diff --git a/5-Clustering/1-Visualize/notebook.ipynb b/5-Clustering/1-Visualize/notebook.ipynb
index 46c72bc1..adf42192 100644
--- a/5-Clustering/1-Visualize/notebook.ipynb
+++ b/5-Clustering/1-Visualize/notebook.ipynb
@@ -1,5 +1,652 @@
 {
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Nigerian Music scraped from Spotify - an analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>name</th>\n",
+       "      <th>album</th>\n",
+       "      <th>artist</th>\n",
+       "      <th>artist_top_genre</th>\n",
+       "      <th>release_date</th>\n",
+       "      <th>length</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>acousticness</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Sparky</td>\n",
+       "      <td>Mandy &amp; The Jungle</td>\n",
+       "      <td>Cruel Santino</td>\n",
+       "      <td>alternative r&amp;b</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>144000</td>\n",
+       "      <td>48</td>\n",
+       "      <td>0.666</td>\n",
+       "      <td>0.8510</td>\n",
+       "      <td>0.420</td>\n",
+       "      <td>0.534000</td>\n",
+       "      <td>0.1100</td>\n",
+       "      <td>-6.699</td>\n",
+       "      <td>0.0829</td>\n",
+       "      <td>133.015</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>shuga rush</td>\n",
+       "      <td>EVERYTHING YOU HEARD IS TRUE</td>\n",
+       "      <td>Odunsi (The Engine)</td>\n",
+       "      <td>afropop</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>89488</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0.710</td>\n",
+       "      <td>0.0822</td>\n",
+       "      <td>0.683</td>\n",
+       "      <td>0.000169</td>\n",
+       "      <td>0.1010</td>\n",
+       "      <td>-5.640</td>\n",
+       "      <td>0.3600</td>\n",
+       "      <td>129.993</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>LITT!</td>\n",
+       "      <td>LITT!</td>\n",
+       "      <td>AYLØ</td>\n",
+       "      <td>indie r&amp;b</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>207758</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0.836</td>\n",
+       "      <td>0.2720</td>\n",
+       "      <td>0.564</td>\n",
+       "      <td>0.000537</td>\n",
+       "      <td>0.1100</td>\n",
+       "      <td>-7.127</td>\n",
+       "      <td>0.0424</td>\n",
+       "      <td>130.005</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Confident / Feeling Cool</td>\n",
+       "      <td>Enjoy Your Life</td>\n",
+       "      <td>Lady Donli</td>\n",
+       "      <td>nigerian pop</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>175135</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.894</td>\n",
+       "      <td>0.7980</td>\n",
+       "      <td>0.611</td>\n",
+       "      <td>0.000187</td>\n",
+       "      <td>0.0964</td>\n",
+       "      <td>-4.961</td>\n",
+       "      <td>0.1130</td>\n",
+       "      <td>111.087</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>wanted you</td>\n",
+       "      <td>rare.</td>\n",
+       "      <td>Odunsi (The Engine)</td>\n",
+       "      <td>afropop</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>152049</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0.702</td>\n",
+       "      <td>0.1160</td>\n",
+       "      <td>0.833</td>\n",
+       "      <td>0.910000</td>\n",
+       "      <td>0.3480</td>\n",
+       "      <td>-6.044</td>\n",
+       "      <td>0.0447</td>\n",
+       "      <td>105.115</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       name                         album  \\\n",
+       "0                    Sparky            Mandy & The Jungle   \n",
+       "1                shuga rush  EVERYTHING YOU HEARD IS TRUE   \n",
+       "2                     LITT!                         LITT!   \n",
+       "3  Confident / Feeling Cool               Enjoy Your Life   \n",
+       "4                wanted you                         rare.   \n",
+       "\n",
+       "                artist artist_top_genre  release_date  length  popularity  \\\n",
+       "0        Cruel Santino  alternative r&b          2019  144000          48   \n",
+       "1  Odunsi (The Engine)          afropop          2020   89488          30   \n",
+       "2                 AYLØ        indie r&b          2018  207758          40   \n",
+       "3           Lady Donli     nigerian pop          2019  175135          14   \n",
+       "4  Odunsi (The Engine)          afropop          2018  152049          25   \n",
+       "\n",
+       "   danceability  acousticness  energy  instrumentalness  liveness  loudness  \\\n",
+       "0         0.666        0.8510   0.420          0.534000    0.1100    -6.699   \n",
+       "1         0.710        0.0822   0.683          0.000169    0.1010    -5.640   \n",
+       "2         0.836        0.2720   0.564          0.000537    0.1100    -7.127   \n",
+       "3         0.894        0.7980   0.611          0.000187    0.0964    -4.961   \n",
+       "4         0.702        0.1160   0.833          0.910000    0.3480    -6.044   \n",
+       "\n",
+       "   speechiness    tempo  time_signature  \n",
+       "0       0.0829  133.015               5  \n",
+       "1       0.3600  129.993               3  \n",
+       "2       0.0424  130.005               4  \n",
+       "3       0.1130  111.087               4  \n",
+       "4       0.0447  105.115               4  "
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "\n",
+    "df = pd.read_csv(\"../data/nigerian-songs.csv\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 530 entries, 0 to 529\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   name              530 non-null    object \n",
+      " 1   album             530 non-null    object \n",
+      " 2   artist            530 non-null    object \n",
+      " 3   artist_top_genre  530 non-null    object \n",
+      " 4   release_date      530 non-null    int64  \n",
+      " 5   length            530 non-null    int64  \n",
+      " 6   popularity        530 non-null    int64  \n",
+      " 7   danceability      530 non-null    float64\n",
+      " 8   acousticness      530 non-null    float64\n",
+      " 9   energy            530 non-null    float64\n",
+      " 10  instrumentalness  530 non-null    float64\n",
+      " 11  liveness          530 non-null    float64\n",
+      " 12  loudness          530 non-null    float64\n",
+      " 13  speechiness       530 non-null    float64\n",
+      " 14  tempo             530 non-null    float64\n",
+      " 15  time_signature    530 non-null    int64  \n",
+      "dtypes: float64(8), int64(4), object(4)\n",
+      "memory usage: 66.4+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "name                0\n",
+       "album               0\n",
+       "artist              0\n",
+       "artist_top_genre    0\n",
+       "release_date        0\n",
+       "length              0\n",
+       "popularity          0\n",
+       "danceability        0\n",
+       "acousticness        0\n",
+       "energy              0\n",
+       "instrumentalness    0\n",
+       "liveness            0\n",
+       "loudness            0\n",
+       "speechiness         0\n",
+       "tempo               0\n",
+       "time_signature      0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>release_date</th>\n",
+       "      <th>length</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>acousticness</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "      <td>530.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2015.390566</td>\n",
+       "      <td>222298.169811</td>\n",
+       "      <td>17.507547</td>\n",
+       "      <td>0.741619</td>\n",
+       "      <td>0.265412</td>\n",
+       "      <td>0.760623</td>\n",
+       "      <td>0.016305</td>\n",
+       "      <td>0.147308</td>\n",
+       "      <td>-4.953011</td>\n",
+       "      <td>0.130748</td>\n",
+       "      <td>116.487864</td>\n",
+       "      <td>3.986792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>3.131688</td>\n",
+       "      <td>39696.822259</td>\n",
+       "      <td>18.992212</td>\n",
+       "      <td>0.117522</td>\n",
+       "      <td>0.208342</td>\n",
+       "      <td>0.148533</td>\n",
+       "      <td>0.090321</td>\n",
+       "      <td>0.123588</td>\n",
+       "      <td>2.464186</td>\n",
+       "      <td>0.092939</td>\n",
+       "      <td>23.518601</td>\n",
+       "      <td>0.333701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1998.000000</td>\n",
+       "      <td>89488.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.255000</td>\n",
+       "      <td>0.000665</td>\n",
+       "      <td>0.111000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.028300</td>\n",
+       "      <td>-19.362000</td>\n",
+       "      <td>0.027800</td>\n",
+       "      <td>61.695000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2014.000000</td>\n",
+       "      <td>199305.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.681000</td>\n",
+       "      <td>0.089525</td>\n",
+       "      <td>0.669000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.075650</td>\n",
+       "      <td>-6.298750</td>\n",
+       "      <td>0.059100</td>\n",
+       "      <td>102.961250</td>\n",
+       "      <td>4.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2016.000000</td>\n",
