst8SBtgr5hUExPtkkI06WjYoGOv60VJR5eXl5eFcaLFY4HK5cMMNNyA9PR1PPPEENm3ahN/+9rfIyQkO1ezZsyesVivWrl2LqVOnomvXrrhy5QpeeeUVvPTSSyBJEgMHDkRFRQV+9rOfobGxUfNcpDvwNjV5EN4C42YlJprQ2OgJfWEI0SSBvOweOFhVjQaXT5wOmmCh8cpfDuK93WdQ9X0t5s4YAauZBhth4MqvI2dQ7WjC0rcrseGjE9h79CLs2T2QZKYxOqu77Lcfvy8X67d/i6wB3dDQ5MOugz/gl3fl4O5x/XF7fj+QFIHhN6bhyKnL4j3zi3Px1t+P4PPDP+LmYT1QlNcHl+uaYM/ugfEje8Ge1R3VtY24ctWFdJsFuYPTYE0wYvWWo1jx9yPYd/Qibh3dG/nDeuCQJC/FdwzCgF42vLbxkOw9dEkywusNXXEEfsDabd+gZ5oVS9fwz7/v6EXYs7qjKK8PDnxzSfy9xSV2JBoohLnaPCyp2Ulioilq6Yey3UjsVGqLvdOtmDllKF7/36/Fd1ZwUy80uhmUrdqHg9/W4JF7c9DQ5MH/mzgIyzd9jS27zuCL4z/5y8iAm4ZkyMpzcYkdFiONfUcvosHV/NGZbrOgKK8PVm85gpmTs/Dh3rOYOTkLR08329iiEju8Ph+62RKx7oNv0CWZ55QN6J0Kq5nGZacH5av2YcNHJ/D54YuwZ3dHkpECx/CduCxJgAFAUCRokghZxoLtCGnuO3oRedk9kGCio2ofgYqWX2krtbXtRvr8av5TqMckoDi3qMSOtduOiX5HKFOSJGTlfam2AZl9bLLyHzm0O67Ve3DEb5eC0m0WTCnoj/3HfkKDyyfy6spX7cWhqhr06Z6Ecbm9MWF0HxSO6Il/GXMD7hzTHx9Vfo9vv6/FfbcPxt//eRI/mzAIUwv7Y0pBfyRbaPh8LEiKwl5/fRnc14ZfTB6K5Zu+xsYdJ7Hv6EVMtPfD2Jzu+PTgBfHZD1Vdwvp/nMAj9+bI6tDiEjusZhq1DV6Ur9qLLbt4nzpnOl+P580Ywb+3gHcRaPtGA4lRWd1ldXt+cS6W/+0w3t9ztl3qSSQSbKo9/K6W/QazU+E9afmc5AQDMnvL28FH7x2OzZ+ewt4jP+LRe4fLyuKpX+Qh1WrCF99cwi/vysKQG7rCSJOifQI8uP13Px8Ni4nG5LH9kWChMfSGLjJ7mV+cC4OBxM0B7fLCWXmgaQKOet6ONnx0AvuPXsR9tw9GtxQzLtU2Yn5xLrqm8ptRLXzjMxyqqkFmrxQsebsyLH8aybtoaWzUGrW3n4627SYkGKOe/8REE9Zvr4r4vgfuGBL39z1wx5C4bpfjRbGOd0NJ6le0fFJyggEjh8rbt8fvy8WHe89i3s9GgACB5/+0Hxt3nMSl2gbMnTECh6qqMWxAN1R9X6uIDW7P74e8rAyFDyVIYMSgbnB7GP+MfgKD+tnAMBwAFiRJomylun8V8jN3xgjUOBow0d4PKYlG1Fxziz5575GLyMrsihWbjrSoXY5VDKz2++u3V7X77wMdK97lOA4mE4VeGVZUOxrhYzhcbXAjZ2AaEs00GB+rev+iEju27j6NCzUNGNIvFbeN7qtoX5MTDAAHsCBgNtEYn9sbE/P6oEuyBWNylOl9efwnfPu9Q/xbaJ8tFhq5Ad+Fwu8nWYy4eXh3jB6aIf/2m9WcP0HpNgsm2vuiT3oyCkf0wEeV58V6umF7FSiSQO7gNNye30+M9y/VNmDs8J6yOEhI63Z7X9UVBcEU6/oRSsFsN2ymXqA8Hg+8Xi8SExPFY19++SVGjRqlec+ECROwYsUKDBo0CEePHsWCBQuwbds28fzkyZPx0ksvgeM4zXPZ2dkR5TOWTD1A2dtLUQSe+mN0eG8cReLcJSeWbzqszuQB4AOBy1ebZLM2ykrz8eHe71SZaKlWIxgWYBgODmcTPF5+VEjo1X/k3uG41qDkQLEsPwOkyePDO/93XFxHD0D8PekIwYBeKa1iNwn8AIE9EZjOC372VFv2sseaMRKpnQq2yAEKllJZab7Mjgb3teF3Px+Fp5erM5cERmJaqvn/s3fm8VFU2R7/VVV3daeTTtJJSAiQAEHWGCCBdAwJgmzOgIrIGwg6Q+JM2OIAOr4ZCegDRYjL6LgzIirgKKCDCoLOIOACqCQsshMgrLIkJOkknXR3uruq3h/VVanqqsoCgYD0+Xz8SGq9fevcc8+999zvAa3noaThZgPq3V5FEhiBOTYiNQ7jhnYXI/fcXgY6isSydQcw9f6+mpw+KbOsoQy8fvtncJ6XY0V4E2D1tmI3BZh6Lf/9zc9+y3M71fQEkPP3tNgis7OSwXHwY3dYYQmlwTINZVj6+X7ck5mAqPAgXKqow4lzVRjQO0YW9Tz3YSvqnB58s+scrImxCAuhERUWJGOQSVl+WnZMyCRuMRtQdPgS2lmCsXh5oRgF0LGdmY8qAB9lq67XmeJ7m6P7DXweDucv27F60zE/rt/1ZZw1JjcCUw9oelVXu94zVftBYUU6LTEGk0cnoqauHi63F106hGL9dyUYnZEAguC3vHgZFkaawrvrBXB7V5ku5mdbERKsh8fDgiT4jOYUBZRXuXD4ZAWGDogDx3EgCALf7j6HYQPjNftmDhx0FL86PvdN/vc0xerxl5bWRYCp13wJMPUCTL1rJW3t7zYlUruibZMafFdLqAEmgx4ehoE5iAYIKPh2aYkxyB6TCIOeRI3Do0gyEBlmhMfLgJPsFCJJArSOxJlLdqz/XskD0/ZpM/k/CA7gCFAUcOxstbgzQLCN/rtnXluzFza7q0V2sq35pW39fuDm83dJWofzKozdju1CwPqi9xWRqr6stCRJgCQIzFHhNz73SCY/ppclj7EiItSAJWv3Kcd5ITy/93KVS8bB5yhKwc4PD9EjMszkG3NuV2S/jW8fiovldapJE212Plliu3Ajauo8qHN5UOtwIybCBJNRjyVr98na0LghCRiSEodVm45ieGpnhIXQsJgNCNKTLU7ydiPoZ2PSKkw9f6FpGjRNy45NmTIFe/bsudJHXhOJjAy5ovtas8FLpczmUA0RBUG0+J1lNgeMtE7zeREWE8psDsWWMiOtw/DUzmJDEu5ZvLxQHFwuzsvg+WY+sKUwU+71suKEXs94C+4d3E0GuXz8oQGosrvFffzC+/z5eUvzh2uGysY2ox6EetTiBHAEEG0J1ri79eRa6QnQPN29kver6aC/HhWftYFhtPhanMg7+MPo3iJbMdoShL88OMAHcydhMRvgYXj+Xs94C4YOiMPTy+RZvtpHmrDzUCn+dB/bqE5KdUfQb1AkFi3fIbt+0fJCvDjrTrSL0P72rdkGWyrX+vk3imjp7rW0q2r8DxBEw799omUzSILA8o2HsTgvA5dtPDv07U/3ixNaS+eOAAhoOukyvX2/EDMn9MfmonPYXMRncH73yZGIkNikMpsDKzceQUFeJrxabY3jUF3rxnvrD6H4rE2cpBS2WL775EhEW0zi89T1GuJ7W6L7ZTaH6paj69FOWiKtXZbG7O6Vvkur3pvi4Ow8VIr7h9yG/Ld4Vs2yeSMwoHd7LFt3QBUeHRZikA1My2xOrP76KCaN6qXIihceQqN310hx4UawySC02T5TCzYDgAy/odWetPSkpXXRFvp2I+l3S0TQ3Zu1/G0lgfpqnrS1v9uYSO1KY/wwNZb3u0+OVM0uuvNQKf5neA8seGcXnvtzJhbNyADDsGBYwBysh8fLoLzKhZc+3C2blGgfaRIX65rr0zIsB4oi8KdnNyt+25/uY8Ux1x9G91Zw1T748kiL7GRb+sA3wvtbW66Hv1ta2ZC0BeDr69XVe7E4LxMxfu9hWQ5nLtXg2fd2inqycJo6HsnLcqJvIBzz59r5j/NmTUwWg4SmjuuLdu3MuFheq9q2eF4637YE/Rfkn08MwwdfHsHivAywLHD+sl3GrVy96Sgm3d1LnHOItgThyT+mAYDiPZ99dxLj7uqOB+/uhUV+13duH8ong2mm3Mz62ar84ZYE/cXGxqK0tBQMw4CiKDCKskqJAAAgAElEQVQMg7KyMsTGxoLjOM1zLZW2jtRTCKXOseE4DmWVdZoRZWoz+AA0972D41BV7QA4vuHodSRAEHwWGJKEyejWHExYzEZZxIpw7rU1e/GshJs2flh3xTUvfbgbj2aliPvotcqoxW6iSEKs+0ajH3z1qAWiJzigrLIuEKknEWmknn+dqX0jltPghVAEls4dAZKQR/yV2Zx4+aPdeGbaIJy9ZMen3xzH5NGJiLYEqerKa2v2YtGMBjaCFhNByjQTygCOQ73bq3p9vZtpvF402iA47pqu2Aci9a6vXU1LjAE4nkEzPzdNjDizOzyYMjYR1sRYMULp2JlKRIUH4bFJySBA4PPvTihW0imCAFTsopaTHhMRjPf/byS8Xg5eH6S3srKuIdKQpjDl/tvBsCy8jAYnjyBkf0vtqlRn9TQFSNqrdDUfHFBV7YCb4fmB44YkYIS1i4zLoqr7zWgnUhutI0mQFB89dr0YJDdKpF6TQpGaPBstDo0QjRkWYsDcHCu2FJ0B5+Pq5I5NkkVR8454kax/FkSImpdeW7C8EItmZOC1NTsVNnlxXqasvQhlokgCf581GKHBBnDg8NbfhuHTb45r9sHgOFRW1qn6LdLrhd9Jkur9zbW2y/4SiNRTyo0+kLlauZH75RtF2trfbVIk/ZU/P8zL8NxPklTndoLjkw6pnTMZ+AlCr5cFywFnS2tx5FQ5xg65DQAhTugBDRMtwgSK1uSi1KeV8q3B8Syx/j1iZP2zMF7S8qNnjO8r2slmscDayAe+Yd6Pm8/fZQn1RBMsq6wzjiLFCT3hugvltap1TmoklmRZiDsFhGAM4dxra/aiIC8Tv5TVSPSOUn8+CRBQ/960nuIZ6iAAsLJF5BGpcZg4sicYhsX83HR89u1xbC46h2ff24mCvEzV53k8rDihJ5SVv76FEXbXWT9byu9rTHfJ1iwYQTR/JjQyMhK9e/fGhg0bAAAbNmxA7969ERER0ei5m1104Ld/RVt4NqCwsvPiB7uR/9YO2BweHkAtEWF/d/5bOzC1YIt4HU0RiIkwYXZWsux583KsMOhJlNvdyH9rO/6xai8uVTqQ/+Z23/3bEWTQifcIEm0Jgpdh8YfRvVFTpz7pJ0z0ANqrYZFhRrSPMqEgLwPzc9MQH2tGvt9vNhhIxbH8HCuCDWSjv1moG5oikO8b6MyaqPz9Lo9X895bUaT1+eIHuxU6ExNhwjy/72EKohTfaG6OFfUeLy7bHKiuVdcRu8MtRpKQFDBrYrLmhF2t04M52an4pawGFrNBVSelxwU9oSlCzODsfz3ZxGcWdEftmQG5OcX/mwrsu/y3eJu3ZO1+TB7TGz3jLTDoCfRJiMK8Jbx9mLdkBzpEm7Fs3QFMf34r8t/ajqxRvfhJQUCMglq16Shqneo6rzbxzHEcbDX1WLbuAGY8vxVz3tyOKp8doigS1bVuvPDBLhAEAQ/DKOzYrInJYDiW51GO6Y35U+7gByBoaIs68Ntly+1ubNhegjnZqUhLjMEfRvfGsnUH8MQb25H/1naU291Y+vkBfLPrHO5M4SNmpz+/FU8v+xF3psTBoFc2mqbaib+NnvPWdlTUuFBa6UB5tQv1LMdPNgYENEUga1QvLFt3APlv7cCydQeQNaoXjLSyH5yTnYozF6sxeUxvLFm7H3kvbBWvp/UkBid3QmWNS1UPhcGfVLRsr1pkSpnNics2h6y9CN/95HkbXvhgFy5XOfDyh3uw4J0fMTqjK85crFb0J3N9eqLltwg+UM94i/g71fqlgF0OSEAC0hyRjq0KD/GcOsHevv7xz/AyHL7ZdU52XLCrG7aXgAWnaqP1uoYEQv/ecgxbis5gRFpnXKpwoLzKqRkRKA06kIrUp5Xav6kFm7H08/3okxCl6J+DfeMlLVveISoENEU0OW5SqyuhTII/cT2krd9/M4qeUh/v6FX6R7Wo99WbjinqPD/Hiopqh+pz4WsPWj5vebUToSFG0DQFL0GAJIH5U+5QndvYsL1Edd7DVuvCSx/uwU8HL8h8lxGpcRid0RXzluwQ28HojK4YkRon+i5q+sOy2rvLWiLXUz+b22abK1fM1FOTlJQU1e23zz77LDZt2oTy8nJYLBaEh4dj48aNKCkpwZw5c1BTU4PQ0FA8//zzSEjgM7k0dq4lcsNF6kE6K4tmMYsa29+tA8TstxwH0DoSDMPBK+EhjR/WXcGXSEuMUWzJmTUxGQSBRhlPUu6U1jUzxvcFADy9bKfYGL7bc07M/GR3eJDQMQzFpyvQq0ukmEXyqO9vgmGa3NPOUSSWfn5Adb8/RaHVuIWNSVuvXLZET/3rU43JBUC2WgAQCkZCWIgeDpcXS9bux/zcdNkKDsDX8/zcdDzy4lZEW4KwaEYGlq07gCn3Jyk4ftGWIF/YNQdaT4GkgMqqeplOzs2x4tDJcsXK5T2ZCaAoQmSSCdfzjIlgsI0wFKS6I12RFdgQ10oCkXrX7vf7f9PQYIOqbi7OywABolGOmfB3QV4m7wwQgK3GBZblNJ/79NRBmL+0AUMwJzsVDMv5GCDB+KWsFmu3HofN7sLfZw+Gx8PB42XAsMCFyzXoHBuGd9cfVOikEGUVbeHZJxyn5IRyFIX8t7Yjd2wSthSdUaysSn9fx3YhqufUWKZNtRM1mzJ5TG9Ze5ybY4WlCcbl1cjNEqnXGEdOamOFiBKLOUjDN8gUv7Va37soLwP2OreMqffs9EEiIsP/3Y21A2l7OXnehn9vLdFgOWWCoqDINKnNeMwQz/vzXYV+SWgz18Mu+0sgUk8pAaZeQNra322O+HOj/RleHduZ8eQ/lTYpd2wSunYIVWVIL5qRgVqnBxfK7NDreU9ZryOwZO1+TTv8aFYKDDSFjzcXKzAJT0xOBcMwPtYYJ7N/TbEAtfr2R7NSEBPBT0A0lwXW1tk9hfeDIACOu+7vv9n8XSmDWT7eCYHbw/jtlCBV+/Y52akIC+axSBRJYNm6A+L2Wn+WdESoAX97fZumjgvHF0xJR94L/Hhv3sNWhIUY4PawCv/l5UfvRHVtPYy0DnaHR/SHBX/jhT9nQK/XoWB5YaNjy6eX/SjzIaT625jP0VIf4nq1jyvh910Tpl5L5Mknn8STTz6pON6tWzd88sknqvc0du5mF8a3FQsEocos8k/BrMWaYViOz+rC8CGXkZEhOHWhWjFRZ6Apxf07D5Viyv1JyB2bhHaWIAQbdXh3/UHcP+Q2lNmcWLv1OGZNTFawG1ZuPAIAmDmhP2KjgjEnO1U2gHhsUgqWbziMnHv6iOUUtqdJ99IvzR+OFz9UTgAvzR/ON55GfrNwXn3//nAwLBq991YU//oUmFxL84eDYDgIw3kCPqPAcPAShKKOC/IyRP6e2+NV1RG3h4e2ltmc4ADkjk3CvmNlyM+2omBFoaxDevGD3bDZXZibY8WStfsB3/UCxDg4iELn2DAFiw8EQDAcLGYDZozvCyPNT+pazAYQTWRK1NKdP913+y2rHze7+H9TKfNLEGGFT+B7+J+TckB5e8GCoghcLHeIOp6WGKOwefk5Vmz66RRyxyYhLIRGWLABDMvA6WbE5DOC3h45VYGK6noZcHtOdirKqxyqiywffHlELI+XYaHzOb+QtFnGtzppNulFBpvW76NILdvIKnS/qXbib1PGD+uuYL4sXl7IOyeNf75fvWj3Z6xYxwIv6aUP9yh0oPisTbxeq3/+6+8H4u8f7EZcTAjm56ZDryPg8XL4bs8vimvn5lhB+aKoVflMvvJ5vSymP7+1UZYTw7KizZXqJqOxrUfwWwiVa4R+qSAvQ/QXAnY5IAEJSHNEGFsxBAGL2aiwWXNzrLCYjTKbI/SNWjaa44Bdhy/hw/8W4x+P3gkDrUN1bb1ohx+blIJ/rGqw2bOzkkHTJL764RSGp3ZG+0gT5uemw1HvgcVsgL3Ojcff4Bmp/n6KNguQFflmajZ7xcbDePyhFPF65f3KsY9QV/7+xPUS4f3C5Nf1fv/NJm4Pi5UbjyB3bJK4yLpy4xH88b5EPPHGdlH3Vm48gnAzjfwcq8zPnDUxGW9/egCPP5SC6c9tQYGPmQcAH3zZ8NyIUCNe/mgP/nhfoqavMSfbirc/5X1bAVVXZnNi0fuFPu4zp5jbYFjlMQCi3/23N3ZgxYJRWDQjg8eRqe1E8EX5CxNs/vqro0jMzbEqAkN0QIv163q1j6bmOloqbcbUCwg0eToUSQAMJ84Uk9Bgm5EEKBDibHKV3YV6jxfPTBsEluVQUe3EF9tKRK6Z//0cxzcok0GHr344hcmjE6HzhfgWn7WJDT0uOgSXKuvEwQUAvP7xz5idlYx24SYsnDYIjO99yzcchs3ukrGfymxOdOloxrvzRopReTq91m8nAYZpum40z5OgKO36QhMTPr9W0aovWs9HdqpmF1XhHrrcXpiMOszPTYOB1sHtZTBzQn8xQ/IX20owPLWz+HyPh8Vra/Yia1QPhIboMT83HRQF1Do8CA024LFJyWL0XdaoHnh62U6s3XocfxjdGy9+sAvzc9NVGSJ8pjAOwXoK8THmFq2mUKQ6O0VLP9p6RTMgTYu/fmtxvkiSAIGGa/0zyfWMtwCAj3FDAByBL7aViM9pmDTMhMfLgKJIXLhsx5jMbuKEIUCApPiJb2EAIejti7MHo87hxTNT08GwwGffHsdzK4owPzcdmwtP+xwaPmPZp98cVzDNBP30z/wr3eqj9dvtvjbXmN1trE79y+F/vjE4+a0+KdNYfyUc9+clWcx8ZsXZWcli1BqtpzA/Nw1GWgeW4zBzQn/QegoRoUb8/V+7RX0ps9WhQ7sQlNnqsOtIGXYdKRMnnc0mGiajDgzD4YttJcgdm4RO0SEo9evjoy1BYFj+/42xnCiS5LPiQm4XaT0pllW6Mi/T40aYgg11dOv22wEJSEBaLhRJIGtUD1X+7eMPpaC61uMXGW3U5Hx7vCx2HSnD4hkZCA7S89dFBInc0eUbDmPmhP6ICguCXkei1ObAO58dRPFZG/afKFfsXLlc5RL9T0uosVl+i1A26bhM8Fk++/a4yOSjSJ7dquABN2JDA/7tzSEUScBmd8mCY6ItQaiudQNo4DlKA2gWTElHncsDk0EPt8eL7DF9QOsphZ9YfNYmRufnjk1C8VkbqmvdqjpnNtFwuj2i30xRJHrGW1B81sbz+EEA4LBs3gg43V7U1nlgd/AT2mr+gLSvr63z4pEXt+LNvw4TyzYiNQ7jhnYHRQJ6ioQpzACPhwNNU4qstgzDwmLSoyAv46bR56b87BY/b8GCBQuae3FNTQ3++9//Ytu2bfjll1/Qvn17GI1G8fz06dNbXIBrLU6nGy2dawwONsDhcF+bAklERxJITYzFnuIy1Lm84qxysJ4CSfI8mgXv/IQ9Ry9j2gNJOFhSLrvObNShso6/Zm/xZST3jIaj3ovnVhTh4y3HcehkBR6+JxEGmkT/HtE4WFKOTtFm/Pl3/XDfnd1QUeXCio2H8eUPpzBuaHf858dT6NHZggG9YrD/xGWcLbWj+Ewl0pLaI8igx9eFZ8T3CysCR05XoEdnC559byc2bD8FiiQwOysZqzcVo6LaBYAHs3eIMmPBOz9i9dfH8NPBixjYuz1+k94ZOw9eEp+Zn2NFqEkHxss2Wjccx6menzUxGas2HUWPOAuGp8ah6HCp6r2tJWp6EhxsaLXnN6W7LdFTtfpaMOUOOJxezH/nJ/G7pCbGwmTQ8QkEKJ49JtW73wzqAoog8Y9Ve/DxluPYf7wc6UmxWLHxCH7YfwHZY/pg9aZiUCSBOdmpKDx0ESPS4vHGJ/uwatMx7DpyCel9O/ADvqU/Ys3m49h15BIe+k1vdIgKxg/7L+L3v+2NJWv3oczmxF0DO+Hz70pkv6XO5cWQlE6o97II0lPgGBYkAILjmvV9aT2JhDgLXluzF+u3nUTxmUrMGN8PZqMOrJ8RFXgHCzTqqCVyvezKlcq11t1r+fv99TsqzIDf/7YP9kr0fXZWMpb8ez8iwwwYnZGAKrsLvxvRA0vW7sO6709i15FLmDG+L6y3x+CVVXvF7z15dB+cL6sV7dn5y3XI6NcBj/7jO+w8eBEjrJ2xcuMhnDhXhc6xoXjmXV5XjpyqxNRxSThfVouosCDMntQfrnoWz763U9T7h+9NRE2dG0ndohDbLgTPLOPvLTp8CVmjeuJ8WS0okpDZL3+djIkIwgN3dfct4PTBf348hcmj+8jabX6OFV9sK8HJ89V4+N5EWb3k51hhNlIK3W+pDc7s1wFHTlWizuUVnxFtCcJIazwfUX4NRNCp62F3r0Z/terSbKQwsE977Ckuw93pXfDpNycA8NtQc+7pg9c//hkfbzmO4jOVyBvfDyw4/P1fu7F+20kcLOFtb2gIDbeXxaafzqBTtBmTx/TGG5/swxqfDk57IAn7jpfjh/0XYE1sD6OBwrvrDuLYWRvGDb0Nr63Zi33Hy5HSKxrf7vlF1l6++uEUskb1hMmow7rvT8p+U53Li0mjeuHjzcX46L/FMrtIUSSqHR68/NEe0cZOeyAJv0nvAhPdoGtq9SL4D/56f73ketvp1tZdk4lu9fIHBxuwalNxi+978O5eN/x9D97d64bul28UaWt/tyWiIwkEBdFYs/mY7HinaDPuuD0Wr/p8v0MnK5Ce1AFv/Xs/bHanwmeQ+rCvrm7wCRITovDljlOYMLIH9h0vx3d7f0F63w5wur14+cM9OFtqF8ckFAnsLS5Dfo4VPx8rw6GTFaLd/fmYfGzn9ngx/YG+iv75yKlyjLB2xsGScnFcZk1sj69+OIW7BsbhjU/2iWWbMb4fquwunL9c1+TYpzX92yuVtvKLbzZ/V2vMKx1r17m8GD2oC7YUncP5y3V4YGg3VNe58fzKInz6bQkOlJQj6bZ2GJzcERu2n1T4idLnlVU6MHVckkLnaJqE08XgrX/zfvPOgxcxdVwSSAK4f2g3LH6/UNSljL4d8fOxMuw+Woqe8RH4xyq5PzB0QCf868ujoEie3/zNrrM4esYGg57A73/bByYDhRHWzlj0Pu8z/3TwIlJ6xWBz4Rm0iwyB2aRX+K0cx+8EaMmYsC2lKT9bTRrT3WYz9X788UfMnDkTXbt2RYcOHXDx4kWcPHkSr7/+OtLT06/s11wHuRGZelLRWiVpDgNNun98bo5V5Dyo8Rgois8vY7PXq27xCjfTmDw6ESTJl4kiCXh9s9vlVU58s+scMvp1QPuIYNA0BR1JwO1lQRIEdDoCXi8HxjfQc7m9WPDOT+I7FudlqPLUCh7J9GWn5H+7QU/ALRkQNrWCxJ8nUF7tRHWtW0yxHW0JwnN5meCgHoHWWtLWjJErzX4r1AkBAnNUuAtq3EIhoi0kSI9XVu9R3LNw+iDY69yIDDei3s2CIODj8kH1288Y31cWii3oKeszwlMLtvD3ajBGBJ7DlbASWsIwuBLegZYEmHrXi1XKR68JrDIhCknK9/jrQyno1SVSlTuippv+vD21vwFockgNNIWwYIMqs2fBlHQY9JRqWRbnZYLwi4Ly10khM6qUL8pyLEwGPViWA0nyiRrcvohco4GCx8OJUdM0BcWKp3qdatlg/rxBT6Gqtl7MPiZudwow9QBo16XIFpKwHhdOS8frH//cLN187pFMXKpwgAOHaItJVccWThsEHUWCoggsWbtPjOQYkRqHB+7qDh3FZ4ZkWc732wk46nl7DxDgwOEpFS7f4w8NwBNvbBf/lvYdanZTYD8RGjrUFhmU/SXA1FNKgKkXkLb2d1ssFKXwbxfPyFD1X2dO6I+n3v4R44YkYHRGAjiOA0nyydg4Fprs0WXrDmBxXibOldaA1lNY/32JYgfIlPuTQIBAkIGEs54BBwJzJc/rGW/B7Kxk2B1uVNe6UXjoIqyJsWIk3sovD2F4ames3XpcHAPqSAIkBXgZTn1slZfp698bt6Gt6d9eqbSVX3wz+rtqPq5/VKaUiavFzZ05oT8iQoPgYRjoKQqOej6ab+WXh2TPS0uMwdRxfcEwnOgfUBSJ/DeVz1wwJR0L3lHnWNe7WVVG3sJpg0AQBGg9iaraetA6PqCpotqJqhqXpo/ewNZTsqBvRmnN7LfN3hWzcOFCPPPMMxg9erR47KuvvsLTTz+N//znP819TED8RGvfdnMYaFIejbAvXW37E8tyYvIJYUJPOPfamr1i8gspt+x/fz8AQQYdFr67Uzw2dEAcXlm9l09B7eUg5DVkGAmLjQWC9ZQs/FVzz7iPERXrM37+48qm9rQzDAuGIMRBhfTZXladP3Uri399ehthHul81/lzvhZOG6R6T2W1C/lv7RAnMYRkKo9NSlG93kjrFMcYlsXUgi1i1iEtnoMwEX2lW/tawjBobd5BQK6dSPXbK2GVFeRlKFgeL364B0vzhzdbN4XstlL9k55vzP7GRJhQWukAY1TPzKWjCECDdcdyHCgCqPc5Uzrw//bn8GjxRXU+5qpHYqO9Lq/EDjDwNGIcm2ODhfOM24vwoJtr68P1FM2+3nec05GirYsMC2q2bpZWOvDK6j2Yk52qmdEWAEBwcHtYmZ5sLjqHzUXnsDR/OHIXbVGUuSAvA/lv7UDPeIuCVTNrYjLeW39I9h4p81atHAQBJTNYVi8MWKbtOE8BCUhAfh1CgVPYrMhwo6pdigzjk0x89t1J3JncCRwIPOfjPz//50zVewTchJdhodfxE3r+STHm5lihB8AwDFwORpMj+upqHmUgLAruP1Eu9gXFZ224f8htsjEgGBYsA7CaPjzr6/sbt6EB//bmEmlfyREc7h3cDacu1Ij6JuygE3RPKxusjiJRU1eP/Ld2iMcFbq70efcO7gYAsuQyWrxqHSXXRQFt4/WyIAl1/xYAgvQEKlSCjcJDefyI2n0CG1qNBX0zSmvy+5pdH2VlZbj77rtlx0aOHImnnnrqKl5/a0ljs7F6moKbgRg9YdRkzjXss6b1JF5+9E6YTTR0FIHTF2vUOVIUAS9DAioG3GI2IibChIpqF57IHgiTQQ8CAMsBLMeK++gjwoyorHbhj/clgiJJ6Cl+oEhS/KSef9SHVEEpimo2x6nFddrK+9FvJWms7gRWY1S4UVz1o/UUGJZrlIFUZnMiKiwIT73NR3UI3Ab/LGSkX7ZugXf25l+HgaIILJqRgcoaJ1gW4DhgUV4GXPVeGGkdqmrrMX5Yd1UOnlobA/yzJDVfZwL6deNKY/ZU+t2a4tT4H3e5vbL3RFuCEB5i4BdUCD5jmBDxJ5wX9N+f1XjkVDkIEL4oKfX3URQJxsuJjB4p0wwch/wlDVl15+ZYYQ7Wy67V/n3XX0fbGr7dVnI1XCKh7+e4BsYdrW++btodHpTZnNi29xfck9lN9T6CAMARmjxRkiRlOiXsDAgLMYiRoOFmWjJhy0cJ+LcDkiRAUiQoRp1r63J7FSzgazX5G2BFBSQgt7ZYzAYszsuEx8OgvJq3RWp2idaTKMjLgMvtRbCJxpOSaGeBLSa9Jy0xBqHBBjz/50zoKRIhJj2yx/BM8hdmDobbhxCiSAL1Hp69K0TLU37+p2Brg4P0KMjLhN3pRlmlU+SbRluCYAk1ina4OUzS5vb9Af/2xhL/eQD/XRSy8xyBaruL55STgBBd//hDA0CSfNIIronxmvRc8Vkbdh+5hEUzMviAGR/r/N7B3WST4yQJVTaeTuLf+ifWmp+bploOvY5EPcOpBhstnDYIXka9/AzLt0GKJOFtRkTqrSTNZuqVlZXh7Nmz6Nevn3jsww8/RGxsLO68885rVb6rlhuFqdcYu0CnJ1Fud8uYcwNUmHP+XCWHh4Hd4cH5MjvCQ40IDzHA2idWxmOYm2PFio2H8M9PDyClVzSOnKpEp2gzpo3ri/vuTMCwgXHgAAQbdfB6OSx8l9+7XnT4Egb17YggIwWAgJ6isGrTUSzfeIRn4vVpD4Zj4XAx8nL3aa/Y52406pDSK0bBiQgL1oPxsteEVXQ9ODxtzRi5Wj3V5jzxrMa9xWUIDqKx4J0fUV7lRI/4CNgdboxK64LyKofI7Jg1MRk79p1H1qheuCezK8wmGkMHxGFMRheEhtC4a2AcesRbsGTtPqzfdhJHTlXirgFxsEm4H/k5Vuh1AmfvGHYevAhrYnus2HgE3+45h7TEWF806U/4/LsSVQ6eWhuzJsaCAfDU2w06mtm/AzL6dmiWzrSmfgWYeq33+5tiwUi/26kLNTJuzbghCZgxvh8YhsPItHhQJHD0DO88PzYpBaYgHX4uvow6lxdpiTH4y6QBfLZlAvjqh1MYk9lNZsuenTEIoSYDws0GpPSKxtpvjmPFl0dQfKYSv/9tH6zYeAjLNx6BjoSC2ZOfY8XXO0/jxX/tFvlnUo7eyi8PgwCBaeP6YkhKJ9Q63XDWM9i44xRmjO+HIQM6QUeSuDu9M3YdvrYM0RtRbgSm3tVwifQ0Jfb9e45exoSRPOPx9m5RuOP2WAUHNzzEgLLKOpntXb2pGMk92vFsxy8Pi5yc9KRY/O/vB2K4NR46ksTR0xXYf6Ico+7oIuOJTn+gLz779gQ27jiFaQ80sHHe+GSfjOcXEqQD62FAgreLt8VHKFh4G7adRGR4ED7671EFr2dOdipiLCYQBAGnh5HZ5NbmOF3NNwkw9ZQSYOoFpK393ZYIRZGocnjw1NIfsWpTMYoOX0J6UiwIgkBKr2gFb7bW4RYTVJkMOuw7Xi5yyqRsMcEnmDiyJxa9vxPrvj+Jnw5eRNrt7WEy8rgLEMD+42UAQWDheztlY6MVGw+jurYeE0f2xN7iMhkDtcE/7YgvtpXA5Wbw59/1w72DE1Be5cR/fzqNrFG9ZD7v1fqnbTl+EiTA1ONF6guojafVzo/OSADLsXj943346sdTGJzcCVsKz+CFD3bjh/0XkNG/A1L7xGDf8csKZi0BTuaPpiXG4IG7uuNieR28DIfqunr07Zk8/+YAACAASURBVN4OtU4PvCyHUWmd8bvht8Hj5VTZeAzL4a6Bcdh1uFTGRQeAS+UORV6AfN/cRI84C3p1icToQV2QlhiLskoHesSHo1/3dgCg8NHzc6w4cOIy7hoYL6uL682CbEtpFabepEmTsH//fkRGRiImJgalpaWoqKhAv379QBCEeN2HH3549SVuRblRmHqNsQukLB35OT7Dp9pKM0eROFtqx5K1+/HCzME4f7kWr67eC4vZiKxRPRAbFYJahxsECSz99KC4+j5zYj9U17rx6uqGEPHZWckAIB6TlmHBlHTkvbBVtu1MWD3S2kOvts/dEKSHy802RCLSJOqdnlap77ZakW9rxkhr6Kla3QmsxkUzMjBvyQ5YzEZMHZeE51cWiTrzxORUUBSBkCA9Nm4/iQG928u2HQhh4Da7C89OH4QnVXhMfAQg/15aT+LxV79X5ZYsXl6I+blpGrzIBvaHVhtT41C9MDNTM+tvc+roSvQrwNRrvd/fHBaMP++N8fHlbHY3CiSh/vk5VhhoEr+U1mHt1uMA+Oy3HaPNsPsgw9JtAbuPXMLoDN7RpmkSJEgUrFBySgU7KeXvCcwehuWg15HYsK0En313UvYbFufxGXDrXB4s+fd+2YpntCUI+dlWMByLF1buEo/Ne9iKsBC6TVlkbSE3AlPvarhEHCVnKQpRG/HtQ8GwPLPWXueR6dec7FSQJAFaR+HV1fz2rDf/OkzEZ/SMt2DqA7eDJEiFnrs9DF76cLemnW2Mw/PcI5mAt6Ffb2hfwPnLdqzedAzjh3UXt5AJ228iw4wwm/R4d/1B7DxUKusfpFGprclxuppvEmDqKSXA1AtIW/u7LRGt9v/8zExU1rhQU+uGkdYhItSIWpcbz6/YJfNddRSBJ95o2JqYlhiDKfcn8UwxkmyUxSvY2u/3nFP07bljk7B263E8+mAydCQJglBnTr8wczCqVLYkfrGtBFPvT9Jkkl5J39/WEc0Bph4v/r4AIB9Pa51fMCUdlTUufPAlP97y5z0/Oz0Dpy/WwGzSg+OADu2C4fYwMu602aRH+6hgXPDNI0jbQpBBh7+88j2iLUF4Zuog/N9S5Vhu5oT+eP3jn0XfVcpFF6RnvAV//cNAXLY5EBUehGXrDqDK7laMLZ/8Uxq8Xk7c/i60p3AzDYbhQOtJeDycRl1dPxZkW0qrMPUmTJiACRMmtEqBbkVpjF0AaJ3juQgGn9H15yoZaR0sZiMYhhMbYpnNKXYsuWOTsKXoDGZNTEZNXT3sDg/cHlY2eVdmc2L99yWYcn8SHpuUIobTFp+18aG2REN5XlvTkC5b2JcvOOcAxO2VHDjoKFLWMdQ7PTJuTr2TEUOJL5bXgaKoRoHtakJJ64UkYCAJPmy4RV/m1hbpdjnplqjcsUkgfdyCmRP6i0ZX5CQwLIw0DbeXweiMBBmcvcwmT61us9er6ne9h4GeIkEwDJwa7IeO7Ux486/DoNcRmJ+bjs++PY7NRefE81L2h1YbU+NQuT3NZy7eqlsKb2RpDguGpAjwH4uDl+FAU4CbgTjRIdxTsLwQ83PTsXh5oajfRloHkgA+3lys2BawOC+D5+ABCDXJk19YzDwHZHZWMn4pq8XarcdF3h7AM3vuSOoAvY5EWAiN3l2jcPiUTVx0GT+suzhwYFgWWaN6iBN6YnlXFGLG+L6yY4veL0RBXoYmR+daOe5tPSC4EaS5XCK1uqpnWVjMRuSOTRK3w67edAyPTUrG5Sqe1yRdzCizOfHciiI8M20QdBSBPl15ndHrGng2xWdtMOr1MjC1oOfPTpfzcASdi48JwfN/zkREmBEMy2JxXgacbi+qauqho0jYHR5w4Lf0CL+Bg4+lCA6rNx3D5DG9ERNhwmOTUuBlWH4rLkHASOtkizr+/YNWfV2PbxKQgATk1ycMyyns6tqtx1Ffz2Dppwd9fTxAkoQ4oQc02KbFeRkiNiZrVA+0jwxGWaUT7aNM8HjVfVXBzyyzObF601FMvb8v7kyJw2Ubz4aOiwlBQsdQnklOEHB7GdA6ChaznPNXZnPCq7ElMXdsEt9/SLbzNjb+aU7/HPBvbwxhNMZAAjdOel7ot80mPWg9iS+2lWD8sO5Yu/U4unYIxT+fGAaAgMvjBcAhvr0ZFdVOXCqvRUyESXz+bZ3CxT542bwRirkBoS0U5GXA7vCgzuVR9R/ahfPzDV6G8yVIJBQ4GZvdBQJ8wMg/nxiGKrsbsyYmo9bpFie7ASCI1qHS5RKPFZ+1oWB5IQoeyYSOIuCqZ0CSBCxmowzrZHd4eHD0FcqvxZdt0r85ePAgaJrGuHHjAAAVFRVYvHgxjh8/jv79++OJJ55AcHDwNS/ozS5a7AKDnkK9h9FkPlHgYHN4ZCs2c32z1iQJTB7TG+XVTlVj0C7ciHsHd5MlwHh6arqiUd47uJu4WiSNNLHZXZDqdJmtAQgfbQnC+ct20HoKj0zohzqHB/9YtUdWxsayHgqhxP6RBFFmulkTe8L2Gv96uZaZFn/NolWf44YkICpcnZMgXEObKFX9s4TyIcJqTJJoSxCq7PWICjeCokhwKpy7cUMS4PZyKFjeoL9zslMB8IB3f/aHVhtT41AFmCE3tzTFgtGyL8FGnaquUhShqt+zJiajyu4WHZMymxMV1S4Y9BS2FJ3F/wzrLnO0/O+fnZUMVhIMH20JQmSYEe98fkCMWpo1MRnf7j6HoQPiZPfOybYiLsbc7IlqrQmLa2UrAzaYl+ZwibTqKtxswOQxvRWr4yRJQkfx/6l9f1uNC/9YtQf5OVas3nQUk0cnyspAaSReIckGjo6WvgoR1vk5Vuw5WorPvjvpiwi4A7UeFoskv2Ge7zf87x8GwF7nlvkRs7OSsXzDYfzxvkTVskgnu1vbJgdYUQEJyK0rtJ5Utas6HQmb3SVOZCx5YpiqbWJZ+KKU9LKIoTnZPDaoMU6ZMKYSIon46PpUgCAU46wvtpVg8pjeiqhlj0c9QUBkmBGnL9qxpegMskb1kvk3/n1voH++uUSL8Syw54XzFrNR1U+NjTJh2gNJ4iKzoPNL/r0fNrsLz0xPh8mol+tljhUAsOtImWaSLY+HFZMgPj11UKP+w9wcK1ZtOqqIyLfZXfjLgwPA+HxhkuTbp3Ru4rFJKdDrSVn5pbteGIZF/psNfOknsgfC7WZbNO+gWfe/orZCNnXB4sWLUV5eLv791FNP4fTp05g4cSKOHz+OF1988ZoW8NciOkDM6glAVBqG5fDu+oOYNTFZcY6m+K2Q/is2i5cXgmWAiNAgvLp6rzhpIpVoSxBovU4R5XGpok527fhh3RXXvLZmL7JG9cCc7FR89u1x2TMFKDvP8jmGV1fvhY4kxYYlLaN8KkUuWhEzzQ3U06qXxt4ZEG3Rqs8xmQmizqjpijTMWyrRliCYDPygbUvRGYXuz8m2gqZJvLv+ILwAaArI97tmTGaCQkeeW1GEcUO7i21EOomh1sbm5VgRE2FStK1AtMbNLVr2VPiuWvZFcIykEm0Jgo4iVKPiXluzF+OHdZddW13rxuLlhRg3tDsYtkH31drHq6v3gvAtHwqT0sKEnvQd44Yq731uhXbb0pyoVpFrZSsDNpiXpnQRaKQfZznV1XGb3QWX2wuX26v6/YXkGAXLCzE8tTM++/Y45mSniteynLresBxEX0NLX8f7JqoLlhdihLWLeK600iFO6AnHFi0vxMkL1Th1vgbPrShSfZaWfyLo8LWwyc35JgEJSEB+ncIyULWrBEFgdlbDWIskCFXbRJIE3B5GnNATnvHcikJ4WU72DGHyQog0UrOrVbX1Cn/ktTV7MTy1M15dzY+3pM8qr3aqlsts0qPw0EUMT+2seJ5/3xvon28uURsD5fvmAQBArycwJztV00/lOGDN18Wa/TklwXEI5wuWF2LogDiMH9Yd5VUuVZ0TEsyU2ZxYvuGg2K9qjQeHp3aWvf9/fz8AM8b3hTlYD4BPfGGzuxTt8x+r9sBe51b1v6MtQfAynOxcTa27xfMOWvJraitN+jglJSUYOHAgAKCmpgbfffcdNmzYgK5du2LYsGHIyspCM3Nt3NLCMCwsJr0ke5xv+w3DYuehUlTZ3bJQcXMIH7Hmn/4c8IVns3zIdJmND+0W0p9LZ7i9jHK1Z/WmY7JMNmEhtOrzO7Yzw+P1Yv8JfkI32sJz1MJCaOSOTRJnzwFopqtubKtLU6HGTdZnYHtNq4pWfbIsv7Vq1sRk6HXqUSPCQNFf/9wefkCaNaoXSn6xYeH0QaisdsHu8CAsRI8XVu5G8Vkb/nTf7fAwLNqFGVCQlwmPlwEHaK4c6XUEFudlQA95eLRWGwOgOHazrb4ERC5a31r4rlr2hfI5Tv4RfKfOV6FzbJjqPWEhNADIVg7LbE7oKAKfbDmGOdmpeG5FEcwmver9UeFB4vYFAhAn9KTXSLdPSo+zHDAn2yqLFpj7sBW0rmFVVzphobbt1gOoohWu1lYGbDAvTekioF1XXkZdTy1mIzpEBaPG4cbsrGRZxImgg8K1ZpNeRBLMz02HXkdApydV9fzjr4txrrQWuWOTEB8TovpuIYKuzOb0ZdXjxUirR7kaaR2MtLoPYDbpsXzDYUX/MC/HijAzjaX5w6+JTW7ONwlIQALy6xSv1viCYbFy4xHMnNAfUeH85N1jk1Jk0T6PTUpBvdvDb7lVeQbHcuIzIsP4zLn1HgY2O59YQ21MpWU7BZ8hJiIYBXkZaGcJwosf7Aag7lO/u/6gyEBrqu8N9M83l3jcDKLMtI81rsx+66pn8OWOU/jdiB6q37W61o3hqZ1l/qW0P+c4dX3gOKBLrBkvfbhH0Rbyc6z459r94vU7D5Vi6v1JvP/QXn0XiTQCv8zmBAcgPiYUBj0BxsOKfbKWL+F/LCyERn6OFZ9+0xBg1DPegtioEORnp4LW6+Co98BWU4+1W483C3ui2IL+K2orTZaXYRjo9fxH+vnnn9GuXTt07doVABAbG4uampprW8JfkfizC0CRYuRI8VmbLOqJT5Ih30Yi7F8PC6FBkSR0FCHe++3uc3xqa4qAniKh0xOor1du67XZXQgz0yh4JBPlVXw4t1rIr5dh4fIwmDmhv8jU+XhzMX6T3gWLlxdiRGocZk1MBkUCeh3V5FYX/1TdOkI9tbyOImUwbi0JbK9pXdGqT4+Xg83uwre7zyFrVE/1OicIfLGtRDYp/cU2ntNYkJeJrbvO4uvCszAHG0UY+zNTB4m6TOspEADKq+Vg4GenD9LQTQ4mPQUvw4IhCOhIEiQFuD2syHki/NhityIz5GZhRFxpORtjwVAkibTEGNEBpmkSwQY+kURkmBELpw8Cx3JgWOCzb3nuXefYMFV9iwg14vk/Z6K61i1LgEEQwF0D40CRQEFeJjjfKqSqTfKJ26uNWtBqW29/ul82gNBRBCg0PVGttqVAila4Wlt5q9tgSoUv5293xGs160r53dMSY0CRBJz1DKrtbpiDaSz2fesLl2tlC2pCXw0A50prUWarQ8d2IXA6GVwos4vJiLwMC6fbg/0nysVV6IXT0lXLFBlmxNwcK7YUnZHhN4SoQf/r7Q4PggzqPoDd4UHxWRu+2FaCgrxMsL5kNToAjJuRs1z9bPnV2qwAKyogAbk1pTF7a7O74KxnMH/pj5g5oT82bD8p+q48C5TfHijcoxij6Ej06WoBQRBiosBxQxJ4G83wPHH/+7RsZ2iwAWmJMfilrBbL1h3A/Nx02OwulNmc+ODLI8gdm4SwEBohQTReW8MnRbp/yG3ijin/55EkAQ4k9HoC3npGwTWT9s/+Y7KWMs0D0vricTMy9rxH8jkoksD+E+WwJsaqfvuKahc6xQTjzb8OA0XyCaw2F55GaLABBXkZMl9DmsSKogiQJAGb3YXlGw6LbcHl9sLt8Yq6I7zH5WaxeHmhGLGn1udL/yYJAgAHxsOJfTKl0ka0dqBEhQWBoggxwGhEahx+O6gr3v/iIO4d3A0FKxqSbMzOSgatJ8H69Li522p/Tb4staCJMLutW7ciODgY3bt3x5IlSxAXF4cRI0YAAEpLS7Fu3To8/PDD16OsVyRXkib9eqTYFpTt652n8dBveotppQWlCzbq4GE5UASJzP4dUF7lxO9G9MCStfvENOqpfdpjUL9YVNvrcfcdXfDCB0VYs9mX3rl3e/x8rAzjht4me3Z+jhVrtx7HmYvV6NYpHF/vPKN4/5zsVKz/vgSffnMCI6xxMBloWMw0Uvu0R7BJDz1FYIS1Mz767xFEhplAkgR+m94FZTYHzl+uE1fiTb606GqpuEekxSMxIVKW4np2VjLCQwzgmuHE36ip2K91mvSm3t9SoSgSLEkABJDmV5+zs5Lx1Q+nkHNvH3SJDcOH/zmCyaP7yL7ZnGwrNheextAB8Viydp+Y5jx7TB+YTXq4vSw6tw/FyLTOOHupGqcv1mD+lDug15HgOA5uDwMvy+JShUMWSl3n8qLM5kDe+H6yMs3JTkWwSQd7nRvz3/kJq78+hh8PXkSfhEj8c+0BbNhx6oZNbX497Ioggn1Z4Kuj5qR8v9a6q/b7r6SczRGDgUJCJwteW7MXDpcHPeItWPjeTqz++hh27LuAO26Pxdais3jpoz1oZwnChBE98e76gwr9fvyhATDQJGqdHixZuw9nS+3i8Y/+exT9e0QD4J37PUcvY9oDSbL75+ZY8fXO03jj3/tRfKYSQwfEYfjATkjtE4Pf3NEFmf06YExmV4SZdOjfK0Zhq8+X1SClVwyiwoNQWlmHr344DXMwDaNBD4okoScAjmFV64olCSx45ydZmzpYUo6H7+2DkWmdEWrSg/Fe+STvjWSDr4fdlepvS/VWq67MRgoD+7QXj6clxiBrVC+xrzxQUo70pA744MvD+GbXLxjYOwbf7D4ns9FBRh1YhsP9Q7th445TiAgNQpCRQod2IfB4WFAUAYZl8dF/jmLauL74+Rj/rt+kd4Y1sb2iD3a4vFiydh9mjO+HAycuY0/xZURbgjAsNQ5pibHYf+Ky7Pod+86jd9cIxbm/PMi3EYokMHl0H6zadBQ9O0cgWE8puE8LbiBbfj3ttPC+1hKn0w2TiW718gcHG7BqU3GL73vw7l43/H0P3t3run7vm1Xa2t9tiajZ2znZqWA4DiNSO8NgoLD2mxMYYY1Hz84RWLJ2H4rP2NC/Zzv8Y9Ve7DtWjj4JEbhrQJzfM6yodboxoHcMKqpdGNy/I9ISY/H93vPYuOMU7hoQh3fXH1D4EfcM7opBSR1kz5o1MRmfbCnGxJE9sfvIJYwb2h3/+fEUskb1xMGScpwttaP4TCVS+7THO58fEBcTb+8WhS1FZzBjfD+ZvyDw0zbsOImUXjH4/LsSbNxxCtMeSML5slpQJCH2zzo9qRiTDejTHmaTHux1nsS43vZW+t7Wkub6u1cjtJ7EgD7t8cW2Ekx/oK/s28+amIwLl+2ICA3Cs+/txJrNx7HryCX8/rd9cODEZbzwr93oGR+O0RkJqLK7xLmEz74twU8HLiKpWxSGDOiIzYVn8Z+fzuDAiXKMTOuMsBADMvt1gLVPe7g9XuSN7wcvw2JoSieEBtO4M7mToo19sa1EnAdo0El5X2406pDi5+/+5cEBCDLq8POxy7LftWrTUXSO5ceQFVVOPHh3bzz73k78zzD+N1jMRkwb1xdDUjqh3sMgwmwU5xAIPYmLFXViOz11oQZfF57BsNR4fgHWJzeCL9sSaUx3Ca6JEu/atQszZswAQRAgSRIfffQREhISAADvv/8+9u3bh1deeaV1S9yKciVp0q9Him1pyvURqXEYN7Q7KIoArSPhcnvFwZgwQWYOpjHnTWUK55kT+iMiNEiW6U44Nz83HSu/PCRGq9gdHmwpOiPueQ8L0cPhU2AjrYeHYcEwnJhhdERqnIxrJgw0I8OMePOTn3Hv4G4KSCbHcaiqrUfXDqHibLlaKu4lfxuGV3z7/aXZqR5/aAB0XPMGmm0diaSmJ9c6TXpT72+J+K9ipCXG4E/33Q6CIHDZ5gQHDrSez8411/f9pNGikWFGVFTzUGGW48Cy/PWRYUY43V54vZxCd3Q6AnUOL17+aLdsdcVk0OGxV75XlPG9p0aCYxu+MUEBlVUuvPDBLoW+C9kU+UjXGy+1+fWwK4JI7YsgTdXLtdZdtd9/JeVsjkif++Zfh6nax4K8THgYPiKozuXBoy9/J+q3JdQAk0EPA036Mt0SfGQoy6HKXo/31h9C8Vkb3pk7Qpb9dkRqHP5nWA9U19WjutaNLUVncO/gbmJ0VVpiDCaO7CnyxwRnpn1kEGgdCWc968tuR0CvJ3DuUq1s6+Wc7FSs+bpYBBE3BvP1EgSmFmxRHH/rb8OwYuMhTL2/Lwjm6lbmbxQbfD3srlR/r0RvtepKOM5yAEFAhKlLnyvYtpceHYwgWg+SgBhluv9EOQryMrH08/24d3A3fLGtRLVvDjcbwLAsSn6pgdmkR1iIQWTuSPvgnHv6iGDsxXkZqKh2obrWLTKjskb1QMd2ZuhIPrteaaUD//nxNH43ogfsdW4YaR1cbi9iIkxwe1mUVTrFbd/+daRVj21py6+nnRbe11pSUVGLyMiQVi9/u3Zm3Pv4uhbf98VLY2/4+754aex1/d43q7S1v9tSkdpVhuHw/oaDsn5z1aajyBrZE7VOjxgF/87nB1Bld4sJAITst7FRIaisdmHFxsNiEqHVkoQAQgT8H+9LxBNvbJf5yUKk0ZK1+zB5dCJqnW7Rngo2ccGUdJGlumDKHTDSOj4CnOOZ68J75j1sRYhJD3AQs98yLHD+sl0RkTc/Nx2PvLhVtONCBBjDsKpjMsEnulqfoKVyve2t9L2tJc31d69GOIrE0s8P4L47uyEqPAgcC5mfOeX+JFXfQdCDuTlWXLbV4Y7bO6h++5kT+sPLsGgfEQyKIlFR7VQkoaBpEis2HMbw1M6SMaALLMshNNiAzYWn0btrFDpFh6C0sk6hk0JfzlEUln6+X5yb8DIsgoN4nwQcUF7tVLSR5x7JBOc798Qb21GQl4HlGw6rJuuw+LYAa+1UefyhFOj8pr7a2pdtiTSmu01uvx04cCC++eYbnD59Gl26dEFISIh4bsiQIRg9enTrlPIWE+ke7s1F57C56Bx6xlvwtz8MlEVXlNmc+GjTUfzx3ttV93zrKBI1dfWq5yiKwM5DpQqG0/1DbgPAh5g/vWwnAB4qvWzdAdlzHriruxheLjyzYHkhCvIyMTy1syokU3DGl+YPl7AdWEV6eYoiZFmoACF8HEowlFYdBrbXXJX4w0F3HirFqQs1WJyXgblLdjSkTQ9q4HdIt4n/c85wvPThHpnBfG/9IeTc0wdhIQYsXK7UnUUzMrDwo52y46+u3ounp6pvBWNZDrmLNsvKXZCX0SQL6mZkIbSm3CyMiGtVTulztTKBCs5BtIXnhaYlxmDnoVIZBmHRjAwsWcs7H/72MdoSpOCUWBNj8X9Lf5AdO3WhRrSLw1M7KxIKvPzRbizOywDr5pl7sT5n0MtRCpjwcyuKkDs2CTsPlYo2t8DnsPuL1paCimondh4qxZ/uax6/tDG5VW3wleitVl0JxwmKREW1S/W5YSE0esZbQIAU+2TB5p4rrQXDsmKfnDs2SbVvXjQjAwBEPZ6bY1Xtg4XtM2U2fsHmiTe2y8rz9LKdWJo/HGBYBOspdGwXguGpnfHCSu2FFq060qrHgC0PSEACcjUitavSPlnsNx/JQHWtG69//LPMnnIcJ9rPMpsTTy/bKdoyYYKiwDfWEfrh19bsxYzxfVFdy0dmFZ+1Ye3W4/wCodkADgSq7G7U1NUj/60dsnIK47jHH0ppmEzwMqApEnVeFr9J74L7h9wGl9sLvY6EjuN/m4fhsTIgCHEcJ32mwEPl7TgHHSfpc66SaR6Q6y8My2HnoVJfcpUfYDEbxQXo7DGJmgxyQQ/MJj0WLz+EhI7hmnMJT739IwryMmAJNaomoXj8oRTFguETk1OxdP0BABAn2B6blKKqkywLUOD1T21uYmn+cFAUKfM5hHEovzWeX1wX/BS1pCGCTwwok18I7VRtW+2vxZdtVvsNCQnB7bffrjguROzdqtLYzK70nI4kQVEE6j0MSJKAkabAeVj8cw4PieY4FixLAAS/HdG/wQ1P7YwL5bWN7l9XZT9Q6jy+kCAaLo8HwQZaPL9263ERkimsTukodXg7w3KIi9aGbPvvRaf1lCK9/P/lpuEvDw5QRGxRFAEWpCKK4WaYPb8RRav+9DQFp0c7OcbKBaPg8XAib0NNvy6W16oaTJfbi0jKqPpsLVgrSRIKsPvcHCv0FIlxQxLQu2uUOCHMcer6bnd40DPeImYS4yjyltWXm4UR0dJyNsaBkes6KU7SCRlq/d8hOOBlNieeX1mEp6cOwqkLNTJnpdbhFhMZqYGrWb9nW0INjU5SaCUm4jiApCmwDFBmc4CgKDAabSU+JgRzfRiF4rM21UkPiiLBUQTmPmzF4vcLZTY2NJjGuCEJoEgSHLgWtZGAPeblatsXbdSh3suJfZxeR8JV7xUzxfo/NzLMiOwxfRTZGEUnlSJF3dKCqPML0xyenT4I764/iMJDF8UkL4J+5OdYQesIkalHUdpsKj0FuH2/VcsfEJLMaNWRVj1K/RqKJBq4e7e43gUkILe6+I+tpAzOhui1hnNej/oEFsdBscD22pq9WDAlvdE+XOvvDlEhqPcyWJo/AiQJ1PpFCc3OShYnJNT6DcYv0ssLyAI8BN+2Y7sQUBLfVss/F8yjWr+kyfAlSVDgAra2jaTROQWSQFpiDOLbmxWJzwDg3XkjG9UDu8ODcUMSEBUepNnnRluCEBZiAKGR/DIsxIj/e1s+Qf78yiJx8W73kUuafOm0xBh+Uo4lQJEkXvnLEEUUP0WSINDgU/eMtygi8f7y4AD8bfJAfLL5GHLuSdScoxD+9/uzZgAAIABJREFU7X+uQ1QIKIoAAfJX6fcGJuWvUBoDMALKsM/ZWclYufEI+nS14M6UOMW2RCGUe35umqIxhIXQeG/9IcWgUgghr7IrM+TNyU7FN7vOidu1/GfX52RbsfvoJTw9dRBq6urh9jAICdbj8YdSoNfp8NyKQjwzVT1RAUUR8DIQ4fHSRslxwDy/TIwsyykiTp5ZthMFj2Rgxvi+4nadsBAaH351FPtPlGNujhWRZhoVdneTkMuAqIuWjkaFGXC5uh5Vdpfq93XUe1Hn8oo6mpYYI8uYLDxniSQrEtBgMI1GCh6PuvNCkoQC3puWGAOG4WCkKSyYkg6DnkRppRNL1u5HuJlG1qhesvYyf8odmPewFYv8Jiu+2XVOMXl8q+qLDlD9ZmoZUttSWlJOgc3pbzujzDRYhlPoen6OFQC/RdF/8kKaQRTgddfh8ohgaovZgK9+OIXeXaMQbeGTEX3w5RE8+cc0GPQULpTzCQv6dLWIk9EWsxHmIFpV7wWHyWI2qJ4XyvD3fzUscmjZ37OlPFR71sRkfLGtRHTYpduNWAC1tW4Y9To8/lAKWJZ36lZu5JNkPDt9kJjAprltpLnQ4VtBrqZ90UYdLlfXy/R4TrYVocF6bCk6o+jnn5icinc+P4CHNaL1O0SFgOU4Ube0IOpehhW3eM3NsSI4SI9l6w7IIuhXbzoqRqXOybZia9FZVd/ip4MX0CchStT72VnJqv6AVN/V6kitHgVfSdzyQxEBPyAgAQmIah8k2As1X/EvDw6AJVS9z3X7TfYJgQ+0Xn3Cy8uwPAfVl0SAlWzf46934PWPf8bsrGSwLCdGAAINO1IefyhFYd/zc6xY+vl+BVKjXhJ5pTa5IVxH6ZUL4nOyU/HZt8c1+yWagmp2dIOeQHl1wNa2hTTlX9EUgaxRvcRJNcGP/Xb3OWT06wCKUupBfg7PPAeAy7Y63JkSJ/qOUl362+SBcLtZPDNtEGodbtR7tBK6ETJ/QejrzSY90hJjcGdKHPLf2i76BILfILCChW2/Qtm3FJ3BH0b3xhfbSpA1qhdAcnj704byjR/WXRGJ9/JHu/FoVgqGp3ZufHEV6ov5Qjv9tfq9TTL1bna5Vky9xpg6ADQ5MR3bhajynYSZ7p7xFsXExNNTB2H+0oZwW6FTSegQBoblUO9hfBNzLGg9hbBgA/699Zi4pXd2VrJsG63wTuG50s6R1lOodbgRYuIHtuVVLlk03dwcKzhAZjiEweV9d3ZDO4sJtI4QeXqANtvppdl3oqLapeD9NbB0MjW4DzcGL62tGSNN6am2jmaKhtffUZg1MRntI4NFhp4g44YkYHRGArxeXsfKqx3i1lvpsx/NSkGt04Mjp8oxOLmTbCJFcL5sdhfys61w1Huw6/Al1esAYN6SH7BwWrrMORLe88LMTDD+K7IMp8qUuJH15VpKS1eX2oox0txyNsaBAThVXZ+fm46aunrQNImwYAO8DP+OZesOyEL/hefw2TkJbNhegt5do9Au3AiWA55fWYS+t0VhTGaCOPEhTP5V2V2IDDOBA4d3Pj+gyRo10Dp8vfM0hqTEyRyExyalgCShaE9piTGYMKInnl+pnIwUJk2enT4IBp8Do8YPEfhq0oypQMOCTEu4ZdeKf3g10lZMPeDKV2+19Pi5P2fiYnkd1n9fIupXaLABa319+fzcNCxZu19x38Lpg/DUP3/ASGs8Uvu0x6pNRxU66K8L4WYaU+5PwmWbU7HiX5CXITL1Zk7oj399dRRZo3ogJiIYv5TVYkvRGUwenYinl/2o2Yd8sa0Ek0b1QqSZFiNnGsvSrBV5owMfsXI99S7A1FNKgKkXkLb2d4HGGZwAVBEZjz+UAo+XU9gojmuYeJNOmlnMRtXFYYZj8fyKXeIkxcP33g67w41aB5+h/J3PDsoYeXkvbFWU/+384XA4PTDQOlAkAb2OxNuf7VfxReTjSDU8kvS6DdtPYoS1CygS4ADUe7wwGWhQJDT7JbVdD25G3Y+6ln18gKnHS1P+ldb5Z6YOEreXjxuSgDGZCfAyHPQUiZ8OXkA7SzDahRsRGmwQ/Q7pzr2YiP9n79wDqijTP/6dmXMFDnDkJl5QMUVBUFBABbPFS62ZZuwmdlEqUqHULrspVqu2Jlnbr3J/a2WUty21/Zlp2rZe2sxMwfsFFU0Mb8j1AOdwOLeZ+f0xzDBzzgxiomCd5x/lnLm8Z+Z5n/d53/d5Po8PTGbpJuPzUxKgVpMCUiPUqMfC6UPhaKp8K96MdLpcCArQw+5gJGsbfGRpWCdfsCwU1z3yN59AXk4qtBoSL7z7vaR9EWF+mLnUsx+tyB0NgIVGTaLO7MDrrQyucvef72S/V0m8kXq/UFpi6vD/d/+uW6gfNGpS9js+lLv4oglrtp3GazOGAwAuXjPjh6OXhYi6OosDX+7+CVPG9gOawO3vrmuGXQf4afHOZ4cFB734ogl1FnnmnpjFV2FqxJbvOUecnzjwK/izHh4EFcUV8AgwaDD37z9Izlu24QiW5KTgrbWHkDk+GkEBOoliKbOdpDwfoJn3xz1LJe6Dl7HTGlHWUe65Vpgasfbr08iaGIue4Qb8XGYWIKLu523aXYK747uhstaGnuEGfLLllGzk6PsbjyNzfDQ27S6Bj06N17NTwLIsXDSLL/4rmjiuLkR2ehxGJnTHuu1nPHY0X5sxHFERRgQH6mV/g8PJQMWyQul3hgYYQjld/LeoL3cKI6K17ZRjc2789hxohhtYlWwcz7CJijBixkNx2LCDW/QQp9rOnhwPECwolgFLkEK6d2WtDYVFZciaGIveXQMEp4h3wvmFQ5phwLAQUnXFbWRZFs+/+z3yclJw6oIJY5J7SCKU1WoSlIzuFhSVI2NMFLImxiIizA8Xyy2SxbkKUyN4N9Kdj8nbZZ6vJmabhRq51OMb5ZbdKZzG2yW/tH8pjWsuF8NFG4+LgVpFoLK2EVW1VoxKjEBSTDj2HruKedOShBRcXm+tjU5UmBrx6X+KcfB0BdLT+iC0kw9ez05BTT1X5ILXmwtX6zEnIx4s21yQQ+zsmsw2CVMvKICLUl2UX4C8nBRBh55oSnuR4/ct23AEeTmpUIGF00Ff9xlJnyNny8XH01677hWveAWtY3C6f8cwEPxc8TgKQDYiqMLUiP8evISFTw8DRRHc5gJF4KW/Ny+IPDCityRi6vkpCZJ7kgpzHpaFUBAu1MgVsHDnivG2TdtUrXbJqkJFpAI/39y0uwSbdpdIvl+ROwpEC+OS1DbTcNJeW9ueIqfbRoMOLLj3AgXdrxPN4zftLsHe42WCrn+0uQijE7sjPa0vaIZB1sRYYQOPH8vzXx4tLOjx13xn3WHMeniQMDe8UmmBVq3CwhXSuf8bTfM4hmmETkNJ2if2G/jj3dvO6zXNMLDamv0ivn3zM5MUIvEAgmbBOGgE+qiRl5Miu3FoFH3Hz2/F/vOv0e/tiG26I6SlsE8VRWJBVjJ0GpUw8eScZTuMBp0QoSZOU2FYVhLaXWexIcBXJ1RPFEfUzc9MQnCgDjYHDRYEMsb2FdIZefi1UOSgaaGP50uJ28ozpaIijHjm4YHw1apRVdco6fhvrjnYNCHcB4AbKOQU3OliYDLbYHO4oCJJQFRBSSlVad32M5LrJMeEwd9Xi7ycFNgcLmjUlHJobQfignVUUdZRaXqBr14FiiLRM9yAlx4fAlKBxajXqhHgR4MiSZjMNsFR4nU20KDFvMwhoGlg5V/GoM7sECqD8gvEIxO6QUWRMFudCPTTCsVVxLrJOWIs0tP64Fp1Q6t1oC04cncSO+G3Ju5szuSYMM6ZJghQBOFh48T2hCQJGP11oEhg+oNxoMHg9WxusKdpFj9frUV4kC9YFQlzg1PYFedTWQB4OEVAc0EiiiRBNt1TXG389IUq9E7tjRW5o0CSJLL/ECfh5ADNUYJyultZy218LMhKxq4DpZJKpbsOlIIA4AKhuFDEO00820wcScVXQW+pjyhxCsVtFJ/bEvPwtyLXsyFKPCONmsLvhnTHovx9mJMRD7WKlKRj505LgtFfg6VNUcoMA6Ei+NJnU+GiGQ6ITpFgGRY2Fy0s3qan9RH0NihA78HF4dl8ahUlTHhDjRwugf+/mHPHcypbmmzSYKXsp+tE5CnZ2TuFD+oVr3jl1ghvO8CwHvgWd9vkbic6+XORd0xTeXFxxNvar0/juYwEBAc2M6CjIoy4Z3B3SUGi+ZlJMBq4Y+RSAr/c/RNmT45HfYMdNocLDTYHXpo6RFIN3N9Pg+q65rbxC45KPrqdYRAUoEPeM6mgaQbLX0rDF/89h50HLomO80wzvBmutNfWtp/wzDxxRVgfvUrYfJNDc4nn8QAkEW4qFYUVL4+C1eqSrB+4R6sRBGRTalUUifzNR5H3TCq6hvgpFuLQaVR4Z91hLMga5uH/7jpQ2mLf9Pfl1iZUFAmS5D4TFwDx99Fg4dNDBZ+Z74sURUClVsHuZGFv8jX1agJOBy1ZxOY3DCmKlI10bY1e32l9glq4cOHC9m7ErZTGRgduNMHY11cLq9XR4jEqkkBiTDgOF1egweYSlM3fR42aejveWXcYW/aUoLi0BjMeisWY5B5C6Oqm786juLQG0yfFoqGR4+E5XSz+8X9HsWVPCU5fqME9g7tDr6MQ3zcUeSKYa4PNhcPFFUiJ64pXPvgR63ecxekL3D2uVFhQVmXBnIx4RPUw4v2Nx7BlTwkOnLqGmQ8NRK3ZhiuVDUJbt+w5Dz+9BrMnD4TTxWBR/n5s/r5EaNuVCgsulpsxbnhP7DpwCaFGPcYk9cD+k2VosLmEZxFq1GN0YgRGDOoKSkWAIACtigKf2c2yLHy0KqQlRmB8ai+MSYpAgK8GvboG4kjT8+Nz7hd/UiA8g6SYzhiV2B0HTpVLnrGvuvna7SlyeuLrq22z619Pd6+np8o6qkJC/86oNdvw+P39AZbA4k8KsH7HWew/WYaEqDCMTo5AdW0j/ji6L97feAybvy9B4alrSIrpjMKia3h4dF/sLLyIb/aX4sRPVRiT3AMECVTUNGLdf85gQO8Q/PXj5sWLbqEGDOgdhGUbjgr9ImVgV5wqqcGw2HDsLLwotDvUqEdSTGeoKBL//PcZTJ8Ui5Pnq66rA0q/t7X6wrMTFn60X3gWiTHh8NGq2kTfWmNX2lNute7e7O9nCULgKEZFGPHH0X3xxpoDwrvKTm+2ce725Pi5SsTeFYzl/3ccRReqEBXRCYvy92PDzrM4ePoaxqVEYvW2IgQa9HhP5LA32Fw4UlyB2LuC8adleyS2sbqOY1KOSY7AlQozvt57AZPuuQvLNhwRdPyx30dj9bYifPDFCew/WYYxyT2wYedZye9qsLkwIr4rEqPDJHo+JyMe67cXgyIJ3J/aC/17BUmuPfOhgWDAYsGKfYjsGoji0hoPuzygdzCKS2vwwIhIjEzohv49g/DNvguYcHdv4dpKfUSuP4ifcaiRY7YYdCowNCswDxd+tE84fnB0Zxh81GBukfPD69TtsLut0d/W2BAfvQrx/cKEsY9/1412l1BxbnxqL7y59qCHHvbr2QmWRieWrCwUrj+kfxiOFlcgxOgj2NdKkxUDIoPxnkhfeH9jUJ8QfL7rnKTdDTYXHr23H9bvKMaxn6qExWyHi8bR4kqJLs6bloiT5yvx0O/6wNLowOkLnnoX1cOIPy3bI/x+Px81ahqan8u+k2WIjgzCBxtPYOveCy3a2Zu16zcqt9tOt7Xu+vho2rz9vr5arNtefMPnPXJvvw5/3iP39uvQ43JHkfbyd91tqni+Q5GEYJsIsHjs99EednXb3gvo1SUAyzYchYoiMHlMlHDMXd0CEB8VikqTVbBjMybF4f2NxzzmXE88EI3dh69g3PCe2LKnOSqO90XeXHtAmLsMHRAOtYoS5oGnL9Tg7vhu2L6/FCVX6wFwdjImMgjDYsMl435uZhJWbyvCT5dq0TXUD4uafveBU9fwxAMxoGkGlkanYANJQLCP3UINmHp/f/zvv479Ih/2dttaoP384o7m72rUJCK7GwUfr6ikGkP6h+FsaS2q62y4VmXFjIc850Jb9pzHlcoGIYX8/Y3HsGHnOew/WYZ74rvjNdE8rMHmwsnzVXjs9/1RXFqDBU8PhdVGS/xK3k+I6tEJvxvSHUeKy7F++1kkDwhHYdE1WR/zm/2luHdoBGJ6B7v5qHH47tAlnCmtQU76QIlezZ4cj3/tKsbkMVGgWW5zfXRyBPp0D8T7G4/hy93nUVh0DfFRobhncDc8dM9d6NfTiFVbT+Hk+SpEdjO22te8Gb1ujz5xPWlJd71MPRlpbS683I68C4QsL2fR9GFYsMIzp/yNZ1JRb3UIFQrFkVEhgXo4XAxmvuHJo1v6bKqk7HOoUY+/zhiO0mtmBPhp8PanhzzutSQnBQ2NTui1Kvz7xwsY3L8znC4aYZ18ZZl7fL47/+/8zCTsPnwJSTHhwuSDd/437CjG0w/G4a21B2Ey266bb85SFFZ8eVxY1ff31crm3L/RVEmnI0ZOtTdjpDV62lL1WwcNXCyvl+U0PZeRgAA/+XeSNTEWhUVleHhMFEgC4LIfWZjMNrz96WGh2IBYP5WYINnpcQgP9pOkMrzwyGB0CtCBBDD//b0eLMleXfwlzMbW/N7WyK1mJ7QXO6S10tEYI+4iZnMq6dPr2Smoqm1UtCdZE2Phq1fB4aSh06jAsCwYhoVGTaGTvw40w8raW54zJr5O/uYTHFxaQ+ByuRURnQ2SCCjxsXyqgxIXjY8AzBjbF11C/FBRY4VGTcLgo8XlCgsiwgwCN0V8XnZ6HBblF8iCtMUcta/2nMfUcTGob7DDRTPQqEkYDfoWmTtK/YHnFPI7sdMfjG1ivigzDwn61kTrtSdTT05aY0NYisL+k1eRFBMuQROMSowQdOzD3FGYIcOh/TB3FGrNNg4/0BTxvOtAKbImxgpR0YBy/1g8czgYBrK6xPNQxbvs0yfFobzaChYsSIIQvfM4aCiABgFTvR15qz3B9eJIGiU+Lt83rmdnb2cEtZep5ylepp5X2svfVbKpS3JSQIIASXF2ASyBWosdOo0KajWJKxVmrN9+FulpfQRed49wg8R+hhp9PPjSz09JEOywWD6YNwp/+fBHYey/nq3lx2a5z8QRUwCaqtoaQJGEUDTjH39Ok/VheIawpDJqk31kgZvmSt/ubBUvU48Tdz0XM+kuV1iw8VtuI+75RxJgqrch1OiDrT+cx+D+nQXEirseuq8T8LIidxQIgkCDzSmsPfASauQ4fTothb3HruCjzUV4PXs4VBQhFNF0j/ozmW14PTtF4oPw11qSkwqSAC6V16NrqAHVdTaPglrZ6XEAgIgwf1k/YUHWMElfUGZMKvuaN6PXHS2Dy8vUu0Uix9RxZxLwi3QUSWDWw4Og06rgq1NDRREACLhoBn56NYwGnSx0WqkCojjkFuDCYGvquVStvJwU2TBZk9kOU71d6AynLpgwJyMepGL5ag3mTk0ESQCvzeA69abdJTh1wSQJ1yXA8Z/+MMomOPLXyzenGQYFReVCKpdSm12MmJ3WcblgHVWUuE9OBw2aIKDTqITnPjqxOybd0wc+egpMUwrdgqxh2PRdc8g/n9J3qdyCihqrB1OPL7Zis7skequUptUl2A//2nVWok8rvypC5vho6DSUwJDiJ37zM5NAtBD1czMcuTuNnfBbE3EYvJI+MSwLf181dBoKr00fBprhqt9eKrcgPa0PIrv6w2J14r31zUBsHpbNL3oopQnk5aQI6Qk9ww1YkDUMahVQYbIhf/MJPD/Fk0XJt5WX9dvPynLR+HSIRfkF+GBuGl79kMMd8ByzD+amKaY+ABCq82ZNjEXPLv5wOhk4nC6MSuwhXPvBkXdJJivXY+4o9QcxpxAAnpowgHNyFBmozG+m/7TGhlAUkNCvs8C706oJTBnbDzTD4KP5o/HdoUtQKaToVtRYQZKERGdnT44HSUrHcKX+UdfgQP6XJxV5qOJiKgDw1EQW89/3nOA+NYGBs6nislZDCozITv46/I+I6dv8+5XTw+WekcdzvUP4oF6588ThpH/RBN9md8Fc33j9A71yU6JkUxmGBckyIMBtbrgD/Pceu4r0tD6I6hmIyK7+cLkYuFws9p8ow+D+nbFq6ymBH2006KDXUVg8czhYVj5VEADmZMTDR6vC3KmJQgGrAD9Ni2Oz+LOuIQasyB3lwfdalF+AFbmjQDOsMCeiSPl5Gd00J5JLM2wLJp7X1raPiPW8pU3ai9fMWLKqECtyR+HUBRMS+oVh4dPDoKIIyflccJB85WeKJOFw0ZL5Hy8VpkYQBOCiGXx/5CqiIozQa9V4Y3Uh4u4KxmvTh4MkIWxGmsw2zJ4cD4vVodBPGTAAFnxUgLdmj/BYZBT3FSU/wb0vKGM/lH3Nm5ob3kF94rfia9824XZ/mnlk7h1zTkY88r88CZPZhrnThsDayLHjnp+SAHOjA2+JUm4qTI1YufWkZADhB6wNO6Q8Op4dkf/yaBCQzwE36Llqjc9PSRAmp5crLOgW6id7fHCAHiC4sFi1mhQGOzFkk/9NC7KS4adXY35mEnYdKG0x35yiSLBubTRbnbJtIEkCLNp/ZfzXKBRJwObgFt/i7grGuJRe2Fn4s0c12vmZSZgwsjfqzHYhemj25HjJzkmFqRFLVnHQ1E7+ejAMIylpzt/H/f2qVCSO/1QlLBrynwf4aUEQgEZFYfHMFJitDgT6aaECe8v04E5jJ/wWRLxDpqEIvJyZhNdXFSraC5WKREOjE4vyf5DYS5WKwOKPCyS7mVkTYwX9BDgd/niLp72dn5mEnYU/Y9PuEiGSVKOmAHB8yUOnr6HC1KjYJp4pAgAmsw2BBg2W5KSAYYArlc3OPb8zSzSlxO46UCosJlKU/CKPzcGlQogjvCmCwL8LfxaKffCRCvy1NBoSvlqOscdSFLRqAnYnI9mFBAAWhFAlV7yrKv494v6hxIqj3Birv2a5ng2hKBK1FoeQRs6nW/HRGaFGPRY8PRR2l0tiP3mnniCALd+fl2yCfLXnPKY/GNeq8dRHq0bm+GiQJJD3TCqcLgYqikNmzMmIF5hNApeJBT6cNwr1VgdcLkZgU4JlwVIUSArwoVTQqlUI8NOCogiYzDbJM+HH8euxsNrazrbX7npH29X3SsuiUVO/OCrQG99366Ulm0qBgAsE7E5awrvdsOMMHh/XHy6aQU2dtLLnvGmJ2HPkMtLT+oBs4pg9MKI36i0OfL7jLCbc3duDAT57cjxWfnUSoxJ74OX3f0RyTBhemz4cLFjFRUB+bHZvMyDl+jUz8AiBq1ZQVC5wS+XGUxaQ8Gr5zBsSrNeHvUNFrOdy3MZlG44g79kUXK1oQF5OClQUiekPDRAqMi/JTkFyTBgm3N1bWIQzGnQefsTLTyTB7nRh4Uf7kTUxVlZfSq+Zkb/5BP702GDYHbRwrXsGdxei/Hnf+LHf94fDxS16LX02BZ9sOQUAzf4oSYKiCEwaGQkfrVqyPsIV9dLDV6cGwyj7kO59Qcm/acnX/K2My16mnozcTI4/paIQHRkk5K27sxn4zy9crUdMJMcY43ll9yR0Q53Fjoyx/TBueE8kx4TjSHElEqPD0K9nEMYN74n7U3pBqyHRMzwAx3+qlOR4swSLmjobvjt0CY/e11/ClpifmSTwl8S583uPXUFs3+Cme1VIuA47Cn7G0rWHUFB0DXF3hYAF8Lsh3XHwVDPj7i9ZyWAYFss2HMXnO8+huLQG2ekD4e+jBu3y7DA8H2NHwc+SNjqcLmSnD/TgYbz/f8evy9xpL+noTL3riYokoNGqkNAvDIP6hmLxJwV48oFYvL6yQKKzh4sr0DeiEz744jiSYjpjxaYTiOkdhDM/mzBjUpygqxeu1mNI/zCs33EGQ2O74MMvTuCx3/fHuOE9QZIEhsd2wYmfmnkQ86Yl4sdjV/HAiEgJJ2LetER8+s1pfLjpJPafLEPsXcHw81HDR0PCJaNTbSW3mp3gZerd2O93Z+n8eLwMoxK7476hPdEpQIekmM6SdzVvWiJUJIm/fizV3yPFFUgbEoHPd53DuOE9UVzK6W1EmB96dzOiosaK6jpuIeJKZQMm3t0LaUN64O74roiJDMaWPedxz+AIgTF6/KdK3NU9UGCGPXpff9A0g/0nryE7PU6i47mZSfiqiXki2NX9P+PNtYfQOUiP7p39saOwVMLC2bDjrGBHL12rx2ufFKJfRCDGpURK7OMLjwyGXqdCncUuYV+W1zTg/tTeErZJdvpA/PfgRZwpNaFvhBF/FTM0+3fGjoJSvPXPw9h/sgwpg7rCaqex4KN9EsZqQ6MD2ekDJb9H3D80ahKDozt7jCMGHfWbYepdz4awJIkFItQFr59/SOuLPUevoMHmQmL/MPztn4dwtrQWj/2+Px69Nwq9uxmxfnsxhsWGo1fXQIGXW1xagyfGx8DPV42747thcL9QXKuyoqzK4jGezpuWiM/+cxqrvz6N4+eqkDowHDYHx9Jdt72Z2RQcoMPo5AiBy1RYdA2J0WFYve00vj14CbF3BTex8EowOLoz/H3UcLgYLP6kAIfPVHpwf/hxfM/RK7IsLIokJGzGtpCb4aPelP/3C+7rZeq173k3c6+OPJ63tbSXv6tkUw06VROnc58HC/zhMX1hd9Dw02uw+BNPf+DJB2IBsDh5vgrjUyOxfkcxfjekO/p074S3Pz2Ek+er8cQD0cgYE4XY3sH457/P4NhPVRg3vCdO/FSF7PSBIAAsyt+PY+eqPLjPLz46GIEGLQ6eLpeMhf4+KqhVJBL6cUxVOQYez60tuVKHJx6I8bDhm777CZ/954zAEKMoUmDZytnf9uZ/XU+8TD1OxP7TyIRuEm4jwHHJ4+4KwdufHsKWPSXYd6JMwtwbl9oTA3oHw2pz4t0mPFZ1nQ2MSxeYAAAgAElEQVRXKix44oFoTBkbhbvju0OnVaGsqgHnL9fh9IUaD92dPZkbly+Wm3HsXCXGp0Ziw86ziqzJEYO6YcYbu1BwsgxJMZ0xLK4L4vuF4O+fc2sb+5v4udGRQdhZWIo/pPWFxerAH0f3xTf7ON5l3qpCbNh5FuU1DZj5UJxE52dPjsfeY5clvEyH0+VxHN+/Wlp3uFW89NstXqbeLWLqyYmLIPD2p4e5CjSdDYp8JrO1ucKiOMoiKECHj748Iezaz8mIBwC8/P6P4Bk0+ZtP4M1ZI+CiGaGkea3ZBqvNhfc3HkfWxFiBIcHv5gf4qfH2p4c9Vraz0+MQEeaPrT+cx+iknlCpCJAEga/3lqBbqB8G9Q0TKhnSoFFVY5dwd/z0ary73vO6SrntYm4An+5JUQTUFCmKGOEiWNx39duKbdZWcicw9a4nFEWCpUg4nDSm5+3CB3PTMHPptx7HfTA3DdX1NhAgEGjQgiQINNi5nc1RiT0Q4KdBgK8WDXYHXnx3D1b9ZSwuXK2TVICO7mXE+NTecLpoqFUUtv5wHv17BQsssa4hBpAkBP3npVlPDbf8/d/K3RwvU+/mGCOA1A64V1pdt/0M/pDWR1F/Zy79Fq9nDwcASQXdzPEDYGl0wFRvx64DpZg6LkaRx8dHKLsz9hZkDcOyDUfw9KQBcDgYGP21YFngSHE5BvUNA0UCNAMcPcv9Xd9gh7+vVvhbreIinORYaU8v2Yl//DkNa74uklRG06hJGP31IIBW8dSyJsaia4if7G9bkDUMz7zFPTcl7l9eTio0FOCglRmnt7v6bUdj6gEt2xAxF1IsYn0S/x+Qvk8xZ0nsNxh8NHhv/RGYzDbMm5aERrsTB09xBWCqahvRKUCHT7aclNjV5S+lybJ0W8O/k7LwuOMnj+4j8Re0GhLnLtV6jONLclJRUSPH6YttM/t+M3zUm7HTv+S+XqZe+553M/fqyON5W0t7+rvy/HLI9rWsibHo0dmAVz/8Ea9NHybvD8wbBQC4eM2MHp0NqKxthNNFC+Oe2Lb66TVYtoGzra/NGI6L18zQqgl0C/UXbF3JFRNYkDD4qBEcqAdJACu+POFRCXT6g7EACIEnrsThzctJBc0w0GkpOJ3ceOuiGY/qtxxfDxJ7zUf+cYw+ZWZuRxEvU48TliIFnZHTi5Z4zEtWFQrMR54Jyesw7y8a/XV4Lb+5iuxLU4eg0eaCTquCj1YNnZbC+ct1QrQrL/kvj8H85T8gd1oiKmttHlVyxfxffq4GQOBZ8ix0H50KdRbuvJceH4Lc5T8I6xlibjrLAsGBeiE7CwQLsICGIuCkASfN4GqVBXuPXUXKwC7oHOSLqtpGbP2hRNGHuNW89NstXqbebRSK5CZnS1YVYn5mkmI6Fp8TrpQ7X2t2oPiiCe+tP4JZDw9CqFGPuVMTsWIT1wFcNIPKppSvkEAdNCoKAcE6PD8lAUZ/HWrNDmECCigz68I6+cJJM9i0uwSbdpcgLycFANAt1A+R3YzCYMGvhHfv7IfTF0xYtfUUii+aFK+rlNsu5gbsPHBJGKBW5I6Cw8aCAACCkABmm6/pZZu1tdA0AxfDgmwK/VYK+a+u5yKZ+AVcPlLoj6P74s01ByWpDZNGRqLWbBcGoFCjHnOnDQFJkBJ9mj05Hr46lcASy395NFw0iwdH3oVRiT2EQYNnLtyO938nsRN+7XI9PpnTQQvvigWL4z9VYdI9fWT1l/e3GIYVeGRREUY8MKI3FojSCeZNSwTNtsz/4m242GnSarhUiHqLAzqNClW1jegS6oce4QHCIgx//TVfF6GgqBzJMWGYPCYKi/L3yfL9eFYawPF1xAxSXnh7LXboIzobJIgFvg8ZfNSKnB6KbP5bibNCMxxHraX+IX4noGk4f4MdqCUbQiqkkolTmt1RBRu/PSek0Fjtzhb9hrVfn8Ybqwsx6+FB6N8rGCzLwmx1QqehPHTHnaXL6zPNMJJUNsCTfydl4TGYPLqPrL9QU9fowddjGEaB0zegzex7e/FRvVxWr3il7aU1/HKgmQVOEHy/k/dn1RQJq92JriF+oChCKJChZFvnZMRDq6HwzmeHMTa5O0JkbF3JZZNQWNDgo5Ydr5+aMAAAK3zX4vyJZeGyuYQ5Uc6b38oex/+fF96fvh4z1ysdS3ieYkFROaIijB7c285BvrK6EhHmx2XqsayAgeFTyt112GjQocLEMSTtDlrib/LIF/F4HWrUQ0URWJA1FHYnLWwu8v7GV3vON6WUc2I06BAe7AcVRWDGQ7ESjFNuZhJCAikUXzQJ7DyDj1q2lsC8aUlYsekEXnx0MFQsp+O8L6mjSHQPM2BUYgTMVifeXXdEaLOSD/FbGpfJ6x/ildYKRXG54/xi3sZvz+GFRwYj1KhHVIQRC7KSsWj6MOi1FEiS6zBKufPpaX2Ev0OMPlg8czj+/eMFAMDU+/tj/vK9yF2+F/mbT4AgCWg0FP7y4Y/IXb4Xf/nwR0y9vz+iIoxC2/iJglhCjXpcrrCAplnhO4ZlEeCnxaC+YQKHgm9H3qpCOBwM1CoCT08agKgIo+J1KVJetXhugFiSY8JAkSRcBAGWIgVIuOc1CXilbYSP0HMRRBM01YXcJnbYvGmJSI4Jw/zMJCx9NhWLpg+HiiI9+GP/89khmBscks/eWH0A96dGCjwS/vN6i8NDn5ZtOAI/Hw2iIoxIjgmDxeoUdDh/8wlMnxSLd567G0ufTUEnfx0IggBLUWBVXNspymu+fs0iZyvEdkCrV4OlKLgIAiAILM4ZLugvfx7vTFAU76CQguM+e3I81CoSWRNjERVhFPSXIuTtD8/xeOGRwSgsKsPj4/pzFXCX78X85XtBEiS+2fczcpfvxd8/PwraxXjY9jdWH8CoxB4AgFGJPQSnJz2tj0f/WrbhCMASEqaeXJv4dvGTEXEfenwcNw7wx/KTHPfrqFUUPpibhn/8OQ1qldf+3gqhKBIqisScjHiJfV08czhOX6gCwD3n0E4+ePmJJOEdcBxGLZ7LSIDBR3Ndv6HC1IjgQD1nQ/N2IX/zCQAElj6bgrycFMzPTEJUhBEM26wLvO6Iz+F1h/ddAvy0mJ+ZhOSYMDcWHqnoLwzqGyZ5Bvzxt1q/rmc7ZM9pGhMrTNZfPL78kvt6xSteuXFR6mvBAXqBbb7pu3Oy/oDd5YTTxWJR/j6YzHZhMUTJtr63/ggabS4UXzS1aOvmTk1EYVGZ7LyIn+cAwMcvj8GsP8YJ93T/DeL5EEWRLdjMlr/zSscXftwBuGi8qAijUPgsOz0Oy19KQ9bEWFTVNsq+54vlFuRvPiHwGPVaCk9OGACni4bRoAPQrMP8uoKcv7lkVSGeGD/Ao6+U1zRArSIFX5U/ftmGI3hqwgDUNdgBcD7E9IcGoKyKi1p0Pz5vVSH0Wm4zkCAIwSfNGNtXxk8uxLT7o0GRhNAP1Bqqac4KECBAuo2pLY2zv6Vx+de2SNluwudsL1nFASWz0+MQ0dkAmmGxpCndVgxrnf9EEhZOHwpzg/O6USEMw8JO07hUbkHG2L6enXElV6DAfRASl083+GrwwiOD8T+fHZKs3K/ZdhrRvYzIzUzC+u1nQBIEVm8rwlMTBijuIL2/8TjmZMTjyQnRoCjS47rzM5O4tCvRFhEfPs8wLBbPHI6Pm1KBkmPCkDG2n2TXa+HTQwUgvviaKsC769QGItbVClMjJo2MxMiE7vj+8CWMTuoJg68KU8b2k4CCF00fJqsPchW+GJldEaXon5p6G6be3x+hRh9JCmGFqRFL1xwQ0s9f/bA5morfIZoyth+MPuoOnVrglV8uKsADWM3bAZVejYpam8Sm5mYmYeLI3rDaXU2FKFi4aBZ7j11BQv9QLHx6mOD4PDCitySCTlyBVtW0MbPEDa5NAMhOj4PBV420IRES7ADvtGRNjEVBUTkqTI3CZEEsYtsuruClVM3L1aTbdRY7Fjw9FIs+2u9hvwMNGuRmJqHWbJNd6MlOj4PRoMO67Wdg8NFg3rREjx1U90INLz+RJCnm4LW/Nye8zV23/QymjuuPyWOiPIoRjR8RCYYBaJYBwxJ4bfpw1DXY4afXYM22IskOvlpFKupWqFGPa9UNUt1cXSjxB+ZkxIMgIVRiVloknPXwIJAkIQFtz5uWiK/3XkByTBiemjAADMsKUQLu7aEZBskxYQKiwWjQwldLKvbrttKvlmyH3D3cx0T++BsdXzQUxwd0t0t86pBXvOKVthHlvsZ9z/d/AEJ1UJIk0Ohwoby6UcgkMdXbhSCMlmwrVxyrpSrvLD7fWYyHx/SFv48Wr00fhrLqBqzffhaBBo3HPGd+ZhIqTQ0ehQzE4zFvYwkCknmT+29Veg5em9OxxX3cSY4JE4pmWqwOhHbyweqmsX/SyEiP98yPxRWmRhw4dQ0ZY/tJvhf7tUq+Jy8VpkaYGx3ITo9DWCdfUCQBi82Btz89jD8/PkT2eAD4fMdZAMCTE6Jhs3Mp7Auflp8vAlzKTGFRmbDmkDk+RvbYoEAdLpbXQ6dRgWWBAIMGa7ad8ohAFM8HlcZ3OX9g4dNDQYBoCmz59RTO8C7qtZG4AEFhKkyNWJRfgOUvpaG8pgEAJLnw/ELci48Ohp9eo5iOwyssz8rhOAvyzrNS+fS359yN6job/rXzLKbdH43FM4fDRbOw2pwIDuSArhRJQKclMf3BOGHQca+mx7eLIkkYDTq8t/4IluSkwtLogN3hxKyHB0FFkbA5XDAatHCKKj8pOczTJ8UCLCHhQVSYGrHwo/14c1Yq8nJSfvWVatpDxLoKAP17BQt/b9pdgo/mj/aItLtW3SCrD3IVvly0ZwUupeq3dRYH8jefwOJs+TSEoAC9hC3BTzZ5jkReTgp+fXstXgG4/m70UcvaAZeDkN0tz8tJRc7S/0o4ZPMzk7B09UE8PyUBq7aewnNTEoSUW/5cXqfyN59A6TUzdh0oFeztlUozPvzihIQLtnimvL7yThMA1FkcLaZaiit4KVXzulplERZi/vTYYLzxbCocDhoAAavdKdjvMz9Xo09TtKF7mzp38kWjwyXwfdRqEktyUuCiWagpUphA8Mcv+mg/3pw1wmt/21DENnd8aqSQ9gI075IvyU7B5QqOJfv8IwmC3cvLSRHeD7+DP3tyvKI9np+ZhPc3HpfcX+wj8Jt+sx4ehN2HLwsTXjndCevki1c+kG62vLH6AJbOGoE6sx2vfMC18eOXxyj6C+4bRPMzkxBk0NxS/WrJdsiJ+5jIv5MbHV8cNIv1289IqhOv336GY/3c9K/yile8wkuLfY1mmmxMKqrqGlFd1wiSJBDWyQd/zS8QUm0BCIt5yzYcwdqvT2NOhrxtDQ7QY0XuqBaqvBOoNTtgs9NYunqvxN4FGrR46e97POzLG8+kgiQJvPFMKlw0x+fjx2MeD8LbWPd5k5hXG9z0W28Xy9YrbSPicYd/3+7VZZ+aEIuMMVHQqFVY83WRRN837CjGqMQe2HngEgb1DZPwkt3nSuL5mtJ8zFRv5/h8c9OgokgsXX0QRoNOcZ3CZLbjvmE98dSEWJAkML+JW6eEGaEoUqgpcLXCjOkPxgGEfIo8y0CCcJqTEY/xqZHyVYFzUqECqzi+u/sDGjWJOrMDCz+SLrL/GoJEOkR8blpaGu677z5MnDgREydOxJ49ewAAR48exYQJE3DvvffiySefRHV1dTu3lBNx6iIfHi232EYSXISSUpQSACzbcERw0AEIyhUSqEPWxFjJKrvDRYOi5MNI5RZXymsa4KtXw+CjxqjEHrA7uGIIOW9+iz8t2wOb3YXpeTvx1Os7YLa6UFXXKLTr6Nly5GYmSdqVm5mEMz9XCyk+DMPiuf/ZjZff/xGvfrgPucv3YlF+Aexu20NKDjNY5V0vh5MBQXNcCYJm7viO1pHEXVfdd23koi7Wbz+L3GlSffjTY4MRHKiXfDYnIx5f/Pech06HNO0qiT+bPTkeG789xw0ChHxaoFzUH794wu+OeuXXKzQtbweUd8sZLjJZJgrObHXCZLbB0uiQPTfATyPoZEFROarqGsGwLBblF3hwwUiFcH4xG23XgVLMnSrV+XnTErHrQKnwPd8neG6ae19av/2scM+//fMQHE4GM5d+i5lLd+GFd78HwIJmGLz16WH8XGaWbdOlCgvsDhpLVhUid/lelFVaMX/5Xsx8YxecLtqD+8PZX9prf29SJH4CIKTC8CngYqkwcVGZvK6J7Z57ilbxRRPWfF0ko1tJ0KgpBBg0MJltkuu762aFqREqisTOA5eQ8+a3klRc8TmkAoORphnJmK7kLzgZWnbsd9DsLdcvJdshe2wLzJ0bumcTF4nva0tWFaKgqNw7TnnFK20g7jaVZ4fL9TWngwbDMPhkSxEIgos2djgZySYaAEmq45yMeJjMNjw/JcHDV31z7UEwDAu1hpS1dWoNqZjW6KLl7YuLZsE4XICLhorlxnJ+PJaLnubnTQRNSxbtnA4aBE032Trau6B3h4h43FF631cqzULFV7mxhd9IVuIl89H7z09JgEZNYUXuKGjUlIcO875vqFEPm5MWfOz0tD5YtfWkx5xu7tREfLKlqIl/z0p8luq6Rll/tsJkFdr+1qeHBXbkfLe2zM9MwsqtJyXP4r31RxAUoFcYp6/vQ4j9AZpmhUxA8bN2tXiFO0M6TKTesmXL0LdvX+FvlmXx5z//GXl5eRgyZAiWL1+Ov/3tb8jLy2vHVipHnQUaNEKaicFHDY2GhFpFCYtt/Eq0e6XbQINGGFC6BPuBJAmoVaSwqxMVYcT8zCQE+GnAsoBaRSJ3WhLyVrullaiaV8ZDjXq8+lQy7A4aDMMKlZd4lhPfHvGqOcuyksiSv//rOD5+ZbRk98fJ0Niy5wKyHhyABVnJADgGgHt1O4okALrZiW3JYaaUVvTdruGVthP3Z+4eJaRSkViQlSypXGsy22D01yJP2FHk4g4sjU4syBoGm8OFAD8N3lp7CMUXTbhUbhF2lIz+OlAUgWNny5CXkwonzYCmWWz6jgOxhxr1simPsyfHo7quscVIVq+e/DZFabecJAnMnhwv2YnkdYXfkbdY5SPo/H01qKm3IXN8NGwOF8I6+Qi8UfGxyTFhIAngrzOG42qVBeu3n22qOpqIDTuKhetNHhOF0xeqsSBrmKT67fQH4/DUBAY/l5nx9d4LQj9hWA5NUF1ng9Ffh3c+OyxTZICVtJnvh8kxYfDVq2T70Fd7zuO+YT2F8/gNI4OPWmD1yUVYQaZ6uVdaJ3J+wpyMeJwqqRY2QtyfuUrV/C4abE7BBrtoBrnTEpEnStedPCYKep2qKc2cs+kkBaCec655PTAadMgY21eoEMfzesSLfKFGveCEu6fZKtlf982Wv//rOGb9Mc7DX6gzyy+gMwxANm2GiqPobnf1ZF74tHz3apU3Or54/RmveOXWiJJNXbPtNABuUSQoQAcVRYIgAQIAywAvPJIg4Ft4eyaOzqswNTZxS3XYUfAz+vcKRlCADktyUmC1u3Ctyoq1X5+GyWwDzQClV+tRb7FLbN2Zn6vhcNKKaY0M4+lH8P4KC0qwc2L7oXSttoL7t5et9UqztOZ96zQqvLPuMBZkDWtxLqTVUgrzNs7fW7X1FAINGkx/MA5B/jpoNBReenwIfPVqXKtuwNqvOZTLi48mACBAksCkkZFC0Zdas0MSJUgSEHwJtZoEwwBLn01FncWB/x68hPuG90R2ehx0GpUwP3Q6GczPTBLaxvuvgQYtXnp8CAy+GlAkAYKA7GazYgQgSYACIamQraEIOGhWNlK/rQtnyFXnbq+N8A6zqOcuJ06cgFarxZAhQwAAGRkZGDVqVLsv6ilFnb3xTKqQzx53VzDGpfTCii+PY8q9/UAzDOZkxGPL9+c98sHnTUuCwVeNa1UNUKkIlFc34tuDF5E7LQnrd5zxOH5+ZhJ8fVSSzuJiGOwuvILFM4fDbHXC5nChodEl4dzlZibh+8PNpdBzm9LTeD7D4pnDsetAKZ6fkoB31nGsqKpabidJ7OhzFXS0eGvtQY+B1WS2yXJrVAoTcBVJggKLV55MxuJPCqSLlG7X8ErbiTtfYNeBUoGhZTToUFNn8wh71moovL/xGCbc3Rv/PXgJo5N6eHAUAQgRIsUXTULId3Z6HAL8tOjfK8ij+q3Z6sCUsf1A0KwQHg2CAE0z+HjLSdSaHbKTzT1HLnv15DcsPlpSliNzpcKMz/5zFk9OiBZ0XFw9dO3Xp/HCo/Gy5xIkJHr2p8cGQ6dVSfSPZ4DO+4e08l2gQYNP/30GoxJ74MGRd8FsdeLQ6XIMie4sYfflZiZh6w/n0b9XsJAezFcA5/vKovwCLMhKlo22stqaF2J4/ScpQjL28Cy2OosDX+05j0n39IHBl9utNRp0YAHh3skxYV4ezy0QOT9hy/cc9yV/8wmPynZcVGax4Ce4XIzEBudmJuHFRxPAMFzqDAsW737GYTn4hdsJd/eGTkvhzTWHEGjQIO+ZFNQ3OD0YO/yxa7adFj7b8v15PDymLxbPHI66Bo7n4+/LbdK4t3V+ZhJMZrvHmL5h5znER4XBanMJC4p8xIv72M+CRe5yaZpRcIAWlXV2D10MNmhu+WRTI+pD0n5wYyy8G2X5ecUrXmmdyNnU99YfwYuPJsDpYiU26tWsZLicLPJWF0pSbf/57zPCHGft16fxXEYCggJ0uFplwcFT1zAivpuEdTonI15YgJg3LRGbvjsn+KxiX3ZORjwoipDdBOQXHdz92DkZ8WAYFq98sFewcwzdvCGjhORoiw0CtYZCldnRLrbWK80iHi+U3rfZynH3bQ6XBw+ZWw9Q48VHE1Bl8py3BfhpsPIrZX59bmYStu/nFrKffXggaJqVpHvnZiaBprnsF35Ox7cra2IsF7E3bQiuVVmFdQPep9h79AruHdYLBAGABT75qpkHOScjHoEGLXQaCpW1NhSVVCE6MhivNt17QVay7LOos9hk/RENRaC6KWpX7KfnuY3DfHptW26+tRWPt62EYFm23bcP09LS4OfnB5ZlMXjwYLzwwgvYt28fNm7ciBUrVgjHDRw4ELt370ZgYGCrr11dbZFEN7RGQkIMqKw0y37nIghMz9vl8fmK3NECe+Yff04TJnIrckfDZObYYASk/DiAU6QXHx2Mtz89hNezU/Dy+3sxezK3iOKrU2PhR/s8jucnfuLPeB5U1sRYAM2TNvExC7KGwdLo4NgQIo4SwEV6ZIzph++PXMJ9TR2RJEnMl2nvcxkJmP/+XslnS5rYM3Ir1KSGwpXKBo8BrWuILxgHjaAgP1TVWjvEKveNiJyehIQY2uz619PdlvT0esLtLBCoqmtEncWBvhGBuHC1DuHBfhKGHcC931kPD8KrH+5DqFEv6Kn7MfOmJQKAh1NkNGih1aiQ+w9PXZJjIYSEGFBT09C08wGYzFw6tooihQiK6Q/GtchQ6IhyM+/rdsit1t22/P0sRWHrD+cxOqmnEAW3s/BnjE/tLew884tnfBQcAULYyV/x5XGPqJxp98cg581vhXuEGvX464zhqDBZQZIESIJAgJ9W1iYvfHqYx+cLspIlLFX+2KyJsdj47Tk8Pq6/xDl54ZHBoBkGJEEgKECPmnqbZOF83rREBPhpwbIsVBQBgub0n6VI5C5v7o9REUZkjO2LriEGkCSX7rn32BWEGH0R0dng0b+TY8Iw/cE40Q7nnbNjz+vU7bC7N6K/cn6CmPPIR+x3D/XDtZoGIdo9KsKIORnxsjrGs3HEf2/89hwyxvZFWCdflNc0wEenQp2FczCV9O+16cNRXd+IoAAdGAawO1yorLUJk9e/zhgOguD0Zt4/foDRoEN6Wh8YfNQcM9dfCx+tBpZGJ95YXegxphM0K+xa67UqVNfbsMSt6Mq67Wck/gc/Fsj5R3k5qSBkokbbcnfcvQ813zsFxA1e80bb1da6GxTk1+bjTEiIAQ+8uPmGz/vq7Ykd/rybuVdHHs/bWtrb31Wae+W/PMZjnrL8pTTBhs7PTBIylYz+Wvjp1VA1VRtlGFaI4hPbZ174uQ3AbaaQBInLFRYEB+pQZ7F7REUtnpniMW7PnhyP0xeqMSyuCypNViEYI8Sox5ffncfOA5ckdo63HyAAc8MvXyxoyQ6xFHVDtvZWSnv5xR3F321+3wTqLHbJ/IkvdGEy27Agaxh+PH4Fw+O6giK5877eW4JTF0yYPTlewtMDmtcW6iwOBPhpEBygl33nC7KGob7BjuBAvey87o1nU1FrdkjG+vmZSTD4anDxWj1UFClhBIuvu2zDEWSM7SvrhzyXkYCwTj7IXf4DFmQNk7Q/KsKIqff3l2ymcwVjuGI3FEnA6WQ4/xbcgr94/Fbqy/x43pYLcW3pO7RWWtLdDhGp9+mnnyI8PBwOhwOvv/46XnvtNYwZM6ZNrh0U5PeLzlN6aCazTX6FVwSaFue2MwyDuf/LLYDl5cjD1f19NVjw9FB8d+gSKkyN+GrPeTwxfgBIEoLjzqdh8eG47tfgQ3f5/Hq5+9Q32JG7fC9W5I72CG0tKCrH1HH9MTKhuzDILX02VfY6hBvxmfuMQKjRR/aZVZisWLPttCR0d82203hp6hCENj3n0E6+sud2dGnLgcFdWqO7N3P/sqoGzP3fHwAAK3JHYVF+gaKO8k4QH6Isd4xOo4Ld4cKi6cMAcGXLtRoSb6w6iOenxMueQ7MsQoM8332nJn2oMFmF/iOW6ZOATsY7T2dupb50JFHS3bb6/WVVDdi0uwSbdpdIPv99SiTCg/1QYbLKfp//8miBW+NuA58YHyP5u8LEVWf+++dHMXtyPFZtO4XM8dGyetxgc0p2EJNjwtA9zMBVMmty+sUVyHiOT9bEWPQM9wdJEnhr7UHBzuflpGDV1lPImhjbNBHRYNXW5p3OV55MRo/O3HkVJqukTcUXTViUX4CPXxmDUF54p/gAACAASURBVKMPKkxWfLS5SLiue/sLisoxfRIQHnzn9Seg7ftUS3a3tfeS8xMC/DTC3/yud15OimSDrviiCXWWlqsm8393DfHBc1MSUN9gx+UKC3YdKMXkMf0QEsiVRFRi+VIUgc5BvmAYFjPf2OnRdi7FhRvL5z+RhCUrC4Wo65emDkGjjcaSlXthNOiQnR6H8GA/VDaN8S9NHeIxlvv7avG3OXfD6WKgVpFgmrhz7u1S5GSyLMLdnjvDsCi9Vi+J8Bf3iRsV9z7E3xsEcUfZbF5376Q238nyW3vO7envKs295BjQJNE8ByosKhOqjYtxBKZ6O0I7NV9PKf2x0tSI3OXNczg5u81LdV0jVm09hSU5qag0WWG2OgUuenmNlcvcolk4XQw2fXdOiNJXsnPBAazEdgb4altl365nH8uqGlpta2+H3On9qC383QqTFR9+cQKzHh6E4EC9kBJrMtvw8hNJ2Fn4Mwb3l2Z+zJ4cj1MXTLDanYprCwzDobWMBm2L6wIfzE2T/d7hoPHhF8eRNTEWEWF+QNPCWkWNtcU5Y32DHcUXTYp+CEE0p8G68wCLL5qwZttpLMlJhYriFjvFEYTuY737+K3Ul8XjeWDgL+tb7tLRfIcOsagXHh4OANBoNHjkkUeQnZ2NqVOn4urVq8IxNTU1IAjihqL0gBuL1BOvmINtzq12z9Pmd5pHJfZAgJ8GRoMWahHTjiSbmWQURSI5JgwGH40iS+dadQMC/LT49D/FshVwOEfaJVSXDQrUC2wc/hp86K6Yk+N+H7PVieSYMFAkIeS+85PNUKMeAIklq5pXy5WqN8oV5QDLKu9KUCRMZpsQZeB+TkePYFKS9t65/CXPjddxguB4Dh+/PBoMC7As8D/P3Q1/X42sboj1iiAgy24or2kQKnXOnZqIH45exriUSGSM7QtAIdyZIITfIO5/BAuQFMfWlDsPLFBT0+CN1GtD6Sg7ly0Jz4FRZGDx+uTGins5cwgiuxqFKD45nXLvauLUh2UbjuC1GcMV2TgWqwPrt59F1sRYhATqwIIQKoHxztd3hy4hZWAXdArQ4YN5o1Bd14iDp66hd9cA0AyDjLF9hYgtvqjHklWFmJ+ZhLfWclXI5mcmweCjRnVdIwJ8NaAdLqBpjHF/FoJNFn1v9Ncp9KcW7HcHlo4YqcfB3D0ZoUaDVnj2fKReoJ8WS7JTwIIFSRBw0Qw6KbwjcaGL5JgwOF0slqz6UaJjG3acwdMPxmJF7miwYGX1giQAwkWDVOApkgRQW2uFC0Cgn1ZAfZitTjTaXMKufIWpUbD3i6YPw5MTokHTDKrrrGBowMUwUJEkSApcpDVJgmEY2eroXOqLAt9RNEbwwlKkMGEFOCd68ScFv3x3XOFZ3I5+cadE6nnFU+5Em/lLpb39XYoi5VPbZVLpGJbjgY1O6gm1ikBVrQ1/fnwI/PRqmOrtqKm3QUVxGwyTRkZi0+4SxfRHo79OiPbjbTDLKs+xeGyGr48aIUYfvPhoAgiCQGFRGcBy88hXZKKq5OycONoOLIvaWmurfN7r2UeKolpta2+1/NYi9dwjKHn2Gwtu4frVD/cJ/sGTE2IQHKAHRQG/H94LH285KQmOOXT6Gp6bEg+Vwvh1rZqbkyXHhOHpB2M9jkmOCYO/rxZvzR4BtYpCckyYRwQ9zXCLbPmbTyA7PQ4AEB7sB4ZlsSArWdGn9PfVIirCqFhpV69TgSIJfDA3DWoVJfRDXkxmGwhw0aWvryxseax3+/38WoeiTywSAoDLRaPa5sQvknbwHVrSXWrhwoULb8ldWylWqxU2mw1aLZdWtHbtWlAUhczMTKxcuRLR0dHo0qULVq5cidDQUIwePfqGrt/Y6EBrEoz5cMyFH+3Huu3F2H+yDEkx4aABvPrhPqzfcRb7T5ZhSHRnBAdo0bubEe9tOILN35egoOgaEqM7Iy2xO6prG9GrSwCWbTiKLXtKUHCyDM9lxCOyWyDWfH0KMx8aiCPFFWiwuQRH/LNvijEqsTsmjuiNobGd4e+rRXCAFoWnytEt1IABvYOE652+UINBfUORNCAMpVfNoJrA8N/su4CZD8Xhqz3ncaS4EjMeisXJ81WS+xw/V4H7U3tj4Uf7sPn7EhSX1mD6pFg0NDqQnT6waffovPBMKmqsmD6p+TrJMWF44ZHBMPhoMLhfKK5VWUGR3OTFV01BKZNbRRJIjAnHYdHvFp/j66uF1eq4offaEUSu3b6+2ja7/vV090afG6/jq7edQpcQA9ZtP4MuIQbkrSrEkeJKxEQGYcnKQkE3npuSgHuH9sC4lF7Qaik8kBqJUYkRUKtJ2Ox009o3i+EDw3F3fDes2noK1XU2NNhcOHq2AjMmxeHznWexbe8F3J3QFcPjukh0PzczCQG+aoAFWJKEg2ZxudKCD784ga17SxAdGYSte0qQMTbKQ5fXbT+DuyI6wUerUtS7jiYdXc9vte7e7O/nOTALP9oHkgDGDu2JZRuOYMseTl+z0wfC30cF2sVARRJIarI5z2UMQpdQA65WWbhdOQ2JYbGeukiQwKHT5RI9W7+9GNV1Njz5QDS6hhhAEMCYpB6IigjEjyfKhHN1Ggo7Ci/im/2lGBnfDX/79KAwyDfYXGhodGDSPXfh3XVHsGHHWRQWXcPQAeGIjgzCJ1+dxAdfnMDpCzWY8VAsrlRYUFZlQXY6N1aMTOiG4lITHh/XH+9vPCaMA4nRnWHw04Bhgbg+IbDanPjnv8/gx+NXkZ0+EAadCgzNQqMmEdndiGUbjuDoWc+x4Xr2uyMLr1O3w+62Rn95G/uXFftQZ7HjmT8Mwoj4roiJDMa5SyY89Ls+qDXb8MfRffH+xmP4fNc5nDhfhaEDwrF622nsPnIZSQPCMHRAOI6fqxTe0bxpifhqz3lcqWzgUrWnDMZrH++X6NjgqBDcO7QXGIYFRZIw1Tcirk+IRx8R68Xg6M4e/cDfR40aiwMLP9qPg6crkNAvFO+uP4Jv9pfivmE9sfl7afRrg82Fu+O7wkWz2PbDBQQF6vH6ykKs33EW+06WIToyCB9sbNmmz28aCxL6hcm0h+vTYqEBrN9x1qMd41N7gZR5JwxJgAZAUCRUJOGh69fzUW6ltLXu+vho2nyc8fXVYt324hs+75F7+3X4827mXh15PG9raW9/l2VZGPw0GBHfDamDOJu6Zc95RPcOQurALjh8prnvjh3WA+HBflj8SQHW7zgr2FirzQkVRcJo0GHrDyVYt70YsyYPwgOpvRHgp/EY2+dkxOPDL07gx+NXMfOhOHx36BJCjHokxYRhUN9QD7/0m30XMO3+aGzdU4IuIX5Y0mQHC06W4aHf9UGArwYkWFm7a9BRYEQ8L/GclJ9/JsaEt8rnvZ59VLL97m24HdJefnF7+Lty73RwdGes3nYK3x64LPhmF8vNKC6twT2Du2P1tiL84/+O44GRkRh4VygIAqhvcOL0hSqMiO+GxZ8USOb83UINePaPA/HAiEjYHDS6BPtiwt13wWJ1YmxyT2hUBB76XR+kp92F2N7BWPxJAb7cfR77T5YhJ30g9FoKZ0pNgk6cu1iDn8vqMScjHr4+amg1FJwuGixL4O+fH5X1KWdPjse/dhXj4TF9ERbki+QYqa7xvOpXP/wRG3aew/6TZXjs99Hwcbu3QUfBQbPXHevdx+/gAC3uT+2t6Pu0pbSH79CS7rY7U+/SpUuYNWsWaJorP967d2+88sorCA0NxeHDh7FgwQLY7XZ07doVb731FoKDg2/o+q2N1FPKi5bj1ymxX57LSECAn9Yjt13Mtnk9ezgcTloS5TRhRC90CTV4QEtLLptg8NXJ5oZnp8eha4gfKJIEw7K4XGHG3mNXkRQTDoOPGiQJBAX4cCWjSb4UFGTbvfDpYfDzUcHpZD2+T44Jw7T7Y6BWk2hQqPrLs51akpb4Dh09gklJ2nvn8kafG6/jWRNjsetAKaaOixF0VYlBkJ0eB38/DRwOBu+sOwyjQSdhHfCOT1gnH2S9Lk3l4iP+eL7TN/t+9tg5yU4fiFqz3aNiJx92LuZGde7ki0sVFkkE4a3kFrS1dHQ97+iRemIOzPWYGQBnc0CRYAFcqbRIdHbh9KHQqlVN0FyOv3fqggnpaX3QLdQP5SLO2aw/xiGym9HDPgcYNCi9Wg8/Hw3yvzyJjLF9ER7sB5IgMD1P2hda6l9cxFUzK+21GcNx8ZoZpy9UYXxqb7Bgcanc7MElSY4Jw5Sx/RT7Dv8sWmLuUaQ8B/VOkY4WqSd+1nLvfNLISIxP7S07DvPMvFCjHq/npOByuVnwEwqLypAysItQxTYkUI+ZS5v5j0o6erXCjLc+PSy5j1gvVnx5wsMmT38wTtI+sb4wDCtkEbi3PX/zCUXeqvi3iW26WAddALb+UCLDyYz0sPGt5djcCDtHLlPjdvSLOyVSr6Oz8X7peV6mXuukvf1dQJkF9+asEaBpFrUWu1DVXY7hzM/n+GySmjorgo2+HnYzKFCH85dqBR+AP39JTipYlsXL7+8VWKNGfy18ddxix8Vr9Vi//SzS0/oo+Cccs06oPMuyoAh5ju3NsLpac25HqX77W4rUU3ov/PjIj7VhnXzBssCar4tQUFSOqAgjstPjJOPY3KmJ+HxnsRBZFxVhxJMToqFVqyTH5WYmYX0Tw1b896jEHrI6unjmcJAkAbuDETjVLMuCpAhUmqww+Gg8GOl8u8ODfHGxXDpHWzxzOFeF16ADzbC4VG5Bz3B/oQaB+N55OakefeJGxvrmNQZSgRl5a+aLt7v6bUu6676pedule/fu+PLLL/HVV19h27ZtWLZsGUJDQwEACQkJ+Oqrr7B9+3asXLnyhhf0bkRa4oS5f6bEfuFW0D15OOKc8jXbTkOtovDOusNYsqoQJrMN/XoGCYMKf628VYUY1DesxTLX1XU21DfY4aIZLMovwM4Dl7BkVSFyl+/F3P/di0qTFTPyduGp13eAphnFdtdZ7LDZaajAVV7iUnG5TvDAiN54b/0R0DQrW/WXbsWCHsApOEEzULEsCJq5YyeRd7LwOh4SqMMDI3rD0ugQ3mdLelZvcQiVjdLT+giLI/wx760/4nGvUKMedRaHwIHSaVQoKCoX9HPJqkIUFJXDRTMeerVswxGkp/VBhamZP7YovwC1Fm7xT8yXpG+wCI5X7lwR2y8lfXXXh1ozZx/ddXbhiv1gWRY0w1130+4SgXP23vojUKsoIY1mUN8wWfvM0sCi/AK4XAxMZhtn1z87DKYpZVwsYp6auL06jcqDlWaq59JuN+0uAc0wUAPoEuzncf6oxB4t9h3+WbiPbXx/Ary2uK1F/KzldHTT7hI4XbSsLoh5uAzDYlF+gWArdx64hEX5BWBZLnPgYrlFomNKOtqvZ5DHfcR6IWeT3f0Esb68s+4wZk+Ol/gIsydzFSL5a1/vt4ltulgHaYbFpt0leOatbzFz6bd45q1vm/qAp43nqwaK28FXmRWLXMXMJasK4YKn8D5KqNHH2y+84pUOKEpzGIeTBs0wWLGJW6RwOuVtLD+fqzA1YumaA4jsapS1m04HN6fifU3+O4ZhUNvEPOX9hT8v24OcN7+F09V8zvX8E6eDBkHTCA/yBUHTsotpSra0NT5va+wj3wZuTibfBq+0rVxvfOTHxTqLHfUNdmHBLj2tj8c4tnTNAYxK7CFch+PxOj2Oy1tVKBwn/ltJR01mO0qu1Avjr9NFI2vJTjgcNOosTmg1FGha3kcwmT3naNV1Nrz96WFU1jbC8v/snXucFNWZ939V1ZeZYYaZ5jKIF7wLiLBBYQgXTRaUrFFE426Y3GBcgYQxkWRjlIGsqFFGvKzRvEFFdoO4rpgNqyzKu8sKGyNoBEVfEAkSvGAUuTZMz6Wnu6vq/aO6aqq6q/oyl+6qmd/38/Ej011Vfeqc5zznqVPn+Z02rXyKk36uoqT1iVzHevMcg6M+bw89L7ppfsMVmnpuwGmL44GVJfj1z6aitT2OcFO7ptvkoP0yOGl0qbncotihv6ALpGsr7bTdCZ0NUHHMR4/GEgj6fQj4tSZc/sPJEEURFWWaMObJSDuU5CJMTa9GMP6deq0B/UsgSSLaZRVVFUH8uPZS+P0iyoJ+xOIJ1E6/yFaMVu8knTUifXb7SLgVkERPrxjxArqNB/w+ND69w9iS/Ei4LeN26mbn7zQQKEqHbekPehteO2AMJtFYwlbjQMkwyKXqmdhpOTptQW735gRAzm9TCv3mhdiT+jY5m71a7MEn4kQkitISX9qGQ6GKEgACJFF7q2fWEtl3MIwNrx1A4y1TMr4MkRUFS+dOwFmnlWtvGBUFt39vHIIBEQtrx1pWBpr11MzljcYSiCdUy2e6bo+mfyqiXdGEfFPPd5oo1PuOJIpIJOvNTivFqe8UA6/3N2OVl6LpzKzd9IGjjfp99npGCVnR0lDLA/A5tJku5Lx5xydYclONoTWTyUbNVIdKjU2PICtYcftU/Mf/aoLt+tt2CAL+eclVUKEiIauItMagKAoAAbXTL8Lv3/4U9y3Qdnk81RwzhOCrQ6WQHfTyzJqs5n+LogAVWnursI9P7OxUlhWEyvxorJ+c0WYyPRgz+CXEG3T4Vxj+Vd8tXNdsDvhF/ORbl+I3L71nqx9m9j1Als15FMXBF4kYUNGhIaZrn1WWB+CXOny2ne/X9cwTimCsjDPfW6ofc3omzWXcztU/kp4ndQWZ3bjev18QjfWToagqBAioLA9CVYF5M0fhSxcNgd8n2NppZXnA8lmmmDD1b6f45FRzDGdWl6OxfjKisQRKgj6sWnKlpic9QOsDgDbOj7lgEG746oWQRE3HMpZIf0bTdakfXavpUgPaKnyn/nX8VBtU03yAbsv3109BQlG1HW+lzH2gK33H6zCuSaLPBpuXrf7Dty9DU2sMD6x5y/hM008S0VBXk7Zk+6kXd6OiLGDstKR/t7iuBnfN+zLueuqPlt2XABVrN32Ab00f4Wjg5WUB3Pbdy/DQv3Zskb6wdizKSvwI+EXc/dQbCFWUYP43LkG0XcadT3YIZ//0O5cZKVp6Qy+pq8F9KeVubU+g8cmOz5bO+zIiLXHLLjv3fH9St3aS7txSmuSGbuMJWXuLuW7LfmPHznVb9qdNROipfLXTL8o6mRKLy7h7/iQ0tbTjVHMMG147gOuuOB9rXt6L6lApBoVKMeuqEZZt0RfNGY9oTLa9nqoCC2vH4pF/24lwJIqGuhr0K/VZJg71tzWp7xftbGtJXQ38fhF3PfXHrPZG23QHuoae7mcnjBpi+N3tew5h0ZzxFj+ra9u1tykoKfPjSDhqpKya7RkAZl8zEotXbDX88U0zLsHMKy7A0y+/j3AkitrpI/DH3Z/jD+98jtu/N87RP4f6B3E0HE0bCwYP0OQYQv2D+OJ4C377ygdp/Wth7VhUVQSx5uX3jWsumjMeG7d9hAmjhqB2+ggjheCGr5yXNuY4TRSqKtBQV4OXth7AC69+aJQJgJGC4dR3ioHX+5td+RfWjsX/vvVpWpvfMWccmlra0z7/h29fBp9PMDah0G0B6GizRXPGoyWqbV71zasugiAIxiYWjptMmD6vDpXiJ9+6FOHmKJY//Zbld4YMKMPF5w1M8/+6Hy8JSnj42bcRjkSxsFbT5z3vzJCRvqMf/8Lv91t2gdbrQh8HUv/94DPaNRfX1WBgRcBeCB/2dirLCgQkg1hZtT2mLwf3hPQGMvnXvx53Fh5d+44hC9Ov1I8Zl5+Pp17c7eiHdFL9Y+rndvHFux8cxvb3DxspjDMuP9/yG/o4mxpPp47n+rH9yoKOYx+Q/kyaz7idi38kPYud7abGYg11NVizcQ9ORmKYfc1I/HLtTovN3L3qDcsCDJ3UGLA6VIrKfvYxoXkyW/973Zb9uGP2eCxfsyNtzP+biecYaer6xqB6eW/77mWQJAH/OHcC4nHFMk/QUFdjbHiRGnOby/TK9o/T4tlFc8bjpa0HcNnI07DhtQP41vQRlhiwqTWWc4xoN5/jppi3Jym6pl5P05ndbxUV+MuRCAJ+yZK2BXTkfa98cZex6qh/v6CR+56qo9OhR6NtBd3SFrcYciZdh35lEqAIAAQ0t8WSwbuAYPIVz+2/eg1Hwpp2j98npGku6WX1oSNFVpJEyBCQSL69OXaqFQ8/u9NynlkDUMdOv6krD15d0YtwC8XWGOn87reCEVzobxrPqi4HRMAnikjICr44rmmKhSNR3DFnXEZNvdu+exn+ef0enDWkXHtrIwnwSyJisgxJEPHZ0Qh8kmg8sOpUh0px/w+n4NCxlrTJjqGD+mH5029Z9Ezur58CFWrWN4/56WOm21tP2SY19fLVgEzXz5kwaggW3PhXkGUVkbYY/JJkWUU9//oxEGTZUXtn7szRhq8MVZTge18faQnKF9fVYEBlCV575y94av0eANrOuXb+ubzMj3hcwV1Ppe9k11g/BYIIfHKoKU0XTV+h7ZNEbPt/n2FwqJ9l9epNMy6BLKsWbVZ9tap5pasulGx+8FhYOxaDq8rwz/+520jPNZdJW/Horrf2XelvbtDUcyr/svrJ8EmCthOsquKzIx1+UNdjOntoBY6fjGJQVamtxsx9CyZDFAFFAVqjcZSXBRBpbUfQ78PSlW8YPrzhpnEIN8XSbLQ6VILWqIymlhiOn4qiX6nPMaZx6i/6rne69qM5Bpr99VFobotZdkufMGoI5l8/xtDzNe9+q/1bxWdHI2l6VY31kw1tve5aXdKZCeNC+2lq6hX3PGrq5Uax4l3n8WFKmsbu0rkTjXHTvIouVBFELKHgnlWml7o31aC6qgSH7V7KhUrwq+ffTcssmf31UbjlwS2YMGoI5s4cbasfunTuRDS1tBurrgZVlUAQBNtjG2+ZYqv917FLrbdXsOdCb9bUO3KixdF29eyTlS/usp07MP89fFgoLVZdNGc83t57GBecVYXTBvZDwCch0tYOqEJOmnpv7jmMG75yHq6edC7CEW0xxuYdnxiLMcxjs675p/99z/cnQVVVIwYx39t9CyZbniEtY/wtU3DkRCsirXEcDbfgy5ecjrisQJZVvPB7LWPAHHc46UJ31KNzjNib+04m2+VKPRP6mw3RJ+HuVdqWyU5Ls9/cc9hYQttYPxknIzEsrqvBsCEd2kepHTF1suxIWMuLnztzNPr381s6ugIVS5JGrM94P/kfu7HvYBgrG6YZ5wOw6NXYlVUwzdvqRu0DkFAEKEr6eWYNQJ039xzGvOtHY+7M0ThnaEWXOwnTYoqDLCuATzTeYupblS+rn4x4wioAXHftxVBVoH+/INAPuGveRLRE41AUBb/4wSQ0tcRQURbAI/+mCbF/9bKzLG9tFtfVoLIic19KJBSseXmvZZv2NS/vxU++NTZNzyShaJoF2d485qePmW5vtE13YJcaczISs91YRZ9QuPk6RfNLDmk15wytMP49d+Zowzfrny1bvR33/mAS/vDO58Z5961+Cz/6uzEW/xxXZCxZsQ33zJ9o+zsQVDQ1x21XCv70O5dClFXEFNWYODRz/Vcu6LhOkooyv2XM0bli7Jlpfafu2ovx5p7DxnX0a8nJ/uO2t/Ze729O5VcUFYo+PgqCxQ/qtvbEHVOx+PFtjv6xJRpHc2s8LZhvN2lG3Tj1Qtz+2FbMuvLCNBttaUvg+KkoGlZsA4CMMY3d57rcQknAh5KA9fg39xzGyUgM3/v6SMuKPS0zQNXiDlmGIuurRbR/63WRXgbtnO5cXcI0NEK8jfP4oCBUUYK5M0dj2JByzJ05GjGTXqmueQcAj/z4CsiqaqxsjsYSSMgKPj7UjHBTm8Vv/unj4ygN+mzH25uuHQVAex666dpRtuVqamk3/C2gbRhXWR60vwc589jH1XbeJpPt+lQVieQ4CqRLG5n/1mW79Ofvz442G/MBgDbBdff8ifjxP/0Bj/z4CsydORqh/kGUlwaw6Y8fYdr4s1F3zSh8caIFL2/9ENPGn43rv3IBorEEIsmXcqH+Qcy7fjQefObttGev1PRdNTlO29u0gl8+9w7qrr3Y0KXWswRUVbX0jfEXn4Yf3L857Rr6vRv9oBMxYl/tO16ImQuOL6mN0N9hKau+ZHvMBYPwzSuHI+AX8YNvjEHj09sty2RvnHqh5aHRbrLsSLgNZ1aXIxZT8EVyx8XUnZOOhDUBdH32WhJFSFJHTnqkNQ6/zz7NxCeJUFXrDkeKrGq7QsoqBvQvSTvPScevPaZYZs+70kmYFtP95Kojl1CBDa8dsEwGAB2bvOgPnDpPNkzDPz6RvuPhPd+fBFlWUVURwLTxZ9tOkNy3YLKx3NuuvQVBQDgStfxedagUqS9s87ENJ9vKVZPPy7bphbdTuZbRLjWmdvpFtptDmH2jriNn24ZJPbHqUGlGoeDa6RdZJh6ef2U/Ljl/MCRJwEtbD+CqCecgVFGCQEDC0rkT0lbjyTKMHb/0PvXY8+9gwY1jNE0SWXYso1lzTP/Oqf/om8eknm+XcuFW+/VSf7Oz3UxacBIEJABIgmBpG/3FiSSJGf2jX5Lw2PNWe7//6R1YOneicbxux7/6912Wsi7/4RQM6F9iubazFqXVFvUMg8ryIJbOnQBRBE41x9OONz9sVJYHMKiy1JIZYFuHBW7vvhrcE9IbcPIXAb+UljVy34LJttrNAb/PsvJdv8Zd8yZi8ePb0n5zxe1THeMHfdW8ky5Y6rg7qLIUguAwRkjp96Zr6epxTNAvIBa129qHuJ1sY52usTdt/NnGWKuvbrMbq/0+TVNX12HWV6NWlPnh92nXOnoyilXrd2PuzNF48BlNZuOFVz9EY/1kI6Z9ZcenxjUb6ydj2ertWFxXg+bWmDERZy5vqk37fR1xdOq9yYo2Cbn6pfex4MYxGDKgH/5ypBkvvvpnzP76qJR6cI6BrfWUrZ+481mnGBR991u3IUkiYgkZs64amJsT4gAAIABJREFUjjUb96Tt9LakrgYBCbi3fhKu/+r5OHqyFR99fgqNSa2wdVv2Y9GcGtuHRt1QzVSHSnH4RAsWPLAFj6/bhdnXjMTgqhLbh83K8gBunTUWK1/chVORGO6a92VUh0qxbst+9C8PYGFtSllvqkFbLIGGFVsxv3EzGlZsxbFIDAkJ+MvRZjSs2Ip/+red+IdvX2Y5r395IG23mUVzxuOV7R/b7jrTGXLd0Ybkhp5m1LBiW7Ktt6ElLuNkymfh1jgCkoBvTR+BVet3o2HFNqxavxuKouJUc8zWPqHav5EJN0Vx96o3MOuq4RhYaW+zzW1xLJozHpt3fJLWlxbWjsXv3/4Ui+aMt3zeUFcDX3KSWv8sH9uws60ldTUYMqAsp2t2xTYlSYQqiUgIAlRJNCaRCoGdDYRb4wUtQzbyKWNAQjKFsKMdhtrsAqv7Rl1Hbn7jZvzlSFPauQtrx+KBNW/hj7s/R0NdjfHywkx1SBMKHjqoPO3cf/q3nVi8YhuuuPQsxBIJzP/GJThxStPta1ixDZt3fIKvTz4Xj6/bhfmNr+Dxdbvwva+PxPBhIaOcpw8qR9CvBWa6Nmuq7X9y6BQ27/jE8l3q3042feusscaxm3d8YnzuZt/qlbFAUVRb2w367dsx6O+w9ZPNUcMP3j57HGZfo61ue+hf38bCWq3NfvKtS9PasrU9bmvvre1xw586xRWhiiA++OSEoZ2qxwqpcUJDXQ0+/Cxs+OHhw0KYfc1IPL5uF+qTcUnA78P2PYdM9yYYbaav9g76pawTeoB32psQUnyc/IWiqBYpgTEXDIKiKph11XBLbDvrquGGjrSZI+E2iKJg6ztPRtpt49WH/vVtrFq/G7XTR+DdDw6nHaP7eHM5fVDhF9NjmYa6GlT1C1g+N2vv6c9sR0+1I1BC7+hFso11Qb+A2uSzWL1pDmD4sJAl5jOPyfMbN2PV+t2ou/ZizLvhEsPWF6/YhtrpI7D3o2O4ddbYtE0znOIEfbFDZXkAazd9kGbTi1NiyZ99dxwiLTHs+/iErU2/sv1jANpLbV3CzNxnzMf+6ePjab+nx7Dmekqtx/R+4r5nnWJBTb0UVEnEwcMRI23KrMtQURZAeZkP8bgCWQESsoKnX96D679ygWVJ6X0LJiEWl3FmdYVFR+HK8Wfhb6dehFMtmfPXnfRtls6daKRMVoc6NMYUBRAl4FRzDGUlfqiKCp9PhN8nGrp75uvct2CypVzDh4Uw55qLMagqubpAAgI+EW3tSseKBJ+ARELp1tlwY0crQQBU1XMz7W7S1LPTHLDTRtTsS9cuEnDsVBtONcdw4bBKHDnRCr/PZ9nM4tZZYyEIMMSI9bdC0VgCAb+EJY+/juqQph+12FZXagqCfhGxhAJABVQBiqrCJwoQRAGxuIySoA/xhJLc8UvEgP4laGpq69KKs2LsfptNv6mntUO6qgVYXI0R+zKm7n4rCMAiWw2aKXhp6wG8/1HYsNGq8iBKS3yIxZU0Da95M0dh8l+dYZvKu+G1A/jGX1+IgZUliMUVHD7Rkrbb3umDyyHLKp5+eY+RPpGqiaKXTdcjqQ6V4vbvjUOoIpjUCZEs2qz6qoL5N4wBVOClrQcw8txBFg29a6ecb9HFA7R+fLK5HSUBH2LxBI6ejNoe62bf2tkVpoXU1POV+HHbo3+wtT3bdrx+jDGON9ZPxuYdB3HDVy9ESVAydJSGDwvhu1ePwKDKUgSDEhIJBYqiwu/rsA0nm1q3ZT9unHohqgdoL15S/c6eD49h/MWn4edPvG5sCHPG4HK0tscR9PsgQNuF7pXtH+PKmnOwZuMeTBt/Ns4eWuG4MvvgF5HkvY3ukv6dm1cUU1MvHWrq2Z9HTb3CxLt2/qJdUTG/sSN179c/m4r2eAKnkmOhvhlAOBJ1fKZaWDsWACyr/RbNGY+qiiBkWUUi6ZPs9MGWzp2IWDyBgF9L560qD8LvF5FIKEjI6eNuaiwTkABVFPHrf3/Xos9ut6KwsX4KBLl3rjHuzZp6R49GMo51TjG7PtbqcZwKFU+9uDstxtA3tDCf25icF1BVpD3np65s/YdvXwa/X0C/kgAEAfj8aDO2/b/PUTNqqPGcd87pldoutIqKSEsMsqLgVLP2nDNv5ih8+ZLTDZv+y5EmnFndH7Ki4tjJNqhQIQqCRZOyuS2GQZWl+ON7n+Op9XuMOZaBlSWoKg9CkgTIcvpcQ+ouwnb92Uua/F2Bmnp5ICuqJU02VZchFpfTHgIVVbUsDV3z8l7MvmYkWqJxQ7ssVFGCvx53Fu5c+bol8H5p64dp+esnItG0nZsWzakxJvT043SNMVES0fDrdMdw7w8m2b6dUlVrfvq+g2EsfnwbVjZMgyArUGQgGpNNKSuALEN7COjOuk6mxejOr3cOWYXBTnPAKd1b1y6SBQF3/J+tGD4shAU3jsHDz2obYfzi+5NwoimKSGvc2Lno9tnj0B6TLQPCT751KYYPC2lLxVtiaTarTQiqiEfjEExlkACoipa25gOQSH6v6y75fGKXU6aczs/1mp35/QSQlhq6bPV2baDJs/ydwQvaZPmWMW7xQ7KR/rIsZbOhSFsM738Utt34orzMn6bh9dT6PbhsxBBUVQRw7w8mGULBG147gBmXn4//+N/9mHf9aJxqbjfOtRMrvnXWWJyMxLDvYNgxnbeizG8c+9SL7+Gn37nU0P2z0+25eaYKqCpeePVDvPDqh5bvrp50bpouniwI+Omjf0irO7tj3YoXUiTjCXvdOcd2vK7j+EhrHLv+fAyv7PgUT9wx1ZjQs7OnZzbuxe2zL8OMy8/HhtcO2MQC4/H8/+wzVsjdOmss+pcHLHIKj6/bhX0Hwxg/aiju+f4khJP+PBqX0dyawLLnrTveBQOicQ9Ounvhpg6ZhJuvu6RL+ndeaG9CiDuw8xe6dIHuq8pKJcQTsq2ObVNLe1rccOussfjPPxzA3115ERrrpyAuKzj4RQRP/oe2CsqsQ2qnAZqqnbeyYRqEqObJ7PxaaiwTlwHVhzR9dqcxxi0xHMmPTGOdUzxsHmuvnnQuJElI22n51llj0S9lBaduKx8fihjZUfo54UgUwYCEH33zS/BJIgaHSrF20z589bKzsPzpjnkJfZfocHIe4v7VOyxzFI/fMRX/8p/vA9Di6PPOqErrBwBs09r1BVArG6YZetLmOZaVDdNQPaDcdj7AXI8JBw1gNz3rFIs+ff9O+jhmTbkrx5+l7egpAn6fdUdFXSfpp9+5DHfPn4Qm0wq8UEUQoiDiudf+hLkzR+Pc0/tbZs31B/4FN46x5LdXh0rR3BrD2k0fGEF6NJZAPJGwdKzqUKmRTw4Hx+CUry4Igu39BfwSFEW1fctE3IUkiQhHokgIAiRRQMBGmyMaS9jqi2g7KPugxhSsbJhmeetxJNyGT76IpK0OicUUS6rDkXAbHnlup6Fl1twWx7/+3z9hwY1jcMbgCgAqmtvikGUVPkkydkDMZ9VbppUcblzpUexJNS9ok3W1jLrw/f31U5BQVUiCAAjaauV511+CB5IaIoB5UnVKWj/Y+9Ex+H0SYnEFJUEfKpOmM2382djw2gFcd8X5UBSrll2qRqru//WVeE56ZYNDZcZuuD/85pcgiSJUQYWkCpgwaogR0OurAKFqeoI3fOU8y6SeUz3Z1ekNXznPossTkLSHCts2cWFfciN+n4NOo5N+o+nzdVv24+7vT4Qvudq0OlTqaE8/rr0UgIANrx3AtPFno1+JD0vnTjRWg8RkGfOuH4Obr1MgCAJ+//anOHtope2KPlEAEoqKF1/9M97ccxi//tlU299srJ+CpxZfid+//amjHZu1Hs16gYWwG9ooIcSMD8CSm2pw32+0iTpFTn+pquvYlpX64fOJaKyfYlnVPm382fj3Vz7A/OvHQBCAM6vLcdaQ8px0SPv3C6KxfrIlrjb7RPPO304+K3VMyaR5il66Uq8v4xQP62OtrhsHFbbj9l3zJlqup9vK5h2fYMbl5+PtvV/gvgWTcaIpilPNMTz1wntGpt/SuRMx+a9OT7vuo2vfMfTS12zckzbv4PdJ+ME3RuPoySg27/jERrtZBKDihq+chytrzoEkdmQEdGjliY7Ppl2pNzc96xSLPjup55QqN7AigNMG9sPC2rF46/0vcPnYM420lGGnVdg+tPfvF8DSlBV4H312Cmef3h/XXXE+Hl37Dn72vXG25w4dWG4Yp35uwC8amwfoS2TLk6s99OMa6mqMrbCXzp1gb+BJTarU7dpFHyz3d/eqNxCqKElbmmtOHSTuocN2O3ZHXlJXg7vmfRl3PfVH47MzqstRO31EWvuXBSV8EY4any//4RSL7egaTOa3QgMcNPMqk1qOwYCEqooA/D4J//f1D3H52DNx/9Mdq0HMb3+y2ZWuXeWUxpotzbVYFHug0XUnUuvFh+5dYdsVuqOMsqwgUOJD06mY5Tq/+L79yuSm1hhmXTXcYo9m/zlh1BDMvuZitEbjqCjz428mnoOqiiB2vH8If3jncyysHYtH177juBKvslzbFnTzjk+waM74tN95eesBXDbytLS3rBteO4Da6SMAaLv6pvrfhroaAMALr36YsZ5S6/SGr5yHKy49y5io1681qCKQNrHn1r7kRir7BW1tNyDZ27T583EjqxFtl9G4WhtrF9aOhU8Sbe1pYGUJJAlpvnth7Vg8t+kj/PW4s9LSxd7ee9iwU/PxDz7zNsIRTc8PgGV3SPNvNrXG0Lh6u6av95ew7bXWvLzXdG8CjkdiBbEb2ighJJVgUIIvLhs72jrt4D10UDn+5T/fww1fvRCvbP8Efz3uLCxfYx8L2PlTXYc0dWxes3GPcY6uoXrslFXOI1vcmzqm6DpqqTF70C/A4Z0c8TB28bBuM2bdOKf5A9H0zKGPi39873NjQm/Kl87EqvW7MePy8y071N86ayxe2f4x/mbSubbXbWtPYO2mP6F2+gh89HmT5bynXtyFGZefj807PkHt9BH4w05tUZJuqwEJEEQRV1x6lpFKrn/3/ofHsDhpz3bPpgEpt0k9LzzrFIs+q6lnl8s+YdQQzL9+DADAJwmQFRXhSDvKSvxY/dJ7jvo2C24ck5bXPnfmaGze8QkW3PhXaI/JkCTBVnPsR9/8EtraZWNFXnlZAL/brK3SO3ayzdCFqKoIYP71Y4zcdX0QArQVHt//xmjLw6T+0HjL3/0V4nHVdvfbhKwaD35OelCFyFEvlqZCVymWxoiTDoOusaivZhAgYJGt7oBVX0QXQjW/NTkabkHNqKFJLQWgrT1uWQWlX0vXeQxHosa/U3dv1o81a4tlsitn7arJSS2yrmnH9RTF1tTTy9DZFS1u0Bixw/Z4QUjT1lv+w8lojSbS9HSWzp1oq1Oj2yOg+f7ZXx+FppZ2iybakXArfD4RFaUB+HwiFtv1p1umQJZViKIAnwS0xxWoOeqiabuJT4EK2F+7fkpOuni56Y2k6/K4tS/lSiE19QYPrsCJEy22tutk04ZuLARLmwwfFsLC2rG466k30rRKy0p8aI1q/68sL4EoAJ8dbcbaTR/gxqkXpvlq3VYlCVBkbWVeqoak3v4AHPV6b3lwi3HcFydaIEBAVUUQx0+1IeAXEaoohSTC0NIrlN0U2kapqZcONfXSWXf/tQj4pbzPi7YnEGlqy36gyyi2hrROh68FwpE2xOIKfJKIQVWllmwoIKlPNn8SfrB8szHmrtuyX9MXra6AJAiWZyn9nGX1kyEIQEJWoSoqRFFEU0s7+vcLQhLtz3HS7csU99qNKSUBCdGYYjyz9fbdb3u7pl42zPZs1qEz27Pj8/ktU6CqKhIJxVgNd9nI0/D7tz/FDV+90Ih7zXsDDOhfgubWGI6ejOK8M/rbzkvoscJLWw/gyppz0NwWw6nmGNZt2W+s9DPHr3JKRogqSY4xqA9qxvihekC/POut763ep6aeDampcsOHhTDj8vPRsGKr7aq1W2dpO3Xaad09+R+7LNc+EtZ0lN7ccxg3Xyfj+/dvxvBhIVvNsWc27rUsb22sn4w39xzGTdeOsuSpA5pGj09VkUhq+OjsOxiGAFg0dfTr3nydDF9yEwpdxyFZAZAFwagDp1UozFF3H05pnrrGoq7dkDC1r/m41Dea2/ccsqxk0t8Q6QNKdagUt88el/YGUbdn3X6bWtqzaot1lMHZrpy1q5KbqbhUO05PDW2sn1y0gcYLWlX5lNFporSinz/NfysKLHo6+grSWDyR0R4BTdcmdcOjm69TjL+rQ6V44EdT7N8OqioEVUFCEVB3X4dw9xN3TDWu6/T7en/UP0s9Rk726Xw0IJ31RtJ1edzal9yKk+1m+zzVF+87GMaja9/BXfO+jHCkPU2rtKo8iGhMxp1Pvo57fzDJeGk4uKrEVlsHggollvQzgmCrASUrCiRJsI1DYvGE5bglj78OQItH/vHJNwAkNaOS9yY7ji3dbze0UeJGAn6p0xOP3nuF7Q7M8YD+nPar375rxK2pMeqiOePxuy0fAOgYc/cdDOPuVW9iZcOVkFUlTQv1SLgNigI8/OzblmczQPOBsqLanuO0UjBb3Js6drS3KRbtPa7Q693o7Q9BsOjQ6dq7gJY99ZNvXYpHnttpiW+jsQTWvPy+sWJUX8wzbfzZaGppN84369Y11k824tpVS660jQdUaBOFL7z6IWpGDU2bi7DGr2oyRu2YX3DqC7KiGHruTmN6vvXm5medYtBnY6LUVLnvXj3CMOy5M0en6Yfp2knPbNyLpXMnGjPXbe1xhCNRy7WrQ6UIVZTgyUXTAAhYtmAytrx1EJUVAcus9soXd6Xlq+s556m2bU7js0vzO9ncbjuTnyn1z6z546zlwBx1t5FrmqfzcVYdj5pRQ40JPUDTFdMDI0Cz/wfWvIUHfnQ57v3BJAACPjsasUxIm3UgctVkcrIrZ+0qZ/t3i61yoOleZAgOm49MsejR3Tj1QiPg0Y97dO07xkroVHuZMGpImiaOWRtE1zJprJ+MaCyBIQPKIMiq7aQtoK0mgqJi+Q8nGysHJEnTDcnUHwy7hXNfTeS5g20mjbdUXR4396XehF2bhCNRlAR8eHTtHy12+8hzO7GsfjICfgWhihKLBm7A70OjyVfrsYn+Zl37rQxtqgIbXjtgvABMyAr8Pk1jVV+xLQiCcY6Tzy6k3dBGCSGAdTOy1Oe0js0mtGeshKziP/53v6FZnurPxGQ2i5NvsXuu0zW/MsXVqSuvfT7Rej59Vp8mdYVZaVBCW7sCKAr+eclVePeDw/jVv++CKIpYtmAyqiqCySwQwUg1j7TGjbTuuTNH4809hy3zFPrinkzPYQCQSKiWeCDSGseG1w5gzjWjoKrWONUxfpUEIGUhabYYNOOYTrqEWOwCFAs9J7s6VIrhw0IYVNVhYJlWGu07GMaajXsQ9EtYtX431ry8Fwtrx6I6VAqgI6+8pT2Gf3zydcxvfAW/XLsT37zqIsTjWrrr/MbNWPniLtROH2E579ZZYw1NBVlVLN8tSeaLp5Zd/37IgDL8/O8nWD5bbDrHjkBSc686VGroRuRzPikOdu1v11ZOx/ULika7A0BlecBi70723x6T8fMnXsfDz76NgF8ygh7d5jfv+AQAsPejY5br629Mt+85ZFtWSRKhSiISggBV0lIdM91frvdPvI0kiYjL9m/8jp1qw6yrhmPCqCEA0m1YPy7gl9J8m74S9e5Vb6BhxTasWr8btdNHYO9HxyzfN6zYioYV2/D4ul2Ix7XJNFlWIMja6jk9jSbcGkfDim14+NmdSMgqfvXbd9GwYhuWPL7NuO6ts8ba+nrdbs2+WD+moa4GL209gPmNm9GwYhvCrXFIUvYh2+laAZtMMfalwhD0C7Y+sTVqv4o0HGnH3avewOxrRiIQELFojnZua3vc9njFpKKSqU2DfhG100dg1frdWP3S+xBFAQ8/uxP1D2wx+sGu/UeMlQDrtuy3tYlC2g1tlBACAKqKjM9pb+45jJPN7WhqjSEciWLXn7UxvTqkaZPr/mzRnPEI+EVbv6xr2Dn5HCd/FJCAu+Z9GbOvGYlV63cbsYNP0ja9os8i+krThhXbjLjucDiKlS/uSv69FeedGcKSunGItMbwy7Xa2Hznk68jnlBw96o30bBiG5at3o59B8NpGSdHwpomr/6i2s629ee0CaOGQJSAWVcNN+x11frdmHXVCCQUBa9s/9g43il+XTSnJpkBYI1Ls8WgHNN7jj6rqQd0zJirAD49HDFSt5zy1/Uc8sV1NRhQWYJ4XIGsqPD7BRw/GUU8oaCyPIhIazsefnan5fwVt0/FXU9ZdZ0mjBqCuTNHo7ktjvJSPwRB2ympfz/tDXpC1nZ19IkCJKhZd/+sqirDsZOteaX++QMSYrK2XLZYu99SU8+ebLYr+CVE2xMZ28rOThIQ8KePj2PEOQMhKyoEARYtEif7N2tH6jt1njagHwJ+SdNSSOo56ZojqbpP864fbaxi08tql17587+fgFA/P2Ky6mjLXtRTcLudu0VjREeVRBw0+WUdsy++a95EnGpuR2V5MM2/Vod0TToVkqjZpqqokCTRVnvHvIraXg8kXcPLrPflrEs6BRBUQBWgqJpeiva3tS8Yvji5q+9LWw+k7X6bq46Y2a/35t1vC62p15X+GyjxoT2u+TRRBCRJgCyrtpo2Zh2me+ZPwm+Smr7DTqvAnU++ntU2ndpUlTp0Hp2utax+CkQAoqTp/CAp6ZBqE4W0m0L+FjX10qGmXvee5+Y4wAk3aOqZtboyPaet27Ifs68ZiUGVpRAEAU0t7WiPyxAFwYhHZ15xAcpKfBhUGUz6ZetYmcnnOH7nk9K0fvUYwJfyDAe4PyYsBH1JU89JH9as71wd0rTyGlLsaOncCY6xsPlcXQ8SqoCgX0B7cp5CEkW8tPUARp47CBVlfvTvF8Tdq97AmAsG4YavXohksgnKy/yIJ2TL+UheT395KAhAe0zBC7/fj11/PmYbl2aLQZ36EPtEdqip54CeKicLAtZu+sDILbfb7UjXcWqsn6xNjETjkAUBHx+KWAaWxvrJANL1kUQh/TNdO+8nj7xq+XxlwzT4VFULrAFATt/RxS7NTxQFbRWJ6bNsxGOycR0lpq2hZeqg+5FlBYMH9MPRaCRjW9nZiSwIePDZnQA0e1390vsWXQW7XTwX19Xg8XUd2pG6Lklj/WQMrCxBPJlSoGl6CXhzz+E03ZGbr7sEPtVaVnM6BaD1kXv/5U1jkHCyRaa59n5kRcXaTR/gjtnjLbvV6Vqkus0MrCyB3y+maY7oWmOAiptNWneN9ZNtVzsdCbeiYcU2x+9t9XBMel/OuqRJXTwAqYvlzHar++Khgytw6FizZUIvUxnsMPt1i5aqDexLhSEWTRjaOXOT9jh8WAiL5tTg/qe3p9k3oMcMquFP7bR57XZ9c9T4S+rxvrnnsKOdK4oCUVWhyEB1MsC2s4lC2g1ttPuo6F+KkmCfDv2JVxHUjM9pZp1yXRf0iTum4rbHXku71PVfuSAp5WGONU26YBl8jtN3CYfMAl1LjPRtnPRhU1fbyTZ2tHbTB2mxwqI54/H8/+wD0LGCThAFCEkjjsmwaC2/8OqHRlypj/+v7PjUSFEHOuYfzOfrqIKA+Y2bkYpdXJotBuWY3jNwZAfgE0WEI1E8s3GvkVsuisA98ychHIlqO9KV+o2VFQloEyM+ScQ5QyssnS/SGoffl54vrqj2OgyZtPMI6QlStRTNtn9mdTkOn2jBxm0fGX1Bt387jZFoLNGhdSeJUCUBkuykOZJu1xRBJ05IooArxp6OqoqARcdUD9qrQ6U4fKIFw4b0hyIDL7765zRtkPnXj4Ekaqui9ZWj/fsFbe0zmnypkY++qFkbpDt1Sakj1vvQ31xDUfDQrZejf78gFEVBMOjDghvHYMiAfjh8oiVNq1RWOvzpvoNhPLNxLxbcOAZnDK4wdqPNddVabjq66dqLpPdQEvR1ajUbIcXC8J0pmqCKquLHtZdiUFWpkSGSqlNu9p/mzyOt8eRLjPSXbZ0lHz1b0vdwiuvMOne6vaQeF45EEU8ksHTuRDS1tGNQVSk2bvsQ08afjeu/coEl5k0IgrFzsnmlnvmanYlXU8uvZ2wB2ipEL2V59Fb6rKaejiSJiCYSWFg7FuFIFMtWb8cjz+2Eqgp45LmdeOS5nagsDwKCioAkWPLhF/16K5TkgKGzbst+9C8PpOnT+XyCoYujf9ZQVwNfcgJQ/4x55aSnsdNS1G3/6Zf3oKqiBLv+fMzoCwG/hGgsgdu+e5nFVhfWjsWQgWXwQetHLXEZnx1twcoXd6VpMDjZtT5ImDEGFtKnKQlIuPi8QTj4RQRrNu6BoqhYtX63MaG3sHYsBodK8dymP+GP731uaIWZdfKCfgEBSbB8t2bjnjS9jyV1NRgyoAzVoVJs33MIi+aMt9EDSbfJgCT0iC4pNUd6F/6AhGORmKGp+8Azb+HoyVb8bst+nGjStB+ffnkP/D6rVumts8bihd9b7SociaKqogT9SiQIspJXEG3WkLKzVyftRUIIKQZm33n4RLNlLH907TtQoeLhZ9+21SlfWJvuP3W/quvrqVBz0qrNhXz0bEnfwy6uM+vc6TZ7siWKf/h2+vNWRVlA07pbsQ0bt32IKy49Ky3mNevzHT3Vjpe2foj5jZvx0tYDFtu009zLFmOm7kUw+5qReHzdrrx1n0nP0ac19YCOHPfUHYvOHtofiYSW6x3wi1DiMhJAWj78hFFD8M0rh1vSw+6a92X0K/EjLiuaJp4kYMNrBzBl7Bmo7BeErKhQFaCsVIIaV7pNK8aruei9qdyF1BjpSr3ZaSkePdmGU80xDKwKor1dwcCqEkAFjp1qw5qXtXSwOddcjIFVJVBV4FRzFEMGlEGJyWn6Z8OHhXDj1AtRWR7AoMpSWz0RwFkXiJCgAAAgAElEQVRTr7LE1+ve+Ljdzt2nqafp54QqSvC9r4/EhtcO4Nop52FQZSn8fhECgOc27cMrOz7F4roa7P3oGK6sOQeSqGmBvbL9Y1w75TwA9n57/vVjknofHbvY6hqrT724O00Tcv71o2019VaajlVUFQKE5MqB/FZRpdaTl7XuCoVXNPXMWlA61aFSLJ07EXevesOIPwZXlaA06IcgAp8fbcbaTR8gHIli8U01KC8NQEnaQklARHtbPMMvOpVDxEtbPzT6ieQToSoqAEGLdVJ0b9zus3qC3q6p1xl9PC9o43X2PGrq5Uax4t1U37lswUQMGVAOWVHx2dEI1m76wFid1zGuqzh2sg0qNA1bRVUR9EsoLwvg0LEOv3rrrLHJ1U3pY3tnyUfPti/611T6kqYe4Lz7rdmeAWDeDZcgFlNQVRGEJAoQJQEbt36Ia6ecb8StQb9o0YNc+eIui+yRHmPc8uAWY3d7c1y796NjluvlEmOa9yKw0wPOVffZCfaJ7FBTLwN6+t+RcJshNgnA0AoTZAXx5LJpWRBsdfFqrxpuLAcfHCqFH4AcSxiaeAlZsOSy6+i568wrJ4UmVUsxIQi44/9sBaDZ/uLHNW2xhhXbLOelfr6yYZo2ECgqSgI+o3/sOxg2+tPKhmmOeiKyrCBUpmlV6oPcoKoyHD/e3CP3TbyDrCiGb35m417cOPVC+CRRm9ATgJvvfcU4tqLMb+tjr550LgB7PdObr0tq3Zn8rq6x6qgJmVZG1fbYlQ3TIHTRn1NzpPeg27KZI+E2SCJs449//vmViCdU1F17MSKtcTz+Oy2tTLMrBe1tnbMGWVEdYxEt1unUZQkhpEdI9Z2LH38DgOaz9I3bdPRxXTvOGrsCwCM/vsLwq6H+JXjk33Zi38Gw7djeWfLRsyV9j9S4LtqqGFq7Znt+6oX3cOPUCzGgfxCffBHBui37se9gGFdPOteIW2OmayWSerlm9BgD0GJku1jVfL1cTNW8FwGlk9xHn697pxz3aCwBnyRCUlXTrLqICaOGpM2EHz0ZNXaqa6yfAjlFO8HuNyaMGgJJFJHIY4a80HCliPfJtQ3ttMGcNBd0/YfqUCl8oqi9DQUgitoOTSUBHyKtcazbsh/hSDSrDpg+SASTZT12qg2gPkOvJdUmA5Jgu9OxWQNEnyQ2dpNV1dz1QZC7xiOQn55dvtp3XvOpXitvT9PZ+nDSWkrVe9I1amQZ8PsErH7pfYu+nigKUNH5dqBWIyHES+jPXakr5zPq10G19avBgPbI++Krf8a08WcbUh62Y3uusTPHSNINpNrzvoNhrFq/27K7baZ5g0wxBqDFyPb9qHNjv3Ms4e55jVzxar/u85N6PgBLbqrBfb/pSP9bWDsWJUEJCVVBpDWB+0ypgQ11NQC0N0L6sWte3mvRTkh9M6PnoesphhNGDUHt9BHGknI9lz1U5neN0dilRbqtjCQz+bSh2UZ1raX//MOBtJ0Wzfa+pK4G0XgCdz31R4y5YBCumXIeHn52p+XYUEUwbWfGrpaVeBe7dm6oq8HaTX8yfKre7lJS/6sx5digX4AcVy0+VdcHaUyxH32AMx9r/s7OLlP9dabj8znWazbutfL2NIqidro+dK0ls32a9Z4eXfsOQhUlmH3NSMtujrq/DUeiWFg7Fg8+87aWjtvJdsjHXgkhpNgE/ZombmocUBYUc4oP7PzqojnjsXHbR47+L9exj2Mk6S7sYgQ9NgaQdd7A6fxXtn8MANj70THbfhSQhE6tJrWLJRrqaowUYC/3BS/36z6vqQdoDSgLAtpjMgRRwPGkhljt9IsMjTAdYzWeosAniRBFAbG4nFU7wTrrK9rq67gpF13XGuzuMtrh1Rx6t2vq5duGZhsN+iVN+1EAoACyqsInarpL7XEZkihAkgTc/ivNjhfX1WDV+t1pv3V//ZScdv0qpL0VC7fbeSE0Ro6caLFtZ/PbSHO7B0p8Fs2QoF9ALKrtUpvrij+7Y7O9dcvn+FyPzdXG3WInXuiThdTU85X4cdujf+h0fZi1ljpiBwUQgHBTFJXlQdz55Otp119WPwWfHm6yaEd1pR3ysW232GIhoaZeOl7QxuvsedTUy43iaeo5j0OpmmJ28YGT9tey+slG6mKq/8t17OvqGNkX/WsqfU1TLxOpeoypu9dmmzfo6vn5kjqvYafpl+/13dAn3B77UlMvC7KsICEI+OXad4zNMm6ceiHKywIOOeNJLaaEDAWZtRN0o29PBtBBUUC7g76Om3LRda1BAMamBxVlfqgAfJLo+tlqorXhmAsG4YavXmhsHvDC7/c72plZ60GOaYGRL2m/UFWoKgBZ7dBzUDo0FSrK/LY2nVCUnGzabG/m893UJ0jXcWrnM6vL0Vg/GYqqQlGSE3OSCDmuQJAVw8ea35mkapPEZThq0OWrT5fP8eZjJQhakCMIaRMmXrNxr5W3p4knchu3nSbNLFpLydgBgoD5yzYD0LRM7a6vKEqadlRX2sHJtu3KTfLHq2k7pDDE4nKnJhSi7QlEmtqyH9jLyDQOxaIJi36dXXzgpP2lKMlYVhKhSqKlv7bnOPZxjHQPbvW7+bx8TtVjjJli2kQO8wZdPT9fzLFEQlFwMhLD4roaI7133Rbn50034+V+7fbyFYyAX0xbon3P/Eld0p9xWsLZvyzgel0bPV9e33nSnILplWWofZ2SoISvTz4Xd696w5J2UBKUkEi+zcxEtiXIdjp8ne4r1HrqEzi18+ETLVi76QPMvmYkfvXbdz3pa/LpLzputnGvlben8fucNJw66iPftI3cfGj23+0qTuWuqup77dwVvJy2QwpDwC91eoVfX1zT1dVxyOfgP32iCAn2kgq5PqNxjHQHbvW7qeXSU2hTZWJyKWdXba2nbdVuDmVh7VgE/CIUhwxGt+Llfi0WuwBuQZFhGCOgzcr+5qX3sLiuBtWhUgBI02nKRgIwOrN+zWWrt0OU0KXrFgI9X752+kXGhB7QcQ/Zp4RIsYnHVdz/9A5L293/9A7E47k5JSf71dtet5HqUKmhw9dZmzZfqzPnE29g184La8di7aYPcOPUC9N8sJd8TT79BXC/jXutvD1NZb9g1vrIZgOp5OJDAwWIF5zKfaqlvRt/pfeTb/sTQjLT1XFIlJDmVxfWjoUodf0ZjWOkO3Cr300t17TxZxsTekB+5eyqrfW0rdrNoTy69h0o3prPA+Dtfu2FMhYEu6Wpb+45jPk3jEZj/eROLel1WsIZiysIlfk7fd1CIMtaGctKfJ5dhtrXkR2XW3dPSqxuI7odB/wi7q+f0qmdj8zXgiAAquq6PkG6TqrNiKKAB595G/sOhh1TuL3ia/LtL270+2a8Vt6eRhSFrPWRb9pGLj40HpN7vB2cyh1PaOk1JDe8nLZDiBvp6jgUiytY8/JezJ052kgLXPPyXvz0O5cCQJee0ThGugO3+t3UcnUlxu2qrfW0rTql9+YqweQmvNyvuVIvib7c0kx1qBRQoWk6qSoEWcmrUZ2uKYmCloveyesWCnPKmBljGSpxNXralhk9nSu387O3vdmOlZgMyHKnbVq/VnWozLV9gnQdi+8DEI5EAcBIPzTjJV+Tb3/xgo17rbw9Tbb66Mx4mYsP7el2cCq338cQMR8YLxHS/XTF/0migHAkimWrt6NhxTYsW70d4UhU2+ytG57ROEYWH7f63dRydTXG7aqt9aSturUNOotX+zUjtiQ9sdzSy0s4dXrDPfRV9C3OzW3XkEznygW2PelpujOFu9iwvxCv2oBTuSv7BYtbMI/h1fYnpLeSqU+yv/YO3NqOqeXavOOTtGcyN5SzO3BrG/Q1WN9JeiL9z8tLOHV6wz30VeIxGYMqAmisn2JscR6QtM9zgW1PepruTOEuNuwvxKs24FRu0aNv2YuFV9ufkN5Ktj7J/up93Op37coVkATXlbM7cGsb9DU4qWdC35558OAKHD0aQXfoO5q3fIasdss1C01vuIe+SuoW5/E8G49tT3oas43pu2R51d7YX4hXbcCr5XYbrEdC3EWmPsn+2jtwazumlisuw5Xl7A7c2gZ9CddP6n300UdYtGgRTp48iaqqKixfvhznnHNOsYtFCCGEEEIIIT1KLC5j8OCKvM6JticQaWrLfiAhhBDP4/pJvaVLl+Lb3/42Zs6cifXr1+POO+/EmjVril0sQgghhBBCCOlRAn4JM366Pq9zNjw8E5EeKg8hhBB34eqNMo4fP473338f1157LQDg2muvxfvvv48TJ04UuWSEEEIIIYQQQgghhBQPV6/UO3ToEIYMGQJJ0rbrlCQJ1dXVOHToEAYMGJDTNQYOLO/Ub+e7zN0tsNyFpSfLnYvterXessH78jZOtttX7r+rsJ5yp7vrKpPf7Yvtwnv2DrrterX8pHvpTMqufl7AL6V9Xux4tzfCvur9OmC8272w3jqPqyf1uoPjx5uhKGpe5+gbZXgNlruw2JW7O51RNtv1ar1lg/dVHHradt1+/26B9ZQ7el0Vwu/2xXbhPRfm97qL48ebMXBgecby84Gp79CZlF1AS9u1i22LGe/2Rvqif02lWHXAeNedsN6yk8l2XT2pN3ToUBw+fBiyLEOSJMiyjCNHjmDo0KE5X0MUhU79dmfPKzYsd2HpyXLncm2v1ls2eF/exuk++8r9dxXWU+50d11lul5fbBfes3fQy+3V8hP3YGdDxY53eyN99b7NeL0OGO92L6y3ziOoqurqVyPf+9738Ld/+7fGRhm/+93v8MwzzxS7WIQQQgghhBBCCCGEFA3XT+odOHAAixYtQlNTE/r374/ly5fjvPPOK3axCCGEEEIIIYQQQggpGq6f1COEEEIIIYQQQgghhFgRi10AQgghhBBCCCGEEEJIfnBSjxBCCCGEEEIIIYQQj8FJPUIIIYQQQgghhBBCPAYn9QghhBBCCCGEEEII8Ric1COEEEIIIYQQQgghxGNwUo8QQgghhBBCCCGEEI/BST1CCCGEEEIIIYQQQjyGr9gF6GmOH2+Goqh5nRMKlSEcbu2hEvUcLHdhsSv34MEV3Xb9bLbr1XrLBu+rOPS07br9/t0C6yl39LoqhN/ti+3Ce+55utt2KytL+1ybdZa+aN+dpdjxbm+E9le8OmC8605Yb9nJZLtcqWeDzycVuwidguUuLMUud7F/v6fgffVO+vr95wrrKXcKWVd9sV14z97D6+UvJKyr3GFddT+s095bB731vnoa1lvX4KQeIYQQQgghhBBCCCEeg5N6hBBCCCGEEEIIIYR4DE7qEUIIIYQQQgghhBDiMTipRwghhBBCCCGEEEKIx+CkHiGEEEIIIYQQQgghHoOTeoQQQgghhBBCCCGEeAxfsQtA3I8kiUgAkBUVkijAB0CWlWIXi+QA2464HdooIaS34FZ/5tZyEdKTVPQvRUkw/0fdaHsCkaa2HigR6UvQ75JCwkk9khFJEhFujWPZ6u04Em5DdagUi+tqECrz0zG5HLYdcTu0UUJIb8Gt/syt5SKkpykJ+jDjp+vzPm/DwzMR6YHykL4D/S4pNEy/JRlJAIZDAoAj4TYsW70dieIWi+QA2464HdooIaS34FZ/5tZyEUJIb4V+lxQaTuqRjMiKajgknSPhNsiKWqQSkVxh2xG3QxslhPQW3OrP3FouQgjprdDvkkLDST2SEUkUUB0qtXxWHSqFJApFKhHJFbYdcTu0UUJIb8Gt/syt5SKEkN4K/S4pNJzUIxnxAVhcV2M4Jl0TgGKM7odtR9wObZQQ0ltwqz9za7kIcSuxuIzBgyvy/q+if2n2i5M+Af0uKTS0LZIRWVYQKvOjsX4yd+/xGGw74nZoo4SQ3oJb/Zlby0WIWwn4JW6wQboE/S4pNJzUI1mRZQUCksYiq5CLXB6SO2w74nZoo4SQ3oJb/Zlby0UIIb0V+l1SSJh+SwghhBBCCCGEEEKIx+CkHiGEEEIIIYQQQgghHoOTeoQQQgghhBBCCCGEeAxO6hFCCCGEEEIIIYQQ4jE4qUcIIYQQQgghhBBCiMfgpB4hhBBCCCGEEEIIIR6Dk3qEEEIIIYQQQgghhHgMTuoRQgghhBBCCCGEEOIxOKlHCCGEEEIIIYQQQojH4KQeIYQQQgghhBBCCCEeg5N6hBBCCCGEEEIIIYR4DE7qEUIIIYQQQgghhBDiMQoyqRcOhzFv3jx87Wtfw4wZM/DDH/4QJ06cAAC8++67uO666/C1r30Nf//3f4/jx48b52X6jngLSRKhSiISggBVEiFJnE/uK7DtidugTRLijN4/joRb2T9Ir4P2TQjpazDu7f34CvEjgiBg7ty5mDBhAgBg+fLleOihh3DffffhZz/7GRobGzFu3DisWLECDz30EBobG6GqquN3xFtIkohwaxzLVm/HkXAbqkOlWFxXg1CZH7KsFLt4pAdh2xO3QZskxBn2D9KboX0TQvoa9Ht9g4JM01ZVVRkTegDwpS99CZ9//jl2796NYDCIcePGAQBqa2vxX//1XwCQ8TviLRKA4UgA4Ei4DctWb0eiuMUiBYBtT9wGbZIQZ9g/SG+G9k0I6WvQ7/UNCrJSz4yiKHjuuecwdepUHDp0CKeffrrx3YABA6AoCk6ePJnxu6qqqpx/b+DA8k6Vc/Dgik6dV2zcWO4j4VbDkXR81gYIglFeN5Y7F3qy3LnYrtvrLZe2t8Pt99VZeut9peJku264/87aZCFxSzm8QHfXVSa/2xfaxQv9o6fx6n3qtuvV8hcC2nfnKXa86xXyqSfanPfrwM3xro6X/J7byuMlCj6p94tf/AJlZWX47ne/i//5n//p8d87frwZiqLmdc7gwRU4ejTSQyXqOVxbbklEdajU4lCqQ6WAquLo0Yh7y50Fu3J3pzPKZrueqLcsbW+HJ+6rE7j9vnradl1z/52wyULimnryAHpdFcLv9pl2cXn/6GkK3c7dbbsDB5b3iXbqNH3cvjtLsePdzlKMCYJc7ajPjCkZKFYd9Jl4V8cjfs919eZCMtluQVUSly9fjk8++QS//OUvIYoihg4dis8//9z4/sSJExAEAVVVVRm/I97CB2BxXY3mQAAjl7/gM8qk4LDtidugTRLiDPsH6c3QvgkhfQ36vb5BwdrzkUcewXvvvYeVK1ciEAgAAC655BJEo1G89dZbGDduHNauXYurr74663fEW8iyglCZH431kyErKiRRgC/5OendsO2J26BNEuKMuX9AEABVZf8gvQbaNyGkr8G4t29QkEm9/fv344knnsA555yD2tpaAMCZZ56JX//613jggQewdOlStLe344wzzsCDDz4IABBF0fE74j1kWYGApMHJKuQil4cUDrY9cRu0SUKc0fuHngrD/kF6E7RvQkhfg3Fv76cgk3oXXngh9u3bZ/vdpZdeig0bNuT9HSGEEEIIIYQQQgghfZWCauoRQgghhBBCCCGEEEK6Dif1CCGEEEIIIYQQQgjxGJzUI4QQQgghhBBCCCHEY3BSjxBCCCGEEEIIIYQQj8FJPUIIIYQQQgghhBBCPAYn9QghhBBCCCGEEEII8Ric1COEEEIIIYQQQgghxGNwUo8QQgghhBBCCCGEEI/BST1CCCGEEEIIIYQQQjwGJ/UIIYQQQgghhBBCCPEYnNQjhBBCCCGEEEIIIcRjcFKPEEIIIYQQQgghhBCPwUk9QgghhBBCCCGEEEI8Bif1CCGEEEIIIYQQQgjxGJzUI4QQQgghhBBCCCHEY3BSjxBCCCGEEEIIIYQQj8FJPUIIIYQQQgghhBBCPAYn9QghhBBCCCGEEEII8Ric1COEEEIIIYQQQgghxGNwUo8UDUkSoUoijoRboUoiJMk95qiXLSEIritbISlkPbjZHgjR6Uu+oS/da1/EK+3rlXKS7oXt3j2wHgkhxcQfkKBKUtIHSfAHpGIXqVfiK3YBSN9EkkSEW+NYtno7joTbUB0qxeK6GoTK/JBlhWVzAYWsB9Y58QJ9yU770r32RbzSvl4pJ+le2O7dA+uREFJM/AEJxyIxNJp8UENdDQZVBBCPycUuXq+Cr2tIUUgARpABAEfCbVi2ejsSxS0WAHeXrZAUsh5Y58QL9CU77Uv32hfxSvt6pZyke2G7dw+sR0JIMYnJMCb0AM0HNa7eDs7ndT+c1CNFQVZUo4PrHAm3QVbUIpWoAzeXrZAUsh5Y58QL9CU77Uv32hfxSvt6pZyke2G7dw+sR0JIMZEVxcEHcaVwd8NJPdKt5KrdIYkCqkOlls+qQ6WQRCHv3+zuXP3uLJuX6Wo95KPj4vxbIjUYSFEx27Ekipgwaojl+57qE91JZ36XftA7uLV9u8PeaYd9k660e1fsTj9X9YlQJQmyx3Xo2H8IIT1B7s/7ouPzXXf/Vl+Hmnqk28hHu8MHYHFdTdqxPgD5rMjtiVz97iqb1+lKPeSr42L3Ww11NVj54i68uecwNRhIUbCz44a6GgAw7LKn+kRP3kMuv0s/6A06274BSUBDXU3a2BmQBMS7oYG7y95ph32TzrZ7V+xOP/e5TX/CjMvPx2PPv+N5HTr2H0JId5OPnw367WONoF/IKQWXuqC5I6iqWpA12MuXL8d///d/47PPPsOGDRtw0UUXAQCmTp2KQCCAYDAIALjttttw+eWXAwDeffdd3HnnnWhvb8cZZ5yBBx98EAMHDszrd48fb4aS5zLzwYMrcPRoJK9z3ECxy61KIhpWbLMss60OlaKxfjIEm44nSaKm6yEIgKpqQUaeHVSVJDSs2Grzm1MgyJ0PWfSyyYoKSRRsy2ZX34MHV3T6N1PJZruFaO9c6sGOfG3B/FuaPcCY0LOe37V2LSbF7p/Z6Gnbdfv92+Fsx1MgK0qP9InurqfO9EWdzvb/QqHXVSH8rlvtt7Ptq0oiVr64G9PGn42KMj8irXFs3vEJ5l8/2jivK/fcFbtLpZB2WOh27m7bHTiw3JV22hk60+752F1qW+vnzp05GqvW7+4W23UD3dF/ih3vdpbBgysw46fr8z5vw8MzO31erv3PrWNKISlWHTDe7Rr5+FlVEvHS1g9xZc05kERAVoBXtn+Ma6ecl9Un5/tbfYFMtluwlXrTpk3D7Nmz8Z3vfCftu8cee8yY5NNRVRU/+9nP0NjYiHHjxmHFihV46KGH0NjYWKgiE9gHAwAgQ0BCUSCKAnySAEFW0Z5BuyNocx1REgAZkGXtM1EC8p2vccrVh6BClcROBzGyrEBAsoPIap99o6m3EaAC6Ggjf0BCTEZyYkNEQIJlBZ2zjgtQGpCgyKptkClAc1iHjjVbJvQ6zle4vJh0mVT7DfoFtMeVNHt0tmMFPlUFZBVIpgVk8zWZtI18AAIlPrTHVRw61gxJkrS3mNGuy5ln+92M59IPuh69fYcPC+HGqRcaE3TIkl0nKyre3HM4zc/efN0leftYuzghUzzgczi3rMSn9UNZ65clARHtbXHaoYfJFitkwtzufknUrpOUQXC6Ti7+Tre5I+FWQBIt/j5UUYJhp1XgJ9+6FJHWONZt2Y99B8M5+8xMFOslCfsPIb2fbP5FjzHNca85xszHP9n52VBFCVToPtoaR7/w6od44dUPLcdfPencnPyp7pfnzhxtxDfrtuzvsj/ujWSsj+XLl+OOO+4AALzxxhuYOHFip39o3LhxeR2/e/duBINB47za2lpMmzaNk3oFxG7J65K6Gvj9Iu566o/GZwtrxyJUEUSJ34fqUGnabLpPFBFujVmuc++CSWiJxLucNqvn6pt/c8KoIYi0cKluV3FKba6uKsGRk9GMbafruKTawmdHI6geUIZEQsF9v3FuH7t2NTQYPLpSj7gDJ7v+w85P8cKrH1rsUQUc7FAAZDWvtACnPiGJAgJ+CUdPtaeVaXBlsMsTe5l+FzLF0r2OJAqYMGpI3umC3WUXTn2gqiKQ9frmc6+qGYZxF59mO960t8U7WTukmHSXPEo+18lm15l8tigJmH3NSNz55OvGd7fOGotnNu5FOBLtks9kClnfIBaX81oFph8bbU8g0tSW5WhC7MnmXwIlvowxZr7+KdXPDh8WwuxrRmJxckVdPnF0NgJ+EbOvGYlH13bENwtrxyLgF6FQjslCRqXB3/72t8a/b7nllh4rxG233YYZM2bgrrvuQlNTEwDg0KFDOP30041jBgwYAEVRcPLkyR4rB7GSAIwODmhvO+9bvR2HT7RaPnt07Ts4fKIVoqRpd+iCmHqnFqX06yQSardscR2QoAX+pt+8+bpL0n5v2ert6Pqal76F0zbk0ZiSte10HRdzu9w6ayzWbvoAR060GhN6+vmp7WPXrpreU4/fNunlONn1lTXnGH/r9mhnx7oeEWDvI518TaZrtcft/WF7vOuTbtnugXgbH7TVdfqEHpDbmNddduHUBxQ5+/XN5371srMcxxviTZx8bb5xXj7X6YrPVmQYD476d489/w5qp1/UZZ+Zz1hBvEvAL2HGT9fn/V9JkCMy6TzZ/Eu2GDNf/5TqZ2unX5TmO3ONo7Nh55cfXfsOFM7npZGxTkeMGIFbb70V559/PmKxGB599FHb4xYuXNjpAjz77LMYOnQoYrEY7rvvPtxzzz146KGHOn29VAYOLO/Ued2Zb19IurPcR8Idk3cdn7WhJOCz/UxWgHNPr8RDC69APKHA7xNR2S+IY6fa0q4jCrBPkVBVDM3zHsr7leD+W6YgoajwiQJU1f7aEIRub9eetJNcbLcnf//QsRbHNJZc2q6qSsWy+ik4Gm5FpDWOZzbuxb6DYZQEfFnbp6qyLK1dQxUl8Pm8veORV/1KvjjZrhvu38muzZtp6fY4IFSGqio1zaeJyZ0DnXykk69xutahY82OfS1ff2hHpnvwOt1tU5n8rhvs144jJ/KzQ51c7CLbPTv1AVWwjwfM1zefq6rOaZPd0Qfywa3tnA3ddt1SfscYIs84L9/rdNZnq7CPHc+srkB1qOjA9U4AACAASURBVKxLPjPfscKNFDve7e14xQ66G6/ftxvi3Wz+JVuM2Rn/ZPazisNzYS5xdCqpv5cpxqj2uO10Nxkn9R577DE8//zz+PzzzwEAX3zxRbcXYOjQoQCAQCCAb3/721iwYIHxuf67AHDixAkIgoCqqqq8rs+NMrqAZJ8CGY1Z5+6Nz1QVx483A9DkfBIJGcejcdvrKKrDclxB6PQ9+ABAcS43VLVb66fYwsE9baeSJDkumc617QRJwiPP7bQcG40lMrZP6n3p7RoOt3T/TRYQt/uVviIc7GTX5gwDO39h8WnGxTrna1KvlamvdWed2d6Dh+FGGUm6OOY52UVO95zht23jAYdzBcE5bbLQG1dwo4zuwdGv5RnndfY6+fps/d+p34kCDFvuNAWKS3uKYse7ncVLE0ZesIPuhhtldBNZ/EvWGLML/kkAIOZ4frYY1LbePO47u5tMtptx2cvAgQNRX1+Pe++9FzNmzEBjY6Ptf52ltbUVkYjWIKqqYuPGjRg5ciQA4JJLLkE0GsVbb70FAFi7di2uvvrqTv8WyR+7JbNL6mowZECZ5bOFtWMxZECZ4wyx3XV8PqHH0iuZbtY9OKXAlgTEnNvO7hrVA8qw5Ca2DykOTnb9yvaPjb9ztcfu8jVBv70/DPp7x2o60rMUc8zrym+bz/392586jjfEm3SXjEZ3ynFkstee7EeMSwkhPUU2/5Itxuyqf6LvdAeCqqo5vxoJh8N49dVXcezYMcydOxeHDx+Gqqo47bTTsp577733YtOmTTh27BhCoRCqqqrwxBNP4Ec/+hFkWYaiKDj//PPx85//HNXV1QCAnTt3YunSpWhvb8cZZ5yBBx98EIMGDcrrBrlSr2tk3v1WhSjC2P02k9iv3XVESdB2M1NVSILw/9n78vgqqrv9Z+bcLcsluUASghAgyJIEAgGSiIli2ayIAuZtCUUhVhaJC68/bSFIC1glorUt1hcs0haw1vC2qMjSviguRWQVlD0iIChCQsgl3Cx3m5nfH3NnMnNn5i7JzQbzfD5+JHdmzpyZ8z3P+Z4z5/t8w8qK1pR6R1qMuK2/XLaGnWplrgsno53auVrZb1vrudoC7f25brgvlwEQavbbUBAprmnMTMaXE6nstzcy9J16jWiJMS/UZ27OvUPJftua0HfqRRbNyX7bEuUAjTYHigI4TmavLek7tlX220igrf3dpiIhwYr7nt4c9nVbXpnU6te1p37bWtB36kUOrZn9tin3DwVa760jc2ekEch2Q17o3L9/P5544gkMGjQIhw4dwqxZs3D+/Hn85S9/weuvvx70+sWLF2Px4sWK39977z3Na4YNG4YtW7aEWkUdTUCwjsIwLCj4DIXhIHWh+N8QklilWjkMw2/FTfZ1Yk+Y/lmgugeqt47Q4XEzkvfIiG0k/G4mNLzg0ODhs8qpEa1WGf7tI7Rnpb0e0ChLh45QEYgf/G3SzSjtMVREimsYjzCp5CeaTASSZOjQEQiRcpSb0wek17obPLJ+6WrQR+6ODq3xv7nlsKDBEbpJtivYnDCBZFSOtYTvGKhsfdKqQ4eO5iAYd7mdXoXfG871zVkvaC6/6XP60BDyot7y5cvxhz/8ASNHjkR2djYAYMiQIThy5EiLVU5HyyJYCuv27GSEm35bR2RBCA0GFJwMix+qalG242vYHc4mt4HenjoiiVDtqb1wnG7/OpqDpthPR7e59tJ3dSjR0m3T0W3XHzfa8+jQoSPyaMsxrzkcpfNb6yFksZKLFy9i5MiRAACK4mOwjUYjGEZfL+2oCJTCWuiEJat2Y07pTpSs2g17vQeEtA99m3DTb+uIHATbWLjqM8x9cSdWbzqChyakwWa1NLkN9PbUEUmEYk/tieN0+9fRHDTFfjqyzbWnvqtDjtZom45su2q40Z5Hhw4dkUVbj3nN4Sid31oPIVtD3759sWvXLtlvn3/+Ofr37x/xSuloHTCaKagBLyi4PAxmTRqMASk2RSckhA998FIUQAhoE4GXosARuskkIy0zWDladWdaQJPjZkSgtlAj6Fc3HsbT04fjubm3821ASFh2oLdn5BFOf2pLtEQ9g9kT/8UzMMdFAqE+G8NysFktWFSUg9LiPP4rptWi2387Rrh22xJ2LpTJsJxoxwKC8Wdrc24kn1+fJLRfNKdtAtmI7BgAm9UiuzaQ7bb3sTDcvtjen0eHDh2RRVN4NRhPtNacO5RrhbpU2uvBERpGE9E5rgkIOfx24cKFmDt3Lu666y44nU78+te/xkcffYRVq1a1ZP10tCAITSnSROdmJMFRJ98m++TULLy5/STKL9jBsBzMKltp5xdmYcO2k00OwQx3e65a3YX03GD0iXBzEKwt1AjaZrWgrsGD0vWN1zxblIP4EO1Ab8/IoqNsd2+pegayJwJKcU9/jotEVq1wns1kpDHj3jSsLDss41STkQYboeRBOiKHsMerFrBztTKldhyMP1uTcyP9/IEmCXpGvLZFU9smkI0A0PQ5yy/YAWjbbrBy2wPC6YsdZWzXoUNH5BAur4Yir9Vac+5g1/rXJTcjCYXjB6JU57iwEfLS59ChQ/H+++/j1ltvRUFBAXr06IF//vOfyMzMbMn66WhBqKWJfuT+Qaq7sApG9xM7odoXg5Vl/DlN/WIe7lcIPcV1yyFYWwgELUXh+P7igp5wzQth2IHenpFFR9nJ0lL1DGRPWjtNpRwXCYTzbCwDcUFPOHdl2eGQkhDpaH2Ea7ctYefB7DgYf7Ym50b6+dXGoEj2XR1NR1PbJpCNaPmcheP7i+Vr2W5HGAvD6Ysd4Xl06NARWYTLq8F4ojXn3MGu9a/LmOxe4oJeKHXT0Yiw/LekpCTMnj27peqioxUhCG7GWAwoLc4HKA7gAFbja0BcrEnshC5fqNisSYNhjTbCUe/Bpo9Ow+r78qn29UBN4JMYabg8HC5V1YLQNMblpOCt/yuX3ZdlAVolwxnDsLBFG1FanMenreQosCwLLwADofXV/CZA2kaBvggJBC39wtOtS4zmNVEWI9xevs3U0qgLadajfbZICAWGYQOKwOoi6YHRUXaytFQ9pfyg4A6KCspx0rU0o4nAzQAMy9uvxUTD6WbFv81GCi4Pv4PVQNOgCeD2sKDB72CV3kvr2bwsq1onL8uK57YHm/evg4lQcDPcTdcPw7XbSNq51B6XzRmJepcHbjcrjsO9k60oLc4L2hYMw6KL1YTS4nzRlk2EzzKqBj48hoKX4cD6bJ2AC5hUS1rXWZMGY9NHp8WdVc3p52pjkFrf1dH6CKdtpPYBFhp9BAA4ZN7aFVPu6gdCAwwLvPvJadySYMWakjEBuSfcsDF/vg/UJyKFcPqiVqQEB4ChqJuKh3XouJEhHVdNhMKzRTl4IcQxL5jPEQqPSP07DkDXOHNAjpJyp4HQIDQvccMBPn7LU/qOFKXwla3RRu2xQOe4gAjoT/3iF78Qk2IEwksvvRSxCuloeQTaduvV2CbbNS4KBp8DbzYZVEPFWI4Tz5duySWERp2HQUV1PSwmA5xuL1KSraiuccm215YU5QCAuLCXaIsCBw4lqz5XDwNleOKw1+mhCM2F1CZmTRoccKu0csGERkV1veo1jgY3ahs8eHH9AVk7J8Zb4HQzoGgKVTUuWfuVFOUgIc4sW/jTqqve5uroKOHMLVlPhmFBwTfIMZzo+GjdU8pxAowmgiqHW8FTZTtOYd/xCtW/pVIE/iFiuRlJIDQNL8vKHJNwwxPawub1EIlGhGu3kbJzNXtcODMbOw9cwJFvqjC/MAsWM4HHw8LF8naj5fwSQuOqwx2STQljuL3aJRv3ny3KQWerSbWcrnFmXPEb48MJDw6EQIv2OtoWobaNvy0vmZWr2kcuXnGgU6wJE/L6YNnaPTK7t5hpeJ1eGb8D/h8faORmJGHf8QpZuWo7XLT4vqvV1KILe2H1RT8uGZBiw4x707Bo1e6bjod16LhRoebzLZ19G14szlf4j6rXB/MpQ+ARqW8bzN9T4041WS6K40BAKfhO6is76j1i3Qak2FAwuh/iYk3wMixWlh1usszXzYCA4be9evVCSkoKUlJSYLVa8eGHH4JhGHTr1g0sy2Lnzp3o1KlTa9VVR4QQaNut9jbZxskuw3LqoWIsp7ollyMU7A4XVm86gpJVu7F60xEwXk6xvbZ03X7cNbyn7L5/fv9YwC24eihCZCB9j5s+Oo0np2YF3GbNMCwohoWB42AAh3irCfML5dc8OTUL0WajuKAHNLZzg5tByard+Oa7GkX7la7bD5eH0xRG1ds8ODpKOHNb1DMUjhPgZqDKU2Oye8n+vv/OvlhUlIOnpg2D28Ngxr1pihAxwSkqWfWZIntZuOEJbWHzeohEI8K120jZuZo9vrj+AKbc1U+0N6eLETPkrXnvKFws/zU8lIRHWu3nBVBRXa8Y919Ytx9uRr0cl0c5xocTHhwM0jGI8n3k09E+EErb+Nty2Y6vFT7E/MIslO34WtWPeHH9AXg8KgvoiiyRn6Fw/EDkZiSJ5WrZnhbfh7Ke15zkFeH0RX8uKRzfX9EvbxYe1qHjRoUaJyx9Yy84cCGNecF8jlB4ROrrBvP31LhTKsv19o5T8IKCl6LgBYW3d5xSnCv4yjsPnEdJUQ5yM5Lw0IQ0rN18FAte+wxL39iDhyakwWa16ByngYA+1eOPPy7++5FHHsGaNWswYsQI8beDBw9i9erVLVc7HS2CQNtyKY4L+pXVy6iHiiV1jsHzj94OA00D4CTnKxcBHfUe1TI4QAynAAXZ11VpPQXD7Shhhu0d0vdYfsGON7efxKxJg9E72Rr0ixDDsIgxEkQnxGB5cR5YlsO3lxx4c/tJPDUtS7V9vAx/P61t1lU1DTAbCeKtJlCMfLFFb/Pg6Cg7WdqinqHcs3GnhzrXWSUi6zarBVFmo2wH08KZORiQYkP5BbskRIxGyarPFE5RaXEeKJmcAAVwnKxO7cHm/eugHSJx4/fDcO02UnauZY/C+kGlvQF2h0v8wn3fHX2x+HWNne5h2BTDcrCYDBrnK+vEh/FweGraMDEsuPyCHZX2hpDDg3Xc2PC3m/ILdmzYdlL0IWiawstvfoHyC3ZQUIbmCjbmH3KqNhkuXbcfpcX5eOT+wDtctPoXI5FBUENzd1KH1Rf9uEQ4N5RrdejQ0THQXJ9PzeeQhrz6h8QK5fvfT/B1g/l7gXxlwRcR/F9h08c1h1smx3FLghV/XjwO4Phw4zmTMxU+86sbD2PWpMFYvm6/znEqCPlT0pdffokhQ4bIfhsyZAgOHz4c8UrpaFkEE9wM9pWV0LTq9RevODCndCcWrvpM3IECqOv0WUwG9TpQlHhfcAgqDKoLZkcG/u+x/IIdazcfBaGpkHZBMAwL1s2A9oUSrt181JdJVL0NGV/IlbDN2v94TS2/NfvcD9dltqRWV+Eavc3l6Cg7WdqinoHuSQiNa76dHt9ecqjamqPeI/5dOL4/Xlzvv3tqvyLxhvaEkZPVKdEWraxTO7B5/zpo9d2bpR+Ga7eRsHOtsVcoSuBOACgY3Q+vblTu4GFA+crStilh11GlvR4coWEy0nC6vRrny+skDeMpWbUbazcfxUMT0jAgxSae3575SEfrQM2W7Q4nKPh8QN/fABR+hNTG/Hc9h6KhRxNKZt+Cf6HVvwgdeKrU3J3U4fK7lEvaw9igQ4eOyCIS/VoeUQVcdbglO5h346rDzeukB+ARwdcN5u9pcaej3qPqiwi79uVlQfR/PW4m4EKhznHqCHlRLz09Hb/73e/gdPKDrNPpxO9//3ukpaW1WOV0tAxCDQXSCicwEfC6aCphEoDSoTEQZWf3MIwixPPJqVmgJBYZSj07Sphhe0dT36OajUjLeveT01g4M1tWbklRDj7c/y0AqIb6Pjk1C5s+Oo1KewMsJoPCOdbbXEdLggElihGr2WdJUQ52Hjgv/t0zyYpZkwajtDgPi4r4HXqVdj7xRklRDta8dwRzSnfi4pXaJjtp7cHm/esghEjo/bD1oDb2LpyZjXc/OS2+f8E2tb6se3yJLQwAls6+DUtm5aK0OA9LZuVi6ezbYCKUGL74yPMfoGTVbtQ43LglMVYRHvlsUQ5MJHgYz6sb+dCaEt/5OnSo2bLUPgL5EYFCTrUmpxevOPDKW4dQUd2AOjeLCxUOvLThoGxBMFidtBBuMg5/tGRmSR06dHQ8NLdf+8/NOEIF/PCgdj+prxvM3zMbKdV1gU0fnUZcrEmVH+NiTQGfTYvLnW6vznEaoDiOC2nU+f777/HMM8/g2LFj6NSpE65fv45Bgwbht7/9LXr06NHS9Wwyrl6tBRviwCogIcGKK1ccLVSjlkM49Q6WSTFYOEFjlhsOHMfhd38/JG6jFbCmZAwMHAfaRHD5agN+9/cvxLKem3s7/rrlGMZk9xIz6O48cB5zJg/md+mFWM9Qz2kJqL3vhARrxMoPZruRttNw32MgGwEglhVlNsiy31rMNL695BCd8tyMJMyePBhXa5yoqXWLoVqJtihxm7VgS02ta3tAe+eVlrbd9v78ArwUhTmlO8W/BaHe3smdQGhKlv3WZCS4VuvC8r/KkwFs2XUGcyZnYs17R0QJAWF3iTRMVy1ES+s9tQebb2/Zb4V31Rq8217s1z87p9FIwelixPYQBKhnTRqMtZuPypzpRFsU5hVkIiXJCgOAa/UeWTa9Z4tyEGc14Zd//Exx3YvF+aAJfNlvAQNNqWa/BSDrPwLWlIxFlJFq8UyizUVrt3OkbbdLl9h2YaehIFimWald8QlgOD5TLijMKf1QUd6akjEw05TCL5lfmIWPD36Hu4b3FHeMCFz95nZeyF2QQWhK9luO0CjxCcwLSLRFiWWGgubwe2uMDW3t7zYVCQlW3Pf05rCv2/LKpFa/rqP020iircbVjuDvNrVfa83NVm86ojlPV7ufv38XyN/jCI017x0V5/RehoXJSMMabQbHQUxyJIDnRyGTbmNZ0vem9Rxqskw3EwLZbsgLnT169EBZWRkuXbqEyspKJCQkoHv37rJzvvjiCwwfPrzpNdUBoGUGaP8yAV/j0xTviNMUDIQW76MVTvDiY/ngCI0GD98RKXD49rJDDJMQIO5AYTi4PSz+uuU4Zk0aLC7g/XPn15g2fqCisxoAQFJXzldPiuMUGc7EZzPS8Ho48Dp+FIiRAk0omWNmNlJwedgmkWNbT6TbAoRQYBh+gUPtuQXHV81GBEdWyDxKgZNKLMLlYfHxwe+wZNZIGA0UPF4OHx/8DoP6dhUnoYm2KDw1bRjWbT0hhr8QlUQGTX++m7NdOxoi1U7hlEP7ZQUTQtGXF+eBYhiwEhJiGE5c0AMadyU9/+jtAMXJNEHLL9jx8cHvJI6MfMIo9KlLVXUghCgmk1rZfAHAZDHA5ZvwCnwnzR7dHOfQf9ygGFasg4eBWCcCij9XgzN0hAetNvO4GfGdGwng9iULMBoJ3F4W1hgjSovzQdH8l3fpGCssYjw9fRhAN+5IBRoTXywvzsO4nBTcNbwnOI7XNmtwe/mMe6BgBMBwLMBAtEGaUL4/ODEMx9+BJ3TwxRGdl3VoweNhRV+QI9qZHf21pGiaQtmOcky5q59sYilw9ZJZI/HqxsOiPpO0f4Fh4PEzWUJoMKDgZVnQNAUDoUCg7GuCPxvqEra0DwEUaAIwkosD9Y1AY0M40PufDh3tB+H2a6H/eqA+N5tXkIlla/eJ50vn6Wr3k/p3YDiwfsGdNKHgBS95AJb3d/118EuL87Bu6wk8PX04XnmrcWPPsw/zyemEuT1tIvCCKPxfgctZlvfNQXFgGKWWXnO560bhvrB3LyYnJyM5OVn12OzZs3Ho0KFmV+pmRnMFd0Mt89miHBiNNJa+sTcsEW2Pl8VfthzDvuMVSLRF4flHb8fOA+fx5NQs2RdQqUNDaAp2hxPL1+0Xy0q0ReHBewYqhOEBhPX8JosBV2pcsjTaJUU56BRrFL+cBkvF3Zpt0V4hfVab1RJwR5GQutztYYIKuaq1z9LZt2FsTi/RwU60ReGXM0aAUBTmFWTCYjLA6fbCaKQRbzXhoQlpWPPeEUwbP1DcBdicdrmZ2rUjI1LtFG45BkJhfmGWzP7nF2bxkzfC275gzysez1ftAxQoURNUOD4gxYYfjegpEwsW6kETSlauwGNdraagCyFaHJgQZ4bb6W3yewznOr1PRRahvE+Bh0vX7UfmrV0xIa+PmCFUtJ84i8ipjnqPuCuJ+D7mqdkuxwEj0rvh2dW7ZWXtPfI9Pth/IWA9hPG2pChHMd4GW+DQbejmgr/d+HNeIHugCaWwMT5MloKHkU9OaULjRyN6orbBrWrvtQ1uzLg3DWYjAeMOrIIn6K1Kd7fOL8yCzWqWic6HOylszruI5IdOvf/p0NExIe2/T00bpsp13bvGij6pP2eGU77avHrJrFzVDy2Oeg96JsUiJsogm98ZDDSIkZbNKbX4z0Bo2J3a3NRc7rqRuC/0nOshIMRIXh0B0FzB3VDLfGHdflRU12veRyuW/YeqWjHFdaW9AX9+/ximjR+ILbvOYNakwVjxeD6ef/R2dLGaxM6gpQ1AMZxCGD7c53d5OEUa7dJ1+8EyjZl8gqXiDue93ahptKXPWjC6n6ZeDdCYurym1h1UI0ytfSqq68VQbOE3R50bpesPYNnafShZtRvL1u7DSxsOYtakwXhz+0nsO14h1qG57XIztWtHRqTaKdxyKIaDzWrGvIJMlBbnYV5BJmxWMyiGE21fKEurD9C0kvcC6UD5lyvwWCiRiloc6PLt4GrqewznOr1PRRahvE+pzUy5q5+4oCecX7puPzxeFjarBb9/+xCWr9sPu8MpLrBpjfE0Rana013DewatB8BnrC/bcQovzMvDisfzUVqcH5JzrNvQzYVgnBfIHtwMh7Idp0Qt01mTBqNsxym4GeUchGWAlWWHNbm6ptaNlWWHQ9K/8wKK3a0ryw6joroebp8/25REOM15F5GC3v906Oi4kPZfraQWV2ucIXFmsPIB5by6bMfXCs1dQVPvgR/1w3Nr98nmd8ve2Cv6qM3lP31O2IiI6gxSlJ6JpLlobhrrcMq0mAyK34T7mAilCCdYMCMb//r8HMZkp4jX7DtegTlTBmPO5MGyL5T+YWP+qbW1vmKG+/xa2XGkC8zBUnFroSXaor1C+qyhpi4Xkgj479A0Gml4hfAUcLBZLbLyLCaDony13yrtDWAYVpbyPFDq9ZBTvd9E7dqREal2CptTGBYxRoKUJKuCrxiKkpWl1QeE82W8RyiZBMH+45eQk5HsCxGDop/wdWSDPqt2Vl3W11+b9h7DuU7vU5FFKO9T2u6EVudEb4Cx10Bo1ZBBUFo7+Bq5V6gHITRcKva373gFHp6YgQWvfYY/Lx4LLxc8LFu3oRsf0hAnNd8gVN4ihJLpMQs6vI/cP0hhK94A/ooQji70leBcq+1LN89HbxkOD68Oev/ToaMtEU4IqEIahWr0AbT8UjVNPTXOVIM/P/jPE8sv2LFh20k8N/d22K874fXV++npwwBozdlY2ZxS+3hgbmoud91I3NfR6nvDg9DaWiEIcUU91DKdfqEGuRlJIDQNmvCpr9/2fQmNizWhU4wZO/aewz15vREXY8HrC0aDYcFnMeUC6/OFXE9CgwOFFY/nw+1hYDEbEGMx8gKdRqL69VNLv0e6wCx8tQj3nbZEW7RXSJ9V+33xunYc+HPLL9jxyRffYdmckSA0BULTMBgpVNe4FCLVG7adBAAUjO6Hzp0sivKdbq/qPaXNLd0F2Jx2uZnatSMjUu2kVo7AdV4/kV4B0vAtuVacnG/KL9ixZdcZTZ08sQ6EgqOOTwY0JrsXEjtHYWJ+qmo/EZwufscfBQ6Bxdq1NcyE56ORm5Ek0zqJNP8J59qsFhSM7gdrtBFOtxcmIw22nSdGaI8I5d0TmsaUUakYm9MbNE1hyaxclO34WmY/hKbhhbqwtf+is4HQoGkKDMMFHFOFepiMBPUuBhygem+DgcaKx/NQW+/BC3+VLxyqhnDrvHxDQGtiqhbi5M95U0alynhryqhUvPvpWbHsRFsUTEaCmlqXTH/3yalZ+OLkZfFag8+PdXtYkR/LL9jx5vaTWDJrJGob3KipdePN7SfFpFyEpuUidmrPpmGjcbFmALxYvLSPhTpJD8ThYBgYNI9Hrm/o/U+HjraDWmj/s0U5iA9D7kTw8wSum1eQiVsSrCA074Nqad+LPq4KTwkcRkM+71KbJ6b3scFIaHSJs4CmKbi9/BpDMH4LfpxCbkaSIrGmwE3N5a4bifvI0qVLl0aqsD/96U+YO3dupIqLCBoa3Ag3Kjgmxoz6enfLVCgIDDSF7IxkHCqvRJ3TK3bWGCMJGt6sVW//MnMzkvDM9OGwxpgwfGAiLlfV49YecSgcPxDrtx3HoL4J+M2f9+LrC9ew68uL+HD/BRw4cRmTR90KhuWF4Td+eBoHT17Gg/ekIy7GhKsON5a+sRdlH3yNvccuITsjGdFmAziOEwlI63hMjBkul9d3zh5s/s9ZHD97FdnpSVjz7lFs//wc0lO7gBhomA3y92A2EwxL64bDkvdVUpQDi4Vg79FLqHN64fZ4Ma9giOycUN5psLZQe98xMeYwW1wbwWw3knYqfdZzP1zH3AcG49iZKvG5n5yahbd3nMKtKZ3RKdqAYWndcM3hxN239caKDQdwuPwKenaLRZTZiCv2epz5vgZXa5yoc3px7EwVHn0gE5n9umL1pq/w5ddXFOVPvKMPbh/cXfauS4pycPSbKzhUfkX27mmgyX3E/1mbcn1T0Za8Egpa2nbDff5ItZMa/xWOH4ilb+xR5SMp/LmrorpOwSVPTh2K6hoXGlxeXL3eAKORwGwgoH1ZGJe+sRd9usfj/V1ncN8dfbF601cY0KszVm5sDMUV+snD96Xj00MXxQnv6n8eH4cCZAAAIABJREFUwdbdZzE8vRus0UawKg6GFgceLq/AsrX7sPfYJcwrGIJrDicuXqmLGP/5n5s39BYM6GXD6k1f4f1dZ3HyXDVy0rupvtdIQbCp1uDd1uy/0nffI9GKx38yBJPu7Mt/WKEpcBwHi8WArrYYPP+XfSj74GucPFeNuQ8MxsXKWhCa1xwzm2mU/M9uTTvnOF6o2mwisNe6sWTNHlyx1+Ph+zIU9vT5kR9QUV2PRUU56BRtRFWNC8vW7sVGlXsvnJmNdz/5BsldY/C7vx+S2fmh8kqMzk7hBbI1nrk1edkfrc3Tkbbd6GhTm40zgXw9LyBqOANKzpsyKhV3Dusp4+UH70lHtJng1Hm76IfU1nvw8t8OiuX0SLQivU9nDBuYhO8rHXjjvWPYuvss0lO74PVNR3H8XJXI2RcqHLhaU48h/RPx6sbDuFDhEO3baiGq/CqFyUhjeLqSaz8+eAEv/+2Q7Hml/B9snNEq12ohoEChwcNgSP8Emc/0bFEOoiPYN9q7v9tUxMSY8faO8rCv+9ndA1v9uvbsH7YU2sovbm/+LkfTWPLGHsVYOSa7F/wLZ2lKwaWHyivxzPTh2Hf8MuqcXhCawvjcXog1EXAMCxrq/dtqMaC6jucpfh5nRVSUCYQQGI20eOzQKfm8zX9ercbfIwffgj1HfsDxs1V48J50Bb91ijaA8bKaPqxw3GSkkdrThlc3Hsb7u86i/Hw15hUMgdViAMtwzfYd2ovvESoC2S7FRbDGWVlZOHz4cKSKiwiakia9rVJsC2hqFpZA9RbKBAU46tRSRJvxyz/uEnfmLXjtM0UZq345GkvfUE9LLYi/y3/ns6ByhBaTVqgdT0iworK6TvWcWZMGY/m6/Ui0RWFeQSZSkqyg/N6FWuZHjuVaPPut2vtu6TTp/veKpJ1Kn9VkpMEwQFVNA2pq3WJ4i9BuJl924ZJVn8FmteChCWmqYS3CF/g1JWOx+PXG9h2QYkPh+P6yr0ibPz2DsTm9QWiIu0An5vdVpDz3r2tHyXTU1rwSDC1tu015/pbJfksH5Csp1LgrNyMJcyZnoqqmATarBdXXnaJGpLAYd0tCDBiGE68tLc6Do94j7i4pLc5DyardinquKRkLUMDFSodi51NpcT4ojZ0k/hy499gPeGPzcb/ny1ftS6G/tyDXEYKFIb7XSEGwqdbg3dbuv4TQ4AiFaw63qoCzF5SqHS8vzoPLzeLD/d8is1+CItudup0TWVljs3vigR/1g4Hwi4hmE41630TBAAS8NwCU7SjHhwe+C2DnY2BQcT3bQwa61m7nSNtuly6xbTbOBPL1GJbDnNKdimvWlIyFkDVZnZfzZX5I0cR00aYGpNg0fQ+7wyn6jwJnC/xnNtI8X3IcCEUF3Ant/3xr3juq2DEyJruXmAhOeF4AAf1efwjZz/13fAvv1H8XdJ/unSK+C7o9+7tNRUKCFfc9vTns67a8MqnVr2vP/mFLoa384vbm73opSpMfDRwb0rlvlIwFTWuPn2r92wuI/OLPpYuKcvD2jlNilIf/vE2YB1bVNKBrXJQqf78wLw+zl3+IKaNSJfM5fk7udvI7+ThCY+tnZ1Xmf6khrSFoPVt7nxM2FYFsN6zw2+vXr+OTTz5BZWUlEhMTMWrUKMTFxYnH29uCXkdFqGms/Y0w0IAolMkRWlUQsrQ4H09NG4a4WDO+r6xV3YpK03I9KeF67Xj4wPHuoPj6VFbXg2HVY+57JMaKE+L4WLMsxl14/noXvz3XTFNgGAZuhneQpOBYn4hxkHeq9d7Cva4jQvqsrJsBQ1H4y/vHUTC6H4ompovaNQzLwQ2A9bXrrEmDxYEA4Nvt1Y2HZQuy/rZTfsGOZWv3YU3JGBBCw+3hcOKcHWl9uorO8olzdtxzOwszzW8Nd7H8rk8Dmt8uWtd3JGK/GRBOO4fadmp8ZbNawEGp+6XGXfuOV+CR+1kseO0zvL5wjCLpy8qyw1henCf2D4APVYiLNQUMXUi0RcFAKHgZDsvW7sOAFBv/JdXXHwgBGNDqoZQeSegwy8oW9IR6hSIE7/8eAYq/r8a1sokogMxbu+LDA98p7qvrfDQNDKMu4Cws0KqNmV4vi8de/ggAkJORjAEpNsx5YBDiYvjxExQFo4nIdW9ZPqGGVPNxZdlhPP3gcBjAweU712wicLlZMCyLWZMGix97hHtfrXGiptYt2kBTpS90tF+ofUQVJmcBdfA0Q5z45ETeALpK0o/Mgk3ZrBY8OTULy9buUfgeT/x0KBpcDFKSYrGoKAfnL9VISqV8oeT8Ah+/C4YCR9S5VQqG5bDveIVMygAAJo+6FQA/6S0Y3c+nk0ppaAaq86HHzUjGOkbMSCm8U5vVIp5rIDQ48JP7SPopN5O/q0NHewKtwY80DQgdUfC3aKhLZNA0ZPNcEFrGawAU82BBJ1ptHrd83X68MC8PD0/MAMMCp76tQqItBgAHgAZFU+AYFizLBdW3f/fTs7jn9lTZPF0Aw2rN/xrXEPz9E2EuKmoMt9CcsKMhZF97z549eOKJJ9CnTx90794dly5dwnPPPYc//vGPGDlyZEvWUYcK1GLqF/88F3EWQ8DBXcvpqqppQMmq3VgyKxcnz1Vh4cxsMZuesBXW6dbWWgvkuGtpWkl3DGqlw66orsOytfuQaIvCwpnZokZToBTUNKECpsfWERrMRoIZ96aJGTuFXUg1dW68/OZBPP/o7Ui0RWkm1rBGG8V3f7WmXqN960HTFAyEUr2XxUwUGn0tlWr8RkprfrMhUNsBkB3z55oBKTbMuDcNi3xfAqXXctDSb+Q5j+PU+ZRl5Todmz46jad+Nkz2t7+Q8fzCLDS4vegUbUJuRhLuu6OveDw3IwkJtoEyTgv1+YQ6X7ziELlUU9csgO6VkDlVuM5oIgqeXTgzGwDERR19AadpENrB5WE0x+t4q1m1nSmJ7ihNA4/9dAi8XlZm3/7joUmD680GGnYHz7/jclIwIr2brL2lO7L5hRYz3vn4tFifTR+dxvzCLFm5YiIZjWfW+bf9wmQx4EqNS+FbJcSZ4fbt5NTyBU2EDwn3v9ZEKHiYALpLRP77po9OY8HMEXC6GNQ2uFX7R9f4KCxZs0fkzsLxA8VdJMJ9/3PoO7z76VnxuBq3hqr76Kj3qO4aVNNJbYomrP94EIiXdejQ0fFgIJRirJxfmAUDocD6NqoI/pbNagk6roY6ngqcpjWPq77uxILXPhN5c8P249h3vELBo2ufHau5GUj4d9W1BkRbDIo6mIy0qv8hzPe15qJmIwHjlxvgZkfImnpz587FggUL8Oyzz+Kee+7BT37yE/Ts2RMrVqzAgw8+2MLVbDo6mqZeqFCLqf/iVIWqVo0UFKGx9xivNScg0RaFjNSu2PXlRVyuqseDE9Lxt3+dxH+N7o8Jt/fGoL5dsWXXGeRl3oKcjG4YObgbHronHRPz+2BcTi+4vB5k3poo0/uQxqOrxas/M304lq1trP/lqnqFztr8wiy89e9yUZvtcHklxoxIAThOU1NgdHYKGI6ShQkL1/5oROB3Ey7aWmOkpe2UoyhR4Bxo1MD58W29sfHDr1Fpr8ejD2SirsGDk+eqFTZ1b14fjM/thfXbjmPP0cuYM0XevgtmZMNopPHKW4cwIi0Jr278UnGvHw1PUbSlliZTcxHIpiJxr/bOK+1NYyQcBGo7FnItJ3+uefwnQ/DaP75SvdYA4O683piYl4qJ+X0wedStuCevFwwARqR3g8lAsN+nYSIg0RaFcbm9wLIcRo/oiUp7Pb76pgpjc3oib8gtorZTXYMbz0wfjnvzU9G3RzzKdpTj33u+xegRPTG0fwJKfR9VAGDmvRmyr6jhPJ8al2rZtdp7PHamCg/ek4Z/7z0vu44Brcqz8wqGYNvuc62iS3KjauoJ7ZCR2hXl55XcmpHaFV3iLBjUt6uina3RJuw9dgnPFuWgU6wZ4IDn/7Iv4HioxfVjc1KwZM0ezJ6UgWEDuynaW7CN8vPVWFSUg1PfXsXwtG5inQhN4Z6RvfHj23rj3vw+GJeTghgjUV18aGn+DRW6pp42vBq+1V3D+TYKpE3k4YD1204o/MqhAxJBcRyMZoJhA5NkukoLZ2ajU7QJI9KSxDIJTWHC7X2wfN1+zf6R1rsztn/+Lb9LdUqmqv3//L7B2P75Ocy8NwMMw+CBu/qJPu0Vex1iY8wh6T6WFOVgy64zuDc/Fas3faXoH1Kd1KZqwmb2T5SNB4F4uaXQ1v5uU6Fr6rVv6Jp6PGhQIAYaaX0648e39UbWgAR0jY+CieI1dKX+1tUaJy5W1uKxn2SicNxA/Gh4D0SZDKABkVsoI41LV+twx9BbkJuRjHM/XMcH+88reELgtNoGt+o8TlgbEHjzv0b3l/0t8OjY3BTcntldxt+/nX8HWBYir3aKNWLJmj2KOnCgVf0PYb6v5Z+MyU4BWiBkv70jkO2GvFOvsrISd999t+y3cePG4Ve/+lXTa6ajyWhqCmYDgEVFObLVe+FruxRqIQY/v49FNxsfpub/1ZOmONnWWGuMEYxXPcueECrsv53244PfiemwE2xRePnNL2TptyvtDXxmsyDPD2gdY/UwsDCg9Y4J4b+87DtegcJxA2AyElWb+t3fD+Hp6cNEO3pz+0mxvbt1jcalK/XoHGfBEz8ditgo9a9EwUK7W+N59fDB9o/AfCAP7S+/YMeGbSfFEFn/49Jro6IMqLA7FbtLkmwWXteMAp6aNgy/f/uQZLdaDta8e0T8mrmoKAdzpgwGw3D49ND3WF6cBy/DgWE4/Ovzc7gjq6csjNHLcqAoebi61lfUUJ6PpilVLlWza633aPXtCJRep9U3DYTmw+r18PUmQ2gHtR2dwnj91DR+p450DN2w7SSenj4MpcV5MABwsxxoSsu+G8dDL6Pelm4Pi4UzRyA2yqTZ3r2TrSgtzofRSCHakgCTkcaLxfl+maWZoGEtOv+2f2iPx6zY1/19PVHKgKJU/cpH7h8EAwCni8H23eewZNZIUVfp3U9O46dj+6v6j1r9Y9HDOVj9zyPizjmt3XyE5v/dPyUOdodb4dNazASuejl3qT2fiVCYM3mwZojYLQnWZvEhw7CK8UB4BjVe1qFDR8cDw7CIMRKkJFnVJVZUuNfj5bBIwluy6A2HG6s3HVH4Df48IXBavNUUdG1AyjnC32YTjUVFOTARGg1OL55/NA8syyI22ogr15S+8+xJGYo6aEkvCPN9Lf/Ey+hzen+E/D4mT56Mt956CzNmzBB/e/vttzF58uQWqZiOwPAPAxAELAFep0501qHUmLJZzZhXkAmLyYBOMWZs2H4c5RfsGJBiw1PThoGigCWzcrH7qx+Qk5EsCvPWOT0wGGixkwJ8xyrbcQpzJmeCsteD5TjERhnBsgBNCEBxAAfQpDHkgAKFKAvB3AcGy0J85xdm4WoNr0lVWpyvmX47aApraB3j02PrCA00pf2O31g0FhzHLxjEWc2od3rw34XDEG81g6YpXK1pQLzVBELTYiryhHgLTEYDvAwDj4fF5v98Iy58LJyZjSmjUkVNBS/DZzwCKCyZlatIGtASIX03QlrzjqAJ2FLJL3IzkmQTxtyMJBCaBqeiPxJvNYHiVUZVw76mjEoFoWnUNnhhNhJRK67S3oBSUdOMv/bsxWviRE7gU6EelfZGDTSzkcbwtCRZGOSTU7Ow8YNTKBjdT9SfNPiymwr9RihX2j8EgXZBJ0V6rnCMAmDgOHCgYHc4Rb2nhHgLzCYDKIoC55+AJkB4mfDvRg7Wll2gGDYsXZKOYLdA69VTaIfyC3bxY0hcrAmdO1mwffdZFIzuB4qmMPeBwYg2GwHwCwpzHxgMgBLLoWkKHobT8BUowMAnwmAZVrUtr9Y40bWzBV4PnzxJc1wFB87DwcBxonh/qNo0YhIvlms1rtfRNGj3eVpcxAWUuk38teoyLI3X0nDUu0U9SOlxl5DggqbAMCwIIYr+0SXOgk4xJtA0hcLx/WEyEqws47V91eosdFuGAcp2nJItxgk+LSQavgL8tZdY8KuDhFAKn3bJrNtgIBQYn/3ShILXp4tqoGnQBHB7gicv0tLbUuNlHTp0dEzw82SA16yjQJPGKSuhaUwZlSomkyCExvbdZ2Vz8eXr9uPFx/LBcpxCi/fVjYcxryBTxtV8oguO1ysH0DXOLEmoRmPrZ2dkH4OlnAPw/FwrSQAnLCxaY4xwuVmU7Tglq4PgOwMAASfzO9V8WOnYoM/pQ0PI4berV6/GO++8g40bN2L79u147bXX8MEHH4AQgnfeeUf8r6CgoIWrHB5u1PBbaRhAj0QrZtybhtf+8ZWYSjpv6C2odzFY8sZe8bfsjGTERhtR6/LC42Xxh7LDOHK6Cj8d1x91DW4Ujh+A0vX7sfGDr3HyXDUevi8DW3adwfrtJ3HyXDXuyOoBs4nG2zu+FusxIMWGn4ztj+Xr9qP8vB1D+idgZdlh8Z4ZqV3x6aHvkNAlFkt9ddlz7BLuGHoLnvuzPCTi2JkqjMrqgVHDesBqIRiR3k0zxXSgMA8DoTA8XZke22ohYCPo9LR1OEKL2ymhkJEqD+96atowGAiFX/9pj6SNu8DWyQyW5cO8Nn74NY6dqcKjD2TihysO5Azqji27zqDPLfF46c0D2PTxN9h3/DJmTEjHxcpaXKhw4JrDiYn5fbHSl7L8+NmryMnohtc3HcGuLy9i7gODcbGyFoSmWiykr6XTmrd0ewkaGkv9+ny02RBS/VsjHMHl8jarjgLUnnVewRBcczhx8UqdqJO09I09OHTqiiwcVXqs7IOvUVFdh3kFQ0S+mDIqFXcO6ykeP3DiMh6+LwMMw+LsD9dR5/RiYn4fzCndib3HLuGBH/XDFycv47V/HsGoYbdg3Tb5ruc6pxd5Q7rDZCR4bq0ytPW/RveHNdqIo99UoaQoB8ldYsB4GaT2tOFVX384ePIyHrwnXeTj8vPVmFcwBFaLAYSmZOdKj7EMz5V5Q2/BgF42/HvPOfS5JR4rNhxQff9qfWB+YRbKdpQr+p7JSEeEZ5tjt60ZfhsVZcKl6vpm224okLbDhQoHys9XIzu9G06crcKI9GS8uvEwviy/gozULnhx/QFs/PA09p+4jOFpSXh90xFs3X0O2RnJvA0AyMng28nfV9hz9BLSU7tg666z+Pl9g2Rt+eTULCR0iUJtnQfP/2Wfoh8J7X3yXBVWbvwyIv345LnqVuH6QNDDb7VhsRgUIbIlRTlYv+04Xn/naMA+4c8t/jwciMP9fdh6txdD+ifg2JkqXKhwwO3xYlDfBDy3di/e3lGOk+eqMXp4Co6fvYraejcevi9DUeej31zBofIrmDQqFd0TrFi96SuRP2dMSIc1xoiSVbsD2rXUfvt0j5dJJPRItGJAbxte+Ot+sf7D07th/bYTeP2do9hzjO97r286KvZXrfuEw8sthbb2d5sKPfy2fUMPv+UhaOZJ+W54ejdYo41gGQ4WiwFdbTG+OdZp7Dt2CdN/nCb6pQDvU/54ZG/UN3jwzidnZOXXOb342fiBWPv+Ubz+zlFUVNchtadNHHsrquuQ2sMmu/+D96SLfCyVGhD+9pfREiQz+nSPx8t/OyjO8a7WOMXjE/P74NnVcl41GWlVH/aDfd/i5b8dUvjoQl06RRvEiMCbCYFsl+JCHAXefffdkG42ZcoUxW8rVqzA//3f/+HixYvYsmUL+vfnd5SdO3cOCxcuxLVr1xAfH48VK1agd+/eQY+Fg6akSW+rFNvhQvjCzQHi7g8BS2bliltvBSTaolBanI+SVZ/BZrWgYHQ/WKONoGkgIT4aC/9HmY5ayGDqf71w3qKiHHGVXvpvaRlLZo2UZSgDgBWP58symglYUzIWZhq+r7GBd0UEOi7LykjTMBFEPEmGmp20dJr0YPePJDhCsOa9I7KvJ3GxRrzy1iFFGy+dPVKmtSP8LrT9rEmDVW1DsC8t25Fm0F1enCd+IW+pXTwtuROn5dsreNr3YPWLFNRsNyHBisrqumbVUYD2szZ+ZZTylLA76ZYEKwhNyY4B/BfHOZMzxXb3Py7Y8mMvfyTe55EXPlDc12QkOPdDDSwmgxh+FW81YcaEDBAaeHRF4y4UASsez0eXOAsoUDARID4uWvM9Kfk4DwCCv1NCsHDVZ5r9UHqutA8E200SCZ5tjt0Kfao1eNdgMeKZlf9ptu2GCqEdWJbfqcPvem+0zVA4UwjDpYw0PB7O5ysobfuJnw4FTVNwexjRdvcfv4RpkgQDgLIfORpcqKx2yu4XiX7cGlyvhdb2/yJtu126xLZY/TlCY817R2U7iKU7k4HAfcJ/d7Uaz2pxuPR4yarPkHlrV0y5q5+4a+XZ1Uo7mleQCY+Xw84D5xW7QOZMzoRvs7bmfSrt9XC6vejTvZO4A9X/fQj2W1qch5JVu8Vjwfqn/9/B+k84vNwSaGt/t6lISLDivqc3h33dllcmtfp1HWHeGWm01Xy7NfzdcJ6LI0SThyiG0Twu+KXC30tnjwQhFH64UqvY9f7fhcOwaDXPUf78pMVXUj62mGg43az4d22DG/N/96niWQQu1FpDeOSFD2R8p+UHSK9t9NGVWddvNgSy3aDht8eOHYPJZBIX665evYrly5fj9OnTGDp0KBYsWICYmJiAZYwZMwYzZszA9OnTZb8vWbIEP/vZzzBp0iRs3rwZv/71r7Fhw4agx25ENGUxQQgDYFT0Niwmg6b2SaW9QdyqC/CO+v/72bCAmh3C3yzHyTOYdY4SwxZsnSywWS2ycgTtEv+ya2rdmD0pAzkZyeA4XkNq//FLoGmJhkCQFNPC8WiLAS4Px4doEAKzkQLjkb47DmwT1/NaY3GwvcDfBmPMtCIr3HNzb1e1E3/dJiHUz2igMGvSYCTEWwLaV1ysSVWPRqoZw7EAzbGqWRPD7Tta13TktOYdQZMqUnXULoeFgeMUGh3lF+xYtnYf1pSMUb123/EKPHI/G7BsQvOOxSP3D4LL48WiohxRC49hORBCoabWJdMx+X8/Gw5rjBHL3tijGQZms5phBGA206hzsbhUVQtC0xiXk4K3/q9cVgd/PhY09cblpOCu4T1FLv3ki+/48DKKAqFpsL4svYG0+YT3L+0DRgI00p08HATgubCxvzDwhNFhpH1w1qTBMl1Bvk5C/dtHOK7HGzl9z1A4S2gHAogp7bySsV6rLRPiLXwIjC97M0do0KDAsgw4qPN0YudoXHO4YDYRvLThIBbOHIFp4wcqdHwa+9FYUARY/c+jKJqYjrHZPTHlrn6+fkCCjpPS51d7BpblQ3lbk3+FOlXa61XDLnXw7SXVxSstzlNo5Pn3CakPxfk+XHgYVlNHSeC0QBxvs1pw1/Ce4sfiFY/nq57bvWssrtW6NLT8eP1lLa5lOQ7rtp5A4fj+cLlZGAwEhOZ3zbk8HO8TghKlGRz1Hhm/a/VPfw4X/rZZeb1qhqI0F+2kXMsyjX4KCA2O0E36AK5Dh462R1C9Uo3jgsa5IGO0fltjdlr/DNkHTlzG//xiNAgNUHRous0sx4/FYBhwXKO0Bwfgep07oCxApb0BcbEmAMDsSRm4bVB3MCyLNxaNxZHTlSLf0YBs7UDwS1KSYkU/W/DRxboQAo6QkOfmNwsHBvVFly9fjscff1zcXferX/0KFRUVmDp1KrZu3YqXX34ZwSJ4R4wYofjt6tWrOHHiBP76178CACZOnIjf/OY3qK6uBsdxmsc6d+4c7jO2e4ScelrDKNW0Spxur2YMuv/vP78/HQzLYcXj+aipdYuTK//4+URbFDxeFlX2Oj4unuLgqJPH0wskIv06wPn+L72nx+NFempX8euqsJ021kxQXx96RzNZDKh3M/B6eUFwL8MANI3aBo+YLUfrfQaDNIW4tI5draYbbmFPywaTbRZfWwPg+IFFTfeI5RrbWBColopXL5iRrdA8E+wr0RaFxM5R6inNfSKscbG8Vo6RENm7J4SGi+Mk7c+BMVAwE1qzrUPtbx0NHUETMFJ1DFaOwY/npDpign6Hvy0KelBSW5Yet5gNmDZ+IBa//rloN09OzcKWXWfAshy+veSQfemstDfgd3//AvMKMlFp1xB1L8pBlJGG0UDjkkpCDgDiZFONjwlNwWzipQr8udTLelG84hMk2qLw0hP5WPXL0SCEwqpfjsY7H5/Ghwe+E8sxEBrwyjmtJflPrQ8KoszC2HPxigPL1u5rN/3TaNDWEAzLdoPwTyDnU2r3/osIAL/ozHJQjMlxsSa898kZ/HTcACyZlQuLyQCW40BTlJjkZcqoVNybn4rnH70dNE1h62dnMDant/ozEwor1h2E3eFETLQRE/L6iAsswexE+vxaC92tzVk36pgQafjzrpoNStsvEIeAVedZod8vmZWryeHzC7OwfttxyYdAk6pfUmmvR5e4qID30eJajoPCj3nmweGIiTJimS9LszCRBiDy+xcnL2NsTm8YDOpc68/hjnoPBqTYMOPeNJneqv+EXMsWQ+ET3bZ16GjfCKYbJz0uLHrFxZpgJDR+/993wmQ0KPScV5YdxvLifFDgYDYRDE9LwrK1e2CzWjC/MEs259ficoriOYYYaVypccm4fMHMEYpEcdLkGom2KHSNj8KGpXfjao1T3GkoSCsIfDdlVCp+8dBweBkOHMfBw7B43ifPJfWzQxlXgvkcNzoHBtXUe+mll7B48WIQQnD9+nX86le/wrp163DnnXciLy8Pv/3tb/Hwww+HdLP169dj4sSJ6NKlC86ePYs9e/bgwQcfBADQNI333nsPI0eOhMPh0DyWmJgY1gN2BE09lqaw9A1lXLo07XMg3SEaUOhtTMzvg7zM7gp9MH+tutyMJAztn4jf/GUfNv+Hj2WfM2Uw6hrcePSBTFn8fMnMHFA08Pu3D+PtHeXI6p8gdmah3sfOVOHh+9Lx6aGLYmckBBgwWGcQAAAgAElEQVQ2MEmmxVM4bqAsXFNIj33n8J6gwtiCTxkIrjlcos7AgROXkZOejE8PfYcvTl3RfJ+hQJpCXFrHH43gy2lrjZFI2qmWDd45rAcMAK7Xe7DEp7Xgr3s0vzAL1hgjhvRLwNFvqvDgPWlYvekrWVlffl2Jp6YNx4ETl0UbWDgzGzEWAwbf2hVxMWbVlOV339Ybr7z1BTb/5yz2HruEEendZLozxExwzeGWt39GN8TEGMFqaC2E0t9aAi3NK83VBGwVTb0GT0R0C4M9K22kkZ7aBcfOVKlqjkq1m6TX0gA4AuSkJyv0O+zXXXj5bwcVNvrM9OGodbphoGm8v+usrJ51Ti9+fFtv7DzwHa7WOHGxshYP3pOGh+4ZiHE5KYgxEni9LNwspco1j9w/CFt2nRX7i5SPhTp7GKheOz63N97fdRYjByejR1Invo/4aQTWNnh8iz5mcP47xYLwX3Og1gePneG5o/x8NeYXZuGtf5fjao0zYP9sTU09W1w0Bvft2mzbDcQ/BpoKqC8otftzP1xXaNz9v2nD8fxflFq16X26YOTg7rA7nHh145d4f9dZ3DG0O/74v1+i0t6Asdk9MTanF5atbbzv9B+n4ZvvqnHfHX0VfeHkuSocPFWJ+YVZsFnNCl2dQHYiff7K6nrMmSJ/hrbQ0WurMQHoWJp6/rzr9ngVWkfS9gvEIYRQIkdLdeKEfn+5ql60b38OP3DiMh6emIHsjCT88X+/xP/uPK3wS56cmoW//esU9h27rOgn/vyixrV1Tg/+4OfffnX6CtL7dMb2z7+VPc+8giHYsP0k+t7SCSPSkzW51l+TStDFKxzfH6/94ytVPvz33vMBbTGY7UbKttva3wUAa6coxHWKQkyMOeT/AOiaeu0YuqYej2AaxcLxaw4nfjK2P1Zv+kqcFw1PSwJNAX/eckJWZp3Ti/vyU0GzLLygsOyNvbBZLXhoQhpWbDggm/MfOV2J6T9OU+jqggKMRgKGVfqZX5ZfQd6QZGSkdsVPx/bH+NwUlH1Qjq++qRLr3ynGCLeHlV07894M8WOJ1PfY+CHPmbdndsf1OreoYS342SaKCjquNIUjOxoC2W7QnXoMw8Bo5LeHf/nll0hISECfPn0AAMnJybh+/XqEqtky6NIltknXRTLePhgq7fWq215BUWI97A4nlq9rjDmvtPPhs7+dfydsVgvi4zn8dv6d8HhZGA004mLMYFkOLz6WDy/DwUAoxMeaUev0wBptworH80EIDY+HlcXpV9r5LDkvPXEHGIbDI/cPxpwpmTAYKLhcDNweFqXF+TAaKThd6tuBk7vG4o1FY0FoyqfTw2LrrnNYMmskCA0wLL/jS6qJwrDAu5+cBsNwiI4ywhrNZ1EN+u6q68VsY8L9S9ftx5JZI/Hup40TbP/3GQouVdWpb4fmOCT7ymlJOwnFdiN1fy0bJL6Qjhf8MimJX4Ao/uu928MgqUs0ls0ZCUIrw8Er7XyI7pJZI1Hv8sDp8sLjZWCNNsNk9GqmLHe6vXjip0PRJS4KNE2hptYJEDM4ioLRwNuvf/u/uP4Ar0NhILBZLTAY6JCeNVz7aApaunw1HgilH0UaWrbbuXNMxOoYqJxKez02bOOzIqZ0s+LXf/pcwRGlj+Xjkfv5nQydokxwNLjhZTgYaQrdbBaUPpYPhmFhIDSuXKtH505mVbvxMiziYyxgoviwgk+++E7c8ZGbkYS4WDNKi/PEkPK1m4+KvO3xMLDXusAwLOYXZvFhh4QWz+U44PUFo8GwwKlvqzBnSiYeuZ/nc8G2L1XVqoausyyH1xeMhtFAFBwv9JH/GsPiag3PaYl+thkK/wUCy3KoqXNpto9a2b27d0LpY/l4acNBWda1QP0z0n0qEO/26R7XbNuttNertpePTFXH+Rcfy0eXLrGgaQqxsV7RNs1Gwo/xLL/rjtUI0YmNNoGmgVfe+kI8LpXomHJXP5nurWAjS2aNxOdHLuKFeXngOD5U0WSiEWXqiufmJMDR4AbrC5MUdg8IzwSK1yH0f0fStpdmL+3dvRMsJtImnBXJMSGQ3bc0BNttyXHGn3djzAbRHgmhYYs1w2gkAJQcMv3uAbhreE8wLAuARpSZyORbfv/3Q7J+z7Icnn80T6FzWmlvwO/fPoSnpw+T9aP3/3MGv3hoOM5evC7u+gWADdtO4rm5t8N+3YkEWxRefvMLBb/QNIW1z44DRQFehgXHKWVjhL4khLcLfddAaKwpGQNCaJT8jzrX/uxuID7WjMd+MhRzpvDjCqGBX84YIfYh/3tJ5Ue0bFHLdlkOoA1Es+ym2HZb+7sAwtar2/LKpKZUp03QmvPO9oSO/txathvuc8XGWMTx3EBTivlLdJQJc6ZkKjhmZdlhlBbnq2aQNZsJbNYY0U98cmqWYqx/deNhlD6Wj71Hf5DxqbDrmGE50DRU5bWs0XySxOt1LnTuZMHsyY0+Kk1TcLoZBQdZo42iD9Qr2YofrtSKZUt9D2GHs8DPDEWBM/AfjJ6aNkzk3/ILdt43ZTkQAwnJ37RZLYCvvGDjtNfLwu5wimspavPK9oKgi3q33nor/vWvf2HChAnYvn07Ro4cKR6rqKiA1dq0zpicnIyKigowDANCCBiGQWVlJZKTeY01rWPhokMkyiDq227BcWI9vCq6eZX2BjhdXlxxOmT19noZXPMwiu2mJUU5KNtxCvuOVyA3IwlTxw1Q6AQNSLHhwXsGwulmcKmKF9qMt5pQOG4gStfLy2IYVjP0wmyi4XV6wQIwmQz40YiesvCc386/UxGys3BmNixmgvOXHbBZ3YgxkuC6ghrvRdAZkNaL4hBWuxJC1J+PokRx9hsmUYaKDeZmJOGawwWXh9FczKApoOqaCzW1blyx1yE9tSuuOZyaIVu/+pM8dPGdj0/jruE9cfFKrXooGcuJu0mEL9u1DR68uvFL2B1OPP+ousafl2Xxq9c/V9+SHUJ/awm0Jq9QALxeBlednqDnCmht4eCm1FENquUQ2vchZD9Ki/NUbaTqWgMWvPYZpoxKxdjcXqisrofFZOClCzpHY8O2E7jm4Hcsv/LWIc1QQQNpFHSXhnJ98/01TJXsSBbs12Y1g/MwqHE0iOEMNqsFM+5NU9i6yUij6LkPRb4WnDlp+IDJSFRD1w0GGj//zQd4fcFo1ef3MCwefXGnWJaB5fzkHgLzXyAEDXfQ6IOEAsBxsDucsvK0+mdrJspISLDi6tVaAM2zXWLSaC+agtPlVYzHBaP7we1hUFFdh9goAyr8wrSXzL6N/9gWIJzVGmVSLFJIw20IUR9HDQYKaX26yEK7pWGB8wuzwLAccjOScN8dfRWh5W/vOIVp4wfKw1z82r78gh1rNx9FaXEevE5Ps/mgSYjQmNCUMJ+OlChDCgoARQMXKms1w6CkHDL97gGqMgGxUQQlq3ZjUVGO2O/9JTxemX+n6qTMaDBg7WZ56BdFUQrBd7vDiQuXHVi+bj/+/Ow4Bb/kZiTBUefG2ztO4Sdj+8NR50ZS5xjVkF5rlAkvv3lQ1h/sjgYseG23Ntd6Gfx6zR7RFiiGBeNlwPjeI61hf0KobiBbpDR4+oq9AYtW71aEMQcrTwtt7e9G+n7tEXqijNa9b6QQiUQZUhgAgAXs9jrxNyHk1K0xH7te78bUcQPETQ4Cv1IsiytXHDCbDJhxbxpqG9ya/nB6alfFGoF0jq4mr/V9ZS02fXQas6cMQvV1p8yveWraMLz36TeYMzlTxkEsxyl8IKn8SqWd17AWkJuRBABw1LthMhqwbusxUTdQuI5fdGMxp/QjxbhLGeQcKcgdqPnT/uN0e5ThCmS7QZcan3nmGSxZsgQ5OTn45JNPMHv2bPHY9u3bMWzYsCZVqkuXLkhLS8PWrVsBAFu3bkVaWho6d+4c8NiNCAP4zDOJtigAaJxkSc4RtEykELVLVOAFRMcSaNydMia7FwBgTHYvvLj+AGpq3WK5giP1x//9Eo++uBOrNx3BQxPScP+dfcUFPWlZnWLMmF+YJav3/MIsVF9vgMfTSHAsy4mdV7je6fKq7rByexisLDuMiup6hJLXhvicIf/3YiCUol40CaFACUwEKPFrl5KiHJjCLKcjQM0GH7l/EJav2y+zEQG5GUlwurxY/PrnWPDaZ1i7+SgyfANC2Y6v8eRUpV0QQmFeQSZeXzgGL8zLw5ZdZ5CTkYxXNx5WveaR+wcpbIS3o3oUjO7Hf4326fJIkWiLEr8Mla7bD3/eDaW/6ejYkLaxsHghRaItCjW1fGjEPben4pqDT3BRsmo3Vm86gmsOF+6/sy8KRvcTuU/QTPK3mz+/f0zBjaNHpKBoYgZeXK/c4WoxGcAwLFweTnQUCkb3U3DkyrLDqGvgJ3UCX0uPL1+3n89+rsKvK8sO45rDBYDfBa32/IxPs0xalhTN4T+18Ud6j0B98EbvnywD1fZiWA4/VNUqxuO1m4/i0RUf+bQcnSjbcUp2bWV1vWhHmz46jQUzsmXv7smpWfjr1mOgKbkPsemj0+L4reVfGGhaXFiR1lXg35Vlh1Hv8uCR+wcpzlvu8zf8bas9tm+k6hTM7m80uBmItgdAMeZKOeSu4T1Vz03qzO9y2XngvHhuweh+MnuymAwK+ywc31/Br69uPMxns/Vry4Uzs7HzwHkAwPeV1xXHBV/n/jv7wuVmsHrTERS/9BFWbzqCGfemYUCKTbSJv249pugPbo+QZEmDa9nAtqBmf/MLs7Dpo9NBbZEmUPXD+VzXQNmOrxXH27q/6dChIzwIXKs2H0u0RcFkIKpRa26mMfHQyrLDmtfX1PILV7MnD8aKx/MxY0KG6vyL1zVt9Ad3HjiPgtH94KhzK/ya3799CGOye2HvsR9knEuBUpz76kberxDKFtZIhcXFRat2Y/7vPsWSNZ/jvjv6YkCKTbyucHx/LJyZjXc+Pi2WJ+Va2icTJdy/cHx/xf21uDnYGNfeEJTXR4wYgY8//hjffvstevfujdjYxm2mo0aNwoQJE4Le5Pnnn8eOHTtQVVWFhx9+GPHx8di2bRuWLl2KhQsXYtWqVejUqRNWrFghXhPo2I0GhmFhizaitDhPMzOLMOj7fwE2AKoZ4rQyhwnb+YVMN1Lxdn9HSugw/hlPhd0DAAeW5fgFM4qCo96DDdtOomhiupixB4BqaKVWSIDXt3PQYjKElFXQREOejddHNB8f/E62jXjDtpN4evqwsBwZj5tBV6tJltL7Rs1+q2aDQhupCfwXTRyEJWs+V5CikIJcCKmShtU8PX0YEm0x+OfOr/FdRS0KRvdD72QrPzG1N8iuSbBFg+PUbcRiMsDCJ1TCri+/V7T/wpl8tiThfKktaj3rjZoJ6WaFtI1BKblTKuZL0+qLLM/NvR005ZTtKBJDBZOtqKiuhzXGiH3HK1RCDzlcc7jUOY5RZjPTyjx2vc4d8DjDcmCg3k9cPp5695PTWDgzW/YFd+HMbLz7yWlFWdJ+0hz+C5blOFgfvJH7p1bWTy/Dih83tMZjgWOlSV6kYbTlF+ywmGiZ1MW7n/CZ4+ZM4WT9wO5wwmwieOKnQ2E0UKo2Qoh6CKI0LNDtZlFHeTXP87et9si/cr6gAI5rUp06QgbySCJYxkZ/DtF6N2tKxoDQNCwmWvVct8er8EGSu8Soc2a9GwdPXBZDxmmaRtmOUxiT3QuTR90KluMQZSJ4/tE80DQFA6FQ7/Sg0t6ALnFRCqkGQWrEy7AwGijVbL8G37YSNa4tKcoRuVbLFvz7hJD99unpw4L2D7eHFaUmpP5u0cR0ADwnbNh2EsuL88C2k/6mQ4eO8CBwotp87MmpWXB71MdggW+Eebja9b+cMQINTi+emjYMDMvBy7AgtPrY3z0hVpSE+fzIRcyePBgsy+FqjVPTB1i+7jjWlIwWuV04pnauMIeLiTKgtDgPnWLMquHCwlyz0t6AWxKs+N8Py8VwXf9nd3sYGUfGxapL6ahyc5Axrr0hpDrFxsZi0KBBit9TU1NDusnixYuxePFixe99+/bFP/7xD9VrAh3raPDPZmciFNwMp/m32oDLMCy6+E2weF07BoTQMBGK335KUWKZgbbzC7tXhInqi4/niwtqUlTaG8CynFiWWmbTp6YNw7qtJ8SshU63V8zYA/C7DH8xfRgG9u4i1p3lONX4f+FLJ1+GegY84X2yLAeOARLiLfKJp5HGN99fQ6/kOPGaeKsprIx6wj0aPHx2YTNNgWEYeDrYep7RROBmoJiUa2VYpOAjBYYDTWixjWIsBiyZNRJOtxfxsWbUu9QHECF9uQCapmAxEfzyoRFgWA5mE437R/UFRQFRJgNYlsOfnx2Herfn/7N3pYFRVNn6q6re052ks7OFTQgkJJBAOpJEVEAURFZHgguEMUSIA7i8UYLzBBwg6Cw+HccFGAV0NDiDggLjIOCCiEkEZCfsiyxZO0kn6a2W96O6KlVd1WGRJWCfP5CuW1W37j333HPvPef78Maq3Vi0vBQxViOKnswGoM6O5/LQ8NIcEuKtSOwWiW93nuEXsRTvoJ84Wydjm5PqoiD+33qTdeuvVq6Elp5hOESGGWS4T4dO1IibcIEOGFiWUzCCCamCL+VnIiJUD3AElr0wFI0qKXexkSYFy25GUiwokgTtG4/CswMxj4WG6EXHZuyd3dC7a5TMXgqR2q3Z+jMVjTDohcUy324/7Dsnc4DEqG+Gk7Wxxs9mEiQBzoez2Vr7CwzD/vb9Um3wrTw+AzM3k0jsakWM1YRFvsW9ml5GhhlkmF4kKWced3lYvLxSzhxnMWkBjoDJoMG8qQPh9tCoqnPBoKNgNRtAMxy27vpZthm4qfQk7s/urpqCKE0LtIYaQBKEyKor4NzYHS6QJM8ACgAcRYk+C0kRIBgAuLz5+FpuAgo6J6RNXYnO3QwM5Fcigdq/NcZGwcaRlJK9UV6WAMNyADgZOcrcvAxs230Odw/oBEuIDgRJiJi89gY3ahvcqs8z6jXo3C4My9buRf6YZAAcurYPRdf2oSBJwNHkxYtLtstsNctxsgh/qQhzgb3BhahwdSZdwU5bw/TQUS0bhiTJ68SQ9HjYktrh4IlqsW10WhIsA187EaC0JGivrx2AS8ZhpEhChJqQ1knKsmt3uHh7ynG3nD0NSlBuVZHbXVK2Zs8bnYwwsw4Wk06Mng9ki7UUwDEQ2W6/3sGvmRqdHtAMC6+XlUG/zMm1waDXKJ6XkRQLkiDA+ObtZpcXBAhQJHjYmgB+aIzViIYmL6wWCn94+/uAMCHRViPm5w+E20uj2UnD0cxzALR2sCjMIRaTFgunZyIyjLfjzS4vdFoKHi8j+laCcJy6z6w2T1+MlfhqyNX0by7Kfnuzy41mv/Vnra2obUK3TlYZu13/xDisWH8Ab3+yV2S7M5u0YEDwmBsUv1FV4/Bgno+B9Id959G7ayTeXr0X+0/UoFsnK15853vxmi0xDkPSO6HsQIWMSUdg3uJPPvshPTEWtye3g5YiUVPvwl4fQ5ggMVYjBg+Ix90DOqF/rxj06xktDn6AZ5HZe7QaU8f0wf7jNZiVk4qocCNMOhKsb3CYjBoQFCWr+z23x6NHpwi8vmoXPtvKM/BMH98XGg3Qt0cMosKNMFCkggFPjQU4NSEGKze0tN+gtA5I6Kx8dqhJCyYAI+rF3iFlIBTkRrOBXUxPBSwAabv3T4xDqFmHRjeNc9VN8NIsahpc0Ok10GvkjIM6LYlunax4fdUufPL1Mfx48ALu6NcBHDjotRRK9l9Q6MrI7G4Y2Kcd7h7QEU63F1/v+BmR4UYsfK9UrMPtfdpDpyXx4jst9cpK6YDs1PbQUQSmjkkBy3JodHoxKLWjjG1yVk4qQkxafLDhkMgYt+NQFTZ8fwLrvjuBH/adx7i7e8DppkW2OYE96kbLjWL5ulRpa2xg/nKp41JadsX6A+gUa4GX5lrGwd7zGJHVDTsOXsAb/96DO9M64qfDVQpdtiXF4YP/HFIwJ86enI49R6vQ0fdcilJn1urRKRwDfGxlZ6uakJEUi5xhvcR6VNQ2icyRNMNiygNJCuazr348jTf+vQc19c24P7u7wqaFm3UgAVXWtB0HL4DjgPxxfdDYTMvG4Li7e8jYf1+YYoNJS4GUsK9W1znRIcYiY0RN6x2HL0tO4U8f7Gy1/aW2Q1pfi0ED1rdxeKl92ZpcT/bbqzV+AzE3h4VoEWUNwUvLfsBHGw+jf68YHDxRq9DL4QO74M//3CG26939O+HuAR3x48EKPDq8N/728S6ZLu47Vo0nxqbghbe2icyhWf3aIy4iBARB4GyVA//5/iSy+nbAyyvLsGrTEfx48ALG3d0Db/17D7b+dFbBdl68sVz8/4ZtJ9Auyoy/ffyTWKcnxiVjSHo8DDpKrj+9YrF973kY9BqZPrbW91dLVy5Vfkk/XwkDeVtnv22t/TUUoWp7VqzfL/pjab1isau8EtV1zRg16LaAZStqm9Cto1W0jwdP1OK3o/qAogi8tKwEq786ih8PXsCA3rH4YvsJ2JJi0b9XHPYcrWphf364P95avQff7zkn2hudjoLJqMP8ZT+ga/twvLZql8JWD8/sin49Y8CwrOpcMKB3LJ5/4zv0ig/HmLtuQ3rvWNx3exdk922P+7O7YlPpKRAEYDHpZf5WemIcjp2pw0vvlqL8VC0eHZ6IFev346sff0a3DmGyMZDWO07Rbmu+OYYP/1veqr6r6Zw/y+7VYJS+0f6u8L7LZZa9ESy2QfbbS5cg+626qO0dPJWTigG9YzGgdyw4jkNEqAEggC+2n8SJcw0KX3XmhFR8s/MMoiPNmLd0u8h2O+GeBGzb/TO6dQxHk9OrWNPvLK9EakIMBqV1FO214L/yLLW8j/Do8ESEm7UAw8EUooMtSTkXnDpfjwfu6AaTUYt3P9+HSSMSca7KgXF395CVnZWTinVbjyMuMgR//mAHPt58BOWnanFPRrzqWrNP9yiUn6oVv3FoRme4PAwWryjDx5uP4KfDVUjsxu+RrNt2HI8OT8TnW49hxYaDqKlvbpW1XSoXYyX+pXIl/k1ruktw18IrakNyo4kyOIpE4ZstbHZzcm0KEN8Yq1EMJQX43fCJw3opIj++2XlGxugq3AdA9ZmLC7LBQT0iUK+lUNfoxsL3eJD2nGE90S6KT61+7/MWEEopuUaM1Yg/PpGJJxZvVnznksKhYDkO9Y0uxEaEgPW0DECOkrMvAvwp7Fur9yjqXFSQDYoCCIZT3an2b0+19mvt2cQl7KwHekdRQRYISZ1uNHDwxfRUrd1jrEYsfjIb52uaFEDtHaJDwEpS69TaISMpFvljUlDX6IbJoJUBlhZOtoEggUXvtejt/PxMWZquUIfp41Mwf1mJvF6/y0ZDo0dO7jI5HWYTD/JOknxmVH2jB2ajDgCH/CKlLr78u2xEhfHYCW0pXfpGAQJfqrRl4GDg0selUHbJmr144I7u8NKMqj2YmzcQT/5pCxZOzwQAlfFghsfLQK+jwDC+lASKxJJP9yB/bArqG91YvKIMT09MQ+Gb2wBAloZrDTXgvc/3IX9Mihgp6z8eM5JikTc6GQQBLF2zVxHZJmCSBZo3igqyAXBYonJv/pgUcOBwpsIR8PsbmtxweWh0bR8K1sPI2vjvvx8sS3vwb7eLtX9rfXU5fdmaXG+ijKs1ftVOZmnIGT4FMGepXgrkE9LoT8Gmn7rQgHZRZkxTmZ//MmsQnn3tW8Vzhbk/LjLEl+rNwWox4myVQxGdt6ggCyQIkBTg8XJimfGDe6j7H09mY/bflfPPwulZIlmC9PdAfX+1dOVS5Zf28+Weurd1ooyLtb9WR8HLAl6a5Rlk1+5V6OfC6VmYumgTZvwmBf16xopts2TNHrFsIBun5isUFWTzZGw+uyywLy5ds0+ms0UFWYBkXP1p5h34/etbFd/4l1mDEBlmAACcrWpUzAUA8MJb32NJ4VDUNrjw1w93iNefebg/GJZFXESIqr9VVJCNxxd+Kf7dms8u9WOltvZi+n6xbKCrEdl6o/1d4X1Xwn57uffcqPvasn94rSRIlBFAKAqzJfZkaHon3J/dTQE1FR1ugNvDgGE5PvqXBarqnKhv9GD1liMB5+eigmw4PV5QJInpL29RvP6t5wdj4w8nMSKrG6rrnIgKNwaYt31ZchSJdVuPKbJJ8sekgKIIPPe3rWI2wXOPDcCSNXtEn5Vm+MjlyDAj5qisOR8amoCXV5bJ/CAQQGWtU/xGrYZQ9XMFm6q2z9Lim7duIwNlvF0NuRL/pjXdbYspwbeUCCk0giMdG2FSpWKODm9JqQkN0WPlhv2yHPJFy0sxPz8TB07YRacl5bYodOsQCpblMDdvID79+oiMAprhOJAEAYCDhiLhZTkfNTWfPiVs6Pmn0z4/KR059yTAEqLD0jUtDlql3SkCefsrIEEA9noXHM1eRIXzaSwtbaBM65XiAAki5KkTvkgOUBRolhVxTwiGg/siWIEXe/alKPytgosTCAuAZtSB9flFm9xBzBudLOrp0PROGJHVVcb0KehKVZ0LlhCtzCBX2p1oaFLHFTPoNIrfWJZTkrusKMOCaZk8aCoLVNQ244P/HMJzk/oDnHpYdH2jB1aLARQJOL28LgUxZG5+CZQapY6DwWHUoO7weBm0iwzBjIf68elQPuzP0v3nodeRKCrIQphZj9eKd6lgcPYHAPEElidm5VDn8AAcRNwkIb1AzZbOnJAKwRiq2ZWS/RV4cEhP0DSLkv0VssVwQrwV8XEWsY6BbJrwHH+sp8dHcSDABbSHDU1ucTNySeEQH85fSx0DYapIWclaa//W+upWsbFXKtL0YgqEz96yMnsrCI+FBWgoAhw4VUwvmuXQIdoSMP1Tam8FUpZA+kpRkG2iCO9gWQ4ESfjSAlls230OMyekQqtRZ85Vw9KttDsDYqUG6vubTVdu9tRx/wUMRfFMs78NzOcAACAASURBVFL7uHrLEbH9WYYDBwJ1jW5YLXpV/RRiBzaWnIElxIAu7fhFSZ2jJZIlEG6omq8AEqipd2Gh5ABRsNeycgRvswsnp0On1UCvU/cZDDqNj+yCaxWfjiQhbugJ7/jrhzvw0hOZrWIvSf+W4lH6l5X6sVJbezF999c5L4ObWgeDEpRbRa5kw52/h5PZofhYC170wzEvWl6KoiezRRALAryPIGwwdoo1o2OMWX1+ZlnsPlyFjD7tVG3ihZom9O4aBYZhsXzdATz7SJrqc6rrnXj+je9E/0FgsBXk8VEsGJafQ2Y81A+RYUYwrNLfBXg/VM1HzrknQdYWlhAtHl+wSSxzKTbV376W7K/A46PYgJAE0n7jGN72EhwHXGUYrqvt37RFn+iWEgFb6DdDe8LtYcRND+kACLfowHItJ3fCtTqHRxwcwiJs/OAeWLS8VNxgkT5v9uR0AMCmsjOIsRp5Z+atbbBaDJjyQJLsdHF+/kBU2p3IG52sAON+eWUZpo9PgUGvUQy64o2HFcQEs3JS4Wj2oPDNbfwu+hQbrMYWamiBoVaquIHy7ymKBMVxqGv2YqHfO6wWPQxaZZ6/P35IwGdfYg78rYKLEwgLgCTVF2EsC2h9ocD+pAJf7ziDB4f0VIBIv7yyDHmjk7Fs7V78cVqm4rkC05J/HVweOc9QjLUVPBsO4ntjrEb8z6P94fYwWLH+gCoBwudbj2HqmGTx9EM42VGjKw/KzSEURYKWYHsKEmhc6rUUTHqtIuJi+boDCLfoRDatSrsTc/MyVDGJhEgk/2ipWTmpsgWcADzspRl1oqH8TEx7eTPm5mWo1t9s1MHplmPqCYdAgt4HupeiSBAB8EHOVjnQIdoc0B7SvrEgbUOp7RPwTf3vkw6hQO1/MRt6q9jYXypUK/b2rv6dZHonzO9q7cZxHKrrnAgxalVBtL2SeU/YPFGb+19ftQtFBdmq7zh53oFla/di9uR0GPQURmR1xfxl2wPi4wSafwji8vo+qCvXTwTIjiK/LJFp41MUPp9OS4JgOJn+LpqeFcDnIFXxmGflpGLlen4RGAhXVM1XcLsZcUMP4HX3L//cgWcf6Y/n3/gOAB+J4Wjy4qONh/DAHd1RtKIMhZPTA46PSnsTvDTXKj5doAUYy3LQaqnAfqffs4x69bJSP1Zqa4P6HpSg3HziP78LKaz+9tV/bcJRBOob3LI9AbX1lXB49r9vfw+rxaDwVWdPTkedQx179FxVIxK7RWH9d8cxe7JNZBKX7k38dlQSNBoSj43ojbNV6gE99Y0esS5SAgvhupfmoNWSsj2IN58bfFm+QVWdS/ZMfx+FZljQDNuqTZX6vMLfreH2+/tl12oNebX9G/LiRYLyS0QD4PFRfVTpngUq5sdH9RFDS6XXBHpnoGXwCEQE4+7uoaCbXryiDGPv6iEO5n98tg+VdifGD+6hOF28UMNjbQgOfkK8FXNybSgqyELe6GR0jLWI75WK3eFCuEWH6eNTUFSQ5dv8o+B00+KzF71XChoEaIIHVTfqSBmddYzViJgIE16YIv+tMNfGp1QA4oae8MzXinehorYZJMWnaUjvmz05HZvLTol/x0aYFGUKc23QUZfeZ/73C0zDN5PoKCjavTDXBq2PREUqMVYjNCQfMeIfLff6ql0Ye1cP1DeqR92FmXWYlZMKjW/zViqby06ptmV8nAUZSbGyegmLQP96na9ulNXnzx/sQEVtM0r2V6DswAUsmJaJl3+XjbzRyfh86zHkDOuF9d8dl90TiK48KDeH0AD+8dk+zJyQeknjkmE5FK1Q2pDxg3tgSHpnme0s3nhYRncvLDaF1EK1qFaSbBlDAnBxXIQ6GyPnO0ct3ngYsyeny97z3KQBsDe4YA3Vy+qQM6yn7L3FGw/jmYf7K75dr+VZEv3rP3MCX/9/fLYPsREmxfVnHu4vfoO0DaW2T2By9Lcfm0pPBmx/iiLBUaTIOByor24VG/tLpTV767/htnhFGcItekVfPj8pHXUOF68vtU58vvUY8kYn49WnBmFu3kAY9RqYjVrR3gqbvIEio2iWVYyzmRNSsXrLEbEeeo1GHEPCprZ/XxpU5v3Zk9Px9Y4zim9ore+DunL9xMNAXHACLXNnncOlsIEso9RfDpyqLW12e1XZnF8r5n1ggPcVXszLwNy8DBQVZGFuXgaPXRSiU/R9k4+tViqVdifCLXqx3JSRfbBoeSmGpHcW31tV5xLHh+Drfr71GAxaDYo3HlbVZal/6WjyqPoodQ43fjpcoepvHTpZI/t7c9kpkD48Sv+yUj9WYCgP6ntQgnJzir99HJLeWdW++q9NaIZTrO8ZhlO1PQzDHzQ8OryXwlddvKIMHDjV+bx442EULS/FgMQ4mPQazJ86EG/PHoJZOfyGnt3hQliIHizL4fVVu1C88XBAv0AQYT0oXBdsmF0CWQAAn3yl9C0D+Qb+drEw1waDnpSV02lJhPrWof5zz+otR8T/67SkeK01m6rml12rNeTV9m+C88Q1FoZhQRBEwBSoDtEWEIR62Kh0cAgRSPlj+M00ilKPttJqCB6jCRCj7NSc9+KNhzEn1wa7w4WMpFg8cEd32enlnFwbwiw61VNNR7MXXppDuJlCaIgezW4vIsOMSIi3iunE0pDcObk2VNubZAy1IDhs2X0OC6dngeM4EASBr3ecwZ1pHcVv8f82IUXCatKiyJeSJKTm5o9JweOjOVAEwW/eGSBnxL2MHHiGaXnHtWTbu9bi9TCI8mNM1lEAy7B4Idcmi4R8IdcGCoHTm7UaImDUndmow+urduG5Sf0V+vLAHd1hDdWj6MlseGkW56sb8dbqPbA7XJiTa0P+2GSAI9Ds8cLl8SpOjGZPtuGdT/Yo6iOk5Px4sBIpPaIRbtEjMsyAnvF9AXAy7EnhnraarhWUiwvD8mmHdQ6PIgxfjfwmUOofD2+glbF8fvr1EaxcfxAvPZHp22Az4NUPd6L8tD3gxgdBErKIZbvDBSoA4zhB8Pm35aftIACx/izHwetl8X/FO/H0xDR89eMZsV6ESjStRkPwhyg6DVweGlotCbeXAcNwsvo7mr2yFIj8sTyG00tPZIJlOdTUO/He5/vx7CNpKCrIktk2f9tn0FMy+6HXEhiZ3Q3DM7sq7KLaqfSCaZkgwLNAtvaem9XG/lIJFPkTMKWVZrFy/UHMeKgfYiND4PWyIraY1WLA6i1H8MS4FKz6siU6SbTxU2yYeG8vNDm9eObh/oroUIDX11PnHVi95QjyRiejSzsLTp53yPSJt6Ut40vKxiekVZr0FNxOr2L+0WoJ3JnWEToticUF2SLzZ2t9H9SV6yeBUkjVUmBpX1qptDxJEFi+7oAqlEGXdhbVZ8dFhKCogI/wq653ibhIMVYjnp6Yhs1lp2XPM5u0OH62QVV3NSSJv//+LpytaobTQ4s2XyhXuv+8Kj7Tv7e04EdKdfnkeQc2bDuBqWOS8fioPtBpSbwwxaZI+6UZFu2jLTAa5PayorYRCV0isKRwiJh6lz8mGQzL4S//3Cn7rh8PXOD92FEtY+WhoT0xcVhCUN+DEpSbUPzn90D+pP/aRC1rye2hVdfjbg+NhHgrosKNqs8mCQLL1x9Q9Q8T4q0w6rViWq/wzHCLDvljk/HvLYfx0NCeqLQ7UWl3irbRYtIixmrCkjV7ZKm2MVYjIsMMWFI4BF6aEyHBhqTHy+omwIQtKsgCTbPgADS7vbgzrSOq6pz4w+MZMOk1PFwYQeDJ3/TD46No0QdtctIymASLiYfQmXR/b7z0RCa/p1LbDADIHZkom4cEW9yqz3EdIT+utn8TXONeJWkNHJkkiVZSQvk8eLVrkWEGkYL6863HMHFYL1AUsOabowFTXgiCwOotRzD5/kTxulpag93hQnions9NH9UHf3hbnla5aHkpigqyxVNNwfH4fOsxTL4/CdHhBrAcsHLDfgxJ7wyW5fDUxDSs3nIYe45Wy0JyFy0vxZ+fGgSvp0VJaYZFs8sLj5f1La55CmqK5BfAY+/shqG2LuLCe1PpSbg8NCiSEPFDKABg+IxaET8EEPPdWzBFLj8H/mbHxRHE62FU2yFcxYgArdN3by47pTqpvL5qF+wOF8ARqvry+Kg+0FAk3vt8H4akdxaN7EcbDyF/TAp+OlyBiDAjYiNCYDaSeConDQQBOJq9cLq9/LPRQkIg0LgPTe+Eu/p3wl/+uUPmoIdbdAG+IZi+crOJYFdJ8H1YftouC8NfXJCtfl8APdbpSHhoDkXLt0s2jtOxddfPOH3BIUZq/HZUEuobPWI0m/Q5GUmxcLn4gbRwehZIEmBZwKCnMCsnVZGqSxIEigqy4Gj2wkMzYkqFFBie5TjcPaCTSEzhn247fnAPvLLyR8X3LCrIAkWSGJTaHqcv8OmRQhpGZJgRHMuBAIHPvj0mHvIkxFt90TEEAAKUlpDNXSTVMk5oLweKgi8NjAPj5UAwrGgX4YvMY1geV0t6ulmyvwInzjWIgL/+NvRWsbGXKlIfQaclwTIAiUAp5YFTV+0OF0iSQLNTnh7y/KR0RIYZwLAs8semoFBCUmG1GFDb4EKHaAssRh2On7Wjc/twBZTGs4/0x7uf7Uf5aTuWrd2LooJsVZBt//pJy1MUwHj5uV7ODseB83LQcJxIyHSpfX8lunK5hBVXS27Uey9HAtUxkN6ppcAKvpq0vKPZq0hfzUiKBUUS4PzKCveeqWzEouWl+PvvB4tzOcD7jq9+tFMk9BGA1ztEJ2H1liMKWztzQiqWrNmDnGG9EBmuR4hRixirUYZ5el9mF7g9DOZNHch/t4aAVkPhwSE9MOGeBN6OcRzcXv57O0Sb0bV9KAgeURUMwyEyVC/buPth3zn06xnL+6o08N/SY7g/uxtcHgb2BjdiI8wAOAjgqoSPcCncopO16dGf6zB4QCcfxhMDmvn12MagBOVWFP/UykAQA/5rE43PDlstBpF4Ta/T4NtdP8sOpDeVnkRKj2iMH9xDzL7zf3aojyn19AUHDp6oxlBbFzw9MRUMC3gZRiQ2BFoyBebmDRTXdQ/f20t8ruB/x1iNeHnGHRg1qDtOnGuQ+bsaioSbZUBIgPWlNlj4HpeHBssC/95yBLakdggz62DQa9A+OgR1Do8MWqww14Zvd57B2Lt7wO3zLWblpOKTr/hNQyFA6YW3vkdCvBUzJ6RCp6VEspDy03axnRkf3iBJEaBBBsA6DLQOvjZryKvpCwfZb1XkcllrLpZ/TVEkmrwMnB4aDY0eMdIiNsIEi0EDh4uG3eGWOSgv5NoQYdGBAR+Ky7IcNCQJnZZAVb0bxT6cEOkGi7A4zU7tAINOgzrfM9Uw9WblpCIuMgSFf/8Ov39sQEBGMIJoAYQXBlfxxkMYkt4Zm8tOqdaB5Tgs/bSFhWzGb1LQraNVtnhYMD0TTU5aweQTE24Ax3GoqncrroWatdCwbcdBvtFsYFebjbHJy8DR7EGIUYcqe7Oop6FmHXYerET/3nFY9eUhjLu7B8LMepyvbkTxxsOwO1wozLUhMkyP2nq3KsZd/thknK9uVmwImk1acBxw4Hg1lq7dL9Oxkv0VyEiKxYR7ErDqy3KFrr2UnykDjgVaNnoamj3XBQ/hciTIfnvldjWQDbNa9AjRUrJ+pSgSDEHA44sMFXR0Vk4qIkINmLtEyei6qCALLg8Nj5eTRYq+mJeBxmZafC+vj71kZQR9va1jODL7tkdlbcvYiYkwYeX6AyJD9JxcniF64bulMtbcPz4xEH/7+CexXv7Mpy//LlvEipJKUUEWXv1oJwpzbThX6UBsVAgIAnC5GVXW1DqHR4G7IjhMn35zXBXzRcC9EqJrpfOadN4LVMclhUP4heo1kJuF/dZfl6Xss/nj+sj8glCzDv/ZdhJ3D+ik6KfjP9sRF2VGVJgR//tOYFbxdwqH4AkfM7galllhrg0cx0Kv08j0NdpqxJqvj2HP0Wo+BUTDe+YvLSuRzfEnztaha4dwmW8we3I6Nmw7Id4badGhxnFj7PAvwcS5Wv18qe+93uy3rdWRpAhVTD2dlsS8pT8oylNaEvXNXlGHOA4Is+gw31dWak9SbovCiKyuCp3ZcbACnduFIT7OosrcLNgVQW9/PHABX5aextypt0OvpVBT71Is3uZNHQgPzYBmWPxr02E8cEd3aDWEjCRMsG2WEB1omlXVZUezR2EPpf7J1NFJSOwWpbj+44ELOPpzneq9Ub7NPP92Fq5dLVbFqy032t8V3hdkv7215FZmv62tbboiTD1hPSbdFxh7ZzcMSuuksBkaDYFmJ413P9svzvNSVnt7gxvmEC30WhLNLka8PyMpFlMe6KNqc6V+JcdxcLpphd1sHx2Cxct/FDfpBAKl345KkmXpkRQBp8sLi0mn2Of4n0f7w2TQ4KVlJeL8YNBpMG+p0kcvKshGQ5NHhNVRs9Nq+yLCGlS4LqwrW7Prga63FfscZL+9xhIo/7qoIAsE+E0oi0EDL83KUgteyLWBMQDzlv4gYxdzeWiEWXRgGZ4wwt/5EhRPSEULM+sQEWrAqi/LsansDFJ6ROPj7YcxMrsb5k0dCJIkwHKM73SRA0kCDU0eML4UNXuDOpBmTb0Lm8tO8c8geEOzbC3PhjvmzttkWCXCdy9eUYanctJkIbn9esaKjKlCOZrmULzxkCyqq9gXuQUocV2KfJGDzCUQXQTl8oWjCNhr3fjs22MYc+dtMj2dPTkddw/ohKVr9opRmR6aQadYC559JA0USeLnygZYTFqYTVpZnwph3vljUlRB2efmDcT8ZduxcHoWvt11DuMH94DHyyB/TAom3uuBxaSDo9mNqWOSFcy69QGYdWk2mK51K4jUrvKh76yYfiqE09sdLtHOAoEXrBaTFrUON6iAJDEcmpxeNLtoGTv5S8tKMCsnVdTpMLNe5nAItilvNJ/iunL9AQxJ7wyDDoixhmDl+v0y9vBFy0sx46F+yBudDGuoQbS7GoqU1av8tF2WUms2qkefOpq9cvvIsjhb1SiOXyG61e0bUwQJzH7jO0X95+YNxKffHFfFfBGYgRctL5XNa/7zXqD0/GCErLyt8kYni46t1WKAx8MqUg7PVDRi5fqDmD4+BR2izfDSHDaVnsTwzK7QaEjQtHp6iJAmKY0QUMMyE/RlyZo9or56aQ7vbziI/DEpyOrbIMIkPPtIfyyYngVwfIS9cDo+NL0T5k0dCA1Fyn6H71uLCrJb9YuuV3tfz3ffqPdejrRax4CQHZzqfMpRJBxNXpn+/s+j/bH4d9moqGlGVLgRy9bu5XGaY8xwNLsx46F+0FAkHM1e/hC6X0eRcEvNfkizPoqWl+LlGXdg8IB41DW6oaFIxUFCpd0JkgAWvVeKp3LSMCS9M6wWHfQ6jcKHeK14FxYVZGHOP+S/L15Rhrl5A3G2qlHVF80bnYyS/RXo1zNWjK6WXp+bNxCd24UF9GMBLsC1tqMnQQlKUH6ZqKVW6ijiomsThmFh0GrwWvEPoo3o3TVK1WYsfjIbJp0WdocL7284iAXTstDk9Co2vww6jZihAvD4fuer1ckvrKEGzM0biJUb9mPMnbepMoI/lZMqRmULfuZvRyXBbNSJUFyLfLZy2dq9WDA9U4H59+cPdmD6+BR+0/KuHpi/bDte8pF4SkXw//1xshevKBPtqVZLYvL9SQr/XCD/qmt0Y0h6Z9Q5PKp+rtSuCz67NEqc359IbvP2ObipdxXkUvKvGQC1DS7ZgnGhb4K3WgyytDIAYt63mvMlKF75aTtWbzniS0nUY+xdPTD2ru4wGbXIuaeXYlCvWLdHjBiZOSEVoT4AYiHlzB9TL9SiQ/cOKS14SnpS3MyjGRZhZp3qd0eEtSxWY6xGVZwWnZZU3VEHwYnAn8r2ZIMKe41EOMHOG52MVz/aKdtkrm90wxqqR849CdBpNWh2e1HvcMPR5EFcpAnggHbRFnAcwPlYnIUw69yRiXyYNafepxoNAavFAJLksQ9e/Whniw5OsQHgoNdqUd/oUdwfaBNBQ5JgGOZXldp3K4q/XSUJAvOXlaiWE+xCoAXr3LyBWLZmH56amKqaBkCSBLQaDd5avVNmj97fcBDRVhNYtgkaDRkQy9Ri0gIA6hwe8XeKImAx6cRNRUezF6X7z6NdlBksy4IkCbwyIxvnqpoRZtbj5d9lweNlxQXv5rJTqLI3w+lmYNBReH5SugwLSqifUAeGZdHk9CLWR9ihFqE1J9cGq8Ug+4ZKuxOUjzIrEOaL8H3Sec2/fwLNIxrgVz/+pG1lMWlF+9oxxoyK2iaxTyrtfMqhsIk6f1kJigqysLnsNMbexRNnkQQBilJPZRSY3lgWYnpiazg+vx3VBzV1LixfdwB2hwszJ6SCAycbZ3/55w4RY0xDkbgnozOGpMfD0ezFa8W78OwjaSh4ZQteyB2AicN6if6CQU8ib3SyGEElfe+1nsevJyZOW3jv5cjF6qgG2UFRLZx6BAhwFECzBCiGU5Cw/fmDHSgqyEaYWQ+ShMzPy0iKRe7IPnB5aHSIMaN7hzB+sVaQjeNn7Qr7MXuyDU63FwnxVgDAo8N7weNhcM4XgS0Ao0sPMMLMOlAUCavFAGuoHmu/PYoH7uiOyFBS9btZVh3DWash0DHGrHqtY4yZxyMNgH1JkfJxLo1kYVSwCP37IChBCcqtIf6plV4pXFQraxPab90ckNiKYaEnCTEbgyQBD83I5t7FK8qwqCBLdn90uAGNTi/m5w/EhZomMaNlTq4NNfVOhJt1/IFIqAF2h0vca7CG6vHMw2nQ6UgsmJaJhiYPQECEh4mxGlE42YbwUB1YhsdpnZ8/EOACY+UnxFuh15F4emIaKIpERlKsuLEGtEB+BLKZ/IkjF5BASYrxP3NCKkIM6hwHgp8LQAxeErJpAJ70tK3b57Zev5tCLkZJTFEk7A6P7DRTWJBV1zsx6f7eWLm+BYhamvutpngCgYbaom325HTUNzbj/4p3Kna0hc1AYff65RnZmD05HYtXlOHrHWewYFomGJbDhZomVNmbwAGK8NNzVQ6s2nQEf3g8AwYtpfrdJNECBh8aolfNT+c4qEZuFT2Z3Up7kjyAXlCuugjArIIj6q9Xc/Nuh8vDyIDXn3m4P+wOt8yY/8+j/fHHaQNRXeeShVkvnJ4VQFcI5I/rA4okxQ09oIVFecZD/fC3j3/CgmmZivs3l53CnCk2ERNCCAt3eWlFSmZQbj65EjySQDaz0elB7shEgADmTr1dhCaQ2rZVXx5S2KOnctLQ2OwRU2P9se6EOjiavbCG6mWprULquDyty4ala/bIUsv/r3inmJIpvEcoq9EQ+NvHJeLzFkzLBEDgbJWcvCDGavRFZAMVtTy2ilqE1qLlpWKKprT+wlAJ1MbCZpFsXvPrn/LTdny+9ZgkyicYISuItK1YjlOkQAv+gEA0JTiXQr+OyOqK+cu2i3ry2bfH8PTENNkhiJAmDQAfbyrH2Ltvw/TxKbKIUEFirEacrXJg/rISMTpw+boDeH3VLiycniWru+BzVNXx9/un4ei0FOZPzUCo2SBG5AtjSq8l8NiI3uK3Xa/IzYv5ZLfaey9HLreOatHPgq7lj01udRH15nODRRuUEG/FA3d0x9wl32PC0B4ArAr/strehBkP9UO01YTz1Y145xM+WvTpiWnQakmZrzFzQiq27T6L2ZPTVeE5ZuWkihHKhW9+hxkP9VP3QQK0h5fmUGlXx6mqqG3C/GUlePO5warXGRaq41wYLwzDtnk9CUpQgnLj5JL9X4oEQzOIsRowcVgvGRad1K9g2Bb83oR4K1gOCn/TS9Nocnnx2bd8uqoQoPH85AEKSBcpLMszD/eXHUwWf3lI4fvOybWpbtaRJPDYiN4KDD0AYhDS7MnpAKl+kEkzLApe2YIYqxEvPaFcJ/pHewsZYq35uYH+vhnsM3nxIkG5mFyMklgteuT1VbuQM6wn6hs9eK14lw+4XH6vMKilwkeZ6AMu2havKEO4RX/RXehKuxMcB2i1JOZNHYicYQk4W9WIuUu2Y/6yEnTrYFUNT+3XMxaVdidq6pz4z/cn8PwkJS21RsOn6Ra+uQ0rN+wHpQGPlycpxwWI3GJZDjpKWb4w18az2gblmogAzOpo9iJnWE+FXlXamxWbbn/9cAccTR7Zb3/+YAcAQhFmXdvgVKUbr21woqHRE5CtNDKMN7z/+GyfYoyNGtQdEaEGTB/PM0LnjU7GyvUHMW/pD9eEejwo11f87ermslMKu+BP/R7IZtY3evDqRztxoboJei2l0M+i5aUYkt5Zdl+l3YmocIPomACQRYcIz549OR2by07BYtTJnjskvbPsXt4+t7xHen384B6KOi1eUYqaOqf4W8n+Cvzh7e9hd7gQZtaLBDKCfWx203h5ZRmKNx7GzAmpASOp20WZFbZ1U+nJgG08KycVq7ccUbS32rw3cVgvaMCTIRAMG9zQ84m0rViWU/T166t2YfxgPhJPsMNC21stBoWelOyvAMtxou37w28zEG5p0Yk9R6thMmgQYw2BhiIU/TQrJxXFGw+L73/1o50YP7gHKu1ONLu8srrHWHmwbbV6v1a8CxzHoWNMqKq/0DEmFFoNiZkTUpGRFKsYr9dKLuaT3WrvvRy53Dqq+a+vFfP6atBpAtpbALLICam/2q9nrKq+dOtgBc2wePGd7zF/WYm4yf3qRzsVvsbrq3ahc7swbNh2QhXe47XiXTAbteDAM0N/8J9DeHpimsL2lew7h9mTlX7sp18fUbX30rHzyVdHAt5LqPhBrxXv4vGxL7MPghKUoPy65FL839mT06HT8Ns4Tjerus8wfnAPxFiNqHO4RVs1fnAPMetDKLt4RSlCQwxYuf6gLD21/LQdzU5a1ZYJPsNfP9wh+i+Auu+7aHkpckf2kdvfyTZEhBpV4UHyRidjSeEQLJiWCZIECEK5ec9p2wAAIABJREFULzB7cjo++eqIeN97n+9T2OOZE3j/VZBKuxMuD60oV5hrw+ayUwH/vlns881QxzYvF6MkDhQ9EhcZgv/7iFfmDtEWBdWyhiIxJ9emwIfSaUkxHUbtuYFOHv13nd1uBm+s2o2nH04DTbMw6FpCUtVSZivtTjF1wKDT4MAJOwYkxuGlJzLBshxq6p08hiAtx18hOCA0RIuF07PAcRwIgghYR4Lg0z/UcF3aAkDlrSoUOLyQa8OHGw8hd2SSou+luiFIpb0Fw0n6GwFlmDXLQhWXIXdkIswmPvJUYHqWAl6TPoa9kv0VmHhvLyyYlokmF40qu9NHUZ520ZTMoNycciV4JIIj5E/W8v6Gg6K+erzqtk2IgBYkxmoEB7ku+2PdWUMN+PfmwxiS3hkkKS97sVRW6fVAZdXGV5hZDw/NYFFBFliW4yP0WBZ2B7/otVp4sqFwix5z8zJQvPGwLKKvvtGNuXkDodUQPKyClsDI7G4YntlV0cYakgRJwYed6TevXWTeC0qL+LdVIL2IsfIstuEWHRY/mQ2SJODxMqp6Ik1HT4i34snf9MWCaTwbM0kSsDe4serLcgxJ74zocB4jh6J4e/rqhztluLfS9xv1GnFuFuqzesthDEmPV623x8uCIAKlE7Iy0OzI6wQ0faN082YYE5dbx9b01eOlFSmzUlgAKV6zVHdb8y/jIkNUrwl+gn8d9hytxri7GdV7qnwbgkJUyfJ1B0Qc6qhwI7QaErcntwfDcjw2k49k6NOvW/Ah/e29dOwIZQRflWE5NLu9GJIejzCz+uE6zbAAx7V5PQlKUIJy48TfTpMkga9+PCNjv/306yN4aGhPHxxKYL925oRUvPvZfnSKNYt+o1pZguAPX6LD5RAt/pjPQnkpLIs0aCjQgXKj0yNbA5pN2oDzC8cBBr0GtQ0uLHqP3yAce2c3md9bvLFctMEAD39jDTX4yvAZaO+t2yfzdWKsRhh0Gnz69RHxWYLfmz8mGY+P6qP6981in4Pr3qsk/nnzoEhwlECXrE6PXF3nlGxe8AOHZQCa4ACKgodlEWrS4ZUZ2fB4W9KZaIbDsrV7ZSGkAltiVJgRGg2BwlybgmHno42HxHfPyklFdb0TdocLpy84YDZq4fbS4vMCUzrzpwIkCdXUghCTDjoNCcZDi21Bg0KhBKAYADKSYsXUX+n9GooAAVJCLU1AAw5eT9sfTDejUBQJGoCb5RBlNfBEJYQyzNnloVX1weWRx8Tx4dCc6v0CqKr//e0sZkXI+Odbj2HUoO6oqXeKZStrnVi2di/m52di9ZYjsDtc1516PCjXV1rDI6FAgAbAEISMkt4SohWBcflNPBrjB/fA5rJTcHlo0PXqqU9CBLSgh7Mn20CAUKQMCDZTsMEAYNRTioOKi6WySq8HKqs2vk5fcIjjKCMpFpNGJIFmGESFGZGRFKuahiakSQjOnUgwwjDw+GG8sOCxAznwuC4akNCTBBiGVeC/+PdP8Njl4hLoQMsayuNvfbypHPljkqGlAA/D+w8ZSbEYkt4ZkeFGvPncYDS5vDDptchIikWdw4PHRvTGgndLRNa7dlFm6LSkgsFtwbRMnK1qFCP6pO93eWi8MIU/NPzTjDvgZTiwLIfqOifOVDQG1NFz1Y2Ijw1t1V8QTuoFIgCtjoLHh7dzrQ7tbpRu3gxj4nLq6J8GlhBvRc6wnggz63nm+hM14kJTIFMTFlGrtxwRsR2l+tOaf8my6vbZYtJh4fRMkAQhYo66PPymYk29s9UxxaeT9cT8ZSVYtnYvXphig1ZDwN7gwsL3SmU2f9WXhxT2nvH5EizLKcbOnqPVmDiM/7+ATVV+2i5G2ah9I82y4HztT3Bcm9WToAQlKNdPhPWYsPYFAILhseQ5EPiy9DT++d9ysTyfHZHgg0NRt6lmow6ffn1ExBvluJZr/mUFv3b25HSZ33spsCyCrypE9quVtze4RWy+mAgefilQWu3ZKgc6x4WK8EoA8Ok3x7Ftz3kUFWSDA4c9R6vFe4Q9kOf/tlW054W5Nvx2VB+Mu7sH6hs92Fx2Cg8NTcDrq3bB7nBh4rAEaHz21x/r8FKxD9uaUPPmzZt3oytxLcXp9IhKfKkSEqJHc7Pn4gUDiIBBMm/pDyj+8jAqapswfXxf7CqvRJOLFsNGN5WeRqPTi1k5qVi39Tgiw4348L+H0D7agkXLS1H85WFs33ce6YlxMOsocAwLjuOgIQmkJ7XDVz+exqPDE1HncOGx+3uDYTgUrSjDRxsPo87hwjMT++PO/h3Rt0cUQs06pPSIwuhB3XFPRjze+vce7DlajfyxydhzpBKJXSNBaQgM6B2LfceqERWmx6hBt8nqXJhrgyVEi3NVjRiY0h5Fy1vCa5tcNPYdq0bKbdFgOQ4mnQacr+FZgkDxl4dlbXS2qgkPDemBnvFW3Hd7F6QmRCMq3AiDhkRtU0vb/bDvPNKT2sGkb3leWxE1PQkJ0V+1519Md6+mnlIkgTCLAfOWbsfOQ5V4Ylwy9h2rFvt+iK0TbIlx2Hu05benJ6bBZNTgp/Iq8bdZOan4z/cn8PC9vWRlR2R1QXpiHHYfkZeNCDNgxfoDOHy6DkCLHj2VkwYQHN797AAoksDMCako3liO0xUODErtgITOVgzL6AyLgcKAxDjslOjpnFwbQrTUTaEvbUmute5eze/3t7E/7DuP/olxWLH+AN5cvRcUCXRpH4YF75bgk6+PofxULaaN6wuzSYvVW45gysgkmX7OybWhyenB8KyuGJndDb26WLFi3QFs+P4Epo1LQZ3DhbNVTeKm8xfbT2DKyCRs/elnDLV1xl8/3Imdh6pQ8GBf7DnK67jHS2PauBQ/u2/D51uP4WxVk+z6iXMNijE3J9eGEKMWOw5ViL8J46Cm3oWEeCt+M7QnXnm/DKu/OoqK2iY8PqqPiHsJtIynF/MykNGnHf6xdr8Ihqw2RiiKRJMvMmzRey1zkK2N2+DrYXd/if5K9bXK7sSUB5IU/sDab47hP9tPomB8X4SatKhu8GDe0u0gCWDY7V3w+dZj6Bhjwcsry7Dmm2P48eAFTBuXgj7dovDaql0iFurf/7UbqzYdRnpirAwyoclFo9LejIEp7dCvZ4xM1wpzbb4IPxLf/XQW4aEGzF/Gj629x6rxxLhkbNt9FjnDEhQ6unzdAbSLMuLegV0V/sLZygZs/emc+P6R2V2h11GodvDfJh27FpMWbBs4iLnedvpq667JpLuq9Rf8zZ3llegYY8Gk+3vjjX/txsebj+DHgxcw7u4e+OcXB/HOp/tQWduEnGG9RD2gSAL33t4ZqT1jERFuQHbfDthZXhnQvzQZKSxdsxdPjE3BT4crZXZv1Zfl6No+DP/7znaUn6rF9PF9YQnRYumafThd0aDwsWflpOKdT/bi+z3nMGlEIjrGmJGV0h7DB3aFTkfiQrUTf/rgR9n42FVeiWcm9kfpgQuyev3zi4NYseEgquuaFe8pzLVhxfr9ePuTvTh4ohZPjEvG2cpGnK9ubLVsW/Zt1eRG+7vC+z7aWN56IT95+N5el33PjbqvLfuH10pulF/c1vxdNZ9Wah+kdlhtrWM0apDaK1Zhb/YerUK/njF4a/VurP32OEr2nUd2vw7ISmkve5Z0jbWrvBL/80h/lOy/IPqy08cp7WvxxnJQPpKO2EgThg/sil5drPjvDycVvkJhrg07Dl7AfZld8cX2E+jaPgwfbTyE7p3CxX0HoewzD/dHRJgBHAes2iTfO2hy0cjq2x5//9dumc/8u9/0xRv/2i3a844xFiR2i0DR8jKs/fY4yk/VomB8X+w4WIH9J2ra7DrxUqQ13SW4m/GLLkNqahrBspf3idHRFlRVOa74nRxFqkamTRqRJNIjby47haljUnCmogHFGw9j/OAeWLZ2r0j/7L9rzUdVtESrCTv6lC8a8PSFBpGIQ3rfrJxUNDlpPt0gzIgla/aIwMFWiwGPDu+FuMgQvPDWNp6pa0wfWC16sCxAkAAJQjxN/+lwBZK6R4MiCTg9NGb++WvFtxcVZOHVj3bK6stRlAigLa3b4iez+QFFEADHp0vSgKLt1L6/LYiankRHW67a8y+mu1dTT5fOGYoX3tomO42flZMKR7MHHi8DkiRg0mtgNulQ2+AS02QBIGdYT8RFhkCnodDQ5EZVnQuR4Xo0NHpg0GlE1s97MuIRFW4Cw/Ch0xTFR51OXbhJUbclhUNBkkBNvUuRksunnodCT/IRB/6nW201TPqX9te1lmutu1fz+9VsrKAbi5aXYk6uTdWOznioH+IiQ+Dy0DDoNGBZDjTDYVPpSYzM7g6KInDiXL2ot0JE6IJpmSAIAloNCYbh4KEZVNfxUAdSrJGF0zPh8TIyvc/q2x6xESHgOGBT6Umk9YpFZJgROi2J+iY3mp00H6XN8ZFR0VYTTl9wYHPZKUwf3xdNThokyZMLrVi/Xzw9VfvGv8wahGdf+1bRXi//LhtRYcaLElhwFInTFQ7VuaQt2+DrYXd/if5K9XWOD6tlSHpnMQ2F9weSxZNhGoQ4Zwr9nDc6WfW+x0f1QX7RZrGcwOwcH2vGtJe3KOry6lOD4KEZRIaZ4PUyqK534oP/HBLt68LpWbK5AOD7X0hpaWhy+wiweIbn5/7G1/OF3AHo1sEq+gs/VzZg7lI5IUtRQRYg+Tb5tWwQbYAI63rb6autu5GR5qtef2GO5QAxql4Qqd0FeF83f2wK3B4GOi2JpWv2omR/hUzvraF6tI8yweVmRX3xsgxefHs7Ku1OvPrUIFTVuWSsseWn7SgqyBLZCGOsRrwy4w64vYxok8PMOni9HM5WORSwA0UF2XB5GDFKY97UgSh4RTk+/vGHoWB8UaosB3hoGk/9tcWmZiTFIm90MqrrnAgN0WPlhv0K8PdFvohUIXpcyNhZ4iNJkpZti3ZVTW60vyu874Fn117Wcz//y+jLvudG3Ld68UjotJcHHO5y03A0OC9esA3LjfKL25q/G8inldqH1tY6HEViyZq9Cv8gb3Sy6nz+yow7cOJcPdpHm3HqvEPGUg/wazC7wyXCuRgNGvxc0QhrqB4kQYCiCHi8LGrqnVj33XGMzO6GD/5zCDnDeqJDtJknBGI5MAwHiiJw6EQNenaOwAtvbRP3OYR/BZ/FGqpHiEELvY5ERY0THWJCcPys0h8X5hshajw2IgQEgOkSex5oDSDY5ra6TrwUaU13g+m3F5FAg6i1wSXNEU+It2L84B6wmLQw6ElQpAFWix6TRiRBqyFgNunw7CP9QZLA0xPTEBlulOWcCwONIAhwFCU6QISWAONmwIEFzXCqmGdWiwFGvVaWIjt7sg0aLYE5U2xocnrxWvEuPD0xTcRicnsYzHlzW8DNxbwQA5at3YvnJ6WrMtk4mnlgZJblU2xohgNBcHh+UroIzCmcCnDgwdQF48eAT6VTx1pRYqTdLJs5bVUYlgeQzhudDJKETO9K958HSRLQaUiYjTo0u72oqnOBZjk8/8Z3sucUbzyMJ8alYO6S7TI927b7HGxJ7WAxaWFLaocvS07j/qxuKFrRku4yP1+drYgkCTQ6PQgz60GRBJ59pD9YloVGQ6Jk33l07xAqw/a63DDpoO7cOLmctg9UlmE5pNwWhbF39ZDhi0jx6gTdltrS6HAjWI7DDN+BhGCfM/t2AEURqGt0q7KU19S7EBPBgw1L8fpmT7aJrF+AHOdMkE1lZ1BUkIXl6w7IWKXn5mWobp4J6eXlp+14fBSDukYXYiNM/Ab4mGRMvLcXKmudiAwzKGxlTb1LdTzVN3pgteih4ThF2rJBR8Hl8S2uQSDconxu0AbzciX+ACD3CSwmLUr2V8jmTgB4fFQf6LQkGF9aqqC/8bFmfjM6KgQPGOSp1c9PSodeT/nSE+XM5Xmjk1V1wUOzMBv1YFkWZyobZc48j2WjjnFD06y4SbikcAg04FO0BQzLhct/FMfM1zvO4K7+nWTp7HNybSBIAqxv3pG+Q8BTu5EOqdCHlfZmgCJvaV2+0nGrhsVktRjQtX0o3n5+MBgWOHSyGuAAjQ+/0WLSYU6uDfGxZlhMOnSINoMigSYnjfyizQB4O/z0w2l4emIaHM1eNLtpVf9TigtttRgU9niOL5vE3wYL+iVAMZTuPw+dVpmulpEUi/pGj4K1ceH0TKxcz7NIluyvwJSRSSh8cxuKCrIU45j3f3myIGkKF82yqmWD+L9BAQCdlrqiDcu2e0wclMsRf2y5hHgrHh3ei8fTo0hoKH49RrtZUBQAjoCX40BqKBAkQHvZAH5FsmhXhbm+0u6Eh2Yxf1kJ3p49RNXWkiSvk394Ww6N1Oj04vevb1XUf8ydt6H8tB3zl5WI/u74wT3QpZ0FJEkg1KwH4yNEFPBVhX8r7U6s3nIEj43ojT+938JwXphrwxfbT4osuLNyUhFm1qO+0Y2EeKvsff4pwoFwqgXbfOOPD6+NBOeSVkQIh/V3GiItOtQ4PIrfrSYt7+D7MEikDrbVYlBg0BXm2nD6fD3iosx4rZgv88S4ls00YRDtOHgBDU0ev8VkOjZsO4E9R6uxcHqWKuZZzrCeWLxCzoazeEUppo9PQccYi5irLgwGKTvZ6i1HVDfiBMD5l1eWYX5+Jk6ca1Bcj7EaAYJPsRW+NyMpFvPzM9Ho9MDe4MbnW48hf0yyss0D4A35Y6QF6huhD4JycdFpSUy6vzc++/YYYqy9RL3LSIrFhHsS8N7n+/DAHd3FdL4YqxEvqWzCBdKzl/Iz8eKS72U6W/zlIVm55ev2KYgNZuWkgiA4UT+F3wRcsMJcG/RaEp4r7Oeg7tw4uZy2b62sVkthRFZXzF+2XaZfBj1/0s1ynCrmZ00Df/Lob5/VNtkq7Tx72PTxKXB5aLhU2MUEeyosIlvDHik/bcfnW49h4fQs0DQLrZbEnCk2mZ7PnJCK5ev2iZHbFMVjkvljTgoRWv7v2lx2SpUohLe3KaDAydp07J3dMCitkwJ3LWiDlcKy3BX5A4B8XgukIxW1zWLk56ycVIX+LirIUrDEvbyyDAumZeJ/H89AdZ1Txly+essRBYnBs4/0R4hRIxs3wrwtROp5aSUmaozVCH57gv+/hiJh9/kkVgvPQB4XGQICBN5btw8l+ysQG2HCgmmZcDR7YTJosdz3u9SeSyOpKJIEblCk3q9Jly/3W6Xln32kv0w3BBwjIRIkIykWOcN6iZGYgl1e9WU5HhneW2azl84ZKrPDL77T4is8PTENz00agFdWtizwBJ0RJGdYT4U9XrS8FIsKslT1t7rOhTlvbRP9m6Vr9irGR+7IPpjr81mkz5w+PgWPjeiN9zfwPojQTDSjjv+nUdHlS/VtgxKUoPz6RCPBxEuItyJ3ZKIInyHYv3CLHptKTqF/7zgFbjLLqs/bZ6scmL+sRDbX2x0ukD7s9Jp6p4h7KnseBwVD+eurdsmw/KXvkeLr0Qyr2Pv428c/iQeNgg8k9YWk+w/C+wQW3JL9Fai084y7Mx7qh799/JPsW4SoRKnvGwgH/la3t0FMPRURcuFZksC8pT+IStHkorGzvBJ3D4jHvKXbFb8PTo8HIcl9v61TGP7uy/F+YmwK3lq9W3bPrvJKPHpfIjhwGJ7ZFQOT26GqzoljP9ejpt4l4iH97qF+uFDThDv6dUBGUjucONeATaWnMW1cX/xr8xFk920Ho0GjyEt/4I5u+HjTEdm3Nblo3Hd7F9AMh0+/PgYAqKxtxvTxKTDqNVj77XEAfMQHy7KYmZOK0YO64Y5+HdHs8mLP0WqxboMHdMJ9A7tgZBaPQfXhF+UiXlOj04NXP2oZoGermlB24AISu0Zi2dq9KBjfV8xnl2IPXAw3QJBAfSP0wfWQG40x8kuxKDiQWPheKR4c3BOvSYzp5PuT8PqqXXhwcE98sf0EHhzcEyMyu6BP9yj8sO8cHhuRiJ2HKi+qZ/dkxGPwgHiMuqMrBqV2wtc7TsOW1B5bfzorljtb1YQHVbAV3/1svwJn79HhvfHFD6ewq7wSd/W/8n6+UboTxNTTw+H0XnLbt9ZPDAfM97u2q7wS92Z0wWdbj2NoerwsLVbQIVtiHHaVV2LqmD7ITGmPjzYeEvU7MsyIjzcr9XjisF48KzfNYs03x1Svl0qwR/xx9KTYI9PH9wULDloNidoGN6xmA/p0j8Q9tnj06R6F4o3l2H20GiOzu+Ku/p1As6x4cin9jgcH98Tqr46gYHxfma2cfH8idh+uwuT7kzAotQOSukXhi+0nkDOsF0JNGnhZTtamMx5KxYJ3S2TPr7Q3K577Qq4NpjZsg6+H3fVyHP73ne8v2x8A5POaGn7izAmpslTue2/vjDXfHJXZXp2WxOqvjsrq1OSicX92N2hIEhHhBpj0WqzadFiMQDWbtLjH1hnj7u6OO/p1RIhBK0ZUC/cLtrX8VC2enpiGDd+fwIR75Hg4s3JSwbAcdh+uEk/LX/Q9p6behW92nkXZgQvo0z0SvbpEYN+xajw2PBFzl2xH7y6R+OuHOxT2fMoDifhm51nxgNNioG4Ypt6N1OXrjal3ud8qLf/QkJ5Ivi0qII6R4Dv42+UHB/fko5CXtby3S5wZE4f1QkZSHBqa3KLf2zHGgl5drIgINWBYRmfcl9kZt/dpB2uoHp3jLLjv9i7I7tse7aPNWPWlEm9pRFYXDEyW40UJG4L33d4ZDw7uCa2GRP9esTj+sx2P3NcbA5PboU/3KFAUoWrj77u9C14r3oUpDyTinozO+OrH0zh0yo77BnaGLSlOMVbCzDpwfrp8qb5tW5Ub7e8K77uVMfWu5Nvask95KRLE1OOF1JJI7BYpzsdv/nu3Yp5O7BqB5Nti8Mr7StzkO9M6yvYAMpJi8czE/tDrKYzM6gZbUhxcbhq2pFikJ8aBpAikJsTgs2+PIaVHNFJuixLXYCajFjTN4pOvlbZw2O3xSE2IUdg8wcflgzIIcR6Q7n1U1jYjf2wyvth+ApNGJIr/CvX/bOtxxftGZHbBZh/DbZOLxrCMzvhs63HRhxie2QVRYQakJsTApNcgqXsk7r29M9pFheD2Pu1ka9Wbyd62Jq3pbjBSrxUJRLUciDpaCKMXqKhNhpaU2EChoCAAliUUkRjCybnVYkC9w6OaEuYL4gDLAks+2YdJ9/fGS09kgmU5uDw09FpKdaeaZliE+6JVhGtaLQmTXiv77UxFI2rqXPjrhzsU77Y7XAg369HQ5Eazm8eEevaR/nydCMBZS6t+b5d2FhQVZAVM9/Cn8Q6UGhK4b4KpDJcqNCsPhRZE+Ds63KBg0pw5IRXhZj3+8NsMGHQaEERgNkejXoM/vC2P1BMiqaTlOA6Ijw2Fl2bAsPqAaSpS+vRfkqoV1J0bJ5fT9q2VBQJfW1I4RPzb/7pBr0FGcjvUN3pAkoRMv+fmZajqMUkAX3x/ErakdgFSW91imuTpikZs2HZCTPuNDDOAJAk8+0gaaIbDtt1nkdgtUnEqunzdAVnUUkSoARzBod7hUf0OIYUz554ETB+fgnZRZmgoAn96fwfKT9vx48FKEfZh6pgUGLQEPC5aAW9Akcp2KtlfgfyxKSKGmoYkQIH71dtgLx1o3m/dHwCU85pOS2JxQTZolsXJ8w68v+Egckcmiqf0EWFK2xsIqkBgrHt6YhqireoMyM9PSke4RQeGUe+zLu1CMeOhfqIenqlolOn0yvUH8fTEVOSNTsbK9Qfx7CNpqs+JjTDJvk1tfhHKdoi2YEnhkGvGfns58mvS5cv9Vml5lmWxcv1B0b6FW/SqvoP/sy0mrSx1NyHeithIs8w/kKZtS3V3Tq4NEaF61DfK/eBAEcXnq3kG2unjU9A+ygyCAP7yz50Y0DsGAxLjZFGEhbk2sCwnRsQEYqwVYGU6RFsQYqAwMrs7hmd2BUDgL//cIYN5EMaHYj67RN82KEEJyq9PPN4W2xofa1b3X3UaVZ+t0u6E2ajFf7efRN7oZHTvGAZHkwfvrdun8AXm5NrwZclxDEmPx8r1BzF+cA9QBIFOsRZU2Z3w0hyWfspni6jZQotJB4tJi6KCbDS5vAgxakGRwLOPpKGithkAEB2ungZbftqO9zfw74yLNGHSiCSA4Hy+pnqkoRRyQfp3pd2J+DgLquwu/PEfJS3fN8WGcLMOBMMh3Pjrs7fkja5AWxYhXF4qQpqI+u+E+Lc0DRdoCdMfmt4Jf//9YPw/e2ceWEV5vf/PzNw1yU24kIRFCAqyhjWQRCBuYPGrIqhUCFgl1ggSRaqtlWBbwIWodPlpW62CFdBqaEtFQGsRqRYRCSgqIJuAQhEIhEu4We42M78/JjO5kzsXiASBkvNXcmfmnXdmznve8573nOf508NDeWHaMCRRiCldfHbRRkYP7QJYlxg8u2gj+cO7GiUAgVAEnz/Awre2UlGpgbe769hn9XIJvY86Y+nx6gDTJmgOzI+u687fVu7A56//Tb+3HtCLvveEG3ry+D2DCUVkDh/T7vv7v36GTRI0QE8VI/XV6h0JsnLCgSXLikbjrapxz43/bYSYc5vFWvR3qKgqMwpz+eNDV2klMS3dzJ1+DYluO+GIjNfjAuq/vyyrJLhsOO2iRkkOhjMMGBPHS0s3m3TnyQXrcdpszCjMpVuG1zDAUh32zq9eXMu9c1Zx8EiN5beNTu+WxMabLkkSUesi4Xofottv1p0zL40Ztyc690Q22KaqMdd2y/AyozCXlESHscD0uB2mrJLSFTuYNiHbpMf3j+3PS0s3c+s1XSnbcoAHxmWRm9ma6QU5PHVfnkaggcqlHVKw2UQ6pCdxZVZ7Fq/aSfFza3hp6WYUReUXf/qIoqdX0bFtiimDsNynlRTkD+9quuevX/2El5ZspkWSk6fuy2N6QY6hr9FlC4ePBZg1bx0vL9uMTRLJH96VkqIh/Oi67iS6bYiigAAGJqvY4L3ICpbvERVEWcF7XoarAAAgAElEQVQpgopKUFFRJdEoB27st/xfELstns6d3B8A87ymhGSQZSRRYOueI9w/VmMCf+7nQ5l4Sy9UFcIRmQfGZWmlkR6XAVXQUD8Xr9pJua9WC0wcreWukb0sy3RRTzxufv/Xz4zA8va9Pua9uYm9h6qYPb8Mnz9g+ju6nW4ZXh6bNIjnfz4Use6ZJVTjHF1X478f9Yxk6On2PiIIMbobc+4FpMuNfdbo82UFfP4As+eXUfzcGpQG9sPqW+dmtia5LrNAn3etSq10v7fh77PnlyHL8MTLZj/4paWx40HLGNlhYC398oWPEASBnpd4GTowA7fTxhOTh/Bi8VBmFA5CUVQcdoniunYWr9rJ1Pz+lmNMf0dalodqvJuel3ijH5cWHkfcd3kqvm2zNEuzXHgiiYJhW/ceqrK00aIIdpvEi8XDmDv9Gm67tptx7Hh1kB8O7UqH9CQAXl+xjWHZHS3t6Q+HdSU50UkLjwOAQN2G2pIPtEqAghE9cTslHp4wkHSv2/CfnygaAmgEh4GQzKavDoOqBSQlUWTvweO0SHIBgmHrG84Jum+x75Cfe+esYn95NdOfW8Nv/vIp9481297iOnIl/f+H78imbMsBQJtXFIWYGMXsl8uQZW0T+nTsbWP8h3NJ/tc2IZtUbBCDTzS9IAeHZP27DUzgizbgkYIcXluxjSS3nV8W5hIOKyY8m+IGQOtQv7OZ7nXTplWiZVS+XWoSm3cdJt3rxpvs4vHJg0HVdlUPHKmidMUOWngc3H59TyaP7oPLYatjfJRw2CVmLfgYr8fFT2/LIjXFzY2XdzZw/fTMD1Gw3hFomeIy7bBOze+PyykRCEXwuGwosspF6UlMm5BtAhwuLsjBIQmEm2BDPt63afgNmiW+2ICZd1/G8eowX+w8yOX927Pw7U2W2Xl65mi5r5bqQBhBhONh1QhI52a2NvCTKioDJNVlEkVLua+WcETm+cVfML0gh+QkB6+9s40vvjrC45MHU1yQQ8n8MsOxbpjNtPCtrYYeOe0CjUnssMIRisbpayrdudCIAxorjRm3JzrX5hANfYm2L06HSDCk4nZKxvFoPNPovx+6faDJvm3f60PATBij633BiExuGHIJiYk2xg3vbupTcUEO1YEwr769lWHZHUlJcvDA+Cz+tXYPA3q0oTZYn7UcL5OldctEnrovj+REJ4tXaSVlN17e2cCq0sfhstW7uPHyzixbvcsYl90yvNx6TVcOVtSYMlmm5vfnz0u3GDiUpSu2ccwfMo2tlWVfW79Hu4DMibG3LjQbnJLoPC1/wEqcdpErsjqYfIIZd19GTW3YMjvfbhd5/J7BKCrsPeg39BM0PfJ6nARCsqWOHasK8s+P9ljOy4lOkZl3X8ahozWGr5Cc5ODFf2yOsb/Rz/z6im3cdOWlMdg/Xo+TlESHoXcNscuKC3IMJtCGetUU0ljcuAtJlxv7rNHnb/v6iMleKKpi+rbvrf/GdFzH2IvW7wfHD6ClBclPuU/bkLb6PRyJ1el1Ww5xxw09mTVxMMerg6QkOfnda5+aGBz1TNorsjrEZOiVrthm6N/Muy/jiclaRofToWGdOu0SByuqjcqU+8f2Z/mHu0wYpPrzNbSfTeXnNkuzNMuFIdF2dvGqnTw4foCpSu7hCQORBDHGjiW4bHS7uCWyrJowzO8f259EVyyBZrmvFt/xALv3HyN/eHdK64J/SQl2S9/2F3flEomoLHp3W8zasLggh+Uf7uKND3Zb2vqp+f3594Z9Meu5B8cPwJNor8v8qyfLeOXtrUwZ0480bwKo8K+P9zAsuyO3XN2F5EQnKz7ew1UDOuBJsHNFVgeOHg+ckQz78xljV1DP9+Lik8ip0KQ3lGgq6lNluzNT19efJzokwhGVR55fw6yJg0x4NqBFn6OB1vXfZhcNIRRW8NeE+M1fPom55if5WaS3dLN7/3HapCYgCgKHffUOuSfRQTAkm7JCrO43vSCH9ulJJkwg0HZUAUt2Rqv+6uCVJUV5CLIMksQLS76IodeeeFNvg57b6n03Rs52AMWq32eaJv1k92+0SBLTnvuQGYWDmDVvrfEdG35znUI83eumpCgPWVF4aelmS/p0FQ1S3YpGfUbhIO6ds6rOkR6Ezx/gkec/0tq9Lw9FVjlyrBZFVVEUlVYpbmoCYZITNbZGWYGVZV8zIq9TjB6dSOLRxTclvfnJJoIm+V5nUM607urP3xTstwCuBDu1QcU4tu3rCub85VNDR1+ssz8ZbTwGCPv0up2/hr/rEo+RdvLoPnRI9yCIAsV//DDm+GOTBnP4WG1MmcPyD3eTk9nWIKGZXpBjzSoeNb4KR2kEQlbnzS4agiAI7D143MhImV6Qg90mWPa7Ybuz55fRLcNL/vCuXJTmQRIxs9+KohYwD0TijpmSoiHG2DtXbPD3YXfT0jwcPVr9ndhvwfpdRRAMJ12XE+lgujeRWfPWxmWnf2LyECKyYuln6N//muwO3HJ1F2ySiCQKJDpFgkGZYzVhnoiyXY/cmUNKkhNFVhElfTe+4TPH9l/va0ZrD067SDCsgqCCKqCoKqIgGAG96Gui9ep05VR0t6Ho3wdBAFX93nS5qXW3Vaukk84zjR23WtaCQChsnvdbt0rg4JEaWniciKKAKAj886Pd9LgkFU+CneREp7HI00Wf+xv6nCf6XfdPrH5/4/2d3HxVF+w2gf2Hqwy7qJ/zxOQhlr6IPh6i27p3zirDPma0SQYVjlTWEgrLiKJAqxS3ac6IZ8+bUpfPFTnb/q5+v+/CENvYa86X65b9ZtQ57VOeipwtv/j78ncbI9F22WEXURQtK04UQRQEpln4niVFeXx7pMpy3RbPbup+ZE0gjE2SmL9cs+lWtkxvI57PodvNeLbw0UmDqajUWGfTWrjZe6iKxat20vMSLyPyOiNK8PW3x3E5bPhrwiS6bYTCclx/dt6bmwybHq9Pp2t/v4v/8H3KiXS3OVMvSvQBVe6rAUk84cuRZQWbJIIooCgqtYrKS0s1drebr+zEiMs7IwsikgKipO0+CoL1LmSbVok8dFsW3S9uZSysdu/3MffNLfz8joE8MC7LtBN+/9j+LHjrS3562wA6tvXgtEvsP1wVk6XRplWC5f1cDu3JumV4aZ+eRHUgHHOey2Fj/vIvY3bYp03I4YV/fBHTpk0StQh5nTOs46LF0mv3ajKlk2XFCMgg/+9SVJ+ORE8SNklEFAVCYRmX00Y4ohh4OZIIXo+L1BYaG52erRSRFURRoHXLBJ7Ty6sEFUkSKRiRycGKauYv/9LYya4OhFEU+GTrwZiMkGkTsnnjfY2IoNxXiwC0SnHz2KRBvPrPbYRDMnsPVTHvzU14PS5GD+2CKMDR40HmLtls2oG/bnAnnJJ4youueDhCTUlvHgFLNr6SusBhs2hyonHbcLEpSg0YV+1aIEFWFIIRBZ8/QILLzv7D1WzccZjpBTl4EuzIUfanpGiI8U2icSL7XJoao6PpLRMs2WNrAyEEQUCWFUqK8vhsxyF+/zfNDmq2Hcsyhylj+gEwa+IgDlZUs+bzb2N2LfUsLP06T4I9bsbKYV8taV43nkQH+cO74nLYaJns4nhNfOy9hn/rpWkvFg9DkFUU2aydap1zeirYWxeaDT6V55UkAVmGiCAYARNREqgNK/j8QSqrQhz2VXNZ73bIciweX1KCI66fEKjL+rRitp197xAEVbtnSVGeKcj9wLgsFFWlpGgI/powz5RuNNj1pt+ZgyfBYQT09Ps98XIZJffmASqCjFbWjqCNT0FARcNYi+djyIqKHFbq3puKJIJDgGAczNSmxK/7Lhh5+rfVF2P/a7ocbVtVNB0WVPWUxq0o1WfG33F9Jm+8v5N9h6q4Z3Qf/l9pvW/69JQ8RuR1NvxYBOvvEAzLlnb2H//eybQJOUYFgP77G+/H6vv9Y/uT6Ja4YUinmOqXmmCYpf/ZxdgfdEdRrfug20P9f726Kto+Avx56RZuv17L7n5gnBlLMl7m9f8iFmOzNEuzNL3YHRIhGWRFQZREhDrMaFlWcdpFVFU7psTFkVZw2CXjmA5v4EmwY7cJ/OKuXCqO1RoJP6leDXfUYZdISXLyydaDFIzohSBoVSqLV+00Zf/rGH7xbJ1uN+Md99eEjMSNKWP6GRuL1+d1AlQq/eaqhOIJOSQ4rTMM9Xvo87uVH/RIE2TYn88Yu+d6/743scqyeaQgB7tdNJi/ojNvgJjz7x/bn0vbt9DAeP/4oema3MzWcSntbTaRdumemLTasdd04emFG5iarwFUpyQ5SE1xc9QfoIXHQURWKHp6FS9MG2aJ0zS7aIjl/QKhCN0yvNx+fQ8OHa02fo8+T8fpe+XtrcwoHERVbYjKqhC1wTA+f8D07tK9Ubg5qhbwUS3aTPf+79NJn0sSr+T0y90VDOjRmkXvbqdgRC/SvW5kRcNQPF4dNMoT9WsenjCQwz4Nsym6fLFhUEKnO5/1srars3rjf42svois8o9/72RlHYtRutfNwaPVBtX61Pz+iJLI4lU7+fkdA01Zpg1LgNO9Gk271+M65XTohmNP340HbVemKbIyzueJ4FwQK32NLpO6+cpORumTlR4WF+QQCkdQFAw8L82pCBt/O+w2SuqCeDmZbVn07vYGIOdfcteo3gZkgb8mTG0gRKo3McY+T7m1D7//2xeke92IcTZsUlu4jawpfS5I8Tj4SX4WLTxODh2tNpVQpnvdpHkTUBTF0n76a8K0SnETiagmR+jROCQK0TiUDQGHJVHELsERfyimfCzVo7E3Ntvwk0u03lrpZUM/Qtfj4j9qGdIN33Giy2753o8cq6U2KJPudRuA07pf0DYtkYpjgZjv+OqsawmFFXxVAZ5asME0D+jBjtkvlzHz7kGW+lt+tEYL/BXk0MrjoMIfMo3PeGQFgVAEh13E1+D86QU5tPA4zrhexfO1LlTdPZ1yIrtDirER0yZkE44oxm8AY6/pgs/Cljx0WxZz/vKp0V66143DJlFVGzTZWb3M9eqBHZh59yD8NZrPqdtHf03IqGCpqKxl2epdTLghk5IGmNQlC8qYPLoP44Z3x27TsgdPZBv1/6NfQ7rXjU3U/Nj84V2NRWP0XALE/K9fe6HqWbM0S7OcukTb1ng+re7/znvkB9bxA0kkNcVNuldLyLj9+h4xJbLvrP3agBqYNkGrIFm35ZBRMjujQdlu9FrLbpNMa/yG96cuZSHe8SS3g9zM1oy8ojOgrb1GXdmZ8qM1MRl5uv2eeXesXxTdB5skWPpBqS3cWpLG6VZdncf+w/mB/Pc9iFWWzRPzyzh0tCYm+yIS5/xlq3cxNDvD5Ojo1xSM6EUgFIkBgpya3x8RIeaakvll9OvamnJfLaIgMO/NTThsEk+/soE5r2xg3PDuqKhML8hBiJPVEYkoMfebNiEbb7LLcFRKV+zAk+iIAQdukeTkwfED8PkDPLtoIxFZYd6bm1j41lZLIOH31n9jgMpHqMcHiD5Px21plu9HrHT0mdKNXDWgA08uWM+w7I7MX76Z+8f2Z2XZ17RNTSIUVmICxMerQkam6OihXWKO6wDX5b5aaoJa1mdKkoOBPdtwrDqAvzaEzx/gi6+OABi7MaUrdpj6JYkC+cO7kpzgiHsPXd9KV+wwxuKpSLQ+dsvwcscNPXh+8RdMLHmP4ufW4KsJnzYQ6oUEtn4mxEpfS+aXMSy7IwDX5Fxs2EkrPSyZX0ZNIELxc2tY/uEuS/BzXT8Bg0FWB32fPb+MdVsOUV0TwmGX+N3rnzJ7fhmdLvLGtc+6XZNsArmZrU3Pk+51c7CiOmYu+Prb40x/fg3PlG7EbpOMTRJ9PpjzygZeWrrZ6L9+TAcN9vkDMeDALy/fHEPyMTW/HuC9IeBwNC6l1bOF5GYbfqoSrbdWehntR3TL8HL9kE6EwjKFo3rz0Rf7Y76bwy5aztvLP9xt0mUdcNpukwiHFMvvGAwpyKpqBPT0Y8+UbjTKhcp9tTEEKvp9ddbP2XU60XB8vrR0M4/cGUtW0LplAorF+bPnl6HIZ16vmnXXLPGyyE9l/rSyEU8uWB/DfNuva2tLHex+cSvTd3hw/ADsdpE/L/0Su63ezupEbUv/s4uaYBiHXWLem5uMxeXIKzoz55VPmDl3LaIoMOYHXS2rTMp9WlbK7Pll7D9cw9trdse1pfr/0wtyCIYjlBQNYUZhLg9PGIgogd0u0Da1nolSzwzR29IxBJv1rFmapVkaK9G2NZ5Pq/u/VbWhmLX31Pz+VAXCPP3KBqZNyDFtQFi1odnu+v+HZXeMsdnRa62p+f2pDoaZNiHbWOM3vH9tXZLQ1j1HTHNubmZrZk0cTE0gTOGo3vx7wz5sksjooV04ckzzQVwO64w8SRTixhmmF+Tw1oe7jb7ofpDTLuEQmwYy43z2H86JPg4dOhSHw4HTqTFk/exnP+Pyyy/ns88+41e/+hXBYJCLLrqIOXPm0KpVqzPSh3hZNkkJDqOky18TZvGqnchRzrAu3TK83Hh5Z0JxQKrDskyC08ar/9xqKm20SVopmXWGj5at4U3WyCtqgmEjo2P2/DKjnnzahGxyM1uzbsshI/U2JcmBIAi8/8k+UyaK0yFxtDLARWmao1Luq2XuG5t56PYBPDppMIqiUlFZy5/+sQmARycNxnc8QHpLN7OL8ojICnabyGOTBqOiBTLsNoE7b+xFRWUtx/whZEVFUFW8CSemk7Yqdz7XQSjPJ4mn02pdhoYe1DjmD/HA+CxskmBK49Yl2vDGS7HWiV18x4Oke920THax6N3tjLmmK/7aEOktE+poyzXIIqFBnKvcV0uk7tsrcfqd0TqJwlG9TZlNp5IFp+uZJ1GjYQdMOFD6Aud0y2QvJLD1MyHx9LV9ehIlRUOw2wQjMNI+Pcny3NYtE40Swy93HzEyRUVR4LF7Bpt24OLtLB4+FmDxqp2UFOURCssntM+TR/fh+cVfGGQUgAn8//nFsVAFOvxB9C5jRusk7DYJmyTw09uykESR2lDY6L8kiridIhNv6mPqT3SpRQuPk8fvGWzYW58/QMGIngRCERITbEy6uQ93jdTacjlEgrVh5DgZhrKiIKgqqSlOUx90vL14crYx9s6GROttPPvocti47dpuZPdsE0N+smf/MZ6YPARVVQlHVCoqAyxbvYspY/rRKsWNKGrYN/eM7kP5Uc1OThnTD5skkpLkxF8TRFasnWNZUWLsqa4zaS3cBsZkRWVtTBnLw3dkIwqaTdP8HiWmHR1g+8l78wzsH4ddJBJWiSiKZTlPRFFo5XGY9MohQbgxzEcn+yayclL/40KSk2WRn2jcWn330UM1TMZo+3kiO6n7oKIokOi2sb/cb1SC6McCoQjJiXaGZXfkbyt3MPKKzhSO6s3FbZPZf9jPwrfq5/1nSjcyZUw/I3O1oQ1XVJXCUb3p2NaD2ynFzAWCCBNv6sNdo1RsokAwLHOwohqXw4bTbiMl0UkorBhjT7+HbrMnj+5jYJI6JKFJ9Cy6DO9MjIlmaZZmObck2maeaG0FUBuIsPCtrab1/L837OOHw7pSMKIn3mQHSe74ZatW/8e758VtPQZe6ZhruiK5bEy8qQ8IMPPuQVQHwviOBw2iQR2jLxiOUDiqN2ktXCgqpgzAhycMJCXRhdfjRFE1uKd4Pni5r4aL0pOYXZSHqqqazRZg0k19QFB544PdfLnHZ3oXyUkOk708HV+0of9gE0VECYJhDUs4XizjXPA1zomgHsCzzz5L165djf9VVeWhhx6ipKSEgQMH8txzz/HrX/+akpKSM3L/eOmWHreDOa+Yy1YcdhFFNpeXjh7ahWcXbeTRSbHlKLmZrYlEFOb+M5ZZ9MHxA0ylYtH3lkRtx/7lZZu58fLOLHxrq3FcH5j6ruljkwYDxLT/wLgs5i//0tjtLLlXA9KOyCozCnMNUOHd+49bAk7uPehn3pubDOf87pt7xZRGPjh+AC8v01gWjfcTkk+KnXW+ssucLxJPp4W6chTdoG7f66OishaXUyIl0RlzTSAUOWkgJBCK8MC4LJZ88BX3j+3PvDc3MfKKzkiSSG1A5qkFsSyet1/fw5TmrSoaMUvhqN6W9zhQUW0AW+u/nSwd2krPHps0+IQLnO8qzQvJ05N4+nqorkx7RmEuuZmtufHyzhzzBy3PPeYPMv35NYae+WtDVNdqZVZL/7OLW6/pSvGEHEoWWLMsT5uQzdtr9uDzB5BVtW6hGTsmdPscTRhUMr+M2UVDuPPGXlRWBUlKsFtCFURTU+m7jNoiMYni5zQnSC+LeHRefcnvjLsvw10XEJxRmMuaz7/lqgEdYnCmBIETEiRF21qVeGUGWmnu4cqgZWmu1WLzQrXppxIotttErsxqb7DGQ312/5hruplAn70eF1PG9qWyKmSQBujv8s9Lt5iwRbtleJkytt8JfYhwpD7wocNumHFyNZ3fd6jK0ENFgZeXbzYC1Nq8Lp2wHaNEtzIYA0sSbedtohhTxhsNa9JUzvGFhvd4IjlROZGEcMJxG61b+ndftnoXLVO6muzniXRQn7enF+Twm798gtfjMoLIOpGPlqX8iYHPqy8YZ909yGRnQRs7DrvEq/+MZVb++R0DCYcVw5/V/eDj1UFKFqzngXFZOByikb361H1DiMhqDCa1fv+HJ5hxrX3+AF6PC2ddVkhY5rT1zKrE+US2tlmapVnOf4kHE6NLutdtJDtEZA1DWrel3TK8TLylFweOVJGU4CAYVDh6PGDZRkOoAf3/ePf8+oC27p+a35+q2jAP/r//kO51M2viIIqeXhXzHDo808N3ZBtEdNHxBK/HRSAo89SCD0029t8b9llipS5bvYtRV1xKgssWMy8lJziMdWs00dHj9ww2cNabwhfV/QenJOKrsfZXmupeTSnnbPntpk2bcDqdDBw4EID8/HzeeeedM3a/eOmWLy/fbHLCnyndiCKDKGGkh3bL8NKxjYcHxmUhCkJMO3eN7MWTC9azbsshY2fyqfvymHn3IGRFYfd+n2V5gNMpclF6IneN6s2y1btMznz0wCz3aSQcE27IjEm9/d3rnxqptL8qzOWwL8Dzi7+g6OlVPL/4C+64oQfdMry8t/4bI+NvekEOT92Xx6yJg9m65wj3j+1v7LbXBiIxKcK/fe0To/xSfz8nk9MpB2mWUxMrnZ6a35/3P9kXk06tKFqJ1t9X7Yi5JjnJwQPjskj3mksZ9ePTJmi06m1SE7hrZC9UVeWYP8QzpRuJRJQYnXx20UaGZXc0pXlHj7WGJS7pXg2XqnXLhEanQ1vp2bdHqox2dDEChKcpsqwgyAo2VUWQlf/pYEZTSzx9LV2xg24ZXhx2ibtG9uLZRRtRUS1LETQI+Ho9s0sSiqLyTKmmc08v3EBNMMzk0X0oGNETgClj+vHUfXnMKBzEone3M6RvO6ZNyOav726nJhgBSbW0z5/tiAX7r6gMcNhXQ0RWKD9aqzGeF+bSLcNrBFDSWrpj+p3aws1LS+vnmoZlEX0uTSUYkpn2xw+ZWPIezy/+guuHXMKy1btixlZqitlJ04/pGYLRttYhYflsDsm67E4vzbWSC9WmR+utlX18pCCHVi1c+PzBmO8yLLsjTy1cb7J7Pn+ABKc9Zp6dPb/MwAGFelxQp13C5RQtv2NYkVlZ9rVxTN98jG73yQXryclsi88fwG6TqKwO8asXPzLILIx5XVENfOD7x/bHbhMpHNWbbhleo39WJboN7bwoWeuJKmnBpeLn1jQpLEKznLicKHrcdsvwUjiqN8GwTAQBSRJNNkLXH92W6pkjJUVDkJEtdVCywc1XdgIgJclhynjTr338nsFclJbEg+OzmDy6j4GvNzW/P0cqay3n6+REp5Ht95P8LP40bRiTR/ehNhAxAnBQ7wc77Dbj7+NV9cRCKUkuS0xq3ad9asEGRBHDb3/8nsG08jiadG5vrK1tlmZplvNfom2rle+gJ8mAlgEfffzHI3sSCGqYdA89u5pfvfgRDodorNX0NqygV/T/reAD9PW+bgcTnPVkawcrqi1tsQ7T8dTC9RSM6GXYeV2sSoufKd3IkL7tjMzn5x8eypQx/Vi2ehcjr+hM61Zuy3lJyxa8LKbPOvQXNK0verK2zjW/95zJ1PvZz36GqqoMGDCABx98kAMHDtCuXTvjeMuWLVEUhWPHjtGiRYtTbrdVq6RTPrdFC5VfT72CcEQrMVUU1ZKlTRVAVjDw5dxOO798oT7DYuLNvY2SqorjWqbGA+OyjPJdPbpcUjQEURB4Yv4GHikYWFceoO1Qb/u6ggd+94GxELz9+p7s+fZ4zO431GV/oFJZFbtoKPfVktHGQ+Go3jhsEr99bV3MwJpdNIRgSCEp0ca44d1jIs4ffLqP7Xt9dMvwkuZNMD3L9r0+yn1mlkVVgPST0IWX+2os+4ogNCnV+JmWM9nXU9Hdk90/WqdtkgiqSpo3AbdDYuLNfQDVKEsp99Wycv0+xl3bzUhrbpXi4vCxWjyJDq18VgW7TeCntw1AUVT8NWFe+McXbN/r46n78nj4Dx+a9FMQsPzOepbpxW2TeWpKHrIMN115KcOyO7J41U7D4b+4bbKRQQiYxmdKolNj4z2BWOlZ6YodTL8zh9kv1+v5L36cS2qLhJO2d7pyPun26Ug83W2MvgI8vXADgME++NDtAyn3aTij85d/2YDkYqsRqANNz2qCYYOZW9e5hW9t5fbrexgLv9zM1hSM6EVVbYhh2R3JaJPM6//axsr1+xiWncFdj65kyq19zGWoTpGS+TtNfU/3uqmsCpHe0o2iYGJwnDYhh9pgGAE45g/W6bYHFThyTMM/jZ5rossitHK3rkYpg/5sTy5Yz9T8/gzL7miChxDiZOVE79bqtrZFSgJJiS6tfFLRStG8Hhc2m8iBI9WWY1dWVdpafMezZdObuu0T2d1494rWW6ddZM79VxhQFeyF/WwAACAASURBVCmJTg4drdF0o8F3iXZ+owMdEdm6xDrN6yY3szXH/KEYUO0nioaYdPSzHYfo3SWdm6/uQpJLL5G1LpG8uG2yAW1QMKKn5Tkq0LFNMuOv7W5iG43OxItX5nlxu2R+PfUKUhKdHKmstdYrxdo5/vXUK0hrmXiCL3ZiURSVyupgo+aN89VO67pr1f+G/q3+HvRxa5V9+Ysf59KxTXK9jajTH0+C3WCo123P/OVf8qvCHJMO7t7vo2R+GY/fM5gReZ0IReoJgPRMi3SvW/OX23hYvfG/XD2wAz+9LQtRFJjzyicAlqXhiiIzo3BQXTa1g0XvbueHw7pCHLbbmmD9Jri+wQHx4T6ifdqWyW5SWyScsv40Vhpra8+WnG1/t1li5Xy1VdFyvj/Dd/V3gSjbqnL4WI0BraH7tFPz+1NSNARvsptDFdXMvHsQoijgsItM+4MZRkgn1pwyph+pLTQ4JEVV+PGNvbhrZC98/iBvfbibYdkduXNEJnsPVfHWh7sNf/TrA34TvJHWdn1pSemKHZbs5HosotxXS00gTJLbTIYVr8z3ojQPP71tADZJwG4TsUkiE2/ug9MuEgwpceelR+7M0fgIBMEgWdq+18fEm/uQluZpUl/0ZG2da7GMcyKo95e//IW2bdsSCoV44oknePTRR/nBD37QJG1XVFQZgNCnKulpHg4f9oOklZtEOy+BUARJBFlWaeFx0CLJZTi4oOEp/XhkLyN1FTBKbvQB8P4n+xjStx0tkrTa8m4ZXp6Yv4F0r5sZhYP4RVR75b5aFr27nTtH9OLxezQcO1EUmLekHkB42oRsBEEwlUkaz+LVSmhnzy/j+Z8PtVS+cESh3FeNw+6xdKofv2cw3x6p5sbLO/OrF2JZcnz+gIllEVXV3t+JRLIu1Tila88RSdP1pMFvTSUn092G9z9RXb8AyBFt29cGKGHt15pghASn3ZQGrigYqdM65tKNl3fm8ZfWGUGQO0f0wl8bMu6tBzSgPjtj8ug+RqmvVYAh3auBwh89HuDJOkbSaL2a9+YmSu7NIxyWOXasxvQskYhMRaA+SBFXLPTM5w/QIskRUyZbUVFl+S51PIVQWDmtkjArfTmX5EzrbmOeX0BjJW7hcXDH9ZmGjdUxG/01YVMpAliXGfiOB03H9LR9ndU7LMvIsmrC/tAxVKcX5JCS5DRgCn7/ty+Mth6/Z0gMfqJeNjDx5j4G+znUgxP/9LYsnA4bCZJAcoIDBIHfvvoJ2/f6jCwa/ZrosojRQ7twvDp2w8brcZkyuvSdXadNjOnbg+MHICuKgTf43vpvYmytDUABn09jRJckyXLsSoJg/R3Pgk3Xder7sLunor8CEKqzswIajMiRYzVIomBkRkc7p15PbGm33SYY9tiKzU4ju3Ly8O/NOvbIc2uYMqYfv3xhLaC9+wE9WhMOy1SEZERBQJIEE+yGfp4oQpvUBB66fSCKohjnAAZGLyr4jgd44uXYTLwpY/oRkRVEMQ7rvQCRQFiz2XH0RI4TcAwEIxwNVze6LFeSRFRJ4FicUt9413/fdrqpdbdVqyTL/pv9A6g4puEbSqLIzVd24pqciw07qweSa4MRKiprtU1uVUWs00tFVWOCyg9PGMjhYwHTZtnDd2TT59JUfP4gsqwiSdYBur+u3M7Em/rQp0sau/cfZ/GqnYwe2gWfP0C5r5ZX3t6qLVRT3NjtIhWVtTy7aJNRqlsTCPPFV0fIyWyL3Wbtc0TPBYFQfR5FRV0mYLxNkHSvG1EAISKfut/RSGm0rT0Lcrb93aa+3/+KnCv68V3lbPnFZ8vftcLOJCIjSaIlbIqqwnvr93Ld4Ev4/V8/M89jHpfp/HJfLa2SXcgKzF++hRsv78xTCzbg9WjkmG1Tk/jh0K7UBsPIUeu8lev38ceHhlpCcEVPkz5/gHAkYmzc7D9cZQoCpnvduJ02gqEI0yZkG+u6eLEJSdQ4BVRVAEVBUhTSWunxFzFudcETL5cZcDLR7Rm+ZlP6oidr6yz5vXG7O3PmzJln5K6NEI9H66AkSbRr14558+Zx6623smTJEsaPHw/A0aNHWbhwIT/5yU8a1XZtbciEYXQqkpjoJBiMUBuWye3dhsxOrXh+8ecsXb2brXuOktOzDZ4EO53ae6kNRnjzP7uNa7tleMnqkc7gPu2QZZWl/9nFD4d25frBF9OrcyrvrN3Dbdf24O+rdtCqRQKiCFdmdcBhE7h1WDdkRWHJB7tM7d16TVeeXLie0nd3ULblIP26pHPVgPYM7t2OgT1a43TYeOXtL+nfPZ2BPVqzedcRqgMRYzH32r+2IYkC1+RksG7LQaqjgM7TvW6GDsxgzisb6NsljaWrd5veRXUgwhVZ7cnu2cYoE9J/37zrCHfe2JMhfdtRumI7kqiVHifaJdSTvHSbKJCd2ZZPt5cbfT3Va88VSUx0UlMTivmtqeRkuht9f72uf+bcjyl9dwcfbz5AdmZbEpy2mPepn7vgrS10bJvC7PllpKY4+eGwrmT3aE2Cy87w3I5cmdUeULkyq70pDVrXxyUf7GL7N0eZdEtvhud2ZMHyL6mo1DJTqwMRxg/vzs69Pq7M6mDSyfvH9uedtXsoGt0Xu11i1tyPLfXqqgHt+cNfP2f5mj1xn+VkEk/P3DYRVVYQAUFVTe02fJdrNx+gZ6dW/GnxptPqi5W+nEtypnW3sc/vsIt06mC2seVHa5h4c2/eWbuHO67vadKr4oIclq3eRZLbwX239mXkFZ2RZZUPP9/Pbf/Xg7c/2m1cs/eQn4rKGnIz2/DYS+tM+vfp9nImj+7L31ft4MUlm9m6R9Px/eVVho1b+PaXfHPgOPfd2o/L+11EZifNto+8ojMup41F7+4wPUv7dA+X9WrLY39ex6I6O9770lRye7fhm2/9HDhSxT239GFjnZ6GwhEmj+7Lxu3lXJnVnuPVYbZ/c9Rku++7ta+pzEwfO8MGZpBgFxmancGIvEsYntsRURJ4auEGlq7ezfZvjjJ5dF88LhvKCfAoHXaRAT3bGH3S37HHJVledzZsuq5T34fdbaz+RtuRw74abr7qUv7x751MuqU3Y4Z15eoBHZBEkasHtierWzoj8jpxZf/2/H3VDi7tkMLl/dtzaYcU/vi3z03feOP2cq7Kak9pAx2rDkQYc01Xvtp3DEkUmHn3ZdTURpgRNSdkdkrl7TV7GPODroY+T83vz/LVu2mXlsTsl8sofXcHW/ccZeq4fvTunMpzf/+cN/+zm483H+DKrPYsWml93zmvfsKn2w4z6ZbepnHZUAfi2mSHjbWbD8T4J8NzOlJ5inNbw3d/oKI6Zox8ur2codkZCHGu/b7tdFPrbkKCI6b/0bq4cfthOl2UwhN13/rjzQf40XU9UVSVxf/+ysiMeH6x9t0PVlRzyUUpzJr3MZ9uK2fSLb0REEwL0OpAhEG92vK718zv+rMd5dz7w35UB8K0THaRmOCgdMU2fji0KyPyLuH/Bl3Cpq8Oc+PlnQnLCi6nDVAZ2LM1n247xI+u68nG7eW4nTb6dUvjyYXreX3FDr7YeYQHx2eRk9maBcu3svfQcSaP7suy1btO6gc/OH4ALVNcbPjyENWBCDWBMEWj+5r0UYN9aJxPezrSWFt7NuRs+7v6/V5fsb1R7Y6/tnujrzlfrht/bfdz2qc8FTlbfvHZ8Hd17MyZc9catndAXTxBEoUYG3D/2P787b3tjL+2B4//OdZPvfPGnnzw6X6j/XSvm87tvYgitEvz8Pziz42NwT/+7XMWrdxB2ZcHyeremjWf/9ewr9WBCBelJXDL1V1ibNC/N+xl2zdaAtEvC3NJTnQSkVVUFZKT7Lz90demeTw5yaERu7kkendO45qcDBx2kasHdDDZ2OKCHBa8tYU//WOT6T24XHZqakKGn2CziaYYi/7844d3p6wuntHQz2hKX/RkbZ0tvzduf8/IHRshNTU1yLKMx+NBVVXefvttevToQa9evQgEAmzYsIGBAwdSWlrKdddd9731KwLMnPsxU8b0M6LjUBclnl/G01Mu55g/QOuWiaad79FDu/D4S+voc2kq467tFkNccf/Y/oRlOeb36QU5eJOdMWxeVlHq3772CY/fo1FFt0tL4pd1mYB6Sc5jkwYjiAI2UcBmE/npbQM0vDABHvrRQOa8Wk/8Mf3OHF5epmE5xQPN9Hqccctq2rRK5OjxAD8emUlqihsb6illMUWTCiAIoKrNpAKnIfHq+q0YXSPA6yu2ccf1mVTVhigc1ZvO7VM47KvlnbVfW+tm3Y6QlT4+U7qRn98+MAbzsaIyQLeLW2KTRKO8TwBEAe4a2YuXlm7mpisvjZOWncRv/vKpie35u7DTfhfyCqt3+UzpRgpH9Wb2/LImYcptlpNLSFYpqWP5ji7ZeuVtrSQBQTUgCwQBdtQFq475zUD9xQU5uJ0S/zfoYhJdNmbePQhJErBJIlU1IUv9q6gM1BFyhNi+18czpRt5YvIQ/lvuJxiOGEzjdrtITSCMJ0FjbVz41lbyh3eNsaP5w7ta6tTk0X146PaBgIogmsvadcZGFdUgoIkel21TrRmAI4oCqmqAt6uqagqcl/s0vKaT6XA4JJPaCJbSZqIYs0TbkZXr9wFQ9MO+HD0eZPpz9cRB0ybk8M7arw1SivvH9ueFf2xm0i29uCjNE7e0w2quPlhRzUO3D0RARUBg5lxzNt+zizQ7psFu5LHv0HEWvrXVEvPmeFXIIA/Qf9PxSK3uW+7TymoXvmVmB22oA/H0BFRL9vB4GHwn0l/93T8wLsvy/Z0uKdL5JtG6qH//hvZgRuEgy8yIYdkdjYwL/fv+JL9/zHt1OayZFyurgwgIHKyopk2rRIZld8Sb7CTRZcftFMnslGpihJ6a3x+bDW68ojNrv/jWKDfTq0T0djUdyDPYwj/e/C13XJ+JyykiK/DYPYNRFI05URQEfvajAZT7anh52RZa1Nm1unRaE4Otnpmvtfv92LDG2tpmaZZmOf8kHnZmSVEeoFK6YhszCgdRVRuisipkZMHdcnUXS9vaLjXJmI+jq5z07Hrd3lvhmheO6m3c73h1kOREJyvLvmZG4SAkUdsI2vHNUa697BKuG3wJToek+S7zzL5Lyb15lB+tIRCKoKgqkYiKKELxH9eY+pyb2dooMxZFUFTwJDgs3oMmup8QwWHpc9glMa6v2ZS+6MnaOtf83rPu11RUVDBlyhRkWUZRFDp37syMGTMQRZGnn36aGTNmEAwGueiii5gzZ84Z6YNephGRVRRF5ejxANRhgel4TNHi9bioqUvBr6zSUvqnjO3Lkvd3kZLkwOtxkZPZFlXFcjA9MXkIjy1aF+OgPHlvnkG0oTtgDQEn9fMVRaV0xQ6mRjlX2/f6eOT5jwANr+93r3+qRc4T7fz48XcBDMBJT4Kd9JYJQD1uoA7U3TAIOeeVTwyg64YDa9+hKqME7sXiYXF3v61EZ5fR05Sb3ZfvLvGCrpaLF0FjSZ41b62Rlq2qKm+8v9MU6NMxE2fPr091jk+77oiZXBa89SUFI3oaevj6im2s23KI6QU5Rpr3sOyOlnp16GiNKUh4OguxxrIgxnuX0Rg7F9qi8GyIrKh4PS4S3TYDx0PXV6dDxOcPcqi6BpfDRiAUoXVqIrKixgQASubHpurffGUnbsjrRKLbbql/lVUhg/Vbb09VVcIRleQkJ396eBgIGHY4WldLV+yICU7EC8C5HDYiERmfP0jxc2tMx7tleMnt1RZBgHHDu/P6im0UjupNSpKD5EQnlVXWDMCSKCJFba40yjY0kHBIjho7MuGTDJ5mxtF6afjeV67fR/7wbpTM1/RYn4crqwKMvKIz67YcMjncD/6/1TFl2aB9Y5soWJZ/v/L2ViMYIcfBFtNtuKIoxpiwsutWQRor3Z5ekEN1IEy3DC/b9/rYvtfHrHnrNH8gjg7E0xMr5zgYti7LPZH+6u8+3kblyVjT/9ckWhfjzeGiCNMm5BCOyKbjOn5eNH7pEYuSVb3EqiFcTURWaJns4v+9/iWFN/UyQSa8WDws7mZHosvB3De3UFLUwjgWLV6PyyBGQoDeXdIo91XTtlUiew9VUbblQAw7+LQJOdxxQw8WvrVV0zFJCwsrskZspds5Rf7+bVhjbW2zNEuznF+iY5dHiz6Xgcql7Vtgtwk8/IcPTedY4fFq/9cYjPXReHiLV+3kJ3WEGfHXbHaO+UPYbQIpSU4tmy47o44wUNso37jjMHP+8ikAf3xoaExA8skF9YG4cETFZhNR0eIo0WtI0AJ4ldVmhu/pBTmMvLIzB4/UsHjVTmTFHAiTZQ0L3srn0H3ceHa6KX3Rk7V1Lvm9Z31d2qFDB5YsWWJ5LCsri2XLlp3R+0uSSHVYxnc0aMIHeeROjeXNyin88cie+PxBYxdbV7Jx13ZDEkXuvDGT3772iQHqHi16QM7q93BE4ZcvfITX42Ly6D60aaWBQ1sNZkEQuOOGHhw6Wh0XD0QPFs4uGmLKdJk9v4zczNaMG94dnz9gOqYz0bRumYiqwsK3txhGwirgF03WcaE5yueSSHHA8S2/iSqwbPUug+TlyQVlFE/INgJ9Db/v9r0+Y0co3iIJYPLoPrgcNgO41OcPGMDas+syrtZtOWSaZKz06pE7c3jtX9tMXf4+9Sveu4zG2GnW9TMvDrto4DZ5PS4Nk85uq8P5HEIwJJtssI5hamVbkxIcBlaerQ6Qd/pza/B6XDw4fgC/fe2TGL2PDuSme918fcDPe+u/IX94d5NjMjW/PwvfqscV8fkDJLjs/CQ/i5YpLg4cqeKwr8ZSpwKhCLLijBlX3TK83HFDDyOjKzezNXff1JuKygCVVSH+vHQLoDGwR89b94/tz4tLvmDc8O4GblijbEOzNJlYvXc9UB2Lk5djBMXKfbWk1dnU99Z/E+PQFhfk8MIbXzDyis6WNvfrA37mvbmJx+8ZHNeO6cFf/biVXbfCwfH5A3gSNdKNYFjmYEU1zy/+wsA20+eL76pfVs6xFAez5kTt6+/ean7RWV8vpJhJtC7Gm8MPVlRTumIHD47PMh1XVNXwaaN1sCHZlCfRwa8KL6OyyuxLPzh+AFW1GgaqjmsHWuaGolrba5fDhqKopHvdRGQlpoKloX3UxlC2KeN11sTBFuRC2gbPHTf0wOev5eE/rKmvRjgBzmKzNEuzNMvpSvScq4tu42RVYWDPNuw/HJsN/976b0wYdQ3XZzMKc014eNv3+ljx8R6mF+SY1vjR99TtejTm/7QJ2fzln1sNGzptQjagbUhKorWtDssKxc/V29G5SzaZqg6isw1nzjXzBejrQp2DwGGXYt7ZuZYJd66LeLY7cLYlAhw6WhNTjvDEy2XcNbKXAW6tBy7SvW5apbhjzp89v4xd/z3Onm8reeP9nXW7mg7jOl3SvW4kSTB+75bhZXpBDk/dl2c4/PpO94wX13K8Ohhz/+kFOdgdGqhm6YodMcd1Smq9b5VVoZhz7hqp7Zg2vN7nD9DC42LBW1t4dtFGRl7RmXSvBi6/bPUuHr9nMHOnX8Pj9wxm2epdhgOvO8rNcnbEBkZWB3DCbyIIKjde3plQWDZYjBx2m2VWqZ6hWRuK8NikwVxyUTLTJmSb7vPg+AEIIiS67fzu9U+ZPb8Mnz+gsRPVscSV+7SsU6gnAQBMgeQXi6+hpGgIGa2TGTe8+yk9y5kQq3c5NV8bU826/v2JImPY2e17fVRWheuz5lBjbPAzpRtBxdLmetwO5r25ieLn1lBVE6K0LuutYERPWia7eGzSYJ66L89gANXtmq6ruk0dlt0xZrfymdKN5A/vCmgL1cfvGUxtMEx6SzcvL9vMrHnrePWf22Js8LQJ2aS3TGBl2dcsXrWTqfn1x/OHdzU937oth5i7ZBNOu8S8NzWSJJ8/gNfj5Ml780x9X7flELPnl6EjkzXGNjRL04nVe7eJIvnDu8bY2icXlPGj67obvkBygoPczNbkD+9OutfFjMJBPHVfHiX35lFal/G88K2t2G2Syebqelruq+WlpZt5+I7sGN/gvfXfUFyQg9MuGP1rqH+5ma1pl5bEo5MGM6Mwl24Z3vqg8RubUFWY8eJaZs1bZwQio+eLptSv76K/+jU+f8CYX16YNowni/IuyOBN9Dts+K31+U3POD5SWWs67rRLRkAPtAy5Y/4ASW47JUV5PPPglVrJliDgsIkxdvm3r31COKwwbUK2RtBTd8+CEb04UFfOHS36Zscxf9DwIfTgbDz7qI2h9QzL7mj8b0UupAcMnyndSCisGL9F28tmaZZmaZYzIQ4JihvMZdMmZPOPf+/E7bBRYrEmT/e6ufHyznyy9RAz7x7Ei8XDmFE4iPc/2WdsJOsZ9NHXDOjRhg8+3cdF6Z6YY/eP7Y+AYLLrug0dkdeJ6QU5PDAui8qqIGN+0A3QymWtbLVct7Gm21HdBns9LsIRman5/ZlRmItNEk5YOfBM6ca4RDmyrGiZ1KqWUX2hzd+NkQver5cVNS4WiIDAxJt6gwAlRXkoiorNLhCKUw7iSbDjckgGJpnX47LMpPj3hn0G45cV5p6+qCz31eL1uEAQmDVxEFW1YapqQng9TkJhrUSi3Kcxg+mlES2TXfz2tXossnSvhm22eNVOU/mE3ueG16d53Tgl7bllRcVhF3myKK+OJa0+Qi5JIhNv6s1dI3s1R87PAWnMboaqCjy7aKMJbyjUoOQG6gNxU/P7Y5MEIrLMs699zh039ODRSRpejdMhIcsq4XCEl97cYtKxhW9tpWBET6AemzF6UaGPC58/gN0mIUkgRBRsNvGs7sw0fJdnA2OnWSDSoFQhOsNTlq2znRXVGpfr5eWbjfNbJDlj7O4D47Kw20Vjt1O/zpNoNwX64pUytEtLYt4j11BVE45hO9dx+XQ7m9E6ib2HqkhJcuJ2iIzI68x1gxUcdokn781DBUsm0HVbDjHx5t6x5YmyElOuUe6rL09s3uk8O2L13p12IW4pdpo3wcQuP70gB4/Hzubdmt4VP7eGF4uHGXAZ0Tp1cVuPqfwGNH0Zd213Ckf1xpvsJMFpJyzLTLypDw4JQoGIqX9OQ/9UjvlDBlavnklYGwwbGal3jbT2gS5u66GkaEiT6td30d/418gXVIaeLg3fR7RfJ4oCc175xNAbURCYv/xLYy5PTtQgYPTsOD27Pzq747V/bWHdlkM8dV+epV6ktnDx15U7GJbdkZuuvBRvsovq2jClK3bwwLgsg8xEDzB6PU58/iAL39rKj0dmGpvKsyYO1kpm42T46ZnVEL9kTa9isUmi6dpmSI1maZZmOZNihZ35+optrFy/jzHXdLVck3uTXfz9vR1cNaCDkemm+5b7DlUZG7y6r6qvv3RfICezLUs++IqSojyqA2EkUSQUjuCME/dIa+HmVy+uNfkhv/vJFdSGwgYMTrTtf+P9nabrPQl2g2wp2sc+UeWAfm2k2Sc9bbng5zBJFOLSLYuSoNVs12EUIYLPH4qbzuqvCZOc6KSkAaiwDhrt89cSCiv06pxKTSDMXaN684vn68Ek9d1uHcdJj4r/IgpE+JGCHJA1R0zvg15Sqw8cnz9g9EnHMtPP0X8vKcqzvL6kaIgJ20OpA+ptWCt+LtWQN4sm8UqXImAsbBySQCBixhvyely4HDZLnU5yO3h20UZ8/gBP3pfH6KFdEAWBvQe1UsQJN2RS9PQqZhTm4vMHDB3rluElf3hXUpKczCjMpXXLBNx2HdgUfP5apozph00S8deEWbZ6FxNv6nPCZzkVafi8pwOOGo1vczYwdi50aVi+GF02VmGB6ZTudaOqagz2nNspGoEQAIfdZtho0Ozu717/lClj+hlOUSAUISnBzq7/HjeVNSiqyozCXKPkcfGqnfj8ASRRoPxoLf+v9NO49nz7Xp+B0zfvzU2UFA0hUBOOsrVarkh6mofyOLAKqERhP516eWKzvT6zcip2R0Agoqg4bNbf68CRqpjs/1kTB/Pe+m8YeUVnZhTmmuZ9wNCp2UVDTHqqt5ngtMUEqp12gWBYRRY0Og27XUAOykTq9CqCYGK61zMJC0f1jiqtja9zgqw0uX59F/1t1nmzRL+PaL9ORTB8RtDsbAuPw/hfFAVyM1tz6zVdSXDa8deYMXefXLDegNaIF0gLR1RWrt/HyvX7SPe6mV2URwuPE58/wPzlXzJlTD9apdTpjyhw2FfDI89/RG5ma1omu/jTw0ORFVjx8R5G5HUCwRqWRl8ggnXpur5p3vDchvayWZqlWZrlTEj0+lpFxV8T0jDioubU6DV54aje5GS2ZdnqXaag3bLVu/jRdd2JyArtUpNQVSx9AH9NmHVbDnHXSNXEoBsPr/dAHekVmEtkZ88v4+YrOzG7aAiKovnnyz/cZZCARd/PilDxpaWb49pj/VpJbKYfPF2RZs6cOfNsd+JMyslo0m2igMNpo2/XNDbvOmJQEj84fgBhWeYPf/2c5Wt2k5PZFrvdxoy5a9n130om3tzbdP79Y/tTumI7vbuksuSDXUb7FZUBPvh0Pzdd1YlwROW3r33K0tW72bK7gst6tWXzrgoqKusdqupAhOsHX8ymr45QXJCDN8nBVVntGZF3CT/IySDBLtUFGmNplO8f25//bPwvk27uw8grOvODnAw8LhudO3hj6JY9LomBPdt8rzTM8eRsUZqfrlj1+0zTpJ/s/tEiSSK+mjAz535M6bs7OHS0mk4dvJT7ati65yh7vj3OxJt70/OSlvx91Q7uuL5njE7PXaKV+rVP99Dn0lSeWbSRpat3s72OadRmg7y+F5HotnNFVns+3VZO+3QPd9zQgz/87XP++t5Otu45ypA+7XDaRFRZwekQCUZUfvOXT0xteVwSiqx+Z31o+Lwfbz5AdmZbEpy2712nreRc1/MzrbuNff6GNi4UjjB5dF82bi9n595jFP2wL198ddhk3mWdLwAAIABJREFUvxa+/SXrthxi9Wf7WVm2l/VfHuTKrPas23KQ6oAWNLt6YHuTjQbN7v7foIuZ8eJaNn11hCF92xEMRVi9cT933pjJxu2aXmd1b83v//qZobeTbunNlVnteeXtrQzu045FK3fEtDsi7xJWlu01xtQ7a/dQNLpvXFubmOgkWBuOse/x7LPVXHC2bPn3LbpOfR92N57+xrM7SQl2jlbX/7528wGyeqQjigKDerdjY9T3mjYhhwXLv4zxBYYO7EDPTq1AFfj9Xz+jV+fUOr+h3k5Pze+PJ8FB3y5pMeMh2W3j6oEdDP8hOcHO4cogM+euNfqa1b01Sz7YxWv/2k52ZlvsNpHSd2P1WPdLzjX/oanl+7bTTa27CQmO07KzqSlObsjTMpmXrt7NkL5tyet3EZVVIZ5auJ43/6PZvok392Z/eRV7D/m5fvDFvLd+H+VHa2J84+KCHP69YS/bvvEZup7ktmETYGDPNrxb9g3LP9zD+i8P0qdLKnabwDsffU2a103+8O7Mmvcxi1buZMPWg/zoup54XDYElRibV1yQw7LVu9h/WNsQuXd0X1p5HAwdmMH1Qy6h+8VeXntnOz5/IObc4oIcPC4bSnNQL66cbX9Xv9/rK7Y3qt3x13Zv9DXny3Xjr+1+TvuUpyJnyy8+F/xdh12kUwcvzy7aiCjA2B90M/kFup3KzWzDJRe14PnFnxu+5x3X96RdaiJPLtzAopXa+k73jxvGJSRRoM+laVw9sINxPDXFye3X9TTZ0Hh+iD73/+j/evLG+1/R85JWBCMRWqW4TbZ+ekEOS1fvom+XNJau3m161v2Hq7kh7xKuHpDBqCs6MSy7A6Xvbufzr46Y/Ae3u3Hz14UoJ9JdQT3fPbCTSEVFVdw6bV009luRYEhGVlQqKmt59Z/b8PkDpqy5x+8ZzMSS9wAtE0ln+Erzug1wyBmFuQZ4uy7pXjezJg5ixotrY35vyMqoZ9EhgNMmEArER/rQsgMEjlRquHn6zqmecSfUZQrEyyJoqqym0xWd/fZ8E6t+p6V5mqz9k+nuyd6bKokUP7fGtDMz781NJqB2r8fFT/L7M/npVYZOd2zr4dvDVSZWz3h6/cTkIRyrClJVE6Jz+xQDp2b6c2tizo3WSbtDIiRjpKA7JG0H61Se61Sf1+q+Z1POdT0/07r7XZ7fbKNEln+4ix6XpOJJsKOoKgICqS20Hb6aYJgpv34/po0Xi6/hWFWAX7+q4YecSJePHKvVMrdbJuC0a3upc5dsYlh2RzLaeIzyyOjrpozpxy9fWBu33ZKiPCJ12dWBUIQEpx1bFDttQ9HfU2Ps87liy79v0d/V92F34+lvfLuTR/FzH5p+f+q+IXgSnCx4awt33tgL3/EA/powiW6bCSNMb+OJyUMQRYHiP35olEDefXMv/NUhg/XZk+hg7hubAQ1r7KI0D5KIpQ6okhTTp3SvmxmFg7h3zqq4/dayq4YYGQbnkv/Q1PJ92+mm1t1WrZJO285Gf/9uGV4eun2A5ZyuZx3rfjJgkPpEZBW7JPLf8uO0S/OgqiqCIFC25QCX9WqHIMvYHRJhBSKygqrCkcpalv5nF2N/0J0kt51f/Cn+fG5VhRCSVUt9PNE84q8J8976b5h4U+9zwk84V+Vs+7v6/W786ZuNanfZb0Y1+prz5bplvxl1TvuUpyJnyy8+F/zdhr7Dbdd246oBHVBVLRPO5RAJhGRAsJyTZ949iKKnVxm/6bY3HFEM4qNoEqsWHgcFIzI55g+SnOgkLMuUH6017GA8P+TRSYON6qz/G3Qx4YhKottGottGktth2Nx1mw+Q5k2M6ytHlx1rFQNKjL0+19dJ54KcSHcv6PJbfaIPKiqCqjDpyfeMY90yvBr+URsPc6dfgyBo5TOWJav35nHXyF78eGQvbJJA8YQcShaYU0yrasOW9ettWiUabRoAliKIAgTCCoogGOW/DR1mWVaQhVj664b4IPHKUJrLU85fkSRRY5cVhLgLKrkBy7KOB1buq+X9T/Zp4NYi2G0S6V63odPXZHfghrxOpjLueDhQR47VUvzcGrpleHlgfBb+mpCBwdPwXFlRkSQRG+YUdGSZcBMoX8Pnjb7vBW3ozmPRKe0RBWRFocclqcbmhS4vFg9DBY75g9YwCiImvEebTaS4IMfEYDu9IAdRAK/HiSi5qakNM2vuhzwwLot1Ww6xbsshSoqGWOqXjs1UumJHDObI/WP7g6BytC54U7blAPnDuxGMGgvxAiGNsc8Nz6Vuo+p/LeByLkp8u2PGnbvt2m447Tb8NSHWbTnEsOyORrlMtwxvDEvrT28bQLmvhrQW5nLbdz76mpuv6oLdJiAIggkwe9a8dbxYPAwhjr407JPeV7tNI81YvGonCLG4lI8U5GCnzufQ22r2H/5nRLKLRMIqoBr6HL1xHU/HU5IcTJuQzaJ3tQyjdK8G6j53ySZuvLwz6V4XnkQnjzxvZqmVJJDrePpUFXz+oGljes+3x3l00uATzucN9S8sE1cfo8+NKApvfLCbNz4wZ5LcNbJXs5/QLM3SLN+bNLSrG7aW07FtChe39aBZMwAh7rwdbLBw0spse2G3iVzcLpkHxmeh1CUq6cd/PLKX1qoA5UdrTSW73TK8ljwAv4vC6f/xjb2oCYRJTHBQfrSG2S/HMvICPPSjgcx5dUO9D3FnDjZUBFUFWSZ0AnvdLN9dLtg5TC+ZmT2/DK/HxQPjsowFoRXI4/1j+1NZl7Zf0qAm3F8TpLo2YgyE3MzWPDppMKIosL9cA6/WWeEaLjh9x4MxdfJ3jeyFvzbEUws2mJzqFhasbQ1xp/R2m/FB/nelXnfrHeXpBTkxrH7xMMm8HhdXDejArHlrDX2N1mt/TQiHXWTy6D5GNogYB8MmIisGgPb/Z+/d46Oo7/3/18zszua2hAWSiChXuUgAGzRJIVFbQFovCEi/NeqpxCMipFW+Hmsl6CngUeKl/lptCx6gLeDXI5xTqoh6WhSqB1AJChZEDKgIHsSEywY2l73NzO+PyUxmdmf2lt3s7f18PHw8cDOXz+U1r89nPvP5vD/Kl5ml8yoNj/3qlAtrtxw0TGtcyoWehYxD69OBHQdlVrKiq4fnXmUYdN3p8ujiPQJQY4P4/SI4CwufT1C/mGpn3Gnj+Gn/raCNzeR0ueHz+4P8fO6NpahfuRuVpSW49brR6owXs+c2EWWWqGeOCOU73TFyppVfimsnXoJHX3gP82aOR7EjV93R8/lN+3W7ywMM2jq9ECUJz760Xz1e6ZtovVsZJGk+16HGKwvld2ax8Hx+CWu3HMSimjJ8e7YDr/3PF3hs/mS4Or1o6/DCamUNr0ekP3yOBafPe9T2f+m8SlSWlug2EzJr0/vk89j2wVeYP2sCaqZ7wVs4+AQBtTeV4jcv78f9t5bhyfWB8Rn3Yum8Sdjw5iHUTB8T1J9WvF0UJcN7WlgWEGJ/BaR+AkEQqYDWiwLHHSpLS1R/1PYBFIoducjlLRg92KHbGNMvSHjupX1YOGdCUL95684v8M3pNixfuwdL51Vi+97juo+JTpcbhQU8/m3BZEiihFNn23WbbxU75Dj/D/zmf7DyF1OC4uYpMaSPnzqPvFyL7h3SYmHBWVnqgyaYrO2p+QFV8HOmjMSfXv9E3UbaKMjj85v2Y9SQfti47TMsnTcJT/2sWt0V0dXu001Z3XOoGb/89/e6dqrNgdPlVnf8VB4K5UWrr53H2i0HUb9yN9Zukb9u/uG1T3Chzau7/xPrGmG0ENcCBG1XvaS2IntHa7MArXaB7mCmgfoI1Mb2vcdRX1uBmumjdPrec6i5K17ZBDTUVeGeWeOxfM0HWL52D+pX7sbytXvwh9c+weK55TqdLaopA8syqJk+Sqf/jduOBGn9/lvLsHnHUdO0xgN6FjIPI60/v2m/+pFEq6un1n8IlgXmzRyPVb+YgoVzJmDDG4fh9QlBerxq7EUQRWDBUzvAgsGyNR+o99Duhq4MvCiDMIHXWVQj37/YIe+gy3Gszs9vvW40/vJ3eXewqeVDgl5wE/EsROoPRHww8x2e6/599vdGwunyoMXZqWrK6XLjxTfljbRWPTwFd900Ds++tA+PvrAbNqsFT2/4UHe8Wd/kyfV7Mft7IyPyO6uVCfJxZQe7Fmcnntu4H6IoyX2Y1e/BecGD5Wv3YNmaD0g/GYrHJ6kDa4Dcft910zidzoza9Adum4h1rx/C1WWX4PVdX+C0sxPL176P9k4fLrR70HTCCbfXbzjDpMPjw9TyIbr7Bnp7q8tj3OfgepZf6icQBJEKaL0osG3X+uPmHUfx8J3lQe9Uf3r9E9RMH6X+tnhuOf7y96OYM2WkYb/5rpvGYeM2OV7uxm1HcPM1I9QNOJ76WTWWz5+MV9/5Av/6wns4e8EN3srpVmwtnluO/9oun9/uNl59WFjAyx8eA94hl6/5AB4ffTRJNFnbjmmnvdrzrNhzqBmtLnlXr8ElxksNJUnu7M669jLUr9yt/s3CscZTY70CBg7IV0erLRYWj82fDDDyCL3VwkKUJMNtqGdde1nQ9YyWEQqCCEeeFQ11VfJ8WkmipVYZTqTLTLXa0Madyc8J3spcFKHGdlz5iylBf99zqBnzZ0/Ag3dcicJ8Hiea27DhjcN48I6J6v0Vmk44seGNw3js3slwXnDD0SdHN307UUtijfJLz0J6Y6b1oQPt6kcVra4cdnkmKsCoemYZBute/1TnsxveOIwHbivruod+aYN2Rl7TCac68FLSLx9Olxv3/fg7KOmXD45jwLIMam8aC1eHD+te/xSAPKg4dKAdLMtg47YmdXcwZfl7YF7i/SzQMvTexcx3fF5B97uyM6iiKWWH5oJcHr95eT9qbxqratlqYXRLbpXjhw60my6fbairCut3bo+AN3cfw9J5k2C1MPD5JbzyzlFVo9rl5C1OOdaO8m/ST2YS6H9NJ5xwdXpN23SGkT2VYYA7byhV9fOD7w7FvJnju/oFV2J1/VTTmaHOCx5TPyws4LGktgKFdh4v/fdnQb794B0Te6RD6jMTBJEKBPYdtH6o9cemE06wDAzHCu6+eTxeeHgKrBYOL2/7DG/v/RpTywcbequr06v2MRRPf+gnV+K0U47L/8fXDql/V/rNK+qqIXbFwVOuDwDOC8bhbgYU5pouFxZEkfoQCSZrZ+op016B7pc4BVbzN4ViRy4YhlGXW2n/Hvj/gBywsrDABp9fxKCiArz67ud46Pmd+OXq93CmVV7HLooSIEKd2bFiXaO6pMzt9Qfd32y7Z0EQwQgiih15YASROicZDmeiTyN9KNqwSBIYQYTPK6gdbS0sK2+G0VBXBYaB4fXPtHaiw+2DEg+2r50HxzKG6XG63DjxrQu/fnkfTp1p08VAC6XlkPnuihPmZxhIHAuOC7avwPzSs5DeWAy0qixtXLvloE5XlaUlqq44lkFlaQkA2Z+V5beKzzpdbijSCHweAmfkOV1uWC0cntu4H4+seg+//c+PwbEA4xcgChJeffdzAEDtTWMxZ8pIbN97HF+dcuHLkxdw4PMz6nWN2olQz0Ikejc8Lwp/IOKD1ncskGdL+hkGfshfTjmWVZe6KAN7a7cchM8v4pV3jqJm+igUFtiwpLYClaUl8PklXR0qxxt5t/I8aO9rpheOZeDq8OLk6Tb4BQktznZ83dymu5aynLzYkQtHnxw1TaSfzMRIUz6faNqmHz/lwiOrdmPeE2/jp8/sUJd9n2huU71V9WGOwSN36WfFKbOrzfxwQGEuHHlWiIIEV8AuiEqfo6dQn5kgiFTAwnNQ4uetWTINd/xgNIDg/uLpVrfhWAHDyDFJRanbL828tS3AT50uNxgw+PXL+9RrKscq/WYGEiySHG9V2581W31ogRSyn0IkFm7ZsmXLkp2IRGK2TbqFZVBeOhD7mlpw7JsLWHTbd1A6vD9Wbf4H9jedxr23jNdt1Xz/rWX49MszuOX7I7F15xe484ax6t+9Pj8W3tK9lbQSO+nxP+7BxreOYM+hb1E35wr8cPJQjB7SD399/xhmf28kbDkcvD4BV4wqCtoWmudZfNx0Wv3tkdoK5Fk5hNqsOFlbg/eUTEp3ordJB/Ta1WomP4w+FHJzLSgbU6LT6xWjivHrl/fhtZ1f4kxrBxbcot8a/cE7roTFwuA3L+/Hf24/iqbj57BwzhUozOchASgfe5EuPfffWoa/vn8MP51zBfoU8Nj7aXPEaTUqVyVO2LI1H2DjW0fwwSenUF46EHk2S0R5TgVSXeeJ1m60+ec4Fp0G/riopgyNh77Fj6eN0mm4ZvoYLFvzvqqPhXOuQKvLbejn9bUVOPj5afxw0jAU9uFRWTpQvRbHMvjhpKGoLL0I11UOwQ+/OxSb3m7CPz4/o55rz7FAFCTk5FgwbFBfPL9pP17b+SWajp/Dglsm4J2PvsZnXc+Icl15ibv+uTJ6FvLzbfB4/DHrvaf+kE4omuoN341Ev1qf2t90GpdeZEduLo+cHA7DB/XFX/5+FD+5/nL8eNooXD60H3buP4nvX3Upfvdf/1B9dcEtE9B46BRmXD1cp9nFc8vx2VdnMePqEToN1ddWoE+eBefavGH1wltZDL/Ugec3yT5++Ng53HvLeJxsaQPHMlhUU4aN25rUf//7Xw7ivQPfYOGcK1TNZzq97dPx1m5eHh9V+m02DhMvv0jnpdXfuRgVpRfpdLZ4boWhrymerOimvrYC6984hBe6tPODSUNwXeUQ3FQ1DNMqBuPdfV9j14FTIfxQjruk1arirfHWYaq3yalEsvq7gfd7eVtTVNe9/Qdjoj4nXc67/Qdj0l6/yXoGU6G/a8u1oqXVrfZb93xyCrdeNxoDCnPw0WfNYfuP9bUV2PDmp1j/5mHsCdPnfeSuCtjzeXyoeRerr61AYb4VV44pMXx/0/ptYL+SYxlcP2kofvjdobixehiuqxiMfCsHQRCD2hRtP0Xwh/6AQp4cnlDaZaRM6+UHEGqbdO029xaOxeLfd28ZPXqwAzXTR+Gi/vmQJMDGc4AE5NpYtHX60eHxw8pxcHv9sOdZkZdjQavLC97KyR0bg+2nl86bhAvtHri9fvBWeUBv1eYDcNhz1F3G3F4/RlxSCFGU4BckiKL8kma0+20g6boVdCalO9HbpCtwHAvGysHt8Ue9zFTiOLy+6wtMqxgKC8fAwrFBeq0sLcH82RPg94tgWQYsC9T/fneQph9fMBmPvvAeHPYc1EwfhYuLCuRA1owESN3r+5XnLJK0GpVr4Nbvyv0b6qrApMlX9lTXeaK1G23+lTpX/PGS4gI0n2vHxm1H0HTCiWnll+KW74+EhWNNPbehrhoenwC31488mxXy7o7AV9+0YlCxXY07Mvva4bixejhEUZ7NlGdj0eERIYgSnK5OeH3yLryuDh+27z2O+bPGgxFEU12uqKsCA4DnGHgFSbf8Xfv/Rs9CUZEdLefae6R3bduWycvQFU31hu9Gol+tZgM323q8bjI4RhmwkAdYBVFSN05RKHbk4rF7J8s7iefxYBgGfkHEX/4uL3MM1D3PAV5BikgvZnp97N7JOO3sAG9l4bDn4uRpl/qcmV0rU+ltn463dvv3L4g6/XyOBR6fBKFrmdWJ5gv46/tfYWr5EHW51/a9x3HPrPFgwCDfxqLdI8h9Z5YFywFen3zu6lcPYM+hZgBQN9HS7qa4pLYC9nwrIAX7o9aneqPNT/U2OZVIZn9Xe78ZD26J6rpbn50Z9Tnpct7mJ28Cb40+yKTb44frQmf4A3uBZD2DqdDflTjOtN/q9gr46ptWjBnaH4IkAZKE/37vGC4fNgCFBTz6F+ZgzasHVa9Vzn1iYRUEQQTLsrjQ7kGffBs4Vp41veVd+b2PYwFBBN5u/Ao3VQ/vmuXPoLXNgxzeAq/Pj9Otbl1fF4iuXxnYptisDLzu8JF5yZPDE0q7Wb28WbvNfeB69qYTTixfuwcNdVWoX7kbLzw8BSzLoNMj4dEX3jN8ifvZr/4OAGioqzINDuzq8MGeZ4WjTw46uwJNKoHMFVbXT4VFksCia320gIzc7lkxiBZnB8CxGfvimQgEQURRv3ycdrtCbgduZMIeUcQr736JV979EoCxXuWt0SV0uH3grRZwHGOoaSX4e4uzE8vX7unudHd9jVHSFbh1ebSDDhQnLHMx04JS54o/NtRVqXHyAODr5jb8b0sbhg60h9CHiPNtHl0MVEAOTqwNJPzKu19i94FTXS+MAjo7BHlBBMPg4d/pzwWAu28eZ9huKPcVRXnJgk/Qa1+MMOJFT/WubdtC+UMyyaSBR21eHp57FQrzbfD7RSydN0mNOfboyvfQUFcNABAFCSwHiCb17LzgVjW7un4q6p7eof797b1f4+29X2N1/VQ5pIIACIyxPwfFWQ1xv3/99/fV+2mfM7NrEelL4LOnRRBF5PAW7DnUrHthBLp8TxLR0eWPFgAcJPi7DEaChFZX9yyLOVNG6jbR0nq5ol2tT6Er5IAgyv1fhz1Hp1fSYWxkktcS3fBWLuYBRBo2ST6hYs/99Bm5zZdjkzKoXyWPOyjvbU/9rDrIn1ucnTjT2qnr766unwZBlD+caN/7FK6fPAyMJEFgGDz43P/o/jZ6sAMS5P6F0k4wgmjar9T6jOSTj2MkCRAEeFOxExoh6eSf1DYCsPIchK4YNoGDdcradFECeJaF3+QhFEWo52sDrWuvVZDL45kXP1S/WC6eW47K0pKgkXaOZeQOTgajLFPSbrm9pLYCjjxryj4s6YZZGfe123T6NNPrmdZOiJKEhvV7TbdUP9+mnyYdSac7lrrXbv2uvX82PCuZTCgtSICpTkcPduhmQq1ZMs1QHwzDGOq7sICPaBAknO6i0WU0us90vWeS/2vzMuGyAbihapg6+05p5wF5MO7M+U48/Ltd6pJFUTTvdyj/Zs20wLFQRlMi1YvZcdr7mW1ukCnay3aMnr362gps3PYZ9hxqxh8euQ5urz8yPRlca1FNGTa8IQdxj2ZzoHDXMksDEZpM8lqCyCTM21pW82/G8GOcsvGWWVuu/P/J0y4sX7sHKxZWGR5vYVlAEIL6Bsosa21fJpRvZKrPpFu+KGohAK8AnLvQGRT08f5by7B973EsnlsOQRLBcuZByC0so25NbRRAcvHccqx7/RPdF8sn1+/F3TePMwg0mfn4gaAtt1esa0T4yblEpJiVsSRKqK/tDl69fe9x3f8rnWkJkjposnnHUTXIu3LMktoKbN97XHdPtdMdQ7pC1b1263ft/bPhWclkQmkhsM61Op0zZaSqTQB456OvgzRcX1uBxkOnDP3Y0TWwrcVIu+F0F40uo9F9pus9k/xfm5fZ3xuJJ9fvDWrnZ39vpO4jSIuzE89t3A+WZYJ8dVGNvJGA8u9Orx+L55YH9Sd4S3f3LVK9GB2nvd+S2grwXGZrL9sxevYa1jViavkQAEDzuTYU98sL8sxH7grWgNG1ntu4HzXTRwGAOjioxayPEO5apMPYyCSvJYhMIsfGGvZbfaKg8zujcYfte48HtdP1mncypW3fuO0IAHkWdaCnL6opA9u1ejuwb1AzfZThLGsz38hUn0m3fFH7CHkKrCgCG944jHkzx2PIQDs4lgHDAPfMGo/z7R78btM/8OAdE2HrGrwLHLXlIOm2puatLJ6sq4ZfFGFhWUiMZDhVlgGjnpPq0zrjCS2nTDxmZewTRBQV2tBQV90d74Bn1e3SHX1y8Ov/2Ifam8aq5zedcOLFN+XnY+hAuxoj4bbpY3Dsmwu6Z8GC0MvFY6n7wK3fs+lZyWRCaYGRpKA657luv9Se99Lf5ADTiqYZhsGBoy2oHDcQ5WMvgs3K4cmfVsMvdMf3MPLxQO2G0100uoxG95mu90zyf21eOBaG+eI4efDuxTcP635nGQbr3vhU9VUlPtmDd0zUxSrb8s4XWDpvkhoL55V3juLH00apZRWpXgKP095POcfnFdRjwDBA146+maK9bMfs2bPnWQEAS1a9jxULJ2FQkR0r6qogigBvYcCIwXGdza41qMiO1fVTwVs5PHJXBZ74U2ifjeRameaBvUUmeS1BZBLtnX58+b9O3bvYx0eaMf6yIjTUVal+Z+HYoP7qbdPHoKhvjv49zspg/qzxuPvmcWBZBs+8+JE6y5llGKx7/VP1Pc/V4cOGNw7LfQ0E9w0A476MmW9kqs+kW75SMU29DseycHv9cLrcWLGuEUtqK7B2y0HDpQfhOs9KfBCxawG5vPZcADjjabYsG3qNeqaS6cvLUoFQZex1+zWxbAR4vJKq+SW1FXC63EHLFptOOLF2y0E17phXQEwDD7HWfTrECSOiI5wWAutcicHEcVzQeW81nsCQgYVqfNJiRy6+M6oYFkmC4JW/qyl6j0a74XQXqS6j1X0m6z2T/F+bF0EThkOh2JELK8di684v1A628rurw6fzVQgCRKFbp6IgL/848PkZvL33a925t00frSurSPWiP057v+5zlGOUoNWZpL1sJ9wSbAD4zcaP0VBXDVaQo4CKPoMLhbgWxwKMIEH0+tE3NzKfDXetTPPA3iKTvJYgMgmOZbDp7aP47X8dUH9T+q2MIOraY6P+qqfTp2vLvZoYpRIYOF1u9bquDp86xqG9l9YHtH0DyWTMwsw3MtVn0i1ftPwWAM9Bt9zAaLmWdtq/IIjyQJwkyQ9eBF8OM305VbRQeSSeaMpYe6yi/+17jxsuudUFXqdngegBsWqB52C4bEG79CDcdWLRbk8g3XeTSWWhzcsr7xwNWipbX1uhzmoOtezVLO+ZVFZE8jHSU6B31nctw47lWrH2EUjniYHKlQjE6xNQVGSP+j97n9zwFyciJppnM9r+aqjwNeHuFW3aYjk+XUi3fDGSJKXeUGMciWSbdKBrswww8AsiRAmwWVgIggS/KMZt2n+id1BJt62glfJI1yWQuHhuAAAgAElEQVQ+RuWd6G3Sw90/kGg0pz3WZuXkHYwgARIDUZLAMohbHYVKV7rpOFJSPV+J1q5Z/mP1RSvPwStAt/TA4xNTerlqJHlNdZ3Ei3i0h0pZ9YbvhqoXbV5ybBx8PknVJc/JS1q1x2iX1kaS92TtvpYtWtTS23mOt3b79y+Iul9gs7LwGGg2EuKpzd7WebboO55eG/hbvIjkXa2oyB71bq9bn50Z8w6xqX5eMtIY7+clWc9gsvq7gSTS8wKvzXMMvIIU8b2iTVuifCbZpNrut6G0m6qDjb2O0oFhAZRoRBXPpU+ZvJwqFmiJT+KJRnPaY5Xliko4a+WjfbzqiJ4FQiFWLfi8gunSg1TVFOm+m0wqC21e/AGhDXxC8DFmy14juX66lxWRfAL15A3Qpi8KgcVTm6TzxEDlShCpSSKfTbPwNYnqd2Sqz6RTvmj5LUEQBEEQBEEQBEEQBEGkGTSoRxAEQRAEQRAEQRAEQRBpBg3qEQRBEARBEARBEARBEESaQYN6BEEQBEEQBEEQBEEQBJFm0KAeQRAEQRAEQRAEQRAEQaQZGb/7Lcsy4Q+K43nJhtLduyQy3ZFcO13LLRyUr/TGLJ/Zkv+eQuUUOfEuq1DXy8Z6oTynD0q60zX9yYDKKnKS3d8lkk8s9ZRfkIMcm/lwQ1GRPeg3j1eAjeeivpfb40d7mzvq83oC9XfjC5Vb7DCSJEnJTgRBEARBEARBEARBEARBEJFDy28JgiAIgiAIgiAIgiAIIs2gQT2CIAiCIAiCIAiCIAiCSDNoUI8gCIIgCIIgCIIgCIIg0gwa1CMIgiAIgiAIgiAIgiCINIMG9QiCIAiCIAiCIAiCIAgizaBBPYIgCIIgCIIgCIIgCIJIM2hQjyAIgiAIgiAIgiAIgiDSDBrUIwiCIAiCIAiCIAiCIIg0gwb1CIIgCIIgCIIgCIIgCCLNsCQ7AYnm7Nk2iKIU1TkORx6czo4EpShxULp7F6N0FxXZ43b9cNpN13ILB+UrOSRau6me/1SByilylLLqDd/NxnqhPCeeeGu3sDA36+osVrJR37GS7P5uJkL6S14ZUH83NaFyC08o7dJMPQMsFi7ZSYgJSnfvkux0J/v+iYLylZlke/4jhcopcnqzrLKxXijP6Ue6p783obKKHCqr+ENlmrllkKn5SjRUbj2DBvUIgiAIgiAIgiAIgiAIIs2gQT2CIAiCIAiCIAiCIAiCSDNoUI8gCIIgCIIgCIIgCIIg0gwa1CMIgiAIgiAIgiAIgiCINIMG9QiCIAiCIAiCIAiCIAgizaBBPSJpcBwLiWPR4uyAxLHgOJJjqqHUkZ9hqI4IIs7Q80UkE9IfkQ2QzonehjRHEERvY0l2AojshONYODt8WLGuES3OThQ7crGktgKOPCsEQUx28ghQHRFEIjF7vvr2lZKdNCILIH8nsoFQOieIREDeSiQTe59c5NiiH95xe/xwXehMQIqI3oIG9Yik4AfUBg8AWpydWLGuEQ11VWCSmzSiC6ojgkgcZs/XrxZdk9yEEVkB+TuRDYTSOUEkAvJWIpnk2CyY8eCWqM/b+uxMuBKQHqL3oPnARFIQRElt8BRanJ0QRJqlkipQHRFE4jB7vnx++pJPJB7ydyIbIJ0TvQ1pjiCIZECDekRS4FgGxY5c3W/FjlxwLH3HShWojggicZg9X1YLNctE4iF/J7IB0jnR25DmCIJIBvT2QCQFC4AltRVqw6fEnKD14KkD1RFBJA6z56sw35bchBFZAfk7kQ2QzonehjRHEEQyII8hkoIgiHDkWeW4JgwDSBIsXb8TqYG2jgRRAscyVEcEESfMni+WvuYTvQD5O5ENkM6J3oY0RxBEMqBBPSJpCIIIBkBRkR2nT7sgJDtBRBBKHVkAQJCojggijtDzRSQT0h+RDZDOid6GNEcQRG9Dy28JgiAIgiAIgiAIgiAIIs2gQT2CIAiCIAiCIAiCIAiCSDNoUI8gCIIgCIIgCIIgCIIg0gwa1CMIgiAIgiAIgiAIgiCINIMG9QiCIAiCIAiCIAiCIAgizaDdbwmCIAiCIAiCIAiCILIMr09AUZE96vPcHj9cFzoTkCIiWmhQjyAIgiAIgiAIgiAIIsvgrRxmPLgl6vO2PjsTrgSkh4geWn5LEARBEARBEARBEARBEGkGDeoRBEEQBEEQBEEQBEEQRJpBg3pZCsexkDgWfoaBxLHgOJICETmkH4KIHnpuiFCQPohMgzRNpBKkR4IgMhWKqZeFcBwLZ4cPK9Y1osXZiWJHLpbUVsCRZ4UgiMlOHpHikH4IInrouSFCQfogMg3SNJFKkB4Jgshk6BNFFuIH1EYNAFqcnVixrhH+5CaLSBNIPwQRPfTcEKEgfRCZBmmaSCVIjwRBZDI0qJeFCKKkNmoKLc5OCKKUpBQR6QTphyCih54bIhSkDyLTIE0TqQTpkSCITIYG9bIQjmVQ7MjV/VbsyAXHMklKEZFOkH4IInrouSFCQfogMg3SNJFKkB4JgshkaFAvC7EAWFJboTZuSlwJCrBIRALphyCih54bIhSkDyLTIE0TqQTpkSCITIa8LAsRBBGOPCsa6qogiBI4loGl63eCCAfphyCih54bIhSkDyLTIE0TqQTpkSCITKbXBvWeeuop/O1vf8PJkyexdetWjBo1CgAwZcoU8DwPm80GAPj5z3+Oq6++GgDw8ccf45e//CU8Hg8GDRqEZ555Bv379++tJGc0giCCQZcABAlCktNDpBekH4KIHnpuiFCQPohMgzRNpBKkR4IgMpVeW347depUvPTSSxg0aFDQ355//nls2bIFW7ZsUQf0JEnCQw89hF/+8pf429/+hquuugq/+tWveiu5RALhOBYSx4LlOUgch1Nn2iFxHCw5FvgZBhLHguNoZXgqYO2qI7leYqsjpb6pbolUIZs1GU3eE1lOmVoH8cpXJNeJ5V6ZWu5E5pFNWo1nXgOvJffj0rccE1k2vVUWgX1pK8/1yn0Jgsgeem2m3lVXXRXV8QcPHoTNZlPPq6mpwdSpU9HQ0JCI5BG9BMexcHb48O6+r3F12SV4cv1etDg7UezIxeK55Xhz9zEc+PwMltRWwJFnpWnxScTKczjj8qJhXWPMdaTU9wrNNahuiWSSzZqMJu+JLKdMrYN45SuS68Ryr0wtdyLzyCatxjOvgdeqLC1BzfQxun5cOpVjIsumt8rCqC9dX1uBgvychN2TIIjsIyU+1/z85z/HjBkzsGzZMly4cAEAcOrUKVx88cXqMf369YMoimhtbU1WMok44AewYl0jplUMVQf0AHlb+SfX78Xs741Ei7MTK9Y1wp/cpGY9XgFqJwSIrY6U+tZeg+qWSCbZrMlo8p7IcsrUOohXviK5Tiz3ytRyJzKPbNJqPPMaeK2p5UOC+nHpVI6JLJveKgujvnTDukY4Xe4E35kgiGwi6RtlvPTSSxg4cCC8Xi+eeOIJPPbYY3FdZtu/f0FM5xUV2eOWht4k1dPd4uxAi7MTHAu1gev+m/y78m8wTMrnJ5Hpi0S7ibz/qTPtPa4jpb4DrxHuvFSv91jJ1HwFYqbdVMh/rJrsTRKVjmjynshyiue1411WoXw33L3ila9IrhPLvWI5J1Weid4kXfOsaDdd06+lt3w6FcoqnnkNvJY9z5qyXqvFzHcTWTY9uVY0mPWl/aKEgSmgv2STCs9gT0jl/m5vkWmenK4kfVBv4MCBAACe53H77bdj4cKF6u/ffPONety5c+fAMAz69u0b1fXPnm2DKEpRnVNUZMfp066ozkkF4p1uK8/BKwCCKIJjWfAc4PP2MKwsx6LYkQtBlLeT1zZ0yu8AUFlaAkjAqTNtKbtDlVF5x9OMwmk30TrlOC5kHRU7csFIQMu5dgiiBN7KQhQAvyiqdQbIdTm1fAjseVa4OnzYvvc4IEmmaU/X5y8cqZ6vRGs3ZfLf5UGBug6lSd3pHAs/kLDd88zKKS73jSbvPSynuKUjBEpZ9YbvRqTfGPJl1M5CksJfJ8S9zp1rN9ZKlOlLmWe2F+ntPMdbu/37F4RNf6I9LC4k0H+U/INhAElKSv71dRDHvAaUm6vDF1evDfwtXpj2d+OpgzDXiuW50J5j1AcWBNG0L21hmazz10CS1cZkcn83GYNi8cprNvY5oiVU/SZ1+W1HRwdcLrnyJEnCm2++icsvvxwAMG7cOLjdbnz44YcAgI0bN+L6669PWlqzDSUGRP3KXZjfsB31K3fhjMvb4+CuFgBLaivwduNXWDy3XG5QATVe2yvvHFVjgHTfezecHb60C+6b7vAcUF9bYVhHxY5cPFJbAbfPj/qVu/HsS/tw8nQ7FgfUmc3Komb6GKzdchD1K3dj7ZaDqJk+BjzHJDl3RLaieJBW10tqKyL6wqXE5KlfubtXvSle940m7zzHBD3/9bUVcXl2e1IHqUy0+TJrZ21WNux1zO7Fc4ypVjK13InISZaHRUuitKrN/92Pv5WU/AfWwepXDwR5bax5DSy37XuPx+3aySCeOgh1rVieC+05Zn1gjmMN+9L1tRVw2CmmHkEQ8YORJCm6aWwx8vjjj2Pbtm04c+YMHA4H+vbtixdeeAH33XcfBEGAKIoYMWIEHn30URQXFwMA9u3bh6VLl8Lj8WDQoEF45plnMGDAgKjuSzP1YkPiONSv3BX0ZamhrhqM0LPZesqXLY5jIAiAIEngGAZWKwO3RwDHsib3rgKTQl+TM32mHhA8i6S7jhhwHINf/FaupyW1FVi75aChXqKty3R9/sKR6vnK5C+XgcQ6U0XiWNSv3J1QbzIqp3jeN9K8SxyL1a8eDJplO3/W+LjkNR6zhVJuph6iy1eodtYCKex1jO7lB0JqJZr0pdIz21tk+ky93vCweJGIGYWpkH+jNFSWlmD+rAldfa2e5TWw3HiOgVeQ4uK1gb/Fi1D93XjqwOxasehCe455H1g+32hGdt/CvKzz10Bopl78KSqyY8aDW6I+b+uzM2M+j2bq9R6htNtrH2seffRRPProo0G/v/rqq6bnTJw4EVu3bk1ksggTBFE0jAEhiGKPRSMIIhgAogAwAAZ2PcR+QRak3/TeUtp8XcwUfF4BDLqMQhDUOoIgwSsyaj2ZxW0x1xHVJZE8FA9StBzpZwpBlJKi53jeN9K8C6KEPYeasedQs+73u28eF5e8xloHqU40+QrVzjKSFPY6RvcSGCakVjK13InISJaHxUIitJoK+TdKw55Dzbj7ZhEWSepxXgPLzdfV107XZz6eOjC7Viy60J5j3geWzw/sS/vSrRIIgkh5Uq0NJ5JIJDE+OJYFejhTL2w6WMbk3gwg9MrE0u60pEPsmSTAcSwkMHjqZ9U43+aFXxBN9RJrXVLZE4kiVm0ly5uScV+OZQzjYSbDhzOVeLazykwQFsbx+KjeCCC1+lc9Id08PNXSYJiuLO5zxVIn2jbS0ScnoXWazXVDEERkpFYQDSJpRBLjQ46nlPi0pErcn3SJPdPbdJfLLjz8u11Yu+UgcnMs+JfbrzSI7xRbXVLZE4miJ9pKljcl4748x1A8zARjFmsp2nZWG5vvmRc/wqKasqS3n0Rqkir9q56Qjh6eamkIJNv7XLHUibaN/PV/7EuY72Z73RCpjdcnoKjIHtV/9j65yU52RtJrMfWSBcXUi4zwMT7itPutAUbpToWvUuFibGRDTD0jzMrl6fuuhihIBjt/RVeXRUV2tJxrT3rcm3iT6r6SyTFGtPQ0plJa734bBakQeyocqRhTL1risct8YGy+0YMdqJk+CoOK7OBYxKyVVHlme5NMj6kHpEb/qifEy8NTZ/fb5NdBqvd3e4No6ySwzKL13Ui9Jh3a4lihmHrxJxkx9aI9zywOXzb2OaIlZXe/JVIHsxgfgijH+GAEISEDeqbpEUQwgnJvMSmdnVAxNrIZs3Lx+gRAEILqLJa6pLInEkVPtZUsb+rt+9Iz2Dv4vAIY1Tdja2cDY/M1nXBi+do9AJLXfhKpSyr0r3pCvDy82JGXvP5litUB+X30dRJYZonyXaobgiAiIZ1m3BMJJJExPjiOhcQx8AsSRFGChWXBQUp6JyYcqRr3JNloy2X0YAfmTBmJwgIeFo4FywJeXxx2b6OyJxJEvLWVajMuIiGSNNMzmD6Ei80Xrr7TUcNE+hEvnaWLN6XTc5UuZZpKRBN31kgL0dyH6oYgiHDQTD0CQOJifHAci3afgJOn27GkKx7E4pW70JoG8SBSMe5JKqCUS2VpCX5yw+VYu+UgHv7dLiz+/S6cPN2OZ1/a1+OYH1T2RKKIp7bSMdZNpGmmZzB9CBWbL1x9p6OGifQjnjpLB29Kt+cqHco01Yg07qyZFiJdbkx1QxBEJFBMPQPSdU13T9OdiK+KEsfiRLMLqzYfiCpWR6oQqkySHWMkmeUmlwuji+MEyPU6b+Z4rFjXGHPMDyVf6fSVOxJSWedAZscYCSRe2kpErJtEl1M0aU71ZzATYurFC7PYfOHqO9Tfi/vlp3SeE0E2xNRLBvH2ynh4UyLrOh3joKVyfzcVibSOzY771aJr4Hf7IrpXqrfFsUIx9eIPxdTLbEJplwb6CRVBEMGgSxSChHhE0BNECTm8xTQeRKoLMBFlkgkIggiBYQzr1Z5nVf/dkzqmsicSRby0FSrWTap6WzRppmcwffB5BU1dCfB1VVa4+qZ4TURvEG+vTHVvSsu2IcXLNNWItI7NjvP55fKO6F5UNwRBhCE154ETKYscH4+FwDCQOA4sz0HiuK7/Z4OWFnAsA7fXr04bVyh25MLCytdqcXYYnhttmvwmaegJibx2OsNxrBrHSUuxIxeuDp/6b45l1DKULGxIrQRi7dKWv0trVp5LWH4IwoxQOlRi3WhRY90YEI2fBB4rp6PnXhRtmpMB+a452rJh5fW1IcspVH2H8nGO7XnbTBAK5jo0f86T4QPxumdPfDbavg/5Ze+ilDcbxluVOjHzWABUXwRBxI1U/WBEpCBKXIgV6xrR4uxEZWkJbr1uNJ5cvxctzk41zoMjz6pOC7cAKOmXh0U1ZXhu4371uEfuqoDb58eyNR+YnhtLmmK9Tm9fO51RyuXdfV9j8dxyXf0vqinDhjcOq2XFcwzOurx4edtnmHH1CDy/aX9EZWnlOZxxedGgKfv62goMsPO9ugszkd2E06ES6ybQIyxA0Jf0aPzEyGtrpo/RpSNWL4omzcmAfNccbdk47Dm488bLde2qUTnZrCzqayuCNJzDczjd6sbL2z7D/beW6by5vrYCq189gD2Hmqn8ibhg5DuhdJYMH4jnPWP12Wj7PuSXvYu2vCdcNiCoD1xfWwGblcWZ8x5d+x3owYtqyvD0hg/hdLmpvgiCiAsUU8+AdF3T3duxmJbUVmDtloNh40nod78FLCwDlgNWbT4QtGvU/Fnjo4o3ksi4JeGunewYI8nSqVIu82aOx/a9x9U69AsieCsLhz0XHCt3av2Aemw4rSgxQ8AwgAS1s68/vhqMkApDD9GT6r6SyTFGYkXiOMO4kVodRhrrJlKvKiqyo+Vce0xeG4hZ2lI5Pk80np5tMfW0ZROpJiSOw+pXjdraCervjj425Nms8AkC7Lm8ifembiyweEIx9RKH3nfYkDoz84Gn76uGIEhx8a7Auk6FuH+RtDn643sndl+y+7upglLeDnsO7r+1DG6vHzm8BV6fH6db3aq3BtZhZWkJ7ryhFAwDNJ9rx8ZtR9B0wgkgu/w1EIqpF38opl5mQzH1iLgQGBfCnmeNLJ6EIAKCvNabBQABEBgWs669DL9+eZ/65eqB2yYi4gATJmkyS0MspGNMlN5AKRd7nhV7DjXrOuUAsLp+KpiumB9K3L1wWuE4Fq0dPjyh+ZL5wG0T0eryqh0f+Xgxq8ue6F0EUTTRbbcOI411E5WfMMC8mePVQZiivjlRe1G4GRypGp+HfNccbdmE8lSbZjCBhYRWlxcr1jXqjp0/WwqaPX3/rWWqrxtdN9vLn+gZWt/xi2JInRn5gMOeo2o5EbPSIvGeaAbqYvHZSNqcaNNMxA9BlDDhsgG4fvIwLF/7vs47N+84iqYTTtx9c3Ad7jnUjFnXXgYAWL52j+5vVF8EQcQDWshPhCQwLkRlaYn6N1eHL+aYIQwYdUAPkBu1X7+8D0yUo3qJjA+VDrGnkoFSLuHqX4nX9NTPqtEn36bTTuCxAhh1QA/o1sM/XT8m4HiyLKL3CBVvzPQck/hGkfqJKEpwtfuwdstB1K/cjbVbDkKUEPL5McIPqC+/gPxMrVjXKM+GTWHId83Rlo2R/1aWlsDCsXALEk40u/DsS/uwZOVu3Hnj5Rg92KEeV+zIBSRGHdADZH08v2k/IFH5E4kn3HMe+PfRgx1YVFMGj0/AvJnjMXqwI+6eFjZNXR9K6lfuxvyG7ahfuRvODl984zhH2eaQXyYebZtu4VjUTB+NpzbsDfLOOVNGqnVlFm+6J+9NBEEQoaAPAxlOT5ZZmc30uOX7l+GPr32K7XuPB8WTiDQ2k18w/rroF6L7WpXI+FCpHnsqWVgALLvnu2h1ebF8/iR8e1ZeSjB2mAM3Vg+HIErgeQta2zx44k/dZbd4bjkA6OLnKGXpN/k6PaBQ7vwosUp4DuqujgSRaHgOhvHIzHRo5pn2fCsYicHjCyfjZEsbcngL3F4/SvrlBfnJ+XZP0GDcUxv24vEFk3HsmwuGXmTk8540ncFBvmuO4r3N5zpQkMdjRV0VWs51gmEAlgVsVgsW/36XbvbIi28exnMb92PhnAlYvnaPqmFRMtaHKElU/kTMBHoRzzHwGiyXDfeca/+uxI9ctub9IG03nXDGzdPCpcnsQ0lDXZXh5+hY+t/Rtjnkl9ERbZ0Yten1cyvgsOtnz7c4O9G/MAePL5gMUZLQ8NMqNJ+Vvdnt9aO4Xx42vPEpWl3eoBjjVF8EQcSDVO7bEz2kpwF0zTowC+dMwMI5E9DXbgPLAg111RBEERzLyh2PCDYy4Fh5oCYwDgjHMlG1bIIgwpFnRUNdVdzjQyXy2umOzyfiNxu7l04/vnAy2jv9WNIV22XpvEqs2nxAp51NbzVh/qwJuPvmYK0ou4gF6sFq5bC6fmpU2iKIeOHzChhg53UeZ7My8PhECAwT5AlmnqnEn6yZPkZ9LooduXiktgKw6nc29PmNB7gZhjH0IjOf75PHh/DY1I1dRL4bGp9PxKrNB4I2ylg6rxLPvqSf/f78pv2YN3M8Nu84iktL+qhearMy8PokY30wjFr+cnxTicqfiAjDAZDaCmzc9pnhZhihnnPt3yVA7VsAem2v3XIwYk8LHNAJjIMVNk1RfCiJtf9t1OaE6vuQX0ZOLHVi1KY3rG9UP5KMHuzAnCkjUVjAo7CAx5pXD6LV5Q3axOiRuyqwcM4V8PoE8FYOT/60GhJA/koQRNygtWwZTE+XX5l1YHJ4C1asawTLAufOe1C/clfXUoRdOOvyRrQUgeNYLKopU6ehK7tBcVz0U9AFQQQjiLBIEhhBjGvjmMhrpyt+IGiprN8voaHri/qS2goM7J+v087owQ7MuHqEqVYsHGOoBwuHrrIXaECPSAo+rwBGEGCRJFgg4cx5j+nyKzPPtOdZMbV8iDr7Qvn9P7Z9Bj8Y3VJdq8V46Q7LwNCLzHye5eQZHNpnSpkRkOqQ7xqj9d45U0aqL42jBztQ0i/fUHtFfeXBvyUa7z1z3gOL1dhzWa67/IsdeVT+RMQYDoCsa8TU8iHq/2v7oOGec+XvoomvFhbwEXua0dLZ499eAMtzOv8NlaZolrr2pP+tbXMi6fuQX0ZGLHVi1qYPHFCAytIS/OSGy7F2y0E8/LtdWLJyN2ZcPUI3oKcc/8SfGuUZqpIE0esH/AL5K0EQcYUG9TKYUF8VI8GsA+Pq8MFhz4HbI0TcQFp5DhKndJ44MJBg4zksnDMBDXVVWDhnAmw8B0Gkxi3VMdIVy8hBrJUOzonmNp125kwZGRS/SasVRpDgsNt0enDYbWBSeEYRkX2EeymwhIilE7ixQfBAtzxAKIoSHl8wWY2hF24wzsznvb7uGRyr66eioa4qbgHlieRgtFHG6MEO/OSGy9F8rt1QezbeEvSCuWJdI7w+ERveOIx5M8ejoa4K82aOx4Y3DsPrI30QsRHqo4b2/yPtgyqY9UUHFOb2aOXJ43/cg2PfXND5r9xXDY6JCnQvdY3kQ0lP+99E/ImlTsy0BwB33TTOMC5p/8Jc9QN3Q12VPBvQnkN1TxBEQkmHj/ZEBHAcC6fL3bWhhTz9XkKoJa7hGxcLgEdqK3Q7kipxTGqmj4LT5YloKYKV53DG5dXFCFlSW4HdH5/E5cMGIIcHfH4J//X2EcyfNT5u5RFJXJdsJ5r4IsqxLIJ1JUpAzfRRagdn846juP/WMvX/Cwt4U60oOzXaeA6DS/rIOyCHWZLQk1iRBBGrfkK9FNg4Fh5JDIozqnimEkRbOd9soFtZUraktgLzZ48HJIR+FlgGlaUlmFo+RN0td/ve4+BYJqbdF+nZSh7asrewLFgO8PpEwzZdCbiu6Mhhz9F5rtLOWi2soWYlCXC63LpdcWNdnm2mGdJSdsGZhNFwdfh0/x+txszjxkkR6ynUyhPl3yvWNeLxBZPx6AvvGS7PFAQRAwptQeEYvO7gT9nKB57AsrCwLCDQqoNkYKbPUHo00t79t5bhT1s/wd03jzfxVilo+e2imjLwVg5en6B6YVRpJy8lCCIMNKiXAXTHidit64j0t/M9DqCbm2vBY/Mng2EBQZDwl78fhdPlxsUDCnD8W1dEDaRXQNCyM7POUzyCxQbGzagsLUHN9DFBg4rZPmslmvgi2mMd9pygQL8WC4OBAwrUOm464cQ7H32NpfMmwWphwDDGnSkLy8LZ4dWl4dF/rkRhjiXkgF5PYkUS2U1P9BPqpUDiGJw+3YHX/ucLzJs5HiX9cpFrs+APr32CphNObLL4wK0AACAASURBVN97XI0vNbV8CAaXFKjxzppOOAF0z2pRPLKhrkpenhMiTTzHBPmbHFidiXpTGXq2kodR2S+qKcOGNw7D6XIHtembdxztClEgD9q1ODvx4pvyzLuivjnok2+DKIpgTbyXZZm4BNg300x/O4+zLi9pKYswGgBRPA9AzN4kCCL6RxFnzohIBhxbnJ26j9U6H4b8gfr0eU+Q1w6w80FpsViZoA88i+eWw2Jl4KcxvaQQ6aYi2gE0gEFfO495M8erH82UDVrumTXBUFMAgmZHP7dxP37xk6vw8+d3qvft2zfCVVPULhMEEQHcsmXLliU7EYmks9MLKcoZz/n5NnR0eBOToAQgsgyWrflAbUDa3X7sa2rB96+6FPlWDlPKB+Om6mG4rmIw8q1cxI0AY2Xx7dkOPLl+Lza9dQR7P/0W/zxjHG6+ZjhYhsF/bT+CO28Yi0++OIN2t19taPKtHCRNoQsANr51RHftdrcfM64ZgesqBmPmtSMwrfzSqNIWTXnMvbFUNyNGKZ8p5YPBRCsODUY6yc+3xZ7wAMJpt6c6NdONUblojz173o2TLW24a8ZY3PGDy3FdxWBYLSxaXR58fOQ02t1+jB7swMxrR+DpF/di41tH0HKuHQtumYD9TS06reTmcPjl6vd1afjos+aQdRNNulOJVPeVRGs3VfLfE/1YWAblpQOxL0DH+VYOfglY8adGHDnRip0fn8TE0SXY/PejmFo+BDdMHopBxXYcP3UeU64ajOc27cemt4+i6fg5zJ89Hidb2nD2vBvFjlyMGzEAOz8+iXa3HzdVDwsbI0NAcH72d/l/tM9Duj1biqZ6w3cTrV+jsv/kizP4p+svx18/OB7Upn93/MXw+vzok2/D3k+/Rbvbj7Pn3Wg514Gxw/vjiT81YuNbR9Bs4L3331oGe541bP8gkjyb9z8Gq7uVan9PVS0p9LZPxVu7eXl80nxWkiTk2SwaTQ3BW3u+QkXpxbhh8lCMGzEAW3d+ge+MLo5KAxzH4ly7D8vWvI+Nbx3BB5+cwlVjL0KezaLra4bCyLsX1ZRh47YmnD3vBiAPyJQOl/1XQevDAtggTe/v0npgfvwSsOHNT/GjKaP0eR8VXd5ThWT3d+NBsD6DPU8ZQFu25gNsfOsI3v/kFK68vARbd36B9W8exs6PT6pt9fTvDsbYYf1170AP31mO/FwLXt4W/M4z69rL8MbuY6oXXjvxEoj+8O886dYuR0Oy+oWZ3N/Nz7fh5W1NUZ93+w/G9Np5t/9gjGH5pMp7QioTSrs0Uy8DCLUkjJGkiJdfBe8MFvy1qWF9I1bUVYFhgBlXj8DWnfKslMICHn3ybci1sRACvlhyJssQOIYBIwgoKrLj9GlX3LZzDyyPwFhWSl6MdizLJqLZyc3oWJ9fgrwgjIEgSljz6ifq8q/ApYV7DjUDAJbdMwkA0HyuHX3tPLw+450+Q9VNNOkmiEBi1Y/ij/Z8KxrqqiGKEli2e2msyDBBvrPnULOqfUA/S0C5r3YXR2WpLhD5MrV4Pg/0bCWPcPHIAtt0zsLifJsPvIXDw3eW46kN8oygmumjdO22or+l8ybhQrsHrg4ftu78AvfMGg8/ZP0ykhTx8uxI0y2I0Xs7kf5ol/z7RRGvvPslXnn3S90xd988LioNmMUybairBixs2BAFSrq0u8RaWBYevwCnq3tA7+E7y/Gfb+tfTrU+bK5pMSg/oigF+b+c9/EUzDyJhAtJYaS1J9fvxfL5k3Hsmwu6mXKiKMFqYXDfj7+Dor65ONHchtWvHMQDt080nR2t0OLshM8vpyVsmqldJggiAsgPMoBQS8I4MPADXS+gLMBIQR0gjmMhgIFbEPHNmTZs3HYETpcbj9072TQWDwMGW3d+ocZxOt/mxV/+fhTzZ41XGynlJZhhJCy5qwIr/qSfOm6zMvCARYuzA+DYuMWICCwPJfZQNHE01GtlcByLaOKLaON2FfXNgQTolpUsqa3AP988Fm/tOYH7fvwdlPTLC9LOnkPNuGvGOLi9flxSbAcDBqxJGngrC8EkBmIscVEIQiEW/Zgtf+lr58EC8IMFRGDpvEps3HYETSechr5jFlty6MA+eHzBZHWprrKsy2pl4Q7jPeb5YeEXxah8y+xaLMtAQnz9L5O9NRZCLQ+cVn4pbvn+SPk43gJBlOD3i7BaGLzwl4Poa+fx+ILJQFfra+S9t3x/JOpX7lZnKD3z4kfqsl57vlXXL1DqJpK2OZT+yKczj6ji8Ibx2sBr2awsPD4paImt2aDGmfPywMjWnV/g9uljUNj1odAsXcqAjhzHV0KuzYKGumqcOd+J821e/Pd7xzDj6hG6wZtH7qoAx7HwilIITQd7rVFMvcrSEnAsA7/I9Krnkdd2E6osrDyHTp+x1jiOwb8tmCy/SzEM/rj1E+w51IxiRy7+5fYrcfaCG2u3HOxazdIZFKJmUU0Zzp6Xr6v4uey1XNil5NTnJQgiEmj5rQHpNv3TbElYnzwr3H4R5y548O25Tvx5xxFcXGTHy9s+w2WD+yHPZgHLMnB2+LB0zfvY9PYRHD4mLwc7cqIVQwfacfjYObRrggAXO3Ix5apLsXbLQcy4egRWbf4HXtv5JZqOn0PdnCvUpbfaKewffXYaE8cUYcJlA/DD7w5F2egi9CngIUrAI6vew8vbmvDBJ6dQXjowquUUkZaH1+fHwjlXBC39DFwmHEjgNPzANCZ7OUJPdRpqKWFgufBWFsMvdeD5TfsxZmh/w+XMP/juUIwd3h997TYIItB46Nsg7VwxsggP/XYn9nxyCmOH98frO79EzfTRuuULy+dPQkenH0tNyj2adKcSqe4rmbwcQYuZfuw5FghgIABgOBYWllH1ZLb8pXT4APhESfWIw8fO4d5b5OW0DCT80/Vjdb5zY9Uw7DF4LoYP6ovNfz+K2pvG4XtXXoKxw/pj684vcPEAO/7vr98N6Y9G+amvrcD6Nw7hhb8cjMpbzZaorfrzAby++1jcPDqct0ZKJi2/NSv7z7924rrKwWhxdoBjGXR4/Fi25gNde914qBlvvncMo4c4cO6CB03Hg9vtm68ZgZuqh2P0EAde+msTmk44VR0Pu7gvnvl/H6K8dCAK8qxdSx0/iKhtNn+eOFw19iLy6QjuFy8Svfw22uc2VFut9D2VazWfa8fwSxy6JbZXjr0I9jwrJAAffHIqSNOlwwdg1eZ/4EdTRuG5Tftx2aV98fPnd4ZMlzYPL/2tCc3n2nHFqGI8v2k/Dn5xFu2dXvz8jitx89UjML1yCERJwqOr3sPGt46AYxHk6WZeywKo0ORdie2szV+8/DSedWZGsvu78cCoLKq+MwgWiwXgGLS2+dDi7DB877mm7BIsfGoHrrq8GE+/+CGOnGgFIPcFDnx+GrOvvQzlpRdhf1MLjhxvReX4i3TvPP375mLXxydxSXEBbqgahsf/uCdI56LZZh1p2ueNBFp+G39o+W1mE0q7jJTujhCGs2fbIEa5jbiyHDSd4DgWjJWD2+NXd3sNDFJ9/61l2LrzC9x8zQh4fQIGFRWAY1nUr9wV9AVICeC+cM6EoNkpL2/7DK0uL/7p+jHoXyh/LbLxnBzQveuLl8SxqF8pb9yxpLZC/YKlvceyeyah7ukdut8a6qrkZRvo2VfFeOx+q81DYBoZQTTUSVGRPap0hiKcduOh00i/4GrLoqGuCvUrdwcd89TPqvHw73Zh6bxK/PX9rzDj6hFBOzGu2nxA3RRAq7Oa6aMwqMgOjgUsFg4PPf8/puUeTbpTiVT3lURrN5Xyb+QPoYL6+xkG8xu2B11n5S+mYP0bh4J2nl0wZwJEAWht8yCHt8Dr8+N0qxuHj51B9XcuUZdKKr6sBN4uduTisXsn48S3LnUjBMUjA58B8/ywWP3qAd2yr1DnBmLlOXgFQBBF+Ls2R3p779dRXycU4bw1UhRN9Ybv9oZ+jXa/BRicPN2G5zZ2L9M2aq+VgP7rXv8UP7nhcp33Lqopw6CifHh9oqGOVz08BZt3HEXVFRdjUJEdJ0+71Bmnyj1C1U0m7X7b2z4Vb+3271+QsPTH8txqNcBbWYgCuma16X3q3+6dhN/+58cG166GBRJaO3x4IqA/q/jmM/dfjYee36nrm5ilyygPlaUlmD9rQtcMwW6dShwX1D+efe1w3FQ9Qp1NGMprjXw5sK2YP2t8j/00FPH22sDf4kUs72rRElgWowc71F1qFW912HOC/POB2yaiyJGL085OFBbYdO8tCqvrp+EPrx3E1PIhuKS4AK4OD7w+ERaOhavDh8PHznTpRjLx12owIXZFTkcvjYRk9Qszub9bVGTHjAe3RH3e1mdn9tp5W5+daVg+qfSekKqE0i4tv80QBEFEUb98nHa7AEGCF6xh7Kb7fvwd5Nqs6rTwp35WbRrHx+lyw+PzY/n8yWjr9KKtw4tCO49Wlzeo0VNegNX0aJZL2POsmHDZAMz+3khwLCCIwCvvHAUbEEyixdkJMICzvee7PAXGzfAJiDi2oFEetGnMpDgW4eKLqMdpysIviIZLAbxd29nl8BbsOdSMVpcXD95xJfrabXInhGNxaUlB0E6fTSecWL52D1bXTwUjSPAHxCZTjtWWe6TpJggjAvVj5JfaXQ/Nlr9YOCZo8PqB2yai0+1XZ/YpL6DKLrfXlF2CeTPHY3BJAU40t6kvpsp9nV3LeBbVlIG3dkdf0j4D2oE3rmvwh/EKahyrwDhOkfoWx7GGH4O+bm5D0wln3PwvG7w1FvS6FCAKgMixanttFh/WnmfF7GuHY0DfXDxwWxlYlsWDd1yJwnweJ5rbsOGNw3jwjomm4Q6+PduOG6qGY9Nbn6lLyrSDJmHjnJr4Mfl0ZhHLc6td8uo08JZWlzwrY0DfXJNri7CwDKxWFk8srMK5C26cb/PqPoTk2ayGO9lGGh94z6Fm3H2zCEtAbEmjGHqvvPslrp88DBZJgl8UYc/j8fuHpuj6tsp9tfqXGCmorbj/1jJEFFStB5DXdhNYFnOmjAzy1hZn9y7i9jwr+hXmoK3TiyVdg4FL51XqPLQ7NIKEO28oxSvvHIU9b7Duw/fowQ785IbL1QFiY38NjsuoSzt5KUEQYaB4rRmKWUM+oDAXT67vfnk93+ZVt2BXKHbkwu314/5by/DH1z7F0tXvoa3DC97KgQGDmumjdMsvlRdgv+YaSgy2JbUVKO6fhxurh2P52vex4KkdWL72fdxQNQw5Ng6/f2gKXnh4Cn7/0BTcM7MUkBh4fALmzRyP0YMdhtcOhONYSBwLP8NA4lhwHAtbrhUSx3X9xsGWaw1xBZPrdr0ABZYNFzgamcEoZQvI8cJGD3aAZRksqilTy0aZCaIEAVZiiV1aUgCrhcW/vvAe5j3xNn7x2524oWoYppVfqp6ndMK15Wq1sIblbmHJrojEIIZ48bHyHDiOlb1Mo/n7by0DwAR54a9f3geOZXUepmweM/va4SjI4zG4pAAcx2LtloPqgJ5yXVeHDy3OTjy3cT/8fkn3N45lYOU5nHF5Ub9yF+Y3bEf9yl044/LCynMAQvmW3iMVtP7pB4OXt30W9DFozpSRujQYnStxLKw8F+TFRpC3Ro4odsfIU7xVS7EjFwMH5OGaiZfikVW7seCpHXj0hd2wWli0e+QPZH3tPDiWBcPAUMcbtx3Bk+sbMbV8CADzejdqawHjNjjU72ZEezzRu0TrLVqMNiBQNDZnykh8e7bd/NoAlq35AG0dXvj8ouqbin59goB/uf1KbN5xVHcuy8r9P8UbzfIgx7qT88DyHMBxkCwsOJbFs4uuwZLaCowe7NClCQBybBxuqBoW1Le12ThIHAc+RzNMIwW3Fc9v2g9IkXme7K3dfVptnkJBXttNYFloP5JovbXphBMr1jXKbTnD4EKbFw57DgBg47Yjav93WvmluKFqGJateR/zG7ar9c/z+j5s4MZxxv4qa4rPsaj1DAsHjrfI/+Y4sDwXtg2P1DeVc4QuPUkWljyXINKcbPtQkzWYzSyxWlndb5t3HFV3LG1xdmL2tcNxY/VwCKIEUZTUmVUX9cuH2yfA6xdwcVGB4QuwKAJKN4PnGNRMH4OGdY1YOm8SGgx2k2qoq8byte+jxdmpxhsx+5Jl9lXRKID90/dXo6XVrd5TiXtS3DcHnk6fwVWMsUC/W6Uya9ACZMVXMqOyXVRThr4FPM5d8ODxhVVgGcDnF3GmtRMFXQOnjYdOYfHccuTwFixb835QvS+dNwkHPj+DRTVl2PDG4aByLcy34ZHaCt1Sm0U1ZXD7/Mi3chmx5IBIHTiOhcTIg9Y5vAWuDh827zgKp8sNC8fijMuLhnWNcNhzsHDOBFw8oACuDi/WvPoJ5s8eb+iF57pm22k9rKRfLooc8sCL4nn1tRU6n9Luftvi7ES7W/arytIS3H3zOIiiBC+YID9t6NoJUvmSH+hb9bUV6jKxwJnVgc+4MntGO3vQ0ccW9Jwa+UN9bQU2bvss6D6Bz2y2e2ukyNpk8NTPqnG+zYvGQ6d07bXijZ0ewbCN/bd7Jwe1rb/5l2vx2L2T4bzghqvDp5spatfMttfWe31tBWxWFmfOe4LqbEChzfD3/nY+5JJ2o7wabUYT7Sx9InFE6y3a5YIME7yBS4uzE4UFPERRwva9J7B4brluA676rg3VOjzyjLnTrW5s33tcnUWl7OQ898ZSWC0s+tp5AN0fGpXNYOprKzDAzsPXNZtZmwft8+Gw52D+LePg8Yhw9LHh27Pt6sZxSviamulj5I0NBMDnk9T0KvmRd0qdhKWr30d9bQWKCm3wuv0QJeMPR6IkIdzwnPIhJ7BPq+Qp2jrLVq/lOQaPL5gMp8uD821esCzU96TAdyFVQ//vI7X+Fa/c8MZhrKirAgB1Bh+gr3/dRhn9cnWaVWbt2/Osal3yHMBYLTh93qOrZ6Wf7HS5df8O1YaH800jr1X0fdv0MeS5BJGmhIyp9+c//zmii/zoRz+KW4LiTbbE1AP06TbfrdGGX/x2p65zUVlagntvmQCWAZwBHYfFc8uxc///4rrKoXC63Hhu4340/LQa9b8PjsOnxD6RY5F0x6544eEp+POOo0HLb380dRQWPCnH9zGLu6fEuTCL/2EUL+QPj1xnGCcwXMwKI0LFsUh2jJFE69QsFouyS2fgUpL6uRXo8PjQz54Dp8uD/n1zcK9B/KbV9VNRkGtBp1eOwcixLPJsLDq7Zu0VFdlx9nwHjn1zIWiQJR7xvJJFqvtKJscYCQXLc/j2bCf+v//4SNeRdthtyMuxBvml4iUcBwgC4PMLkAB0eHzwekW4vX7wVg6PrHovwMOq8fquLzCtYqjqgx8facZ3x10cMs4OGMDV3j048sLDU7DgKaOYPlPl5WMIjGPF4ZvT7WAYBD1LAAyfcSVGmy4dkHT+Z+YPwedGEgcwthhBmRZTT4vZi9fxU+dROW4gRFFSYx7+aMpIE01MA29ldRpeUlsBq4XBqs0HcF3FYHzvykshSRIYhoHb58d9z7wDQK67FXVV+PLkha7YXxMM21WlPQiMK/b0fVfj2DfnI/bweMX+6ikUUy80kcTvfPq+arQaDOi+3DXgrz22oa4aEiR83ezCX9//Kijm3MI5EyAIwJnznfD6BOTmWPD0hg+DPoTI2qqGIEro8Hhhs1rAQPbZtxu/wk3VI2CBBD/kmdksy4Lj5Nlqik77F+bi3AW3ri0IvL52p9LAWKvTyi/F7O+NhNXCwOeX1PsygmAYny/SfmlPzg2us555beBv8SLRMfWM/PSRuypgtbBqqAztpAbBIJ7sopoytHf6UVjAY0BhLgTROEbp6vppyM/l4PaIACPB1W48gHbPrAlgAFVTZvWstKmB/26oqwLHMVH3lUO13aHetxIBxdSLPxRTL7OJOabeli36Stq3bx8GDBiAgQMH4tSpUzh79izKyspSelAvWxEEEY48KxrqqnQNOQtJ96Vq+97j+D/TRuG8ywsbzxl+7V9RV4WN25rwo6mj8MBtEwEAv7jzqqCO1epXD6hfeTya5WzaJQrawcIcvnuat1msoMICPuRXRaNlxkZxUCKJWWFWjtkax8JsCbfT5cHU8iFBywka1jdi4ZwJWPj0DvWFMHC2aGVpCSwciwsdfpw606Z+Ba+vrUCJIwfuroE9r0/E8rV7DNNE04uJeOIXJPUlDoC69LXhp9Xw+gSdfkcPdmDOlJEQJQmCT1IHMxRP2773BA58fgYP3DYRowc70HTCicICHsvu+S6sVhbXTLw0yAc5DgADWC0cnC43gO4XiKdf/BA100dh1eYDajoEEUHPlbp8p+sFTx/HyoPfbNwX9JIqdHVCzXxXua4c90kC4xd1/mfmD4Gzvcye2Wz21kgQwBguV3x8wWR1dohSPxK6NaFotLCAB8PIg80Oe456nc07juKe2ePw2IJJ6HQL6sxRZcbIHT8YjbcaT+D+W8vUwWQAuPtm43ZVaQ+0gzUOew5aXR5Vt4G6M9QDxf5KC/5/9s48MIry/v+vmdkrxyZZEhKCEC45A2gCSYQEQa5WQVFpK6gVqICCVb72UK6voHKo7ffXalu0iFXUFqz1QMUD0aoICihY7oCAQAFJSELItdndmfn9MZnJzu5sDgkIuO+/kt2dZ47n83yez3yez/N+B4/bSPydAVm15Ch9cOpADh47bbIJBBW7Cm1T4tm484Spve4ZnrDk4L3js/n1LdkkxDk5earGVGkqKwoup0SVV2DeUrOftdsFSsvNbc39RR42STDsdN7kPJOv1cecnkiRFQV/kEKpJIrGuNO3Ylr5d0UGBDWsEky//0af+RnGtFFfa739e+Gzm3jkrgIeqUssl1f5TL71vtv6Mzi7HTZJJCArJMY766vvIsS4qZ4YXE6JojJtt1CouJFuUw9OHYggguCXqaOjjtjP+pwa+jcCnKrwNcvPaueJPHdHfW4UUVy4aHDcvvDCC8bfDz/8MMOGDWPixInGZ8uXL+fIkSNn7eKiaBr0VbiismqQRGMVLnQix4IE/f7bcgjICo/9fRMPTR0QYXsAjCrozAN/3VA/2f28PwvuzKeswkxafPDYaU3BNijYkRUstygsvqvAOI/OZxE6OaYkxhjVf5b3brHNODjQCm4r+KU3inCEr+Zab+Eur/RFTMK2SY5j8fR8Kqr9bNxx3LS9UN/mMvMv4Vusg7cPQuTt45IoaLYcRRQhaE41QvBvUawTW7KsAgLzJuexcs1egDCBoOCtqvrW8rWbj/CHFVuMYD6tVSzllbVUVvsj0hCAwJvr9jN5TB/apcZzorSKf39xhLFDu5KeHGe6vtc+2me5TU3fEhZ8f36seaymje1rcCpZjbP4GIcxjt9ct5+p1/exeMbWfjaYrD46ZusRKm4SXPETCkkS8crWL3gV1f6w7Yc/G9GNmRNyeOn9wrAK6hnjsvjFdb24/8/rjYSfTRKxSxIPPGemR9D9cIf0RN5ct9/g2NPnz0jzgZ4E1jFuZLeG7c7CHqI+/8JDpD6LxFHq8weYN3mAUamsVbJ1RpYV7JIU1paVHf1hxRYWTy+wrBB02EV8fiWin3U5JOZNHsBrH2kVWAv+tpFpY/vicbuYPKYP6SnW1DL6NnRJFLBLojGOXXbRiHFuGNLVSOiFnlcAUDF8fPDY1X1rw885GtOeKSIlsvwBBZckICPw0vuFRv8oqkogoBqKzPUV/NoCSVFZDas/PRBGoTFrYi7+QL0NRoqVff4ATrujWXNq6N+o1gs/86cMALSKPKs4KNK41d/Doj43iiguTDSZEfONN97g5z//uemzW2+9NayaL4pzC72kfNaS9dy+4H1mLVlPWbXfkuzUaqXq06/+S0piDA9NHYDdpgVVwUj1xCAJ4RxOj73wBYIIf3tjJwATR/fSeBzcLhQFvP6AQSYrR3g5ketUVAE+2HxI473z1BN4axV6kRN6UM8XEnycZCOsrVkTc02VgVGYEWxHGvn+erz+AHMs+uSDzYciErYLCOzYf5KMNDc5vdqQEOvgd/cM4pm5w5l6fd8wO9LJgvVVZx1W/apXbEYRRSis7DeSH3S4bPjRuCD9AZXTVbWWtny0uIKpi9fy5CvbuG1UT269ukeDZNdFZTXop9Or3WZOyOFEaTULn92EGIFTSlZUnHaNg3TZqu2UV9aycs1ehvRrz7JV2zl8otJ0fWs3H2Hd1v9qL7azhrN4eoGJWyn4WRTXvXyEnrNtSjw2NI4hK1/5/Ns7mbVkPctWbWf8yB7YLJ7x0te3WR77weZDxv/RMauhMXGTUASAYycrLe0y1mVn2artRv9cO6gLdpvEuq3/Zer1fQ0bHZ7TnnmTB5Cc4CIlMZYpYzL5+TU9WbZqO//z/z6OPC8rmhDBdVd24ZUP9xn96JCsRTY+2HwIj9tp+jxSckS3OytEff6Fh4h9JlqLXcU4bSZRiSuz2+OsU/i2S+FxWyQ7UlSVcSN7kOrRxAqW3DeUBXcORFZAkgTr5I2smMQshue0p6ishvhYhzEuZFm1vG6P28mCOwfiChnHv3n8E+JibCy+qwC7zfq8ekW0DRhf5+NDfWtjcFg8G30hJ4qmIZJgyLGTlZoQnwjXDupi9I/PL1tW8OvzPWhKyIluB4t/WcAzc0aw4M6BxLpsSGLj4kZxMVrisFZRWfr69ohz6oxxWYYfDv579sRclAiVfRXVvgbjIKtxq/vyqM+NIooLF00euykpKXz44YeMGDHC+Ozf//43rVq1OisXFkXTYJWoW/TcJo0TAXNlhQimbTjDc9ozKKudweFgRdw+c0IOKtYrXKhw26iepnL0GeOysNtF5jy13lj9bGiVMXjV9qu9J+o4UZQm835YbTMWAiqpSa6gtkRcDrFZIhk/NFjZ0fynP+exuwuMZ2sTRWx2gfEje7BizR7LrSRf7vmW/r3a8MDSDSYbcjok7DYpYsm/1fZBq+3jVaPVMgAAIABJREFUUfLeKKzQmB/UYXdIYUTUD0zO4ze39uP3L5o59Z5fXS9Y8fjKrSyYlh+xigM0n6abZ6onhlYJLl56v5BhORlGxXKkSqRav8InW44wb/IAnA7RpDBuReDdr2cblr6+janX90GQ67fvhD6LSBXQdklElmUCiKxcs8dUPfLJliNMvb4vt19n9sOqJJqesV4lE+yzHZLA1Ov7cPt1vaNjNgg+mQbFTUIhKyor1+wN6/fZE3N57q0dYYnlxdML+PGATsb2LautgLMm5vLJliPGsYIQqTJO5JG7CpBEgftu6w+qthXL75NJdjtM9B06sfo7Gw6abKi03Nug3Vkh6vMvPETqM1AtxRmeeWNHxDHgk9UwXxTJjkRB4JMtR7h/Qn9EQTQEuXQ7v2FwZ177+IDpGFmupxsIFuyKc9n53QtfGNVTVnFNRZWPxcs3M7tOCCj4HuY+uUHjWI0Y5wogn5l9+30yKW6HKaZtqNI3inBYCYboO0V+fUs2UoiSvcthixiv6kj1xHC6shYlaDdSqA1azd8zJ+Tw9OvbDeoOveI/dE61SSKSKPDrW7KxiSKihHatdbYTwDqmKK/0GddrFQcF26KigCgKIKhMvb5P1OdGEcUFjCYn9ebOncs999zDM888Q5s2bTh+/Dhff/01jz/++Nm8vigaQUM8NE5JpMovc6K0GpfDhtcXYOqNvVn66g4KD5eFbRcInlACskJAVg1Bi0iBlZ7Q08+rc1Hp5emLntvEnIn9LUvUy6u8OO31E+TBY6fJ6dVGI3tvBu+HFV+IXBP8mUxtTTT4aQiR7MjnV7Cpmi2VVWtbtz1uF+NGdiM9JZZ5kwdoAgF+GUVR6d+rDceKK01bFB5ZvpmHpg6MWPLv9QWYNTGXGKeIt7q+n2RZC2oQBW21WxSwSWI04IgiDE3l47JKrjy0bCML7sxn0fR8BAFQBUorvIwd2tVQqSsqq0GKkASJddqNQH3DtqPMm5xH25R4vi2p4siJSiOx1tC2WVUUuSa/M7puVdvW8caiiDvWTkBWmDEui+QEF4dPVBp0B7df1ztsEpcV1TjWk+DkwakDee6tHSZ1SnvdVl1ZUcN4rACuHtgpzA9bPeONO09w+3WK8Vu/zA+eu8kKzeXEkkSBsgovL7y927ABry+AJ8HJ6ILOTBiViSgKlJTX8Pzq3SiqyuFvy+l8iYdUT4zlVkBdiV5Pdnz05RHLedluF/D7FZBVUlvFUVxcYfSj3yfjlERSEl143E5t66CgVawEJ1G6Z3gskzoSDdtElPvrwkOkPgtNYCFgyb+njwFZUTlV4TN9/+EXhy0TMUtf38b1gy+lVYKLb46d5t7x2YZIwOLnNrFoej7rtx03JVFe+2if6bySJDB3Uh5Ou2iMk0jqusNyOhjx7N0/u9x0H/o9xARtxQ317wZnWtCzkhC0BXdBaFKCz++TTTGtPzo4mgVZVkhyO5g2tq8hKqELoEiiEKZOXFHtJy8zLUy4xesLAHVVqZNyiXXamPvUBstkdd+urXE5bIgiLJyWT01tAEkUef7tnYYN6QszOm+jaU4NyMjU97kim8eZTRIjJip1WMVB+vMQQFNeDrKlqFlFcS7g88sRBR8aEoLw1gaoOF0T8fsfOpqc1MvPz+f999/nk08+oaioiCFDhjB48GA8Hk+jxz766KO89957HD16lDfffJNu3boBcPDgQWbOnMmpU6dISkri0UcfpWPHjo1+d7HhTJSpIiVKHHYRFYGy0moTiWowv05wibiOjTtPMOlaxURAPCIvwyzPXtcOkbaTySqP/rKA8kofr3y4j399uJ97b85i/pQBiAIoKjhdIhWVflMlwexJubicNry1AWx1ymS1fgVR1CYvCdW0MhnKUSQIKqpKdKXpO0ASBcsARufWCK7+KSqr4cFlGw1SaY/bxc+v6WniHtEDCz0hIopQ6w9Yvugluh3E2EQCqqbydvxkJZIkEecU+bbMy4o1exiW04HEeAcetxOHQ0KW1TPq55ZQg4vi+0UoF01eZloYx1IoN0yk5IqiqjgkMYyUfeaEXGpq/bzxyf6IROcup8iDUwcQUBT69WzDI8vNL3VJbodh9wDzpwzAJglIkojLLqKqKidDqgcX35VvWQVdctrLouc20T3Dw7zJeYDGm+NySHh9CrKi4LBLYcfOnJDD5DF9OHjsNCvW7GH8yB644+xIqtCk5wbWc82UMZlIokigzgc77QI+b6DF+vhiQXM5sWzAnIm5LHxuk6F0OH/KFZyqqA3jeLr7psuw2wRae+KoqPFxz01ZlnO7nsjQ8cXuIgZe1tY0L6uoLPzbZq4b1IkeHZM1X2yTiHOInK4J4LRLdcqQ9dVCvroti8HnK6vwkuR2RKvufgCINJfqSYOYujhNVcPtRB8DgQh+S4szVeZNHkBljc/E3wzadlZLkQBZO0aSNA68tz7db6iY1p9XQLIJOB0SU8Zk8vSqnbzy4T5L3lQ9SVJUVkNKUowhghR8DzV+hdZJLhbfVWCMjxinSE2tHJa4s1RirYuFfP7wnSqhz9ghCfhkNTq2mglB1ha8Qp+7JGnVlMH2uWnncW4a0T1sEa5VgpOnZg7DYROx2US8tYGICzbBtnnfz/vz9Os7mDi6l2VyOyMtntkTc9l98KQxJvTqPJ9fE4Dx+9WwSk1z8lxTo9ZtE6K8pFGcn3DYpe+stBvVxo0Maf78+fOb+uOYmBgSExNJSkpiyJAhxMTENH4Q4HK5mDhxIu+//z6jR48mOTkZgBkzZnDTTTexYMECHA4HS5Ys4YYbbmj0u+agpsaH2kxfFhfnpLra1/gPWwD65D7/6c9Z+f5ePt9xnJzMdGKdNqNqoyHYRIGczHS2FBZR5Q0YwX91TQBBEFgcJFBR5Q2wY/9JRhd0Zkh2O+Jcdj7fcZyqoJewVE8MV2a147EXNnPHjX0YdHlbUpJiccc6yOremmH9M8jq3ppWiS7KK31s21ccdnz3Dh7mPvUZhYdKmXpDH/Iy27Dgb5v45wf7eGv9QVavP0hW19a8/tHX/GRoN64Z2JHeXVJ445P9ZHVLZcqitXy24zi9Oifz1CvbWL3+IL06JyNIIrFOG4qsGhxF85/+jJOnauiW4UFFez9SBLCLYpOe35nAyk7i4pwt1n5jttuSduqwi3Ru7+GJl7byxroDFB4qZdrYy3C7tOctA1sLi7njhr5cM7AjeZnpfL79OJOu7U3X9on85eX/hNnZrVf3ZN1XRw2bUlWBmlo/l3drzY+v0Pr8+bd38+a6AwzKbkdZXX/q4+DyHmkcK6qgb9dUnnzlP6z65AAbd35Ldo80nn97F5dmtCLWacNmF5ERkQFBknDYRZQGApgzHXPfFefSr3wXnG3bbcn7t+rDaWMv41SFl6PFVUbCOM4umfpUkCRLnzciLwNUgXlPf2ay462FRWR3T6V/rza4HDb+8d4ek89697ODJLljmPmXT8nqlmravlPlDXCqwktm5xS8fpmReR24vFtrSsq9PPnKNt769ADZPdKw2SRj+5h+3BWZ6aYqaH1MDejdlv8WVXLbqJ78+eX/sPL9vaS1iiEpwcWxk5X4Axrh/EvvF7L38Cnj2FinRLcOHtyxdvpemsq/vziMJEn87sUvmvTcIHyumTImk16dU0xjNrtnGxLiHciBc/OCqdvUufC7Z2K/DrtIv15t2Bo0T8+amIvbJVn6KlEUkIGenVrx4ys6anNugov5T38eZhO9OiXjsNlY8LeNdO/Qinc/O0j/nm3YGMHOdfv/5U8v4/cvfmnMy0nxDrq0S2JAn3RSPXF8vuMYDy7byOfbNV8MKsWnNMVIvb/79WpDQqydfj3bUFbhZcKoTEYXdGJUficckoASUBABQVXP+nzcUjjXfrqlbTc21nHexK/BcdqWPcXccWMfduw/SZU3QF5mGr+5pR/VXj9Hi6sQBPi/v38ZZt+Xd0vFH1CY+Zf1rPvqKCXlmkL4hFGZPP5SuI+cdG0vTX25spai0hqKSqvofWlr09ibOSGH1z/6mn+u3cuVWe1IdLvISItnzabDVNX4+NX4fowq6ETPjq34x7uFpgTe5V1TGdKvHQWXtaXgsraMKujEu58d5I1PDtKxbQIffXmEjulJWjyqqKz+9AC/e3GL6dkEIGwsbyks4tL2SfzmiXWm34qiYHrGJ0qr6Nzec17EL+cy3m0JqKpKrNPG0JwMRhd0YmRuB1RU5jy5gSuzLqHvpa0N+/z5NT3544qtYfFAZqcUHA6RY8WVxDptCIJAUWkVR4urjPPoMe8/P9hnHPvV3mJmTsghOdHFyLwOXFvQiasHdsLnD1BZ46dLOw/LVm3n1qt7sXz1Tp56dbvxHvTFrhMkuV08uOxzk+91x9oJBBQEVaNX0uP48HnG1mBM/H3i+4qLL6R4t7mIi3OyYk1hs4+7+Uc9ztlxZ3Ku8/k96lygIdttcqXesWPH+NWvfsWePXsQBIGtW7fy7rvvsm7dOhYuXNjgsf379w/7rKSkhF27dvHss88CMHr0aB5++GFKS0tRVTXidxcbh19TuaAiIZgbAUEAVUVAYP7TnzJ/irWarT+gUFLuZc83JZYceq99tA+P20Wcy25aNZ09MZf4WDsCAivW7OHIicqwypVQLqonXtrKgjvDuaiS4p1hKn333KRV/+nHPr6yviT98ZWacp4rLaGOf0XbRtf30hSuye9k4lSZOSEHV5ILoiuXTYZPViNwPml26LCLlqvoyUlO4mOs1b10rryZE3J49d/7+NGAjigKPLhsY9j5FYUwrhp9C4PO+ah//ujzmw27+P2MQWFVTrMm5pqEA0JxpmMuiu8fVn2o20soF1wwdMLxUHtx2UWqa2VLO3Y5bCx+bhOP3V3A+JE9wtTD/7lWC0xCVe66Z3i4dlAXM9/ThFxSW8Vw26ieiILAqQovCXHh40eIUAWd5HZy783ZhhI5wIC+bTl+siqsYkVX5dW5U2cvWW/ykfq2s6Y8N7DihBLDxmZDPHE/ZDSXEyv0pR/g0V8WRLRPvTJPrzR6e/2BsK3eMyfk8O8vjjB5TJ+6qud6ft1bftSd/r3aMOfJ9aZxccuPuvP39wqNfn1o5UbL/k52O8LGxuyJuXhi7dEKoosYjc2lwXQHRWXaVvFpY/uS0SaBiiqfsW1Rr4oOtkm9PZskWnKDJsY7LMdD25R4agMBY6fI2KFd+WTLERZPL8AfkJEVDPVb0BI9uh3n9ErnaHEFf1ixBYA7buxLWYWWREz1xHDv+GzsdjOH329u7cfVAzszIk/BFwgwKKu9aQfKzAk5VFT7Wbv5iPFsItFFuBy2sOdIyDMeltMhLFaLxi9NR/AWaBWV5at3MXlMH2ySaFInTox3WvZRiieG4jLzDqhZE3MBDIqLWRNzefXf+8KORVApKa81VfPPnJDDdYO78Jd//sfwqZPH9GHjzhPGe9DCafmGb9bbspprrXgpV67Zo3HvnsVnGkUUUZwfaHJS74EHHmDIkCH84x//IC9P2/aTn5/Po48++p1OfPz4cdLS0pAkTb5JkiRSU1M5fvw4qqpG/K65Sb3k5PjvdH0N7eluSRSVVZu4k3ReEAShWdegKCrlVbX4/QoqmiBGSXmN5XaHkvIaWie5iHXZ+GTLERZNzycgq8h1HHprNx9h3uQ8y2Bt2ti+tEt1GwHRC2/v5u6fXU5aq1hEUeB3L3xpKv3Wt16GXofTYTNVEeoJwMV3FZiO1Ulp9YBHVlXSW7s5frKKorIaS+6gR5ZvZvFdBaSegz48m3bSFNttqfMXlVUbz7B7hoexQ7tqz14QSE6O51RlrSV/4t0/u5yaWtnSzlp7YjQOp4/2se3rk+RmpmO3WW8XP1pcwbWDuhiJCP0ckbZL6gkUf8A6GfnIXQURn03wvQa32dwx911wrvzK941IttuS9mrtNyE9peFxEx/n4pG7CggoKjZRwON2YbOJKFiTsifEObl3fDayAklup+mc72w4yLWDunDw2OmwF8+xQ7uGqeUuXq75UIdd4rm3dlFW4WX2xNywLbCqak2AXVKuveQGf64oatjYDOboieQjF07LN/4PfW7GfBJQsNtEEuOcGpl2EI6frLQcR7Ki+ehzhZYeUw353XMZFxSV1Ri+2JPgJCneGZGTVFa07woPl/HC27sZO7QrLqdUl0TUtmxV1/rp3SWFimo/f3tjJ/fd1t9ob0i/9pYvjQun5fP39wob9MWyqqKKkmW88PsZV9K6Vdw5eWYtiQvVT+u2e77Er3qcpqPwcBkPLtvIsjnDw+zlkTrfGLzol+qJMdoMXUDWFZdDx0ONL8D//L+PjcWNOJeNRR8f4Jr8zjyw9DPT7/My05BEkXvHZ6MCkmRedKyp9Zs42BRV5bHnvzBd9+9f/NK47iX3DTVVXeu+dt7kAazdfMSIM1xOyfLaK6rrxdz03xp/1yF08Sj4txdy/PJd39XOBCXlNfx0eDcqqnycqqxl0ujePFvHPztvcp71dnELLnHdV04anYmiQlysjW1fnzSdK9UTg12SmL/88zD7eHDqAFPcGyzGUVRWg6pG4AxWzXNtUVm1JUfu1Bv6ntc+7Xy+tqbgbMe7UZgRfa6R0eSk3vbt21m6dCmiKCLUTTRut5uKivN7d3NJSSWK0ryy49at3RQXN+++vitHl+Sw5hGRRCgurmiwXf07BKis9rPw2frVn/t+3p93P/uGe8dn84cVW4zP7x2fzXNv7eJXt2QbSbX+vdogiaIh357qiSE9OS7iKqjdLvKX3w4BRGRVIRBQmfvUBiaP6WOsaupI9cRgk0R+dXM/U/uSJFgGg8F9FRzk6C8vkiBQWlqFJAo8+ssCbDbBerKTVYpKq8+qUpiVnbSks2nMdkPPf0Y8cZJYFyi7wjhl5k+5AkkULZ9zWnIcDls4Wa+Vuteb6/bz0+HdwmxS56wpq/AaiYjuGR7GjeyGJIksuW8oVV4/ZadreeXDfZRVeI0Eiixbv2gGZCXyGJas+a1Q1WaP++bgu/iVc4mzbbstef+N+U0wjwdtSzZ13G8CLoeE6lMIyAqlp724HCKgWlYu66TWOu/nB5sPmYLmTm0TWDy9AASz4mOkShKXw8YfVmwxbH3Rc5tYcOdA2qbEMTy3I5IIdrvE/RP68+jyL0z31zoploCsMG9yHivX7KXwcBlKhKqPxHiH9hwi8KvJdf2Tl5kGqpak0/maSkK4BWfXcQMKsho0/1i/mEqi0Ojc1VLQbepc+N2WjAskSUSVBAKyik0SkHVuWEnEbtPEgJ57YISJ4zEvMy3Mz84Yl4XTIfHaR/VJj8LDZSxbtZ3f3NqPCtVHWqs4jhZXh3Es2kSB/52chySIEV8aVVWzaY1fNQIvoCDgrQ1Yzue1PpnismoC8oWj2Hmu/XRL225ycnyLX3+wHQfzfFnx4P1vHden5k9EayXaCD6rbUq8YWO631mxZg+Fh8sor/DWV7pKIm+t28+sCTmcqqw1hOAS4h0EZMXgvHvipa3MmzyAGwZ3xm4zC1nkZaYxbmQPo9pYP1/wAsvzq3dz26ieRrzSULUsaNvmrb6XxPp7R1VR/bLlWNZ3uQT/Vv9bb9eqajHUh59NXxv6WUvhu7yrNQSTzUoioijg88smPyQ6bAQCqqnqbvbEXMb/qAdVNX7LWPVUZa1lH588VcMfVmxh1sRc4rHxm1v78fsX69957rutP4KASdRF55zW36khPLmb6omJrFQuhM+1wbGB/ruzHdueCb6vuPhCinebi4s96XW+2vK5QkP92+SkXnJyMocOHaJTp07GZ19//TXp6enf6aLS09M5ceIEsiwjSRKyLFNUVER6ejqqqkb87nyEFeltU7eeKDKWFVCPTC9osF3A+G7uL/KMhJ7exmMvfMHsSbk8+a9tTBvbl7Yp8YiiwLJV22mfFm/8DiDWqVXA6SuSXl8AIYIAR5XXz//+dQMzJ+Tw0vu7GZbTgWWrtlNUVmO5mjpjXBaiBO44u6l9ZwRSZJtNMM6lBzn630luJ067wMny+hedJfcNtbxOUcQUrDW2JfNCx5nYIGiOYPbEXMoqvGHVRSdKqwHryiFZVrnvyXXMmpDDwmn5lJ72Ul7p4+31BxmW04Ebr+pKqwQXXl+A26/rzTNv7OBUhY9pY/vSJjnOJMgC2paa7hkebhvVkzc+2R+2RVt/iX157V5NTTFCgk6SRAhY97V+r6HPykZU+etCQUN+E8zjweN2hfmaWRNzWblmj2m7jCBoW8Dv/tnlpCTFoKqwfLVZpW7Rs1oC7uCx0xSV1XDD4M706pxi+Jq8zDQW3DmQKm+AGIctYjVG8Gp8UVkNdrvIldnmbVv3js/W/KcgUFHt5/nVu/nFdZnc/+dPTf5RthAq0CtZnrx/KDab9RhRVdXyxXbBnQMjVml73C7DpzjtguVWZqddQObM/NHFgEg+OdntoMIboKy0li92fcugrHZh22S/3H2CQZe3M/WDbocP3zEQQRBQUbU5vW7xpKLax0NTB1JR46Oy2kd8jB2nQ6Ky2h82Vh5ZvpnH7i7A71d5ePlnLJyWb2kjgqDFDLMm5oKgWqo3O+0CAcWankEQYOZffjjz8MUIKzvWfc+EUb1MttX30hT8foVZy8x9DppCsm7fpypqI1Qie1lw50BKyr14fQEcdpFpY/ty108FSsprDT/1fzOuZNfBMgZltTMlZO4dn83rH3/N2KFdjetVVJUrs9tz35/WMSI3g0XT81Ei0AfoCyy6fy+r8NLaE8PDdw7kVEUtiXHW1YF6ItEmWcfNsoI5zgihMrBJIjW+gGmrr6acK6DI5sWiDzYfalJy8ofka0PRkM2WVXgNP+RTVKPYAOptIHhx+cGpAzhdVS/SMnZo1wZ3pqzd9A2jr+xCrMtmvPMkJ8VQWu41UWAEL2bbJIHuGR7j2lau2WO0O2NcFh99ecTS9zokUCzm2uB7jca2UUTxw0GThTKcTicPPfQQsbGxfPzxx1xyySUsXLiQKVOm0L179yadbPny5YZQRmxsLOvWrcNms9GjRw/efPNNiouLueWWWxr8rrk4F0IZiihYkt4OzclAaOTkAWDl+3tNn1V5A4wq6ARC5HYV6jl3bhhyqWUbNw7pSvcOHtJT4nCKApIAWT3S6NOlNf6AwuZd31LlDXDdoC4senYTb2/4hg82H+HjLUcpLqtm+tjLTAIcMyfk8tdXt3P4RAVbC4v4ydBuuGPtvLFOW4UtKfdytKiSW6/uya1X96DLJUmsXFPIJa3j+f2LX5rav3pAR0sRj+E5GYzK1whsk+Kd5GamMzw3g6R4JzE2EV9ANT2TWl+ASddmhhHDrt14iC/3FBttby0s4qr+jfdHc/B9EwcHn/9MbBDqCYRjYx1htvTjKzry4jt7mHpDPcm1Hji++M4u9h4+Rb8eaTjsIt5amSdf+Q/b95dQeKiUnF5teOqVbbzwzh6G9m9PWnI8A/qk0yY5jr+9sYMX3tljEF+nemK4blAXBl7WlkXPbuInQ7vx5CvhAhyjCzrTr0cqcXYJyS6R3SM1jATbHetAiUDWH0qWPCI3gzi7dNYD4KhQRsvdf0N+U8Q8Hu64oW+YHen+a91XR43/f3RFB556dTv//vK/fH3kFFf0Tmfp6zvCzjGkX3tG53dmdEEnenRINm23Olpcxcad3zJqYCfKq2oZnN3OZJv33JTFyjWFSKJA7y4phpDMVf3a8+Ay8/jd/vVJ+nRpzfynP2fdV0eRRIHMztox7VLd9OzUih9d0RGXU6JX52TT2JwxLotqb4BHlm/m6oGdLMdIottBVre0MJGOgssvYdUnB8Lu+8dXdOR3L35h+BQ5oJAQ72BIP30cdSAh1obPGzhjf9RUnM9CGZGewVX9Mzh2spI/v/wffnFtHxY+uzHMNm+/rjenKmvD+uFocRX5fdtSVuHlsRe+YOueYkYVdGb8yO6kp8SxbNUOVqwp5OMtR9m86wTDczsgCoLlWLm2oIuRRE6ItXPTiO5h8+iGbcf4fMe3bC0sYnhOB55/e5dJKObNdfu5vFsqqIJpYVH31X26tDbig7M1D7c0okIZZljZsS6E5XRIRv8C/PqW/pb2PH3s5VwzsCND+rXHL8u0SnCRFyLwds9NWTz/9m4G9m1LTW2AmlqZ1z76muzuqSgKJj/Vv2cal3VNCRMy2P71SSMu/WDzEVI9MVw9oKNx7Pb9Jbyx7gBtkmNJT4m3HBdD+rWnZ8dkw8YDdRQfqz45wIC+6VzROz3M1wqCwKXtPWzYdpRbftwzbBwlxNkZ2r+9Kc5QVdUQOFAFgb+9uTN8bHVPRZUVU7yS0zMNt8vGVf3b1/3fJsyHn01fG/pZS6ElhTIastl3Pz9k+CFZUS1tYHRBJ9ZuOkxJuZdR+Z249w8fGyItRaXVYbHwPTdl8eQr23j+nd3sOVTGmEFdeOCvnxnvPLm90iyFryZd24vhuRms3XSIiddmMjwnA7fLxuXdUw0hj8R4B+3T3CTEO7gqaK51uyT8PjnivT4wOY/hOecmtj0TRIUyWh5RoYyLGy0ilPGTn/yEpKQkXnrpJdLT03n99deZMWMGw4cPb/TYBQsWsGbNGk6ePMmkSZNISkpi9erVzJ8/n5kzZ7JkyRISEhJM/HwNfXe+IdJWAllRG33AUoSKOEkUGmxX/xuw5KzTq9X+sGKLthpY59QFICAI1PoCRlVdda0/7Dwbd57glqt7GttpvL4A8TF22qfFG3xrngQXxWXVpnPrW38eukOr9gBwOWxh7Z+u9lnfm6xiU1WQZWS5zkBlUGQFBZAF8/YGndtv0fR8AgEFWYHYGMm03aP+uSlNN/gLDGdig0YbddvCQm3JW7eC/MLbu832EGs3qkde+XAf/zM+mxXr9oStbBYeLiPVE0PxKa9hE0/8ZojBRRa8uixJ4A+oRiWTtY0o2FRNkTegqLy9/iDzJg9AEjFIsH82vFuD9x1Mlkydum8UFw4a8pvqHLI+AAAgAElEQVTIqmk8RLKjUN4aMajNwsNl/LeoMmI1iTvWjk1VCUTiGVMUfvvEOrpnePifcdkkJ2rqtPrKfHAV8j03ZUUcv/oW2uCV/e4ZHmOLvMft4n/q2gre+vj86t1MHN2LorIavLWBiGNEP08wyit9DVYYBvsUnzcQNI5k9AKslvBHFzoiPwPFmBMjbY1WVbXBfnjlw31G9c6i5zbx6C8LwgSIdF8ZqZo5mCPv7+9pwfXCaflaskEQ+OjLI8bn+nVb8TXdfl1vwPpehRB29ot9Hr4YEcmOdV8TbFuR7NkfkLnz0Q8BzfYWT88n0e0w8dXpvlGn7rTbBG65uicIArKsMHlMH2PLohZvZEX0mfrYmV1XYRr6u6dX7SSvd3pE/67HKQCLp9cLvYmCwHNv7Qrztb+4LhN3rJ3XPj5ARbXf5GvjYiQUn4xA5GopWVEjji29si84XvHLGP9HnoN+OL42FA3ZrP63Ts0Tqcpd/zw01ig8XMab6/azaHo+Pr/CidIq026TVE9MWJ+E8uDq19C2dTwvr93L2s1HuHpgJ2yquW+RZZS696BAyFzrb2SuVRTViJOjiCKKHwaa5fOHDx/epCReKObOncvcuXPDPu/SpQsvv/yy5TENfXe+obEXzIbQ0FZAGmqX+kSeTRKZMS7LvL1sQi42SWT+lCu0tkzcPiK+gMyXu79l3uQBOB3WE1vJKa0UXX+hfGfDAa7J72QqAb/vtv5hvBMzxmVRUm5OCoW2X1lt/cIiijRYJ271rHURBj0Qe+r+YRGemwjyxTnFnYkNBiPUHvMy02iX5mbWhFwWL99k2MOMcVmcKK1P6GqB9l5uGtGd597ayfWDLzW2ZQcnJEDjf4lx2Kh1yDw0dSA2m8CRExU8+co2yiq07Tf6y6vVPdmC+lESRbZ9fdJI7uq/GT+yx0Xb11E0voU6eDxE4iBKiHOyeHo+FdV+Pth8CFEUTPQBoduc9Ao3DQKqJCBF4LrROXKS3A5SklzYJIGMtAR+cV0mvrpoXBtD2gvBPTdlWbbTKsHFo78swON28s6GgxQeLmP2xFwjoffza3rybWkVZRXmF9Hg8RN5jHQ3/g4+7+6DJ1lw50DKKmopr/TxweZDXDuoCy+8vbvp81qElyXbReyDQxHZJ4vGnKhvy9N/o3OJAiTG2xvkH/XLCv8zLpuUpJiIC3s2ScRhFy23SYe+0P79vULe33SYxXcVMOsvn1pet9U5vjleEVEAyesLmJ7JxT4PX4yIZMd6cjk49lQiCPzodFPBflpFwGGXwmPH0zXMWrLe8LdLX9tm4ubVEyhlp6238HrcThw2bdtuq0QXfr9CXmYaw3I6GIm4UH/vcbsYN7IbbVPiKSn3Gpx8YI5fK6r9lr42JTEGFY0GYe3mI4av1ROYjSmPnkn81lKx38UE/Zl43C6jCMHrC2CzaeSGuh+SJCHs3WnGuCxczvqts6LFb667sguVNX5kRSG1VSzjRnYzqIVae2IgZBxEimUPHa9gbV1F6Xftr2j/RxFFFDoEVW1awbOqqrz88susXr2a0tJS3nzzTTZv3kxxcTHXXHPN2b7O74xzIZTRGPedLmaBKqAoCvY60nZZURBFEUnSYlxFURFFTGTakdoVg8jMp4zJpG2qm/IKH61bxeD3K1R5/VRW+0hrFUtCrJ2S8loWBrUzZ1IudpvI/Kc/x+N2MenaTJOQxa9u7kdrj4tTFT5Kyr288uE+xg7tyrJV28Mmyoz0BFRFxR9QKDtdS6LbwfOrdxmB2PwpV+APKCYhjwXTBlJdE7DkG2qIb8fqmcyZlEtivNMgwY11ihwvrQnjKUpJchHwBiK2HQy7Q8Knk5dHIPj+vomDg8/fFE49K9J2wPgs1mWj1qcg1ZFg1/plZFk1eMn0oNdhF/HLCifLvHgSnHxbUsXKNXtJcjuYcn0fQON3DsgKXp9MfKyd4lKtakNVISHezkPLNpqCqOdX76Z/z1SG9GuPqmqJ5z3flJDodoVx6l3SOg6lri8cLhvF5bVhL6ytE534GujrpvRvSyMqlNGyAkSNfReJU0/nIFocZNfpKfEEAgqvf/w1+Ze1pW3reGySiEbNqFVNVXv9xMbYTOIVC6YNpKomwMo1exiWo22V8bidOOwisgKyqjB3yQaKyjT+vSuz24dxIS1+bhN9L01hVEHnMDte/ekBI+hfcOdA5j61gXvHZzNryXpmT8w1/PHE0b1ML8e/vbU///pwL+NH9iDZ7aC0wmf2/xNzSQrhZg29pmA/IkoCJadqSEuOJc7W+HYe0SFxtLgq7GUpeOy2hJDG+SKUEcm3NsipV2Hm1LOy09uv661VXNhESspr+NsbmmLyzAk5WtW9otI6KYbqWj+nK/2mOXz2pFwS4h2oMoaYgM8foPiUlw82H+KXP7uck6e8YTaX5nFRfMprmq/nTMqlVbzDJKCSl5nGxNG9qazxERdjw+dTTPd67/hsHA7RNF50LitFVpvV9+fSX0eFMsxojJ/ssXsKkANa37icNkrKw20qOdGFtzaAwy5psaKsEOuyUV7lo6i02iR0sfTVHUZCLS8zjduuyeR0Va2RjNN5nOdNuYJASFw5c0IOb68/SEW1j8lj+qAoKhXVPlxOyRRzzJtyBQ67hIAmblFe6QvzefGxdnx+hdgYidJyH48s1+aL28dkmgQQfnNrP1I9sYCKz6+YFkNuHtmDRLcDn19p0M4lSaQWlYBfRRRAUcFmF3AiNOoTv2vs9119behnLYWWFMqQJJGqgEzZ6dowLt1dB06S06tN/e+8fkpO1Rg26I5z0CrBxekqH4ue3VSX5JM4Xekz2WmrBBeBgEpltZ/Fy4NtMJdWiU7KTtdazvVWY2jOJM3eUInYNw6XjVq/avhAp11A9ivICPhlhWMnK1m5Zq/Boxf8/tlQv4fahtMums5ztmPjqFBGZLgTYnA5v1u97bW/XtXsY978vzHn7LgzOdf5/B51LtCQ7TY5qffHP/6RDRs2MGHCBObNm8cXX3zBkSNHmDFjBq+++mqLXWxL4/tUvwUtqF+xZo9B+G9F2q4rg44f2SOM3LaxdofldKBDGzdfHykjs0sKR4srLV6k4rnvT+vCVnKmje1rbNkZntOenw3vhiyrCKJAeaWXuBgHf3rpKyPAWjw9n+fe2hWmjjprQi5PvbrNmExSEp3U+hXjmh2SQIU3wImg4K1j2wRKT3vDJsqUhBhkX8OJN0kSkQUBf0BBUVQUVB6s45TQJ25VVXDa7eFbMptg7naHxMkKX1hgGkrw/X0HOc1Rv7VMhk7MxW7XErsjcjPo36uNKQiZekNfy4qN3909iNIKcyJt9qRcbJJgCpzvuUkj+B2WkxG2Gv/8avN2hdmTclFVwp55ottBba32zAVBoKS8hjbJsQhBfHlWwU5jCb2m9G9LI5rUa7nFkiYpi9eNB0XVKApOlGiJ5cR4J/Of/sxS6XnmhFxEUQVVMJ33nps00v9gXhzQbPf3MwZRWl4b9vs31+3nphHdeXv9QaNy44bBnRld0MWw1c93HKO1J46Obd0EAorJRybFO3nq1e3GOPnrrGEcK64kPSWeB/5an9zrnuFhyg29qaiq96WprWJJjHMg19lzlV822lZVSEuOQZE1oQWHJOCr27IcSh6v3+PkMX1Ytmq74d8bGl+gUTz839+3GIs/elXPr2/JxqaqZ9y3Os6HpF5TFvVC5+8qv0xFtY8ktwunXcIfUBAEDCL14C3WwW1KklbddKrCiyiKuGMcPPvWDi5tl0T+ZW05UVpNfKwDd4yD9z4/SL+ebUxtBFc6LZszgtWf7jcUl2UF1m76huuu7EJ1bcCUbEltFUuCy2Yk4xDgVIWPR5+vT0a+8cl+U2I71mVDrrOrYPVbRVab1ffn2l9Hk3rhiKR+G+uyURyUGM7LTOP2Mb0JBOqTU06nyImTmhiQbq8bd57QYowb+6DIWtGAKAr87oUvDX9nNQbuuSmL9JQ4UDGSGtp1wemqWhLinIgiVEZIQhYeLjOEuHRfPm9yniG2oSPY582amMsnW47Qs1MK7dLiUFVMY6O1JwaHQ6KopCZsvMbG2Jj75IZG7dwZY6fIIsGemuSitsZPY2hu7Hcmvjb0s5ZCSyb17A4Jn0JY/JqXmcb4kT1Mz+JXN/fTCizqBKn0xPHugycZVdAZRVEt57JfXJdJeaXP2JGiQ7cd/fiArGKXRD784jAd0hNpkxxLjNNG6ekaFAXDv274zzHe33TYsm+sFq+tktrBKvVgvagUmuwN/k3owuO5iI2jSb3IaN3afd4n577rcdGk3ndHi6jfvvbaa7z22mu0atUKXVujXbt2HDlypOEDfyCw4uhSJdFQUtIn+8lj+oQp0T3x0lZDbSm0VL+hdovKati48wSLp+fzu79v4amZwywVIRcFcYLoKCrTVqZ05GamM/epDQ0m/iqq/Ywb2S1MHXXx8nq1KOMeZMW4Zh+iicgVYNns4cYKfvD5Fk0vQGzCs1Ylif/96wYWTy8IUzBb/NwmFk8v4PaF75vaHj+ye5PK0X1yfXIptM3GtlF8n2iIJy4AYYqWC+sULYvKahjSrz1znlxvfL9x5wkmjpIt7cYvq2HPZ9Gz9W3pnz3x0lbmTR5gkLHrnz++st7e9c/iY+zGC63+mf7MS8q9YcFycGASidcrEi7U/v2hwcpmrXxkJOjjQZQkU3CvcyQF+2W9/UeWb7K02Sde2spDdwy0HA81XjnsOnWf/sjyzZoiXl1S77WPD3D1wM7YVBVRgo5tE3l85VYWTy9g7tPh/lcfJ6meGI4VV/Lgso10z/Bwz01ZxrawsUO78tjz4b508fQCBFlBler9r/6iPOsv68PGk9AAR6DOS7ioieNEEgXLbWr6lqAz7dvzCQ3eS4T5W++P2RNzSYx3cP+fPzVxd40d2jXMNhc9t4nFdxXwbUlV2KJgqieWuU+tN9r83QtfWNq3bpfLVm1HUVRe+/hAGP/s1QM7G4tkOoLtSQBUSeLR5zeHxTQ6J1j97zVnHMwDFRy/hD0vi+cb9dffP4JjCwnVEJav9SmmvhmW08FIYgFhCTTdXk9V+BiW04FZf66f8x++Y4Ch/grWY+CJl7YadqXP8wKAIPCbJ9YBGBXMkWKOsUO7muJkK87nYJ+3OEgN9S+/HWqaG6De1q3Ga2hMFMnOvSHPsbk23tzY70L1tU2FTwZ/IDx+HZbTIexZ/L9/fGm85wQvRg/p157ZS9YzeUwfy7msvNLXIF/vax8fYP2240we04d2qfG8v+kwRWU1PD17uCnW1ttbOC2fv79XaMyxsiAYCdpaf3jMXVRabUpGh847TfGzobYxPLdjWOwT9bVRRHHhoLH8iQFZlomLiwMw+IKqqqqIjY09O1d2EUAnMA12/A1NAkVl9SIYTWlXh87XoEQkTNUmjWCE8t1Euq62KfHGsR9sPkR6SnzE69f/Dr0HKyJXRY1M7toU6CTfcgNE9fp1B/O4NKdtqzYvVEQi09UTu6pFfwiiwINT8nhmzgiWzhrGM3NG8OCUPJQIzyc4Sax/Fok4O1ikoCHblRXVMlhu2iZqa1yM/XsxojGhoKa3o1j6y0g+L5LNigI8M2cEcyb2Nz5P9cQ0SMqttxf8e7Huf59fMQQuItmkO9Zu+K+VazSVvsLDZbzw9m4cdslICjX0nIKvL1KySB9POj9PMFI9Gn9WfbuNjxOd8zCSD26pvj0f0Nx7CRVx0Un9dbvUP7dsU1YsFwXFIJvVj43URmK8g5kTtMpqq74WI9i/rKgEBAFVkkzzd8RrjWAnzX9eUX99vkCv7Jm1ZD1TF3/AyfIaU9+E2kJoAk23V73qKfi3L76zh3vHZxs2GdGvWey2CPZbjQkjhX4fPO50hPo8/dhIc0MkG7WKiazs/Gza+MXka5sKWVEMvtJgRLKptFZxPHX/UCaP6cMLb+8mNzPdmCdf+XCfwXkL9aJVr3y4r0m2kxjvoKS8xmjDKtYuKtPEkZ6ZM4IFdw4E4NDxcmYtWU9Ztd/SPiIlo63mfavvrX7TkH1HEUUU5z+aXKk3ePBgFi9ezOzZswEtCfD4449z1VVXnbWLu9AQyvvisgumYL2oTCPaDSXt3X3wJAlxTv5vxpVIoogqaCX0wbx7CKrBt6CiEwJr3HYd0+NZND0fAWvCVJsF0eusCdrWS/1aWiW4LI8VRYFF0/Mprrv28kprcuKEuHqVxlAydEkUwu5Z/63VtTYlY6OTdkci75YkUVP9/Q4cIhHbvIAJvkPJdHVC9qR4p8aZJYrcMLizaStWXIyNhHiXUQmpl+LbbdbPx4oU3W6TGvytzr1ki6DQKImCZZChKCBKYrR/L2I0RgAduuXIvI203iaC+7t7hoe4GBuzJuRyqtJr2X4km/3meIXB5fSX315FZY2fhDgnVTWRVUpTPWaS+F/d3A+bpPl2SRS4MqstndomIEYQ3GjtiWXx9AIQVMaN7MbKNXspPFxG4eEyHl+5lRnjsmjTKi7icwooApKo+fmNO080kIDRlBKtBEiCRW6aOk5kWcETa4/ogy8mcu+m3oseH6AoLJ09nLLTXtyxDlQV5t6eR43XbwgSRSJWFxvwh8ExRmjcEdxGcqKL1Z8eYMzgSy1J4iP54oCsMP2xD0n1xBhiRsHna6o/bW7fR/319w/ddmvrlJvvn9Afn08hPsbBlDGZXN4tDadDRBAEnpo5DEEAASHi4q0eB4bGhZt2Hmfe5AFU1/pNCqQ6Uj0xiIIAkoSEavgTG7D4l/moigB1ghWRYo5Q4bZQsQ8rn6fHrKHCNvr3QgT/bS0UE27nZ9PGLyZfG4pIPHMqArWqP2wui2RTqgoKmuIymBO/+iLa5DF9yEiLR5JElq3abqgwB4trWdlOQpyTP67YQpLboc3lWNtQMPWFHms/encBx4urccc6wo6xEiDU25FQjffEhvo91DYi2XfU10YRxYUBab6+l7YR5OXl8frrrzNnzhy8Xi/Lli3D4/Ewb948HA7HWb7M746aGh9NYw2sR1yck+pqX7OO0Xlf5j/9GSvf38vnO47Tr2cbfjygA698uI/brunFjv0nCcgKNwy5lCde2sob6w5QeKiUW6/uxd/f3c3f3txVd1wap6v8PPy3jUZb/Xu2wS8riJJIrNPGlVntyM1sg00SEESBB/76GVv2FPHLn13Gf/YVU+UNGNURazZ+Q6dLEul7aQqjCzrz4wEdefGdXRw8Wm5cy1d7i7njxj7s2H/SOPb+Cf0pO12Ly27jVGUtL6/dx9bCYqbeYP7djHFZJCfGsGHbMWZOyMFmF7GLIjpdo9Mp0bmdx3TPI67IIK9XOlsKi0zX6o61IQcaT8447CL9erWhuKyK4bkd2BrUzqyJuXji7QR8MiIgqCpNpI40tR3aptsloQQFQVZ2EhfnbPJ5GkNjttscO7WJAjmZ2vNul+rmtlE9+fPL/+GfH+yj8FApV+W0o22KmwV/28hLa/fxxe5vuSq7PfOfri/Fr/IG2FpYxMi8DvS5tDUV1bVM/8ll3DS8G8Ny2pPkdnKitIqjxVWGXby57gDjRnY32cu947Nx2EV+OrQb2T1See2jrxl0WTpZPdLCn3mcnfX/OUZVEIdXqieGof3bM+fJDcb4yMlMJ9Zpa1I/N7V/Wxrfxa+cS5xt223u/QfbbLCPiLNLiKJAWbWf+U9/Xu9ve7Vh+epdPPXqdpNN2O0i2T3bcKrCy0+Ha/QBOw+UkJuZxlX92pvav+emLD7ecoSfX93L9Pm947NZ8V4hMU4b3Tt4ePT5L9jzTRkd27pJSdLssbis2rD9e27K4t3PDjJt7GXYbFBw2SVkdW9NWnIsAgKyCoIokpHuptanIIiQ1zs9zCYFQeV/n9rAijV72X2wlDtu7MPRokokUTB4oiQJbryqa9ixy1fvNJ7FtLGXcarCyyWpbgoPlYaNpxG5GYafjHXaGJqTwbWDOjO0f3tWvl/If74+abSb0EQfraoqgqpa+uCG+rY5vlq3qXPhdyPZb1PuJTg+2FpYTNf2SfxhxRb++cE+Kmt8ZHZO4bEXvmDngRImXduLDukJ5PYy28PMCTk4HBLZ3Vvz7clqSsq1rYqpnhiyuqcyOLsdWwuLCMgKk67tzZvr9htxR7Ad/+O9PYwq6EJSnB1VEOjVqRU/vqIjWd1bk5wUw6Fj5Yy8omPYud/4ZD8Hjp2myhugqKya6WMvY0thEQePneaOG/tQVeNjwqhMRhd0YlR+J+JcEgF/uJ00t+/Ptb8+1366pW03NtbRotcfGttu2vUtgy6/hDWfH2Lzrm+5qn8Gf393NxlpCXXxw1427fyWPpemEBdjZ9POb03+Ji8zjdzMdBLddvJ6peOOtRPjsgMqPTols3bTIZ7453/onpHEqPzOJjuZMS6LJ/+1jbfWHyA3aM53uGyUndauccue8Fh29sRcWntiGJR1CTF18bPeriQKDOnXjuzuqVyT34kfXdGRf641+7w31+3naHEVTrvArVf3CvfTosoVvS8xfT5noiZUs3nXiUbt3OWykW0R/yTG2ZvkaxtCS/va0M9aCs19V9N55oLfua7o25Zqn8y8pz/jXx9+TVmFl9/c0o9rB3Xhyqx2rPvqKNcO6hxmGzW1fp56ZTvrvjrKjPGXkxjvNNltSbmXwkOl9O6Swq6DJfxoQEdyeqbRv2caAgJjBnfm6gEdGZ6TYZovdb956NvTzBiXRUW1D4ddIK9327C+3lp4gnVfHQPqY+1h/TNY+OxGisuqmXRtpumYa/I70r9nG7YFve/dc1MWK9bs4dKMVrhdNvr3atNgv4faRiT7Ppux8fcVF59v8a4V4uKcrFhT2Ozjbv5Rj/P+uDM51/n8HnUu0JDtNlkoQ0dJSQlHjx4lPT2d1q1bn/HFnW2cK6EMVZIsCca1lRnVUL8FIhKR65wNDRH3frD5UEQVpfZp8YwZ3IWTQUpOupoYaFshOrRx879/1ThPQrlH9Oqttq3jOVXhRVGwFDhIcjsM1buy07UGAfo3xyv4YPMhrruyi0nl0OrZzJucx7uffWNapf1g8yGmXt8HoYkVV/rqscsp4q2tF+aIdYrUVDdOLtyUti8U9dumQK9sUsHEXwew5L6hpgQewNJZw5i6+IOwdp6ZO5wqbwBRgPJKn2mFe/akXNyxDg5/e9qoKtLtKj0lHllW8fkDnKqspX2a26gAjY+xk5Rgx2m3G9VVX+09waZdJyzVOFes2WPwN4E+1vKbbTtR9dt6nI/EwZEIwFVJZNaScF6aYD+q2wTA0te3c9s1mWF8SHmZaUy9vi8ny2sor/Txyof7AJh6Y2+TiI87zsHTr+0wKYCHi2zkkBCnVV6JInhrFdZu+oaenVJY9Nwmumd4wlTGZ07I5aX3NVu+YXDnOmJubQW9NhBg/tJwbrNF0/MREQyyel0puluHVoZy9NLXt1mMD63ir6Kq6aTpzRWhaYm+bQ7OB6EMaPxegufA0Hk39H/AmG99fpl2qW5kWTUEBoLn4rIKL/eOz8ZuF3l57V6G5XSgY7qbZ97YwbCcDrROcuGw1wmvuJ1aohXB8HfOGDtenzZ3CgJ89OUR/v5eIcNz2nPjVV2xSVql54o1ewxeSB3PzB3O/v+epl1qPL5AAEXBpDjfkF01t++j6rdNw9kQyogU286bPICjxZUsW7Xd4GkM/c2vb8nGbpMMu9BVQFcGiccFx5cup0RyQgw+v4zLaaOiWlPHTWsVx4nSKiOm0Nuv5w8zX6Mec7RpFYeiwvNv7zT41CBYsEhFFAkT6NB2wLgNnxcs/BaqDiqjKZzrSuptU+KxS1q1FDSuPqqjfizW7fRxiE0SyWgKLkb120jvFVbvTsHc4N0zPEwY1YvkRJdJMXbmhNy6nVEQCCgEZDWsirlt63gE4NuSatM8/qub+yFJAv/6YK+h1iyKAp4EF6jawkRRWbWhmjxlTCZX9G5r9IfdLnDb/DVh9xgcg9f7ZJGArPDqv/dx5EQl99yURWWNz4hfCg+XGWPDRlT9tqHzthSiQhlRoYxziRYRygA4ffo069evp6ioiNTUVAYPHkxiYuIZX+DFgIY4MYIVVwOC9faZYI6xhoh7h+V0CCNMfXzlVn59Sz88bqel2EWoiIX+fehWrMLDZTy4bCNP3T+U8kq/JdnwoukFHDlxmj+u2GIKriRRNAKmg8dO1714Rn42LoeNjTtPmF48AW6/rrfJKBsKRvw+GQGorZaDSIKhpvrMJyC97WCC7wsdOpmybGGDohDOpRFpSwiqQMkp7bMwot5nN7FoWr4RQEG9XS25byh3/e5D4/PF0/MN9c57b86m7LSXhDgxLPGi/bagLsgQQCDMboK3EDYFF2P/XoyIRADeEI9d8P86f8zGnSe4fvClYcds3HmC269TuP/PnxqfzZ6YayniM3lMH8NnWotsbGbR9HxOnqqhtSeGJ17aSuHhMnIz0wG49eoexotA/TEaCfvGnScMYu1F0/O5feH7Jl8dfE+KoiKqCopcT1x/SarbIN9eOmtYhPGhzUUNbYsNRagIjYyI+h23vYeiIXL3Cw2N3UvwHBg670baEi0KAg8u28iyOSN4YOl6i7k4nwNHT6OoqiGUsnHnCZbcN9Rybl06azj+gEJcjGS8pNXW+A2hgSmL6hdw1m4+wtrNR3jq/qFIImz7+qSpLX0e0GOKiurweKEhMv7m9n3UX39/iBTbSmLj/I0Om4TdLjFtbF9cDpuhPG7lPx9fuZVpY/uSGOfEpqr4/Yoh2LJ4ujmm0I+RFXBKIrUh16jHHPqiju7/dew6WMaoAhVJEkDFJNBReLiMZau2mwQ5gm3VF2S7Kipzl2gxd1FZjSG2sHh6vuEXm2rn+ljUbby2puWM/GLytTqawzMXzG1YeLiMyho/f1y5xfTbR5ZrwiYOu4TDLvH8GzuMOb+i2s/zq3fz61uyEUUhbB7/f//4koXT8g07m7VkvdHu0nCzLUIAACAASURBVFnDCMiKkdADeHrVTlZ9coBFdUUffn8D217roPvkpbM0QcSxQ7syLMeOIGCKX/RrkhWtUr6xfg+1DZ/p/6ivjSKKCwlNTup99tln3H333XTq1Im2bdty/PhxHnroIf70pz8xYMCAs3mN5wz6avDxk1VIktSsFYqmcmJE4reoCKosi8SVUFHtjxg8edxOyipqG33RDW47IheOJNI+1VoQQ1EUMtISmPaTPtR4ZUOOXZBg4bSBhiy8KAroM4jO6aRX5QVkhVYJrjA+lQ82H0ISBSQEjVZPgLImVJW0xCrkxQqrCgdVDuecUdTwoAJJZdbE3DB5e1lRiI91EAhYB/uhbemr5jZJ5Jk5I0BQkRWt9H/prGEAPPPGDk5V+PjVzdncOz6bimq/serojg3e3i9gawGOmKjNnD8I7guHXUSRIVCXwI3UL03xo4ZNoFVmpCTF8OgvCyiv9LFp53FtC1i8A6mOT7JnpxTcsXY8CS48bpfJfscO7UpGWjyKqlX3RRYyUElyOwkEFH77834UflNKQpyT7hkekhNjGvTP+nkUReUvvx2KrCrMm5yHy2Ez+KbyL2sLaFUKdruAt1ZGBVISnUYlHgjGfQav3Et1K/wgIEk0myhdJ8kP9sfzp1yBy25rtL9+SLDyLWoQ323ovBtpHq4XwDL72WA7iY+xk9pK21arqCqKomKTBBZNy0dFNebjDzYfQhQF7DYBWYaYWDv+WhmprioDRWHZnOFU1waoqvYbx9hsIpU1tSyank8goJHPr930DVdmtwdJpXuGh4pqf0QCekUB6Vw89CgaRbBd2kQxqNK34XEbKbaVFQxevIS4eq4y3T4T4x3ExzpYtmq7kWD+3T2DGkwCuhw2FBUUQUBEpe+lKeRmpuOx4HzOy0wjICuoqoDNVs8bGnyNrRJc2CSRKWMyjblBV+TVdys8OCWPeVOuoKi0GpfDhihCq4QYFFVFlKSw6mRJEpERCCgKIpjmCv0+mrLA2JIxyMUezzTmU3VEendKjNfmYL0QITnRZWl/8bEOKqt9pCTFmDhs9XZEUYwo6qaqWqWgzaYl4vTKOtD4JUfkZtAhPdF433nlw30oiorDIaIqKg/dMZDjQZWDsybm4nSILJszHEVREQSBTTuP47BLJkXpeZPzLN+lQrnNm/JMLyabiSKKHyKanNR7+OGHeeihh7jmmmuMz9555x0efPBB3n333bNycecSOm9IaAIjxe1oUmLPIWGZAHFImFY6HJJg+buVa/YA2sThjnPwq5v7mcq7dfLVsUO7Wk5aqoqhohcaWLljHXTP8FBW4aV1XWJs0XObLAmCZ4zL4vcvfsm4kd0sz6OTxc+ckMMHmw+z7euTzJ6Yiz/gIzkhhv/P3pnHV1Ff/f89M3fLcgmXhISwBMIWsmKABEgiKFsVBFmellAVsCJKakG7CfSpoI+Ats9Tq21FkSrqTwEVV6QWQauorAXZCchqWRIg+3Jzl5nfH5OZ3MmdmwRcQM15vXwZ7p2ZO8tnzvd8l/M+r31wWP3s9mxcYergm90qBKVQ/n7GQCaP7MMjzxvvg8Mmcb7Mzcr1h5g6OrXZkuxmHc2m0n5+SBZK07FtHUEatFiCdVlb68MVZQtYJad2BC6UuXGG2Th7scpUI3JAgPLp7jNcP6CLsUjL9GysFoH/Xr5V/0xLIdNSwzXNHzx+kf7JcQaA8Pzp2Sy8cxAL62fxtc8s0KIZ6FbNXD0W+CxcTochWG3quZgVdGjsR1X/qzJHh/Troq9kG5gax+SRSaYpYcOzuiKKAvdN6cdrHxzmy6KqoDTbedOzqXWbdx4EARY8vdmw7YkzZdw2OlmvNtp4nzYRdh67dwiyAo++sN2w73ubT7B1f1HQOWvpvus+PU5ljSdkStvsyZm8s+ko+aP6sHbTUd746FhQ+mZLte8Dgz92OR2UVtbx+Kotre9RvYXyLe0DfG7jdnfj9pPMnZZleLbac5s7LYvSyobiVEkJriA9zsnP5MMdX3L9gC785ZXPDZ9v3H6K3L4duX1sGrIs838vqcD2O8alYbGIlJbXGc41sF2fN12tkCsrgj4AoulSUWTm/eVT/bf/a5h5vKCgFrT5oerhajEzXbbUB5jFtnOnZfHGv47gDLeSP6oPL6zbz31T+vHmR18E+aDfTh3ATXndcdgteqGCUAPZbo+P08WV+oq3udOyWP1+IWWVHsM7o/lDDRmi6RIwpKj/6eWd+gDJmWI1ZSt/VG9DRd6X/3mYuyams3TNHlxOB7ePTdXbCu39jYmy43H7kCSRshovi0zuY+DgjzagEmrg5OuMQb7v8UxLfKr2eWy7cH572wD+8OIOgy99/t39TB2TrOs9KjK48ESsK4zIMBt/DNg38B2Zk5/JH1/cwW9u6x+y7V+6Zg/zpmfzix9nkNipra5PLcYIPNdf/rQ/ggilFXVBeJm2TjslFerqz8B2Yd70bOq8PoN+P919xjQ2sFgFfCEC4u+7Zlqt1X6o1mKm3oABA9i6dSuS1DDv6vP5GDRoEDt27PjGTvCrWks5DU0x8YQWVv1pCfdFkUSWvbk3qPrtTXk9grhO+aN60ynWCYrC39/ep3fuzBhj1W4vb398lLHX9uCdTUcZP7SngYc3//Zs2kbaUVAoqXCjyNAmwo7NKnLmfDUxbR2cPl9l4KDdNTE9qKPx4rqD+sqPBTMG8/M/fqCnpi1/ay/3T81i2Rt7Ka10B/BOgvlXodgXSwryWPbmHsZe2wOrRQxaVg7qcnYtpTkUW+tS+GqXa1eaMdIcs6EpTS97c0/QzN7Pf9wXr1fROTPvfnKMA8dLVR22j6Si2kObCDuSKLDszT38eERv6jz+oAG7VfW8u1iXWiXRLCU8kHHS1GeLZuXqAXbg54/8PA9FCa502hK7UpppZeoFX3/gswjFFgv1XIwdJpG1nxzVV9sFMjpBMLwHZkyzjdtPBnVG507LorbOGEBr57SoIJfKaq9hUsKM9RjI7ItrF04gVyfwfRme1dX02jV0Qqh70xKu1YIZg4OYUoHHbqn2fYJgYGxe6vP6JuxqYeppFtq35LH2k6N6dXHJIoICJRVuyqs8HDx+gTF53Smv5zh6vD7Ol7l1Rq2iwBOrdzX5jBtjC2JdYTw4M4cFyxomSrTJkz+8sKPJY2nteij/G7jNkoI8JAlKKjyG90Eb5LkUTu7VYN9Hpl5zDNLm3tvGsa22SjiwYmdSgot7p2SyYFmDDrVVcY0H41a/Xxjkb+dPz0ayCPx19W7DAJl2jjonLzoCWcZU70t+noffr3D6fKUJf0+dnASBmUs26PsF+rH/uWuwPjAeeNxHfp4HPn/I+6jFLgNT47j9pjQkSUASBNxeX9Dkoyvcig++thjk24pnrlS829T1Nea/bdl3ho93nQnJmVtcvyBAEKC00mOYRLt/ahavbCgMWu25uCCXimoP1bVeLJJIh5hwii7WGhZdzMnPJCrSxl9W767v++Q1GXPo1/DzPOb97RNcTgeThvXCGW7F7fHRNb4NtW6/ucYL8rhj0fv6Z6GOvbggFzHE87+S/abG1srUC22tTD3z/a7mftS3YV8LU2/8+PG89NJLTJ06Vf9s5cqVjB8//qud3VViTTLxWniMUNyXwM6nCJRVevTOlWY35iQGDWA9uHwry+YNxy4KzByfzh3j0pBEAZskGJhIoiSwsn6VxjubjnL7TWk8sKxhIKW4VGWd/eIn1/D7pzcDarD1m9v64/H6mb/0U566f1gQB00AZtycTrd4JyfOVuoDetoxJbHhPmnpFI++sF0PwrQUBDP+VWS4ebqOX1EYntVV78CYzYgFplmGYmtdCl/t+2pNadqcZ+jHoqj3zSpJ3JTXgxtz1GAJQeHXT2wC1BSarfuLKKv0MHVMMg/dlYMsK9itkgHQX1xaGzIlPJBx0tRnimL+fH1+WT/XS2XEtGrm6rHAZxEypTXEcwlkwfhkmTc+OsYbHx0zbHPHuDTA+LzNmGaazwn0mRojz+ycLpTWsmLtAR66K4fSCrda7CXcaninkhJcjL22h2GV6YI7B3Fvfj8EAaIi7Tz/7v6QvD/NrzZ1b1rCtaqorgtiSgUeu6Xab5zyfKnP64dgoX2Lqs8Dx0v1zpvPL9M5LhKX006PTm2QZYVfPf5x0DHHD+3JincP6G2xqQ4kc1ZvRXWdQdOPrdzJrEkZTeolsF0P5X8tkhBwbQrznvwUl9OhM6jcHh+yotQzK9N+sHq4Wqw5Bmlz721gbCuh4PVq8VdDjFF4qpSyRu39pGG9DJMimn+cOjoVj9fHghmDsUgCJ89VggBV1cbCEIHnqHHyHr0nL2QKpDaxZ87fU2MGWQrtx0IhEnz+0LFscWktce0i9NXWDwQMos/Jz9TTc4tLGzJNvs4Y5PsezzR1fRrz1S6JeFHo3qkt7V0ReLw+U86cLCtYFAVFEpEkgV/85Bpi2oZx7mI1YghWsyAI1Lh9+mDvo/eog8MaJ1Lj7ZVWugP6PsbYuylch1nRrfnTs4lson1tSTssyyBibt93zbRaq/1QrcXv7/79+1m5ciXLly8nLi6OoqIiLl68SN++fbnlllv07V566aVv5ES/aWspE8+wTwuYBNoy55X1qzGiIm16apdWTW5gahw2q2TgJ6354AillW4kUYUAS6KAXRTw+2W8AeBeCQEFQZ/9VNPHgoseFJfWEh0VBhiZInPyM3n0nlysVomlvx2GIApcLK/lhXcPUlZVx/K39rJgxmDTmSDtUrV0ClBTshI6OHn0njw9XdPiD+a1RTis5vdbEHQ+z5oPjjB7cmZQYxeYZhmKrXUpfLXvqzWl6VCfaxXbSqo8LHrOuAppwtDuDEjpQDunQ2d2aWkn2qqOxoMakWHmaQ5uj7GCZqjPLue9bP6+tGrmarHAZxGS8SmKl83YU5l6xu80DpS2UrVNhB1RNB8UkWXFlFfTJsLO9JtS8PsVfUX0334zLOi4L6zbbxhUefCZLXrgv6Sg4X1piqvW1Pca16qplLbA782O3ZT2DRwuBEPaeyh+UUueV1O/813m+4TWocr8MludFB3lwOuTUVBYMGNgUNXwqEg7k4b1YuP2k9w53nyiK1Rqd3mVx3B+gZMnjd8DTduB7Xoo/yvWsyrVv2HBjMG88a8jhsnKJQW5IbX1fXne3xVrjkE6MDWuZX62UfrpghkDmTC0e8MKVEnlk2qTK6429iC/GlhMIDDLY8GMwaz86BCThvUyrChu7LdcTjunz1eZalcQGnQZrFkRBQWbVTKk8gb6MbGJdkRCRAlx7P8UVwGYFpcLrMiuDZx8nTHI9z2eae76zFJJ75+aZeDkBnJFLVYLPp9MuN1CaYWbNR8cITs1nrAQfRLqV0lrn5dXeYiKtPG7pZ8FnWtCXCQLZgzE3qg/JyvBHGvNj+aP6h00obh4xTYWzco1v25J4P6pWfoqw1DtsCWAa97ye6r2AVp9cau12nfTpIULFy5s0YaSxLBhwxg8eDDp6ekMHjyYYcOGkZqaSkpKiv5fcnLyN3zKl2a1tR5akmBss4r0T+nArsJiqut5SfOmZ+N0SMghOjulNV4WPrOFVe8fZsu+s2SlxhNutxCY0SyLAs+/e4Cx1/Zg6ZrdvPXxMbYdOMftY1M5caaCnp2juOPmNMqrvPx55U7e3nSMwpMlFPxXX8YN6U5ZlYezF2p47YPD9ExoZzi+dg7Prd3PNUmxDOjTAQQId1jZuu8s1QFw31hXGMOzElj7yXHu+XFf/vrqblxOB4PT4/H54eFnt/LKxiNs23+OQWnxDEzvQEzbMAalxfPhjlPcckOK4d7MnZbFO5uOUlXrZfbkTFatLyQmKoypY5J55PntvPXxMbbsO0tK92jCHBYGp8WzM2D/kYO6ktY9hn1HL+ifzZ6cSZtIG3arxNb95zhVVMnp4ipuvTGZm/ISGXdtDyKsRj6PRRTISjUee/70bCKsEi3MLL9si4iwU1PjCfrs67LmtGv2+4EWStNtwi30T+5guGezJ2eycv0heia0w26z8EBACk2120dppZuJ1/fC7fGz6LltvPWxqtOZE9KprvVw98S+RIZZ+GyPqjuN/fTqxkKmjk4xPOf7pvQjzGHh88PnDZ9FRznYfqDI+BwdElkpxnNt6r1siV0pzTT3vK60fdPaNbv+wGdx/EwFd01MN2hl3vRsnn93P0+9vjekj218nMbP1CIJhvcgJsrOmDx1cOXtTce4WF5DTkZHtu4/F+Qz+yfHkd4zRt+28GQJsyb15cMdp/jra3u4WF7DrEl92VVYjM0iMmpQN33bHQfPcffEvgzJ7MTp4ioulrupdvsYndONjdu/5Lp+ndl/7CLVbh/FJTXMnBB87e9sOsrp89V4vD79dxr74EP15/TOpqNB79rsyZm8t/m4/v3p89X6vv/695dU1XpDar9xG7d531lyMzoy9tpERuckEtPWQbbJu9mS59XU77R0v0BNfRt+tyXvbygdOh0S6b3as6QeZwENfjWxU5R+7QePl3DvlH78ZGRvMnrG8NjKnbyy8Yiuu6hIG/36xBl08Muf9sduk8joaWxP501r0I9msa4wMpPa89HO09itIhOu6xmk7a37zlJUUsPsyZn1x20fpCmbVWTHgSLm5Gey9LU9vLflBLePTcXvlzl2pkL/nVEDuwZp66s872/Dvm0//XVrNzzc1qSf1Z7jnHw1buvZOYr8UX1Y+MzmZp+HIooseKYhNsjLiCe5ewwPP7uV1RuOsHXfWW69MYUbc7oyNLMz7do4TGPRtB4xFJ4s0f3T1NEpvLpRTcl1tbHz3uaTQT5QO+d3PzlO/+RYUhKNfrlgUl8EEQRBYPiALhSX1hj2W/raHtZ+epyslDiinHaSurq4YVA3bFaR6/t3YWdhMRm9YhiUFh+kdy02cjosQfGI5of79mrP25uMK8UD/b127SOzE7DA1xaDfFvxzJWKd5u7PlkU9IkmUO95eZWbm/J68HgjfVgsIhVVHhbUa/3g8RLyRyWxan0hh05cDGpj503PRpYVXq1HIgEUl9RwXf8ubDOJF3p0dvH+1pP06OLisYD+XG5GJ0YOTGDHwSLD+2e3Sjgj7KzecNhwzdVuH8MGdCGvb8egNv+ND79gV2Exv76lP+OG9CA6ykF2agd2HmrY7nfTswm3iiGfv9k9DdT5t+mLr1RcfCXi3Uu1iAg7K9cXXvJ+P/1Rn6t+v6/yW1dzP+rbsKa02yxTb9++fdhsNnr37g3AxYsXWbx4MUeOHOGaa67h/vvvJyIi4us946/RWsrUgwBuiKIgCUKT1W9DMQkeKcgzrCDyCYJeXKLxtosLcgEBWZab5I7FulTYsMcjE9PWoc+kBnI5khJczJyYRlSEHUEQKK+qM/Dw5uRn0ql9JJ76nOCZSzYyv75ggRnbbvGsXERRYPPeM2SlxIOg4PMpqBP0Ag67iNenoATw/kJx8mZNyiCxYxv8fkWvvIYAT78RzHWbOT4DmwQX61OUA1c0hIK4XqlZ/6udqQehOY/a54EcR23F3cN35xqYM0DTWinIpbiklk7tIyipVKG/gbympAQXt97Yh5ioMGxWCb+sUOf1EWZXZzHPl6qw+LsnZagDdYK6IjWQI3nHuDQQhGbfy5baldBMK1PP/PpDV78VDenccCmMPeMztTksBvZOY6bk+dJqUrvHNCoakE243WJAGWjnELj6QuPmKSh6QYHAbWdNysBqkXhxXQNwu7rWR0IHJyjw3NoGnWs8JlEQ8Pj9nLtQjcNmwe3x0SEmAptFUkHrBq6VimTw+BV1CbciqJUbBUGthqsIprzBO8dnIKCE1H5LuDuNuYaX8rwu5XdC2dXG1IPQOvQLAncGMAkhNA8pFCPvf+cMwe3xIwrq8atrvUSG2/jvpZ8GcZkS4pyUN+I+3jelHxHhVmrdXqKjwkz1urggD1lW/e/U0ak6j7FxO32qqCKIW6adtwp7tyH4g1d9XE08JzP7PjL1oKnqt2JI9q6/0cq9xlzNv/9upOm+C+8cTMEfPjAt8DN/ejbOSBvIUFnrobik1hB/LJqVS1WNh8hwGzVuLxZJwuGQqKvzU+32UlpRR5hdMmXfLbxzMOVVdSgKxEWH4feDzy/z+odH9MyYWFcYj/48D1lpeEcdNhG3R02BqfP6QRGorAlmsi0pyK3PFBHw1bOHbVYRn1dBbsL/a3F8YBz7Xat+eyXj3aaur7EmoeV+VVsN3am9E0kU2LLvDO1dEUG+LjBe0LAJfr9iqAjeP7mDXswwVH/vy6JKvT13Rtio8/iJCLOy+LltQds/dFcOHp+fcLsFWTbXseYzL+f5q/sIpn2AK8HF/batlal3ZfdrZepdvn0lpt7ixYu555579EG93//+9xQVFTF58mTWrl3LH//4R1q42O+qN40bEl//MnqbGDcIxSTw+mUcAdXeJLEhnTTQXE4HPr9CeZWb6CiHzt0IPJaWJuNyOoIKEsyfno0zwshS8Hhk5j/fUOHxoZk5VNZ6qKrx4HLaEeo5ZIqkptQE8lQaX8f5MpW/c9+UfpRX1+kVocDYEFokkbsnZXDHOCXksVTwdyADzY9iEU0rNSIoeD0yrnCrgRvYVCMVyNbS+Gqt6T2qmXEeJUnkYqWHOq/fwB3RKibTKA0MIDrKgcfrN9dKaS1/XrWT+dOzkRWZxQW5+HxGpkiYw0JpZR2uNnbOXaxm1frDlFa6mT05U4fBWyWROr+MomAY5N66v4jjZyrqAw1/k+9lS81MM612ZSzwWcj1g7UaJ8+McdMSxl7gM5UkkQsBVT7//Muhpr4n3CHx4MzBSKKAz6/w+odHGDmwq6nmNd8J1HPD1N822zYyXK2oN2tSBu1d4VTVePWgX0sVyh+ZxPkyN4+t3Mmvbu2PAKx4Rx1McdjA61NY8c5+Zo5PV4sE+f34/A3X6vWDRRLxKeoAfkOnXe14HjheasIbVH1yKO23hLsTeM/9l/i8LuV3vksWSodmqX1RkTYDi05Db0gmCI2MnjFcLHcHVTN31/koLm1gdmm2pCCXFWtVFl9CByenzlWycfspxuQm4vMrXCx3h0g5lwmziswcnwGCErKd1rhlWrvhDLdit4n84Rd56mBeiImXpp63vbXd/sbMqEs/sr/Bz5o9jwvltdz/108Mg1EyxvTTUNze+uxs3R8smDGYmjovkWE2VtRPYjx6T54efyQluNSYNtyKKILb42fV+3t1ZI3VYuf9rSf06t0Pzhxs+ruVNR49rTewcunsyZl8WVRF4alSiktVRp6kyHqs7/PUMwL9CuF2Cx6vYspk88sKQv06CPU+qoMtAFZJDKrI/rvp2UQ5bSybNzxIz19nDPJ9j2eauj6zVNLAPldj/6T1tRpXEh+YGsftY9NQFAVBUCfGyio9SBKG4oQThnYnMtwW5Id3HDhH4anSkIw7RYaEOCd+WeHE2UqeeWMf029KYelre4IwQ3OnZfPYyzsDJtpzKPjDB0HH1Lnll/H8tYmmUDr/Lra9rdZqP3Rr9r09evQoAwYMAKCiooKPPvqItWvXkpiYyLBhw8jPz//eDOpditmsoikDD8CHgKV+YM8mCURHNTDItMq2U8ck88DTRqCuxicDI0ukMWxYC94XF+Tx9NzhVLk9RDps/P7p4IGQxQV5tHM6CLeL1NSpTlxC4H/nXIu7zs/p81WmbIXKGi/FperA3pKCvJANYaxLrawb08ZOnVc2PZbb4wvmeygC5fVVorTVM4dOXCQ+Wl316ffLWCQRRAG/rIDYcE+bs9Zy7U2bD1i5/hBTR6fyf3OG1A8ey3h8CktWbMPldJA/qjf3TsnkQlktaz85RlSkjS+LKpvUyuIV23j47hwEBKwWSd/2nsl9CbNZ9FnNPUfOc9voZF5cd5AnVu/ikZ/nIQhQXevjzIWq0EVUWgONH5S1hKVjNgCgfa66DQFZQvcFoBaBeWL1NoM/fWL1Lh6+21gpdPbkTDxev+k5tImws6QgV5/Nl0RR/67xtuF2Ncjv0C4Ci0XkoZe3GH47sLhQrCtMXWEHTBuTYqic+PCsHBAEfIKgr9RTvDJ+v4zVJgWtbp47LQsBKKuqY+bENJa9vs/AagMBRWqaU2jGrQrJSJPNuUHNsZ2+70wozWySoFdI1gYrYtqGMXNiGo8+v8MQC9jtUtA9mXh9LxY+s9kwCFhW6SaxY1RIv1x4qtRQPXnGzemUVdWxdM2ekIWoRFHAj4AoKPhk9R2ak5+JKAhU1nh5Z9NR7hyfwYIZA/l09xmu69+FdzYdref5CricdsKsIn6/+eSaAqa6sllFSkOs0AcucyVK6wBhcxbq/dN4jMWltew/doFBaR2RZZlFs3IpqVBB/KGYi4G3eev+IiZe34vyKo9hcri8ysPA1Dh+MrI3zjAbpZV1lFd5EEV486MvggaT75+axYHjpRSeKuXcxepmzzmQZ/fE6l0smpWL3y8jK2CziyiyQHFpDZJNoqzSw6KA2KdLnDOkT5IQzFfi+mWinTZDTKtlFbRksKVVr5dnml8N9Bsup73+/w7unJBGZbWqiy+LKvW2cNKwXrq+tKJWjftkMyem4ZfRB/AARmR3M6z2Ky6tZcmKbSyYMZiX/lmoM2wbr5y22UQ120mEjdtPMmlYL6Ii7eSP6s2//v2l7tOtFpG2Thv3TclEVsBiEbCEeM8s9Wzp5mKhUJr6obS9rdZqPxRrto/s9/uxWtWg6vPPP6d9+/YkJiYCEB8fT0VFxTd7hlehSZJIWaVHT0XUGgCHXeJPL++ktNKtArCdtqCO1uzJmVgtAv/30k5Do/D4ql2GZfraIB+Erm7k8frx+PxIgkhZlXmVUY/Xz8JnNjNvejar1h9i6/4ifWYpzCHRJtLGL3/a31CeffbkTF5cd1Cf4fL6/Hpxj+zU+GCo63PqYE64XeJ307N1iLJ2HS6n3VDcAiDMLtIx1mmoDDlvejZhdhF3jf8rDcz5kQ2r/wAAIABJREFUMHbitQGnJfXl7H/wJsDYa3vogUmsK4z/uSuHB5d/ZlqJa+60LKxWkfYuldO05PltQVoBrVoifLDjFOEOCw/fnYNPlqnzyMxf/qnheJt2/UcHYtd5/SxY1nAuD87MaQ00Wg0LBAXrWqEcQvgHM587b1q2YSV0TZ3X1FcGVmrWBvrm5GcGF+u5PZsX1u03+NJDJy7SJb5N0LbqwKDKrPmyuCpo1bbmYzXAdptIG0Ul1Ty+ahfzp2fzq1v6IcsQ5pCorvUZVgfMnZZFZLiVMJtErVcO8nmPPL9dT4Ofk5/Jz8al8OzbB5g6Jjlo1beZX7VJgmGFgnatNkkIWi3rA/7+9r5mCxtd6nP+vqw40VZH7z92gSmj+hiutXGFzMdX7eJXt/Q3wPxjXWoxjFCVEhfMGMSDy7cYjqnFD6B2Iu+fmoXPL+uVQ80KUWmctesHdDH89pz8TFasPaCnj//xxR2UVrp5aGYOz63dZ1oAJCbKblghG/i5ma5k2bzdfqQgj4qaluM4tPvdOrHXMjN7/wLb9Vt+lERK9xhDrKbpa0hmR+ZNzw7yS2/8q4FBpmaF2GjrNBbNOHm2nBk3p+OXFU6fr9JX78+dls1Ned2D4szAyY9V6w83ec7aPoHZKCUVbn3l4bzp2USES8xc9IGOjQl8t1xOR9D7N7/e94VCw8ClYWMCrVWvl2eaX125/pChkm1lrYc5+ZlYJIE6jz+or/azcSnIcsNq6MABPjD2ySLDjG22JGK+urq+IvjG7Sd5YMYgyqvqgvTz0c4vCXdYg/yf9j6lJLoY0q8Lc/9q7BfFRAXrcU5+JqIEAi2PhRpr6ofQ9rZaq/2QrNlCGR988AERERH06tWLpUuX0qVLF0aMGAFAUVERb731Frfffvu3ca6XZS0tlBFozQEuZVFgQSMw676jF+iXFMurHxyh2u1jZ2Ex1w9IYOEzm4O2G5vXnZXvB4NRb/lRH0bnJDJyYFcUReGL/5QxbUwqca5wBiTHcu5CDRfL1dWAsa4wkhPbUVnt5fHVu0jtroKHG4Nbh2UlsHrDYXYVFvNfw3qz6fPTVLt97CosZmhmF558dQ8ZvWK4eUgPbhzcjeTEdrz8ngqvvG10MkvX7Gb1hiNsO3COO8al4Yy08doHXwSd++icRCRJJMwiMjyrK2PyujMiO4G2kTZs9Yy0QPPKQtC92VVYzNB+XRBCwG93FhYzLCtBT38IZX5glcn9vSkvMWSJ98uxq71QRkgTREPnqdrt49prOvHWx8e4a0IGS9fsDnou1/fvwnPv7GdgWjxJXV1MHpHENb1jQYDMpFgGpsbj8fpI7NSG5O7RtI108ODyLQzN7MLDz24NOt7PxqYDCnu/uEByt3as++yE/v2FshrumpDB54cbg3/NYf6yKOAHBEnEIgpXBWzdzFoLZVza9SuKmgo1LCuBm/ISGZmdQIRVZcqF8g9mPndXYTG3j03ho52nAbiuX2euvaYjNwzqxsDUeIpLapBEgdTuMWz6/LT++9VuHyOzE3j746P8ckp/cvt2JDOpPQ6bhU8+P6MXvthVWMxPRiShyPDqxkL+a1hvRud0I61HDO9tPk7nOCcjsrsiCGqqllYcQ1v1rPnYg8dLGJrZGYfdQu+Eduw4eI4+3WKo8/r196nxdQ3J7IwgiJRUuHnrY3NI+9ubjrHv6AVuyuvOwLR4nW8VeN/M/Kqf4Hu8q7CY6wd0MdkWnnp9r17YSLv+DjHhKM10Spt6zs3Z1VYoI5Rpes0f2SfIH+47eoFbb0zWtVft9jF8QBeef/cgt49N4ZYfJTMiOwFBEBgU4vndMKgb1/SOYfiABLJS4ohwWHl/2yndf04dncKGbSfJSulASYWbg8dLggpR/WhQN5a9sZeRA7sGtQH7jl7ggRmD6J3QlpfeK6TwVCmdY50MSutAdNvwoO13FhZzbWZnXlh3gMOnygyfX9ff/B29rn9n03Z7TF73IO03Fwt8lfjh+1gooykLfv+6snL9IXZ/cQGA2ZMzeWHdgSC/NiavO4+v/pyMHtFMHpnE6NxEruvfGUGEVzccMRQEWPbGXnL7dqS4pJppY1KZeF0POsU6eXD5FlZvUAsWzJyQzuFTZWzYdpIxOYm8svGI4TwDi05IokB2ahyjBnbj2ms6cmNON17ZUKifMzQU5Nj0+WliXWGkdo+huKSGW29MxmoRiXTYKDxZyoDkON7eZIx9Lpa7OV1cpb9/mk/yKoTUlUzo75rT3FfR67dlVzreNTPtvh0+VcaH//4PX3xZRlqPaGLahmO3ijjDbQZeXWAfLCLMypb6Ii5aOxloap+hOxGOhu0Axg3pQa+Etixds1svhHHXxHTatXFww6CuDE7viEUSWdTod3fWx71d4tqYtgEPzBhEUkK7kL5x6Wt7DG3rqvWFDEztAELLY6HGmvoqbe/XZa2FMkJba6EM8/2u5n7Ut2FNabfZlXq//vWvmTVrFgsXLkQURV5++WX9u3Xr1tGvX7+v5yy/QxaKCWORGoaMMnrGhNwuVHlzraDGr27pz54j5/nJiCS9bHljRoj29/SbUvRZ9/um9OOxlTv17X99a39EQdDTxNq3dRjOQxSg8FQpv1v6GUkJLu6ckIbNKlFa6WbGzemmZdYXF5iXWT9XUo3L6VBnLP1augHIIaZ7QrFY/LJcz2e6fM5S65Lypk02ufflVZ76GXXzVaGyrLB1fxFllR5uG53M+1tPcG1mZwMA+4EZA6mu9fGfokp9ZtSMDVVcWoskCbg9PuZOy+bp1/cYvt+6v4j8kUnMmpRBXLsIikqqsVqDh2NDzW5HO21fuZBGq10dFoqX6QXum9JPnyXXWEmh/EqH6Ag9JUYSRZauMc54R0XaDKs8oAEdMG5IDx5budOARggslKGuUFXweH2mK5bqvD6efn0PpZVu7p82QJ8ZN1sdsLi+yMzG7SeZPDJJX0371P3DTK9LFAUUFKIi7SFTMLVtvT6Z8hArus386qX4YM3naume2u8vKcg1f7CNf+v7zoSqv5eh/GEgozEwdfbB5Vt55ncjKCqp4fFVu7hvSj/T/S+Uq+mQsqJgkUSqar3Myc+kfVs1rnhxnYr2GJObiDPCpq/6KDxVyvK39jL/9mz936HbANnA0bttdDLnSqpNmcHFperK1+FZXQ2cxabeUTPmoJoObH7PmooFvm+cxm/aAt8/CYUpo/pw/ExF/XPBlKvoctqYPz1bjys1FpnH62fJz/P09L+yKjf3/bQfVkvDyt/AQlrQsDJa86tWq3m6oZbaOHtyJs++fYDpN6Uw78lPSUpwMf2mFP2cA+NlLXXXYROZOSHdEFPPnpypx+ONda+9f8vmDVcZkYBfEELqSvvb7LvmNNeq18uzxvet8FQpq9Yf5r6f9kMSRcNqPM2KS2vxKwoWsSFtV9NVY71FRdiQJAwrmiuq64JwSI+v2sVvbxvAM2/uY+qYZCySaB73ig1/N/5OluUmvoPSSreBmar1aUJrJ1Qfy6ip73vb22qt9kOyZtuLAQMG8OGHH3LixAm6detGZGSk/t3QoUMZPXr0N3qCV6OFGjTy+WXmT8+mU/twPD6F0+fNGWSiGMyAmF8P1F0wYzAbtp3ghpxEfh9QLEBrOJYU5OHzy/ypHqKqNUYAVqvIrEkZenWliDArf397r54mNndaFkkJLgpPlTIwNQ6rReKp+4chiiKllW4skkh0+4bqd2YNQnmVJ2TaQ2mlu8UprqFYLJLGiPgKA3OtS8qbNrPO0/nSauZPz6a00m1+3yWRJ387jNc/PMKL6w4ye3JmEFfkfGktS9fsMXQ8/bI5Z8wiCUSG26it8+osysDvy6rqsFokHl+1iy5xkUy8vhd1soIkSTqnJlSa9cN35yBZRFC4bC5NK9/m6jSzgdxA/xPKr1TXelkwYzAOm2So1qj71Z/nGTqygT75pX8c0tk42iCiM9yqp87GtlPfj4gwK20ibSwu0Dq0Au9+cozkxBim35RCZY2XV94/zMzx6Tx8d47++4GmDfAMz+pqWJHV1Hs0/8lPTdPFAtPRYl1hXCyvpbbOnBFoysm7BB/8Q/e5oSs4GzlyFou5Pt0en/73fVP6sWLtAUZkdWHi9b0QQH+uoTqf5VUelr+1l4V3DubxVbsorXTzy5/2x2aVWP7WXlxOB/OnZ2O3WaisqcNmlXjorhxkWaGsso6oSBu/urU/pRXukAPEkijqLLyEDk4eeFrFNdw7pV/Ic4qKtBnuk3ackFo205B06bFA68Te5ZvfbyxUhiIYJh9cTgeiIGCRJKIirfj8DVVftclkSRQAgbp6XZ+9UEV8TKSechhq4NgZbiXWFUZFdXCcqTFCZ9yczovrDtLWqTIpn5qrFqEQBFSeXX3l74vlNcwYn0ZUhI1/fHacEdndePSFrQbf/8Rq1fc/eNdgFBkD+1orUqBxy6AZXWHuo1uiuVa9Nm0hmXGN7tstP0piaL/OlFbW4fPLxLrCTe8rChSXqAPWi2bl4vH5Tfs1f397HzMnZBAZbtWLvYQ7zLXr9ck6/zwUr1SSRGQluBCd3vfBnDcqy4ppOrgFIKR2QvWxWjXVaq32fbVm028BbDYbsbGx2GzGAM3lchkG+a5G+ybSby2iQFZqPDsLG9ID50/PxmIR+Mvqz7muXwIPP7sVj9fP7WNT2RWw3bzp2Xy2+wyRYRZuHtKDvGs6kdo9hrc3HSU+JpJXNxYy/rqeSILI6g3BqSijcxKxWATe/fQ41W4fxSU1zJyQTkpiOx5ftYt1n51g4/Yv+WjnaXYcKApKub1zfBo1bi/5o/qw8JnNfH74Ar0S2vLYyp3sO3qR7p2iWPzcNrp3amuazpvcLZr49hEMG9CFwenx+jLwwlOlVLt9jM3rjkjzN9xul+iX3CHo3rQJt+D3ySHvcYRJCmZj+7aWlF/pdITLXd5tdm/vGJdGdZ0XSRS4rl8Xw3OZk5+J1y/z8j8PMeG6nhSX1NAlzhmU7nfDIDWFYWBqvK4dj9dn+g4IgoLdasHrkxnSrxOfF543PGdZUXhx3UG6xEUyOjeRh5/dyqr3D7Nl31n6p3TAGW7F41dM07XyrunE2Qs1/PH/7SArNZ5wu+WSUnK1gaOFz2zRf/NyjtPYWtNvv/r1m6Up7Tt6gdvHpjByYFeiIq306daOfUcv6Hr61S39CXdYeHHdATJ6tTf1q2NyEnnxH2qK2U15iYzJTWTDtpM4I+wkdowKSrUJD7OQ3C2a9zYfJ7Gj6jNXvX+YLXvPktYjWu1YigIuZ5hh36mjU5Akgf8UV1Pt9nLweLCPTesRgzPcakgHCvUebdh6kn8fOm9IF5syKonr+ifo6WjaO/X6h0fYVXieuyamG+5PKL96KT74SqXxXA3pt4H+Ylfhebp3imKRpod639Em3EqfxGi8fpncjE5Bz1EUYfiABDKT2hMeZkEAhvbrzMPPbiWjZ3tdC1p7H/j8Zk9WOXiniioZktmJtB4x9eloXzK0X2cGpsWT0r0dS9fs5pWNR9hz5AJZKXE8/fpe3tt8goFpHXj742PEtgvnsZU7+fxwsEbmTc+mXaSVbp3a8sTqXVzTWz2ni+Vu6jw+7hiXZtDJ7MmZvLf5ODkZHdm6/5xBP06HxICUDkG6CrOIhFmlIA0JCpccC3yV+OGHln5rZoqiVnkVAVkQ9HZWW6H5+OpdrN5wmBsGdeOP/2+HwR/vPnKerNQO/KeoGkFQJxHrPH6c4Tbd9wbGCJrFusLITGpPTkZHnn17PwOSY0nvGUP+iCTSe8YQEW6lpMJNhMNK317tGZjWgQee3szqDYfZuu8sqd1jWLn+EJ1jnSDArx/fRFZyB9Z8eITr+ifgl2VTRMHQzM74ZYWHn93KWx+rfnrmhHSqaz1MG5OC1SJit6i6aUpXFkmgf0pwTOt0WJCbm4j+Cnr9tuxKxbtNxWMiDb5hcHo81/fvwoPLt3DoRCl9e7dn5fpD3DEujT1HzhueyYv/OMDz6w6y58gF0nvGEBVpp87jp0+3aEN66+4vLpCb0ZFfP76JHQfPMSA5jjqPn731vlGzxu22mZ+eNz2bF9Yd4KnX93LwuBpHnC6uQhIFve9jtYgk1vtYLWaYNakvh09e5PUPjwalg/v9MjaraKq7NuEW+icH+9mrSVPQmn7blLWm35rvdzX3o74N+0rpt60WbI1nMqX6yqy/+csmQ4pNdmo8q98vNABVV9U3MoIg8LulnxpmUY6fqWDGzemcr//MbJbl7MUqunVsY0ifeWfTUe4Yl9ZsWk9xaS1x7SKYOT5DX60y4+Z0ffYn8O81Hxzh/qlZQakK72w6So/OGZRV1umpvoHnJ0mCSk1vxjxuH+2j7PWVwtR7aLcKeOobStN7TMtXS7UuKQ9tDfc2jwvl6upLn1/WKzAumpWjr/isrPHqKd8zbk7nkee3s6QgjzqTqqBujxo4BALYN2z/Eme4lcUFufj8Coqi4PXLLFy2VdfVvGnZ/OY2tcJ2uN2Kw9bA/DNbEbhkxTaWFOQ1WbVPWwlwOQVSWgutXL0WKtUkrl0Ez7+7n5njM3jh3YPMuDkdVxs74XYrdpvIM2/uZeroVM5eMK/2feZCFVv3F+mpgrEuNcVWlhX+8srnpiv7Fj+33RRToAG2XZEOnlhtrHSrVWF0hltZsfaAqY99cd1BdQVgwHlq75HmL0URBFHgjY8aOqlautiSglxWrD3ApGG9mHh9L2Kiwlj7yVF99l9WFO7N70dM2zAkMfRq1kv1wT9UnxvoLwLbUAj0HXkUl9SwdM0efnPbAN2/tomw60VXNIt1hbGkIE9vowNX5xWeKuXFdQeZNSmDDu0i+LK4Sk+tDVyx15AeLhAVYTNUb9Q0urggjy+LKnjh3YP6CpPiUrVYxwvvHtTxB/8prmLV+kPMHJ+hHyfwnDZs/xKAh2bmUF6tVjB9Z9NR8kf1IdwuBenH6/E3qSszDV1qLPBV44dWazBRaGhnGyMDnBHmqdfhdisJcRI2m8TZC9UsXbOHBTMG68cxK9Iyd1o2tXUN8UZZVR1hdithDgsdbRFU1XiDCh4EFpjR0nefWL1L/y1t1bP2nZnvd9gsQTGGdownVu8yZKA0pSsfIqvWHwqK92eOT282bmjVa2hrMh4LuG8gmPZrxg3pofvbWFc4y97co/vbBl+Yy/kytyElHIIrKj+xehf/O2dIUME4LdVba7c1Pz3j5nS1ynlUWIjfzUMAve+jSFKQr9Yq6/7l1T1B6eCAOrkdQnetmmq1VvthWeug3mVa4w5MXUBnUxRFFswYSHx0BMOzuupL+TWbeH0v2oSbB0PaINyKtQdMg56nX9/Dr27pp3dcNSdeVFJjGrBoTCXt37KiQMC5BqZBBP5deKqUf3x2nAdn5lAREKiPvbYHoFDn9ZtWYxLUrMcWmcftQwDi2zs5f76Sxhi0H2on8dswv1/GLwjc/9dPAFg2b0SDfgWBVesP6ymHk4b10lMOi0tVJoesBKcDOCNsOtdR63h2jIlEUaCmzsfs//0X86dnB7F0ljy/zcAoS0pw6akQoRhUflnGbpLGrg08D8/qGrDtpXFpWvk2V6+FGsj9T7E6KHfHOCWIPfPnXw5l7LU9qKr1sGr9YdMKrWs/Ma7gCPTFpqk2Xn+TaWQOmyUk00aWFSpr1LRzUUAfgIwMs7Fi7T4KT5WycfvJoKqS/ZM7sOzNPdw5Pp0ZizYwf3p2SJ8fyLZbNm84b3x0zDAAqH0uNONXW31w8+YP0Z5qpvkrh81CcWktPl8Dm25JQa7e0dPSuZ3hVhQUfcCi8QBIaaWbtk4H1XVe3ZcGDggHpjGKooDPH0qHDecRiie2pCBX19Ed4xqO0/ic9nxxgRtzu+Hx+vWBFH1Awy8H6edSdXU5OmzV7tdkgqI/68Y6kUTBNF1QFGHmkg9YPn+EHiN4vD79ONpk9IMzcxBFkGVYsXZfACpGHeB77p39/OqW/pw+38DphYZBkcZsU+38auq8zJ6cidvj05mPZgOJWnVys/ejorpOj9sD2/5QuvLXc4cDB+gB7hiX1qK4oVWv5tZcPKbdN1897zApwUVCB6fO3A23W/jd0s8Atc1r/HxUXwjt2zpaVFG51u1j1fsNg2g+v4zDrrLI13xwJIhXOntyJhXVdea/qyhYZFnv+4SKGTQWn1n6bFO6ExSlVVOt1mo/IGvto5qYLCsokhhydkOSRBRJwOdXkGUFiyhik1SH63I6KK+qM8woaowcjWUXGWZDkoQgrsLA1DjaRNgRBfjZuBREUeThu3NQqJ+9tojM+q8MJFEkJdFl6LgOTI0z5dF8tFOdRdcG3cqr3MS2C2fBjIFEhttoG2lnYGocW/cXBfF6Nmz/ksoaD1NHpwJw5/h0tu47S0IHJx3bR+D3Kzx8dw6CIFBcWsML7x5UeSotvM8aJ6O4tAYksXUW6Rswq03C41eDBalep16PH6tNQvGrAx5WSX1ij96Ti8crE902jLsmZvBIwEzkL3/aH6tV1SyAM8KKwyap/DpRpM7nxV0nEx3lYElBHggKpRV12GwiNbV+auuX/5t1el1OB13jnTzxq+uIcFhBUBAQ+OMvrsXnNy8qI4kifr+faKeNh+/OobRSHXj+98FzTL8pjapalcmzcfvJS2aIhBo4UosStM52XkmzW8WQgbcW8GrfZ/SMYeL1vbBbJVb+8xBTR6fys3GpWCwCiwty8fsV/PVMsbFDuvOTEUnIsoxfhs8PF9Emwo4gNLwXFknUO61Wi6QPoJl1at0eHzarxJ/uHYIz3IaiKMgy/HPLcSwWkW7xTp1ppg3MaIM6E6/vRWSYDUFUDBM32oqsO8alB62IbbxiQDMztk5Sgov8Ub0BAUVqWs+tbMnmLdBfhGLeSaKIKMKCGQNxtXEYtp8wtDs35nSnxm1kRc6bnk2YzYLFoq7zefjuHERRQJIEyqvqeHXDYR6+OxdFUXV8sbxhhX+7Ng4WzcpFlhUkSdTb+Mbn1Nx5a5OCjbcPXDHYqb0TURT444s7DJOX0PIBDf1eturt6jMF3tl0tH7yoUG7SQkuJElkyqg+JhxEkafuH4YgCEwe0Ys+3WKwWAQiwm386pb++sTGirX7GJ7VlYPHLzBzQgY/Gyvj8yu88a8jbNj+JXfenIokCXRqHxlyElzzm9FRDtpG2vnLr6/DIolIokC7NpH1bLXg1VORYTaeWL0raFW05h/bRTl4au5wyqvcKiezmeJbX5WL16p9c2sqHhOlQH6p6ufGXtuDB57+zKDHZfNH8Mr7hcgyTBjanRHZ3ZBE9LZeFMHt8RMXE85DM3MABYtF5N1Pjhl8WqwrDEEgaBAtKcHFQ3flUFnjISrSzpKf5+H1yVgk1XcrSgjeoiCgWERQBOSAa9i6v0jXdVSkTffhU0b1CeLUhhpYb053rXprtVb7/lmLmHrfZbtUpp4kiRSV1bJg2WZTnpYkiVTXr9LQOEqb950lO7UDw7O60KdrO/708r91513t9rH3iws6y27yyCQWPafywQK5Cj07RzF5ZB8WPbeV3fWchzf+9QWdY5088vx29Xf2niUzKZaV6w8xJq8H4XYJRYF7ftyXvGs64ZcVfjSoq4HTNzq3OzcM6qozSRx2C7V1fh57eSdvfnSUrfvOcvfEDMoq3aa8pVkTM6iq9dLWaUcAEju1oarGy/myhuvfuu8seX07cfxMOZlJsTgcKhevufuscTJWri/82rhl36Zd7Uw9q03iQqWHhc9sNvDoopx2zlfU8fy7+0nsGMUfXtzOrsLzpPeM4YnVn9O9nukRqOE9X5znhkHd+MOLO7hQVkvnWCcPLlcZJ0Ul1SR3i9F1umXfWbJT4mnrtLHrUDF/e203IwcmkJvRiapaj4EjlpTgYuqYZJas2M5rH3zBlno2zsv/PESPLi5ckVYy+8SFZC/KfgWrJOJwWIhu6yA+OpL/+fsW3vzoqM4jaRNubVaPgWbGt5mTn8nS1/aw9tPjl63TVqbeV7t+q03iQoWHVesPGdh3Ow4Wsf/4RV0XdknkhpxEOsc5efjZrQzOiKdbvKrztz4+xvABXais8bLk+e28svEIe49eoF9SLB6vj3sf+5gdB88x8fpefLjjFGs/Oa6/FxrjpmBSX3YVFnHz0B5EOe2kdY/h8UYMnBhXGNVuL9W16kDNqvcPs+3AOW67MQW7XWT5m/t4+o29XCirYdakvuwqLOZUUSWFJ0vISunAqxsLGdAnjv996d+8vekYmz4/zcVytYhNavdoBqfH86+d/+HwqTJuH5vCT0f14UeDumK1iLy3+YSBodMm3KLzSzvHOpk6Jpm/vrq7WV7kN8WW/DrtamDqBTKNjp+pMGUWtgm34PEqQcy66CgHgzM6cb60xoCz6BzrJKV7O1a/X0in9k5dQ6p/jCYizMqAlDjKqupY9Nw2Xtl4hP3HLnLXxHSG9e9Cnc/PQ8u36pzHWZP6Ulbp5vT5amJdYSy4cxCVNR5GDerKgORYtuw9S/6oJMN5z8lXWX0a86mxL5ZEgdy+HXlqzR4SOkTq7F7NYl1hjMxOQGihVq4WvbUy9Yxmt0t07+ziidW7uFhey+1jUymrdPPjEb0pKa816Lba7WNnYTE9u7TlN3/5BEmEa5LiePjZrayujxWH9uvM+i0n+cfmE0wdncKeI8Vcm9mZB5/ZwuoNh9lx8ByTRybRP6k93Tu7WPjM5pCM55uu7U5Gz/Y8sXoXb/zrKFv2neWa3rG8sqGQ3gntcHt9vLjuIFNHp7Dv6AXdx17XvwsvvXeQ3V9cICbKzq03pgT5x9XvH2bb/nNkp3bAIjVw9SRJRBYF/IAgiVhEAUVRQrLNWsLUu1q035RdqXg3VDy2dtMxotuG6fzSopJq7hiXxpKAAlOaHpO6ukjvGUNlTR09u7RT9bjhiN7Wv/DuAbbsO0ePTlE88vx2Vm84wpZ9Z7nlhmSD35w3PZvqWq/O6NNMEgWeJ1+yAAAgAElEQVTSekQjKwpLVmxj56FiMnpFc760Fo9XprrWx48Gd2XHgSL9GuZOy9K5vYH+fdakvoTbJW7ISWTpmt289fExtu47S8GkvkQ7bfgaxbI2q0j3Lq4gDl9Turua9NbK1AttrUw98/2u5n7Ut2FNaVdQrpYW4xuyixerkOWWX6Iiicx78tOgGRWN36BIIqeKjKkA2jaPFOThkxVmLtkQdNxl84bj9SkGdoe2n7ZiY+Ez6ndaiuKMm9NNGQ/a54/8PI+Kao9hljRwpYY2yxMTFYaCQlFJTRAjSjvmolm5lFS48flldfWhJBLmkACBxc8ZZ2F9fpk/vLgj6BgPzsxhxdp9zByfgeBvelazufv8XbD29WnDjT/7uqw57Zr9fqApkrHSJxh5TYH6CkyLXVKQy7wnPw063qP35HH/Xz/hb78ZZtBx45Ra7XdmTcrA5XSwdM0eNSWyIJeikhoiHFZdswtmDDR9l7RzW1KQx9pPjhpmVjdsO8FNed0R/HKj2UbRwC0JvN7m9NjYGo4Lp89XBlUquxydNve8rrR909r9qtcfSs+LC3I5drqCjdtP6ul+gds21utTc4frM/mBx3norhzufmSj/u8FMwZz+nyVqba11SZuj89Uv0sK8jhVVGH63aJZuXh9Mv8prmLNB0do67Qxc3wGcn3VRpVOr3J2LpTXhUwHyh/Vm07tnQYunraK3O+vfyckQf1eFKjzKig0VKo0nm+wni/HR3/bs/+apr4NvxtKv4oksuzNvQZmoYBgYBb6wHAvtdVACXFtmPfkJ9w3pZ/B5zYXA8yalKHva6a9Oq+farcXd50PsZ75q8UBoihQXFKrTz5qXNN2UXbOl9bSJsKORRIQRQGPT0YSBGySym7SrrNzbCSVNXX6ClZZUf1v4DHnT8/GFW5t8fO/WmKCb9tPf93ajY6O/FrPX5EkvQ0O5JM+uHxzkG4102KIxr4XGnw2gM+v4Pebx8V/+MW1nDmvFtvw+WXCHBb+8MIOXV9zp2XjrvPx51XBbGftvZk1KYMHl281rHqKaxeOx+sHBEQRLJLI0jW7DVWdzd83JxYIqr6u6dwHBj+grZjS2qSm7/HVof2m7ErGu2bx2KRhvdi4/aThfse1C2POnz4K2n9JQS6PrdxpYJVqpukFMPW1C2YMxuP1ERFuQxTQz/Hvbzeki8+bnk1bp437/6Iee9Estbr946t24XI6yB/Vm/joCGxWCZ+s4PPJPP/ufoZndTX9zVDn+UhBnl6JWbPL0c7VpLcrFRdf7fGudoyxv3rrkvd75/9uvur3+yq/dTX3o74Na0q7rem3jaxZnpYA8TGROq9hzQdHAHUAzSfLiCGWiguCgCSZ85m0If7GXJ5QfB7tc59f0YMLLWixSCL3TelHldtjCIC0zuD0m1LMr88v63w1UDsd907px4JlDQFOcWktK9cf4vax5kU5qmo99VwruVlhtXLLvnkLxefwyzIup4POsQ0pLe3bOvRUvzYRdlMNa8Dgxpy7prhii1ds4xc/uYbfP70Zn0/md0s/47F7h+i/1dZpN93X1caun6sZD+zGnETs9bONjQc9yio9+gCcdoxL1ZTGaUEQdO6U8R626vTbtlB69vlkHUUwc0J6PTpBZsbN6az54Ag1dV7DfnII3xMYlGkcm1Dabuu08/unPuO+Kf3Mz8kv0yEmwvQ7RVGD/dJKt+6X/bKMpb4daN+ugTEaCLo+cbZST8EFTKHZAOWVHhY1muhxOe1EWCUD+zXwnMz0fKk+WjJ5Hy91YOe7aKGYRoHPxl/Pe9JMY9b9/b9HBKU1QvMxQFPMRo/Pr08Qas//2bf363qLdYUZsgmKS1Wu6cN351BSUUebCBuKAoJfIT46gvPnK/H61WvQrvOxe4fg9TVMEMa6wvjt1AFqQZDSGiprvDgjLm2FdGtMcJWaoHB9VgJWqwr2+tm4NARUbEZzaduhmLiyDKBw6lyl3tYHmsvpoLSiTh+w0zA2c/IziW7jwC/DC+v2M35ozyZjZIdNVY7GGE1KcAWhReZPz6as0qMXXwj9vikgCiGLNnwVpl6r9ps2s3isfVsHY6/tYcBP/M/dOSH1qMWCofRisYim39XUeREEOF9aY2BIz52WRf7IJM6XuVnVqF8UHRXGA09/hsvp4LbRyUFsdAFVK6H0G+o8vX4ZhyQa2tPL0U6r3lqt1b6fJl7pE7jaTOM3BJrGxZAkkcpqLw88/Rkr1h7AahG4b0omv7ylnzojt2QjF8trmZOfqR9DC6qLS2soqU+fanzsU0VVVNbUsWDGQJYU5NImQuXcaQFT4+21zyWxAQx72+hklr+1l/v/+gkPLPuMOo8fl9MBNFRtmjSsV8hjasU9/jj7Wv72m2H8dmp/Kqrrghz/8KyuegXJxsdwhttYMGMgNmvzVL2m7nOrfT2mMZACLdYVhs0qMXVMMkUlakpBUoILWYGN209SWePF5/ezuCCXP/9yKPOnZzMwNY6507LYuP0koBZCCTxuUzotLq0lOipM1Zik8tAcdgsJcU6i24Zhq2eTNd433G416DIpwWX4XhIF06poms6N216+m/su61RdtSXiEwQUSUSSrk5339R5Bn7XWM8jsrrw5G+HIYoCz8wfwW9u6UdltZd5T37KzCUb9ZUaMW0dhv0ulteaPlONSab92y83aFsr3rKkILfex6kdgFDaP3OhCklQWTeNvxMEuG10Mi6ngydW72JOfiZWq2j6jPx+GcEvY7OKxLZz8Jvb+vP0vOE8PXc4f/7lEECddbfaJBRJxAv6gB40AOWLSmrwIeiTTo3PyUzPl6r9UFUKW1AM/TtpmjaBkD5K37bRvRyR1YWn5w7H51OwWgRe23jYEDdolcRD6cvt8eH1KYbvkhJcKvNUUYuvjMjqwoyb07FIIrMnZ+p6A8G0Qycr6kqVmUs2Mu/JTymr8SLLSr221Db9yd8OY0RWF2xWS1DV5z+8sANZUfTYyO9XEG0SSFKLfNB32dd+3yzQ71otEqIgcL60hvlPfspdSzby3099xtQxyWzbf1YfKAaV7by4IJeu8U6e/O0wLBbJ1AeePl+p++jIMJu+v+Zn783PpKzKbYhhH1u5k+g2KkvNYhEMHOjGx9c+d3t8huP+8qf99AE97biLV2yrZ4yGjmXcHnXFq18OVbiLFvnWUG1dq/ZbZoH3qbEPcjkd1Lh9uh/V/OFDMwcTZld1aBYTD0yNo63TTpsIm6kfD7dbqaz2BFU1f+T57ZwvU4tjjBvSA4sksPT+YTx1/3CsFtXHNq4Wre63jchwW5N9vFCx+5kLVUHtaSjtiGJon9uqt1Zrte+ntTL1GplFFBiY3pF/HyoyMHEirBI+YOEzW/TZl7+9upvVG46wbf85po5O4XRxFbsKzzMwvQMZPWO4YVA3MpPa0y7KQeGJErrFt+Ga3u0N3JrZkzP5dPdpEjtG8ZdXVG7TjoPnuHtiBv8+eI4J1/UK2v69zcdV7oJD4rM9Z7n1xmSWrtmtNxzVbh/7jl7g1huT2fT5af2z0Tnd+Mdnx3WGk3bM304dQG2djydWf86bHx1lx8FzDEyNRxBhcFo8NwzqxsDUeIpLahicHs+L6w4xc4KRGzRvejZ/feVzNn1+mqyUDkSGW5vkiJhxMrT7/F3JCL/amXqhGC8Om8TDz27j6H/KmTkhnZTEdrz1sVrZeOma3az5UGXbZSbF8t7m40wemUR4mIU+CdHsKixmYFoHrr2mk35cj9cXpKnZkxt4TMOzEhjSrxOKrFBb58PnVyircgNgkQTSewa/E3abSGZSLEtf28Omz0/r7EmtEEKEVcIrK6x6/7DhmqvdPm7KS2TDtlP69TodUrNMm1D2der022SHXA4z5UowRpo6T1EUDN9JIjr7aHB6PKNzE3n42a0613NMbndWrj/E4VNlQANPJ7lbOwanx+saq3F7KZjUN+iZvv7hEQM758Mdp/h412nmTLmG1O7RLF2zm7c3HePg8RKyUzpQWs8hvXdKvyDtv/xeIcmJ7RiY1pHtB84ZvpMktajArTcm896WkwzJ7ERltZcP//0liZ3bUuv2gSjorCZJEvHICnUemQeXb9FZT7l9O/PmR1+wee9ZundxsfCZLfTrE8ebHx013GP1nehOtdvL317dbcp8M9PzpWrfDyHfx29qOPlKMfUa6zaQjxvoo7T7FOiLNe3+z9+3snqDuu/kkUn8699fMvH6ntzyoz447BI5GZ14Z9NRnQcWyJMKD7OydtMxJo9UOXiBLLBXNh6h8GQJt49N5Z1NR1nx7kF2HDzHzAnpHD5VxuD0eLbtPxfEJ+vTzcW6z04ADe/OkGs6cTGAy7r9wDluH5uKIMBrH3xhuD+dY53kZHQkO7UDVbVe3tt8wsC8as4HXS0xwQ+dqddY2yOzu1JcWsNfXw2OMSde35OX3yvk9rEp3HpjMmndY7hY7mbJCpVXuqWeBVYawCWbk5/JS+8VEhMVxq03JmO1iNw4uBsWSdA5Yq9sPMLB4yXMnKC+UxfL3VS7fVyb2Yk5f/qI/n1iOXi8hONnKoJiUS1G/tnYNMIcFsqr6vjxiN4sXbOba3q35+1NxlX/1W4fPx3Vh237z5kyMefkZxIRbuUvq3fTNd5pYAKD+u4kdXWx7I19TfrWJts6uCq035Rd6XgXjD4iO7WDoa27Nz+T/3vp3xw+WcZdE9MZlN6RP6/cyeoNKm/07okZ2GwS2QEx8cDUOPJH9VF9sYkfnzstC1mWAcGgm6QEF7femExCByc5GfHIisJDy7fyyoYjbDtwjqyUDpRVuunby1xveX07ktGrPSfPljPhup6mzOj+yR0MetDiikHp8Yb29HIY0FeLr4VWpl5T1srUM9+vlanXytS7pH2ioyO5UFYTxAXyCQIzl2wMyRCbcXO6vsT/vp/2o7TCrXM1Ztyczu+WforL6WDSsP/P3pkHRlHf/f81M3vl2CRLQsIdLjkSrgSSAIlSuTzAE58K9SC2iEKr1tZWobZ4VND6tD7awwN8BK0Kth7I8fhDPFE5BeQ0nHKTELKEzbHZ3Zn5/TGZYWd3FkgEEmo+/yjZndnvzLy/n/l8j8/rcwmd2rjZf9TH2x/vZNzwSyzP9+jkIfjrQiTGO6jxB7FJEoFgiGMn/Hy0dh/XXdYdRVWx20RT6qxu4Wy0dI/GMREAhyQQkLVqjNrqo8LDL5g5IgXZGdw8qpcpTeG+8Tm0SY1n2t9PXYc73m5UetTLxqd7zo5jpnMyEARQ1Yuu+lJzZ+qBdfXb2qDC5FkaO6xnJw/3jc/hYJk1O0xn09zz4wFkpCZQ7q0lLcXFW8t3cMOPLjE4d19tOsTwvE4EgjJHj1czf9kOvD4/943PoX3rRATg4LEqU/rCfeNzaJuWwIvvbIri0Ey6ri///c+vTRw7Xb+6TmJzQYqiqv1+HztXnLALyQ5pDDOlKRgjp2snEPXZDcO6MraoW/1n1myc8KrgoPnBuYu3MX50DzJaJXCwrIrte8sZW9SNQFBGEAR2H/TSI7OVNvgSRVZtOUxrTwIdMxJx2KxZfn+8eygPv/AV943PIRCUcTlsBpLB6/Mz6bq+pCa7OF7pN2l7RF6mkbL1zJvrmXRdXz5au48fj+zJU6+ujUpdDQF1QcVIqQxvQyT3LxbD6pE7h3CwrMp4P1nx+KysIdpvCk5PUzH1Yl1rpI/SLZy717V9kiXXUNfuCw+NQFFUAqEQTrsNu00bwoVkFZskUFqhVZov2e81sBtd2ycz/Qz9Id2jscH0nfThvnh6cT7Pv70pqnrtS9NH8vDz1j42vE/oBY/Cz/ng7Xm8tbzEgnHafJiMVvZDZ+pFavuFB4fj9dVZsvNenDaCE/WV5+OcEiFZickYDSkan/Hpf34NEJWWOL04nzeXfRulF13DkTG2rjedWdaudSI2UQQB9h89yfxl2gLDvTfnGD4xVuz+1M+LUFQtTnLYJVRFJShr/MnjlTX87/vbjP4WqXOdY61/Hsu3nsk/Ngftn86aOt7VTb9PKpj86D9+O5ypf/oYiM15njm1kKraAE67DaH+XL+z8G+P3TWU/Ud9dGmXhCAIHAjj4+qZUVZV58Pj1UcnD+Xo8arTM6N/XsRL70bHv5Ov74skCew9fDIqrrDyn41hQDcXvbUw9WJbC1PP+rgWpl5s7TbPfKwmNlEUEGSNcSTIiuHo9C3Lp2PdAXh9fvYf9THtH18yc+4aVm8tRZY1RoLO9th/1MechZsp2e+NeT5Urcy6oqj849+beG7BBo6d0AaII/IyiXNKvLZ0uyl9Qbfw1AM9YLIDgqwQDMhaEKEqyIrC8Uq/ZZptZJrCs/M3UF0bYnpxvlb4YO4annlzPXabZBTn0L8rK2d+OeipZemeeNN9brFzZ9qzluu1LBMMyKY0kZL9Xg6WVZGc6DgtmybeZUcUIMXtRBJFfDUBfv70x9z91Mc8t2AD3TumINenCTrtNorHZtUXynBqmpOVqPSFZ+dvQFFUrrm0G3MWbmbaP75kzsLNXHNpN6pqAqYBpsbhMfdHG1rwpl+LrnMbqul6v6/pOo30B83ZTsdMaU52unZaffbuZ3uQFSUmcyY50WH6m56KBRAMqejZJdv2epEVlSl/+hivz8/Tr6/nzpnLmTzrI4IhmdkLtzJz7hpO+Oo4WROw/K3K6gCTrutLvNOGx+3imTfXM3PuGoNd9tHafbjj7VHafvvjnYZ/vvfmHN7+eCcj8jKNCT39/DPnriFYf49EwTrtK5L7FwiGTOlw+gq/3S4a/Fed5wZn1nNDtB+7P/7nWSzdRvqo8O+v3lqqpSOHYnOd9DRwh13E5bCjqnCkvJqnX/vaKOLy7PwNhm8s2e9lzsLNKKp1e/SYRP93m9QEXl2ynVeXbOexu4Yya2ohk67rS7LbgdfnNx2f7olDFKxTdRFU07MeP7pHlH9/6tW1jMjLjDr2dD7oYvS1/2kWqW1ZOZUOHm7pnjhUFR782xfMnLsGmyTictgs9VLh81NR6WfP4ZN4fX7LtMSZc9dY6kXvF/dPyCUhzsasqYWMG34Jn6w7wMyphfz6llw6Zrj5y+vr+dkTH1JWUcOjc1ZTst9LyX6vian69sc7o/zj9OJ8xPp4waaqKIEQakjGpioIgkplVZDisVlML84H4NUl25k5tZCXpo1g5tRC02TO6Xzrmd7JLdo/O9Pvkx3z+yY8pTTWmEpRVH75l8+Z8pQWu5afqLX8nq8mwJyFm9l7+CSg4k5wGGm9Vtp9dr4Z+1Lm1RjjDrsU9U7UdXz/hFxUFYPnaBovKiqCrEbFFbHep/o9AdXQfnhbrHxui95arMX+86xZxNvDhw/H4XDgdGpbCh944AEuvfRSNm7cyB/+8Afq6upo3749Tz/9NKmpqU3WTn3Q4vVpbLzI1RedjxBegVb/TFExHfP2xzu5b3wOz87fEBM2fLSimkfnrCbdE8evfjIQm02IqP6VB8BzCzZw7805ppWj+yfkauXVpxbiD4RIcTuQIyY4JElERaBVBKQbiDnJU1sXwuN2MWVcP1wOG0kJTl5dutX0EtGZEJFVmlqseZhNEgztlXlr+WjtPn52bZ/Tajo50cGBUp+xA0/X3glfIGrlenpxPqIk4A+EiHfZkQMhlBiDQ1lRWbRit1E4w1cTZNGK3Vw5pLPpuwbvIyyNVpYVUyGB5ri63VSmB7iRzzPyHja1nbadcJrPrI/zuE8VedEntD79+oDlyrrDLpo0rp9LVk79rqKqxDlslr+V4LIz570tlOz3MjKvI49NHkpltbZrZdGK3Ywf3Yv/+2ov9/x4AGkpcRw9Xs1rS7fj9fmZNjGfmrqgMSCM5W+PeWvxB0JktEqwbEM496/MW2vs4o7sT9dd1v28++gfUn9saP8K/364vsKP9QdCPDhxECLabrxwn3r/hFze+2wXKph8t65lW4z26BPa+r/LT2gLi+meOPYf9Rk7oP50z6XW55WszwuC6VmD9aSz1SR7c/NBLWa2SG2/++lOrv9Rtyh93D8h1+CTahMhQew2a714T9YBGrf33ptzsMcoSmClF0+Si8cmD6W6LsBT89ZF6FNEkUOoiMakdLg/7NnJYyx664vqry3dzpRx/Wjf2o3LKaEGZUsfJUki3uqgseNLf58sWrEbAQGbqqAiWE6GW2n8YnknXywW+b5x2KUzjqmUCN8b63vuOAe/vX0Q/1q+g/ats/nX8h1ce1k3HrtrKEKMBbbwBRRd83MWbubJXxTx6OQhnKwOEAjK2O2iaRxntctPEoVGvU9bNNZiLfbDtmbB1Js3bx5///vf+cUvfsGECRPIzMxEVVVuv/12Hn/8cR588EEOHTrEBx98wMiRIxt07rNl6kmSiCIKyEBIVhBUotgCqqpquzKS48jLahPFI2iTGs+wnI7YbCLLVu0z8Q1SkhwUZLXF6/MzcUw2Q/q2Jc0Tx+iCTOLjbAzp2y6Kq+BwiOw77GN/qY9Nu47Rr3uaiXmzoaSMO67J4u1PdlFdG+CBWwZy7WXdGD6oI28u+5ZXl37L5l3ljC7IJCnBTkjRigsIkoTNLlEdCPH7F79i445jUSyQMYVdWG3B3bn20m4oqkpSggOHXeLb78opGtDB1Pbp9UyI8Mp3DpeNkKrdX0GScDolUEERBe03hFMMqcjnIUii6bPmYk3NGGkss0FEQLKJ9O7SirFFXcnLakNSgp3cXhlRDI9NO8u487p+VNYHJEX927F1TwXL1+zngVsHUdS/HXUBmeyuaZRV1LC/1Mf6kjKGD+pEYrwdu03E7rChqrBy85EoPeX1zqBv99Y8t2AD76/YQ8m+Cn5+U3+SEhys3WbmWjodUpROVFVFUFVEQFDV02qkqTV1Idgh+jUiQEEDmSkXijES/hzsNpF8C1+aYJcQgcIB7RnUO4MrB3emqH87xhZ1wSWJ2O0iub2jeZEet4NhuR245tKuDB/UkfkflnDpgA4m5miHdDcDe6fjcti5fFBHUpNdjCzoRE6P1hwtr8FXU8ddN/bjqiFdSEl08n9f7eGWK3tH/dYn6/ZzVWEXsrt4GJGXic0mkOCyk5ToZFDvDKpqAmz/zktGqwScdhGPO47C/m35UW5HXC4J70k/W3YfRxIFxhR2ocxbw8Qx2Vw9VGOYBoIh2qe7+dfyneRlZzC0b/uoNkiiVjz9iiGZrNtWyt7DJ/nxqB4G/0/vT/FxNtaF9adw1uS57BcN6Y/nwi40U6+uLtSo/mUTBfL7tGX9t2V4T/q545o+Ue/MtmkJOGwSVvyyzbvK+dWEgfxr+Q6yu6bRt1uqwext0zoBl1Mit1dGlD6+3n6Ub/d5jTjktaXfIokCD9w6kNc/+Nbg/23dU07b1olkdz113jRPHE6HxMCIfvbQxDzc8Q7koGw8a1GSWLkl2r9fc2lXBvdpy8EYrMFIs4oTGlJBN9waqmv9+1bxyPn83aZg6kW20WEXkQnzydltWP+t9syraoOMKsgkxe1k+KBOjC3qQr/urZm3ZBvBkMxdN/SjaEB7EuO1Rd5IbvTv7sjHJgnEu+wUZLdlxcaD9Oqcyrrt0fHllUO6mBik04vzcTgkJEngsTmrTX1iy+5yRuR1IqSCKAhcMbgTR8qr2VByKp699arevPvpThOXUhIFxl7aBYdNIhBUQBBwOiVCqsYFFW0Sok0iICuUeWvYfbDSYPpt2V3OA7cMJM4hIoeUBrHJmhPHrDHWlPFuuF5tDgkVLXXU7pBQFAxmoc0m0LtzK1KTXFHjkmkT8xFF1TTWSkt2GpzecL+5aWcZSfFOemZ6+L+v9nLlkM48O38DC5bvMHiOkdrN6dmaz9YfMs5htwlcMTiTtduOkux2YrdJ1PiDph3NuqbuuCbLOPZ3xfnE12si/H1qqy8OZ9VndT/TEDbjufS1jbFz5W8bay1MvaY9roWp13hr9ky94cOH88ILL9CjRw/jb5s2bWL69OksXrwYgIqKCkaMGMGGDRsadO6z4TToAFu9cp/uCD3x9pirIs44O9X+EL6aIPEuO3MXb2H11lLSPXHMuHMwtX5tl5IkCtoArrKOz9YfoGhABxM36f4JubRKcvG/i7ZEcRWuHNIZu03i068PkJ/dlk4ZiewvreLtj3caqzrP/3Y4oiQgAC+/r7WhIDuDn13bB19NkOOVfrbvLWdYbkfT9d03PgeXU+Kld7aYWCAd0t0IghbYeX11zHzFfEyK28mrS7YZ1zqtOJ9te8rJ7dWGk/W7VD5au48Jo3sZ98/hsnGsso5ZYb8/487BhEIKT7wSfc+BBj+PprCmZow0ltkgSSLVQRlfTQC7zcaCD7/lmku7Uenzc0knD76aIC6Hjfg4Ce/JOp6ct9akgYQ4rRpYuieew+VVxu69e2/O4bWl2orjU78owh1vx+WwEQgp1PiDCIJg0sD04nySEh0EQwqHj1Xhcti0NJ9W8SxfvY/eXdJITnTgcTtZu+0osxdubbQWGtPHz7Wdb3ZI5DXqfkBAQDwDO01v37myWIyRiorqqOfwyJ2DcdltGnMpbDVakkRO1ASNaq56wJtS7yNCIiiyFtCLooAgwrS/fXnq2q/rQyikccjCGZJ33tCHuoBs2nWi78AYP7oXcS6JWr/MrLlruH9CromFF+6fxxZ1Zf/RkwzomU5ZRQ0piU5UMPWXhybmseBDjSt2w7CuXDW0C16f2U/WBUOcrKojzZNg6h/TivPZc9DLX/+1iZF5HfnxqB6E6lOIFRVkVeFvC77B6/PzyJ2DkURRuxeSiKhhShEF7bmLkhDF1gwG5GbRL76PXUimXmpqInsPVzaqf9kdEif9IUMn8XE2ZFnbWSEI2rv7hC/A/RNyYvLLXpo+EgEQRSg9XosgaP/vjncgCiKvLI6OIYrHZiMIAjZJQFGhuibAiao60lvFg6pSVRukVZKWGhZ+Xn8gRGtPHO99uht3vJ0xRV2RZZWQrPLupzv58cge2MIW4KqDMpthAJQAACAASURBVF5fnSVrzOvzM/2OfFISHQiyGvMeWcUJ04rzaZ3sJOBvWA3lhur6XPWDxpznQjP1rNo4rTif+fU8u4LsDG4fk0VZRQ2u+gW5ZLeDR+uLxP3i5v5IgjapUBV2nhmTCvhg5Xdce1k3UpPjUBSVE746MlLjmPb3L033IyHeTlVN0PSsH5qYx9fbS8lsm4w73k5qsougrPDo7FXcPyHXsk889YsiHvzbF8bxifF2rdqnqlJ6vJZWSU7ufupjgz3pjrdjs4nYJTHm9UdqNzyuAZg9fSRSGF6mIWyy5sIxa4w1VbwbrleP22VkhvTrnsbVhV1M79sZdw6m0hfAbhfxuJ2UVdRit4skJ2h4AW0CENJbxeH11ZEU77Ace/302j7YJC1boOJkHXFOiTiH3WAuen0RfmpiPu4EO8Gggs0m8unXB9h18AR3XNMHgKqaAEmJDuSQhvyItJemjaDaH+KEz09Gq3gS7JJJF1ax3fjRvaLiaX38dCaNnUtf2xhrDnFHC1OvaY9rYeo13k6n3WazU+/TTz/ljTfeYMeOHeTm5rJ9+3YOHjzINddcA0BcXBzPP/88EyZMwOVynfW5z2anniIKPDJ7lWn1ZH1JGcPzOiHEODikCvzu+S/p3TmVv7zxtani4rptpfTukspDf/+CxV/sZczQLjw6ZxVXDO7CX98yr9Js3lXOsNwOvPTeFlZsPMRHaw+wYuMhDh2r5srBnXn/891cP6w7f31rAwuWa1Xt9IpgkijQvaOHGn+QP722zmjDoWPVrN56lN6dU5k5dw03Xn4Jzy6IXh3q1z2NnpmtWLHxEMcr/Xy2/hDjLu/OkePVPP7yanJ7pZPbM50rB3emT7c05i8r4YOV33HT8B6s2HjI2C04flQvHpm9koWf7zHaHn7/QqpggrxX+0Pk9c7gL2+st7znCjT4eTSFXaw79RRR4PcvriS7axrPLdjATcO1nT2X5XTgyXlreffT3Sz9ai9jC7vy2JxVUbq5amhnZs1da1Ru1Ksqfrb+ILde1ZuSfRUM6p1BXVDmiVfWsGD5DjaUlFHYvy25PdMZXZBJn25pvL9iN327pfGHF1ey9Kvv+GjtAT5bf4h120q5YnAXZs5dw/I1+1m99SjjR/Vi6Vd7G62FxvTxc23ne6de5DXqfmBUficEWTnjKuiFWLn01QajnsPabaWMyOuIpKim3V2KKDAjxjNTgGl//5L5H+5g0Rd7uWJwZ34fVuxn4phs/vufX/PWRzvp2701Jfu0lfW7buhHSFYsKzneNLwHzy3YwOj8zsxbspUd+09QkN2W5EQHc5dsj/LP/zWiB13aJ1N+opa//esbenVONbF2dP940/AelFXUcMPll/D4y6tZ+Lm2g+72q7N4+5OdtGvtpku7ZB6N6GsbSsr4yRW9WbRiD7dd3Zs/vbqOtz7ayeIv97Lky718vb2UW6/qzd7DJ+mZ6WHWvLUsWL6T1VuO0KdbGiluJ4RkVFVFkc076PRq0M2hX3wfu5A79YKqyu9f/KpR/UtG5PcvfsXSr75jYK8M/vy6ps1+3Vvz369r8cNdN/Sjpi5ISFZiVthMSXQx7R9f8v6KPXy09gD5WW2prQuhqKqlRq8p6sIfXlrJm8u0CtG5vTJ44wPtPT4qvzO++omV+R/uYNXmI+Rnt+HVJdt5+5NdrNteyr0357Dw8z0s+XIvI/M7cfdTH2k7t/IzDX0IdpGDZVW44x2MKezKVUM607tLK17/oISS/V5NU9+WMXxQR9TTDNis4oQNJWX8aGDDtdhQXZ+rftCY81zonXpWbdT91IqNh5g4Jptn3lhvvJML+rTlmfpY7Vc/yaUuIPPUq2vp0i7FFFdeObgz85Zu5+N1B1j8heajPlp3gMJ+7Vj4+R7T/RgxqBOvLt3GTcN7cPVQLb5ctGI3OT0zmDl3DZt3lTMqP9PobwXZbQ0frlu6J47srmmmWPSynA7YRNHoI/0u0Xz//lKf0TduGNadx/93dczr198HenVy/f9XbNR2Uo3KNz/LhuxOvtA7mc+lNVW8G67Xu27oZ+y6//Utg3jiFfNzXLetlD7d0vDXyTz9z3W8v2IPP8rtQI0/xDNvatkgm3eX06dbGrKi4nTYLMdeY4Z2IRjS/H1eVgb+OpmZ9X7yq02HGTGoIyMGdeLay7rSM9PD3MXbeGXxNpZ8uZfVW47w02v60CHdzZPztDh5445j9O2eRrU/yNY9xy19e1KCk9/+7QvWbiuN8heRfXbimOyoWEP3M6qsnFFj59LXNsaaQ9zRslOvaY9r2anXeDuddpsFU+/111+nbdu2BAIBnnjiCR577DFGjRp1Ts6dmpp4xu+UeWssGQkIQswZ0SPl1QZH4Ux8BbUeYh3ru6IoUJCdEbVa5KsJMiIvk7eWl0QxksaP7oHdphXKKB6bddo2xPpdl8NG21Qn04vzjcpKobCCBqIg1EN/zRYJ35ZEa8aEfv+OlFdFfR4LqIwgnPr/GOdrTnY+23M22m3M7+t613XhjrfjcbtISzGzOHTdmo+tRVHA43ZR5tUgw88t2GBUpUtOdHDvzTkIArz/uZmV99aHO+orf640zvfTa/ucsf/oGgv/d0O10Jg+fj7sfP5Wc7lGOI12Y4L3o9t4uusx/r/eIn1QuM/T4ejPLdhg6CqW5sq8tfhqAxSP7cNNI3rgrwuR4nZa+mdRFFAU1fCXp3sXjBt+SVQhDL3fuOPtMfuaqqqke+Jom5Z42nNbFaGZObWIjDM89+akmcbauW5nLO1+n3ulxwtg1mbk/89dvI07b+jDfeNzeP/z3YzIyyQ50UFyopN/f7SD9iMTo3QOUFkVsNTokePVlpqbOXcNokgU8D388zJvLRUn/dx2dW9eW7rd0OK04nxaJbmw2UQURWXvkUqjwuNTvyhCUdSouOFs7pNVnFDm1birbRv4jBv6rM5VP2jq/qRr93S/FauNseLF8H+nJsfxh/qJtsjv+WqClhqsrApE/ZaqaoVjwivdAlw/rLuxA1ZWFCZd15e3P95p8uH6zh59B134eTV0mFZgYNJ1ffEkOXl08lBTJo1Nsn4HRcYc4e8KvVjHwz8tIC0lHlGvuPQDs6aId8P1Gq65WOOOyHd8uGb1vz87fwOP3TUUwFKzkqSlst4/IZfWnjhmv7fZdPyjc1bxeP3xVr7Oyrc+O38D943Pianj+yfknGp3hL+I7LMxiyuepZ85l762MdbUfvJcWyztXozXcjFYy32Nbc1iUq9t27YAOBwOfvKTnzBlyhRuv/12Dh8+bHynoqICQRBISUlp0LnPqky6JFrDoFU15jZPSZJMkHWP22Vs7/cHtJXznp08TL6xD5Io8sKDw5Fi/E61P8DNo3pGpW0t/XIvYy/tyjWXdot6CaS3iufP//yakv1eozJZ5Hl1SHYsGKw/EOL4SRW7TeCB2wYiAEpYha5Yx0XCt2Ndl37/9HsV/nmsNqOCgDVI/HTPoynsYku/1VM/VMxFMHw1QcaP7sHR49Wm+x4JFab+uEPHfMZAr2S/1xT0tkpyUVUTICHeYanbBJfNdC6baK2dkKwwvTjf6E+iKJo+l0Qoq6g+65SXWIUVLqSmznf6bWP8WGT7zpXFSkegfmLgrNp4musBuGFYV0bmd0YSwW6TuGFYV979TNsREu67wuHoaSlxHCzzxfRrBdkZKIrKjJe+MnQ7Y1JBVKrLQxPz8AeCxDsdZ+UvYwXhqckuXA6bUZE68lhJFJl0XV9Qrfvi6c6tKCpHyqtO3z8k0XJQ09x8bSy7kOm3dpe90f0r/B2oqCozpxSS4nYaxVrKvFqhAa/Pz+x3tzD5xj5MGN0rKkXQYZcoyM4wJkP04gTb95ZHxRDTivNZ8sUeUzvCfXX4uz7yc/3aKqu0KpBTxvVDEkVmTS3C6RA5dqJGSx1GMBAdoE0uJifamTGpAJfDhq8maCwYCsCxipqoNHurexR+fyVRaLgWG+oLv6fv/D7nudDpt7HaGCteDJ+sCy8SEJIV0/fWbD0S5SenFefz+foDpp/X/ZpVG1p74pgwuhcPv3DK/+qTHroPb9c6EVEQmLNwc1TxH0UFl02MKt710MQ8Jt/QT9spJ5xdURn931q74pk1tRBb/T1uamuKNN4mi3cls4/U/z+y4JCOEGqV7EJRTsUZsfycqqrU1AUtxl75qKj8/oWVxt8evF3jiC5fe8A4HoGY7+1YlY5FQWDukm1axfFEB4lxDp5bsAGvz4/++AqyM0DF9O7Wz3umWANVpaKi+ozaOKe+tjF2rvzt97CLJf22xaLtYohNz6c16/Tbmpoa/H4/TqcTVVV57bXXkCSJ4uJiXnnlFbKysmjXrh2vvPIK6enp56VQhsMuMjArGrrudtmMNKVYxyxasZvJN/RlUFY6oZCCTRIJyQqpKXEUZGcgK/DonFUsWL6Tsopqpozrb/qde2/OwSaKPFVfDQlObYW+8fLutE6JMwJ7/bMtu8u5LKcDry7dTronjjFFXSjs384AG+vtX7RiN4eOVRMIhpg6rr8JnqoV73ARCiks/mIP7Vu7mTl3DdldU43t4U67SPHYbDbuMEOy9fPq7f98/YEokHw4nNXplKKg9mOKulAU0eZ7b87hzWXf0qdbKoX92jV7oPDFlH6rMywemb2K9d9qIOkPVu7l9quz2LSzjEFZbRAFgcL+7Y3nbbcJ3HZVVlTxjDc+KDFSbfWUlDGFXRiR15GQonD0eC3JCQ4jUIJTuh2Zn8mSL/caGly0Yg/jR/c0gbWnF+djswn8dcFG3l+xh+17K8jtlc7+oz4kUeCROwdTUxtixuxVWtrYliPkZbcl3mmL0od+3fOWbDXBsptCU+c7/fb7grgvRDpCXW3wnIDFHQ6JNE8Cf/zf1SxYvpNVW45w61VZxDslvt3nJRAMmXytJAoU9m/H4i/2MKBna3J7ppu08NBEDWw9tF87HnvZnNKTl5XBM2+uj/LPo/I7o6oqx05oBS48SU6uGNyZ8hM1JMY5+MV/9efay7ohyyqyolim3Vw1pDMzXlpp9MnwNk0rzsfpEPnNcyss++J943OYv6yEXp09MdM1H3huxWn7h8Mu0rWjx1SoZsq4/qd99zUnu5Dpt57kePp2S2tU/9LjhRM+P9ld03jmzfW89dFOSiuqufvGfmwoKSM12cXNo3ry4Zp95PZM58+vfx2lue4dUxhUf57enVsxtF873AkOema2skzfvvHy7ny2/pDRjnSPBnQfmd9JYwJX11kWZynZV8G9N2v62l/q4yeje7FpVxnPLthIr86teOHtzSz+ci/DcjuwYPkO4/xOu0jvLqk88+Z6Q0933diXUfmZVNcFeXRObJ9tFSdMsyi6dTbWUF94rooYNOY8Fzr91qqNkfFiuO9MS3YypkhboOvWPoWSfRV0SHdT0LcNg3pnGD7rtqt7W/rJO6/rx5qw4hf6e/+uG/uSl3WqCNLwvI6crAry9D/XRcUNt17Vm682HWZkficWfrab/UdPMqaoW1QBF5tNoOJknWU7+nZL4x//3kSfbqlcltMh5vWH+1ZJFDQNuiSU0JkRFhfCwmO5M8U/59KaKt4NH5/tPXzSeE96T/oNDY0t6sqwnA78++MdvPDOZspP1HD3jZqGB/dta+hEt3RPHCPzOiErKrPmro3SSq/MVqaihBt3lDH1pgHsOnCC45V+0j1x9Mr08H9ffccd12RH6bDGH2LTzmOWxTTe/mQXJfsqyM9uw0vvbsbr8/PQxDzWbD3ChNG9GNqvHYeO+Zj93hYWf7mXvOy2uF02BtUXFOuQ7iY/qw1XF3ZhYK90jpbXGEWI3C4bFdVn1sa59LWNseZQNKYl/bZpj2tJv228NetCGQcOHOCee+5BlmUURaFbt248/PDDpKens379embMmEFdXR3t27fn6aefJi0trUHnP5udeqok8tJ7m6N2K0y+vi/CaVa/7A4JGW0bvvdkHbPmmXdyxDvt/OGlr0yrEQXZGdx5fV8DqOqwi/jrZO568qOo8//jt8MJhmTu+8tnUZ/Nnj5Sq/gkijgdImXeWiqr6ozV8X1HKins3x5JEpBlFUEEb2UdaSlxGhC7ogZFUfnrWxuZdF1f5izUtpf37OSheGwW7322i2su7caiFadSgJISnHyx8SDdO6bQplUCB8pOFe0oyM5g8vX9UBTVEhrucNmoC6oGqN1pF5CDCiEEyitrqawKGOdK98Txp3uK6gfDzRcofDHt1FMljTMTuarZpV0yJ3x1JgDvpOv6IsuaPmVFQRJEjp2oNXZd6Kvjs6YW8syb66Og0otW7OaOsdnc/VQ0EHj29JEoqsrhY1qBjfAiLe1bnyrS8tu/rohaxXvsrqEcKa8is00SD/39i6jPZ00tjOqv4detw7KTEx2kJcdhIza0/XzYed+px/dbwb9QK5fnAiyuShLT/mGlgSJUVFQV/AGZeKcNBCg9XoOKSqskF3XBkFa9U9a+F17s5bHJQ6J0O2tqoSWk/YWHRmC3iZysDpiB1Xfk47CJBjMm3aMVAwlaFAZ6sx7ODqf6ZEarBA6WVdW/g/pR5q3BVxOkTVo8x09o2ISQrCCKAjZJJKNVPOUnavnTa+uMc+t9Uu+rZ9M/zPcx+rvN0S7kTj290Etj+5fdIRGQidLtnddlM7hPO2RFQVXhZE2A5ASHUdwl3HSf+6d7LjXB2vWCAZH2woPD+cNLK02ai4+z89aHWjB9dWFXnpxn3lnldIgcLK02vY+n35FPWUUtM+euId0TZ6TozphUYKTeAkwvzjdiCd3SPXE8NnloVCxkpTOrOKGx4PaG+kL9+whalZnGxhwN/d0LvlMvqo0ii7/YTe8uaUb8u31vOWOLuhnPQddsz04ebru6N8GQzPNvbzJlqKQkOi2LALzw0Aik+nTVg2U+5i/TJoF/em22MXGtay/BZbPU/UvTRiCKApXVdQQCCr6aIMe81Ua/EUWBqtoAkijiD8j85rkVUed45peXUe0P8dyCDXjcLsaP7kG7tETsNpGVmw/T2pOAO95OSFZw1Fcrl0TBKCrUXKypfHZTxbuR4zNFVREQyEiNp6omYHqnhqdkTxyTRVpKHA67GDU+0+PUn13bJ6afjXzn//m+yzhe6WfOws3G+xU0Hae4nYbGRUmg8mQdioqpKOLv7sgnOdFJIChjk0QkUaAuqCBJAk67SPkJv2lntn4tXp/f2CWqSgInfIGoAhMpbq0IUQjOWhvn0tc2xs6Vv22sXSw79Zp7wYvGHtdSKKPxdjrtNnn6bceOHXnvvfcsP8vNzWXRokXnvQ2yYs33+Nm1fU57gxRZ5URNAK/Pbwpsy7y1PDlvLY/fPTRqC/bqraVcP6y7MRmSlhzH4fIqyxSog2XaNn+rbcoHy3w8Ome14dQFotkOr/+/EuPlNGtqIdOf/5IXHhzOd0eqmLNwM/dPyDXSbfTzl+z3MnfxNu69OYdH52iDAf2+6MH8o3NWM2tqITPnrjFd16RrVSRVAVkrux5uAX8IgXrByTJ6jCQLQtRgpMxbSyCoYKt39Mhq1PlarGEWmQ5Qst/Lo3NWM+d3I007QU/4ApR5a3h2/gZjsjd80hdOTT6kJsfxyJ1DeOeTUxN9OpPpSEQqL5zSrcthM2lVb8sLDw7n7qc+ZtbUQsvUhcqqOjxuF7KsWH4uK2pUfw2/7pL9XkOzL00bcVEUAmioybIS1s+aZ79pSBtjfVdWrDWgonL0eI0p7Xt6cT7zlmyjZL+Xp++9FO/JOma+sjZK14Clbv2BkKV/3n/Uh90mRPn+ma+sYcq4fqa/PTJ7FX+6p4hZUwuNwT4CpneO3g/CfetPr1WMwUXPTh6mjOsXFdDLisLs97YYfD5Pkotn3lhvSk07m/5xpu+22PfrX8GAjBzBlByZ15HeXVKNSRN9QTAW0sJXE6TMW0swpBgTehCbqVdZHWDKuH5ktErAYRcRBPjZH5cD8PhdQ4wJPdCe+6y5a3jsrqFGv9AHl8//exPFY7OM7+kpuvOX7WB6cb6hyeREh6We4Ox0FitOaIw19Fnp39cHY4396YvNB4cUhXc/22OgC3S7amgXbKpKKMzX6iiD+8bnUObVmLq6r5penG+pwWPeGv761kYeu2uo8d6fXpxv2omqa++RO4dYp+UBT7/2tcmnAXTv6DHFj+meOGZMsj6Hw25jVn32QJm31oifZ04tZPbCrVH36KVpIxBkhWAze4A/NJ8da3w253cjjQk9OMUEvefHAxAEgf+Zv97wYU9MLTTxnXV0zE+v6WOpWX/APLmV7onD5bDRua2bx+4ayjNvrAfgtqt7myamtd2iIi+8sxmASdf1pVNGIkeOV2O3iQiyNq4hJCMDbet9TZ2qmuJw/Vr0xRNZLyKGGPW9mXPXGJN2ke8X/TtW2jiXvrYxdq78bYv9sCwQlBs1IeuvC+E7WXvmL17k9p/4DmiwSfVchEgunsMuokR4uvAVThWBmXPXGJNj4VbmrTXOG7lLKDHOgcft4tn5G/jj3UP58pvDMXk4B0qrosCq4atEulN/+p5L+cdvh2ugYAXe/XQnm3aVE5IVZkwqIDUlTvtcFEhOtHP/hFyDa2fFZxDD2Cnh16TzeKxeeqIoICE2aLUl/B6Fn0vSiMdnfZ4fmkmSqBU2EYSz24UQofE2afHEOWxRvBEduu9xu+jUxs39E3JRVJX7J+TyzJvr8bhdUbyae2/O4UBplYmvN3fxNtNgT9/tUV0bJDnRyYxJBcZOPTjFw4HYvJDWKRpzUcGay2almRZ9XdwWuevFIQkEZBUpBiNRVaMB1VrQq+3gA3DH2U36Dt+BOn/ZDqZNzDet6qemxHHzqF5RO5ocNgFBEC39pMthi/pbIKjijpOoqVOM1fFYEzf6/0uiwKyphcZgI8XtME0M2tAq2Xl9ftPg2uvzm35fO5cYxTNr6R/n16J3bZn9cGZbN4ePVZkKDz05by1P3VNk+NzInRuazs1+e83WI5YxRHKig7qAk2Wr9jK2qJtR7KLMW0tqcpyldlVVNZhPOiN1/OgeKPWLIOEa9fr8pLgdPDm1iFD9NVrpyWaz1rooCoiShKKohGRr1l6LnV+TRMHEJ5UVWL7mO8MHRD7Tkv1eSiuiFz+27y23ZI8u/XIvZV6NbaZPoHTKSDSKYOgxQJm3lrpAiPvG55jii+nF+fhqA2R18XDvzTlGGzfuKCUxzmH4R/1cLqcYFXvcNz6Hmrqgpd4VJUaxhLP0gReab/dD89mR16svKsdi5aUmx/HI7JVGsRR3vJ1gULHcQVzlD1hyICXp1G/qvtdhF7VK8opKVhcPI/M7U1UbMOn4yXlreeTOIdw3PsfYba8Vh1tjZDPJ9TG7Q9Le27IgIHCq+Fz4tejjLUkUkBCoO8OEbkO00RRcxhZrse9rDrvU6B1+P4T9fU3O1DvfdjZMPZsoUDigPT0zPTz/9jcGxys/q42JRRDJsijs346Fn++hILstJfuimUZXDM5kYO8MTvj8/NfIHjz/9jcs/HwP67YfZfINfdmx/wRFA9qRnOjkf940lyffUFLGNZd2473PdlNdG+CX43Mp6t+OMYVdeOEdMyC4Q7qbPt3SeLyeL7Vu+1HuuCabEXkdEUSBhZ/tpkO6m6deXcv8D3ewaWc5lw/qSHqrOPKz2rJoxW6DN9Yh3c3tY3pTWV1nyWnK6dmaKwZn4k5wsG5bqYkjsXzNPjLSEhvE9rCJAgV92/H1t6VNxlZorDUVY0TX4e9f/OqsmSrhGv9g5V46t01m1tw1dK1n5OjP+eqhnSnZ5+W2q3vz5Ly1vL9ij8ZwzG1Pbs90RuZ3Mla7wcy80fl6fbql8dWmw+RnZ5DdNY2xRV0YU9gFu11k1ty1vPXRTrbv1VhLh8qqDG5NQryNVZuPmLgphibuyEdVVR5+8StL/lhjuGwXWl/nm6n3fa25MUYi/W1pRTVdO3p4ZPYqjnlrolg204rzCckKb3+yy3Sean+Iwv7tOFkd4M1l35KX1YbuHVMMfZfsq2DyDZoWvT4/Y4o607dba24e1YOu7VOQZYW/vBHNN7ukYytq64Ix/WQky6xnpoeQAvOWbOWFdzZTasFYjWQ5vbpkG/OWbjdYd4lOje0kgrZyr6pRTNhIJpZ+b/TfDfcXNkloME+2OdmFZOp9X/2u2nKEogHt+NGgDkasseDDHWzfe0p/xyv9VPtDjC3sSkhRyOvdhptGXELvzq1444MSvD6/liJrl1i95Yihu/Gje5kms3WNdm6bzF/e+Jpbr8piQ0kpO/ef4OZRPdlQUsbwvE6s2Xo0SrvDB3Xiz69/zbDcDry2dBsvL9rG9r0VDO3bjqqaABPHZBkanV6cT4JT4kR1gEfnrGL9t2VRvvm+8TkstmCn6n9PTYnjiVfWXFA+2OnsQvvpC83UizSnU6J1q1N80nXbj3LrVVkkxduRQ4olf2tEfkfys9qwedep5znpun48/nI01/GaS7tRsq+CvOw29O2exnMLNrBg+U6T3zU4ZZ1Tmb+shOl35HPpgPZcNaQLDqfIqk1HGNKvvamNN15+CZ+s28/f/r3JOFd1bYAUdxzvr9jNA7cM5NrLujEqP5PEODuiKLJ2W7TeRxdkckmnxnFFm4Jv11QxTVPFu+HXq49P/vavb8jpmW7JrRue14mNO45x29W9jfFc+YmaKK74vTfnoMjw3/+M5pnn9sygT7c0rh7amT7d0vhg5V7SW8XzwHMrKD9Rw5iibvzxf1ez8HNz/LC/1MdlOe25/5nPKNlXwd039uPTrw9gt0n818gezJx7ys8NzGrDK4u28Hz9O1mPh49X+o1ryenZmtEFmQYrr8xbYxlvjMrvhKCqZ62NpuIyWllTxcXNLd61sham3rk9rjmPvxpip9Nuy6QeoKoqNpvNtJW72h9ifX3gq6fpKaJgcJIA8rPaULKvgr2HTzL5BnMge/+EXD5eu59+l7RmYK8MY9WwZycP42/BMAAAIABJREFUt17Vm3iXjctyOuBySbgcdhNsWv/9q4d2ZvOucn4+rj/uBDtOu4RNEln85R6TU//Ff/W3BANfOaQLj85exU3DtQnFyM97dPIwd/E2LYBJdHDZgA4U9m/HrLlr2X2wMuqaphfn0y4tAadD4uWFW7hpeA/jpbdoxW7ys9vx7IINpnt2JlNVlbbpbob2bcvYoi6Myu9Egl26KFaMmirIidShlVYjLVzj4Xooq6gxPeei/u3Iz86gLiBz6YD2FGS3Ze/hk3y0dj8De6XjjnecVqv33pzDByv3MnFMFnMXb+e9z3azfM1+Vm89Ss9Mjwk+vGV3OX+YVEBWl1Te+WQng3q2YUReR4b0a0ddMMSg3hlcXdiFKwZ3psYfMIDGxyv9HCqr4o5rsrjlit6n1YyqqsQ7bQzP69Tk+mqZ1GvY9UfqfOKYbGPiYs/hk8iywpRx/bmufuCWnKAN3FaFTXaAFvRmd03j+be/4abhPQiGFGMnCJzS4h3XZDEyvxPBkIwoCcQ7NX6PJ8nFW8t3mtpW7Q9xyxU98QdkLh/UgY0lxww/+aufDMST5GTd9lLTAOKND0r4cM0+bhregxUbD3HoWDUnfH4evC2PsUVdGdQ7g1ZJcQzu04aR+Zm8unSbkXKk++zLB3WM6uOKrOKOt3P5IE3jeb3bkBRv40cDO9ZrPpN5S7aazqX7C1mFeUu2RfnyAT3TL4r09OY8qWflp9duK+XKwZ2jYo3IhZErh3TmxMkAKW4nNkkgKcFJ3+5pjCnswqtLtjEoqw15WRnGRMvYoi4s/NycPqn75fdX7GFDSRmXDuhAdtc0Xv9gOzcN70Fqsos+3dKiJtqSExxcltOB1z/YbtLM5l3lPHhbHsmJDgqy2xi+NKhiXGekb+6Z6eH1D0pYu73U8u+jCjKjYpMzvcvOt/3QJvVCqsAjs1dGxYc/Gqg9g5AqMG/JVm4a3oMJo3syoEc6kiTwzic7+c2tgyjq347srmlIksB7n+02nbvaH+L6Yd24akhnHDaR8spadh+sNCavdd2HF2bx+vx065DCjJdWsmbbUUbmZdK1XbJlG396TV+WfrXXONcDtwzk5fe38s2ucsq8NfTMbMUjs1fy5rIdlJ+oiVrsePinBbicEjNeij63la+NtMbEYt/Xmiqmaap4N/x6h/ZvZ1Tb/vGIHvTtnha9uBtvp0N6In//1ym/khjnIC87nSsGd6ZoQHuyu2oTdUP7tbOMZ28e1YNqf5B//t+3fLXpMBPHZPH6ByUcr/Sb4hD9++E6zu6axoqNh0yT2lldUi3HYHosEB6DfLb+kHEtbdPiibOJho+NNS7TJ+3OVhtNodtY1jKpF9taJvXO7XHNefzVEDuddlvSb+stFIPRJCsqzrBtyuFbrd/+eKeRGvva0u1MGdePNqkJlJ+oZe5ijeGUn92WtJRTKbi3Xd3blEr7q58MJC3FZZ1uWA84tQFyQNa2V6NGpRa0S0u0brus8sSUQlRV+++nXx/g9f9XYnzucti0HX8C/K4erqrzzMq8tby2dLuxfb21Jx6nBMFAiJAgWDIurh/WvVFsD1EUNNYENFsGTXOyxjJVdI1HMhT159y5XRIuh0RFpZ8/vx6d9tUmNQFBsGY8tkp2MWPSEALBEHde3zeKfxMrJdHrq+P3L64E4GfXarwR0Sbx4N80jtj04nyefm1dVIq7zh/TuDeN47K1WPO2SJ2H6xbgQGkVB8uq6NxW42uE6n1kpH/U9atrH6zRAm1aJSCrKiFZRhROweFnTCqw1Pz+0lNs0plTCznm1YrJvLJoK7++dSCP3zWUipN+E8MHoFNGItOL83n7452s3lrKz67VAu4HwuDus6YWRvnX0/XxYECO4uOEM7NinQtoFE+2xc5ssfx0KAYTVE+1+u3tg6isqjMxoe4bn4PTIQHa87pjrMzX20uZObWQkEWKJJjTZPXzS+Kp592zk4c7b+jDlHH9cDls+AMhkhMdIGhpXKfTn01VDV8ayXEK981W7NTwv0f26cjfabHzb7H4pLJSH5MJqpGa6vX5EQWBfy3fwYi8TAQBgiHFYO9aadAdb+fhF76K8sc6rqNzWzdTxvUzigI8NDGfF9/ZZLQjFJIRRGtWmCSa/62qGH5WT3vUj9P1PGtqUT3+QCAtJZ7SiupGa7Cp+HY/tJhGv95wX6MoCq8u2W5i5T3/9iZ+c9tA2qQmmNJ1b7u6NzNfWWsUSOmYkcjYoq5U1O8QjdTsd0d8zFm4menF+SS7HTw5d52hq1g+KznRYSrUof/dHW9HjKFfPR7R/92udSLP/PIy3AkO7GjjPsKuO3pcFqd9L2zS7my08UPjMrZYi/1QrKX/1pskCpZcDYddwhtWHTQyKFm0YjczJg1BEKC0opr/eXMDgMHPS012IQhawD1u+CVRvKe/vPE1v74ll4cm5pl4OPeNz8EmaXy6OkVFkkSDeZDqdjBrahFBWUGW1dPwamB6/WSdnlbVKsmJO8FFcqIDd7yDnp08JjZFOM9MLyyQ7tGqSuoVwE43gPhPZns0F2ssU0U/LpJZV7Lfy/a95XRu66bWH7IE9k4Z1w9FgbmLt0SxnqZNzOcvr683KiXOmDTEkullxWH0nqwz/l8UBVS0SmB6+/QAKhZnr0Vr/7kWqfNwDVgtkPxxylAkUcSdYGfW1CJOVNVxvNJv+Gpd+3ZbbO6XvyaAw24zigSBVgwgkvMUPlH4zJvreWLKKa6TNvCFOlk17aDWf+fYiVrsNoFfTsjBe7IOh10iJCsxr1W3guwMSy5eQ++j3g69Wl9Lvzo/Fvu+W7+vW9f7ztq6YBQA/tn5mg/2JLqYMakAh0Pi0pwOxvu9ZydPFHs3fICpaz81+dQCYsl+L7Pf3cL40T3wJLlQVc2/r95aajmRXZCdQUhWUFUBuyRhlyAgq4jE0pD1dYb/PVLnOi8LtKqXLZyn829Wz6kgO8PwS4qskhincXK9Pj8P/6yAO8b2QRRBQODr7UeZdF1fWqe4ojm6xfm8/P6WqHhCLwCQ7omjtKKGYEileGwW/kCI2rqgibW7v7SKDumJlloKl4YeQ8yaWkhIVmidEmfiqun+WVYUY1JaFIXvxaj7ofHtmtrCx2mCKDB+dA8Tm/mGYV0RELCHjYnCx11l3lrmL9thVJn3+vz86icDDbxG5Lt95tw1PDGl0BTPxopF05LjeOm9TabF7HRPHOmt4hGw9pH6ogtofU6WVVxOG2J9Rdjw67YelxU2rkJ3i25brMX+I60l/bbeHHaRrh3NXI27b+yPwy5GbVMO32o9cUwWL727mZJ9FQzKasOug14TP2/VliOMyOtIdtc04l02yxSZEYM6kZrkokcnD1cO7kxOz9akpsQhSQLT/v6liXmQGG/nuC/AI7NXsmD5DtZtP8rowZ0Y1Dsjiou0fPU+vv72mPE7J3x+LsvpyLMLNrDw8z2s3XaUu27si6KqfLNDSx9z2kVLVlVSvA05pL08rLgNetrl1HH9G8z2aO5pibGsOTBGGsJU0Y97P4yhWO3XKnuOLerGo3NWMaBHa95fEa3R8aN6UhcI8cU3R8jLzqBf9zRDq8mJDg4fq6KqNsh943NY/20pPx7ZM0pDyW4Ha7eVmlK9dDbTfeO1CouLv9xLXlYbhg/qyNptpfTplhYzxf1iYS/q1tx13tzSESJ1Hs6Ku/Wq3qZ0liF925LZNolHZ6/izWWav7wspwOLVuzmm13lJh81uF9bivq1N/WfhybmGfywYbntTX5aTymcfkc+Ywu70K2Dh/nLSozgvdofYmjftvzj399w1419+dHADvx1wTeU7NeYOhsifsdmE3l2/gbeWr6TzbvLGdg7g3c/3WVijkVy8QqyMxg/uhePzF7ZYAbO6fyFCM2GOdkYa87pt7Hue0qinZxeGVEsxef/vYkPVn3HFUM6W6aEXTm4M7KqTRQP6NEaRYV36vmRukZvvao3t1zZi8sHdmTB8hJD+9OK81m0Yjd5WRmmlFtJFCjs344Ut5OHn/+SHftPAHC0vMbExivIzuDmUT3rmWY7WFnPhJq3ZBsfrz1oyTh1uyQGZbWJuv6keJvBaAvnp4bzspqS8/RDS7+NZHIWZGdw+5gsjnm1St7zP9zB5t3lTBnXjxp/kHatE3ly3lrjGd16VRaLVuzm5UXbuHZYVy4f2InLcrQUx4R4Oy+/b64sG47rmFaczzuf7NR+Y1c5I/M78c4nOzl0rNrw2fOXlXD4WJVlXPrJuv18u89raOvVpRqDdOue44wqyKR7xxSDq1ayT+P4etxO1PqJi4QEJ3W1wUb7wObE7D3f1lTxbrg5nRJdO2jjNJ1HqrPoLhvQjstyO/LI7JUm7vKw3A5GTKsvBv79X9/w1kc72bK7nEtz2nN1YRfGDO1s+W4fld+JAT3SY76bdf+9aMUerhjcOQpnkJLoRBAgq2uq6bOHJuaxaMVuDh2rNvnXt5bvZOVms+871zprTrptSb+NbS3pt+f2uOY8/mqInU67gvqf9uaJsOPHq1CUM1+iKolMq1/11i3dE8fjdw3lric/ivr+S9NGYBNFRAkCQSWsMiNG2pZuMyYV8MHK77j96mzTDhD9N6aM60f71omIomC0taYuiNNm40BZlZHuq++Yizz/U78o4sPV+7jhR5cYlcES4iSKH/vQ1ObpxfmWFaCe/HkRIVnB66sjMc7B8jXf0btLGp4kJ/FOO0FZxh3nQJLQUh1lxaicpCha+iyCCiqNWlnXS5pfbGbV7saU2o5lp9OuJIkIdgl/Xahhu3bqn5sgCKiqpjOXw8bvnte0H0sj9/x4ALV1MnabwPNvb4r6fNbUIi3fDxVJFCmtqCY50YWiqByvrGXxF3uYMq4/sqxoW/yNvqNy6JgvqhLuk/XVSiVJIBDUtBkIyjjsIimJLuySiITa7HZxnK6iWHPX+fnWbmOu33w/RRZ/sZveXdLolJHI3U99bHzv778Zbulbn5hSyImqOhLj7NgkEZtNpNJXx5vLvmVEXibJiQ48bichReb4iTpap2i7P6zONem6vgCW/SN858k9Px5gpJQXZGdw+9XZVNVqfDRRFAzUQeTxb3+8k/Gje9Ah3Y0oYFT6RQBUIcrv6yv1QgP6vZUuL+YqeLqmLoTf/f76ra9WjMBL721iRF4mndsmRfm/GZMKLH3slHH9SPck8POnPza0rfvt8O89ftdQbDYBSRAIhrTdSIKgoqoCkqSlracma7uajlfW8uqS7fz6llwmzzLHOT07efjNbQM55q0lKcFp2Sf094InyUmCy66lCKvqqerK9deva1hRFERR241dF1SRFQWHXat+q6iqsfMw/DfOVuPnyi60nz7X2k1NTWxw++0OiYCMUZV7f+lJSw3OmDTEUgczpxYSDCk4bJLJT8WKJ2ZOLSQQVPjym0N075hC27TE+sqiCiDiD4RwOWw8t2CD0S9G5nVkwuheyIoWQwRlBZfDhiQIyPW6Kq2o4dUl2s7smVMKjRT28N9+cmoRyFrWif6sv48PvJj9Z0OsKeNd3VRJsnwPzpxaiID5Hanv+u2YkcT0+r/H0uOsqdoY6PcvfmV5bq+vDn9diIxWCUgixDklauur2NskEX8wxCMvrTLSe3UM0z//71t+fctAQOXPr69n3PBLaJ3iwmG3EQjJJMU7OFldF5UdoP+2HgebY+ZzUyW8uei2qeLi5hjvRlrr1u5GV3pt7sc1RRub8/irIXY67bak39bb6RgDsbYpS6iEwoAFiqxanmf+sh1MGdePV5dujUpdvG98DsmJDl5+X0t70VdM3lxWYvw7PN3Xin9SWRVg065ylq89YPxt9vSRUe1OTnRYXmMwdOplpv/ep18f4EcDO/L0a+tMbfW4nQZ4VQAkIBza8J/O9mguJssKrVslcMzvaxBTRX9uANhEKqsC1NhChi7COZH6c39oYh4LPizhhC/ALyfkxOTvPPzCV3jcLu6+sV8Uk++EL0AgqGBTFYP7pciAIJi4S/r5QoqCUxTw+gJR6TzxDpFgQG52WtMrikW21xNv/48M8i+EhfNhQorCu5/t4d3P9jC9ON/k3yTRmpMnywq/eW4FPTt5GDf8Erq2TzKej85YCp+Um16cz0dr90X1gfvG5/Dqku2kuB1RqITwNMcyby22MNCTxszrg8ftouKkH0Gwbqc73m4wx15+eBRCSCYog00S8VYHqQvK34uBczrOzg+Nz3QhzereymFM2kjuHGjxQmQao87UCwQ1hEGZtxZBwBKF4HCIiLIKqkq1/5Q/0nd7/vWtjSbtprgdSFJ0CqbX56cuoPDMm+ujmKZ6G9JS4owiA1b+TpYVQ8NWflFQVZR6LIMiWHOnWjhP59/CmZwhRZsss3oWsfzssXoMwWN3DTV9bhVPPHh7HrPf22xiNob7YN2e+kWRKZVx065yCvufxGHX2JLvf76b64d1j4qn77yhD7Pf3RLT14Z0VmCYfR8f2OI/L5zF4j8e89bicTtNn+nv0//51TBDg7F4eCFZ4S9vrLf0u0+/9jVen5/7xudgtwuoARl/TdgzD8kk2CRmTS2ivLKWyqoA//PmBmMjhp6m7vX5efvjndx2dW9mRaCW9HZEtisom8dm4f71++qsRbct1mL/efaDjpUid4FYTd4pisof7x6K11dHZVWAj9buY8LoXjgkgQpfgCfCXgC/K87HHe8g3aOxPMYNvwR3vB1/IITH7eTKIZ1xOSQemzxU24UkCjjsEscr/Ywt6sq1l3VDFDTnf9OIHgbfzx8IMfnGPtTVKYDAiw+NoLx+hb1kv5eP1u6LGmiKIkwrzmdWWPs8bqflNR4ur4pinsyaWsT+0pPcPyHXYJHoXJ9OGUkG7y/6Pp55xUeSRFRJICSrKIpKxUk/okM6ZytQLXZmc7hs1AVV7DaRxDiHidehF31p39oNaDs9isdm1++wkCw1JIoCk67rS0KcjVnzrJl8Gq9DO0bfGYCiMHNKISpa1S6HXQO2S6KIDFF8v5lz1zBraiGcJ97S91m9DJ2mvcLpD/1BWUPucSwf/fbHO5l+Rz7ek35tt4bFpES6R+PkPf/gcOw2keOVWmGWMm+tMcmns5Z6dk7h5d+NQlYU7ry+LyXfVTBj0hAkEex2CV9NHcVjs/DVBFn65V6mjOtHu9aJHD5WZSqCYcXJEUWBYEihti6II0b/8dUEjZ0FiqIi1utb11QsCH0sBo7VPab+fE29Mn8x2/fxD6d8nsqMSQXMX7YD0SLu8Pr8xLvs/HJ8rrG783hlLf9avoM7runDE1OGIiCgKJCa7OLXt+SiKGC3iaQkOQgGtR1ydptIXdBv7AIdkZdpxANwyjc/MaUQp12M4kY+eHseoPD7nxUgiSJP/aKIyqqAKXPg6PHqKH/35M+LkMLig1h+8cmpRaZ7GpvNd/YaD38WjYlLQkCZt+Z7vV+ayw6Y09lpd+6K2k45y3hYjc0GK/PWcqS8yvS5zp2eOVVjjsa7bNhEgeuHdWdEXiZrth4hP7st7ng7niQXPTt5DG0lJTgNflpyooPkBCf//ngHw3I78Ne3NjLpur4mZmmZV2NPzpxayAO3DqTaHzDaovv75EQHkijisAvUBVWOlFcjSRJOu0BdUPle/Vrf5Wi3a/4+fGdqc9TAxWixxmmeJFdMTlxZhRYvaNzHuJjx60+vzaZVsiuskIrIxh2lxrv92fkbePLnZp8lKypxThuBkKYdj9sJnOJDZrSKR5I0buPv7sin4qQ/iqv+7HxtvPXCg8ORFXj3050sX3vAcmzWkHjyYvBDLdZiLXZu7Qc7qRe5q6YgO8M0CVaQncHPru2DChw6VsX8ZTvw+vz1O0Rc+OsUY0IPNIf7xNw1PH3PpTwyeTDek3VGgFyQncHEMVk47JKxQqOvmodXBbtvfI4BI9Z3jKzeWmp893/mm3fN3XlDH/61fAfjR/Vi3fajPDp5KCertcnHl97dzOQb+xovKEEQ2LGvwvIaK6sDRjVGvSJZUFaM9Ivw3Sguh43yylqcdglPfeWmhuxOkiSR6qCMt6LONIDQd8Lo196yu+n8mcNl41hlnaGDG4Z1Na1Qen1+khK1dOuTVSFjki7dE8cDtw7kD5MKeGzOatNOvvnLSti0q5yHJubjcbtMQVOZt5Y2qQnYJAFZ1oLgcl/ANOH8q58MRFZVXl26lRF5mYRkhf/f3pmHR1Flf/9bVd2dztKQTkJCQIIMyiKLhpAgJIgGBEUWlVGjjBBlGYgKOuoPAjqACwGXURxZZHEQ31GcGTSI6IiAo4JCYGAIoiIiAgImJCSQrbeqev+oVKWru7rTCZ10d/p8nsdnhtTS99763lO37j33nPj2Rs17ldZ7BczLzUC8yaAkcLlcLtfTjjKKNU5T2lg+V94qG9/eiOdmDMG6D7/FVVfEAiIUG+Vqv+WYS7JHiGxjEttLH4pjh3ZXBtd3DPudlGncxaNJ3g7j6i0NANv3ncbyJ29Ex/gYPDiuj7LgkzOyFzZu+wEAlPs4Jyt67N4B+L9JA/HCBrUt/3z/aUy6rbfKJs7LzUC0UadMYrp6vOTnZsDAMbDzjbfxwmnXw24XVItQZGebhiCIzbYPWjZvdk4qLDa722Ta3MnpOHbqAjolmrBwzTeq8/+140eMyOiqCuz+2L0D8G19bMY5f92lbAFLTogBAOzYdxL3j+6NCAPn0T7ZHAJiTRGYOaE/Yk1GRBt1WPfht6issuGBsX3cAslv+eo47h3ZCys3Fbvdz2rnIYqi4tHvyS7aeQFRBg7l9d7YZpPRrS3m5WZIH6Mu7dmYHWmqLfeXl3UoeGs3VsYIPYPEuCjMmTwQl6ptSmbkxLgoRBk5j4kFAGD3obNudviem3uCFwRs3fWzSrtyHDFXr+ctXx3H2KHdceCH33DvyF5uSepkm+jJ60r2GszPzcCCqYOw4ePvVfZeHvdW1dpRftGi2O0vD5xG724JSkiGSAPX6NhCq1/PnZwBnY7Bc+v2Bq0GQpUIPeP2DfPAmL6oqrVBr2OxYNr1WFQfA931vb14fREmjuqpOU74ePfP+O5Ehds7OD83AxNH9cTfPz2K0oo6CIIIvVP/6X9VAkZndnNLcih79T8wti8uXLQi2qhHe5MBkRHaHrBlF+sw5/Vdiv03RekxNLWLkgXa+VxfxpOhYIcIgvA/Yfut6bp67JzuvtZqB8+Lqgk3+eUgr0Q7PAxUrXYBRr0OyzY2JNcYnt4VC9fsQf+rEhTvD45jVbEd5BUbOR6T7J2x90iJ5gq77DU3aXQfVFZbcFWXWCxYrY4HceLsJSXmjSlKj6hIPeLbR0ieTgxQVWPXrGNFlQXnNLz3Hp84AKYoKUBjyYUaxJoM4HmxSd5JDgAlF2pV8Vrk+sjbL8i7qWWx2kWVnnp3S4DV7sDMCf1hNOggiCJYMLDaBJXXndlkRE2dHe2iDHh+ZibkBF3vfXZU2fq95K0izJzQX7WlTPa2kH0tbDxUv282GVFntSM5Jhq5Y/oqGRidB0iunlCyzp6bMQQRTl4hl8PletpRRrHGaUobOwC8u+0H1QeZPDiNNUXg//76lZv9XjB1MC7VWNEuOgIbPj6i/F22MY/mDMCUcX0VuwcAIzKuVMWz8eTRJHs8Tci+GvHtjdDrOFXYhLmT09EuWo+p4/thyri+4FgWqwvVdu6Vdw/gkbuvw9Tx/RTvk/JLdfj98B74s1M8n4Z2yUKiOVLxoJWvi4k0YMPHRzBzQn+IHOsSs829jbVsLtnZpnGxxtok++DsKSHywMZtP7i9856bkYkNWw8pGTodvAARInpeGYc1hYcxdXw/XJEYg5ILNdiw9Xv84dZeyqSIfJ9X3j2AxXlZmLdCmtBzzQotT5RMGt1HcxfBxWoLOsRGoZ1RB2NSO4gQsabwMIand1V+W15ckfvC8zMzceFSnWaW89/KawAAKUkmKUSHB7t4tqwaKUkN2+FLK6TdB7KXOMd6jtHbmB1xPi57aVntPBwwqHYZ+Ho/XwkFb+3Gymi1C/jf0VL0+V2CamE3f3I6jAYdIgwcnp+ZCZYFrDYB739+THk/3zwoBXUWBxZOG6x4mL732VHcMvhK3Duylyrm2fD0rspkiFwOeZcIGBHJ8dGq8+XjC6YOVsYB3rwGC9YXoeChLEy/vb9yn54pZowd2t1t3PvlgdPIuu4KLN3QMDnjyySI61imtKIOS94qwsJpg4NaA6GKQxAhimK9/hhcrLbhz6sbnuX8BzNQ8FAWeF7ykLxU0xAYv2eKGZnXdobdwavGrx/vbgjpIU/oAVA09PzMTPz906NINEeCYRg40PDNc8eNV6vGDrJdn52TClGE8k6XJwhtdm0P2IvVNuX6JW/tw/MzM1FaUatpX30ZT4aCHSIIwv+wjZ/SNtFaPd57pAS8IOBcWa2bQXztvYOYkH21tMLsEHDmfBUSzZGq6+Vtrw5eHffBFKWH2WTEjWldsGjtN5ixdCfmr9yNsUO7o2eKWTmvtEKKUdMzxaysRMrXa00gGg06XKqxYsPW75GcEKN5jo5jsXh9EfJX7MaitXthsfJS0GnR3ei/9t5B5IzsgXm5Gdi4TZ19z2wyIkKvw8I13yDvhZ1YuakYlVU2wEPcEt5DwFteED3Ga5Hr6+164vJxjUtiitJDEIBFa/cif8VuAECt1YGqWptynpw1bOWmYkW/v5XXorrWporlWFoheeXJfUPexvWP7T/CVu9S5Pz7rvddsPprpV/IA6SckT2Ue826JxWbdh5TfquiyioFYvdLu3j2tPMFHaDEepPLK3uaEBJNaWNeEDE8vavbdpXF64vcbCwg2e9LNVbkr9iNSzVWVcwm+VqGAQRRbbNc40R5sreJcZG4f3RvrN18GI8v+xJPrVJrdclb+2B3iJi/cjemF+xA/opdmjZeV7+gE6Hn8Mq7BzB/5deouGTR/E0woqKpo6cqsHbzYdgdAl577yAqq2yorLIhf4X8e7tBfMJQAAAgAElEQVRRUWvXtMmebC7ZWd+xO7TjOWm1oewp0fBstLXAstJ2W/kd/fQb32DpW/shCCL2HinB4vVFuFhtxaK1e3H0VAXi20dqlkGo71cTsq926y+vvXcQw9O7ws7zWDjteky6TdJw/ordWLmpGII0HJDiqvE8GAYYO7Q71m4+rLzr7x/dWyl7aYUUq/LND7/D3MlqeydlK/0RRoNOaRctuyif5/oukuNgASIYXvA4odKYHZGPy++XtZsPY87ru5C/Yhcqau3gOLZJ9/MVf92nJfGl7TqYo1XjQ7PJiFqrA/nLd+GxV77A/JW7ca6sFm9tPYKbBnZBzxQzBvVJQoReh1c3HkDeCzvx5ze+higClVWSt5/dwftkZ0srajHlue0orajVPF5rlbxbd+w7icfuHeCmK+fxgeQp2qAxT/1jRMaVyoSe/PfF64saHVt4ivHGusycBJsGQhGOY1FZZcOSt/Zh2uLtOPXbJSxxWXSus/DIX74L0wt2YN6K3aizSqGLRqR3waTbemPhmm8w+y9fqMavH3whZcb1pEdRFBVtgVHHTfcUYzK+faSbzgrWF8FmFzDrnlSPmpXP5XkBG7Z+73aur+PJULBDBEH4n7Cd1JNXj2V6ppixYOogAAy6JGpPkJmi9Eg0R4IXRMTGRGDOpHSVwZ2dkwodxyhxH2Sqau3IGdlDczAxIftq5Tx5lXtC9tWq2EzyiqQzieZIWGwOVNXacfRUBZj6v7me4xzfSVnlAZSPANc6doyLRpRR77ZClDOyh+bKDwNG83c511FNPRzLKPFaPJXV2/VE05DiF7JwMAxEjgXHsZr6dH4m8e0jsWzjQVystil/8zQYjjCohxiJ5khE6DkseSgLK+dk45G7r8PqDw6j+KcyGPQcRI4DwGDB1EGKB4W3fiFrcsX/ZWPmhP5u8csuVtv8NlBxtQnyb/iqRZ4XYI7SoyAvE6vzh6MgL5O2O7jQlDbmWMZjch9B8G7vqmrtGNQnCfNyM1CQl4l5uRkY1CcJFpsDQn3yIxne5V6e7G20Ud+oVi9WWxu18R3MUSjIy0SsyaDYWU+/CRH1msrC0oezMHV8P6UPeLLJEN3b2Ll/90wxY15uBpY+nAWOZd0mOAht9DrWZ+1qeUps+eo4Zt2TqtKjjpNi2claXfpwFp6ZPkSJEQmotcF66D8sK/2vpw/T9jEG6DkOEQadmzfKK+8ekGb1OA6sgQNExqvOpTGQNBlZZ7Vj5oT+KMjLVLRZUWWpj4vKQG/g4AADU7Qez8/MxCuPDVOd5/ou8tamzjRmR+TjWu8Xrcmay7X9/r5PS+K5jNI4gWNZJMWpJ48nZF/tpht5snjZxoP4v/sHYlr9TguthWKLzeGznW1s3GuKMqBDbBTG33CVEqN6df4IzfEBx7Kq+nrqHxznOUmL97bU1q/rZcGmgVDE1aa6LlRNyL7azYt52caDuFRtw70je2nq16DXadpZGcm2MlgwdTD++/1vgMio9OSqafkaT99XOo5VPO4L8jJRkJeFLV8dVyWEke2rc3zr1fkjvI4nXcf5umbaVYIgQpuwHc07rx73TDFj0m2St9D0gu347UKNx0m0/NwMvLX1CB579Uv8Y/tRLJo+BC/OGopn/zgEZlMEGF6EgZOSVMj32LHvJDp10J4obB9jUO4vr163jzFg7mQppp58fb7LSvfsnFS0izFg085jkls4C7dV8/zchns4r/JwHAsR2i8jjmPwydc/u60QefIEtDsELJx2vc+rSToASXFRUnwrl/rIdSHvJv/g7i0iefIYDaybPjvUPwPnAYkcx8vbx6LzR6b8HJdu2I83PigGAwYdzFGYfNs1eG7mEJyvqEP+il2YXrAdKzcVY9JtvWFuF6F5X9lrU9bkW1uPQK/jlEkQub/s2HfSbwMVf3ja8bwAhhegE717moQrTWljHaAk93FG+reIuZPTPdq770+UIWdkL8Ujae3mw7jn5p7onBgDm8OhKsP2ol/c+oOWva10mrCTcdWqvI3G+bizjc/PzYBRz4DhBTB8gxfepp3H3GyiEk+MF6CDiAg9h7WbDyuB5Dt5sMmCILq1cVJcFObXTyT54rlEuNM+OsJn7bp6Ssjb/hat/UbRY87IXtBzDDqYpbhjazcfxpsfHsG58mpwbMMYwlkb5RfrNN+dHCfFmvK0YGY2SdvRPXkb2nkBc1fswpnzNbjk5KHtfI68qDk7JxUf/Ecq04dfHofRoJO2AK8vUrJEJsVFIULPoqzKhvwVuzDlue2Yv3I3RFFE0ZFzSuxcA9c8m9uYHZGPe1oUcJ2s8ZeXdSh4a2uVMT83A6sLizG9YAdWFxYjMkKn0pGn97/897KLdThfWae9UBwfjdiYCHxdfEZls7XsbH5uBuz2evscF+lWztk5qXjlnQNY9+FhRBp1KHhrH2Ys3YFPvv4ZsSajanyQX68v5/p6mrjRcc2bjHUd6yeapZh6DkEIag2EIq421cELPmlUy0tUPiZ/03l6B8vZbxet/QY3DOiCqAhWpaevi89ojhXKL9Z5nLCW4/u98u4BGAwsckb2cusD24t+ASAtnMSajIisHzN4iwfqPM632B2YH+R2iCAI/8OIotim/XHLy6sheFhtk2PeiIASzByAMsnnGrA51hSBlZsOqbZ1JZoj8fjEAUhoH6XKdMXoWdjsIuwOHr+V16BTQoySmtz52oXTBuNitVXJMBtrMmDa7f1QVWuH0cBJE3CCiEijDg6HAAcvgmUBPcdChKhkjDVwDFgdC4u1IYOXp4xeIsdideFhzVhVHWKNqLE4UGt1QM9xsNgcMEXpoeNYzF2+y638Myf0R9f6ODzNy34LRBg4iKIQctlvO3Qw4fz5Kre/+Qtv2vX0+86IHIt8J10D0jMryJOyHVrt0jM7c74Kuw+dxU0DuyC+fST0HKuKQTMh+2p07WjS1G/BQ1lw8AIYMDhzvkrZtn3/6N7Y8tVxJXNdfHujkrRAXZYsVdwc+e9Tx/fD2s2HlWQYNl4EwzAQRBEXq21KgOt7R/byqzdcS2YMa+x5BZqW1q5c/6a0sd4pkL5sp1SBqMf0BccxYBkGRgMLi41XMuVq6WrJQ1kQRREGPYeffq1EfGwkoiJ0EARJXwwD2OwCdDoGJeW10HEsHLwAg55FfPsozGtEq+9u+8FN48/PzKzfBiZNII7J+p0UAgFqvRn0LAQeEBkAothoNk8GDOZqlKcgL1OJreee/ZbRbJeCvEylTKGErKnWsLsdOphw4UKNT9p1tb3zcjNUMXQBp3avf46u8fDuGPY73Jb1O+mdzzC4VGOFuZ0RvCDA4RDB1m8l1+kZcAwDvY6FIACVVVZVf5mXm4H4WCNsNgFggHyN9/ii6YMxc+lOJJojsWDqYFWcKPmcxXmZYMGA5aQ+0qBXEQwYZWyi4xgwvOhFa1kAGvTdXJvrW/Zb3/Uu308OttVa2W/9rd34+JhG3zOuWcVXFxZj75ES9Ewx4/GJaaioqoNep1O2Ny6YOkgVkxNQ276p4/sBgKbGn5sxBC///QAmZF+NHftOYnh6V5ii9GgXHYHtRb+gd7cEmNtFICpCDzvPIyZSr4wV5KQWDCQPKVl78pjXxotO4115TCNlLjVwUBJdNDxbKZa0a/9INBtRWmFpdhIcz9lv6/sEQmNM641Aj3ddberzM4cAgPKd5kmjMyf0R6I5WtOmLZo+GA5BQFn95F90lB7RRj14XkRZZR1ESLa3qtaOHftOYvrt/cA42SwRUOKPyjFRDXoWCeYoVFWrxy1zJ6fjvc+OKjF45+dm4MpO7XGpqk6lH2kcI2jq2Jd2kev2wiNZ4Hnfv8sCRaDGxa013r0cOnQwYezjm5t83ZaXxwf9dYEoYzB/fzUFb9oN64l7nhfAAOAZtev90VMV2LD1eyzOy4TgZBCtdt4tTpMca04eOMqDAVO0Hg5exILV0ovklUdvcMte+Ni9AyCIIl559wBKK+o0syXOnZwOBsDZsmokxUU1ZJSrN846AOBF2HmgQ/soWGur6v8mBfFlnM6RXwt8fbyeyiqbEqC7qtYOU7Qe1jo7IjgWXKS+Pv6dQbpeFFUZUmVPqbc//h6PTxwAXf0g2Pl3vLU7eMlNlAUQ1y4a589X+Xw94Rve4mrYLA7wDIPyixYlqYUcG69nilnJECbH8cqfnI7H7h2gaFWeXLHaHKizOeBwiMp95uVmKBnsXAO2V1bZlK0GpRVSjDPXbGTzcjPQLtqgTE7YbbwS3FfPsYiNMcAUpcf02/v5faAi2wTSYsvRlDa223jEm6TELKIo4sz5alXilBNnL2FxXiYYnoe1jlfu6/AQ68jBC4hgGQh2HklxUaiosrplKWxvMmDJ+v2qLTEAsO6pEW42cM6kdLAMsDgvEwY9i7tH9MSJs5dUmn/p//1Xda9bh3RTXrzObSHUD9wT6weDru3i2m4cx7qVx9m7T9P2M563mYX1YMBHfNWu7M0hPxvvHmOSnZ46vp9qq+gHX/yM3cXnlARSALB2/giUV1pUdnh+bgZio/RwWKRNpXIIAClWnqhK5lLwUKbbOGTWPamw19vQ0oo62OwOt3Pm5WYok3W8TVDpVbbN8rhDqG8Uz1qTPJkVTTbT5jZ2Hc8L0HnrIx7u18FD//OVUHiHOJfRIQjKhN60O/qips6Ol/9+AGaTETMn9EfH+GhU19nd3tNyAhbn7LdaY9xLtTZUVFnQIdaoTH7Ii9YffCFlHb1/dG+8+PZ+t7HC3iMlOHH2kpTcjech8Ooxr3M721Ttzquygsv1BRr6By+IMEboINp5WGrtqr83ZRJEHp/Iv+vgG/oEBwC8u9aIpuNqU3Ucizc/PKJ8wwiiiMcnpuHlv/9XNUaNMHD4uvgM5kxKVyVCmXVPKi5csqi25QJQ7KQgim52Un6wzt+Oe4+UuH0XLn04C29+eETpP2WVdfh49wlMu11OoiXpi2UZN/04j2NcdayFp3G+zS406buMIIjQh8bxgBJ/wNkwVlRZwIIBw0pGEyyjeZ5WXKN3t/2A6bf3B8OIeOTu68CyDCKNemz87KhqEq3wi59w501XKX9rFx3hlklpyVv7lNXQ2TmpiOoQrYwQXFeEva1yOSPHhJDdwIGG1WuR4+Bg6j1BGEbKxscy0HEM4tpHKBlSq2rtTnFx3LMxtaTHE+EbjWVj5VhGiRPlqn1BFOozHFpwsdqGVe8fBgBpkBIXDTAMNu38EcU/lWHmhP6wO0TcMex3GJFxJYwRLLp37g+tzHXOH6iJ5kiIopQV0rlfSP1HWhF1HoiQpsIP2Qvi19IqRBn1qqzKI9K74I4br5a87DhO7ZmhYasTzXL2OsmeGRlGlaW8tKIh46xW1jmIQKxJbQNXf3AYFVUWvPDIUFy4aMU/th9VMtSaTRE4dqoCs+5JBcdC8dRT+p9PnkaejzvHcBQE6QMBjAiHCM0Mn1K7MBjUJ0n1ca1sYacMzX5Bfm6maCkWouSto22LWZaBnmOxYOogJMdHKxmWnRc+TFF69EwxKwmD5Ak9+fjz64ukiW2OVU3oshyL/BXqjMpWm4AtXx1X2Vs5M65cpvOVFhQdOYdn/yh5wpRftKDGYofVzsNsikCUUQebxXMKAbn+XH28XddsuwY9B4YXWsWWO/cRem9oI9uESaP7oLSiRvF2Kq2ow6K1exVvJ4Oew9Tx/WBuF4Foox4RBg7Tb++P1YXFil7lGGCdOsTg5LkqrP/oO1zTzYwXHhmKyiqr4qnXPsaA6Eg9po3vg+t6JLmNe+Ust6+9dxBHT1VIz85J31q4esx58nByntA0m4xN9h73FzSeaRpyX16SlwVHfZvJSYZkBvVJwpKHsuDgpcUSgIHd4cCAXknKuzm+vRHtYwyotTpg0HHof1UCMvokK/Zw085jHuOKFuRlSTHr6svjaYx9sdqmJP2RPVqLfyrDvSN7QieKqkk2b7r1RdONjfOJ4MDULhLGCJpyIVqWsFcYx7GosTswOyfVbbutQxTw1MqGlOQLp12P+bkZeN5ptbJjfLRm7Bxnz73ZOan4144fMe6G7m6/YdCzePnv0iB96cNZXuOWLNt4sH4LTEMcBecV6KceHIT2Rl2jAwPXFS+5jC+8/V9UVFnwf5MGQhBEvPT/1CteZlMEkuKisHDNHq+r3lpl83UrA+E/tJ6z8/OK0LOINOrctP9/kwbCbhfx8e6fMTT1CmVLTaI5Eu1jIrDp82Mo/qkMU8f3w/Z9p2E06PDT6TLcMKALNnx8BGOHdodex2pq2Tm+2LzcDIARNVc6p4zrqzJOpKnwQ2/gUFZlg83Ow2jQKYlbSivqMCK9C0ZndlM+BuVYNAkmA+w2Xokb6exZkp+bgf/89zT6X90BDl5AQqznTKKe+g0LEbEmo9t9BUFUzpe1LG89e2rV16pzI/QseMCjngHf9S57I1VYfOsbBo5BzshebuU3cEyjHgFE43h6bvEmg+Y79/P9pzHwmo7KRIqzB7wcO1EQRSUcyGP3DtDU7PkKKeGF83PX8uCw2hyaHtQ2u0NVppsGdsHZsmr8+5tfNMN0xNf3M2/1739VAv48dRAuVttU75f5D2RAr2PdxhEtZctDwXMukETopbhe1XU2j1myOyXE4M0tDR6fcgiEa7qZkTOyl+KdLMcA2//db1iz+QgG9UnCDQO64MTZi5pakuNAav1mdZ1NCePxy7kqJcSBlk7kd4WrXUvwoFNnAjG2oPFM87lUK21rvWfE1W7v+JyRvRChZxGhB0orLShYX6Q4RZRW1KGyStKU7LE3qE8S7rm5J5a8tU9llwVR2/vtQpUFL769X/Wu9rSDyfm69jEGzW8lh0PwqFsAPmm6sXE+ERwYI3TN2qJKEE0h7KNjOwAsXLMHG7Y2ZCSaOaE/rHYHzpRWq1ZqFq7Zg/YmAwrysrCyPhtnWaU6IKpWtrVlGw8io08yNmyVVjFXzpGujTVFIFrPKdkyE9pHqu4FqLOBSR+cDeV29RB87s29blndtFBn6ZSyhslb2kor6lBVY1Mm9JzrUHKhFka9rtHsnlpl08o4R7QsjWVjtdpFLKrX/oKpg/Hy7BuwYOpgxMYY8Zd3/ove3RLwXr13qZzd8L3PjiKjT7Iy2ZxolhLIDOnfGQXrizA8vStee0+dOVcm0RyJhPaRWDOvIZMXRA8JW1wCVJOmwg8bDxSsL8LFahssNgd27DupJG6548arlYE4IOmhYH0R5LGuxcYjwsDg+ZmS9p+fmYn93/2Gz4pOKZMMPC9qao9l4bHf2G08EurfAdKxLCSYDHDw2tt9K6qsbmW02sVG9dwUvTflXBsvKh8J6najFX1/4OlZ2HhRyWIsjx02bP1esZuuHiETsq9Wtnd3iI1UJsW8ZQx1fe5aWU4rq62Kp55s07d8dRymaAOW5GWhc4do5NRnijQadIo9d69P4/Xfvu80auocblknn/9bEUou1JItDxKsdlFlZ7X0VWdzYNLoPlidP1w1XuzdLUHxtJf1tHHbD7iuRxIK8jIxaXQfFKwv8qgl+ZjWb16stuG19w4id0xfbNp5rBG7Bg92rfH6B2JsQeOZ5uHcbr2u1NaexSbAYhMUPTgn0HD9Phue3tVtHLFs40GPWcYrLllVz8p9jK2dzdYUZUCsyeD2rVRRZfGoW1813dg4nyCI8CHsJ/Xk1Wx5K2r+it1YtHYvBEFKme5MaYUUp4AXBFRWW7Fo7V78v09+UGWK9RQ7xxSlV9yxL9XYoNdx4AVBlS1TB/eshbPukbLCyv/W1U92eIuX5lO9638XkGKhOb+EPK3WGg06OITGs3tebtkI/+EtGytfH3fs6KkKXKqx4vFlX+KhF3fCUZ8pzBSlx94jJUq/WLy+CHuPlKgm8+bnZiApLgocq/Yqdc6cCzhn3xLB1WtIyurpnonvqQcHubkQk6bCD1mfm3YegynagHE3dFcmJPQ6z/G6pGtFLHv3EEou1OKpVV9j2uLt+KzolGJPSyvqYLU53LSniknnod/YbTwYnq8/xsNu4zUnUOQPU60yNqbnpui9pc4lmo639pW85xrGDkdPVSh20/X8K5NNmDmhf/327oaJYS276jxGcH6WWrY1KS4K97lkhb53ZC/oASlmmY2HUN/vqmrtXmIBan8wutZf8NAeWmMr0mBgcLWzblm4H8jAyn8V46EXdyoxeOXxoqcxwqUaK/JX7MalGmujWpJjOGppWvbYc96Orm3XtBdVPOlUfW3r20Syw83Dud04Fprak96vDXpwXghxzZDrKWMuIPpsZ12/4e5zyWY7OycVgAhGY+HMwXvSgdAkTXsbrxAEET7Q9lsP8QgsNvc1M2cPInlF8+ipCrz98fdKHKW4dkbN+8nedonmSMREGrDh4yOYfns/1f1dYyTJQa7lbTjzczPAQdo+4q84Clr3keum1Sa+3J9iPIQGznHH5IGPNGho0KwnHUjZoA3KQMVRHz9Jvsa1XyS0j4QOottgQyvmUUJsFMrLq13KSpoKN2R9Hj1VgTUffItJt/XGg2P7gmEYL3pgAZ5X4u28/bHkhVpdZ8PFaptqW2NltRXdOrXzS7wtT1tg3t32g+o8pYwQPesZTdN7S51LNB1f4pg6v19lW+t6vo5jkZJkwuMTB6jstGxXZ07oj84dTDhzvkrRtOtveYonh/rdAR5jOdb/3qadx/D4xAFe+1lj9ff2DnGGNBg4tOzss38cAoZhoKvPOCvHGHV9np6erzzelY9v2nkMj96rraXzlRZs2nnMo52uuGRVna9t17RjqHrSqfra1reJZIebh3O7ebKd0vu14Zi8EPLaewd91i9ERllAvCIxBiUXajzaWWd4XkCsU9w/52zgWuMKHedlHAMv9WtE0wRBhCfcwoULFwa6EC1JXZ0Nopd3pI5lkNEnGQeOlqLGIg22n/hDGjonxiDaqMftw67ChOyrMPL6FIxIT4FRx4IRAUOEDtf26IBvj5fhVEkVjp68gJvSumB70UnccePV+PZ4mXK/P92XBp2Owajru+LWId3w2d5fcOdNV0PPcXAAUoBrloEoihBFEYwogoUIPccitVcSxmR1w80ZKYiqz3wrlzvdpdxPPTgIUToWorcKa9Tf9T7Z6V0wuF8yDh07r/xtdk4qEmIjYeQav7/WPeflZiBaz2leGx0dgdpam8adghutckdHR/jt/o1p93LbzaBnkXZNRxw8WooTZy/hj3f2w7fHy1BxyYIHxvapD6B+jUrL83IzkJwQDWOEDhykmCCiKMJo1OH6fslgGWDYgC44eLRU1S+i9erA/XoDBx5SbDEwLAwcA/ACGFFETIx7vZqqqWAk2HXe0tptav2d9XmqpArfHi/D9f2S0S5aD4YBBtYfk/WQn5uBmCg9bLwIlmFx08Ar8PHuEyg+VoZ+VyVg5aZDOFVSpdjk+PZGGBgGIi9Az7EQANgFUWWPAbVWGY6DQc9CcBrMywHPjQYO2ekpGDbgCvS+Mh6/nLuImwamuJXRZOTAiPCo58hIA6x1dp/13pS+0Rb6kTOyplrD7nrTL8exEOqTVWUP7ILSilqcOV+jtK/JqAMP6Xhsuwhce3Uiin86r9haWSOD+iThiYlpUoh3hoFRx4ARRWT0TcaBH6RzOFYaS7SL1AFgsK3opPIs5+dmIMrpWTaMJwCmfnzBsgwEAKIIcAwLhmNgFxrGITqOQdo1HfFZkZRAJefmniq9yBoWNCYfXPVlszswc8K1qj4wPzcD7WIM2PddSVBqsLXttL+1GxVluGw7O2xAZxj0HByCAIDBqMEp+Lr4HE6cvYTZ916HwX2Tccv1V8Kg43DL4K7qZ/mAlCl5+MAUREZwuCmtCz4rOokLF+vw4Ni+Ki3My83Ah18dx6GfylB+sRbX9kjEa+8dVOx0fm4Gtnx1XNWXtHTiXAdfdCoTHR3RJFvrL0LRDgdyvOtsX8dkdcNtmb8DwwA3Z3RFUlwkDhw939CGRh04HYO03g2arqmz4YmJaTBFG3B932RFJza7A3kTrlU9h/kPZCDGyKF7FzOWvXcQh46VYUCvRPznwK8+PStRFIH6bzhGFCHyosdnam4fhX5XJWjqlmPRLE2HGoEaF7f2eDc6OgLvbjvapPveN6pXk68JlesCUcZg/v5qCt60y4jB+gbxE+Xl1Y1mheU4FjwYOAQROo5Bnc2BRU5BnOdOTkd0pA7//voXDBvQRQmQKnIMHLwIQZBe0npOilnEcQxsdgEVVdIKY3SkDs+s3avcz1+Bol2zZ2l5ODXlPs4ZFKVsupJ7eGOrTb6UzZsHTIcOJpw/X9XkcgcarXJ36GDy2/0b064/2s05u5ZBz0EQRDh4AcYInZT5WBQBkYFQ/0G47sOGYNnOQXs5jkVlnR3P/60IZpMROSN7oFNCDPQcK3mXukzoeQsA7KleoZ4tLth13tLabU79XbO/8fXJi8wmIx6+51pwDAuWARiWAcNAldgoPzcD8e0jYLUKYDmgpLwODCN5IifFRcFk1Cna9RS0nOUYr1r1dK0pWooXGaFnYbWLmtnrPOlZbqem6L2lzg125LZqDbvrzS5504CBY1BeZVMdXzjtekQYdOB5EZERHGwOqf2ratTn5edmIDHWiMoaG0ov1MJo0EmefnFRaB+lx6VauxTrtv7vSXFRiHZa/POlrHLSg4oqi0r3Nh7gRRFGAwe7Q6jP9ug5q6jzbzjry8AxsPGi2lsQCFoNtrad9rd24+NjLsvORug5VFRZ3XVoNsJi41FdK73nnbVutTsgCFC0uWHrd8o4YeG062HU6yAyIqw23k2vUUYdbHZBUyta2rnc7LfONMfW+otQs8OBGu8626x7RlyN311hdnsfx8ca4bALsNgcynfVtPF9cH3fTuAFASzLwKBnYbUK0OsZCDzgqNd6jUVtQxPjotDOqIPAi8rzkRbypGv8+aw6dDCh8mLtZWW/DXUCNS5u7fFuhw6mZiXKaOo1oXJdIMoYzN9fTYFcI6EAACAASURBVMGbdsM+ph5Qb5x5HjpRgChCmdADpBgGS97aB54HRmRcqQqQKth4sLwAnShdL8VaEsDzIp5a9TXmvL4LF6ttyoSefD9/BYp2jaPAuiQXaOp9OFEAw/NgHFLd4JDahK2va1NeYhTjITRwjg8m2Bz1z1yEw2KHKAD5y3djyvOf4cTZS3hq1ddKZk/XoL0OQBnoy7Ejn37ja4gaW26bG9SaNBV+OOsTEJVJuwnZV+PZtXuR98JOzFi6Ew5HwzGgQVN2u7Qokb98N+at3K3ETF24Zo+SHMJb0PLGtOrpWogAwwuwWRxu8fdkGtNzU/TeUucSjdOoBnjR7fjCNXsAUYROFGC32ME4eEB0v0/B+iJYbAIWrdmDRWv3KvpdtGYPrHYRC13+vnDNHq/jCK2yLtsoJeZw1r3c75Ljo+GoL5+WhrVw1Zc8LnLWG2kwuHC2sw4NvRasL4LFKgBiw3tePrZ4fREuVttV2hye3lU5vnDNHogQARGaeuV50aNWtLTjSx180akzgdAj9QHfcLZZ1/VI0nwf223SAvRCp2+3NZuPIH/FLvxyrgpTn9+OJ5Z9BZaF9G3jpHVXTS5as0eaSHN6Ps7X+PtZedPt5WiaIIjwgyb1XPAUnJRloAS1biyYrXMwV0+BWClQNBHsOPcFTzp2Tkzga+DnywlqTYQv3uyqp4QDl5uUojGtUsBzwl9JT7xprWl/96w9T2Ux1e8+IO0S3vTWmH48/VuypWQriabjrJvL0WZTbS5BEESoEfaJMlzxFHBXkMIk+BTM1jmYq3Mg1p4pZkzIvhrtYwwwRRnQM8XcaOBVgmht5O3oEESszh8OgIHoMbB/Q2IC34P1Nz+oNRG+eLKrABoJmu2u3UF9ksCxbP12GhaD+iQpXqgN1zIAGk/IoXWcZRmIaNo2HXk7VmlFLcCxQb8di5DwJTmGL7bRm11s2t89jyNcy9IzxYyckT3QPiYCz/5xMAx6aZ1XrNcf0XbwdbunQc9hwdRBMBp0qKq1Y9POY6iosnhN8CMnxgAk29ouOgIFeZmoqrVjx76TSgIgSg5BNBVnm+V17OhFmyPSu+DOm64GAIgcp2xjbYmxaKhtqyYIou1AnnouGDjUxw9pSEk+d3I6OA7YXvQL5uVmNDrYlTMhylm/ZuekYlCfJNw/ujfWbj6MOa/vwsI132DSbb3RM8WsxCWhQTQRaDiORWWtHXNX7ML0gu14atXXOF9Zi39u/xGzc1JV/SI/NwMGTrrOWfPycU+a1upjzvciCC207Kqsoe1Fv3jUlKs2B/VJQs7IXshfsQvTC3Ygf8Uu5IzshUF9kpRrZe02plUt3c/OScWLb/8X+St2o6LWDo5r/DUrxw3KX7EbU577rEnXEoGlMdvnq22M0DOaWouMYDX/HqFnfLa5WmXtmWLGpNt6Y+WmYuS9sBN//cf/4OBFvPz3A4r+GotHTIQGzvZFsnna9oXjWFystmLlpmLkr9iNtZsPY9JtvbFg2vUwGlhNLefnZmDHvpMAGmzrorXfKNfnjOwFA8c0aYxAEDLOuvnfjyWattCTNmfnpOLkuYsYndkNC9d8o7zvy6ps0Bs4v49Ffe1nBEEQLQElytDAbI7GhSoL+PpVdr2ehSBIsfJ8XXWRVmsYlF2sg4MXENfOiAWrv3FbEVqclwkG8MtqTrAH4vdEWyp3qCXKcEXkWOSv2O2m06nj+2HTzmPIGdkDnTuY6oNYq4P2NmWF0lsA4FDVQ2MEe72CMVGGK84acw1e7XtSChb5K3a5abwgL6v+WrV2GwtW3XBv4Mz5Kmzc9qPKA7sgLxNMI7bdU7/z5dpwJhgSZQCN2z5fbKPIsVhdeBjD07vCFKVXvJym396vPmGAuwab4xUiXyMCmOfB1i9eX4REcyRemn0DHBa7x3u1Rdpiogxf7Yun85Y+nAXRrp3gx9XuattW6XeCzYsp2N/JwUQgx7vOuomO1MFiFRS9GQ0srHV2t/N0LAuWkxzuPL3vGZ73azKKpr7HSX+UKMMboZDwornXUaKM5uNNu7RIpoFOx0qBoQGABxz1btiM9E+f4HkBPMNgzuu7AAAFeZmasRsEQQoSTJsOiWDAW1wSOQHG6vzhUhBrF9HyvKBMUIP3rmm7jXc6l3e7F0Fo4awxoX7gLevNptKfWlPO1zm8xNHRiaKbdhvTqnxvMAwWrd2rcV+x0Rett3hT9JIOfhqzfb7YRl4QsfdIiWobOABMGdcXdg/aborNdS0LzzCNxqCyO+q1TYQ0vtoXT+fZHYJynqvmbD7Z1oYF8abqlSCcdWOttatsobWO1zwPPA+B92zneEHStD/HovQeJwgikJBPcAsix2sAoMSAcqYhblMz78+xEDkWDoaByLEttlXG9XfIlTx0aOqzk+OXOOMcM+dyNdtakGZDh9Z+Vp40frm61rqvEruvkbq1VJmI4EfWPwAsmDoIPVPMyrGW1IAvtl6vI7vZVILx3eOrfWmOHXKurxyftCnXE0RL4vwdJtMQh8+/6Dz+Fum/pQlGu0sQrQ2pvgVxjtfgGgPqcuOJaMVuOPnbJb8bMooREbo059npAMzXiEuyaeexkImBQ5oNHQLxrFoqtlPjsfs8143iTYUnrvpfuam41WLteopB5Wzr20dHtNCvt02C9d1j4LTjNRo49WRDU+2Qe309xycliEDQWjGcOY6Fxe5w+86bT/pvcYLV7hJEa0O2pgWx23gkmAxKrCaDnsOSh7Lg4N3jNjUVB4DF64sUV+/Sijo89+ZeKXaD/6qg+TuL1xf5/XcI/9OcZ8fzAmKj9FiSlwWHIILjGHAsgycmpoFl/RP7saUhzYYOgXhWPC/AHKVHQV6mX2M7ud9XHV/KW92crwXDAKLv8VuJ0EVL/8s2HvRrrF1PuOpVjkH1+MQBSp9gycOkSQTru8fGi9i47QdMHd9Pide4cdsPmH57P1W5mmobtepbsL4IBXlZmDLu8se5BHG5uH6HXW7cPE84ACxcswdmk1HpZxabA+1NBvB+/i1CTbDaXYJobYJ+Uu/EiROYO3cuKisrERsbi6VLl+LKK68MdLF8xjleg2BzAPBPPJHWit1AMSJCl+Y+O3kArgMAByAA4ACA9z2mZCAhzYYOgXpWLRXbybfYfdp1k6+VAyyHQl8jLg9P+m+tWLtaMago3lnzCdZ3j7d4ja7laopt9Fxf7fikBBEIWiOGs9wX5AklmdX5w2nc2cIEq90liNYm6H1TFyxYgPvuuw+ffvop7rvvPvz5z38OdJGCgtaKwUSxnkKXcH124VrvUKQtP6u2XDfCP5BG2hbB+jxbM45oMNSXIFob6guBg9qeaAybnUeHDqYm/2dqF9n4zYOIoJ7UKy8vx3fffYcxY8YAAMaMGYPvvvsOFy5cCHDJAo9W7JOnHhzk91UJivUUuoTrswvXeocibflZteW6Ef6BNNK2CNbn2VpxRIOlvgTR2lBfCBzU9kRjGPQcxj6+ucn/GSNCS0VBXdpz584hKSkJHCdFNOU4DomJiTh37hzi4uICXLrAohX7JCE2CuXl1S3+OxQjJTQI12cXrvUORdrys2rLdSP8A2mkbRGsz7P14ogGR30JorWhvhA4qO2JlkL28GsKFqsDVZfqGj+xBQjqST1/EB8f06zrmvoQgwUqd+vSkuX2Rbuh2m6NQfUKbTxpN1zqf7lQO/mOv9vKm90Nx+dCdQ4dZO2GavkDAbWV7wR6vNsWIf2FfhvQeLftInv4NYUtL4+HMUDPPqgn9ZKTk1FSUgKe58FxHHieR2lpKZKTk32+R3l5NQRBbNLvyoHKQw0qd+uiVW5/GvHGtBuq7dYYVK/A0NLaDfb6BwvUTr4jt1Vr2N1wfC5U59b5PX9RXl6N+PiYsHtmzSUc9d1cAj3ebYuQ/gLXBq093qUJvvCiJTXtTUtBHVMvPj4evXv3xkcffQQA+Oijj9C7d++w33pLEARBEARBEARBEARBhDdB7akHAAsXLsTcuXOxYsUKtGvXDkuXLg10kQiCIAiCIAiCIAiCIAgioAT9pF737t3xz3/+M9DFIAiCIAiCIAiCIAiCIIigIegn9S4XlmVa9bpAQ+VuXVqy3L7cO1TbrTGoXqGNp3qGS/0vF2on3/F3W3m7Xzg+F6pz6CCXO1TLHwiorXwn0OPdtki41tuZUG8DGu8SzjQnYy4gZc2tqbZc1m8zoiiGV2RSgiAIgiAIgiAIgiAIgghxgjpRBkEQBEEQBEEQBEEQBEEQ7tCkHkEQBEEQBEEQBEEQBEGEGDSpRxAEQRAEQRAEQRAEQRAhBk3qEQRBEARBEARBEARBEESIQZN6BEEQBEEQBEEQBEEQBBFi0KQeQRAEQRAEQRAEQRAEQYQYNKlHEARBEARBEARBEARBECEGTeoRBEEQBEEQBEEQBEEQRIhBk3oEQRAEQRAEQRAEQRAEEWKE3aReRUUFpk2bhlGjRmHs2LF4+OGHceHCBQDA//73P4wbNw6jRo3Cgw8+iPLycuU6b8dak9dffx09e/bEjz/+GBJltlqtWLBgAUaOHImxY8fi6aefBgCcOHEC99xzD0aNGoV77rkHv/zyi3KNt2Otxeeff47bb78d48ePx9ixY7Ft27agKncwtFFzWLp0KbKzs1UaBoKnXZtLqNuVliQUnl9r0Vb172+CqT+1xfYPRx0Gk6ZailB/Rv4kHDXeHMKhXwQC0l94aqutPUN/Qn2iFRDDjIqKCnHPnj3Kv5csWSLm5+eLgiCII0aMEPft2yeKoiguX75cnDt3riiKotdjrcm3334rTpkyRbzxxhvFo0ePhkSZn332WfH5558XBUEQRVEUz58/L4qiKN5///1iYWGhKIqiWFhYKN5///3KNd6OtQaCIIgDBw4Ujx49KoqiKH7//ffiddddJ/I8HzTlDnQbNZd9+/aJZ8+eFW+66SalfUUxuPXgC6FsV1qaUHh+rUVb1b+/Cab+1BbbPxx1GEyaailC/Rn5k3DUeHMIh34RCEh/4amttvYM/Qn1iZYn7Cb1XPn3v/8tTp48WTx06JB42223KX8vLy8Xr7vuOlEURa/HWgur1Srefffd4qlTp5QOEexlrq6uFtPS0sTq6mrV38vKysS0tDTR4XCIoiiKDodDTEtLE8vLy70eay0EQRAzMjLE/fv3i6IoikVFReLIkSODptzB0EaXi7NRD5Z29SehYldamlB9fi1NW9e/vwlUf2rr7R/OOmxrNrotPiN/EM4abw5trV8EGtJfA21dW+HwDP0B9YmWQxdoT8FAIggC3n33XWRnZ+PcuXPo1KmTciwuLg6CIKCystLrsdjY2FYp67JlyzBu3Dh06dJF+Vuwl/n06dOIjY3F66+/jr179yI6OhqzZ8+G0WhEUlISOI4DAHAch8TERJw7dw6iKHo8FhcX1yrlZhgGr776KvLy8hAVFYWamhq88cYbOHfuXFCU21s5WquN/EmwtKu/CCW70tK0Na22BG1N//4mkP0pnPQbTjpsizY6nLTaXMJJ482hLfaLYCKc9RcO2iIb3HTCuU+0BGEXU8+ZZ599FlFRUfjDH/4Q6KJ45eDBgzh8+DDuu+++QBelSTgcDpw+fRrXXHMN3n//fTzxxBN45JFHUFtbG+iiecXhcOCNN97AihUr8Pnnn2PlypV47LHHgr7cRHAQKnaFIEIB6k+EvyFNEYQ71C+IloK0RRAtT9h66i1duhQnT57EqlWrwLIskpOTcfbsWeX4hQsXwDAMYmNjvR5rDfbt24eff/4Zw4cPBwD89ttvmDJlCu6///6gLTMAdOrUCTqdDmPGjAEAXHvttTCbzTAajSgpKQHP8+A4DjzPo7S0FMnJyRBF0eOx1uL7779HaWkp0tLSAABpaWmIjIxEREREUJQ7OTk54G3kT7zVJxj00BRCya60Bm1Nqy1BW9K/vwl0fwon/YaLDgOtqZYinLTaXMJF482hrfaLYCJc9Rcu2iIb3HTCtU+0FGHpqffKK6/g22+/xfLly2EwGAAAffv2hcViwf79+wEAGzduxK233trosdZg+vTp2LVrF3bu3ImdO3eiY8eOWLduHaZOnRq0ZQYkt+lBgwZh9+7dAKQsNuXl5bjyyivRu3dvfPTRRwCAjz76CL1790ZcXBzi4+M9HmstOnbsiN9++w0///wzAOD48eMoKytD165dg6LcwdBG/sRbfUKprqFmV1qDUHp+gaKt6N/fBEN/Cqf2DwcdBoOmWoq28oxaknDQeHNoy/0imAhH/YWTttrqM2xJwrFPtCSMKIpioAvRmhw7dgxjxozBlVdeCaPRCAC44oorsHz5chw4cAALFiyA1WpF586d8eKLLyIhIQEAvB5rbbKzs7Fq1Sr06NEj6Mt8+vRpzJs3D5WVldDpdHj00UcxbNgwHD9+HHPnzsWlS5fQrl07LF26FL/73e8AwOux1uLDDz/EmjVrwDAMAGDWrFkYMWJE0JQ7GNqoOTz33HPYtm0bysrKYDabERsbi61btwZNuzaXtmBXWopQeH6tRVvVv78Jpv7UFts/HHUYTJpqKUL9GfmTcNR4cwiHfhEISH/hqa229gz9CfWJlifsJvUIgiAIgiAIgiAIgiAIItQJy+23BEEQBEEQBEEQBEEQBBHK0KQeQRAEQRAEQRAEQRAEQYQYNKlHEARBEARBEARBEARBECEGTeoRBEEQBEEQBEEQBEEQRIhBk3oEQRAEQRAEQRAEQRAEEWLQpB5x2VitVvTs2RO//fZboItCEAQRFvz666/o2bMnHA5HoItChAHvvPMOhgwZgtTUVFRUVAS6OAQRUP7617/iiSeeCHQxCMKNpmizrKwMEydORGpqKpYsWdLCJSMI/3D//ffjn//8Z6CLEXTQpF4bJTU1VfmvV69e6N+/v/LvDz/80Ou1X375JW6++eZWKilBNJ3s7Gx8/fXXqr+9//77uPfee5XjsuaHDBmC/Px81NTUBKKoRJhw//33Iz09HTabTfnb3Llz8corr6jO09IuQbQ0zjZx4MCByMnJwbvvvgtBEBq91m63Y8mSJXjzzTdx8OBBmM3mVigxQXhm//79yMnJQVpaGjIyMpCTk4Pi4uIW+a29e/fihhtuaJF7E+FHa2q3Md577z2YzWYcOHAAc+fODUgZiNAimPRLqNEFugBEy3Dw4EHl/2dnZ+O5557DkCFDAlgigmhdVq1ahSFDhqCkpARTpkzBypUraWWdaBF+/fVX7N+/HyaTCTt27MCtt94a6CIRhBuyTayqqkJRURGef/55FBcXo6CgwOt15eXlsFqtuOqqq1qppAThmerqasyYMQMLFy7ErbfeCrvdjv3798NgMAS6aAThlWDT7tmzZ9G9e3cwDBOQ3ydCi2DTL6GGPPXCFIvFgkWLFiErKws33HADli5dCrvdjoqKCjz88MM4ffq04tlXUVGB//73v7jrrruQlpaGrKwsLF68mLZ9ESFBUlIShg4dimPHjgW6KEQbpbCwENdeey3uuOMOFBYWApBWwLds2YJ169YhNTUVM2bMwJNPPomzZ89ixowZSE1NxZo1awAAs2bNQmZmJtLS0jBx4kSVVi0WC5YsWYKbbroJaWlpuPfee2GxWNzK8OmnnyI7Oxs//vhj61SaCFlMJhOGDx+OV199FR988AF+/PFH2Gw2LF26FDfeeCOGDBmCP//5z7BYLDhx4gRuueUWAEB6ejomTZoEADh+/DgeeOABZGRkYNSoUfj444+V+8+dOxeLFi3C9OnTkZqairvuugunTp0CAIiiiMWLF2Pw4MFIS0vD2LFjFc16KgNBOHPixAkAwJgxY8BxHIxGI7KystCrVy+8//77yMnJwbPPPou0tDTccsst+Oabbxq956ZNm3DrrbciNTUVw4cPx8aNGwEAtbW1mDZtGkpLS5UxcUlJiepau92OP/3pT3jkkUdUntoE4UpLaPf06dP4wx/+gNTUVDzwwANu4RH+97//IScnBwMHDsS4ceOwd+9eAJKdLiwsVMYotIOAaIzL0W9VVRXmzZuHrKwsDB06FK+88gp4nleO/+tf/8Ktt96K9PR0TJkyBWfOnFGO7d69G7fccgvS0tLwzDPPQBTF1qt0CEGTemHKa6+9hqNHj+LDDz/E+++/j6KiIqxduxZmsxmvv/46unTpgoMHDypbbfR6PZ5++mkUFRXhnXfeweeff0772YmQ4Ny5c/jyyy/Ru3fvQBeFaKNs3rwZY8eOxdixY7Fr1y6UlZXhnnvuwdixYzFlyhQcPHgQq1atwosvvohOnTph1apVOHjwIKZNmwYAuOGGG/Dpp5/im2++wTXXXKPyKF26dCmOHDmCjRs3oqioCE8++SRYVv3q3rRpE1566SX87W9/Q48ePVq17kTo0r9/f3Ts2BH79+/Hiy++iBMnTqCwsBDbtm1DaWkpli9fjm7duuGjjz4CAOzbtw8bNmxAbW0tHnzwQYwZMwZff/01/vKXv2DRokWqyeitW7fi4Ycfxr59+5CSkqJsQ9+1axf279+PTz/9FPv378err76K2NhYAPBYBoJwplu3buA4DnPmzMEXX3yBixcvqo4XFxejS5cu2LNnD2bNmoWHH34YlZWVXu8ZHx+PN954AwcOHEBBQQEKCgpw5MgRREVFYc2aNUhMTFTGxElJScp1FosFDz30EAwGA1599VXyWCG80hLafeKJJ9CnTx/s3bsXeXl5+OCDD5RjJSUl+OMf/4iZM2eiqKgIc+bMwaxZs3DhwgUsWbJENUah3VxEY1yOfufMmQOdTodt27ahsLAQu3fvVuYRtm/fjjfeeAOvv/46vvnmG6SlpeHxxx8HAFy4cAGPPPIIHn30UezZswcpKSk4cOBA61Y8RKBJvTBly5YteOSRRxAXF4eEhATMnDkTmzdv9nh+//790b9/f3Ach5SUFNx1113Yt29fK5aYINQ89NBDGDhwoPLfokWLNI/fd999SE9Px4wZMwJUUqIts3//fpw9exa33nor+vbtiy5duiiTIL7y+9//HjExMTAYDHjkkUfwww8/oKqqCoIgYNOmTZg/fz6SkpLAcRwGDBig+nB86623sG7dOrz99tvo2rWrv6tHtHESExNx8eJF/POf/8S8efMQGxuLmJgY/PGPf8TWrVs1r/nPf/6Dzp07Y8KECdDpdOjTpw9GjRqFTz/9VDnn5ptvRv/+/aHT6TBu3Dh8//33AACdToeamhr8/PPPEEUR3bt3R2JiIkRRbFIZiPAlJiYG77zzDhiGwdNPP43BgwdjxowZKCsrAwDExcVh8uTJ0Ov1GD16NLp164b//Oc/Xu954403IiUlBQzDICMjA5mZmdi/f7/Xa6qrqzF16lSkpKSgoKAAHMf5q4pEG8Xf2j179iwOHz6M2bNnw2AwID09HdnZ2crxzZs344YbbsCwYcPAsiwyMzPRt29ffPHFFy1dVaIN0lz9lpWV4csvv8S8efMQFRWF+Ph45ObmKu/3jRs3Yvr06ejevTt0Oh1mzJiB77//HmfOnMGXX36Jq666Crfccgv0ej0mT56MhISEQDZD0EIx9cIQURRRVlaGzp07K3/r3Lmz25YCZ3766ScsWbIE3333HSwWC3iex4ABA1qjuAShyfLly1Uri++//77Ke9T1OEG0BIWFhcjMzERcXBwAaVvCBx98gNzcXJ+u53ker7zyCv7973/jwoULihdeRUUFbDYbrFYrunTp4vH6devW4aGHHkLHjh0vuy5E+FFSUgKe51FXV4c777xT+bsoih6TaJw5cwbFxcUYOHCg8jee5zFu3Djl386DbqPRiNraWgDA4MGDMXHiRDzzzDM4e/Ysbr75ZsyZMwdWq7VJZSDCm+7duyvZOo8fP44nn3wSixcvRlZWFpKSklQxwjp16oTS0lKv9/viiy+wfPly/PLLLxAEARaLpVGv50OHDsHhcODll1+mmGSEz/hTu6WlpWjXrh2ioqJU15w7dw6ANOn373//G59//rly3OFwYNCgQf6uFhEmNEe/Z8+ehcPhQFZWlnJMEAQkJycDkHS6ePFiLF26VDkuiiJKSkpQWlqqGt8yDKNcR6ihSb0whGEYJCQk4MyZM0hJSQEgdSh5S4HW4OSpp57CoEGDsGzZMkRHR2P16tUUf4EgiLDGYrHgk08+gSAIyMzMBCDFBbt06RJ++OEHnz70tmzZgh07duBvf/sbrrjiClRVVSE9PR2iKMJsNiMiIgKnT59Gr169NK9/8803MXXqVCQkJGDUqFF+rR/RtikuLkZJSQlGjBiBNWvWYOvWraqthZ5ITk5Geno6/va3vzXrdydNmoRJkyahvLwcjz76KNauXYtZs2bBaDT6XAaCkOnevTvuvPNOvPfee8jKykJJSQlEUVTs77lz51TeS67YbDbMmjULS5cuxfDhw6HX65GXl6fEbfJkxzMzM9GzZ0/k5ubi7bffJu8RoslcrnY7dOiAS5cuoba2VpnYO3v2rHJ9cnIyxo8fj+eee67lK0OEHb7qt2PHjjAYDNizZw90Ovepp+TkZMyYMUO1MChz8uRJ/Pbbb8q/RVFUJq0JNbT9NkwZM2YMli9fjoqKCpSXl2PVqlVKZ0pISEB5eTlqamqU82tqahATE4Po6GgcO3YM//jHPwJVdIIgiKBg+/bt4DgOW7duRWFhIQoLC/Hxxx9j4MCBKCwsRHx8PH799VfVNQkJCTh9+rTy75qaGhgMBpjNZtTV1eEvf/mLcoxlWUyYMAEFBQWKR9XBgwdVwdivuuoqrF27Fs888wx27NjR8pUmQp7q6mp8/vnn+NOf/oRx48ahV69euOuuu7B48WKUl5cDkDz4vvrqK83rb7zxRvzyyy8oLCyE3W6H3W5HcXExjh8/3uhvFxcX49ChQ7Db7YiMjITBYADHcWBZtkllIMKX48eP480331Q+9M6dO4ePPvoI1157LQApBtOGDRtgt9vxySef4Pjx4xg223TtzQAAA4tJREFUbJjH+9lsNthsNsTFxUGn0+GLL77A7t27lePx8fGorKxEVVWV27XTpk3DmDFjkJubiwsXLvi5pkRbw9/a7dy5M/r27Yu//vWvsNls2L9/v8orb9y4cfj888/x1Vdfged5WK1W7N27VzVJQhC+0lz9JiYmIjMzE0uWLEF1dTUEQcCpU6dQVFQEAMjJycHq1auVuLxVVVX45JNPAADDhg3DsWPHsG3bNjgcDmzYsEHZ7kuooUm9MGXWrFno3r07xowZg/Hjx2PAgAGYOnUqAKBXr17Izs5GdnY2Bg4ciMrKSsybNw//+te/kJqaimeeeQajR48OcA0IgiACywcffIA777wTnTp1QocOHZT/Jk6ciC1btuD3v/89fvrpJwwcOBB5eXkAgOnTp2PlypUYOHAg1q1bh9tvvx2dOnXC0KFDcdttt+G6665T/cacOXPQo0cP/P73v0dGRgZeeuklty2JvXr1wqpVq/D0009TrBzCI3LW5WHDhmHVqlV44IEHUFBQAAB48skn0bVrV9x9990YMGAAcnNzlUx3rsTExGDdunX4+OOPMXToUGRlZeGll17yKfNnTU0NnnrqKWRkZOCmm25CbGwsHnzwwSaXgQhfYmJicOjQIdx111247rrrcPfdd6NHjx6YO3cuACkG9MmTJ3H99dfj1VdfxWuvvQaz2ez1fk899RQeffRRpKen46OPPlJ5R3Xv3h233XYbRowYgYEDB7qFqnnooYcwfPhwPPDAA40mNSDCG39rFwBefvllHDp0CIMGDcLy5ctx++23K8eSk5OxYsUKvPHGGxg8eDCGDRuGdevWUVgDollcjn5feOEF2O12jB49Gunp6Zg1axbOnz8PQIrBO3XqVPzpT3/CgAEDMGbMGHz55ZcApDh9y5Ytw8svv4xBgwbh5MmTFP7LA4xIeYEJgiAIgiAIgghh5Ni67777bqCLQhBNgrRLhDKk38BDnnoEQRAEQRAEQRAEQRAEEWJQogyCIAiCIAiCINosqampmn9fs2aNKpMzQQQbpF2CIBqDtt8SBEEQBEEQBEEQBEEQRIhB228JgiAIgiAIgiAIgiAIIsSgST2CIAiCIAiCIAiCIAiCCDFoUo8gCIIgCIIgCIIgCIIgQgya1CMIgiAIgiAIgiAIgiCIEIMm9QiCIAiCIAiCIAiCIAgixKBJPYIgCIIgCIIgCIIgCIIIMf4/dBac/IlvMSsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1260x1260 with 56 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "numeric_cols = ['Total', 'HP', 'Attack', 'Defense', 'Sp_atk', 'Sp_def', 'Speed']\n",
+    "sns.pairplot(pokemons_df[numeric_cols]);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.648952Z",
+     "start_time": "2022-02-22T23:01:43.727925Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x720 with 7 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(18, 10))\n",
+    "for i, col in enumerate(numeric_cols):\n",
+    "    plt.subplot(2, 4, i+1)\n",
+    "    sns.boxplot(pokemons_df[col])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.932404Z",
+     "start_time": "2022-02-22T23:01:44.650156Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 8));\n",
+    "sns.heatmap(pokemons_df[numeric_cols].corr(), annot=True);\n",
+    "plt.title('Pearson correlation', fontsize=18)\n",
+    "plt.xticks(fontsize=14);\n",
+    "plt.yticks(fontsize=14);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Working with gff and bed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.938220Z",
+     "start_time": "2022-02-22T23:01:44.933439Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def read_gff(path_to_file):\n",
+    "    rrna_annotation_df = pd.read_csv(path_to_file, header=1, sep='\\t')\n",
+    "    rrna_annotation_df = pd.DataFrame(np.r_[np.array(rrna_annotation_df.columns)[np.newaxis, :], \n",
+    "                                            rrna_annotation_df.values])\n",
+    "    rrna_annotation_df.columns = ['chromosome', 'source', 'type', 'start', 'end', \n",
+    "                                  'score', 'strand', 'phase', 'attributes']\n",
+    "    rrna_annotation_df[['start', 'end']] = rrna_annotation_df[['start', 'end']].astype(int)\n",
+    "    rrna_annotation_df['score'] = rrna_annotation_df['score'].astype(float)\n",
+    "    \n",
+    "    return rrna_annotation_df\n",
+    "\n",
+    "def read_bed6(path_to_file):\n",
+    "    alignment_bed_df = pd.read_csv(path_to_file, sep='\\t', header=None)\n",
+    "    alignment_bed_df.columns = ['chromosome', 'start', 'end', 'name', 'score', 'strand']\n",
+    "    return alignment_bed_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.957512Z",
+     "start_time": "2022-02-22T23:01:44.939994Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>67122</td>\n",
+       "      <td>68652</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>68981</td>\n",
+       "      <td>72061</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>469298</td>\n",
+       "      <td>470826</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>471166</td>\n",
+       "      <td>474246</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3629599</td>\n",
+       "      <td>3632680</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     chromosome       source  type    start      end  score strand phase  \\\n",
+       "0  Reference_10  barrnap:0.9  rRNA    67122    68652    0.0      +     .   \n",
+       "1  Reference_10  barrnap:0.9  rRNA    68981    72061    0.0      +     .   \n",
+       "2  Reference_10  barrnap:0.9  rRNA   469298   470826    0.0      +     .   \n",
+       "3  Reference_10  barrnap:0.9  rRNA   471166   474246    0.0      +     .   \n",
+       "4  Reference_10  barrnap:0.9  rRNA  3629599  3632680    0.0      -     .   \n",
+       "\n",
+       "                                attributes  \n",
+       "0  Name=16S_rRNA;product=16S ribosomal RNA  \n",
+       "1  Name=23S_rRNA;product=23S ribosomal RNA  \n",
+       "2  Name=16S_rRNA;product=16S ribosomal RNA  \n",
+       "3  Name=23S_rRNA;product=23S ribosomal RNA  \n",
+       "4  Name=23S_rRNA;product=23S ribosomal RNA  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df = read_gff('../data/rrna_annotation.gff')\n",
+    "rrna_annotation_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.963097Z",
+     "start_time": "2022-02-22T23:01:44.958945Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "chromosome     object\n",
+       "source         object\n",
+       "type           object\n",
+       "start           int64\n",
+       "end             int64\n",
+       "score         float64\n",
+       "strand         object\n",
+       "phase          object\n",
+       "attributes     object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:44.985133Z",
+     "start_time": "2022-02-22T23:01:44.964331Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "      <th>rna_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>67122</td>\n",
+       "      <td>68652</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>68981</td>\n",
+       "      <td>72061</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>469298</td>\n",
+       "      <td>470826</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>471166</td>\n",
+       "      <td>474246</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3629599</td>\n",
+       "      <td>3632680</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>343</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1819878</td>\n",
+       "      <td>1822785</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1822913</td>\n",
+       "      <td>1823016</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744056</td>\n",
+       "      <td>3744159</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744287</td>\n",
+       "      <td>3747194</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3747656</td>\n",
+       "      <td>3749126</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>348 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       chromosome       source  type    start      end         score strand  \\\n",
+       "0    Reference_10  barrnap:0.9  rRNA    67122    68652  0.000000e+00      +   \n",
+       "1    Reference_10  barrnap:0.9  rRNA    68981    72061  0.000000e+00      +   \n",
+       "2    Reference_10  barrnap:0.9  rRNA   469298   470826  0.000000e+00      +   \n",
+       "3    Reference_10  barrnap:0.9  rRNA   471166   474246  0.000000e+00      +   \n",
+       "4    Reference_10  barrnap:0.9  rRNA  3629599  3632680  0.000000e+00      -   \n",
+       "..            ...          ...   ...      ...      ...           ...    ...   \n",
+       "343  Reference_25  barrnap:0.9  rRNA  1819878  1822785  0.000000e+00      +   \n",
+       "344  Reference_25  barrnap:0.9  rRNA  1822913  1823016  2.900000e-10      +   \n",
+       "345  Reference_25  barrnap:0.9  rRNA  3744056  3744159  2.900000e-10      -   \n",
+       "346  Reference_25  barrnap:0.9  rRNA  3744287  3747194  0.000000e+00      -   \n",
+       "347  Reference_25  barrnap:0.9  rRNA  3747656  3749126  0.000000e+00      -   \n",
+       "\n",
+       "    phase                               attributes rna_type  \n",
+       "0       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "1       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "2       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "3       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "4       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "..    ...                                      ...      ...  \n",
+       "343     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "344     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "345     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "346     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "347     .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "\n",
+       "[348 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df['rna_type'] = rrna_annotation_df.attributes.apply(lambda x: x.split('=')[1].split('_')[0])\n",
+    "rrna_annotation_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.002985Z",
+     "start_time": "2022-02-22T23:01:44.987040Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>rna_type</th>\n",
+       "      <th>counts</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     chromosome rna_type  counts\n",
+       "0   Reference_1      16S       2\n",
+       "1   Reference_1      23S       2\n",
+       "2   Reference_1       5S       2\n",
+       "3  Reference_10      16S       5\n",
+       "4  Reference_10      23S       5"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rna_stats_df = rrna_annotation_df.groupby(\n",
+    "    ['chromosome', 'rna_type'], as_index=False).size().reset_index(name='counts')\n",
+    "rna_stats_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.664798Z",
+     "start_time": "2022-02-22T23:01:45.008045Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 10));\n",
+    "sns.barplot(x='counts', y='chromosome', hue='rna_type', data=rna_stats_df);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.690945Z",
+     "start_time": "2022-02-22T23:01:45.667341Z"
+    }
+   },
+   "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>chromosome</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>197681</td>\n",
+       "      <td>200286</td>\n",
+       "      <td>NODE_1445_length_2603_cov_1135.593799</td>\n",
+       "      <td>41</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>202886</td>\n",
+       "      <td>202996</td>\n",
+       "      <td>NODE_19543_length_110_cov_1549.290909</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>202941</td>\n",
+       "      <td>203377</td>\n",
+       "      <td>NODE_5666_length_436_cov_418.653543</td>\n",
+       "      <td>16</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>203322</td>\n",
+       "      <td>785222</td>\n",
+       "      <td>NODE_25_length_581906_cov_146.024228</td>\n",
+       "      <td>60</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_1</td>\n",
+       "      <td>785169</td>\n",
+       "      <td>1763981</td>\n",
+       "      <td>NODE_11_length_978812_cov_132.517515</td>\n",
+       "      <td>60</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7705</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5532432</td>\n",
+       "      <td>5535601</td>\n",
+       "      <td>NODE_1329_length_3169_cov_103.935132</td>\n",
+       "      <td>5</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7706</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5535546</td>\n",
+       "      <td>5535722</td>\n",
+       "      <td>NODE_19238_length_176_cov_67.305785</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7707</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5535667</td>\n",
+       "      <td>5537226</td>\n",
+       "      <td>NODE_2001_length_1559_cov_98.029920</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7708</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5537171</td>\n",
+       "      <td>5537343</td>\n",
+       "      <td>NODE_19245_length_172_cov_84.367521</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7709</th>\n",
+       "      <td>Reference_26</td>\n",
+       "      <td>5537288</td>\n",
+       "      <td>5608040</td>\n",
+       "      <td>NODE_237_length_95089_cov_34.836785</td>\n",
+       "      <td>60</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>7710 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        chromosome    start      end                                   name  \\\n",
+       "0      Reference_1   197681   200286  NODE_1445_length_2603_cov_1135.593799   \n",
+       "1      Reference_1   202886   202996  NODE_19543_length_110_cov_1549.290909   \n",
+       "2      Reference_1   202941   203377    NODE_5666_length_436_cov_418.653543   \n",
+       "3      Reference_1   203322   785222   NODE_25_length_581906_cov_146.024228   \n",
+       "4      Reference_1   785169  1763981   NODE_11_length_978812_cov_132.517515   \n",
+       "...            ...      ...      ...                                    ...   \n",
+       "7705  Reference_26  5532432  5535601   NODE_1329_length_3169_cov_103.935132   \n",
+       "7706  Reference_26  5535546  5535722    NODE_19238_length_176_cov_67.305785   \n",
+       "7707  Reference_26  5535667  5537226    NODE_2001_length_1559_cov_98.029920   \n",
+       "7708  Reference_26  5537171  5537343    NODE_19245_length_172_cov_84.367521   \n",
+       "7709  Reference_26  5537288  5608040    NODE_237_length_95089_cov_34.836785   \n",
+       "\n",
+       "      score strand  \n",
+       "0        41      -  \n",
+       "1         0      -  \n",
+       "2        16      +  \n",
+       "3        60      +  \n",
+       "4        60      -  \n",
+       "...     ...    ...  \n",
+       "7705      5      +  \n",
+       "7706      0      +  \n",
+       "7707      0      +  \n",
+       "7708      0      +  \n",
+       "7709     60      +  \n",
+       "\n",
+       "[7710 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "alignment_bed_df = read_bed6('../data/alignment.bed')\n",
+    "alignment_bed_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.710802Z",
+     "start_time": "2022-02-22T23:01:45.692347Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "      <th>score</th>\n",
+       "      <th>strand</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "      <th>rna_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>67122</td>\n",
+       "      <td>68652</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>68981</td>\n",
+       "      <td>72061</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>469298</td>\n",
+       "      <td>470826</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>471166</td>\n",
+       "      <td>474246</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Reference_10</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3629599</td>\n",
+       "      <td>3632680</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>343</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1819878</td>\n",
+       "      <td>1822785</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1822913</td>\n",
+       "      <td>1823016</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>345</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744056</td>\n",
+       "      <td>3744159</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744287</td>\n",
+       "      <td>3747194</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3747656</td>\n",
+       "      <td>3749126</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>348 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       chromosome       source  type    start      end         score strand  \\\n",
+       "0    Reference_10  barrnap:0.9  rRNA    67122    68652  0.000000e+00      +   \n",
+       "1    Reference_10  barrnap:0.9  rRNA    68981    72061  0.000000e+00      +   \n",
+       "2    Reference_10  barrnap:0.9  rRNA   469298   470826  0.000000e+00      +   \n",
+       "3    Reference_10  barrnap:0.9  rRNA   471166   474246  0.000000e+00      +   \n",
+       "4    Reference_10  barrnap:0.9  rRNA  3629599  3632680  0.000000e+00      -   \n",
+       "..            ...          ...   ...      ...      ...           ...    ...   \n",
+       "343  Reference_25  barrnap:0.9  rRNA  1819878  1822785  0.000000e+00      +   \n",
+       "344  Reference_25  barrnap:0.9  rRNA  1822913  1823016  2.900000e-10      +   \n",
+       "345  Reference_25  barrnap:0.9  rRNA  3744056  3744159  2.900000e-10      -   \n",
+       "346  Reference_25  barrnap:0.9  rRNA  3744287  3747194  0.000000e+00      -   \n",
+       "347  Reference_25  barrnap:0.9  rRNA  3747656  3749126  0.000000e+00      -   \n",
+       "\n",
+       "    phase                               attributes rna_type  \n",
+       "0       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "1       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "2       .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "3       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "4       .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "..    ...                                      ...      ...  \n",
+       "343     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "344     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "345     .    Name=5S_rRNA;product=5S ribosomal RNA       5S  \n",
+       "346     .  Name=23S_rRNA;product=23S ribosomal RNA      23S  \n",
+       "347     .  Name=16S_rRNA;product=16S ribosomal RNA      16S  \n",
+       "\n",
+       "[348 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rrna_annotation_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:45.716963Z",
+     "start_time": "2022-02-22T23:01:45.712201Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "chromosome    object\n",
+       "start          int64\n",
+       "end            int64\n",
+       "name          object\n",
+       "score          int64\n",
+       "strand        object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "alignment_bed_df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-02-22T23:01:50.446780Z",
+     "start_time": "2022-02-22T23:01:45.718443Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>chromosome</th>\n",
+       "      <th>source</th>\n",
+       "      <th>type</th>\n",
+       "      <th>start_x</th>\n",
+       "      <th>end_x</th>\n",
+       "      <th>score_x</th>\n",
+       "      <th>strand_x</th>\n",
+       "      <th>phase</th>\n",
+       "      <th>attributes</th>\n",
+       "      <th>rna_type</th>\n",
+       "      <th>start_y</th>\n",
+       "      <th>end_y</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score_y</th>\n",
+       "      <th>strand_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>129</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>924358</td>\n",
+       "      <td>925855</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>923529</td>\n",
+       "      <td>930070</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>926697</td>\n",
+       "      <td>929642</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>923529</td>\n",
+       "      <td>930070</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>929827</td>\n",
+       "      <td>929936</td>\n",
+       "      <td>1.400000e-12</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>923529</td>\n",
+       "      <td>930070</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>215</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>2074460</td>\n",
+       "      <td>2075957</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=16S_rRNA;product=16S ribosomal RNA</td>\n",
+       "      <td>16S</td>\n",
+       "      <td>2073631</td>\n",
+       "      <td>2080172</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
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+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>Reference_11</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>2076799</td>\n",
+       "      <td>2079744</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=23S_rRNA;product=23S ribosomal RNA</td>\n",
+       "      <td>23S</td>\n",
+       "      <td>2073631</td>\n",
+       "      <td>2080172</td>\n",
+       "      <td>NODE_1081_length_6540_cov_836.773323</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
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+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121855</th>\n",
+       "      <td>Reference_14</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>2433040</td>\n",
+       "      <td>2433152</td>\n",
+       "      <td>2.000000e-12</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>2433027</td>\n",
+       "      <td>2433434</td>\n",
+       "      <td>NODE_6108_length_407_cov_1153.232955</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122182</th>\n",
+       "      <td>Reference_14</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3766952</td>\n",
+       "      <td>3767064</td>\n",
+       "      <td>2.000000e-12</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>3766939</td>\n",
+       "      <td>3767346</td>\n",
+       "      <td>NODE_6108_length_407_cov_1153.232955</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122583</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1329370</td>\n",
+       "      <td>1329473</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>1329345</td>\n",
+       "      <td>1329810</td>\n",
+       "      <td>NODE_5333_length_465_cov_547.609756</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125060</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>1822913</td>\n",
+       "      <td>1823016</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>+</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>1822575</td>\n",
+       "      <td>1823040</td>\n",
+       "      <td>NODE_5333_length_465_cov_547.609756</td>\n",
+       "      <td>0</td>\n",
+       "      <td>+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125776</th>\n",
+       "      <td>Reference_25</td>\n",
+       "      <td>barrnap:0.9</td>\n",
+       "      <td>rRNA</td>\n",
+       "      <td>3744056</td>\n",
+       "      <td>3744159</td>\n",
+       "      <td>2.900000e-10</td>\n",
+       "      <td>-</td>\n",
+       "      <td>.</td>\n",
+       "      <td>Name=5S_rRNA;product=5S ribosomal RNA</td>\n",
+       "      <td>5S</td>\n",
+       "      <td>3744031</td>\n",
+       "      <td>3744496</td>\n",
+       "      <td>NODE_5333_length_465_cov_547.609756</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>120 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          chromosome       source  type  start_x    end_x       score_x  \\\n",
+       "129     Reference_11  barrnap:0.9  rRNA   924358   925855  0.000000e+00   \n",
+       "156     Reference_11  barrnap:0.9  rRNA   926697   929642  0.000000e+00   \n",
+       "183     Reference_11  barrnap:0.9  rRNA   929827   929936  1.400000e-12   \n",
+       "215     Reference_11  barrnap:0.9  rRNA  2074460  2075957  0.000000e+00   \n",
+       "242     Reference_11  barrnap:0.9  rRNA  2076799  2079744  0.000000e+00   \n",
+       "...              ...          ...   ...      ...      ...           ...   \n",
+       "121855  Reference_14  barrnap:0.9  rRNA  2433040  2433152  2.000000e-12   \n",
+       "122182  Reference_14  barrnap:0.9  rRNA  3766952  3767064  2.000000e-12   \n",
+       "122583  Reference_25  barrnap:0.9  rRNA  1329370  1329473  2.900000e-10   \n",
+       "125060  Reference_25  barrnap:0.9  rRNA  1822913  1823016  2.900000e-10   \n",
+       "125776  Reference_25  barrnap:0.9  rRNA  3744056  3744159  2.900000e-10   \n",
+       "\n",
+       "       strand_x phase                               attributes rna_type  \\\n",
+       "129           +     .  Name=16S_rRNA;product=16S ribosomal RNA      16S   \n",
+       "156           +     .  Name=23S_rRNA;product=23S ribosomal RNA      23S   \n",
+       "183           +     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "215           +     .  Name=16S_rRNA;product=16S ribosomal RNA      16S   \n",
+       "242           +     .  Name=23S_rRNA;product=23S ribosomal RNA      23S   \n",
+       "...         ...   ...                                      ...      ...   \n",
+       "121855        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "122182        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "122583        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "125060        +     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "125776        -     .    Name=5S_rRNA;product=5S ribosomal RNA       5S   \n",
+       "\n",
+       "        start_y    end_y                                  name  score_y  \\\n",
+       "129      923529   930070  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "156      923529   930070  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "183      923529   930070  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "215     2073631  2080172  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "242     2073631  2080172  NODE_1081_length_6540_cov_836.773323        0   \n",
+       "...         ...      ...                                   ...      ...   \n",
+       "121855  2433027  2433434  NODE_6108_length_407_cov_1153.232955        0   \n",
+       "122182  3766939  3767346  NODE_6108_length_407_cov_1153.232955        0   \n",
+       "122583  1329345  1329810   NODE_5333_length_465_cov_547.609756        0   \n",
+       "125060  1822575  1823040   NODE_5333_length_465_cov_547.609756        0   \n",
+       "125776  3744031  3744496   NODE_5333_length_465_cov_547.609756        0   \n",
+       "\n",
+       "       strand_y  \n",
+       "129           -  \n",
+       "156           -  \n",
+       "183           -  \n",
+       "215           -  \n",
+       "242           -  \n",
+       "...         ...  \n",
+       "121855        +  \n",
+       "122182        +  \n",
+       "122583        -  \n",
+       "125060        +  \n",
+       "125776        -  \n",
+       "\n",
+       "[120 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_intersected = rrna_annotation_df.merge(alignment_bed_df, on = ['chromosome'], how='inner')\n",
+    "is_inside = df_intersected[['start_x', 'end_x', 'start_y', 'end_y']].apply(\n",
+    "    lambda x: x[0] > x[2] and x[1] < x[3], axis=1)\n",
+    "df_intersected = df_intersected[is_inside]\n",
+    "df_intersected"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/hw9/code/intro_pandas.py b/hw9/code/intro_pandas.py
new file mode 100644
index 0000000..5d7aa57
--- /dev/null
+++ b/hw9/code/intro_pandas.py
@@ -0,0 +1,149 @@
+import pandas as pd
+import numpy as np
+import seaborn as sns
+import matplotlib.pyplot as plt
+
+
+# read dataframe
+df = pd.read_csv('../data/train.csv')
+
+# Drawing histograms
+sns.set()
+
+fig, ax = plt.subplots(2, 2, figsize=(12, 10))
+fig.suptitle('Distributions nucleotides over positions in reads', fontsize=18)
+ax[0, 0].hist(df['A'].dropna(), bins=30)
+ax[0, 1].hist(df['C'].dropna(), bins=30)
+ax[1, 0].hist(df['T'].dropna(), bins=30)
+ax[1, 1].hist(df['G'].dropna(), bins=30)
+
+ax[0, 0].set_title('A', fontsize=16)
+ax[0, 1].set_title('C', fontsize=16)
+ax[1, 0].set_title('T', fontsize=16)
+ax[1, 1].set_title('G', fontsize=16)
+
+
+# Selecting special rows and cols
+matches_mean = df.matches.mean()
+df_subset = df.query('matches > @matches_mean')
+df_subset = df_subset[['pos', 'reads_all', 'mismatches', 'deletions', 'insertions']]
+df_subset.to_csv('../data/train_part.csv', index=False, sep=',')
+
+
+# Read dataframe with pokemons
+pokemons_df = pd.read_csv('../data/Pokemon.csv')
+
+# Show general info about dataframe
+pokemons_df.info()
+
+# Renaming columns
+new_columns = {'#': 'Id', 'Type 1': 'Type_1', 'Type 2': 'Type_2', 'Sp. Atk': 'Sp_atk', 'Sp. Def': 'Sp_def'}
+pokemons_df.rename(columns=new_columns, inplace=True)
+
+# Checking for missing values
+print('Не стоит беспокоиться об NA') if pokemons_df.count().min() == pokemons_df.shape[0] else print('Oops!')