+       "      <td>218509.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>0.761000</td>\n",
+       "      <td>0.220500</td>\n",
+       "      <td>0.784500</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.103500</td>\n",
+       "      <td>-4.558500</td>\n",
+       "      <td>0.097950</td>\n",
+       "      <td>112.714500</td>\n",
+       "      <td>4.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>242098.500000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>0.829500</td>\n",
+       "      <td>0.403000</td>\n",
+       "      <td>0.875750</td>\n",
+       "      <td>0.000234</td>\n",
+       "      <td>0.164000</td>\n",
+       "      <td>-3.331000</td>\n",
+       "      <td>0.177000</td>\n",
+       "      <td>125.039250</td>\n",
+       "      <td>4.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2020.000000</td>\n",
+       "      <td>511738.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>0.966000</td>\n",
+       "      <td>0.954000</td>\n",
+       "      <td>0.995000</td>\n",
+       "      <td>0.910000</td>\n",
+       "      <td>0.811000</td>\n",
+       "      <td>0.582000</td>\n",
+       "      <td>0.514000</td>\n",
+       "      <td>206.007000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       release_date         length  popularity  danceability  acousticness  \\\n",
+       "count    530.000000     530.000000  530.000000    530.000000    530.000000   \n",
+       "mean    2015.390566  222298.169811   17.507547      0.741619      0.265412   \n",
+       "std        3.131688   39696.822259   18.992212      0.117522      0.208342   \n",
+       "min     1998.000000   89488.000000    0.000000      0.255000      0.000665   \n",
+       "25%     2014.000000  199305.000000    0.000000      0.681000      0.089525   \n",
+       "50%     2016.000000  218509.000000   13.000000      0.761000      0.220500   \n",
+       "75%     2017.000000  242098.500000   31.000000      0.829500      0.403000   \n",
+       "max     2020.000000  511738.000000   73.000000      0.966000      0.954000   \n",
+       "\n",
+       "           energy  instrumentalness    liveness    loudness  speechiness  \\\n",
+       "count  530.000000        530.000000  530.000000  530.000000   530.000000   \n",
+       "mean     0.760623          0.016305    0.147308   -4.953011     0.130748   \n",
+       "std      0.148533          0.090321    0.123588    2.464186     0.092939   \n",
+       "min      0.111000          0.000000    0.028300  -19.362000     0.027800   \n",
+       "25%      0.669000          0.000000    0.075650   -6.298750     0.059100   \n",
+       "50%      0.784500          0.000004    0.103500   -4.558500     0.097950   \n",
+       "75%      0.875750          0.000234    0.164000   -3.331000     0.177000   \n",
+       "max      0.995000          0.910000    0.811000    0.582000     0.514000   \n",
+       "\n",
+       "            tempo  time_signature  \n",
+       "count  530.000000      530.000000  \n",
+       "mean   116.487864        3.986792  \n",
+       "std     23.518601        0.333701  \n",
+       "min     61.695000        3.000000  \n",
+       "25%    102.961250        4.000000  \n",
+       "50%    112.714500        4.000000  \n",
+       "75%    125.039250        4.000000  \n",
+       "max    206.007000        5.000000  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Top genres')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "top = df['artist_top_genre'].value_counts()\n",
+    "plt.figure(figsize=(10,7))\n",
+    "sns.barplot(x=top[:5].index,y=top[:5].values)\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.title('Top genres',color = 'blue')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Top genres')"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df = df[df['artist_top_genre'] != 'Missing']\n",
+    "top = df['artist_top_genre'].value_counts()\n",
+    "plt.figure(figsize=(10,7))\n",
+    "sns.barplot(x=top.index,y=top.values)\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.title('Top genres',color = 'blue')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Top genres')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df = df[(df['artist_top_genre'] == 'afro dancehall') | (df['artist_top_genre'] == 'afropop') | (df['artist_top_genre'] == 'nigerian pop')]\n",
+    "df = df[(df['popularity'] > 0)]\n",
+    "top = df['artist_top_genre'].value_counts()\n",
+    "plt.figure(figsize=(10,7))\n",
+    "sns.barplot(x=top.index,y=top.values)\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.title('Top genres',color = 'blue')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Wu796HEVROGvCyZw18ZThbpIg7Jc6fJ38b/NHfFT5JeFoGIACew6njzuemTlTRQFVQdgHRHAkDFpZeyV/+ex+QtEwRxfO4TczFopvuYIwSM6Ai7e3fMwH5csJRoIApJiSOGnMURxdNBeTVhSTFIS9RQRHwqDUOhtY9Ol9uENepmZO4MZ5l4+4ui3hiIzHH8LjC+PxhfEGwkSiMuGITCQqE+m5jiqoJFCppNhFil2r1Sr0WhV6rQa9To1Oq0KvVaPXadBru+/rNKhV+29AGJUVQuFo90UmFIndDoajhMMywfhjUYJhmXBk2+2e7eGojCwrsYuiEO253XM/Grvu2QYg9XzOkoTU89n33O7+/CUJJElCo1ah1Wx/Ufe+r95ue/fPyKBTY9BrMOg08ds6jWq/Ct7dQQ/vbf2MD8o/xx30AGDUGlhQNI8TR88n1Zw8zC0UhAOPCI6EPVbrbGDRZ/fjDnooTsrntvnXYNAa9mkbAsEIDW0e2px+2jr93dc+2px+Opx+3P4wwVB0n7RFo1ah16m7A6fu6+7buu23/ehap1WjkiTU6lhgoO4JzlSx2xIS0XhQIROViQUZUbl7O8hyLLjrCWiC2wc6ve73PC5vFwxFiUQPnn8DKonugEndHTRpMOjV8WuzQYvZ2H0xaLGYtrtt7L5v0KLXqfdpkBWKhFhes5J3tiyLF5OUJIlpmRM5tvgIDskYL2olCcIQEcGRsEe2D4yKEvP40/yrsOjMe+31QuEo1U0uapvd1LW4qe2+tDp8A3q+JNHrRKfTqNGoVWjUEhqNCo1ahVoloSjEezei8R4PmVBYJhjaFnj03A6F903gtS9punvKtN2Bm16rQqdVo9PEgjlt9/2ewE6nVcU/z54Ar6cHqNd9Ve/gD2LVoxVFISpvux3raYrdlxW263mK9faFIzLh+O3otm0/uh8MRwkEIwRCsetQRB7Sz0mnVWO36LBZ9NgseuwWPTaLDntC7H6yzUCK3UiKzYhOO3S9qbIi80PTJt4p+5j1LVvi21NNSSwonsfRRXPF+oWCMEgiOBJ2W3VnPX/9/IG9FhhFozK1LW7Kap1sretka52TmiYXUbn/X1WrWUd6konURCOp9p5rIyl2I1azDotRi8mgjZ+Qh5KiKIQiscApEIrEemZCvQOo7QOp/h4LhaPb9QxtC8p67isKqFSgVqn6DTrU2/UybQtYth/+27atZxiwV3Cj2bavVqver4cHdyYqKwRD24KlQCiKPxghGIriD0UIhiL4AxF8wQhefxhP98W73XXPbXkHv4s7YrPoSLFv+71MtRvJSDaTnWohI8WMfg+Dp0ZXMx9VfMln1d/gDcW+KKglFYflTOWY4nlMSBuDShK9SYKwu0RwJOyWNU0buP/rp/BHAkMWGAVCEcpqO9lY0cGGyg4213T22yNjs+goyLSSm55AXnoCud0Xm0U/qNcXhN2hKAr+YASXN0SXJ0iXJ4TTE6TLE4xdu0N0ugN0dPlpcwYG1LuYYjeSlRILlrJSzWSlWshLTyAt0TSgoD4UCfFN3Wo+rFjO1o6qbcc1JXFEwWEcUTCLrIT0Qb1vQTiYiOBIGLD3t37G02v+i6IoTEgbw/VzL92jwMgXCFNa7WBjZQcbKjrYWtfZJ+fFZNAwKsfO6Fw7o/MSGZ1rJ9Vu3K8SaQVBURTcvjDtTj/tzt45cU3tXhrbPHgDkR0+36hXk5dhpSDTSn7PdaYVq1m3w+dUd9bxUcUXfFW7Kl55G2LVt48smMWcvOl7dQhcEA4EIjgSdikSjfDs2qW8t/VTAOYXzubS6eeiUWsG9HyvP8zGyg7WV7SzobKDynonPx6VSLIamFiczMSiZCYUJZOTlrBXhsEEYSRRFAWXN0Rjm5fGdg8NbR4a2700tHqob/UQifafJ5VkNVCUbWNUjp1ROTZG5dpJshp6fXkIRcOsaljH59XfsrZ5E7ISO5ZGpWF61iRm505nWtZEDBrR8yoIPyaCI2Gn6ruaeOjbp6ly1gFw7uTTOa3kuJ324PgCYTZVOVhX3s768jYqG7r6BEMZySYmFMWCoYnFKaQnmQ6qXiFFUUCRUSJhlGgEJRoBObLtvtz/UMy2z0iKX0lqDZJaC93XsfsaUO3b2VTC0IpEZRrbPNQ0ualudlHT5KK6yUXLDiYh2BP0jMqxU5zTEzTZSbbFAianv4svar7j8+pvqe1qiD9Hp9YyLXMSs3KniUBJELYjgiOhX7Ii88HWz3lu3euEo2ESdGYuO+w8ZmRP6bOvPxihtMrBuvK22DBZvbNPwmpWiplJo1KYWJzChMJkUhP3/wJ2ciSE7HMR9bqI+rqI+lxEfS5knws54EUO+WOXoB+l+zp+PxwE9vafnhQLkjSxgEmlNSDpDKi6L5L2R9c6AyqtPnZbb0KtN6MymFEZTKj0sWtJaxAB1zDzBcLUNLmpaHBSXu+kor6L2mZXny8gAHaLPh4sFXcHTl6lnW/qV/NN7fe0eNvj+24LlKYyJWM8Zp1pH74rQRhZRHAk9FHWXskzP7xGWUclAIdkjOfyw84n0WgDwOUNsaXGQWm1g/Xl7Wytc/aZSZaRbGJScQqTRqUwqTiFFPv+FQwp0TARVweRrjYiXW2Eu68jXa1EXB1EvV0oIf+uD7Q7unt8JLUWqd9CmrHPuNefrKLEep2iEZTupSb2KknVHTCZUenNqA2m+O1tQVTvgKrXtc6wg/cmDEYgFKG60UV5/XYBU4u731l1VrOO4mwbRTk2rPYIbUol6ztX0+rbFiipJBUlKcVMy5rEtKyJZCdkiKBYOKiI4EiIa/a08cK6N/i2bjUAerWOcyefzviEaWyu6WRzdSel1Q4a2jx9npuWaGTSqBQmd/cOpSWO7G+dcjgYD3y2v/QEQVG3gwH17KjUqE3W+EVlsqI22boDBlOsl0ZvRKUzIekNqHQmVHojklY/5ENgiqKAHI0P0ynRcHfQFEGJhJDDQZRQADkUQA4H4reVcPd19/aenq5owIcc9CIHfcgBL+xgqG93STpj7LPpCZjit3su3UFXv4+ZkPRGJDE9fZeC4ShVjV1U1Dkpr++iosFJbbO735IYZqOWrHQ9apObTlUNTqkOyeCl51cyzZzMxPQSJqaNYULa2PgXJUE4UIng6CCnKAqlbVt5b+tnrKxfS9RvRPFZydWWYIxkUFXv7nc2TXaqmbH5SUwqjuUMZSSPrNkvctC3LdhxthJxdQdAzjYirjai3q5dHkNSa9HYUvu5pKA2J8aCIYP5oPhGrSgKSjgYGy4MepF7AqeAj2h8W/cluO2xbfd9KJHQELVGQtIbUemM3YFn7DoedP14e3/beoJUje6g+Pn16CmmWtHQRUW9k4p6J9VN7n4Tv9Vq0JtDhHQdYHChMnqQTB4knZ9sazoT0sYwNqWYUckFZFhSRT0l4YAigqODkCwrlDY2sHzzRlZVVtLRGUHxJSD7EkDuOwNNr1MzNi+RsfmJjCtIYmx+0k6nEu9tihwl6nEScbX3vnS1EemKXcuBvr1bPybpDGhsaWj7DYDSUJttB9WJc29TIuHegVPQR3S72/HLdgGV3Kv3ygfyjqe97xFJFQ+a+g2i4r1/2z/WuxdQ1R2USRrt0LZtHwlHZOpa3N3DcU4qGrqoanTtuD6TKoJk9KLSe5EMPiS9D5MlSlFGCiWZuRQl5ZJryyLDkopaDKEK+ykRHB2gAsEIrZ0+WjtjdVXq2rqoammnoc2D06mgyP1/y9Np1RRmWinMtlGUbWNMrp2CTCtq9d7/VqgoSuyE6XXGLh4nUW8XEXcHUVfHtiDI7RjQEI/KaEFj7Q527N1BkDUVjT22TWWwiOBnP6IoSmx4MOiLDf0FffEE922J775t93u2BX2xocTt9ldCAYY8IV6l6RVYqfSmWJL7QAKrH+0nDbBMxt4SlRVaHT5qml3UNMeW7altdlPf6t75OnyqCJLeh2Two9aFsCdoSUs0k51sJzcliaL0FPIS07EZrOJvTxjRRHC0H4hG5V5LGni3u3R5Y9V4ne4gDlcAh8uP0xPE599F8CDJGMwRMlNMTMrPZnROCsXZNrJSzIMKhBRFQYmGUULBeC6LHPASDXiQ/R7kgCc2DBPwxHoI/B6i3q7ugKhr4EnFkgpNQhIaWypqazIaawoaawpaW1q890el37+SwIV9R1FklFDwRwFTT6C1LcCKb+tvv+6gSwkHhrx9kkbXT2DVPQyo1SNpdajit/VIGh2q7mtJq0el1W13W7/d8/SoNLpY8v8eBCeRqExTu5e6FjfNHV4a2700tXupb3PR6QoxoLOJOoxKF0KnUzAYJIxGNQlGLVaLnkSLkRSrmZSEBOxmE3aTCbvZhNmgx6BT75MvaYIAIjjaI/WtbspqO7vXwYqtiC7LSt/1sXpu97M9HJV7rZoeCkdja3R13w6HY7f9wQj+4J4NJahVIQxaPwaND4PWR6IxSnaCmtHJJialp2LSagEFlNhF6U7mRY6gRLdP7O3Z1nM7ihINI/cEQD2JvuFgbIq6MrgFPiW9CY3ZjtpsQ222o05IjAc/PRe1xS5mPQkjgiJHu5PbtwVMPcGUEtzBth8FXT0B19DlZe2CpELSaOOTArbNlNQgqTTdj3VvV233mFoDvSYSqGLJ8SoVEVmiPaCm1aemzaei1RelzSfT4VfoCqjwhrSE+xm23x0qKYpGLaNRy2jVUTRqBbUEarWCWiUhadVIBgMadWz9QbVaQqMGdfci0+r4Asg96xSy3W0JSSUhEVvLUJIkJCm2Vl22LR2j1oBK2rZdQtpWbixedkzavgRZ/LHiHPuIn6Qi9HbQB0cLFy6kqalpt57T2ukb2DekIaegQkECJBSknvtS7FoVf1xG1b1teEmx/wySKvYtVVJtu6/adr/nn2vP9bZ/K4JwEOopEKoobPvy0n2/5x9P/Lbyo/2I31a2++ITf84w/0+I/XeSkJXYdc99BQnlR9t69lcOgP8HKkna7dpumZmZPPfcc3upRcKuDO/A9n5qKL8B9ARmmZmZQ3bM/Y34DMRnAOIz6NHU3Az0/Rz2/xBh4MTvgjDcDvqeo+G2YMECAJYtWzbMLRk+4jMQnwGIz6CH+BzEZyAMP5HdJgiCIAiCsB0RHAmCIAiCIGxHBEeCIAiCIAjbEcGRIAiCIAjCdkRwJAiCIAiCsB0RHAmCIAiCIGxHTOUXBEEQBEHYjug5EgRBEARB2I4IjgRBEARBELYjgiNBEARBEITtiOBIEARBEARhOwd9cLRw4UIWLlw43M0QBEEQhEER57OhoxnuBgy3ntWfBUEQBGF/Js5nQ+eg7zkSBEEQBEHY3ogLjh5//HHOO++8ne6zdetWLr30UmbOnMns2bO56qqraGxs3EctFARBEAThQDaigqPnn3+e+++/f6f7dHZ2cuGFF2IwGHj22Wf517/+hcPh4OKLLyYYDO6bhgqCIAiCcMAaETlHLS0t3HbbbaxYsYKCgoKd7vvxxx/j8/n4xz/+gcFgAODuu+9m/vz5rF69mtmzZ++DFguCIAiCcKAaET1HGzduRKvV8tZbbzFlypSd7jt79mz++c9/xgMjAJUq9jZcLtdebacgCIIgCAe+EdFzdPTRR3P00UcPaN+cnBxycnJ6bXviiScwGAzMmDGj3+csWLBgh8dramoiMzNz4I0VBEEQhGEizmf7xogIjgbj2Wef5bnnnuNPf/oTSUlJw90cQRAOQNFolHA4PNzNEA4AWq0WtVo93M0QdmG/DY4UReGBBx7g0Ucf5fLLL9/pDLdly5bt8LGdReGCIBzcFEWhubkZp9M53E0RDiB2u52MjAwkSdrt5+7yfKYog2ma0G2/DI7C4TC33HILb7/9NrfccgsXXHDBcDdJEIQDUE9glJaWhslk2qOTmSD0UBQFn89Ha2srwF4ZAot0tRFsqkSfWTTkxz6Y7JfB0U033cRHH33EkiVLOPnkk4e7OYIgHICi0Wg8MEpOTh7u5ggHCKPRCEBraytpaWl7YYhNIdReK4KjQRrxwVE0GsXhcJCQkIDBYGDp0qW8++673HTTTRx22GG0tbXF9+3ZRxAEYbB6coxMJtMwt0Q40PT8ToXD4b2TfyRG1gZtREzl35mmpibmzZvHu+++C8Dbb78NwD/+8Q/mzZvX69KzjyAIwlARQ2nCUBO/UyPfiOs5Wrx4ca/7OTk5bNmyJX7/3//+975ukiAIgiAIB5ER33MkCIIgCMLuEONqgyWCI0EQhBFKGYJp2Xt6jKF4bUHYX4ngSBAEYQR65ZVXuOuuu+L3ly5dytixY6mvrx/Q810uFzfddBOrVq3arddtbm7m0ksvpaGhYbeeJ4wgIrAdNBEcCYIgjECPPvpor+KT8+fP5+WXXyYtLW1Azy8tLeXNN99EluXdet2vv/6azz//fLeeIwgHmhGXkC0IgiD0lZSUJJZIEoR9RPQcCYIg7EWBQIAlS5Zw3HHHMXHiRKZNm8aFF15IaWkpADfffDO/+tWvuO2225g2bRonnXQSRx55JA0NDbz++uvxobQfD6s5HA6uv/565s6dy6RJkzjttNN44403AFixYgXnn38+AOeff/5Ol1fa3tKlS7nllluA2FIUN998MxCrN/f8889z6qmnMnnyZObPn88999xDMBiMP/fmm2/mvPPO49VXX+Woo45i6tSp/OpXv2Lz5s27/Zm1trZy7bXXcthhhzFjxgxuvfVW7rvvvj4LlL/yyiucfPLJTJw4kfnz5/PQQw8RjUZ7temCCy7gtdde4/jjj2fixImcdtppLF++vNd7Hj9+PK+88gpz587lsMMOo7y8HICPP/6YM888k0mTJjF37lz+9re/4fP5dvv9CPsf0XMkCIKwF/Xk/Vx33XXk5eVRU1PDAw88wPXXX88777wDwKpVq9Dr9TzyyCP4fD4yMzO59NJLGT9+PL/97W/7HUq78cYb6ejoYNGiRVgsFt58801+//vfk5GRwcSJE7n11lv5y1/+wq233srMmTMH1Nb58+dz+eWX8+ijj/Lwww8zduxYAG699VbefPNNLrnkEg499FA2bdrEI488QmlpKU8++WS8bk9paSmVlZVcd9112Gw2HnzwQRYuXMi777474OHAUCjEr371K3w+H3/4wx+wWCw88cQTlJaWkpqaGt/v8ccf57777mPhwoXccsstlJaW8tBDD9HU1MTf//73+H4bNmygtbWVq666CovFwgMPPMCVV17J8uXLsdlsQCz4+/e//80dd9xBZ2cnxcXF/O9//+OGG27g1FNP5ZprrqGhoYH77ruP8vJynn766RFdq0gk0w+eCI4EQRD2klAohNfr5U9/+hMnnXQSAIcddhgej4fFixfT3t4OQCQS4S9/+QsZGRnx5+p0OpKSkjjkkEP6PfbKlSv53e9+xzHHHBM/rt1uR6fTYbFYGDVqFACjRo2K396VpKQk8vLyABg3bhw5OTmUl5fz6quvcv3113PppZcCMHfuXNLS0rjppptYvnw5Rx55JABut5vHHnuMQw89FIDJkydzzDHH8Mwzz3DDDTcMqA1vvfUWlZWVvPbaa0ycOBGAWbNmxd9nz+v885//5JxzzuFPf/oTAPPmzcNut/OnP/2JCy+8kNGjR8f3Xbp0afx9mUwmFi5cyLfffsvxxx8fP+Zll13G/PnzgVhwcc8993D44Ydzzz33xPcpKCjgggsu4PPPP4/vKxyYxLCaIAjCXqLT6Xjqqac46aSTaGlp4dtvv+Wll17i008/BWLBE2xbpX13zJw5k4ceeoirrrqKV155hfb2dn7/+98zbdq0IX0PK1euBOizjuXJJ5+MWq1mxYoV8W05OTnxwAggLS2NqVOn8t133w349b799ltyc3PjgRGAxWLhqKOOit9fs2YNgUCAo48+mkgkEr/0DLt99dVX8X23D/iA+Ofs9/t7ve64cePitysrK2lubu5z/BkzZmCxWHodf2QSPUeDJXqOBEEQ9qIvvviCv//971RWVmI2mykpKYmvrdUz/GE2m3f7uPfddx+PPfYY7733Hh988AEqlYo5c+bwl7/8hezs7CFrf1dXF0CvIS0AjUZDYmIibrc7vi09Pb3P85OTk9m4ceOAX6+zs7PfhX6339Yzi6+nJ+vHela9h20LvfboGQ778Sy+7dfQ6zn+okWLWLRo0U6PLxyYRHAkCIKwl9TW1saHvh5//HFyc3ORJInnn3+eL774YlDHTkhI4MYbb+TGG2+ksrKSZcuW8c9//pNFixbxxBNPDNE7IJ6X09bW1ivoCofDdHZ2kpiYGN/W2dnZ5/nt7e39Bjs7kp6eTnV1dZ/tHR0d8dtWqxWAe+65h4KCgj77pqSkDPj1+tNz/J4Fzn+s5zMZsUTH0aCJYTVBEIS9ZMOGDQSDQS699FLy8vLivRY9gdHOEmdVqh3/e25oaODII4/k/fffB6CoqIhLLrmEOXPm0NjYCLDHq73/+HV7goOe5PEe77zzDtFolOnTp8e3VVdXU1FREb/f0tLCmjVrmD179oBf/7DDDqO+vj4+mw9iM/62DyanTJmCVqulpaWFSZMmxS8ajYZ77713wIUyd6SoqIjk5GTq6+t7HT89PZ0lS5awadOmQR1fGPlEz5EgCMJeMmHCBDQaDXfffTcXXXQRoVCIpUuX8tlnnwHsdFq41Wpl06ZNrFy5ksmTJ/d6LDs7m4yMDP72t7/h8XjIy8tjw4YNfP755/zmN78BYj1LAJ999hk2m42SkpIBtbmn1+Sjjz7iiCOOYNSoUZxxxhk8+OCD+P1+ZsyYQWlpKQ8//DAzZ87k8MMPjz9XURQuu+wyrr32WtRqNQ8//DA2m23ApQQATjnlFJ544gl+97vfcfXVV2O1Wnn66afp6OggKysLgMTERC6++GIeeOABPB4PM2fOpKWlhQceeABJkgb8XndErVZz7bXXcuutt6JWqznqqKNwuVz885//pKWlhQkTJgzq+HudsnuFP4W+RHAkCIKwl+Tn57NkyRIefvhhLr/8cmw2G4cccgjPPvss55133k6X9rjooov4+9//zq9//WuefvrpPo8//PDD3HvvvTzwwAN0dnaSmZnJFVdcEc/DGT16NKecckp8CO/tt98eUJtnzpzJnDlzWLJkCd988w1PPPEEd9xxB/n5+bz22mv861//Ii0tjfPPP5/f/va3vXqasrKy4u32+/3MmTOHRx99FLvdPuDPTKPR8NRTT3HHHXdw++23o9Fo+MlPfoLdbqeqqiq+3zXXXENqaiovvPACTz75JDabjdmzZ3PdddfFA8PBOOusszCbzTz55JO8/PLLmEwmpk2bxj333ENubu6gjy+MbJJykBdEWLBgAQDLli0b5pYIgjCSBAIBqqqqKCwsxGAwDHdzRrybb76ZlStX8sknnwzqOFu3bqWyspLjjjuuVy2hn/3sZ2RkZPDwww8PtqnDbm/9bi1YsICIs4X/PXEP1uknDNlxD0ai50gQBOEgEIlEdrmPSqXaaa7TYESj0V0WJ5QkCZ/Px9VXX825557LscceSzQa5d1332XDhg0DrpV0sDvI+zyGhAiOBEEQDnD19fXxXvKdueKKK7jyyiv3ShsuuOCCeM2kHcnOzuaTTz7h/vvv56mnnuKNN95AURTGjx/Pk08+yaxZs/ZK2w44IjgaNBEcCYIgHODS0tJ49dVXB7Tfnlq8ePFOH1+0aBFer3en++h0OgBOOOEETjhBDAvtOREcDZYIjgRBEA5wOp2OSZMmDWsbioqKhvX1Dyqi52jQRJ0jQRAEQTiAKGIq/6CJ4EgQBEEQDiSi52jQRHAkCIIgCAcSERwNmgiOBEEQBOFAIobVBk0ER4IgCIJwABF1jgZPBEeCIAgHuUWLFjF16lSmT59Oe3v7cDdHGCwRHA2amMovCIJwENu8eTMvvPACixYtYt68eaSkpAx3k4TBEsNqgyZ6jgRBEA5iLpcLgLlz55KTkzPMrRGGhOg4GjTRcyQIgrAbFEUhGIoO2+vrdepeC7IORFlZGUuWLGH16tX4/X7S09P55S9/id1u55ZbbgHgmGOO4YwzzuCMM87gwgsv5JprruGpp54iOzubV199lZaWFpYsWcI333yD1+tl+vTp3HjjjZSUlACxhWdDoRB2u5033ngDvV7PaaedxnXXXRevfN3U1DToYwg7JyOJOkdDQARHgiAIA6QoCr9/+EtKqx3D1oZxBUncdcW8AQdIfr+fiy66iLlz5/LSSy+hVqt55ZVXuOuuu3jppZd46KGHuPLKK3nllVcoLCxk06ZNRKNRPv/8c15++WX8fj8+n49f/OIX5Obm8uijj6LT6XjooYdYuHAhb775JtnZ2QB8+OGHzJ8/n5deeom6ujr++Mc/4vf7WbRoER6PZ9DHEHatU7ZQ2SmRNNwN2c+JYTVBEIQDmN/v5/zzz+fWW2+luLiYgoICrrrqKgBqamqw2WwAJCUlkZCQEH/eRRddREFBAePGjeOtt96is7OTBx54gMmTJ1NSUsKSJUswGAw8//zz8edYrVbuvvtuxowZw4IFC7j66qt57bXX8Hg8Q3IMYWAaXcPdgv2f6DkSBEEYIEmSuOuKefvVsFpSUhLnnnsub7/9Nps2baK2tpbNmzcDIMs7Hn4pKCiI3y4rK6OgoICkpG39EQaDgcmTJ1NWVhbfNnnyZIxGY/z+1KlTCYfDVFVVDckxhnt9uP2FLJKOBk0ER4IgCLtBkiQM+v3nX2dbWxvnnHMOSUlJHH300cybN49JkyZx5JFH7vR5er0+fntHdXNkWUaj2fZZaLXaPo8DqNXqITmGMDA7iXmFARLDaoIgCAewt99+G6fTyYsvvshvf/tbjj32WLq6uoCBFwscO3Ys1dXVdHR0xLcFg0E2bNjAqFGj4ts2btxINLqtV23NmjUYjUYKCwuH5BjCwIgikIMngiNBEIQDWEZGBn6/n/fff5/Gxka+/PJLrrvuOgBCodCAjnHqqadit9u55pprWLduHZs3b+aGG27A5/NxzjnnxPdraGhg0aJFVFRU8OGHH/Lggw+ycOFCjEbjkBxDGBhZFsHRYO0/fcOCIAjCbjvhhBPYuHEjixcvxuPxkJ2dzVlnncWyZctYv349RUVFuzxGQkICzz33HIsXL+aCCy4AYPr06bz44ovk5ubG9zvkkENQqVT87Gc/IyEhgfPPP5/LL798yI4hDIwixtUGTVIO8v63BQsWALBs2bJhbokgCCNJIBCgqqqKwsJCDAbDcDdnxLv55ptpaGjg2WefHdZj7A/21u/WggULaHH4+NNll/Pz35w/ZMc9GIlhNUEQBEE4gIieo8ETwZEgCIIgHEBkUSF70ETOkSAIgjBoixcvHhHHEETP0VAQPUeCIAiCcAARs9UGTwRHgiAIgnAAET1HgyeCI0EQBEE4gERFz9GgieBIEARBEA4gEdFxNGgiOBIEQRCEA0gwEhnuJuz3RHAkCIIgCAcQfzi6652EnRLBkSAIgiAcQKKyNNxN2O+J4EgQBOEg99BDD3H00Ufv9dcZO3YsS5cu3euvc7CLiOBo0EQRSEEQhIPcRRddxC9/+cu9/jpffvklCQkJe/11DnYRRQRHgyWCI0EQhN2gKApKODhsry9p9UjS0J78zGYzZrN5SI/Zn9TU1L3+GoIYVhsKIjgSBEEYIEVRaHzmjwTrtwxbG/Q5JWSd/7fdCpDGjh3LHXfcwdtvv83q1auxWq38/Oc/54orrgBiw2qvv/46n3zyCQC1tbX89a9/ZdWqVVgsFi666CJeeOEFLr/8cs4880wAXnvtNZ588kkaGhrIzs7m5z//Oeeddx4qlYr6+noWLFjAddddxzPPPIPBYODNN99k+vTp3HnnnZx55pmEQiHuu+8+PvjgA1pbWzGZTMyePZvbbruNpKSk+DEefPBBnnzySUpLS0lLS+M3v/kN55xzTr/vc+nSpdx///1cccUVPPjgg3i9XubMmcOtt95Keno6AIFAgMcee4z//e9/tLa2UlRUxG9/+1uOP/74AR9jpAvJImNmsMQnKAiCsFv2z2/ld911F2eccQbvvPMOCxcu5KGHHuK7777rs5/f7+eCCy5AlmVefPFF7rvvPpYuXUpdXV18n5dffpl//OMfXHHFFbzzzjtcc801/Otf/+Kee+7pdazXX3+d//znP9x///1YLJZej/3jH//gww8/ZPHixXzwwQcsXryYb7/9lkcffbTXfnfeeSeXXXYZ7733HvPnz+f222/v1ZYfczgc8df8z3/+Q1NTExdffDGR7unt1113HW+88QZ//vOfeeuttzjmmGO4+uqr+fjjjwd8jJEuIIt+j8ESn6AgCMIASZJE1vl/2y+H1U4//XROO+00AC677DKeeuopVq9ezYwZM3rt9+677+JwOFi6dCl2ux2Au+++O/5cgH/+859cfvnlnHzyyQDk5ubi8XhYtGgRV199dXy/c889l1GjRvXbnkmTJnHCCSdw6KGHApCdnc2cOXMoKyvrtd8FF1zAggULALj22mt5/vnnWbt2Lbm5uf0eNxwOc9dddzFx4sR420866SS++eYbsrKyWLZsGY899hjz588H4Morr2Tz5s089thjHHPMMbs8xuGHH76TT3lkCMja4W7Cfk8ER4IgCLtBkiQknWG4m7HbiouLe91PSEggHA732W/Tpk0UFhbGAyOAkpKSeCK1w+GgubmZe++9lwceeCC+jyzLBINB6uvr0ev1AOTn5++wPaeddhpff/0199xzD9XV1VRWVlJVVRUPlvprd08b+mt3D7PZHA9qep5vs9koKyvD7XYDMH369F7PmTFjBvfee++AjrE/BEd+RYcSjSCpxSl+T4lPThAE4SCg0+n6bFOUvmtwqdVq5J0sXNrz2C233MKcOXP6PJ6ZmUlraysABsOOg8hbb72VDz74gNNPP52jjz6a3/3udzz11FO0tLTsUbt7aLV9e02i0ShqtXqHz1EUBY1m2+lwT44xkvhlLUokJIKjQRA5R4IgCEJcSUkJNTU1OJ3O+LaKiop4r0tycjJJSUnU1dWRn58fv2zcuJH7779/QK/R2dnJyy+/zG233cYtt9zCmWeeybhx46isrNxp4DMQTqezV07S1q1b8Xg8jB8/nrFjxwLw/fff93rOqlWreg3/7ewY+4MgOsLB4Rv6PRCI4EgQBEGIO+WUU0hMTOSGG25g8+bN/PDDD9x4441A95CiJHHJJZfw7LPP8txzz1FbW8tHH33E7bffjsFg6Len58csFgsJCQksW7aMmpoatmzZwp///Gc2btxIKBQa9Hu48cYb2bBhAz/88AM33XQTU6dOZcaMGRQXF3PUUUexaNEiPvvsM6qqqnj44YdZtmwZF1100YCOsb/weHzD3YT92ojqc3v88cf58ssvefbZZ3e4T2dnJ3/7299Yvnw5kiRx8sknc9NNN2E0GvdhSwVBEA5MOp2OJ598kr/85S+cffbZ2Gw2LrvsMjZu3BgfbrrooovQ6/U8++yzLF68mJSUFM4++2yuuuqqAb2GVqvlgQceYPHixZx66qnYbDZmzpzJddddx+OPP47f7x/Uezj11FO59NJLCYVCHH300fzxj3+MJ7Hfe++93Hvvvfzxj3/E5XIxZswYHnroIY499tgBH2Mkk4j1vDmcPpKzhrkx+zFJGWwf5hB5/vnn+dvf/sahhx660+DovPPOw+/3s2jRIlwuF3/84x+ZMWMGd9111x69bs8siGXLlu3R8wXhQCErMp6gF1fQgyvoxhPy4Q358EcC+MMBgtEQoWiYiBwhKssoioxCrDdBJanQqNTo1Fp0ah0GjR6T1ohFZ8KiM2EzWLEbrFh05v3iBAOxejhVVVUUFhbuNHfmQFNfX091dTXz5s2Lb2tpaeGII47g+eef75MwPZIsXbqUW265hS1b9rwO1VAcY1f21u/WggULaHd4yDv6D/zppwXMnDNlyI59sBn2nqOWlhZuu+02VqxYQUFBwU73XbNmDStXruTdd9+Nz2D4y1/+wsUXX8x111233xToEoThEAgHaPa00+ptp93noN3roMPvpMPXSYe/E6e/i6iy40TcoaBVaUg2JZJqTibNnEK6JYUMSyrZ1gwyLKlo1WIK8nALBoNceumlXH/99Rx33HG43W7uv/9+CgoKmDJFnGxHOonY33Cr0zPMLdm/DXtw1NNV+9Zbb/HII4/Q0NCww31XrVpFampqr6mdhx12GJIk8f3333PSSSftiyYLwoilKAod