+
+plt.figure(figsize=(10, 8))
+plt.title('Heatmap of NA values in dataframe', fontsize=18)
+sns.heatmap(pokemons_df.isna())
+plt.xticks(fontsize=14)
+
+print('\tПеременная\tПроцент NA')
+print('---------------------------------------')
+for col in pokemons_df.columns:
+    percentage = pokemons_df[col].isna().mean()*100
+    if percentage == 0:
+        percentage = int(percentage)
+    else:
+        percentage = round(percentage, 2)
+    print('{:>14} {:>14} %'.format(col, percentage))
+
+# Plotting Type 1 and Type 2 classes
+plt.figure(figsize=(15, 8))
+plt.subplot(1, 2, 1)
+sns.countplot(pokemons_df['Type_1'])
+plt.title('Type 1 classes', fontsize=18)
+plt.xlabel('Type 1', fontsize=14)
+plt.ylabel('Count', fontsize=14)
+plt.xticks(rotation=90)
+
+plt.subplot(1, 2, 2)
+sns.countplot(pokemons_df['Type_2'])
+plt.title('Type 2 classes', fontsize=18)
+plt.xlabel('Type 2', fontsize=14)
+plt.ylabel('Count', fontsize=14)
+plt.xticks(rotation=90)
+
+# Plotting Generation and Legendary classes
+plt.figure(figsize=(15, 8))
+plt.subplot(1, 2, 1)
+sns.countplot(pokemons_df.Generation)
+plt.xlabel('Generation', fontsize=14)
+plt.ylabel('count', fontsize=14)
+plt.xticks(fontsize=14)
+plt.yticks(fontsize=14)
+
+plt.subplot(1, 2, 2)
+sns.countplot(pokemons_df.Legendary)
+plt.xlabel('Legendary', fontsize=14)
+plt.ylabel('count', fontsize=14)
+plt.xticks(fontsize=14)
+plt.yticks(fontsize=14)
+
+# Plotting pair plots for numeric features
+numeric_cols = ['Total', 'HP', 'Attack', 'Defense', 'Sp_atk', 'Sp_def', 'Speed']
+sns.pairplot(pokemons_df[numeric_cols])
+
+# Plotting boxplots for numeric features
+plt.figure(figsize=(18, 10))
+for i, col in enumerate(numeric_cols):
+    plt.subplot(2, 4, i+1)
+    sns.boxplot(pokemons_df[col])
+
+# Plotting Pearson correlation heatmap for numeric features
+plt.figure(figsize=(10, 8))
+sns.heatmap(pokemons_df[numeric_cols].corr(), annot=True)
+plt.title('Pearson correlation', fontsize=18)
+plt.xticks(fontsize=14)
+plt.yticks(fontsize=14)
+
+
+# functions for reading gff and bed formats
+def read_gff(path_to_file):
+    rrna_annotation_df = pd.read_csv(path_to_file, header=1, sep='\t')
+    rrna_annotation_df = pd.DataFrame(np.r_[np.array(rrna_annotation_df.columns)[np.newaxis, :],
+                                            rrna_annotation_df.values])
+    rrna_annotation_df.columns = ['chromosome', 'source', 'type', 'start', 'end',
+                                  'score', 'strand', 'phase', 'attributes']
+    rrna_annotation_df[['start', 'end']] = rrna_annotation_df[['start', 'end']].astype(int)
+    rrna_annotation_df['score'] = rrna_annotation_df['score'].astype(float)
+
+    return rrna_annotation_df
+
+
+def read_bed6(path_to_file):
+    alignment_bed_df = pd.read_csv(path_to_file, sep='\t', header=None)
+    alignment_bed_df.columns = ['chromosome', 'start', 'end', 'name', 'score', 'strand']
+    return alignment_bed_df
+
+
+# creating new column with RNA type
+rrna_annotation_df = read_gff('../data/rrna_annotation.gff')
+rrna_annotation_df['rna_type'] = rrna_annotation_df.attributes.apply(lambda x: x.split('=')[1].split('_')[0])
+
+# collecting statistics on rna types in each chromosome
+rna_stats_df = rrna_annotation_df.groupby(
+    ['chromosome', 'rna_type'], as_index=False).size().reset_index(name='counts')
+
+# plotting barplot for different RNAs on each chromosome
+plt.figure(figsize=(12, 10))
+sns.barplot(x='counts', y='chromosome', hue='rna_type', data=rna_stats_df)
+
+# reading bed file
+alignment_bed_df = read_bed6('../data/alignment.bed')
+
+# intersection (analogue of bedtools intersect command)
+df_intersected = rrna_annotation_df.merge(alignment_bed_df, on=['chromosome'], how='inner')
+is_inside = df_intersected[['start_x', 'end_x', 'start_y', 'end_y']].apply(
+    lambda x: x[0] > x[2] and x[1] < x[3], axis=1)
+df_intersected = df_intersected[is_inside]
diff --git a/hw9/data/Pokemon.csv b/hw9/data/Pokemon.csv
new file mode 100644
index 0000000..8948acc
--- /dev/null
+++ b/hw9/data/Pokemon.csv
@@ -0,0 +1,801 @@
+#,Name,Type 1,Type 2,Total,HP,Attack,Defense,Sp. Atk,Sp. Def,Speed,Generation,Legendary
+1,Bulbasaur,Grass,Poison,318,45,49,49,65,65,45,1,False
+2,Ivysaur,Grass,Poison,405,60,62,63,80,80,60,1,False
+3,Venusaur,Grass,Poison,525,80,82,83,100,100,80,1,False
+3,VenusaurMega Venusaur,Grass,Poison,625,80,100,123,122,120,80,1,False
+4,Charmander,Fire,,309,39,52,43,60,50,65,1,False
+5,Charmeleon,Fire,,405,58,64,58,80,65,80,1,False
+6,Charizard,Fire,Flying,534,78,84,78,109,85,100,1,False
+6,CharizardMega Charizard X,Fire,Dragon,634,78,130,111,130,85,100,1,False
+6,CharizardMega Charizard Y,Fire,Flying,634,78,104,78,159,115,100,1,False
+7,Squirtle,Water,,314,44,48,65,50,64,43,1,False
+8,Wartortle,Water,,405,59,63,80,65,80,58,1,False
+9,Blastoise,Water,,530,79,83,100,85,105,78,1,False
+9,BlastoiseMega Blastoise,Water,,630,79,103,120,135,115,78,1,False
+10,Caterpie,Bug,,195,45,30,35,20,20,45,1,False
+11,Metapod,Bug,,205,50,20,55,25,25,30,1,False
+12,Butterfree,Bug,Flying,395,60,45,50,90,80,70,1,False
+13,Weedle,Bug,Poison,195,40,35,30,20,20,50,1,False
+14,Kakuna,Bug,Poison,205,45,25,50,25,25,35,1,False
+15,Beedrill,Bug,Poison,395,65,90,40,45,80,75,1,False
+15,BeedrillMega Beedrill,Bug,Poison,495,65,150,40,15,80,145,1,False
+16,Pidgey,Normal,Flying,251,40,45,40,35,35,56,1,False
+17,Pidgeotto,Normal,Flying,349,63,60,55,50,50,71,1,False
+18,Pidgeot,Normal,Flying,479,83,80,75,70,70,101,1,False
+18,PidgeotMega Pidgeot,Normal,Flying,579,83,80,80,135,80,121,1,False
+19,Rattata,Normal,,253,30,56,35,25,35,72,1,False
+20,Raticate,Normal,,413,55,81,60,50,70,97,1,False
+21,Spearow,Normal,Flying,262,40,60,30,31,31,70,1,False
+22,Fearow,Normal,Flying,442,65,90,65,61,61,100,1,False
+23,Ekans,Poison,,288,35,60,44,40,54,55,1,False
+24,Arbok,Poison,,438,60,85,69,65,79,80,1,False
+25,Pikachu,Electric,,320,35,55,40,50,50,90,1,False
+26,Raichu,Electric,,485,60,90,55,90,80,110,1,False
+27,Sandshrew,Ground,,300,50,75,85,20,30,40,1,False
+28,Sandslash,Ground,,450,75,100,110,45,55,65,1,False
+29,Nidoran♀,Poison,,275,55,47,52,40,40,41,1,False
+30,Nidorina,Poison,,365,70,62,67,55,55,56,1,False
+31,Nidoqueen,Poison,Ground,505,90,92,87,75,85,76,1,False
+32,Nidoran♂,Poison,,273,46,57,40,40,40,50,1,False
+33,Nidorino,Poison,,365,61,72,57,55,55,65,1,False
+34,Nidoking,Poison,Ground,505,81,102,77,85,75,85,1,False
+35,Clefairy,Fairy,,323,70,45,48,60,65,35,1,False
+36,Clefable,Fairy,,483,95,70,73,95,90,60,1,False
+37,Vulpix,Fire,,299,38,41,40,50,65,65,1,False
+38,Ninetales,Fire,,505,73,76,75,81,100,100,1,False
+39,Jigglypuff,Normal,Fairy,270,115,45,20,45,25,20,1,False
+40,Wigglytuff,Normal,Fairy,435,140,70,45,85,50,45,1,False
+41,Zubat,Poison,Flying,245,40,45,35,30,40,55,1,False
+42,Golbat,Poison,Flying,455,75,80,70,65,75,90,1,False
+43,Oddish,Grass,Poison,320,45,50,55,75,65,30,1,False
+44,Gloom,Grass,Poison,395,60,65,70,85,75,40,1,False
+45,Vileplume,Grass,Poison,490,75,80,85,110,90,50,1,False
+46,Paras,Bug,Grass,285,35,70,55,45,55,25,1,False
+47,Parasect,Bug,Grass,405,60,95,80,60,80,30,1,False
+48,Venonat,Bug,Poison,305,60,55,50,40,55,45,1,False
+49,Venomoth,Bug,Poison,450,70,65,60,90,75,90,1,False
+50,Diglett,Ground,,265,10,55,25,35,45,95,1,False
+51,Dugtrio,Ground,,405,35,80,50,50,70,120,1,False
+52,Meowth,Normal,,290,40,45,35,40,40,90,1,False
+53,Persian,Normal,,440,65,70,60,65,65,115,1,False
+54,Psyduck,Water,,320,50,52,48,65,50,55,1,False
+55,Golduck,Water,,500,80,82,78,95,80,85,1,False
+56,Mankey,Fighting,,305,40,80,35,35,45,70,1,False
+57,Primeape,Fighting,,455,65,105,60,60,70,95,1,False
+58,Growlithe,Fire,,350,55,70,45,70,50,60,1,False
+59,Arcanine,Fire,,555,90,110,80,100,80,95,1,False
+60,Poliwag,Water,,300,40,50,40,40,40,90,1,False
+61,Poliwhirl,Water,,385,65,65,65,50,50,90,1,False
+62,Poliwrath,Water,Fighting,510,90,95,95,70,90,70,1,False
+63,Abra,Psychic,,310,25,20,15,105,55,90,1,False
+64,Kadabra,Psychic,,400,40,35,30,120,70,105,1,False
+65,Alakazam,Psychic,,500,55,50,45,135,95,120,1,False
+65,AlakazamMega Alakazam,Psychic,,590,55,50,65,175,95,150,1,False
+66,Machop,Fighting,,305,70,80,50,35,35,35,1,False
+67,Machoke,Fighting,,405,80,100,70,50,60,45,1,False
+68,Machamp,Fighting,,505,90,130,80,65,85,55,1,False
+69,Bellsprout,Grass,Poison,300,50,75,35,70,30,40,1,False
+70,Weepinbell,Grass,Poison,390,65,90,50,85,45,55,1,False
+71,Victreebel,Grass,Poison,490,80,105,65,100,70,70,1,False
+72,Tentacool,Water,Poison,335,40,40,35,50,100,70,1,False
+73,Tentacruel,Water,Poison,515,80,70,65,80,120,100,1,False
+74,Geodude,Rock,Ground,300,40,80,100,30,30,20,1,False
+75,Graveler,Rock,Ground,390,55,95,115,45,45,35,1,False
+76,Golem,Rock,Ground,495,80,120,130,55,65,45,1,False
+77,Ponyta,Fire,,410,50,85,55,65,65,90,1,False
+78,Rapidash,Fire,,500,65,100,70,80,80,105,1,False
+79,Slowpoke,Water,Psychic,315,90,65,65,40,40,15,1,False
+80,Slowbro,Water,Psychic,490,95,75,110,100,80,30,1,False
+80,SlowbroMega Slowbro,Water,Psychic,590,95,75,180,130,80,30,1,False
+81,Magnemite,Electric,Steel,325,25,35,70,95,55,45,1,False
+82,Magneton,Electric,Steel,465,50,60,95,120,70,70,1,False
+83,Farfetch'd,Normal,Flying,352,52,65,55,58,62,60,1,False
+84,Doduo,Normal,Flying,310,35,85,45,35,35,75,1,False
+85,Dodrio,Normal,Flying,460,60,110,70,60,60,100,1,False
+86,Seel,Water,,325,65,45,55,45,70,45,1,False
+87,Dewgong,Water,Ice,475,90,70,80,70,95,70,1,False
+88,Grimer,Poison,,325,80,80,50,40,50,25,1,False
+89,Muk,Poison,,500,105,105,75,65,100,50,1,False
+90,Shellder,Water,,305,30,65,100,45,25,40,1,False
+91,Cloyster,Water,Ice,525,50,95,180,85,45,70,1,False
+92,Gastly,Ghost,Poison,310,30,35,30,100,35,80,1,False
+93,Haunter,Ghost,Poison,405,45,50,45,115,55,95,1,False
+94,Gengar,Ghost,Poison,500,60,65,60,130,75,110,1,False
+94,GengarMega Gengar,Ghost,Poison,600,60,65,80,170,95,130,1,False
+95,Onix,Rock,Ground,385,35,45,160,30,45,70,1,False
+96,Drowzee,Psychic,,328,60,48,45,43,90,42,1,False
+97,Hypno,Psychic,,483,85,73,70,73,115,67,1,False
+98,Krabby,Water,,325,30,105,90,25,25,50,1,False
+99,Kingler,Water,,475,55,130,115,50,50,75,1,False
+100,Voltorb,Electric,,330,40,30,50,55,55,100,1,False
+101,Electrode,Electric,,480,60,50,70,80,80,140,1,False
+102,Exeggcute,Grass,Psychic,325,60,40,80,60,45,40,1,False
+103,Exeggutor,Grass,Psychic,520,95,95,85,125,65,55,1,False
+104,Cubone,Ground,,320,50,50,95,40,50,35,1,False
+105,Marowak,Ground,,425,60,80,110,50,80,45,1,False
+106,Hitmonlee,Fighting,,455,50,120,53,35,110,87,1,False
+107,Hitmonchan,Fighting,,455,50,105,79,35,110,76,1,False
+108,Lickitung,Normal,,385,90,55,75,60,75,30,1,False
+109,Koffing,Poison,,340,40,65,95,60,45,35,1,False
+110,Weezing,Poison,,490,65,90,120,85,70,60,1,False
+111,Rhyhorn,Ground,Rock,345,80,85,95,30,30,25,1,False
+112,Rhydon,Ground,Rock,485,105,130,120,45,45,40,1,False
+113,Chansey,Normal,,450,250,5,5,35,105,50,1,False
+114,Tangela,Grass,,435,65,55,115,100,40,60,1,False
+115,Kangaskhan,Normal,,490,105,95,80,40,80,90,1,False
+115,KangaskhanMega Kangaskhan,Normal,,590,105,125,100,60,100,100,1,False
+116,Horsea,Water,,295,30,40,70,70,25,60,1,False
+117,Seadra,Water,,440,55,65,95,95,45,85,1,False
+118,Goldeen,Water,,320,45,67,60,35,50,63,1,False
+119,Seaking,Water,,450,80,92,65,65,80,68,1,False
+120,Staryu,Water,,340,30,45,55,70,55,85,1,False
+121,Starmie,Water,Psychic,520,60,75,85,100,85,115,1,False
+122,Mr. Mime,Psychic,Fairy,460,40,45,65,100,120,90,1,False
+123,Scyther,Bug,Flying,500,70,110,80,55,80,105,1,False
+124,Jynx,Ice,Psychic,455,65,50,35,115,95,95,1,False
+125,Electabuzz,Electric,,490,65,83,57,95,85,105,1,False
+126,Magmar,Fire,,495,65,95,57,100,85,93,1,False
+127,Pinsir,Bug,,500,65,125,100,55,70,85,1,False
+127,PinsirMega Pinsir,Bug,Flying,600,65,155,120,65,90,105,1,False
+128,Tauros,Normal,,490,75,100,95,40,70,110,1,False
+129,Magikarp,Water,,200,20,10,55,15,20,80,1,False
+130,Gyarados,Water,Flying,540,95,125,79,60,100,81,1,False
+130,GyaradosMega Gyarados,Water,Dark,640,95,155,109,70,130,81,1,False
+131,Lapras,Water,Ice,535,130,85,80,85,95,60,1,False
+132,Ditto,Normal,,288,48,48,48,48,48,48,1,False
+133,Eevee,Normal,,325,55,55,50,45,65,55,1,False
+134,Vaporeon,Water,,525,130,65,60,110,95,65,1,False
+135,Jolteon,Electric,,525,65,65,60,110,95,130,1,False
+136,Flareon,Fire,,525,65,130,60,95,110,65,1,False
+137,Porygon,Normal,,395,65,60,70,85,75,40,1,False
+138,Omanyte,Rock,Water,355,35,40,100,90,55,35,1,False
+139,Omastar,Rock,Water,495,70,60,125,115,70,55,1,False
+140,Kabuto,Rock,Water,355,30,80,90,55,45,55,1,False
+141,Kabutops,Rock,Water,495,60,115,105,65,70,80,1,False
+142,Aerodactyl,Rock,Flying,515,80,105,65,60,75,130,1,False
+142,AerodactylMega Aerodactyl,Rock,Flying,615,80,135,85,70,95,150,1,False
+143,Snorlax,Normal,,540,160,110,65,65,110,30,1,False
+144,Articuno,Ice,Flying,580,90,85,100,95,125,85,1,True
+145,Zapdos,Electric,Flying,580,90,90,85,125,90,100,1,True
+146,Moltres,Fire,Flying,580,90,100,90,125,85,90,1,True
+147,Dratini,Dragon,,300,41,64,45,50,50,50,1,False
+148,Dragonair,Dragon,,420,61,84,65,70,70,70,1,False
+149,Dragonite,Dragon,Flying,600,91,134,95,100,100,80,1,False
+150,Mewtwo,Psychic,,680,106,110,90,154,90,130,1,True
+150,MewtwoMega Mewtwo X,Psychic,Fighting,780,106,190,100,154,100,130,1,True
+150,MewtwoMega Mewtwo Y,Psychic,,780,106,150,70,194,120,140,1,True
+151,Mew,Psychic,,600,100,100,100,100,100,100,1,False
+152,Chikorita,Grass,,318,45,49,65,49,65,45,2,False
+153,Bayleef,Grass,,405,60,62,80,63,80,60,2,False
+154,Meganium,Grass,,525,80,82,100,83,100,80,2,False
+155,Cyndaquil,Fire,,309,39,52,43,60,50,65,2,False
+156,Quilava,Fire,,405,58,64,58,80,65,80,2,False
+157,Typhlosion,Fire,,534,78,84,78,109,85,100,2,False
+158,Totodile,Water,,314,50,65,64,44,48,43,2,False
+159,Croconaw,Water,,405,65,80,80,59,63,58,2,False
+160,Feraligatr,Water,,530,85,105,100,79,83,78,2,False
+161,Sentret,Normal,,215,35,46,34,35,45,20,2,False
+162,Furret,Normal,,415,85,76,64,45,55,90,2,False
+163,Hoothoot,Normal,Flying,262,60,30,30,36,56,50,2,False
+164,Noctowl,Normal,Flying,442,100,50,50,76,96,70,2,False
+165,Ledyba,Bug,Flying,265,40,20,30,40,80,55,2,False
+166,Ledian,Bug,Flying,390,55,35,50,55,110,85,2,False
+167,Spinarak,Bug,Poison,250,40,60,40,40,40,30,2,False
+168,Ariados,Bug,Poison,390,70,90,70,60,60,40,2,False
+169,Crobat,Poison,Flying,535,85,90,80,70,80,130,2,False
+170,Chinchou,Water,Electric,330,75,38,38,56,56,67,2,False
+171,Lanturn,Water,Electric,460,125,58,58,76,76,67,2,False
+172,Pichu,Electric,,205,20,40,15,35,35,60,2,False
+173,Cleffa,Fairy,,218,50,25,28,45,55,15,2,False
+174,Igglybuff,Normal,Fairy,210,90,30,15,40,20,15,2,False
+175,Togepi,Fairy,,245,35,20,65,40,65,20,2,False
+176,Togetic,Fairy,Flying,405,55,40,85,80,105,40,2,False
+177,Natu,Psychic,Flying,320,40,50,45,70,45,70,2,False
+178,Xatu,Psychic,Flying,470,65,75,70,95,70,95,2,False
+179,Mareep,Electric,,280,55,40,40,65,45,35,2,False
+180,Flaaffy,Electric,,365,70,55,55,80,60,45,2,False
+181,Ampharos,Electric,,510,90,75,85,115,90,55,2,False
+181,AmpharosMega Ampharos,Electric,Dragon,610,90,95,105,165,110,45,2,False
+182,Bellossom,Grass,,490,75,80,95,90,100,50,2,False
+183,Marill,Water,Fairy,250,70,20,50,20,50,40,2,False
+184,Azumarill,Water,Fairy,420,100,50,80,60,80,50,2,False
+185,Sudowoodo,Rock,,410,70,100,115,30,65,30,2,False
+186,Politoed,Water,,500,90,75,75,90,100,70,2,False
+187,Hoppip,Grass,Flying,250,35,35,40,35,55,50,2,False
+188,Skiploom,Grass,Flying,340,55,45,50,45,65,80,2,False
+189,Jumpluff,Grass,Flying,460,75,55,70,55,95,110,2,False
+190,Aipom,Normal,,360,55,70,55,40,55,85,2,False
+191,Sunkern,Grass,,180,30,30,30,30,30,30,2,False
+192,Sunflora,Grass,,425,75,75,55,105,85,30,2,False
+193,Yanma,Bug,Flying,390,65,65,45,75,45,95,2,False
+194,Wooper,Water,Ground,210,55,45,45,25,25,15,2,False
+195,Quagsire,Water,Ground,430,95,85,85,65,65,35,2,False
+196,Espeon,Psychic,,525,65,65,60,130,95,110,2,False
+197,Umbreon,Dark,,525,95,65,110,60,130,65,2,False
+198,Murkrow,Dark,Flying,405,60,85,42,85,42,91,2,False
+199,Slowking,Water,Psychic,490,95,75,80,100,110,30,2,False
+200,Misdreavus,Ghost,,435,60,60,60,85,85,85,2,False
+201,Unown,Psychic,,336,48,72,48,72,48,48,2,False
+202,Wobbuffet,Psychic,,405,190,33,58,33,58,33,2,False
+203,Girafarig,Normal,Psychic,455,70,80,65,90,65,85,2,False
+204,Pineco,Bug,,290,50,65,90,35,35,15,2,False
+205,Forretress,Bug,Steel,465,75,90,140,60,60,40,2,False
+206,Dunsparce,Normal,,415,100,70,70,65,65,45,2,False
+207,Gligar,Ground,Flying,430,65,75,105,35,65,85,2,False
+208,Steelix,Steel,Ground,510,75,85,200,55,65,30,2,False
+208,SteelixMega Steelix,Steel,Ground,610,75,125,230,55,95,30,2,False
+209,Snubbull,Fairy,,300,60,80,50,40,40,30,2,False
+210,Granbull,Fairy,,450,90,120,75,60,60,45,2,False
+211,Qwilfish,Water,Poison,430,65,95,75,55,55,85,2,False
+212,Scizor,Bug,Steel,500,70,130,100,55,80,65,2,False
+212,ScizorMega Scizor,Bug,Steel,600,70,150,140,65,100,75,2,False
+213,Shuckle,Bug,Rock,505,20,10,230,10,230,5,2,False
+214,Heracross,Bug,Fighting,500,80,125,75,40,95,85,2,False
+214,HeracrossMega Heracross,Bug,Fighting,600,80,185,115,40,105,75,2,False
+215,Sneasel,Dark,Ice,430,55,95,55,35,75,115,2,False
+216,Teddiursa,Normal,,330,60,80,50,50,50,40,2,False
+217,Ursaring,Normal,,500,90,130,75,75,75,55,2,False
+218,Slugma,Fire,,250,40,40,40,70,40,20,2,False
+219,Magcargo,Fire,Rock,410,50,50,120,80,80,30,2,False
+220,Swinub,Ice,Ground,250,50,50,40,30,30,50,2,False
+221,Piloswine,Ice,Ground,450,100,100,80,60,60,50,2,False
+222,Corsola,Water,Rock,380,55,55,85,65,85,35,2,False
+223,Remoraid,Water,,300,35,65,35,65,35,65,2,False
+224,Octillery,Water,,480,75,105,75,105,75,45,2,False
+225,Delibird,Ice,Flying,330,45,55,45,65,45,75,2,False
+226,Mantine,Water,Flying,465,65,40,70,80,140,70,2,False
+227,Skarmory,Steel,Flying,465,65,80,140,40,70,70,2,False
+228,Houndour,Dark,Fire,330,45,60,30,80,50,65,2,False
+229,Houndoom,Dark,Fire,500,75,90,50,110,80,95,2,False
+229,HoundoomMega Houndoom,Dark,Fire,600,75,90,90,140,90,115,2,False
+230,Kingdra,Water,Dragon,540,75,95,95,95,95,85,2,False
+231,Phanpy,Ground,,330,90,60,60,40,40,40,2,False
+232,Donphan,Ground,,500,90,120,120,60,60,50,2,False
+233,Porygon2,Normal,,515,85,80,90,105,95,60,2,False
+234,Stantler,Normal,,465,73,95,62,85,65,85,2,False
+235,Smeargle,Normal,,250,55,20,35,20,45,75,2,False
+236,Tyrogue,Fighting,,210,35,35,35,35,35,35,2,False
+237,Hitmontop,Fighting,,455,50,95,95,35,110,70,2,False
+238,Smoochum,Ice,Psychic,305,45,30,15,85,65,65,2,False
+239,Elekid,Electric,,360,45,63,37,65,55,95,2,False
+240,Magby,Fire,,365,45,75,37,70,55,83,2,False
+241,Miltank,Normal,,490,95,80,105,40,70,100,2,False
+242,Blissey,Normal,,540,255,10,10,75,135,55,2,False
+243,Raikou,Electric,,580,90,85,75,115,100,115,2,True
+244,Entei,Fire,,580,115,115,85,90,75,100,2,True
+245,Suicune,Water,,580,100,75,115,90,115,85,2,True
+246,Larvitar,Rock,Ground,300,50,64,50,45,50,41,2,False
+247,Pupitar,Rock,Ground,410,70,84,70,65,70,51,2,False
+248,Tyranitar,Rock,Dark,600,100,134,110,95,100,61,2,False
+248,TyranitarMega Tyranitar,Rock,Dark,700,100,164,150,95,120,71,2,False
+249,Lugia,Psychic,Flying,680,106,90,130,90,154,110,2,True
+250,Ho-oh,Fire,Flying,680,106,130,90,110,154,90,2,True
+251,Celebi,Psychic,Grass,600,100,100,100,100,100,100,2,False
+252,Treecko,Grass,,310,40,45,35,65,55,70,3,False
+253,Grovyle,Grass,,405,50,65,45,85,65,95,3,False
+254,Sceptile,Grass,,530,70,85,65,105,85,120,3,False
+254,SceptileMega Sceptile,Grass,Dragon,630,70,110,75,145,85,145,3,False
+255,Torchic,Fire,,310,45,60,40,70,50,45,3,False
+256,Combusken,Fire,Fighting,405,60,85,60,85,60,55,3,False
+257,Blaziken,Fire,Fighting,530,80,120,70,110,70,80,3,False
+257,BlazikenMega Blaziken,Fire,Fighting,630,80,160,80,130,80,100,3,False
+258,Mudkip,Water,,310,50,70,50,50,50,40,3,False
+259,Marshtomp,Water,Ground,405,70,85,70,60,70,50,3,False
+260,Swampert,Water,Ground,535,100,110,90,85,90,60,3,False
+260,SwampertMega Swampert,Water,Ground,635,100,150,110,95,110,70,3,False
+261,Poochyena,Dark,,220,35,55,35,30,30,35,3,False
+262,Mightyena,Dark,,420,70,90,70,60,60,70,3,False
+263,Zigzagoon,Normal,,240,38,30,41,30,41,60,3,False
+264,Linoone,Normal,,420,78,70,61,50,61,100,3,False
+265,Wurmple,Bug,,195,45,45,35,20,30,20,3,False
+266,Silcoon,Bug,,205,50,35,55,25,25,15,3,False
+267,Beautifly,Bug,Flying,395,60,70,50,100,50,65,3,False
+268,Cascoon,Bug,,205,50,35,55,25,25,15,3,False
+269,Dustox,Bug,Poison,385,60,50,70,50,90,65,3,False
+270,Lotad,Water,Grass,220,40,30,30,40,50,30,3,False
+271,Lombre,Water,Grass,340,60,50,50,60,70,50,3,False
+272,Ludicolo,Water,Grass,480,80,70,70,90,100,70,3,False
+273,Seedot,Grass,,220,40,40,50,30,30,30,3,False
+274,Nuzleaf,Grass,Dark,340,70,70,40,60,40,60,3,False
+275,Shiftry,Grass,Dark,480,90,100,60,90,60,80,3,False
+276,Taillow,Normal,Flying,270,40,55,30,30,30,85,3,False
+277,Swellow,Normal,Flying,430,60,85,60,50,50,125,3,False
+278,Wingull,Water,Flying,270,40,30,30,55,30,85,3,False
+279,Pelipper,Water,Flying,430,60,50,100,85,70,65,3,False
+280,Ralts,Psychic,Fairy,198,28,25,25,45,35,40,3,False
+281,Kirlia,Psychic,Fairy,278,38,35,35,65,55,50,3,False
+282,Gardevoir,Psychic,Fairy,518,68,65,65,125,115,80,3,False
+282,GardevoirMega Gardevoir,Psychic,Fairy,618,68,85,65,165,135,100,3,False
+283,Surskit,Bug,Water,269,40,30,32,50,52,65,3,False
+284,Masquerain,Bug,Flying,414,70,60,62,80,82,60,3,False
+285,Shroomish,Grass,,295,60,40,60,40,60,35,3,False
+286,Breloom,Grass,Fighting,460,60,130,80,60,60,70,3,False
+287,Slakoth,Normal,,280,60,60,60,35,35,30,3,False
+288,Vigoroth,Normal,,440,80,80,80,55,55,90,3,False
+289,Slaking,Normal,,670,150,160,100,95,65,100,3,False
+290,Nincada,Bug,Ground,266,31,45,90,30,30,40,3,False
+291,Ninjask,Bug,Flying,456,61,90,45,50,50,160,3,False
+292,Shedinja,Bug,Ghost,236,1,90,45,30,30,40,3,False
+293,Whismur,Normal,,240,64,51,23,51,23,28,3,False
+294,Loudred,Normal,,360,84,71,43,71,43,48,3,False
+295,Exploud,Normal,,490,104,91,63,91,73,68,3,False
+296,Makuhita,Fighting,,237,72,60,30,20,30,25,3,False
+297,Hariyama,Fighting,,474,144,120,60,40,60,50,3,False
+298,Azurill,Normal,Fairy,190,50,20,40,20,40,20,3,False
+299,Nosepass,Rock,,375,30,45,135,45,90,30,3,False
+300,Skitty,Normal,,260,50,45,45,35,35,50,3,False
+301,Delcatty,Normal,,380,70,65,65,55,55,70,3,False
+302,Sableye,Dark,Ghost,380,50,75,75,65,65,50,3,False
+302,SableyeMega Sableye,Dark,Ghost,480,50,85,125,85,115,20,3,False
+303,Mawile,Steel,Fairy,380,50,85,85,55,55,50,3,False
+303,MawileMega Mawile,Steel,Fairy,480,50,105,125,55,95,50,3,False
+304,Aron,Steel,Rock,330,50,70,100,40,40,30,3,False
+305,Lairon,Steel,Rock,430,60,90,140,50,50,40,3,False
+306,Aggron,Steel,Rock,530,70,110,180,60,60,50,3,False
+306,AggronMega Aggron,Steel,,630,70,140,230,60,80,50,3,False
+307,Meditite,Fighting,Psychic,280,30,40,55,40,55,60,3,False
+308,Medicham,Fighting,Psychic,410,60,60,75,60,75,80,3,False
+308,MedichamMega Medicham,Fighting,Psychic,510,60,100,85,80,85,100,3,False
+309,Electrike,Electric,,295,40,45,40,65,40,65,3,False
+310,Manectric,Electric,,475,70,75,60,105,60,105,3,False
+310,ManectricMega Manectric,Electric,,575,70,75,80,135,80,135,3,False
+311,Plusle,Electric,,405,60,50,40,85,75,95,3,False
+312,Minun,Electric,,405,60,40,50,75,85,95,3,False
+313,Volbeat,Bug,,400,65,73,55,47,75,85,3,False
+314,Illumise,Bug,,400,65,47,55,73,75,85,3,False
+315,Roselia,Grass,Poison,400,50,60,45,100,80,65,3,False
+316,Gulpin,Poison,,302,70,43,53,43,53,40,3,False
+317,Swalot,Poison,,467,100,73,83,73,83,55,3,False
+318,Carvanha,Water,Dark,305,45,90,20,65,20,65,3,False
+319,Sharpedo,Water,Dark,460,70,120,40,95,40,95,3,False
+319,SharpedoMega Sharpedo,Water,Dark,560,70,140,70,110,65,105,3,False
+320,Wailmer,Water,,400,130,70,35,70,35,60,3,False
+321,Wailord,Water,,500,170,90,45,90,45,60,3,False
+322,Numel,Fire,Ground,305,60,60,40,65,45,35,3,False
+323,Camerupt,Fire,Ground,460,70,100,70,105,75,40,3,False
+323,CameruptMega Camerupt,Fire,Ground,560,70,120,100,145,105,20,3,False
+324,Torkoal,Fire,,470,70,85,140,85,70,20,3,False
+325,Spoink,Psychic,,330,60,25,35,70,80,60,3,False
+326,Grumpig,Psychic,,470,80,45,65,90,110,80,3,False
+327,Spinda,Normal,,360,60,60,60,60,60,60,3,False
+328,Trapinch,Ground,,290,45,100,45,45,45,10,3,False
+329,Vibrava,Ground,Dragon,340,50,70,50,50,50,70,3,False
+330,Flygon,Ground,Dragon,520,80,100,80,80,80,100,3,False
+331,Cacnea,Grass,,335,50,85,40,85,40,35,3,False
+332,Cacturne,Grass,Dark,475,70,115,60,115,60,55,3,False
+333,Swablu,Normal,Flying,310,45,40,60,40,75,50,3,False
+334,Altaria,Dragon,Flying,490,75,70,90,70,105,80,3,False
+334,AltariaMega Altaria,Dragon,Fairy,590,75,110,110,110,105,80,3,False
+335,Zangoose,Normal,,458,73,115,60,60,60,90,3,False
+336,Seviper,Poison,,458,73,100,60,100,60,65,3,False
+337,Lunatone,Rock,Psychic,440,70,55,65,95,85,70,3,False
+338,Solrock,Rock,Psychic,440,70,95,85,55,65,70,3,False
+339,Barboach,Water,Ground,288,50,48,43,46,41,60,3,False
+340,Whiscash,Water,Ground,468,110,78,73,76,71,60,3,False
+341,Corphish,Water,,308,43,80,65,50,35,35,3,False
+342,Crawdaunt,Water,Dark,468,63,120,85,90,55,55,3,False
+343,Baltoy,Ground,Psychic,300,40,40,55,40,70,55,3,False
+344,Claydol,Ground,Psychic,500,60,70,105,70,120,75,3,False
+345,Lileep,Rock,Grass,355,66,41,77,61,87,23,3,False
+346,Cradily,Rock,Grass,495,86,81,97,81,107,43,3,False
+347,Anorith,Rock,Bug,355,45,95,50,40,50,75,3,False
+348,Armaldo,Rock,Bug,495,75,125,100,70,80,45,3,False
+349,Feebas,Water,,200,20,15,20,10,55,80,3,False
+350,Milotic,Water,,540,95,60,79,100,125,81,3,False
+351,Castform,Normal,,420,70,70,70,70,70,70,3,False
+352,Kecleon,Normal,,440,60,90,70,60,120,40,3,False
+353,Shuppet,Ghost,,295,44,75,35,63,33,45,3,False
+354,Banette,Ghost,,455,64,115,65,83,63,65,3,False
+354,BanetteMega Banette,Ghost,,555,64,165,75,93,83,75,3,False
+355,Duskull,Ghost,,295,20,40,90,30,90,25,3,False
+356,Dusclops,Ghost,,455,40,70,130,60,130,25,3,False
+357,Tropius,Grass,Flying,460,99,68,83,72,87,51,3,False
+358,Chimecho,Psychic,,425,65,50,70,95,80,65,3,False
+359,Absol,Dark,,465,65,130,60,75,60,75,3,False
+359,AbsolMega Absol,Dark,,565,65,150,60,115,60,115,3,False
+360,Wynaut,Psychic,,260,95,23,48,23,48,23,3,False
+361,Snorunt,Ice,,300,50,50,50,50,50,50,3,False
+362,Glalie,Ice,,480,80,80,80,80,80,80,3,False
+362,GlalieMega Glalie,Ice,,580,80,120,80,120,80,100,3,False
+363,Spheal,Ice,Water,290,70,40,50,55,50,25,3,False
+364,Sealeo,Ice,Water,410,90,60,70,75,70,45,3,False
+365,Walrein,Ice,Water,530,110,80,90,95,90,65,3,False
+366,Clamperl,Water,,345,35,64,85,74,55,32,3,False
+367,Huntail,Water,,485,55,104,105,94,75,52,3,False
+368,Gorebyss,Water,,485,55,84,105,114,75,52,3,False
+369,Relicanth,Water,Rock,485,100,90,130,45,65,55,3,False
+370,Luvdisc,Water,,330,43,30,55,40,65,97,3,False
+371,Bagon,Dragon,,300,45,75,60,40,30,50,3,False
+372,Shelgon,Dragon,,420,65,95,100,60,50,50,3,False
+373,Salamence,Dragon,Flying,600,95,135,80,110,80,100,3,False
+373,SalamenceMega Salamence,Dragon,Flying,700,95,145,130,120,90,120,3,False
+374,Beldum,Steel,Psychic,300,40,55,80,35,60,30,3,False
+375,Metang,Steel,Psychic,420,60,75,100,55,80,50,3,False
+376,Metagross,Steel,Psychic,600,80,135,130,95,90,70,3,False
+376,MetagrossMega Metagross,Steel,Psychic,700,80,145,150,105,110,110,3,False
+377,Regirock,Rock,,580,80,100,200,50,100,50,3,True
+378,Regice,Ice,,580,80,50,100,100,200,50,3,True
+379,Registeel,Steel,,580,80,75,150,75,150,50,3,True
+380,Latias,Dragon,Psychic,600,80,80,90,110,130,110,3,True
+380,LatiasMega Latias,Dragon,Psychic,700,80,100,120,140,150,110,3,True
+381,Latios,Dragon,Psychic,600,80,90,80,130,110,110,3,True
+381,LatiosMega Latios,Dragon,Psychic,700,80,130,100,160,120,110,3,True
+382,Kyogre,Water,,670,100,100,90,150,140,90,3,True
+382,KyogrePrimal Kyogre,Water,,770,100,150,90,180,160,90,3,True
+383,Groudon,Ground,,670,100,150,140,100,90,90,3,True
+383,GroudonPrimal Groudon,Ground,Fire,770,100,180,160,150,90,90,3,True
+384,Rayquaza,Dragon,Flying,680,105,150,90,150,90,95,3,True
+384,RayquazaMega Rayquaza,Dragon,Flying,780,105,180,100,180,100,115,3,True
+385,Jirachi,Steel,Psychic,600,100,100,100,100,100,100,3,True
+386,DeoxysNormal Forme,Psychic,,600,50,150,50,150,50,150,3,True
+386,DeoxysAttack Forme,Psychic,,600,50,180,20,180,20,150,3,True
+386,DeoxysDefense Forme,Psychic,,600,50,70,160,70,160,90,3,True
+386,DeoxysSpeed Forme,Psychic,,600,50,95,90,95,90,180,3,True
+387,Turtwig,Grass,,318,55,68,64,45,55,31,4,False
+388,Grotle,Grass,,405,75,89,85,55,65,36,4,False
+389,Torterra,Grass,Ground,525,95,109,105,75,85,56,4,False
+390,Chimchar,Fire,,309,44,58,44,58,44,61,4,False
+391,Monferno,Fire,Fighting,405,64,78,52,78,52,81,4,False
+392,Infernape,Fire,Fighting,534,76,104,71,104,71,108,4,False
+393,Piplup,Water,,314,53,51,53,61,56,40,4,False
+394,Prinplup,Water,,405,64,66,68,81,76,50,4,False
+395,Empoleon,Water,Steel,530,84,86,88,111,101,60,4,False
+396,Starly,Normal,Flying,245,40,55,30,30,30,60,4,False
+397,Staravia,Normal,Flying,340,55,75,50,40,40,80,4,False
+398,Staraptor,Normal,Flying,485,85,120,70,50,60,100,4,False
+399,Bidoof,Normal,,250,59,45,40,35,40,31,4,False
+400,Bibarel,Normal,Water,410,79,85,60,55,60,71,4,False
+401,Kricketot,Bug,,194,37,25,41,25,41,25,4,False
+402,Kricketune,Bug,,384,77,85,51,55,51,65,4,False
+403,Shinx,Electric,,263,45,65,34,40,34,45,4,False
+404,Luxio,Electric,,363,60,85,49,60,49,60,4,False
+405,Luxray,Electric,,523,80,120,79,95,79,70,4,False
+406,Budew,Grass,Poison,280,40,30,35,50,70,55,4,False
+407,Roserade,Grass,Poison,515,60,70,65,125,105,90,4,False
+408,Cranidos,Rock,,350,67,125,40,30,30,58,4,False
+409,Rampardos,Rock,,495,97,165,60,65,50,58,4,False
+410,Shieldon,Rock,Steel,350,30,42,118,42,88,30,4,False
+411,Bastiodon,Rock,Steel,495,60,52,168,47,138,30,4,False
+412,Burmy,Bug,,224,40,29,45,29,45,36,4,False
+413,WormadamPlant Cloak,Bug,Grass,424,60,59,85,79,105,36,4,False
+413,WormadamSandy Cloak,Bug,Ground,424,60,79,105,59,85,36,4,False
+413,WormadamTrash Cloak,Bug,Steel,424,60,69,95,69,95,36,4,False
+414,Mothim,Bug,Flying,424,70,94,50,94,50,66,4,False
+415,Combee,Bug,Flying,244,30,30,42,30,42,70,4,False
+416,Vespiquen,Bug,Flying,474,70,80,102,80,102,40,4,False
+417,Pachirisu,Electric,,405,60,45,70,45,90,95,4,False
+418,Buizel,Water,,330,55,65,35,60,30,85,4,False
+419,Floatzel,Water,,495,85,105,55,85,50,115,4,False
+420,Cherubi,Grass,,275,45,35,45,62,53,35,4,False
+421,Cherrim,Grass,,450,70,60,70,87,78,85,4,False
+422,Shellos,Water,,325,76,48,48,57,62,34,4,False
+423,Gastrodon,Water,Ground,475,111,83,68,92,82,39,4,False
+424,Ambipom,Normal,,482,75,100,66,60,66,115,4,False
+425,Drifloon,Ghost,Flying,348,90,50,34,60,44,70,4,False
+426,Drifblim,Ghost,Flying,498,150,80,44,90,54,80,4,False
+427,Buneary,Normal,,350,55,66,44,44,56,85,4,False
+428,Lopunny,Normal,,480,65,76,84,54,96,105,4,False
+428,LopunnyMega Lopunny,Normal,Fighting,580,65,136,94,54,96,135,4,False
+429,Mismagius,Ghost,,495,60,60,60,105,105,105,4,False
+430,Honchkrow,Dark,Flying,505,100,125,52,105,52,71,4,False
+431,Glameow,Normal,,310,49,55,42,42,37,85,4,False
+432,Purugly,Normal,,452,71,82,64,64,59,112,4,False
+433,Chingling,Psychic,,285,45,30,50,65,50,45,4,False
+434,Stunky,Poison,Dark,329,63,63,47,41,41,74,4,False
+435,Skuntank,Poison,Dark,479,103,93,67,71,61,84,4,False
+436,Bronzor,Steel,Psychic,300,57,24,86,24,86,23,4,False
+437,Bronzong,Steel,Psychic,500,67,89,116,79,116,33,4,False
+438,Bonsly,Rock,,290,50,80,95,10,45,10,4,False
+439,Mime Jr.,Psychic,Fairy,310,20,25,45,70,90,60,4,False
+440,Happiny,Normal,,220,100,5,5,15,65,30,4,False
+441,Chatot,Normal,Flying,411,76,65,45,92,42,91,4,False
+442,Spiritomb,Ghost,Dark,485,50,92,108,92,108,35,4,False
+443,Gible,Dragon,Ground,300,58,70,45,40,45,42,4,False
+444,Gabite,Dragon,Ground,410,68,90,65,50,55,82,4,False
+445,Garchomp,Dragon,Ground,600,108,130,95,80,85,102,4,False
+445,GarchompMega Garchomp,Dragon,Ground,700,108,170,115,120,95,92,4,False
+446,Munchlax,Normal,,390,135,85,40,40,85,5,4,False
+447,Riolu,Fighting,,285,40,70,40,35,40,60,4,False
+448,Lucario,Fighting,Steel,525,70,110,70,115,70,90,4,False
+448,LucarioMega Lucario,Fighting,Steel,625,70,145,88,140,70,112,4,False
+449,Hippopotas,Ground,,330,68,72,78,38,42,32,4,False
+450,Hippowdon,Ground,,525,108,112,118,68,72,47,4,False
+451,Skorupi,Poison,Bug,330,40,50,90,30,55,65,4,False
+452,Drapion,Poison,Dark,500,70,90,110,60,75,95,4,False
+453,Croagunk,Poison,Fighting,300,48,61,40,61,40,50,4,False
+454,Toxicroak,Poison,Fighting,490,83,106,65,86,65,85,4,False
+455,Carnivine,Grass,,454,74,100,72,90,72,46,4,False
+456,Finneon,Water,,330,49,49,56,49,61,66,4,False
+457,Lumineon,Water,,460,69,69,76,69,86,91,4,False
+458,Mantyke,Water,Flying,345,45,20,50,60,120,50,4,False
+459,Snover,Grass,Ice,334,60,62,50,62,60,40,4,False
+460,Abomasnow,Grass,Ice,494,90,92,75,92,85,60,4,False
+460,AbomasnowMega Abomasnow,Grass,Ice,594,90,132,105,132,105,30,4,False
+461,Weavile,Dark,Ice,510,70,120,65,45,85,125,4,False
+462,Magnezone,Electric,Steel,535,70,70,115,130,90,60,4,False
+463,Lickilicky,Normal,,515,110,85,95,80,95,50,4,False
+464,Rhyperior,Ground,Rock,535,115,140,130,55,55,40,4,False
+465,Tangrowth,Grass,,535,100,100,125,110,50,50,4,False
+466,Electivire,Electric,,540,75,123,67,95,85,95,4,False
+467,Magmortar,Fire,,540,75,95,67,125,95,83,4,False
+468,Togekiss,Fairy,Flying,545,85,50,95,120,115,80,4,False
+469,Yanmega,Bug,Flying,515,86,76,86,116,56,95,4,False
+470,Leafeon,Grass,,525,65,110,130,60,65,95,4,False
+471,Glaceon,Ice,,525,65,60,110,130,95,65,4,False
+472,Gliscor,Ground,Flying,510,75,95,125,45,75,95,4,False
+473,Mamoswine,Ice,Ground,530,110,130,80,70,60,80,4,False
+474,Porygon-Z,Normal,,535,85,80,70,135,75,90,4,False
+475,Gallade,Psychic,Fighting,518,68,125,65,65,115,80,4,False
+475,GalladeMega Gallade,Psychic,Fighting,618,68,165,95,65,115,110,4,False
+476,Probopass,Rock,Steel,525,60,55,145,75,150,40,4,False
+477,Dusknoir,Ghost,,525,45,100,135,65,135,45,4,False
+478,Froslass,Ice,Ghost,480,70,80,70,80,70,110,4,False
+479,Rotom,Electric,Ghost,440,50,50,77,95,77,91,4,False
+479,RotomHeat Rotom,Electric,Fire,520,50,65,107,105,107,86,4,False
+479,RotomWash Rotom,Electric,Water,520,50,65,107,105,107,86,4,False
+479,RotomFrost Rotom,Electric,Ice,520,50,65,107,105,107,86,4,False
+479,RotomFan Rotom,Electric,Flying,520,50,65,107,105,107,86,4,False
+479,RotomMow Rotom,Electric,Grass,520,50,65,107,105,107,86,4,False
+480,Uxie,Psychic,,580,75,75,130,75,130,95,4,True
+481,Mesprit,Psychic,,580,80,105,105,105,105,80,4,True
+482,Azelf,Psychic,,580,75,125,70,125,70,115,4,True
+483,Dialga,Steel,Dragon,680,100,120,120,150,100,90,4,True
+484,Palkia,Water,Dragon,680,90,120,100,150,120,100,4,True
+485,Heatran,Fire,Steel,600,91,90,106,130,106,77,4,True
+486,Regigigas,Normal,,670,110,160,110,80,110,100,4,True
+487,GiratinaAltered Forme,Ghost,Dragon,680,150,100,120,100,120,90,4,True
+487,GiratinaOrigin Forme,Ghost,Dragon,680,150,120,100,120,100,90,4,True
+488,Cresselia,Psychic,,600,120,70,120,75,130,85,4,False
+489,Phione,Water,,480,80,80,80,80,80,80,4,False
+490,Manaphy,Water,,600,100,100,100,100,100,100,4,False
+491,Darkrai,Dark,,600,70,90,90,135,90,125,4,True
+492,ShayminLand Forme,Grass,,600,100,100,100,100,100,100,4,True
+492,ShayminSky Forme,Grass,Flying,600,100,103,75,120,75,127,4,True
+493,Arceus,Normal,,720,120,120,120,120,120,120,4,True
+494,Victini,Psychic,Fire,600,100,100,100,100,100,100,5,True
+495,Snivy,Grass,,308,45,45,55,45,55,63,5,False
+496,Servine,Grass,,413,60,60,75,60,75,83,5,False
+497,Serperior,Grass,,528,75,75,95,75,95,113,5,False
+498,Tepig,Fire,,308,65,63,45,45,45,45,5,False
+499,Pignite,Fire,Fighting,418,90,93,55,70,55,55,5,False
+500,Emboar,Fire,Fighting,528,110,123,65,100,65,65,5,False
+501,Oshawott,Water,,308,55,55,45,63,45,45,5,False
+502,Dewott,Water,,413,75,75,60,83,60,60,5,False
+503,Samurott,Water,,528,95,100,85,108,70,70,5,False
+504,Patrat,Normal,,255,45,55,39,35,39,42,5,False
+505,Watchog,Normal,,420,60,85,69,60,69,77,5,False
+506,Lillipup,Normal,,275,45,60,45,25,45,55,5,False
+507,Herdier,Normal,,370,65,80,65,35,65,60,5,False
+508,Stoutland,Normal,,500,85,110,90,45,90,80,5,False
+509,Purrloin,Dark,,281,41,50,37,50,37,66,5,False
+510,Liepard,Dark,,446,64,88,50,88,50,106,5,False
+511,Pansage,Grass,,316,50,53,48,53,48,64,5,False
+512,Simisage,Grass,,498,75,98,63,98,63,101,5,False
+513,Pansear,Fire,,316,50,53,48,53,48,64,5,False
+514,Simisear,Fire,,498,75,98,63,98,63,101,5,False
+515,Panpour,Water,,316,50,53,48,53,48,64,5,False
+516,Simipour,Water,,498,75,98,63,98,63,101,5,False
+517,Munna,Psychic,,292,76,25,45,67,55,24,5,False
+518,Musharna,Psychic,,487,116,55,85,107,95,29,5,False
+519,Pidove,Normal,Flying,264,50,55,50,36,30,43,5,False
+520,Tranquill,Normal,Flying,358,62,77,62,50,42,65,5,False
+521,Unfezant,Normal,Flying,488,80,115,80,65,55,93,5,False
+522,Blitzle,Electric,,295,45,60,32,50,32,76,5,False
+523,Zebstrika,Electric,,497,75,100,63,80,63,116,5,False
+524,Roggenrola,Rock,,280,55,75,85,25,25,15,5,False
+525,Boldore,Rock,,390,70,105,105,50,40,20,5,False
+526,Gigalith,Rock,,515,85,135,130,60,80,25,5,False
+527,Woobat,Psychic,Flying,313,55,45,43,55,43,72,5,False
+528,Swoobat,Psychic,Flying,425,67,57,55,77,55,114,5,False
+529,Drilbur,Ground,,328,60,85,40,30,45,68,5,False
+530,Excadrill,Ground,Steel,508,110,135,60,50,65,88,5,False
+531,Audino,Normal,,445,103,60,86,60,86,50,5,False
+531,AudinoMega Audino,Normal,Fairy,545,103,60,126,80,126,50,5,False
+532,Timburr,Fighting,,305,75,80,55,25,35,35,5,False
+533,Gurdurr,Fighting,,405,85,105,85,40,50,40,5,False
+534,Conkeldurr,Fighting,,505,105,140,95,55,65,45,5,False
+535,Tympole,Water,,294,50,50,40,50,40,64,5,False
+536,Palpitoad,Water,Ground,384,75,65,55,65,55,69,5,False
+537,Seismitoad,Water,Ground,509,105,95,75,85,75,74,5,False
+538,Throh,Fighting,,465,120,100,85,30,85,45,5,False
+539,Sawk,Fighting,,465,75,125,75,30,75,85,5,False
+540,Sewaddle,Bug,Grass,310,45,53,70,40,60,42,5,False
+541,Swadloon,Bug,Grass,380,55,63,90,50,80,42,5,False
+542,Leavanny,Bug,Grass,500,75,103,80,70,80,92,5,False
+543,Venipede,Bug,Poison,260,30,45,59,30,39,57,5,False
+544,Whirlipede,Bug,Poison,360,40,55,99,40,79,47,5,False
+545,Scolipede,Bug,Poison,485,60,100,89,55,69,112,5,False
+546,Cottonee,Grass,Fairy,280,40,27,60,37,50,66,5,False
+547,Whimsicott,Grass,Fairy,480,60,67,85,77,75,116,5,False
+548,Petilil,Grass,,280,45,35,50,70,50,30,5,False
+549,Lilligant,Grass,,480,70,60,75,110,75,90,5,False
+550,Basculin,Water,,460,70,92,65,80,55,98,5,False
+551,Sandile,Ground,Dark,292,50,72,35,35,35,65,5,False
+552,Krokorok,Ground,Dark,351,60,82,45,45,45,74,5,False
+553,Krookodile,Ground,Dark,519,95,117,80,65,70,92,5,False
+554,Darumaka,Fire,,315,70,90,45,15,45,50,5,False
+555,DarmanitanStandard Mode,Fire,,480,105,140,55,30,55,95,5,False
+555,DarmanitanZen Mode,Fire,Psychic,540,105,30,105,140,105,55,5,False
+556,Maractus,Grass,,461,75,86,67,106,67,60,5,False
+557,Dwebble,Bug,Rock,325,50,65,85,35,35,55,5,False
+558,Crustle,Bug,Rock,475,70,95,125,65,75,45,5,False
+559,Scraggy,Dark,Fighting,348,50,75,70,35,70,48,5,False
+560,Scrafty,Dark,Fighting,488,65,90,115,45,115,58,5,False
+561,Sigilyph,Psychic,Flying,490,72,58,80,103,80,97,5,False
+562,Yamask,Ghost,,303,38,30,85,55,65,30,5,False
+563,Cofagrigus,Ghost,,483,58,50,145,95,105,30,5,False
+564,Tirtouga,Water,Rock,355,54,78,103,53,45,22,5,False
+565,Carracosta,Water,Rock,495,74,108,133,83,65,32,5,False
+566,Archen,Rock,Flying,401,55,112,45,74,45,70,5,False
+567,Archeops,Rock,Flying,567,75,140,65,112,65,110,5,False
+568,Trubbish,Poison,,329,50,50,62,40,62,65,5,False
+569,Garbodor,Poison,,474,80,95,82,60,82,75,5,False
+570,Zorua,Dark,,330,40,65,40,80,40,65,5,False
+571,Zoroark,Dark,,510,60,105,60,120,60,105,5,False
+572,Minccino,Normal,,300,55,50,40,40,40,75,5,False
+573,Cinccino,Normal,,470,75,95,60,65,60,115,5,False
+574,Gothita,Psychic,,290,45,30,50,55,65,45,5,False
+575,Gothorita,Psychic,,390,60,45,70,75,85,55,5,False
+576,Gothitelle,Psychic,,490,70,55,95,95,110,65,5,False
+577,Solosis,Psychic,,290,45,30,40,105,50,20,5,False
+578,Duosion,Psychic,,370,65,40,50,125,60,30,5,False
+579,Reuniclus,Psychic,,490,110,65,75,125,85,30,5,False
+580,Ducklett,Water,Flying,305,62,44,50,44,50,55,5,False
+581,Swanna,Water,Flying,473,75,87,63,87,63,98,5,False
+582,Vanillite,Ice,,305,36,50,50,65,60,44,5,False
+583,Vanillish,Ice,,395,51,65,65,80,75,59,5,False
+584,Vanilluxe,Ice,,535,71,95,85,110,95,79,5,False
+585,Deerling,Normal,Grass,335,60,60,50,40,50,75,5,False
+586,Sawsbuck,Normal,Grass,475,80,100,70,60,70,95,5,False
+587,Emolga,Electric,Flying,428,55,75,60,75,60,103,5,False
+588,Karrablast,Bug,,315,50,75,45,40,45,60,5,False
+589,Escavalier,Bug,Steel,495,70,135,105,60,105,20,5,False
+590,Foongus,Grass,Poison,294,69,55,45,55,55,15,5,False
+591,Amoonguss,Grass,Poison,464,114,85,70,85,80,30,5,False
+592,Frillish,Water,Ghost,335,55,40,50,65,85,40,5,False
+593,Jellicent,Water,Ghost,480,100,60,70,85,105,60,5,False
+594,Alomomola,Water,,470,165,75,80,40,45,65,5,False
+595,Joltik,Bug,Electric,319,50,47,50,57,50,65,5,False
+596,Galvantula,Bug,Electric,472,70,77,60,97,60,108,5,False
+597,Ferroseed,Grass,Steel,305,44,50,91,24,86,10,5,False
+598,Ferrothorn,Grass,Steel,489,74,94,131,54,116,20,5,False
+599,Klink,Steel,,300,40,55,70,45,60,30,5,False
+600,Klang,Steel,,440,60,80,95,70,85,50,5,False
+601,Klinklang,Steel,,520,60,100,115,70,85,90,5,False
+602,Tynamo,Electric,,275,35,55,40,45,40,60,5,False
+603,Eelektrik,Electric,,405,65,85,70,75,70,40,5,False
+604,Eelektross,Electric,,515,85,115,80,105,80,50,5,False
+605,Elgyem,Psychic,,335,55,55,55,85,55,30,5,False
+606,Beheeyem,Psychic,,485,75,75,75,125,95,40,5,False
+607,Litwick,Ghost,Fire,275,50,30,55,65,55,20,5,False
+608,Lampent,Ghost,Fire,370,60,40,60,95,60,55,5,False
+609,Chandelure,Ghost,Fire,520,60,55,90,145,90,80,5,False
+610,Axew,Dragon,,320,46,87,60,30,40,57,5,False
+611,Fraxure,Dragon,,410,66,117,70,40,50,67,5,False
+612,Haxorus,Dragon,,540,76,147,90,60,70,97,5,False
+613,Cubchoo,Ice,,305,55,70,40,60,40,40,5,False
+614,Beartic,Ice,,485,95,110,80,70,80,50,5,False
+615,Cryogonal,Ice,,485,70,50,30,95,135,105,5,False
+616,Shelmet,Bug,,305,50,40,85,40,65,25,5,False
+617,Accelgor,Bug,,495,80,70,40,100,60,145,5,False
+618,Stunfisk,Ground,Electric,471,109,66,84,81,99,32,5,False
+619,Mienfoo,Fighting,,350,45,85,50,55,50,65,5,False
+620,Mienshao,Fighting,,510,65,125,60,95,60,105,5,False
+621,Druddigon,Dragon,,485,77,120,90,60,90,48,5,False
+622,Golett,Ground,Ghost,303,59,74,50,35,50,35,5,False
+623,Golurk,Ground,Ghost,483,89,124,80,55,80,55,5,False
+624,Pawniard,Dark,Steel,340,45,85,70,40,40,60,5,False
+625,Bisharp,Dark,Steel,490,65,125,100,60,70,70,5,False
+626,Bouffalant,Normal,,490,95,110,95,40,95,55,5,False
+627,Rufflet,Normal,Flying,350,70,83,50,37,50,60,5,False
+628,Braviary,Normal,Flying,510,100,123,75,57,75,80,5,False
+629,Vullaby,Dark,Flying,370,70,55,75,45,65,60,5,False
+630,Mandibuzz,Dark,Flying,510,110,65,105,55,95,80,5,False
+631,Heatmor,Fire,,484,85,97,66,105,66,65,5,False
+632,Durant,Bug,Steel,484,58,109,112,48,48,109,5,False
+633,Deino,Dark,Dragon,300,52,65,50,45,50,38,5,False
+634,Zweilous,Dark,Dragon,420,72,85,70,65,70,58,5,False
+635,Hydreigon,Dark,Dragon,600,92,105,90,125,90,98,5,False
+636,Larvesta,Bug,Fire,360,55,85,55,50,55,60,5,False
+637,Volcarona,Bug,Fire,550,85,60,65,135,105,100,5,False
+638,Cobalion,Steel,Fighting,580,91,90,129,90,72,108,5,True
+639,Terrakion,Rock,Fighting,580,91,129,90,72,90,108,5,True
+640,Virizion,Grass,Fighting,580,91,90,72,90,129,108,5,True
+641,TornadusIncarnate Forme,Flying,,580,79,115,70,125,80,111,5,True
+641,TornadusTherian Forme,Flying,,580,79,100,80,110,90,121,5,True
+642,ThundurusIncarnate Forme,Electric,Flying,580,79,115,70,125,80,111,5,True
+642,ThundurusTherian Forme,Electric,Flying,580,79,105,70,145,80,101,5,True
+643,Reshiram,Dragon,Fire,680,100,120,100,150,120,90,5,True
+644,Zekrom,Dragon,Electric,680,100,150,120,120,100,90,5,True
+645,LandorusIncarnate Forme,Ground,Flying,600,89,125,90,115,80,101,5,True
+645,LandorusTherian Forme,Ground,Flying,600,89,145,90,105,80,91,5,True
+646,Kyurem,Dragon,Ice,660,125,130,90,130,90,95,5,True
+646,KyuremBlack Kyurem,Dragon,Ice,700,125,170,100,120,90,95,5,True
+646,KyuremWhite Kyurem,Dragon,Ice,700,125,120,90,170,100,95,5,True
+647,KeldeoOrdinary Forme,Water,Fighting,580,91,72,90,129,90,108,5,False
+647,KeldeoResolute Forme,Water,Fighting,580,91,72,90,129,90,108,5,False
+648,MeloettaAria Forme,Normal,Psychic,600,100,77,77,128,128,90,5,False
+648,MeloettaPirouette Forme,Normal,Fighting,600,100,128,90,77,77,128,5,False
+649,Genesect,Bug,Steel,600,71,120,95,120,95,99,5,False
+650,Chespin,Grass,,313,56,61,65,48,45,38,6,False
+651,Quilladin,Grass,,405,61,78,95,56,58,57,6,False
+652,Chesnaught,Grass,Fighting,530,88,107,122,74,75,64,6,False
+653,Fennekin,Fire,,307,40,45,40,62,60,60,6,False
+654,Braixen,Fire,,409,59,59,58,90,70,73,6,False
+655,Delphox,Fire,Psychic,534,75,69,72,114,100,104,6,False
+656,Froakie,Water,,314,41,56,40,62,44,71,6,False
+657,Frogadier,Water,,405,54,63,52,83,56,97,6,False
+658,Greninja,Water,Dark,530,72,95,67,103,71,122,6,False
+659,Bunnelby,Normal,,237,38,36,38,32,36,57,6,False
+660,Diggersby,Normal,Ground,423,85,56,77,50,77,78,6,False
+661,Fletchling,Normal,Flying,278,45,50,43,40,38,62,6,False
+662,Fletchinder,Fire,Flying,382,62,73,55,56,52,84,6,False
+663,Talonflame,Fire,Flying,499,78,81,71,74,69,126,6,False
+664,Scatterbug,Bug,,200,38,35,40,27,25,35,6,False
+665,Spewpa,Bug,,213,45,22,60,27,30,29,6,False
+666,Vivillon,Bug,Flying,411,80,52,50,90,50,89,6,False
+667,Litleo,Fire,Normal,369,62,50,58,73,54,72,6,False
+668,Pyroar,Fire,Normal,507,86,68,72,109,66,106,6,False
+669,Flabébé,Fairy,,303,44,38,39,61,79,42,6,False
+670,Floette,Fairy,,371,54,45,47,75,98,52,6,False
+671,Florges,Fairy,,552,78,65,68,112,154,75,6,False
+672,Skiddo,Grass,,350,66,65,48,62,57,52,6,False
+673,Gogoat,Grass,,531,123,100,62,97,81,68,6,False
+674,Pancham,Fighting,,348,67,82,62,46,48,43,6,False
+675,Pangoro,Fighting,Dark,495,95,124,78,69,71,58,6,False
+676,Furfrou,Normal,,472,75,80,60,65,90,102,6,False
+677,Espurr,Psychic,,355,62,48,54,63,60,68,6,False
+678,MeowsticMale,Psychic,,466,74,48,76,83,81,104,6,False
+678,MeowsticFemale,Psychic,,466,74,48,76,83,81,104,6,False
+679,Honedge,Steel,Ghost,325,45,80,100,35,37,28,6,False
+680,Doublade,Steel,Ghost,448,59,110,150,45,49,35,6,False
+681,AegislashBlade Forme,Steel,Ghost,520,60,150,50,150,50,60,6,False
+681,AegislashShield Forme,Steel,Ghost,520,60,50,150,50,150,60,6,False
+682,Spritzee,Fairy,,341,78,52,60,63,65,23,6,False
+683,Aromatisse,Fairy,,462,101,72,72,99,89,29,6,False
+684,Swirlix,Fairy,,341,62,48,66,59,57,49,6,False
+685,Slurpuff,Fairy,,480,82,80,86,85,75,72,6,False
+686,Inkay,Dark,Psychic,288,53,54,53,37,46,45,6,False
+687,Malamar,Dark,Psychic,482,86,92,88,68,75,73,6,False
+688,Binacle,Rock,Water,306,42,52,67,39,56,50,6,False
+689,Barbaracle,Rock,Water,500,72,105,115,54,86,68,6,False
+690,Skrelp,Poison,Water,320,50,60,60,60,60,30,6,False
+691,Dragalge,Poison,Dragon,494,65,75,90,97,123,44,6,False
+692,Clauncher,Water,,330,50,53,62,58,63,44,6,False
+693,Clawitzer,Water,,500,71,73,88,120,89,59,6,False
+694,Helioptile,Electric,Normal,289,44,38,33,61,43,70,6,False
+695,Heliolisk,Electric,Normal,481,62,55,52,109,94,109,6,False
+696,Tyrunt,Rock,Dragon,362,58,89,77,45,45,48,6,False
+697,Tyrantrum,Rock,Dragon,521,82,121,119,69,59,71,6,False
+698,Amaura,Rock,Ice,362,77,59,50,67,63,46,6,False
+699,Aurorus,Rock,Ice,521,123,77,72,99,92,58,6,False
+700,Sylveon,Fairy,,525,95,65,65,110,130,60,6,False
+701,Hawlucha,Fighting,Flying,500,78,92,75,74,63,118,6,False
+702,Dedenne,Electric,Fairy,431,67,58,57,81,67,101,6,False
+703,Carbink,Rock,Fairy,500,50,50,150,50,150,50,6,False
+704,Goomy,Dragon,,300,45,50,35,55,75,40,6,False
+705,Sliggoo,Dragon,,452,68,75,53,83,113,60,6,False
+706,Goodra,Dragon,,600,90,100,70,110,150,80,6,False
+707,Klefki,Steel,Fairy,470,57,80,91,80,87,75,6,False
+708,Phantump,Ghost,Grass,309,43,70,48,50,60,38,6,False
+709,Trevenant,Ghost,Grass,474,85,110,76,65,82,56,6,False
+710,PumpkabooAverage Size,Ghost,Grass,335,49,66,70,44,55,51,6,False
+710,PumpkabooSmall Size,Ghost,Grass,335,44,66,70,44,55,56,6,False
+710,PumpkabooLarge Size,Ghost,Grass,335,54,66,70,44,55,46,6,False
+710,PumpkabooSuper Size,Ghost,Grass,335,59,66,70,44,55,41,6,False
+711,GourgeistAverage Size,Ghost,Grass,494,65,90,122,58,75,84,6,False
+711,GourgeistSmall Size,Ghost,Grass,494,55,85,122,58,75,99,6,False
+711,GourgeistLarge Size,Ghost,Grass,494,75,95,122,58,75,69,6,False
+711,GourgeistSuper Size,Ghost,Grass,494,85,100,122,58,75,54,6,False
+712,Bergmite,Ice,,304,55,69,85,32,35,28,6,False
+713,Avalugg,Ice,,514,95,117,184,44,46,28,6,False
+714,Noibat,Flying,Dragon,245,40,30,35,45,40,55,6,False
+715,Noivern,Flying,Dragon,535,85,70,80,97,80,123,6,False
+716,Xerneas,Fairy,,680,126,131,95,131,98,99,6,True
+717,Yveltal,Dark,Flying,680,126,131,95,131,98,99,6,True
+718,Zygarde50% Forme,Dragon,Ground,600,108,100,121,81,95,95,6,True
+719,Diancie,Rock,Fairy,600,50,100,150,100,150,50,6,True
+719,DiancieMega Diancie,Rock,Fairy,700,50,160,110,160,110,110,6,True
+720,HoopaHoopa Confined,Psychic,Ghost,600,80,110,60,150,130,70,6,True
+720,HoopaHoopa Unbound,Psychic,Dark,680,80,160,60,170,130,80,6,True
+721,Volcanion,Fire,Water,600,80,110,120,130,90,70,6,True
diff --git a/hw9/data/alignment.bed b/hw9/data/alignment.bed
new file mode 100644
index 0000000..8173de8
--- /dev/null
+++ b/hw9/data/alignment.bed
@@ -0,0 +1,7710 @@
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+Reference_26	4906116	4909157	NODE_1349_length_3041_cov_80.357334	0	-
+Reference_26	4909102	4966985	NODE_367_length_57883_cov_38.573788	60	+
+Reference_26	4966930	4970341	NODE_1296_length_3411_cov_84.783373	5	+
+Reference_26	4970286	4997922	NODE_621_length_27638_cov_41.844179	60	-
+Reference_26	4997867	5000908	NODE_1349_length_3041_cov_80.357334	0	-
+Reference_26	5000853	5010807	NODE_959_length_9954_cov_37.489948	60	-
+Reference_26	5010752	5010809	NODE_20187_length_57_cov_108.000000	0	+
+Reference_26	5010754	5010810	NODE_20547_length_56_cov_201.000000	0	+
+Reference_26	5010755	5011887	NODE_2616_length_1132_cov_304.839369	0	-
+Reference_26	5010755	5010810	NODE_20590_length_56_cov_87.000000	0	-
+Reference_26	5011833	5011887	NODE_20563_length_56_cov_138.000000	0	-
+Reference_26	5011833	5011887	NODE_20593_length_56_cov_85.000000	0	-
+Reference_26	5011834	5011893	NODE_20028_length_59_cov_49.500000	0	-
+Reference_26	5011835	5030270	NODE_751_length_18435_cov_37.575952	60	+
+Reference_26	5030215	5033626	NODE_1296_length_3411_cov_84.783373	0	+
+Reference_26	5033571	5128156	NODE_239_length_94585_cov_31.580958	60	+
+Reference_26	5063160	5063215	NODE_19840_length_75_cov_3.500000	11	+
+Reference_26	5128101	5129061	NODE_2955_length_960_cov_102.134807	0	+
+Reference_26	5129006	5130919	NODE_1742_length_1913_cov_39.591496	60	+
+Reference_26	5130864	5130920	NODE_20613_length_56_cov_59.000000	0	+
+Reference_26	5130865	5130921	NODE_20591_length_56_cov_87.000000	0	+
+Reference_26	5130866	5131396	NODE_4721_length_530_cov_132.901053	0	+
+Reference_26	5130866	5130921	NODE_20610_length_56_cov_63.000000	0	+
+Reference_26	5132886	5133302	NODE_5951_length_416_cov_160.238227	0	-
+Reference_26	5133247	5182620	NODE_423_length_49373_cov_33.650493	60	+
+Reference_26	5133247	5133302	NODE_20565_length_56_cov_136.000000	0	-
+Reference_26	5182563	5182615	NODE_20025_length_59_cov_72.750000	0	-
+Reference_26	5182565	5182706	NODE_19370_length_141_cov_137.930233	0	-
+Reference_26	5182651	5183975	NODE_2280_length_1325_cov_255.893701	0	+
+Reference_26	5183920	5183975	NODE_20554_length_56_cov_167.000000	0	+
+Reference_26	5183920	5183976	NODE_20606_length_56_cov_68.000000	0	-
+Reference_26	5183921	5183975	NODE_20179_length_57_cov_136.500000	0	+
+Reference_26	5183921	5205268	NODE_699_length_21347_cov_33.817302	60	-
+Reference_26	5183923	5183975	NODE_20598_length_56_cov_79.000000	0	+
+Reference_26	5205213	5205294	NODE_19793_length_81_cov_80.923077	0	-
+Reference_26	5205239	5208738	NODE_1283_length_3499_cov_112.247967	0	-
+Reference_26	5208683	5208740	NODE_20195_length_57_cov_87.000000	0	+
+Reference_26	5208685	5242096	NODE_557_length_33411_cov_31.159162	60	+
+Reference_26	5242041	5242097	NODE_20565_length_56_cov_136.000000	0	+
+Reference_26	5242042	5242458	NODE_5951_length_416_cov_160.238227	0	+
+Reference_26	5243948	5244478	NODE_4721_length_530_cov_132.901053	0	-
+Reference_26	5244423	5244479	NODE_20591_length_56_cov_87.000000	0	-
+Reference_26	5244423	5244478	NODE_20610_length_56_cov_63.000000	0	-
+Reference_26	5244424	5308967	NODE_339_length_64543_cov_35.453852	60	-
+Reference_26	5244424	5244479	NODE_20613_length_56_cov_59.000000	0	-
+Reference_26	5308912	5308971	NODE_20025_length_59_cov_72.750000	0	-
+Reference_26	5308916	5308973	NODE_20181_length_57_cov_133.500000	0	+
+Reference_26	5308918	5309058	NODE_19379_length_140_cov_168.976471	0	+
+Reference_26	5309003	5310328	NODE_2280_length_1325_cov_255.893701	0	+
+Reference_26	5310273	5310328	NODE_20554_length_56_cov_167.000000	0	+
+Reference_26	5310273	5310329	NODE_20606_length_56_cov_68.000000	0	-
+Reference_26	5310274	5310328	NODE_20179_length_57_cov_136.500000	0	+
+Reference_26	5310274	5313166	NODE_1385_length_2892_cov_40.755375	60	-
+Reference_26	5313111	5314439	NODE_2273_length_1328_cov_45.207384	60	-
+Reference_26	5313111	5313166	NODE_19737_length_90_cov_18.685714	0	-
+Reference_26	5313115	5313201	NODE_19738_length_90_cov_11.600000	1	-
+Reference_26	5314349	5314434	NODE_19737_length_90_cov_18.685714	11	+
+Reference_26	5314384	5388297	NODE_297_length_73917_cov_38.938615	60	+
+Reference_26	5314384	5314439	NODE_19738_length_90_cov_11.600000	0	+
+Reference_26	5389607	5532136	NODE_144_length_142766_cov_33.971873	60	+
+Reference_26	5532081	5532487	NODE_6123_length_406_cov_55.763533	0	-
+Reference_26	5532345	5532487	NODE_19279_length_157_cov_53.882353	0	+
+Reference_26	5532432	5535601	NODE_1329_length_3169_cov_103.935132	5	+
+Reference_26	5535546	5535722	NODE_19238_length_176_cov_67.305785	0	+
+Reference_26	5535667	5537226	NODE_2001_length_1559_cov_98.029920	0	+
+Reference_26	5537171	5537343	NODE_19245_length_172_cov_84.367521	0	+
+Reference_26	5537288	5608040	NODE_237_length_95089_cov_34.836785	60	+
diff --git a/hw9/data/rrna_annotation.gff b/hw9/data/rrna_annotation.gff
new file mode 100644
index 0000000..33504ce
--- /dev/null
+++ b/hw9/data/rrna_annotation.gff
@@ -0,0 +1,349 @@
+# gff3-format
+Reference_10	barrnap:0.9	rRNA	67122	68652	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	68981	72061	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	469298	470826	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	471166	474246	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	3629599	3632680	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	3633020	3634549	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	6168837	6170367	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	6170707	6173787	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	6283193	6284716	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_10	barrnap:0.9	rRNA	6285056	6288138	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_11	barrnap:0.9	rRNA	924358	925855	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_11	barrnap:0.9	rRNA	926697	929642	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_11	barrnap:0.9	rRNA	929827	929936	1.4e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_11	barrnap:0.9	rRNA	2074460	2075957	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_11	barrnap:0.9	rRNA	2076799	2079744	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_11	barrnap:0.9	rRNA	2079929	2080038	1.4e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_12	barrnap:0.9	rRNA	691826	693271	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_12	barrnap:0.9	rRNA	693940	696699	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_12	barrnap:0.9	rRNA	696970	697080	2.6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_12	barrnap:0.9	rRNA	2332870	2332980	2.6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_12	barrnap:0.9	rRNA	2333251	2336010	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_12	barrnap:0.9	rRNA	2336680	2338122	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	2813420	2813531	1.1e-15	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	2813625	2816528	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	2816913	2818438	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3427588	3429113	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3429502	3432405	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3432499	3432610	1.1e-15	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3599363	3600888	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3601172	3604075	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3604169	3604280	1.1e-15	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3665486	3667011	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3667396	3670299	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_13	barrnap:0.9	rRNA	3670393	3670504	1.1e-15	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	10171	11680	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	11870	14771	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	14886	14983	3.8e-08	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	72554	74063	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	74253	77153	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	77225	77321	6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	82385	83894	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	84084	86984	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	87056	87152	6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	231436	232945	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	233135	236035	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	236108	236204	6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	310702	312211	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	312401	315301	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	315374	315470	6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	683152	684661	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	684851	687751	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	687824	687920	6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	2778514	2781414	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	2781837	2783346	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	3029045	3029139	6.5e-08	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	3029245	3029341	6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	3029412	3032311	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_15	barrnap:0.9	rRNA	3032734	3034243	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	260201	261738	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	262087	265180	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	265379	265489	4.3e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	2659020	2659130	4.3e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	2659329	2662315	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	2662823	2664360	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3410338	3410448	4.3e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3410641	3413543	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3413891	3415428	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3456134	3456244	1.6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3456437	3459339	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3459847	3461384	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3596344	3596454	1.6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3596652	3599554	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3599988	3601525	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3689941	3690051	1.6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3690244	3693146	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	3693494	3695031	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	4151983	4153520	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	4154028	4157014	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	4157213	4157323	4.3e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_16	barrnap:0.9	rRNA	4157458	4157568	2.8e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	223774	225311	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	225761	228661	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	228760	228870	4.3e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	2724096	2724206	4.3e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	2724304	2727204	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	2727639	2729176	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3421450	3421560	1e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3421695	3421805	4.3e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3421903	3424803	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3425244	3426781	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3939834	3941371	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3941729	3944629	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	3944727	3944837	4.3e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4033557	4035094	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4035544	4038445	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4038544	4038654	5.7e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4164685	4166222	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4166666	4169566	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4169664	4169774	1.5e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4206173	4207710	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4208068	4210968	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_17	barrnap:0.9	rRNA	4211067	4211177	1.5e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	278158	279662	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	279901	282821	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	282853	282958	1.7e-08	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	1622609	1622714	8.8e-07	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	1622746	1624467	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA (partial);note=aligned only 53 percent of the 23S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	1635746	1638666	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_18	barrnap:0.9	rRNA	1640324	1641476	2.5e-275	-	.	Name=16S_rRNA;product=16S ribosomal RNA (partial);note=aligned only 72 percent of the 16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	272475	274012	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	274653	277653	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	277853	277963	1.6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	2600832	2600942	1.6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	2601143	2604047	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	2604394	2605931	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3297919	3298029	2.8e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3298163	3298273	1.6e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3298478	3301380	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3301812	3303349	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3783291	3784828	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3785175	3788077	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3788282	3788392	1.6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3875792	3877329	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3877837	3880739	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3880944	3881054	1.6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	3998148	3999685	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	4000326	4003328	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	4003526	4003636	1.6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	4039316	4040853	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	4041238	4044140	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_19	barrnap:0.9	rRNA	4044345	4044455	1.6e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	337181	338783	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	338894	339005	7.7e-11	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	339428	342382	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	1602563	1604165	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	1604276	1604387	7.9e-11	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	1604491	1607443	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3034490	3037446	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3037550	3037661	7.7e-11	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3037775	3039377	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3746146	3749100	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3749511	3749622	7.7e-11	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3749736	3751338	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3970649	3973602	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3973800	3973911	7.7e-11	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_2	barrnap:0.9	rRNA	3974022	3975624	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	91582	93146	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	93651	96556	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	96663	96773	3e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	104033	105597	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	105993	108900	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	109007	109117	3e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	140070	141634	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	142113	145020	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	145127	145237	3e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	411313	412878	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	413274	416180	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	416287	416397	2.7e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	945381	946945	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	947311	950218	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	950325	950435	3e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1180420	1181984	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1182453	1185359	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1185466	1185576	2.7e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1630899	1632463	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1632942	1635850	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1635957	1636067	5.8e-11	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1831939	1833503	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1834007	1836913	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	1837022	1837132	3e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	2898402	2898512	3e-12	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	2898619	2901525	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	2901921	2903485	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	3015747	3017312	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	3673026	3673136	3e-12	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	3673245	3676150	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_20	barrnap:0.9	rRNA	3676546	3678110	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_21	barrnap:0.9	rRNA	687291	688803	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_21	barrnap:0.9	rRNA	689182	692247	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_21	barrnap:0.9	rRNA	692348	692458	2.3e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	1128072	1129602	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	1130134	1133021	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	1133156	1133265	7e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	2121789	2123320	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	2123851	2126738	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	2126876	2126985	7e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	2873037	2873146	7e-12	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	2873284	2876170	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	2876701	2878232	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	3790625	3790734	7e-12	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	3790872	3793759	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_22	barrnap:0.9	rRNA	3794289	3795820	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_23	barrnap:0.9	rRNA	159962	161472	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_23	barrnap:0.9	rRNA	161717	164639	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_23	barrnap:0.9	rRNA	164762	164870	5.7e-11	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	44109	45649	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	46136	49012	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	49201	49279	6.2e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA (partial);note=aligned only 66 percent of the 5S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	52741	54281	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	54768	57644	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	57833	57911	6.2e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA (partial);note=aligned only 66 percent of the 5S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	574432	575972	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	576459	579335	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	579524	579602	6.2e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA (partial);note=aligned only 66 percent of the 5S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	2971580	2971658	6.2e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA (partial);note=aligned only 66 percent of the 5S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	2971847	2974723	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_24	barrnap:0.9	rRNA	2975210	2976750	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	63817	63911	2.1e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	64023	66913	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	67036	68554	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	2105269	2106787	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	2107181	2110071	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	2110184	2110278	2.1e-09	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	4751437	4751531	2.1e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	4751643	4754533	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	4754656	4756174	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	5532457	5532551	2.1e-09	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	5532663	5535553	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_26	barrnap:0.9	rRNA	5535676	5537194	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_3	barrnap:0.9	rRNA	1642099	1643638	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_3	barrnap:0.9	rRNA	1643967	1646946	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_3	barrnap:0.9	rRNA	1647000	1647105	2.9e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_3	barrnap:0.9	rRNA	3453190	3453295	2.9e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_3	barrnap:0.9	rRNA	3453349	3456328	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_3	barrnap:0.9	rRNA	3456589	3458127	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	9734	11262	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	11520	14463	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	14596	14704	3.4e-13	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1268174	1269702	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1269968	1272913	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1273018	1273128	1.1e-14	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1551765	1553345	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1553664	1556811	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1736210	1737738	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1737957	1741032	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1741177	1741285	7.9e-14	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1755386	1756966	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1757289	1759333	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA (partial);note=aligned only 63 percent of the 23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1759456	1760578	4.4e-290	+	.	Name=23S_rRNA;product=23S ribosomal RNA (partial);note=aligned only 34 percent of the 23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	1798928	1799901	2.5e-232	+	.	Name=23S_rRNA;product=23S ribosomal RNA (partial);note=aligned only 30 percent of the 23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4115037	4115145	1.2e-13	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4115279	4118355	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4118641	4120221	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4135851	4135959	4.2e-14	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4136101	4139165	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4139650	4141185	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4146478	4146586	7.9e-14	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4146731	4149675	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_4	barrnap:0.9	rRNA	4149971	4151498	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	17070	18614	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	19039	21936	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	22028	22137	9.8e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	23071	24615	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	25040	27937	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	28029	28138	9.8e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	79289	80833	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	81258	84156	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	84248	84357	9.8e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	264354	265899	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	266324	269224	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	269316	269425	9.8e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	1331117	1331226	9.8e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	1331318	1334217	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	1334642	1336186	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	1578046	1578155	9.8e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	1578247	1581153	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_5	barrnap:0.9	rRNA	1581578	1583122	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_6	barrnap:0.9	rRNA	7192	8681	0.0	-	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_6	barrnap:0.9	rRNA	325106	327986	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_6	barrnap:0.9	rRNA	328067	328176	3.5e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_6	barrnap:0.9	rRNA	3154469	3155958	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_6	barrnap:0.9	rRNA	3214031	3214140	3.5e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_6	barrnap:0.9	rRNA	3214221	3217101	0.0	-	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	91888	93453	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	94051	96960	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	97081	97191	4.8e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	105466	107031	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	107630	110540	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	110661	110771	4.8e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	156496	158061	0.0	+	.	Name=16S_rRNA;product=16S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	158471	161381	0.0	+	.	Name=23S_rRNA;product=23S ribosomal RNA
+Reference_7	barrnap:0.9	rRNA	161502	161612	4.8e-12	+	.	Name=5S_rRNA;product=5S ribosomal RNA
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+Reference_7	barrnap:0.9	rRNA	2332595	2332705	2.5e-11	+	.	Name=5S_rRNA;product=5S ribosomal RNA
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+Reference_25	barrnap:0.9	rRNA	1822913	1823016	2.9e-10	+	.	Name=5S_rRNA;product=5S ribosomal RNA
+Reference_25	barrnap:0.9	rRNA	3744056	3744159	2.9e-10	-	.	Name=5S_rRNA;product=5S ribosomal RNA
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diff --git a/hw9/data/train.csv b/hw9/data/train.csv
new file mode 100644
index 0000000..46cde22
--- /dev/null
+++ b/hw9/data/train.csv
@@ -0,0 +1,64 @@
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diff --git a/hw9/data/train_part.csv b/hw9/data/train_part.csv
new file mode 100644
index 0000000..a3c3a93
--- /dev/null
+++ b/hw9/data/train_part.csv
@@ -0,0 +1,32 @@
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