/k4aXS3Uu5qodzXT4Gqmyd2CM+Aa0DHMOhNWvQWLzoxFZ8KoNWLQ6DGodeg0OjQqNWpJ3asHKCpHichRwnKEYCRIIBLEF/bjDflwh7y4Am7cIS9hOUKzp41mT1uf11VLKrIS0slPzKUoMY/ipDwK7LkYtQdPr81IUFxczL333stjjz3Ggw8+iMFgYPbs2Tz99NP9zuISRhaVFBsManQM7O9d6N+wB0dHH330gFeDbmlpITMzs9c2nU6H3W6nqalph8/rGTrrT1NTU59jCsL+wBX0UOOsp8bZQG1XA3VdjdS7mglGdjxLJUFnJs2SQqopmRRTIkmmRFJMiSSbEkk02rDrrWj20vTfSDSCw++k3eegxdNOm6+DZk87Le5W6t3N+MMB6lxN1Lma+LJmJQASEjnWDEYnF1KSOorxqaNJNScPy9CcoijIskIkqhCVZaI913Jsu6yALCux/RSFnoSFeOKCFKutLUmx9yWpQCVJqFQS6p6LWoVGrUKjltCoVcM2BHnCCSdwwgknDMtrD8aZZ54ZX95kOI+xN+3qfGY0xPJvmztFQvZgDHtwtDv8fn+/MyH0ej1BMW1ROEAFIyHquhqp7WqkbrtLZ6Cr3/3Vkor07qGqXFsmWQkZZCWkk5mQhlln2set30aj1pBmSSHNksL4tDG9Huvp8ap1NlDVWUdFZy1Vjlo6/J3xgOmTqq8BSDYmUpJazIS0MYxPG0OmJW1IgghZVmjv8tPU7qW5w0dnl5vC5CjNHV5QhYhEZfZ1hqZWLaHVqNFqVeg0anRaFXqdGrVKTDQW+qfu/tVo6do/ljoZqfar4MhgMPQ7zTMYDGIy7fif/s6SrXcWhQvCvuQL+2l0tdDojl3qXU3UORtp9rSh0P9ZOd2cQr49hzx7Nnm2LHJsmWRY0tCo9o9idT0kSSLFlESKKYlpWZPi250BF+UdVWxur2RzWzkVjmo6/J18VbuKr2pXAZBsSmRSWgnj00YzIW0Mqebknb6WPxihvtVNXYuH+lY3DW0eGlo9NLZ7CUe25VylWDVccGwGgVAUtWbb5xnr4ZHQqFTxXh+VWor3Aqmk7inv3e/rx5TuXiW5u4dJlhWishLviYpElXggFo4qhKMR+NF3P61GhUGnxqDTYNRr0GmHr5dJ2Ld2dT7zuZwAdHhEAD0Y+1VwlJGR0WtxQIBQKITT6SQtLW2YWiUIAxOOhun0d+Hwd9Huc9DqbY/l37hbafK00bWTnCCr3kK+PZtcW3cQZM0kx5aJSXtgl7CwG6wcmj2FQ7NjicCBSJDyjipK28rZ2FpGWUcVHb5OPqv+hs+qvwEgzZzMxLSxlKSMxiZl4upUU9PsorrJRU2zm1bHjocb1CqJjGQTGclm8tONWIwqUu0GTCYTGnVs2Eu1D4IQRYkFTOGITDgSJRSWCYWjhMLRWMAUkQlHZNy+cLzdJoOm+6JFoxYnxoOVRh37/fSFdfgCYUwGkSe2J/ar4GjGjBncc8891NTUxNfsWbkylpvw47VyBGGoKYpCMBoi0J1wHAgHuhOPA/gjfnyhQCwJOezDE/TGEpGDHlwBN86gC29o1zkAdoOVrIT02MWaQZ4tizxbFnajbR+8w5HPoNEzMb2EieklnEVsyLG0rZw1DaWsbdpMk6+BVm8Hn1R9HR+Gk4MGZI89dgkmgpSA3WwkJ91CTloC2akWctIsZKdaSEs0ou4OLHqmW5uNOgz6ffuvUpKkeN6R8UevHY3KBEJRAqFI7DoYISoruH3h7mDJj1GnxmzSkmDUodGIQOlgolapsUo+XIqJ9TX1zBxbONxN2i+N6OAoGo3icDhISEjAYDAwZcoUpk2bxrXXXsvtt9+Oz+fj1ltv5fTTTxfT+IXd4g8HaPc56PR30envoivojtX2CXrxhHz4wn58YT/+cAB/JEAwEguKdjS8NVBalYZEo41kUxJp5mQyLKmkW1LJSkgjw5KGSXdg9wQNlqIoNHf4qGzsoqqhK37d3qUBJoKqBFVCJyprB+oEByqzG5U+gErfDMnNAGhUarJsWeTac8i3ZZNr05Fj05NoMO0XQ1NqtQqzUYXZGOsRUBSFQCiKLxDG648QDEfxh2KXdmcAk15DglmHxahFpRr5708YHEmlIk3twhUx8c3WchEc7aERHRw1NTWxYMEC7rzzTs4880wkSeLhhx9m0aJF/OpXv0Kv13PCCSdwyy23DHdThREoEo3Q6G6hztVIo6uFpu4hrGZPG56Qd1DH1mv0GDV6DBo9Rq0Bk9aIUWvEpDVg0Zow60wk6C1Yuy92gw27wYpZN7JPwIqiEIwE8Yb9+CMBAuEgYTlMOBqJzcDqrqEiESv6qFVr0Kv1GLR6zFojZq0J1RAlC4cjMnUtbiobuqhq7KKi+9oX6D/RNDPZTGG2laKsiRRm2SjItJKQoKLCUUNZRyVb2ivZ2lGFJ+SlqrOOqs66Xs83aY1kJ6STkZAWq8FkSCExaiYcDaNTdKikkdkDI0kSRn0s9yjZFvvcvP4wHl8IfyiKLxjBF4zQppKwmrTYLHp02v0rJ03YDZJEttpBeSSDjdUtu95f6NeIqZA9XESF7AODoig0eVopa6+krKOKCkc1tV2NROXoDp9j1hpJMiWSaLBhMyRg1SeQoDdj7g5uYgGPHqPGiEGjiwdEOk3fE6USjRD1uZGDXpRwEEWOgqRCUmtQ6Y2oDBZU+uENjELRcLz4Y5u3gzafA4fPSWfAidPvoivoxh30DKoQpIQUr4gd6yFLJM2cTLo5lYyEVLIS0vudMefxh6lujPUEVTbELnUtbiLRvv+eNGoVBZkJFGXbKcyyUphlozDLOqDcCkVRaPG2U91ZR21XI7XOBupc3UnvP/pXmKS1cW7eKWTkZKLWaVBLajQqNRqVBo06dq1VaVCr1GhVGlTSyEuKDkeiuH1hXN5Qr2Rzi1FLYoK+13DhokWLeOONN1CpVHzwwQekpKTslTbtiwrUu+u8884jOzubxYsXD8kxVqxYwfnnn8+yZcvIycnps+/erJCthINcNn8Wz3oPR2Xp5Onfn06SyT5kr3GwGNE9R4KwMy2eNn5o2sSG1i1satuKO9i3IqxRayDXmkWWNT0+nT3DkkqqOXmPkpkVRSHsaCRYv4VgUwWh9jrCjiai7k7YxZCbpNaitiajtaehTcpCm5yNLr0AfXohKv3QDac5A674dP+e2W9NnlYcPueAhwXVkgqj1oheo0On0qJRa1Bvd/KXFYWoHCUcDROMhuLLiygouEOxfKt6V/+1xxJ0FuzaVLRhO2GXBUeznvZWNbEqQL2ZjVqKuoOfwiwbxTk2ctMT9jjhWJIkMiypZFhSmZU7Lb49FA3T7G6l0d1Cs6eNVk87Pr8ftUqN1N2uqBIlGo0SjIYg3M+xkdCqYwGTVq1Fq9aiU2nRqbVD1pu2u7QaNUlWNYkJenyBCF2eIN5ABI8/jMcfxmzQkGQ1UF1VzgsvvMCiRYuYN2/eXguMhH1AksjTtAMge618Uvk1P5soCiTvLhEcCfuNqByltG0rqxrXs6ZxA02e1l6Pa1UaipLyGZNcyOjkQooS84akYKAiR/FXb8C7+Rt8FWuIutr731FSxXqHtHoklRoUGSUaQQ76UCIhlGiYSGczkc5m/FXrtn8i2pRsDNljMOSOw5A3Ho09fZftDkVC1HY1Uu2sjxeBrO1q7DdI7KFX60g1J8cupqR48cdEow2rPgGr3oJZZ0Kv1u325xaRo3i6q2F3Bd3Ud7ZR2dZMvbOVdl8HnqiTqNqPO+TBHepuowEoAEOOFk0wkWRNFqOSipiWO5aS3BRSE437pDdGp9bGyiHYs+Pber7d59gy0el1ROQoETnSfYlVA4+tMxerDq6gEIqGCUXDEO69cKpWpUGn0aFX69BrdBjU+n0aMEmShNmoxWzUEgxHcboCuH1hvIEI3oCHqrrY39LcuXP77ekQ9iOSihSVG6MUwq/oeGft9/xk3LHoxNI8u0UER8KIFpWjbGrbyjd1q1lRv6bXiV8tqRibUszkjHFMSBtDcWL+kFZ3jrg6cH3/Pu51nxL1dG57QK3BkDUafdZodOn5aJOy0dhSUZutSDvIS5HDQaJeJ5GudiLOFsKORkKttQRbqom6Owi31xNur8e99hMANNYUjIWTMRYdgrFwCn6VRLWzjmpnPdXOeqo662hwNSP3MwQmIZFuSSHHlkWONSM++y3dkoJVnzDkwUaXJ0h9q4e6Fjd1LW5qm91UN7twuoOADsjpvgCqCFqLj+SMMCabj7CuE2eklYgmTFTTSiuttHp/YEWZmjEdhUxIG8vEtLGMTi4YtnXXJElCrVKjVqnRo4vPWtyerMhE5CjRaIRwd49aSA4TiYaJKFFC0RDecO/ZijqVDqPWgFGrR6/RDzinaU8C17KyMpYsWcLq1avx+/2kp6fz85//gp+c+QuWvv4699/9VwCOOeYYTj/9dM4880wuvPBCrrnmGp566imys7N59dVXaWlpYcmSJXzzzTd4vV6mT5/OjTfeSElJyQ5f+6OPPuLBBx+kurqaSZMmMWfOnF6PNzY2cvfdd/Ptt9/icrlITk7m1FNP5frrr0elUrF06VIeffRRLr/8ch599FGampoYM2YMf/zjH+OzlMPhMP/85z954403cDgcFBcXc/311zN37lwAKioqWLx4MatWrcJsNjNz5kxuvvlmUlNT4+3wer3ccsstfPTRRyiKwrHHHsutt94ar6H38ccf8/jjj7N161ai0SijR4/m2muv5fDDD9+tn8XeFlsIGop1bWwIZuNs0/FZ1TccN+qI4W7afkUER8KIVO9q4rOqb1hevaLXmmAJOjPTsyczLXMik9PH7XR2VyQq4/GF8fhD+AIRfIEw/mBs+nMwFCUUiRIOx5Z/iMoKKLFBJ32wk5ymT0nu+AGVEstZimjN+NMnE84+BCljLAaTKZ4EazJoUBu0OwyMAFRaPSp7Olp7OuRP6N1Oj5Ng41aCDVvw1W6itaWK5oiLhtpvaWxZRcNqLc4dJNBa9RYK7LnxIpB5tiyyrZnoNX0ryQ9GOBKlucNHU4eXhlYPDW2eeEDk8vYtzNojI9lEfoaV/EwrBRlWCrKsZKWY49PlIZY4X9vVQFlHFZvbKyht20qnv4vStnJK28p5deM76NRaxqeOZnLGOCanjyPXljVsS4jcuuwetnRU7vPX7jE2pZi/HH39gN+/3+/noosuYu7cubz00kuo1WpeeeUV7rnnbubNm8u5Z5+B3W7l9j/eyL0PP01+fj4dzdVEo1E+//xzXn75Zfx+Pz6fj1/84hfk5uby6KOPotPpeOihh1i4cCFvvvkm2dnZfV579erVXHnllVxxxRWcfPLJrFq1ir/+9a+99rn88stJTU3l6aefxmw2s2zZMu68806mTp3KMcccA8Qm57z00kvcfffdmM1mbr/9dm6++WY+/PBDJEnijjvu4IMPPuC2225j/PjxvPbaa1x22WW8+eabmM1mzj33XE499VRuvvlm/H4/Dz30EOeccw5vv/12PPj58MMPueyyy1i6dClbt27l2muvJTMzk6uvvpoNGzZw5ZVX8vvf/54FCxbg8XhYsmQJN910E59//nm/KzcMm+7/Q6PUjWwgG9mVzOul73NEwUwMGv0wN27/IYIjYcQIRUJ8WbuKZRVfsNVRHd9u0ZmZmTOV2bnTmJA2BrVKTTQq0+LwsbmjlWaHl7ZOP+1OPw5XAIcrgNMdxOPvJzFkJ/SEONG0lkP1W9BIsR6Z8nA6ywMlbAjnEG1RwzovsLrf5+s0KiwmLWajjgSTlgSTDqtZF7/uudgseqxmHRpdhI5gO3WuRmrdDdQpLdQmBPAa7P0ePykcJTMYJltlpDh9DGPHzCWjcCqqPegt84X8dPg76fR34Qy4cPhctLm76PR66PJ78QYD+ENBApEwwXB4u6UzJJBVIKtQ0ECKBo1di0VnItlsJ9ueQlFqOuNzsinItPep0dMfjTo2HFqUlM8Jo+fHkqY9bWxo3cLG1jI2tJbRFXDxQ/MmfmjeBIBNn8DE9LFMSh/H5PQSUsxJu/0Z7LERlnS9K36/n/PPP59f/vKXmM1mAK666iqefPJJtmzZwrhx4yjKjZVCSU5ORG80094VAOCCCy+koKAAgBdeeIHOzk6WLl1KUlLs816yZAnHHHMMzz//PDfddFOf137uueeYNm0aV1xxBQCFhYWUlZXxzDPPALGhy9NOO40TTzwxvsblBRdcwL/+9S+2bNkSD47C4TCLFi1i3LhxAFx44YX87ne/o62tDZPJxKuvvsqf//zn+Hpw1157LYqi4PF4eOutt8jIyOBPf/pTvF33338/s2bN4v3334+vozZ58mSuvfZaAPLy8pg7dy4bNmwAQK1W8+c//5lzzz03fozzzz+fSy65hI6OjpG1Pmf37+cYTax0heJOot2zmqWb3uPcyacPY8P2LyI4EoZdq7eDD7Z+xidVX8cLJaokFdMyJ3J4/ixS1fnUNXtZvcrFW62rqG910+Lw9TuTqT9mgwaTUYvZoI0tuaDXoNeq0WnV8UJ7Wd7NjG99H0M0NmzXZipic+IRtOuySIjIHBqJVSgOhKIEw7HCe/7uSyAU610KRWQcriAO13ZrPajDSHo/kt6HSu9DMviQDF5UBh+Srv/1ACVFwiTZsWvSSNFnkK22MMrnIKmrDH3HViTZBY0tBNZ8QZXBipQ3FfKnQWYJsqRBlhVC4Qgd/k6aPK20+tro8HfQFerEHenCJ7uJsuPenm0NAbSxy64GfIJAI9AYgu8aQNWoItmUSKYljayEdHJsmeTZsiiw52DQ7nx2jiRJZCSkkZGQxjHFh6MoCnVdjaxrKWVtcymb28rpCrp7LSGSbk6hJHUU41JHUZJSTGbCrnO29oQkSfzl6Ov7DKsNhqLEcpV8YT/ekI+wvC2oV6PCrLeQoDfHc0Z2d1gtKSmJc889l7fffptNmzZRW1vL5s2bAZDl3sOy2akWDAnbehf05hT8wQhGvYaysjIKCgrigRHElnSaPHkyZWVl/b52WVlZfGirx9SpU+PBkcFgYOHChbz//vusW7eOmpoatmzZQnt7e5+2FRcXx28nJCQAsaCpqqqKcDjMlClTeu1/3XXXAfDwww+zdetWpk6d2uvxYDBIRUVF/H5PENjDZrPR0NAAwLhx47DZbDzxxBNUVlZSU1MT/wyj0R3PiB0uks5AptKJ1aTB5QPZk8j/tnzMEQUzybGOoEBuBBPBkTBsyjuqeWvLR6yoXxOfRp1kSGSseSoadx41a4Lc83Y9oUhtv8/XadVkJJtITzKRnmgixW4k2W4kyarHbtFjs+ixmHSod1L4Tg76af/gSTzlnwGgTcok+bhfU1Q8lZk7aXtUjuIKeugKuOjwd9HqctDmcdLu7cThj02P7wo7CcmBnX4GctCA4rcg+xJQ/AnIPgtKwIJPUdEOlMdeDbABM9BzCCXaRibrahmvrccUcOEpX05z3dfUavWUaRNo1mnxG8JI6p3/01YiWpSQHiWsR4loUcl6TBojFr0Jm8mI3WwiyWIiMcFIYoIBk0GDQmytr1A03F0d3B9Lwu7+LBx+Jx2+TsJyJFYuwNvBupbS+GtKSGQlpFOcnM/opELGphSRZ8veaXKyJEnxZOlTxh5DOBpma0cV61o2s6FlC+WOalq87bR42/m8+lsgNvw6OrmQoqR8ChNzybdlk2JOGpJaRZIkDfnwhFFrwGaInfBD0RCeoA93yENEjhKIBAhEApi1RmwG624HfW1tbZxzzjkkJSVx9NFHM2/ePCZNmsSRRx7ZZ19Jkki1G0lNjA1XqzQ6Glo9JNsNfUod9JBlGY2m/1OJJEl9ghytdlvumM/nY+HChQQCAU444QTOOOMMJk+ezC9/+cs+x+pv6EpRlF7H21H7Zs2axW233dbnsZ4gC2K9QzuycuVKfv3rXzN//nymT5/Oqaeeit/v53e/+91OX3u4qPRmlFCAqQUWPt/kJDk8Dqf8FQ998zR/O+bGYcvf25+I4EjYpxRFYWNrGUs3vceG1m11TqxyFoHGXBoa7TQgAc3xx0wGDQWZsbyV/PQEctISyEq1kGwzDKrib6i9npZX/0G4owEkFbZZp6GdeQrtYS/O5tJY9exAbNjJGXDFZmEFXDi7K2kPdFq8VW8h3ZxCuiWVjIQ0Mi1pZCakkWpKIRJSx5Z98Ibw+EN4fGG8gTAeXxhfMILXHyYQiuAPRAiEI/giHprUSdRo4A2dBfQOItrthw+jQBQJUClgjOjQyEnoVClY1Dbs+kSSDImkWZJIslhI7A4kE60GLEbtkPS2KIpCZ6CLVk87je5WGt3N1HXPquv0d9HgbqbB3czy6hVALDAoSRnFhLTRTEwrocCes9NgSavWMj5tDOPTxsCk2IK9W9orKG0rZ0t7JeUdVbhDXlY3bWB104b48wwaPdnWDLK3S1JPMyeTYk4mQWceMTWKdGodSSYdiUYbvrAfV9DTvSxN7GLUGEg02jDuogeux9tvv43T6eSDDz6IBxI9NYZ2FPDou3PczEYtCtDuDJCZU8gbb7xBR0cHycmxxX2DwSAbNmzg9NNP7/c4JSUlrFmzpte2nqEqgC+//JKNGzfy1VdfxcsHOJ1OOjo6dti2H8vPz0er1bJ+/fpeieFnn302J510EqNHj+bdd98lMzMzHmA5nU5+//vfc+GFFzJr1qxdvsa///1vZs6cyUMPPRTf9uyzzwI7/gyHk8pgJuruYHqejs83gexMw5JpocpZx/NrX+eCaWcPdxNHPBEcCfuEoiisb9nMKxveYUtHd1e2IhHpyCTSVIjfH/sGp1FLFGXbGJufxJhcO6PzEslMNg/ZsgehaJhGVwvVFSup+P5tOlQyztwU3LZEHI6VhN/+asDHkiQJq86C3Rirfp1osGE3WkkxJcZXmE81J+/8JGaEZFv/SeUOv5MKRw2VjgYqO2toctTSFXT3u2+GJZVsnZX0QJCU1kZSOtpIDkeJneLq0aXlYRo1HWNxAYbssUhqDbIi4wn5cAXdNHjb8Dl9+MIBQtEQoWiYqBxFVhQkafsaPloMWj0mrRGLzoxVb8FmsPaaJixJEklGO0lGOyWpo3q10xlwUemoYWtHNeWOKso6qvCHA6xp2sCa7kDGrDMxIW0Mk9PHcUjGeNIsO6+5Y9IamZo5kamZE4FYgne1s56yjkqqO+upcsZm9gUiQSocNVQ4avocQ6fWkmxMJMkUa3ei0U6qLpH0SCLBcAi1VoNGpd6nAZQkSZh1sYKkoWiYroALd9CLPxLA7w5g0hpIMibuMvk+IyMDv9/P+++/z/Tp06msrOTOO+8EYgt370yKzUCC3Ui708+secfw3H/+zdVXX81NN92ETqfjkUcewefzcc455/T7/IsuuoizzjqLu+66i7PPPpv169fz3HPP9WobwFtvvcXxxx9PU1MT9957L+FweJdt62E0Glm4cCEPPPAASUlJjB49mldffZWysjIWL16MVqvl5Zdf5oYbbuC3v/0tAHfddRdbtmxhzJgxA3qNzMxMPv74Y1atWkVGRgYrVqzggQceAHb9GQ4HtcFMGJiYLqNRq2jp8HPFqJ/z1KYneXfrp4xKLmRe/ozhbuaIJoIjYa9b31zG098tpd4XOykpsopoWzaRpiJUERMleYlMHp3C5FEpjMlLxKAbml9Lh99JpaOGys46ap0N1HY10OJt3/ZNz77d0EigK34zQWfGbrTFg53Y0h8J2A1WrPoEbIYEbAYrVp1lSGrVKIpCm89BdfeSFlWdtVQ56+j0d/XZVyWpyE5IjyUwJ+ZRmJhHvj27TwAWaq/Hs2UldRUraOyowxFso2PLR3RVLsOp1eLW63AjEx3kWnE9EnRmkk2JpJqT42vF5VgzybVl9aqIbTdYmZY1iWlZk4DYkEdNV0N34vUWStu24g35WFn/AyvrfwAg05LGpIwSJqfHSjb0V2F7exq1hlHJBYxKLohvi8hRmt2t1LuaaHA10+huocXTTqu3HWfARSgapsnT2qt2Vk+F7BZvG+pw7HdS0z2lv6c6tkaliQeNezN40qm1pJqTsRtsOANduIMefOEAvnATCXoLSUYbGlX/fzcnnHACGzduZPHixXg8HrKzsznrrLNYtmwZ69ev5xe/+MUOX1eSJOwJenRaFc0qiTuXPMq/n3iQCy64AIgt+P3iiy+Sm5vb7/PHjRvHv/71L+6++26ee+45Ro8ezWWXXcY999wDxJKgb7nlFv7v//6P+++/n/T0dE466SQyMzNZv379gD+f6667DrVazW233Ybb7aakpIQnnniCoqIiIJYYvmTJEn7xi1+gVquZNm0azzzzTK/8qZ256qqraG9v57LLLgNg1KhR/P3vf+fGG29k/fr1vfKhRgKVPvY3opf9HDImlVWlLbTVm/hJyXG8tflD/rnyGZKMdsanjR7mlo5cYvkQsXzIXiHLCp9t3Mx/N76FQ6oGQJEloq15mNxjmTmmkEPHpTFldOqAln3YFUVRqHc1sal1K5vbY8Mr7T5Hv/saozKpoSgZ5iTyS+aRnpBOiimJ5O5eg705Hh+MhKh3NXUHa43UOGM9Gz2J6NuTJIkcaybFifkUJeVRnJRPvi0b3Y96ChRFoc3bQU1XQ/dyGE3UdzXR6G4hIve/Dtn2jLKCWa3DrDNjMtkwGhLQqrWoVep4jk6sjk+EcDSMPxzAFw7gDfnoCrp3+RoppiSKEvMoSspjdHIho5IKdtibFpWjVDhqWN+ymbXNmyjrqOpVy0mSJEYlFTA5fRzj00YzJrlo0GULwtEwHX4nDl8sX8rhd+LwOwkEAxxiGENadiaSZlf1z2Nt06u16NTbij3q9qAm0UDb7PB3xdcIVEkqkroLee6tAC0UjtLY7iUckdGoJbJSLOh1Yo22PbE3lw8BePGqn+DZsJykBb9ivX46/3huFamJRp64ZQH3f/skK+t/wKwz8dejbyDHJhK0+yN6joQh1dHl5+1vyviw5mNC1goklYKigNaVz5y0I1nwk7GMzU8ckmEyT9Abm97dtJG1zZv6DDlJkkSuNYui7t6VFEc7hs9fxRKVsR16IsnHXbTT2kR7SlEUXEE3zZ42Gl0tNLibqXc109DVRKu3o99cJbWkIseW1d0blBtPIv7xzC5ZkWlwNVPVWUuFo5bKzlqqnXX4w/0nfmtVmthyGd2LqaaaErEFQ5jam9A3VKCpL0fzo+BGbbahzynBkDMWQ/ZYdJlFqHYQgCiKgjfkw+F30u5z0OrtiC/DUe9qjq3l1n1Z2fADEPu5FNhzGJc6molpYxiXOjreG6RWqRmTUsSYlCJ+OuEkfCE/G9vKWNdcyrqWUprcrWztqGJrRxWvbYrtX5SYR0lKMWNTihmVXECS0b5bPy+tWhtfUmR7PSewbGs6er2eqBKrhB3trpQdliNEorHrcDSCoigEIiECkW3DLBJSfHFio9awRwUcd9TmdEsKtnAC7T4HwWiIdl8n7pCXVFPykNe5gtgEiJw0C41tHoJhmYY2D9lplnh+kjByqAyxkg1ywMvM6RmYDRraOv1sqnJw1cwLWeS/n60dVSz69D5uPeoacm1Zw9zikUf0HImeo0FTFIXSagdvLi9nZfMqNNlbkLqThJPI4+cTT+eIcSVDEhB1+DpZUb+GFfVr2Nxe0SsZUqfWMjalmJKUYkpSR/XqofCVr6b5v3eCImOdfgLJx188qJNUIBygzde9gKvXQWv3bKlWTzstnnb8kR3PUrPqLeTZssm1ZZFvz6HAnkOuLbNPj5WiKLT7HJQ7qqlw1FDeUU1lZy2BSN8SABqVhhxrBnm2bHJsseGsHGsGqebknc7QksNBAnWbCdRuJFC7iUDjVoj+qCdIpUaXVoA+qxh9ZjH6jGJ0qblIA6iv5Al5qXE2xHN9yjuqaPtRj54kSRTZ8+JDZ2NTinbYe9fudbCupZQNrWWUtm6lw9/ZZx+7wRoLLu055FqzyLVlkpmQvtsBw+58u1cUhbAcJhSJrTUXisaCpB9XMFdLKkxaY3xh46FKgHcFPTj8TmRFRkLqHhbe/ZltAxGNyjS0ewmGomjUEjlpFrQaESDtjr3dc/TKny/G+dWrWA89kZTjL+bhV37gg29rOPrQXK79xTTcQQ9//ewBqp31WPUWbp1/Ta+lcwQRHIngaBBkWWHFxmZe+2QrZe3V6Ao2obLE8mQSdSlcMuMcDs2ZOOjX8YS8fF37PV/VrmJzW3mvnpdcayZTsyYxNXMCY5IL+z2pBluqaXzmjyihAJZJR5J66hU77TGSZRlHwEmbt4N2byftPgcdvk7a/Z10+GKXnuGMHZGQYnV+ElLJSsggx5pJtjWDXFsmNoO13+e4Am7KHTVUdAdDFY6afhOwdWotBfZcipLy4j1N2dZMNKrBn6DkSIhQUwWB+i0E6rcQbCgj6nX2fX9qbWzR3IwidBlF6DOLugOmXQ9JOnxOStu3sql1Kxtat9Dk7r1Gnl6tY3zaGKZkjGNyxjiyEzL6Pcn3DCduattKWXslWzoqqXc17XD2ULIxkTRLz7pyySSbEuNDqYlGe58Za4M9gSmKEhuGjATxhwP4I4FewZJaUmHWmbHqzeiHoDRARI7Q7nXg7V7XTa/WkWZJRqce+l6kaDTWcxQMy2g1KnLSLHu8GPDBaG8HR6/dcTWOZf/BMvEI0k67mtIqBzc9/AUGnZpnbj8Bo16DJ+jlr58/QFVnHRadmZvmXU5J6sjKnRpOIjgSwdFuk2WFr9Y28tLHW6ht7USTXY4moxpJAoNaz88n/4TjRh05qJO1rMhsaNnCJ1Vf8139D4S3G/oZm1LM7NxpHJo9hTRz8k6PE/W7aXjqJiJdrRjyJ5L5iz8hqbVEohGavW00uVtpcrfS4mmjxRPr/Wn3OYjKuy7sZtYaSTEnk9a9kGtadzJyuiWFNHPKThd6dAc9VHXWUdkZGxqrcNTQ5u3os59aUpFny6Y4uYBRSQWMSson25qBeggCoYFQFIVIVxvBpnKCjeUEmyoINVciB/vmSKHWoEvNj/UuZRahzyxGl5q3yx4mh8/JhtYtrGsuZW1LKV3bLRcDsaBmUkYJE7vXWUsy2Xd4rGAkRLWzjhpnPTXOBupdTdR1Ne0ymIVY75vdYI0vxJuuT2GctpDcvDz0eiMqVEioUBQpHoApxGplAqgkCUkFaklCpVKhUUuoVFI84IoNuwXxhnx4wr5ev2MGjR6rPgGLzjSo3h5FUfCEfLT7HPFepGSTfa/kIkWiMvWtHsIRGYNOTXaqZchmlR7o9nZw9PqSW2h/51FMo6aTcc4fUBSFyxYvo7HdyzU/n8qCGXlA7Ivn3z9/mHJHNVqVht/NvIA5edOHrD37MxEcieBowBRF4bvSFp59t5TqJheqhA70RRtBHztRzsk7lF8d8jMSjbY9fg1fyM+nVV/zQfnnNHva4tvzbNkcUTCTOXnTSTENbIaJosi0/HcxrZWraUlOxTXrBOo8bdR0NdDsbiXaz6KtPdSSKj77KtmUSIopkWRjUvx2iilpp+u69ZAVmVZPO7Vdjd0LxzZQ3Vm3w2TxrIR0ipPyKU7KZ1RSAQX2nD4J2MNNUWQinS0EmysJNlUQbK6MBUyBvgGIpNGhyyjEkD0Gfc5YDDklaCyJOzy2rMjUOmPVsNe3lLKpdWuvwBhis9fGpY1mXMooxqYWk25O2eWJ3xX00OxupbW7MGWb10Gzu4M2TwddQRcB2d/nOYlaK7/MO5WMnEzU28+gVCQUWQWyGpTYtSKrYrd//P4l0KpVaDUqdFo1eq0avU6NVqPCHwngDnrwhvzx3tCeAC1Bbx5UwcpIdxFOX3cumklrINWcvMMZbXsqFI5S1+pBlhWsZi1piYML7g4Wfr+f6urqvRYcvfnI32h97R4MuePIOv9vALz80Raee38zk0elcMfl26qWByMhHvj236xqWAvAuZNP57SS4w76n6MIjkRwNCBVjV08+eYG1pW3gxTFWFAOqVUAJJsSuWT6uUzL2vMhtBZPG++UfcJnVd/Ec2pMWiPz8mZwdNFcChNzB/THKisyNc4GStu2sqHsS8qd9TtctNWg0ZPZXZQxvTshN92SSpolmSSDfbem6UflKC3edhpdseTr+q4m6l2xSyja/xpv6ZZUChNzKUrMY1RSPkWJ+QMKuAYrEo3QFXTjCnrwhLz4wn6CkRDBSIiIHImfqFWSCo1KjU6tw6DRY9GZsHSXObDoTL1O3oqiEHG2bAuWmioINlX028OkTcrEkDcBY/5EDAUTdxoshSIhStvLWddcysbWMqo66/oktCfozPHSBgWJOeTbssmwpKFSqfD6w9S1uqlvcVPf6qGx3UtDm4fmdi+hyHbBsSQjaYNIugBog0jaICZTlEtmzCQrOxONSQvIIO3436WkqJAUTSxYiqqJRlRs61fqTa2SMOo1mA0a9HoV3ogXV8AdD9g1KnW/Q327oycXqcPXiYKCWlKRak7eZSmE3eULhGls86IAaYlGbBaxuOmuuN1u6uvrGT169A6ri++JnvPZ20/eR9MLi9Cm5pF76X0AtDp8/PqOjwB46o/Hkpa07fdAlmWe+eFV3t36KQCH5RzCbw87H5N27/8/GqnEbDVhp7z+MM+9X8q7X1UhK6C1eLBP2IRHifV8HFM0j/MO+emAq/X+WF1XI69vep+v676P52PkWDM5cfRRHF5w2ICWaWj1dvBD0wbWtWxmU+vW3kMoWjUSkJGQ1j1rLYd8eywZOtmYuFsnnogcpd3noNndRounjSZPK82eNprdrbR423c4FKdVacixZsaSrxNjCdgF9ty9FggpikKHv5MGVzNN7lgbY/lTDjr8nbiCnkG/hlqlJsUY61nLsKSSmZBOji2D3IJxJI+bgyRJKIpM2NFEsHErwfoyAvWbCbXWEnY0EXY04f7hYwB0afkYi6diHn0o+uwxSNsNGeo0OqZkjGdKxngAvCEfm9srKG3bSmlbOVWddbhDXtY2b2Jt96K0EAtUCFqI+IzIQRNK0Bi7hAwoQSPIGlSq2FIZGckm0rqXn0mxG0m2GUiyGrCZdbQ112FR6chOzkZRFGRFjs9OC0fDhKJhQtEQYTmCIskoUii2EJ0GtAYVBo0BraRHpegIR2RCoSiBcJSorODxh+OLIxv1ahJNqSjqEF1BFxE5Spu3g66AixRT0h79fUmShM2QgFGjp8XbTigaptnThlVvIdmUOCRLqQCYDFqSbAY6ugK0Of3xtQuFHXO5XKjV6p0uWTIY289W65GWZGLyqBTWlbfz6fd1nHPs2G37q1RcMO1ssqwZ/N+aV1hZ/wN1zkaun3vpQZuoLXqORM/RDn27oYlHX1uHwxUAFMZMddGk/46IHMFmsPLbw86LVyXeXQ2uZl7Z8Dbf1K2O9wRMyRjHqWOPZVJ6yU6DFkVRqHDU8F3DWlY1rKXO1dTrcYNGT34gSn6Xk2xjFtL4XxMOafAGwgSCEYKhKKGITFSWkWUFSZJQSRIajQq1Wiaq8RJRuwmp3QQUFx7ZiSvspDPY2Wf20fb0ah1ZCenxJSp6ZoylW1L3Wo5QIBKk1tlAVWd3nk1XA/VdTTudLQexXiGr3oJFZ8akNWLU6tGqdWhVGlSShEJ3baNohGA0RCAcwBv24w56cO8ifydBZ6YwMY9RyfmMSipkTEoRVr0FgGjAS6CulEDNRvzV6wm1VPVul8mKeexMLOPmYMif0CtQ6tHpDlBR30VlQxcVjQ4q2uvoCDcjmVyoTG4koxtJveOfE4BerSfJZCfZaI/P7LIbbCR2F/1MMtpIMtoJeAM0NTWRmpqK2bzjXpyoLBOOxmaqBaMhgpFgr8RwCQmD1oBZa8Sg0ROKyLFFi4OxhYzj718FFoMWlS6CJ+SJ/76ZtCbsRuse5/HJihyvsA2xUgDJRvuQDdkqikJrpw9/MIq+e83Dg31Ypj+KouD1emlrayMzMxO73T6kx+85n73/6vPU/fN3SDoDhTc+H3/8k1W13PfiGjJTzDx+84J+f0blHdUs+foJOnyd6NRazj/kZxxbfPhB9/MUwZEIjvrw+MM8/vo6Pvu+HoCMVD3Z0yrZ1BmrWDstcyK/Pex8rIaEnR2mX+0+B/9d/zaf13wbP3nMzJnKGeNOoCgpb6fPretqZHn1Cr6u+75X8rKEhF2Vic6fTrAzkVHt1fzM8C1+WcudXT+hSzH3PZg6jMroQTJ6YtcGL5LRi6Tzs7P/AYqsQh22YJSs2LRJpFtSyE/MpCQzl3E5WRh1e6+AZFSOUtfVyNaOarY6qqhw1OxwdpZaUpFhSSPTmk5G97puqeYkkrqXyPjxsNjuiEQjdAa66PB10uJpj9VzcrdQ39VIg7ul3wAyOyGDcamjGJ82holpY7B356VFvV34q9bhK/8eX8XqXt901WY76tFzaE6cSpnbRHm9k4r6ru5gvS+bRUd+hpX8DAtJqaCz+FB0XhwBR3wR3HZ/Z78FN3fEpDVyZMoMRlvy0av1qLuHGrcvkNkfRVGIyBGC3T1L2/cqqiQVRq0Bg0aPSlIRlRWCoQj+YJRo9yKtEmDQq0Edjg8zqyQVZp1pUIvehqJh3MGeoEvCrDNi1BiG5MQXlRUcrgCKomAxaoekuOuBSJIkbDYbGRn9z8IcjJ7z2Yf/e4Oa+y4AoPCW/8a/ZPiDEc6//X0CoSh3XTGP8YX9T2hxBT089O2/WdscWzR6WtYkLp+xcIczbQ9EIjgSwVEvpVUO7n5+FW2dflQSHHdEKhXaj6l3NaGWVJw7+QxOGdv/N46dCYQDvF76AW+XLSPcnYNzaPYUzp5wCgWJOTt8njfk44ualXxa+TVVzrr4dknWEHWmEOlMI+pMhWjsH7FZCvBH2xuYVSHeicymzDwdc0IUzF1EtA78KgdupZ2AsuOhJTVaDIoNbdQCITMRvwG/S4/HqYOwnh3lkUgSZCabyc+0UpBppTDLRnG2jdTEPatn4wl5KWuvpKyjMragqqOGYD81jmJ1fWKFLgvsOeTZsslISBuSqf27KxQNU9fVGKtp5Khma0cVDa7mPvvlWDOZlF7CpPQSJqSNwag14PX6qVrzHd7Sr7G2rUevbAuCKsOpLA+WsC6UhyypyUqxUJxjoyjLRmG2jcJMK4nWgQ09BcKB7irYXTj8TpyBLjr9LroCrthCw34XjoCzV2FNnaTFrDEibfezt+oTyLZmUGDPpsAeK9zZX0+MoijUdzWxqmEtq5rWx4MzrVrDrJxpHF00h0SjHVlW2FTVwfvfVFPRECuJYTZqWXC4nXWer2hytwAwOX0cZ088BYu+n6B/ADwhL69seDt+4su3ZfOLKaeRYUnbo+Nt7+t1jTz7XilarYpFF88e8M/kYKLVavfacFrP+ezjjz6k6s7Y4rL51/4fatO2L7L3vbiaT1bVcfysfK4465AdHktWZN4t+5QX1r0RGy3QJ3DpjF8yI3vKXmn7SCOCIxEcAbF/4G8ur+DptzchywoZySbOPCWR/1a8iDfkw26wct2cS/osJDqQ435Vu4pn174WXytsXOpoFk45g9HJhTt8XlVnHe+XfcYXNd8RUWLBlCJLyF2pRNqzkLtSQVZjNmopzLKSn2ElN81CYd2buOq+oSYtg+axUyjrqOp3ijzEEslzrJnkdtcgyrLGVmrf0bTncESm0x2grdNPW6ePZoePpu4E3/pWD15//4nXCSYdo3PtjMlLZGx+ImPyErGa+y4B0uptZ0t7JZvbK9jSVt5nuBBiK9iPSspndHIhxUkFFCfl73ZF6H3NHfSwpb2Cja1b2di6hRpnQ6+kagkJdSAZf4cduSsZ2WtDrSiM0zYwU1/BRF09qu79FaMd62GnkDzjBFT6vZss6gv7Y/WtfI5YmQdPO43uFhpcTbR5HX0Sw9UqNWOSizgkYzwzsqf0uyxDOBrmm7rVvFv2CZWdtUBshtpxo47gzPEnYtVbUBSF1Vta+ff/NlLbHKtzNWtSOsVT23mz7H2ichSbPoHfzfwVh2RO2KP3pigKX9Ss5N+rX8YX9qNVafjZhJM5teTYQQXViqJw8yNfsqnKwfzpOVx/rpgWvi9tfz6ruvuXKKEAub99BG1iRnyfdeVt/PHRrzEZNDxz+wm7zA+rdTbw4LdPU9vVAMCs3GlcNPXseO/vgUoERyI4IhiO8vB/f+Cz1bFhtCOmZnPIYUH+vfZFonKUUUkF3DDvN7t9Em72tPHkqhdZ1xL7hppuTuG8Q37KjOwpOyzqt7pxAy/98C41nur4dtlnIdKWg9yRRWFaKhOKkxmXn8ToPDvpSSY83Qm5q2tWsbbuB9w/qtYrIZFjzaA4qYDCxNzuGU05Q5oQrSgKTneQ2mY31c0uqhpjOTG1zW6ict8/scwUI7kFCqZkNwFNG7XuGjq3W/w2vp8ljbEpxYxJKWJsShHZ1owhS6Tdl/zBCGU1nWyqdrChppFyRwVhYysqWwcqQ+9hLpWiIV2fy8S0scwtnkSxMQHv2k9wr/4wXpBSZbRgm/kTbIeetNeDpP4EwgFqu3vItnZUUdpW3qdad3ZCBnPzZ3BEwcw+9bgURWF9y2aWbnqPTW1bgVjdrLMmnsLxo45ErVITjsi89ulWXv6ojEhUJjvVzAU/y+WV8v9S19UIwCljj+HcSaehGUC18v44fE4eX/Uca5o2ApBvz+E3h/6y16K9u6u8zsm193+OJMGD1x9FQebBMxQz3LY/n9U8eClRdwfZF/0Dfea24o6yrHDJ3z+itdPPjQunc8TUHffc9whFw7yy4W3+t+VjZEXGrDVy3iE/46jC2QdsLpIIjg7y4KjLE+Rv/17B5ppOVCqJi38ygXByGS+tfwuA2bnT+d1h5+9W4qYsy7y39VNeXP8moWgYrUrDGeNP5Cclx/ZbGFFWZD7esoL/rn8Xl9wOgKJIRB3p6LuKmVEwjhklGUwZkxrvcdm2jMgPbG4v75V3o0WiJH0MJSmj4uttDdeU1HAkSnWTi3XVDfxQv5UaVw1eVSsqc1efpGFJUZGkTWdsSjEzC8YzPr14vx3jb3f6Ka1yUFrjoLSqg8pGF/KPgkS9Ts3oXDt5uWo0tg46aWBLx9Y+Cd8GjZ4xyUWMSconx+0haf036DpivWoqk5XEw8/GOvXYAS1nsrcoikKLp421zaWsbtrA+pbN8QV5JSQOyRzP8aPmc0jm+D4lENa1lPLc2tepcca+nBTYc/jNjIUUJ+UDsLWuk7//33e0O/0kmLT8+dcz+LpjGR+Ufw7A6KQCrplzMam7KIi6s7Yvr17Bf354FU/Ii4TEguJ5nDvptD0eurvrme/4cm0jc6dkcfP5M/boGMLu2/58VvfEtYTbask89zaMhZN77ffce6W8/HEZh43P4M+/njng41d11vHYd89S1RlLcZiYNpZLDz2XjITBD8mONCI4OoiDoxaHjz8//jVN7V7MRi23/OpQfvAs552y2Gfxk5LjOHfyabvVU9Hq7eCRFf+htPvb8M7+eBRF4X/rvuG1TW/jV8W+dStRNZIjn8PSZnHs1BImFiWj7l6WILaMyCq+rPmOze0VvY6Va06lsL6aMb4Qs3/+NxKydm/4bygFwgEqO2u7lwKJ5d70N7SnRY82lIynPYFwlw3ZYwMl1uul16kZm5fI+MJkxhUmUZKfOGITXKNRmeomF5trOtlc7WBTVQetnX2LKqYmGhlXkMS4giRKCpIozLTGf7Y9eupUrW/ZzKa2rWxuK8cX7nusFK2ZDI+XDI+H9FCUbHMKY4++kITiqXvtfe4OX8jPdw1rWV7zLetbtsS351ozOW3c8czLm9GrjpYsyyyr/IoX1r+BN+RDkiR+MvZYzp54Clq1li5PkL889S1ltU7MBg13/m4ebXIVj658Bm/Yj0Vn5qpZF+7xMBtAV8DFs2uXsrx6BRCbdXjOpJ9wTNG83ar5BVDd5OLKez5FJcHjtxxDRvKeBVnC7tn+fNb4zJ8I1JWSduYNWMbN7rVfbbOL3939KRq1xDO3n0CCaeBffqNylHfLPuXlDW/Fvvyqtfx0/ImcMmbBiCtYOxgiODpIg6PGNg9/ePQrOroCpCWZuPXXh/Fe3f/4pPIrAH51yM84eeyC3Trm17WreHzV8/jDAQwaPedN+SnHFM/rt9t12cZ1PPPDa/g1sXW1lIiGpNA4zpx4LEcdUoSuexxcURRK28r5qGI5K7dbRkRCYkxKEbNzpzEjewrKR8/i2fgF5pJZpP/0xsF8NLvFE/RS7ayjqrOeqs5aqjrraHS39MlHkZDItmYwJrkwvup8VkI6KklFOCJT2eBkY2UssNhU5cDtC/V+vgR56QmUFMQCpdF5ieSkJaAe4HINvpCfdp+jOwHZhSvowRvyEYgECUaCRORobAaTJKGWVGjVWgxqHSadEYvOjFWfQJLRTpLRRjSgp6rRTVltJ5trOimvdxIM9a7xpJKgMNsWD4bGFSSTmrj7vXeyIlPX1cjmtgrKOirZ2lHVq3J6r9dUFJJVOjJTCsnoXnQ3xdxT2dxOosG2x8NPg9HsbuWD8uV8UvlVvMRCjjWTcyefxvSsyb3+ProCLv6z5lW+rP0OiCVLXzX7InJtWfgCYW7/17eUVjtIsuq595ojiaq93Pf1k1R01iAhceb4Ezlrwsm7Hcxsb1NrGU99/1I85y3fls35U3/GpPSS3TrOnx//mh/K2vjpUaO44JQ9D9qEgdv+fNb88t/xlX9PykmXY516TJ99r7znU6qbXFxx1iEcPyt/t1+rxdPGE6teYH3LZgBSzcmcN+VMZuZMPSCG2kRwdBAGR80dXm555EvauwLkpiew6NKZvLb1dT6p/ApJkrh8xnnML5y96wN1C0fD/N+aV/io4gsAxiQXceWsC0i3pPbZt6yhmSWfvoBDsxVJik2Nz2YSl8w5jQn52xJYQ5EQX9Ss5N2yT3olJufZsjmyYBZz8qaTbIpVVo50tVH7yG9Bkcn+9d3oM4r29KPZoYgcpdHVTJ2rkRpnA7XOBmqcDf2uCg+x9cDiy4AkF1C8G9WvZVmhvtXNxqpYsFRa5aDF0Xf6uV6nprB7Vlx+ppW8dAsGS4jOSCt13RW6m91tNHta44uRDgVFllBCRhS/GTlgQfFZ0EcTGZOWy/iCFEoKkhi7F3u6vCEfVZ11VDvrqe1qoLazjgZnI0F2XtsIwKZPILG7hlGi0R6/nWyyk9xd1HJPC5oOpN0flH/O/7Z8HJ+xNjl9HBdOO5tsa0avfVfUr+Ffq17AFfSgU2u5YOrZLCiai9cf5vePfElts5sJRcnccdkcZKL8Z82rfFixPH7Mq2ZfFK8ttSeicpQPy5fz3w3/i//uTMuaxHlTzuzT1h35Zn0Tf/+/lSQm6Hn6z8f16SUUht7257PWNx/As2E5SQvOxz7rtD77vrKsjGfeLWXK6BT+dtncPo8PRGzCzXc8v/aN+P/C8amjuWDqWRQk5u75GxkBRHB0kAVHna4Av3/4S5o6vOSmW7jjsrm8VfE275QtQ5Ikrpx5AfPyDxvw8Rw+J0u+epytjmokJM4YfzxnTTilT9HDQCjCPe+9wVrPciRNbFZXKqO48vBfUJKVFd/PF/bzYfly3tmyLL4ivV6jZ17eDI4pnkdRYl6fbyUdH/+HrhVvYSiYRNYvb9/DTyZGVmTafZ3UOhuo7WqgrquRuq4mGtzNO6yAnW5OIT8xJ7Z8hT2XoqQ87EOcK+RwBdhS46C0upOy2k4q6p0EFB8qixOV2YnK3IXK7ELSRHZ4DL3KiFmTgFltxqA2oVcZUKFDiaqIRiSCoSi+QARPIIg3ECAoh5HU4djPSxtC0gaQdAEkVf//MrRqLQX2HEYnFcR7xwa6Dt5gKYpCU9Uatnz6f7R6O+jUqnGnZuGxp9AecNLp74rnAO1Kgs5MuiWVrIR0sqzp8arqu1tRfUe8IR9vbv6Qt7csIyJH0Kg0nDn+RE4vOa5Xz5Yz4OKRFf+JV/4+PP8wLjn0XDo6w1x732f4g1EuPGUCZx4VG0JeXr2CJ1Y9TygaJtmYyLVzLmZMyuC+KLiDHl7Z+A4fli9HVmRUkooFRXM5a+Ipu/wdD0dkLvjLB7i8If76m9kcMubAy0sZabY/n7V/8CSuVe9hn/tTkuaf22ffFoePi+/4CJUE/3fr8YMquxCIBHlr84e8ufkjwtFwLG+taC7nTDp1v82bFMHRQRQcBUIRbnnkS8rru8hINnHXFYfzef1nvLj+TQB+d9ivOLJw1oCPV+mo4a4vHqUz0IVZZ+LqWRf1m/PwzeZKHvrmP0RMsSE0fTSRSw79BUeMmbStbeEA7239jP9t+Ti+/EeKKYmTxhzF0YVzd9jrIoeD1D54CXLAS8bZf8A0euBTh/3hADXOBqqddbGeoO5gKNBPLSEAo8ZAri2LPHs2ebaseE2hfbEeWs9U/02tsWUzStvKafH2HV5SZAnFn4Dst6D4Lch+M0r38hnIuz+klGQ1kJeeQF5GAoVZVnIzLFhtCh2BDhrdzdR1NVHb1UC1s75XXaAeqaYkxqWOZlzqKCakjSHdkrpXu9yVSJjOL17G+fUbgII2JYf0n96IJjkLd9BDp9+Fw++k0+/svu7C0V3Qst3n2GmBSJvByuikAsaljmZC2hgKEnMGNXOw2dPG06tfjs8UK7TncuXsC8mxbutBlRWZ/23+mBfXv4msyOTZsrlh3m9Yv9HHg//9AZ1GxaM3LyAtMbZOVq2zgSVfP0GTuxW1Ss35U37KCaPnD/ozb3Q189za11nVuA6IfWE5dewCTh177E572h767w98uKKGk+cWctmZk3e4nzA0tj+fOT5/EeeXr2KdfgIpJ1zS7/7XP/A5ZbXOPR5a+7E2bwfPr32dr+u+B2KlR86acDInjJo/LEPagyGCo4MkOFIUhX88u4ov1zZiNeu4+6rDKXOv558rnwHg/EN+xim7kWO0unED9339L4LRELnWTG48/HIyfjSMJssKS979Hyu7Por1aMgqDs84msuP2Db1WJZlPq36mpc3/A9nwAXEpkCfMf4E5uQdusuaK64fltH+zj/R2NPI/e0jSDs4WYWiYSodtZQ7qqlwVFPVWUeTu7VPbhDE6s5kJ6THA6FcWxZ5tixSTEn7dCzd4XeyoWUL61s2s6F1Cx2+3kN4EhK5tixGJxcyqnsIL82URoczRGunj3anH6c7iNMTxBeI4AuECUdkIlE5tmSKSkKnUWHQazAbtNjMOuwJelLsRlITTWQkmTDoB/YPTVZkWjztlHfECj9u6aigxtnQp1p2ktHOhLQxTEgby4S00aSZU/bKZ+qv2UDrGw8Q9TiQdAbSTr0Kc8muZ+X4wn5aPR00e1q7q343UdPVQIOruc97sekTmJY1iVm5U5mUPm6P6gP1DEs8vfq/uENetGotv+pnuYZNrVu575sn6Qq4MOtMXDPr17z0uoMNFR0cMyOPq3++LRHdF/bz2Mrn+LZ+NRCrS3PZoQuHJIjf1LqVZ9e+RoWjBgCr3sLPJpzMMcWH9/v+v93QxB1PryQ71cxjN/fNexGG1vbnM+eKt3B8/B8sE48g7bSr+93/xQ+38MIHm5k9KZM/XDDwEYNdKW3byv+teSU+qy0zIY3zD/kZ0zIn7jf5SCI4OkiCozeXV/DkmxvQqCX++ps5aKxd/OWz+4nIEU4rOY5fTjljwMdaXr2Cf658BlmRmZIxjmvnXNJnqrzD7eH3bzxOl64cAIuSxh8WXMqo1G2LGJa1V/Lk9y9S3T2FOd2cwlkTT+kzk2dnGv7zB4L1W0g66pfY55wZ3+4L+yltK2dTaxmb28qpdNb1OyyWZLTHFoTtHjoZzurS/nCAja1lrGspZX3L5j6VpdUqNaMS8xmXFuuJGZtcvE96rfZUIBygrKOKTW1bKW3bSllHVZ+fQbIpkfGpoxmXOprxqaPITEgfsn+eEY+T1jfuJVAT65lJOuqX2GafsUfHD0VCVDnr2NJeyaa2rWxqLevVw2jVWzg8fybHjjqcrIT03T5+p7+LR1c+ww/dQ2hz8w7lN4f+EsN2vTIOn5MlXz/B1o4qJEnihLwTWfpKFLVKxb/+cGyvhHdFUXhv66c8u3YpUTlKuiWVa2dfvMslegZCURRW1K/hxXVv0uSJ9QZnWtI4d8rpHJZ9SK/P1+MPc+6f30VR4NnbT8CesOdLnwi7tv35rOeLo2nUdDLO+UO/+5fVdnL9A8sxGTQ8/5cT0QxhXpgsy3xW/S0vrnsjniIxJWM8v5r6s169oyOVCI4OguCosqGL6x/4nEhU4TdnTGLO9CR+/+GddAVcHJZzCNfNuWTAwwOfVn7NY989h4LCEfkzueyw8/oEEpsb6lm07BGieieKAocmzeOGY34ez0Pyhf28sO4N/p+9s46O4zy7+G+WpRUzg2ULbJmZOcwNx8GmwTbQ8Nc0TdomaZqkSRps0jBzHHTsmJktWxZYzLzSopbn+2N215JFK1khV/ccn5NoZ2dHq4H7Ps997l1dKglItcoAzh93OiePXjio0qtDV0/Ni38AQUby71+ixmlmX/0hdtfmU6mv6jkx5lQjmsNwm0Nxm0MQrGEoRQ2BAUqCApSEh2iIDNEQH6UlMTqI1PgQ4iO1yPycCBssnG4XZbpKDjUVcbCxkJK2ClxdqhMCAqPCU8iNzSI3NovsqNGof8WjsjannSNt5RxuLuZwcwmlusoeZClYHSSZXkamkxmZzqjwlG4EYbAQ3S7a1ryOYc930v4nLSPq1Ot6DbQdDJwuJ4Wtpeys2c/O2v2+mz9IwuVzsk8mOzqjnz30cqyiyFfFP/DewS98LbS75l3fbbDB4XLwyp732VC5HYAQ62iaDo3igiVZXHHa2B77PNJaztPbX6XVokMhU3DFpN9w8uiFw0JAnW4X68q38HH+N77ff2z0GK6cfAHpXcS4N/1zLTVNJv5y7Sym5QyeOI7Af3R9npmLdtD06eOok7JJvPLhXrd3u0Uuf3AVBrOdR26ay/iMqGE/Joujk88KVvHNkbW43C5kgoyTRy/kgnGnD9lH66fACDk6wcmRw+nm9qc2UNVoZPb4eO6+fAp/2/gMhS2lpIQm8vdld/kdZLmpcifP73wTEZGTMhZwzdSLepCqrSWHeWbXK6CwgVPFtZOu4KRxR3VAh5uP8PzON2m16ABYlD6bFRPOHVqI7Yb3Obh3JfnxiexXyTG7jN1ed1sDcRsicBvDcZvCJd1NH7lofUGrUZCVGkFuRiSTMqPJSAwbMlkSRZE6QyOHmoo41FTE4ZYjPXQ6sUHRTIjNZkJcDuOiM3/RN4/jhdVp44inElPYUkppW4XPqsELQRBICI5lVHiKr8KXFBpPuCZ0UA94/e5vaVvzOohutNmziDn7NgTF8EzTudwuDjQWsKZsM/vqD/l+PjFuLJdNOGfQUztFLaU8ue0V9FYDQSotd869jrExmb7XRVHkmyNrefvAZ4iIuAwRBDXN4vX/O6PXc9NkM/PCrrd8eqHpiRO5cfrlw3ZudTqsrCxazVfFP3QT41484WxC1EH88+09bD5Qx1Wnj+U3S8YMy2eOoHd0fZ51Vh6i4d0HUUYnk3zd032+x2vYefmpOVy4LLPP7Y4XjcZm3sr7jD11eQAEqbRclHsmyzLm9Rjg+SVghByd4OTI21MODVLx/F1L+K7iez4r+I4AhYbHTrrPb2fTXbUHeHLby4iiyMmjF3LNlIt6PJxWF+7kvwfeApkbuT2Uh5bdQma8NInmcrv4KP9rvij8HhGRGG0kN0xfQe4gvVNAEv2tKt7E5sLv6VAcPQbRJcetj0Q0xhCvSiU9Kp6EaC0x4QGEh2gIDlQRqFGgUsiRyQTcbhG7U5rQMlrs6PRWWjs6qW8zU9tsoqrBgMPZXWcSFqxm5rg4Fk9NZmx6/xokURRpNLVwuPkIh5uLyW8+gt6jq/IiSKUlNzaLCZ4Q1t7sD4YToijS6bCitxkx2kxYHJ1YnTacbiduz61AIZOjkisJUAagVQYQog4mRBP8o7caHS4HFe1S6+pIWzmlbZV9WiUEKgNIDI4lPiSW+KAY4oKjidVGE6ONJFgd1OvfxVy0g6YvngKXk4CMKcSefxeyYa7E1Rub+KroBzZUbMMlun1E4dKJ5xCk8p+M6CwdPL71Jcp0Vchlcm6cfjkL0rprpvbVH+Lp7a9iddpwd2q5beZ1zMvp/eHmbbO9k/c5TreTyIBw/jDrasbGDB9ZaTXrePfg52yt3gNI5/aKiedSXxzBhz8cGTDodATHj67PM1tDOXWv3YU8OILUW17p8z1fbCzj1S/zB+2WPVQcbCzkzf0f+yxakkMTuGryBYP20fqxMUKOTmBy1Nxu4cZ/rMXudHPXiqnEJdv587onEEWR22b/ljkp0/zaz5HWch7a8DQOl4NF6bO5YfqKHhWjVUVbee3AuyCIqDrjefKcW4kNk4IJ9VYDT29/lcPNRwBYkj6HqyZfMKh2iTdm4fP8NRS0Ffl+rna5sbUnEC3PZHb6BCaPiWN0ctiAYYr+wOlyU9Vg4HBFG4dKW8kraaXTdrSyERcZyMmz0jh5VirBgSrcbjfV+nqKWksp8kyUHZuXppIryYrK8CXSp4clH5dhX1+wuxzU6CVPphp9PQ2mZppMLbRa2rH1MY03EMI0IUQFRhAXFE1ccAxJIfGkhCYQHxzzo638Ojr1lLfXUNFeLflL6etoNLX0EEd3hVquIkobQVSg95/kXxQVGEGwrgn7yucRnHYCMiYTd8E9CL1E2hwvmkwtvH/oS7Z5iEKYJoRrp17CjKRJfu/D7rTz/K632O6Z/Ll4/Fmcm3NKN+JX2V7L/d8/jV0woxI0/HnJ78mK6rudV66r5pkdr9JgbEYQBM7LOZXzx502rH+/guYSXt/3IVWeoNI4dTKVu9KYnJ7OQ7/z3z9tBINH1+eZo72RmhduRlBqSL/73T7fU1Sp465nNxMWpOatB0/+SQTTLreLNWWb+Sj/a9908rTEiVw56Tc/+gLRX4yQoxOYHD31/j7W7akhNyOSB6+bwb1rHqXO0MiC1Jn8ftZVfu2j1aLjvtX/QG8zMiVhPHfNvb7HjXRd+XZe2vUWCKA0pPDMBbcQFSatkqs76nhs8wu0WHSoFWpunL7Cb1IGkqhve+1ePsn/jjrjUTPIMKOKU8wtJKvSGX3Zn4/Lo8NfOJxu8sta2bi/lm0H6+l0WpEFdaAKMRCdZMUktGB1dm+TKWQKxkSmMy5mDLkxWYyJTEc5zA9jURRpMrdS1FLKkbYKStsqqNHXd9MvHYsAhYZgtZZAZQAahRqlXIFMkCOKIi7Rhc1pp9NpxWS3YLSZ+iUjSrmSlNAERoWnkBGRxpjItB81INfhctBgbKbO2EiDsZkGYzPN5lYaTS10dBp6nUDsCrkgI9zuINLuJCEohjFTTiMlLImUsES/W8z+orClhJd3v0edURLXLxs1jysnX+C3dswtunnv4Eq+LFoNwKljFnPl5PO7fbdfbivgraI3kWkNKGUKbp55FXNS+ra0sDqsvLrvQzZW7gAgKyqDW2ZdPeRstt7gjZj4KP8rbC47oktOmHEiL1937a9mWunXiK7PM5fFQNVTVwOQft9Hfers7A4XF/3pG5wukf/+aTmxEYE/2fGabGY+Ovy1z0dLKVNwds5JnJ198s+urxwhRycoOapuNPD7J9YjivDkrQvYr9/CpwXfEqoJ4alTHvBLb+BwOXhg3ZOU6apIDUvib0vv7PHw2Fm7nye3vgKI0JrK47+5kdQ4qWJU0HyEx7a8SKfDSlxQNHfPu5GkUP+mFERRZG/9Qd47uJJaT/lVdMlxtSSRpZ3MNfbvkbdXEXX6jYRM+vFHhG1OO5UdNZR58tJK2ipp9EzqdIVCUJIdncHYGGn6anRE2o+SN9RmaZdG/JuKOdx8pNf2U7BKS1p4EsmhiSQExxIXFE2UNoLIgPBB3XjcohujzUSbpYMWSxuNxhbPmHs91YaGXitRgcoAMiPTyYrKINvzPfwUNzuHy0Grx7Ooxayj1eL5Z9bRYm6j1aLrkzQKgkBSSDxZkaPIiR5DbmwW4QGhx31MdpeDj/K/5quiNYiIpIYlcde8G4gZBBn59sg63tj/MSCZQd404wrfIqW+1cT1j32PevRBZGHSOXnZhHM5K3t5v0RkS9VuXtnzHp1OK1plADfOuGJQlS1/0Gxu44mNr1JprABgWsIEbppxxQmtpfs50fV5JjodVDx2MQCpd7yFXNP3d/77x9dR1Wjkwd/NYmr2Ty+ar9U38Pr+D305hNGBEVw5+QKmJ0782cj0CDk6QcmRt2o0KzeO314wij9+91ecbid/nPM7ZiVP8Wsfr+39kFWlGwhSafnH8nuJCeo+yVDUUsZD65/GJTpxNidxx4KrmDtRGtXf35DPE1v+g8PtJCd6NHfNvcHvG2J1Rx2v7fuQAk94rehU4mxMJUkYz7VnTiY3QUXV09cAkHLLf1EEh/v7tfgFq8NKZUcdFe3VlHv+1Roa6O1SiQuKJkIRT12VgqYaDaIliMToYG65aDJj04dvJW53OShsKeFAQwEHGg/3OeafGTXK43uURmTg8Dg69wevv5H3uyptq6SsvboHYZILMkZFpPrG9rOiRqFV/XQrVN/xut20dbbTZGqhsnQn5fnraFLJaQoKxuC299g+LSyJmUmTmZMyjfjjTB4/2FjIszteR28zEqwO4u55N/TbAjsWmyt38fyuN3GLbmYkTuK22b9FIVcgiiKX/vk7TJ12lp5tZFvDNgBpaGLKRf22bZtMLfx7+2uU6CoBOHn0Qq6Y9JthrW4eqdZx9wdvo0o+AjI30YER3DXvRtLCk4btM0Yg4djnWcU/LkZ0OUj5/UsoQvtuVz3yxi62H2rgd+fkctb8wU1ZDhe8FhFvHvjE5+k2MS6HqydfSIKfkTXDiRFydAKSo3ajlWv+thqnS+TJWxfwTe2nbK/Zy8S4HP5vwR/8emAeaCjgkU3PAnDfgpuZHJ/b7fVmUyv3rXkMo92Eqz2GeWFncvvF03zvfXzLizjcTqYlTOC2Odei8uNma3c5+OTwN3xZtAa36EYQ5dgbUnE3jeKixeO4cFkmCrkMY/4mWlY+gyo2naRrnxjCN3QUVqeNynZPRai9mgpdda/BsSA5JGdEpPoMFzMi0nz5VaIosn5vLa9/fZgOow2ZABcsy+SS5VlDzpRqMrWwv+Ew+xsOc7i5GLvL4XtNEAQywlOlMf+YLLKiMn72MrQXLreLqo46ilvLKG4to7C1lPbO7torAYGU0ARPZSmD7KjRRGl/mqiRrtDv/pa21a8CoDrrZurDIyhqKeVwyxEq22u7nQfZURksz1jA7JSpQxant1p0PL7lJSraa1DKldw++1qmJfrvHL2nLo9/bfsvTreTKfG5/HHudajkSv704lYOlrZy60WTsYeV8ub+TxARmZ44kVtnXdNv9dLpcvJB/le+1t2o8BT+OOd3PRZDQ0VpbQe3P7WR8BgrYbmHaTS1oFaouXXW1UxLnDgsnzECCcc+z6qevgaXWU/S755CFdO3x9Wb3xTwybqSX4STudVp44vCVXxZ9ANOtxO5TM7Z2cs5b+xpfj1Hhgsj5OgEJEefrS/l9a8Pk5kSxo0rUvm/Hx5DQOCxk/7Pr9Waxd7JH1f9FV1nB6eMWcQ1Uy7q9rrd5eDPPzxORUcNbnMIysp5vHzvyQQHqihpq+Cv65/G5rJLq9s51/r1IKnqqOXfO16nRl8PgMqSgOHIGIIUIfzp6pmMG3W0CtP81fOYDq4jdNbZRC69wu/vpZs2p1VKeK821PdaEQoPCCU9PIVR4SmMCk9mVHgq4QEDj4+bOx28/MUh1u2RnGEnZ0Zz9xXTCQoY+KK2Oe0UtBwhr6GAA40F1Bubuh+TJpRJ8eOYHD+O3NisQU0//ZwQRZEWcxsFLSU+oXpDLy3JiIAwMiNHMTpSIp6jwlN+tBDYrmhd/SqG3d8iqDQkXvUPVNHS6L3BamRP/SG21+zlUFORT3cVrY3knOyTWTxqzpBIktVp4+ntr7Kv/hByQcats3/rdzUXIK+xgMe3vITd5WBKfC53zL2O11YW8vXWCs5bNJqrzxzHjpp9PLvjdV/l9u55Nw5YqdtXn89zO9/AZDcTpNJy2+zfMiEuZ9C/37EortJx5783ExMRyDN3zeGpbf/lUFPRkEKuR9A/jn2eVb9wM872RhKueBhNct/TYGt2VvHvjw4wOTOav14/5yc51oHQaGzmjf0fs68hH5CSE26YsWJQ1dbjwQg5OgHJ0a1PbqC8Xs9N509kn/1L8hoLWZg2i5tnXunX+/+7931Wl24iLiiax0++v0dFwttuw6nCmj+ba0+bzlnzM6Rq0g+PYbSZmBg3lnvm3eiXqeOGiu28svd9HC4HIepgVE2TqDmiJTJUw8M3ziUxunu6ePXzN+LsaCbuoj8ROLr/h4rO0sGBxgLym4o43Hykx/QYSKQjIzLNQ4QkMhR2nFqTTftr+fdHB7DZXaTEBfO36+cQcYxo3C26qeqo41BTIXmNhRS1lHbz+ZELMrKiMpgUP45JceNIDUs8YcSsHZ16ilrLKPJUlyraa3qIvgUEEkPiSA9PJj08mdSwJFJCE4Y9yFJ0u2h4/29YKw+hjEgg8ZrHkKm7EwldZwfryrexqmQ9BpsJgKSQeH479WLGxQzeG8bldvH8rrfYUrULmSDjjrnXMX0QVZT8pmL+sfl57C4H0xInkiMu5eUvCpg5Lo77r5HGsQtbSnhs84tYHJ2khiZy/6JbBvzuWs06ntz2MmW6KgRB4MpJ53Na5pJB/35dkVfSwv0vbSM5NpgX7l6C0+3i5T3vsqFCMrK8YfoKlowaWir8CLrj2OdZ7at3YW8sH/BeubeoiQdf2UF6Qgj/vmPxT3Ks/mJHzT5e3fcheqsBAYGTxyzk0vFnH5c5rD/4dSXBjWBA1LeYKK/XI5MJJKe6eX1zITJBxgXjTvfr/VUdtawp2wzA9dNX9CBGeY0FEjECbGXjCVOHccqsNGxOO//c8hJGm4n08GTumPO7AYmR2+3mrQOf8G3JegAmx+cS0jadVUca0AYo+dv1c3oQI6ehDWdHMwgyNMk9V7WiKFKtr2Nn7X521+b5xom98GpzsqIzGBOZzpiIdCICw/z6bgaDBZOTSIwO4q+v7qS60ci9z2/h4Rtn00kHBS0l5DcXU9Bc4htj9SIyMJxJceOYFD+W8THZv+h4kONBWEAos5Kn+ComVqeNcl2VNG2nq6RMV0WbpZ1aQwO1hgY2V+3yvTdYHURKaALJoQkkhySQFBpHYki8r8U5WAgyObHn3E7ta3fj0NXT+t3LRJ99azciGhEQxvnjTuPMrGWsLd/CpwXfUWto4KH1T3HS6AVcMen8QZX85TI5v59xJTJBYFPlTp7e9l/+tPAP3cwe+0NubBb3zL+Jf2x6nj11eXSGi0A89a0m3zY50WN4cPEfeWTTs1Tp6/jLun/xwOLbiAgI63O/UdoIHlpyB//1uHC/sf9jGk0tXDX5giFPH1qsUjtYq5HuBwqPb1OgMoBvj6zjP7vfJVAZMKjq2Qj8g0wt3T/c9s5+twsLkgZtOoxDs/n4MTEreQq5sVm8deBTNlRsZ1XJBvIaC7ht9rXdnNiHGyPk6ATDrgKpFTMhI4qNNRLJmZ08xW/9wLt5nyOKIrOSp/RYEVudNl7e8x4AYdYsGvTRnHpSGiqlnJd2vUe1vo5QTQh3z7txQFbvcDl4dscbvnDMC3PPYKx2Jves3ArAHy+dQnJsT9dsa500zaCKSfVd+CCt7DdW7GBT1c5uYmUBgdERqYyPyyE3JovMyPQfZXqsN6TEa7lhRRIvrNpAm7yZ33/7FaK8u+g3QKEhJ3o0E+JymBCXQ2Jw3AlTHRoMNAo1Y2Myu5GDDquBcl0VFe01VHTUUNNRT6OpBaPN5DHWPNJtH8HqIJJC4kgMjiMlLJHUsETSwpL9as3JtaHEnns79W/9GdPhzQSkTyB4Ys+KiVqh4rTMJSxIm8n7B1eypmwzq0s3caS1nLvn3Tgo3ZRMJuPG6ZdjddjYVXeAx7f+h4eX3uW3+HR8bDZ/nHsdT2x5icPtB1Gm6GmoG4fLLSL3OGWnhSfx0JI7+OuGp6k3NvHQuqf4y+Lb+10QqORKbpxxOYkhcbx38AtWlWzAZDNz08wrh9RGNJilcz4o8Oh1561K2V0OfijbzHM73yA2KPpHfdj9L0LmaaW6bZZ+t/Nm3unNdtxu8UeLTBoqglRabppxBXNTpvHirrdpMDbzpx/+yWUTzuG0zCU/yj1zhBydYMgraQFgbGYQX3kM6E4d41+ZtLClhAONBchlci4df3aP1z8vWEWLuY0ITTj1e6Wb2JLpKeyuy2NdxTYEBG6ddTWRgf1PjzldTp7c9gr76g+hkCm4eeYVzE2Zzn0vbAFg2fQUZozt/QFhq5Mm2DSJ0kO0uLWMb4rXsavugK8to5QpmBQ/jhmJk5iSkEvwECsKg4FXV1Oqq6TEk0xf0V4ttcmiQA6IgCAqGBc7mtzYTMbFZJIRkfaThtzanHbqDA0eU8hWWi3tdHTqMdhMmB0WbE47Tk9rTy6To5IpCVQGEKQOJFQTQkRAGDHaKGKDokgOTSBsmFtcXRGmCWFKwnimJIzvcfzV+nqq9fXUGRqp1dfTYtFhtJko9GiavBAQiAuOZnREGmMi08mJHk1KaO/tSU1SNuELL6Z9w3u0rn4NTVouytDeJ9SCVFp+N+1SpidO4rmdr1PZUcv9ax/n/xb8npSwxF7f0xvkMjm3zLqav254hiNt5Ty+5T88svwev7VWUxPGc+OMK3hu5xso4qqw2wJpabcQF3lUjxYfHMNDS+7goXX/osHUzN82PsNDS+7ot9ImCAJn55xEZGA4z+98gy3Vu3GJbm6ZdfWgDSO91YjwY0JnBUHgt1MuosXcRl5jAU9te4V/nvR/P3q75H8JvsqRrf/KUYhW+tu43SIWq6Mbkf0lYWLcWB4/+U+8uPsd9tTl8eaBTzjUXMwts67uEX5+vBghRycQRFGkqFLKLOsMrMTZ4iTDM97tDz4rkMI5F6fP6REr0mrW8VXxDwBMD1vCFy4zGUmhBAcJvLJZqiadmb18wDgQt+jm3ztfZ1/9IZRyJffMu5EJcTmU1nSQX9aGQi6w4tS+92FrLAOgKiyU59c/1a16kB2VweL0OcxMnjzsF0pXiKJIe6ee8vYqyturKdNVUaqrwmgz9djWG6QarUjg69V67IYgMpblcN7YH98q3+FyUNlRK43X66ooa6+SJvGGUWYYqgkhIzyFjIijNgI/5nevVqgYFZHKqIjUbj+3Om3UG5oksmRooEpfR1V7LW2d7T6jSG9rLlwTyrTECcxMmkxuTFa3Ufew2edgKd2LrbaYlq9fIP7Sv/S7Kp0UP5Z/LL+PRzY9J7XZNjzN35beSUKw/14xKoWKu+Zdzz2rH6XO2MjLe97lllnX+L0aXpA2k/ZOPe8e/BxlSiFbyvI4P7K7qDZGG8lflvyRB9Y+QZ2hkUc3PceDi/844ITjvNTpBCg1PLH1P2yv2YtGoeaG6SsGtVJvM0jGqMdq7kAih7fOvoa7vn+YRlML7xz8nGunXuL3vkfQP7zauYEqR0qFDIVcwOkSsTlc/PjLyaEjWB3EXXOvZ3XpJt468An76g/x57VPcO/8m4bVyHSEHJ1AaNJZMHU6UMgFCjqkkEl/hY61hgbyGgsRBIFzsk/q8fpnBd/hdDsZF5OJpSkSMDNpTDQfHf6aDquB+OAYLsw9Y8DPef/gSnbU7EMuk3P3vBt80zAb9tUCMGd8ApGhvT9cRVGksbWKL+NCKajeAEgO1PNTZ3B65pJBrdj9hSiK6Do7JL8jXbXPz6fjmIw0kG70aaFJjI6UqhSZkenEBkX7HiTpyhqefG8fH/1QzKTM6G4TeMMBvdVAcWs5xR6hc0V7ja8K1BXB6iASg2OJDYomWhtBREAYIepgn1u2VMkSfE7ZFkcnJruZDquBNks7zeY2Go3NNJpa0FsN7GvI902UCIJAelgyk+LHMjk+lzER6T9KPMqx0CjUjIpIYVRE93FlvdXg81860lZOUUsZ7VY9a8o2s6ZsM+GaUE4avYBTxywmUBWAIJMTc+bvqX3lDqyVhzDmrR3QZDRKG8Ffl9zB3zY+Q0V7DY9sfJZHlt87KA1UqCaE2+dcy1/W/Yut1XuYHJ/bI0utP5yVvZzv9uWjU5TwReXHLByX1eNBEaON5M+LbuXPa5+gTFfF87ve5PbZAztWT00Yzx/n/I4ntv6H9RXbiA+O4Zyck/0+trYOiRxFhvV+XQeptNw84wr+uuEZ1pRtZtmo+SMeSMMEfzVHAGqlHKfLic3u+rEP67ghCJIwe3RkGv/c/CI1+nr+b81j3D3/RsZEpg/LZ4yQoxMINU1SKn1cAlTr65ALMmb7KXJcXboJgKkJE3rok3SWDjZ4ogYuyj2T/7wriZxj4uDt0o0AXDPlogEFqTtq9rHS46Vy0/QrmBg31vfavmJptHvOxIRe3+sW3Xx18Cs+jA3AKROQCTKWjJrLeWNPISpw+PxxDDaTp9JS6fM+OjYsFo66KY/yVE0yIlJJC0vq1zxv0dRk9h9pYd2eGp79aD/P3LF4yBlwklFlLaW6Kkp1lZS2VdBsbuuxXbA6iNERaYz2VFvSw5MHnWjfF2xOO1UdtR7H8AqOtJXTbG7zGWd+VrCKIJWWSXFjmZU8hcnx44Y9OmUghGpCmByf6/PpsrscFDQfYVftAXbW7qfdqufD/K/4uvgHzs45mTOzlqGMSCB84cXo1r6Fbu3baMdMR67tf3oxSK3l/xb8nvvXPkGTqYUXdr7JPfNvGtT3nBWVwfnjTuOj/K95Y//HTIobS4imp+6uNwiCwMyw5XzT2Iw9SM+/t7/Gg0v+2KMFlhgSx13zruevG55hR80+vopYw1m9LIaOxfTEifx2ykX8d+8HvH9oJZmR6X6Lx1s7pAdzdB/kCCA3NptZyVPYUbOPjw5/zd3zbvBr3yPoH4JHcyQOUDkCUCnlmK1ObI5fPjnyIiMilYeX381jm1+kqqOWv254hvsX/mFYxv1HyNEJhMY26QJQR0oPybExY/yOCdlcuROQXHWPxarSDTjdTrI9URD1LZIoOt+0HZfbxcS4nG5Epze0WnS8tPsdAM7MWsb8tBm+16x2J7XNErEb14urdIfVwL+3v0Z+czHIBEY7BG46836/o0j6giiKNJiaKWgu8RkWNppaemwnE2Q+IjQqQhr3Tw1LGpLp4u/OGc+BIy3UtZj5cE0xV5zW//fmdDlpNLX4praq9fVUddTSaGzpYVQpIJAUEkdWVIbn36hulavhhlqhIjNqFJlRozgVSdems3RwsKmQA40F5DUcxmQ3s6V6N1uqd6NVBTIraQrzUqczNnrMzyI8V8mVkjVC/DiumXIRO2r38VnBKmoNDbx38Av21h/i1lnXEDnjDEz5m7E3VaBb/w7RZ9w84L5DNSHcMec6/vTDY+xryGdr9W7mpc4Y8H1dcU7OKeys2U+Vvo73D33J9dMv8/u9o+LDsW+dSMD47RS3lfNV8Q+9Vnhyosdw9eQLJKJzcCUTYnNI80MIfdLohZS0VbKxcgcv7HqLJ095wK9roLldui/1R45AWnjtrN3Pnro8GozNx+1IPgKQqaRWpttuHWBLUKskIv1rqBx1RVRgBH9bcgdPbH2Zg02FPLrpeR5YdFuPKvJgMUKOTiC06aUVmlVdDyI9XK37wv6Gw5gdnUQEhDHhGM2Q0+VkXbk0QXZG1jKsNicWqxNB1cm+5v0AXJh7Zr/7F0WRV/a8h8XRyZiINC6dcM4xx21FFCFArfBNTXhR2V7DY5tfpK2zHZUg54ymdhbGTSB+iMTIZDNzoPEweY2FHGwq7OHcDJKAdUxEOqMiUhgdkTZkItQbggKU3HDeBB55Yxefbyhl8dRkYiLVtJjbaDK30mRqockkhag2GJtoNrf1GfoaERDmq1x5I0N+7tH/iMAwFqXPZlH6bFxuF0faytldd5Ct1btp79SztnwLa8u3kBwSz+lZS5mXOuMndb3tCoVcwbzUGcxJmcamyp28vu8jilvL+NPaf/Lw0ruJOuVa6t/8E8a89QRPORlNwugB95kWnsRvxp3GB4e+5O28z5iRNHlQv59CJue3Uy/mgXVPsq5iK6dnLvF7ETAqMRTRFoirNgdZykE+PvwNc1Om9arDWJ6xgINNReyqPcCLu97m0eX3+tX+vGbKReQ3F9NsbuOLwu+5aHz/177F6sDUKY3yR4f3f24mhsQxKW4c+xvy2Vi5nYt7GQoZweAgKKRzT3T2jMY5Ft4q9q+NHAFolBrumncDj2x6lsKWUh7e+G9J+3ccsSMj5OgEgtHiAMFFhygFtU6KG+fX+3bVHQBgdvLUHjfIA40FGGwmwjQhTE0YT4dRusgUsbW4RTfjYjIH7PHurstjf8NhFDIFN828skep32qTdDEB6u6nY2FLCY9ueh6r00ZCcCzXipEEGjagzh2ctshgM7GzZj/bavZQ2FLajWwoZQrGRKaTHS1VW8ZEpA97KGbXPK9mcxtNYitxk4vRWdu5e90GXLL+9QAahZrE4DiSQuNJDo0nNSyJ1LCkH3VSbDggl8nJ8WSprZhwLgUtR9hctZvtNXupMTTw0u53ePfgF1ww7nSWZ8wf9BTUcEEmyFiUPpuc6NH8Y/MLkmB58/M8uvxegnIXYMrfhO6HN4i//G9+VbvOzFrGmrLNtFna2VS5g2UZ8wd1PNnRo5meOJHddXl8XriKP8y62q/3JUQHoVHJsTbGkzveRJm+nPcOfsGts3/bY1tBELh26iXkNxVT0VHDhsrtfukTA5Qarpx0Pv/a9grfHFnL6ZlL+r1eWtqlczsoQEmgZmCSOC9lOvsb8tlbnz9CjoYBgmdRJzodA2zZpXL0K2qrdYVaoeKe+Tfxtw3PUKar4omtL/PIsruHPP04Qo5OIHTanMi0ety4CNOEkOgHaxZFkbyGAkASXh6LHTWSD9Gc5KnIZXJcLhEQkUdKAuqTRy/sd/8ut4t3D34OSA+N3o5JoZAImcN59KIsbi3jkU3PY3PaGBeTyZ1zr8fw6b/oBBRh/v1e+c3FrCndzO76PFzuo/tODk1gcnwuE+NyyIrKGJbKhcvtotncRoOxiQaPWLnR1EKTqYUWc1vPJHglyJXgPaoApYZYbRSxQdHEBkURFxRDXFA0CcGxfsWW/NIhk8nIjc0mNzabKyedzw/lW1hVsoFWi47X9n3I2vKt3Dh9RY8ptJ8SsUHR/GnBH7jvh8eo0dfzfclGTl18GeaiHVhrCuks3UfgmKkD7kcpV3LamCW8nfcpGyt3DpocAZw39lR21+WxrWYvV0463y/tkVwmMCY5nENlrYwPXECZvpxt1Xu5IPeMXqfnwjQhnD/uNN468CmfF6xiYdosvwjqzKTJpIYmUqWvY1PVzn4dtJs8LbWYCP9ChifESZXrqo5aOh3WnyQ+5kTGUXLkT+VIogNWe88hjl8LApUB3DPvRu5Z8yi1hgbeyfuca6cNbfpxhBydQHC63MiCpDZRZuQovx6odYZG9DYjKrmSrGNG/t1ut28KaUbSJADkcgFZsA5BZUOrCuyVUHXFtuq9NBibCVYH9TnhEukZ8TVaHFhtTjoc7Ty2+UVsThvjY7O5Z96NqBQqdHpJtK0M61uL4Bbd7Kzdz+cFq6jsqPX9PD0smbmp05iV5L8hZm9wul3UGxqpMdRTo6+nVt9InbGRRlNLNwJ2LBQyBdHaCGK0UcRoI4nRRlFcYmXLng4iVOE8f8fJaAN+md4iw41AVQBnZS/n9MwlrC3fwvuHvqSqo5aH1j/Nnxb+wW/riR8DUdoILhl/Fi/tfocfyjdzZvYyQqafhn77F+g2vEvA6MkIfjhFz02Zxtt5n1LcWobJZh50NTIjIpWM8FTK2qvYVrOXU8Ys8ut92WkSOWquVzIlcTz76g+xqmRDj3xEL5ZlzOfzglU0mVvJayzo5inVFwRBYGnGPF7b9yHbqvf2S46adR5yNEBLzYtQTQjhmlDarXpqDQ3DNnn0vwqZhxy5HX6QI0/lyP4rrRx5ERYQyh9mXsVfNzzD6rJNLEibOaR7ygg5OoEgCCAESpNV/orRilsl36Axkek9JonK2qsw2c0EKgN86n9tgBJ5hOTCPTluQr/TR6Io8rXHG+n0zCV9rgKDAlVEhGjQGawU1bTydukrmOxmMiJSudtDjACcRkloLg/pndwUtZTyxv6PKW+vBkAtV7EwfdaQR4OdLieVHbWUt1dRpqumsr2GGkNDr+PxIIl944JiiA+Wqj7xwTG+SlBEQFiP+AXbaBcl+etobLPwzndFXP8zp2H/1JDL5Jw0eiGzkqfy1LZXONx8hMc2v8DzZz6MRqEeeAc/EqYlToTd79BgbMbqsBI2+xwM+1Zjb67CUrwLbfasAfcRERhGbFA0TaYWyturhxTgOjd1GmXtVeyuy/ObHI0bFcnHa0vIL2vjpgUL2Fd/iK3Ve7hq0gW9aoo0CjVzU6ezqmQD26r3+kWOAKYlTuC1fR9SoqvAYu/sU+vmbavFhPtXOQIp2LfdqkfX2eH3e0bQO3yaI5f/miPrr1BzdCxyY7NZnD6H9RXbeCfvM/669M5B72OEHJ1AUMrlyAKkrK7k0N5H4o9Fqa4KoNcVWmGL5EY9NibTV27XqBQowiSSkhHc/yhveXs1FR01KGUKlg/QWshJi2DrwXreP/QFNfZ6QjUh3DXvBp8Q2m3rRPRMXCiCuztwdzqsvHXgU9aWSw7bAQoNZ2Qt5ZQxiwbljm1z2ilqLeVw8xGKWkop01V1C4L1QqNQkxKaKGmAQuJJDIknMSSWyMDwQeVPqZVybj5/In/+z3a+3lrB9HFxTMn635vQCVEHcc/8m7j924do62ynoLmEKQn+DRN0hdst0txuob7FTEObmZZ2C20GKx1GG0aLHYvVicPhwukWkQkCCrmANkBJcKCKyFAN0eGBJEYHERvVhfALAvKAYEKnnUbH1k9o3/IJgVkz/arKxnnI0VAf8tIE6KccaS3H5Xb51fLKSYtALhNo0lmIU6USqAzAaDNR3l7N6Mi0Xt8zI3ESq0o2cKipCFEU/frdogIjiAwIp62znRpDfZ+j0y3eMX4/K0eAjxjb/GgFjaB/CEpPW20QlaNfoyC7N1w0/kw2V+2iqLWMI63lg64ejZCjEwgatRxBkMrY8UH+PWQrO2oAGBXes9JU0lYJQHaXk0pn6QC1GVGEQEf/2h+vI/GMpEkDkpTpY2PZVlZIhS0PBLh5xpXdAjJdFqldKCg1yLqsUmv09Tyx9T80GKWW25JRc7lk/Fl+J7e3mnXsqjvA3vpDFLaU9qgKBam0Hh+jFNLDU0gLSyJGGzVsGqBJmTGcOieN77ZV8sQ7e/jXbQu7RT/8r0AtV6H0BBVbnQOHX9ocLirr9ZTW6imr7aCiXk91k2nwLYH2nmJ4WVgz6kyQuzV8vraCaWNjSZt2OvpdX2NvqqCz4iCBoyYOuGtvVdXuGlgM2xsSQ+JQy1XYXHaazW1+jbYHapRkpoRTWKnjUGkbOdGj2Vt/iCNt5X2So8zIdARBoN2qR281EBbQv6eTFzFBUbR1ttNmae9zG6/HUdQAY/xdcTS+5sc3Dz3RMRjNkUZ14lSOQJrmnZcynQ2V21lXsW2EHP0vIyBQRPDcWPwJwBRF0RfSmhTSc1zYq9lJ70KcSnQV0nstwdQ19e2dIYoiu2oPAJL+YiDMyo3jpYNFIMD4iIlMiu/u/+OySD5I8oCjJCuvsYAnt76M1WkjMiCc38+6qkdYbm8w2y1srd7NxsqdlLRVdHstMiCc3NgscqLHkB2dQXxQzI8uhr72rFxKazooqengwVe28+jN8wgP/t8RooqiyFsHPqXR1IJGoWZK/Lgerze0mims1FFU1c6RqnYqGw243T1jUBRyGQnRWuIjtcREBBIZoiE8RE1woAptgBKVUo5CLsPtFnE4XZg7nRgsdto6OmnSWahqbqdCK1lXWJvieG9PMe+tLiYiRMM1sRNJbtuJfsdKv8iRN04mSOV/S6krZIKMKG0EdYZG2iw6v31/JmdGU1ipY39xC2lTkthbf4jaLmHMx0KlUBEZEE6rRUezuc1vcqTxPHj7q/B47UWi+nC97w1e9/kQtX8GmCPoG4ObVpPowK91Wq03LEibwYbK7eyuy+O6aZcOqrL/s5Mjt9vNc889x8cff4zRaGT69Ok88MADJCf3bkrW1tbGI488wtatWxFFkTlz5nDvvfcSG+t/ltGJioBAJ5hAJir90mwY7WbfKv1YkbLD5aDZ3Ap0J06V7RJhcptDfTluvaHO2EirRYdSpmB87MB6i1J9KUJQO6Jbhrmip5+M2yo9aGQaiRwdaCjgn1te9EWa3D7ndwPGNdQbGvn6yDo2Vu7A4VnNCwjkRI9mWuIEJsfnkhAc+5NPhqmUcv509Qzu/Pdm6lrM3PPcFh747UySYk78h4PVaePVvR+w0ePAfs2UixDdCvJKWiiq0lFU2U5xVTtGS88HcFiQmoykUDKSwhiVGEpafAhxEYHI5UOrODjdLp7b8ToVNUaCVUGcOf0MCsLMHDjSjM5g5TVTIn8OFeisyGPLxt3MmjcVRR+f5XQ5qfIsLvxtcfcG73VsHUSLaXJWDO+tLuZASQsTZ0sVVIPV2O97vHl4nc6BzQK98JKivjzA3G4RnTdXLdQ/su90OWny3Hf8rX6PoG8MpXJk+xVPqx2L7OgxqOUqjDYTdYbGQV2LPzs5euGFF3jvvff4xz/+QVxcHI8//jjXXnstX331FSpVz4vutttuw+l08vrrryOKIg899BA333wzn3zyyc9w9L8saIJEaAbB5Z+YVWfpACBUHdxjnL3N0o4oiqjlqm5+OnVGaQUqWrUU1uqwOVy9RmAUNkvJ6JlRo/wyUPymeC0A7pZkDleZ2VPYxLSco4TXmw0kUwdQ0lbBE1tfwul2MiNpErfN+i0Ked+ncou5jQ8PfcXmql0+V+mU0EQWpc9mbso0wv1cKfcGURQx2Iy0WdpptxrQW42Y7CbM9k46HVbsbgdOt9MX9ioX5CjkCjQKNYFKDcGqIEI1wUQEhHH3NeN4/PV8GlrN3PnMJm46fyLzJ/WeIH8i4EhrOS/ueps6YyMCAmNkc/n8cxtP1X/DsUUhpULG6KQwctIiyEoNJzMlnMhQzbB9NwarkWd3vkFeY4EvDHVCXA7nzJUsJvYWNbNhby2HK5IYr6yh9IfPeWNLB+cvGcOyGSk9SNLBpkKsThuhmhASg4duROdtyQ3GbmJMSjhBAUpMnQ50HdLixyX2Xw3wTloqZP4/Elo8cTVd299dYbTYcbqkP6S/ldCKjhpcbhdBKi0Rgb3vdwT+Q5B7TSAHrhxpPJWjTtuJQ44UMjnJoQmU6iqpNzb9esiR3W7ntdde484772TRokUAPPXUU8yfP5/Vq1dzxhndg0wNBgO7du3ixRdfJCdHqkZcd9113HTTTXR0dBAWFvYT/wa/LAQFSQ8Kp11qG8hk/T849DZP+boXDxWviDQiMKzbA6jFJN0Qg+RhdDjd5B1pYca4njf/Ml0lQA97gN7QatGR11gIwKKU+ayuauXFzw7y3J2LfcaQXjG2WankX1tfwe5yMDk+t19i5HK7+LJoDZ8UfOurFE1JGM9ZWcvJiR49qAerKIq0dbZTrqumqqOWGn0DDcYmGk0t2PyYBPEXqmwVoVYtlo4A/rWmlC/3pHH9qfMYkzS8IbU/B0RRpElnoaC6me/KV1HlOAgCiHY1trKJ5BmDAElbFhUWQE5aBNmp4WSnRZCeEIJSMfwmkaIosrN2P6/u+xC91YBSruSPc37XbbpMqZAzKzeeWbnxNOeDaeU/mK6u4EvdVJ7/JI/PN5Ry1RljmZUbjyAIiKLIyqI1gNRSHmrwriiK6Dx6nsEYfsplAhMzo9maV09Zg1TdVcn7XqCIokiHVfreg1X+6d0MNhMtFmnfffmptRslYhYcqEKp8O872N9wGICc6NGDaoGMoHcIvnNPHFBsH6KViJTRMjSN3C8VMdpISnWVNJt6Zk/2h5+VHBUVFWE2m5k9e7bvZyEhIYwdO5bdu3f3IEcajQatVssXX3zBjBlSZtHKlStJT08nJOSX7Rb8U0AbKJ34bqecRp2ZhKj+20wWh8e9tpcbot4mleFDj+n7e0nTxLRkNtaZ2JJX1ys5qtJL4bRpYQNnNm2v3oeISE70GH47Zwb789fTrLPw2leHufl8SdvhXfl8LDPQ1mkhPjiGW2df0ycxajXreGrbK5R4SNq4mEwun3jeoEwGG00tHGws4HBzCUWtpb1GjXgRpgkhPCCUME0owSotWlUgAUo1KrkKhUyOTJAhitIK3uFyYHXasDisGG0mOqwGdJ0d6Do7sLvsoLSjiG4H6qmmiP/btIYgdwzTksZzzqS5JPbj8/RLgbnTQXWjkcpGA1UNBirq9VQ06LEF1KFKLURQ2UAAZ0sCQsM4suOjyZwiVYRy0iIGJeAdKgpbSnj/4EqKPHYWSSHx3Dr7GlLD+rZ9iB43FeuGaAL0Ldw6280rh1TUt5p55I3dTM6M5qbzJ1JiPExhSwlKmYIzs5YN+fhazG2YHZ3IBNmgc8amZMWwNa+eqrZG0EJkH9UdkDQ+ZkcnAgKxQdF+7b+g+QggEaO+hi3aPS218BD/KtmiKLK9ei8gBd2OYBjQlQyJbhD6XmAEB0oE2mAeeCDi1wRvZdO7APAXPys5amyUWjTx8d3FwDExMb7XukKlUvGPf/yDBx54gGnTpiEIAjExMbzzzjv9rs6WLl3a52sNDQ09Pv/XCl8shiijrFY/IDnyagY0vbS9LJ42VmAXMakoihjskvZn3rh0Nm49xPZDDVisjh7RAI2e6bHenHmPxd76gwDMTp5CoEbJrRdO5v7/bGPV9krGpkeweGoyottJUaCKA1iQCzJum32tTydxLEraKnhs8wsYbCa0ygCumnwhC9L8G7+u0deztXoPO2v2+1qIXsgEGcmhCaSFJZESmkhiSCxxwTFEB0YMS9q80+Wk2dJGrb6Bqo5aCprKKW6pwCm3YpY3sLGpgY3fr0brjmJ85CTOyJ3P6LjoASuEPxZMnQ6adRYa28w0tpmpbzVT32KmrsWIztD9BiuoOlGmFaAOk4J9NYSwMOYUlsyfQkps8JB1QoOF2+1mT/1BvjmylsIWqfWrkis5K3s55+ScMmD7ShBkBE9YQvvmD8l0FPLyfffx6fpSPt9Qyv4jLdz876/QjJP0U+eOPYXIwPB+99cfDjRKVZTePMgGwqRMieTo3S3IgJSwviN3vF5nyaEJfmcIeoctpvST39hu9OiN/GypFbSUUGdsRC1X+UxnR9ATg3qeda2+iT0HGLoiRCuRWIP5xLJQ8HKD/n/7nvhZyVFnp/QAPlZbpFar0et7sjxRFCksLGTy5Mlce+21uFwunnrqKW666Sbef/99goL897Q5EdE1pb24qp35k/rPIPOOzPamM/C2ijRdyvEOl8OnTRifHkdidDl1LWY27q/j1Nlpvu06HVbMnqpUTC+hl11hd9o54pkYmxQnTahNzIzmomWZfPjDEZ796ACJ0UFEu92s8oy4n5a5hPQ+UsSLWkp5eNNz2Jw20sOSuWPe9QMeg9PtYlv1Hr4rWU+Zx/cJQC7IyIrKYHxsNjnRY8iISB22ANreoJArSAiOJSE4Vno45Ern/P7qMr7Yu5MjHUW4Atswy1rZ0f4D2zeuQ2hPJEU2hVHR8cRHaokODyAyJIDQIBUhWhUBGiVyP8mT0+Wm0+bE3OnA3OnAZHFgsNjRm2x0mGy0G2zoDFZaOzppabdgtvavTYgM1ZASH4w8qpYjju04RDtyQc65Y0/hnJyTf9LA2fZOPesrtrG2fKtPKyOXyVmcNpvzx50+KH1LUO582jd/SGfFIaKdZi4/NYcl05J55rOtlAdsxCHaCHBFszh58XEd8+ZKyQpjWsLgzUFjwgOJi1bToe0ApHH9vuBtZeX6MekJ0sLJm8c4K3lKn9t5CbK/laMvi1YDMD9tZp8LnxEMDt0WhAORoyBv5ejEIkdDxc9KjjQaaUVht9t9/w1gs9kICOh5cXz33Xe88847rF+/3keEXnrpJRYvXswnn3zCVVdd1evnrF27ts9j6I+F/9ogcPRCOFzeOuD2bs/F0vV9XrjcUhWqq/FcV78WjULNKbPTefXLfL7eUs4ps1J9F6LeM4qrUagHDP2r6KjB6XYSpgnpVtK/9ORsKuoN7Cpo5K+v7mDFrHoa1Uo0yDg355Re91Wjr+exzS9gc9qYEJvDnXOv6/fzXW4Xa8u38nnBKto6JW2HXJAxOT6X2clTmZow/mdPuRcEgSmpo5mSOhqXW2RvSTXfF22nyJiHQ9kBkTVUibWUN8Tj3DMG0d7zeNUqOSqFHKVChkwmIJNJuhi3W8TpcuNwurE7XD7x7GAQolURFxlIXKSW+CgtidFBvn+CwslLu95hR62Uz5cVlcH10y/r1Tbix4DT5WRfQz4bKrazryHfV1kNUmlZljGPU0YvGpLoVxkRjzphDLb6EizFOwiZegoupR5j/AZknZ2I1kB0BeO5q3wLf75mJukJgxf8H2ktp7itHLkgY37ajEG/HyA+3YIekQAhmPg+KrgOl8NHdKYm+kfC1lVsw+5ykBQSz+iItD6381aO/BFjl7ZVsr/hMIIgcNZxtCL/FzCo51mXypEounu50x9FqFYiRxars89Bm18jvF2QgEG67v+s5Mhb/mtubiYl5aiXTnNzM1lZWT2237NnD+np6d0qRKGhoaSnp1NVVdVj+/81+IiM4KasTo/RYvf1kXuDV/DoPjYUtQ90nXiRCTKWz0jhve+LqG40sreo2TddZrJLRpRaP/xdvNYAo8JTuq1yZDKBOy6bwn0vbKW8Ts8X9UcgCGYLwb3mVFmdNp7Y+h/Mjk4yI0d1c9fuDUUtZbyy9z1q9PWAlOl06phFLB01128DyZ8acpnAjKxUZmSlIooXcbi5hA/zvqW4vRhFdD2qqCZCzONwNY7CaHbQaZP+Xja7a1CutyqlHK1GQbBWRXCgirAgNSFBUsRLeLCG6LAAosIkR2mvYP5YtJp1PLr2eWr09chlci4ZfxZnZC4bsjh5MKjR17OufBubqnb6vIZAImfLRs1jVvKU464AarNnYasvwVy8i30Rofx37/vYXQ4SQ+K4csbVvFB/hIZWM/c8t5l7r5jBlGz/NUOiKPL+oZUALEib1ec02EDoDKwEC6jMSX22lHfXHcRstxCuCWVc9MCVI4fL4ZssPS1zcb+tap3evzF+URR5O+9TABamziJukPqqEfQDmf9tNW2AEo1KjtXuorWjk8ToE6MT49PP+hHe3BU/KznKzs4mKCiInTt3+siRwWCgoKCAFStW9Ng+Li6Ob775BpvNhlotsUCLxUJtbS1nnXXWT3rsv0R42xRqtYBdhLySFuZN7Lu1pvS00xzuntMJXnfarmnyx1aYtAFKTpmdxucbSvlgTTFTsyXDxKMtuYGZer1RymnrbeIlUKPkod/N5p6X1qLTSoRrmr33fX5wcCUNxmZpJH7+jf14r7j5+PA3fFbwHSIiQSotF4w7naUZ837SNs/xQhAEcmMzyT0pk9K2St7O+5TCllI6gg6SOk3HX2ZeRXxQHBark06b01cdcnsqRoIgVZAUchlKhQyVQk6AWo5apfB7sqgv6CwdPLDuSVotOsI1odw57/ofPUDU5rSztXoPa8u3dDP2DNOEMD91BktGze1zqmoo0GbNoGLju7xlraJg11sATIzL4ZZZ1xCsDuJft8bx6Ju7OVjayt9e28F9V87odXChN2yu2sXh5iOo5ErOH3fakI6v2dxGtUXSVHVUReNyi722V78rWQ9IzvL+ENf1Fdto62wnIiCMBWn9Z8x5PY4iByBHW6p2U9hSikqu5MLcM/rddgSDxLGC7H43FYgOD6CmyUSzznLCkCPvEFGYZnAV3J+VHKlUKlasWMETTzxBREQEiYmJPP7448TFxXHSSSfhcrnQ6XQEBwej0Wg455xzePXVV7ntttu49dZbAXj66adRq9Wcd955P+ev8ouAN9hVrRExAnsLm/slR14C0ZvBnKqX6IOuLTaX24VCruDchRl8s7WC4qp29hQ2MX1sXBfPlIHLst7ogRht72GyYcFqzjkjhNcPQpzNgb5KR1WDgdT4o9Wd6o46VpVuBODGGZf3aQZpd9p5avt/2Vt/CIBFabO5YtJvBp2Y/kvD6Mg0Hlz8R7ZW7+b1/R9T1VHLfT88xnVTL2Vh+ixCg366EFeb084jm56j1aIjPiiGPy++lajAgd3ah4pWi47vjqxnXflWn85NLsiYkjCeJaPmMilurF+ZZIOB3Wnn26ZDfJoWhU0AOQLn557BuTmn+AhGUKCKB383m3+9t5ctefU8+uZuHvjtTCYPkJ3XZGrh1X0fAHDe2FOJHkAv1xe+LFyNiIhoiMJqDKRZZyE+qvt5XthSQnFrGQqZguWj+88+BOlv++nh7wD80oy1eitHIX2TI5PdzFsHJI+688ae6pez/wj8R9fKnjhA5QggOjyQmiaTLxPv1w5RFH0L8MFOfP7sJpC33HILTqeT+++/H6vVyvTp03n11VdRKpXU1taydOlSHn30Uc477zxiYmJ47733ePzxx7nyyiuRyWRMmzaN9957j+DgE99NeCAEKKSbkCCXhLJ7Cpv6XDHCUVdc70h/V/iceR1HHXPVXcTZVpeNILmC8BANZ8xN57MNpbz5TQFTso9qG/xRsHj1Sf2VPKtNUss002JH7pZx7/NbuP+amYwbJT04Piv4DrfoZkbSJE9YZ0/YXQ7+ueUlDjYVopQruWHaiiFrOX6JEASBeakzyI3J4oVdb3GgsYDnd71JjaGeSyec85N5xrx/aCXV+jrCNCH8adEtPxoxajQ282nBd2yp2uWrbsZoI1mWMZ9FabP8jsAYDBwuB+srtvNZwXfSalSAZKuDy8PHMqmXCo9SIePOy6bicotsP9TAo2/u5olb5pMS13vbttNh5Z9bXqLTYSUrchRnZ580pONsNrWytkKKQIm05lIH1DYbe5CjTw5/C8AiP1t3XxWvod2qJ1obydJRc/vd1uUW0ekHzlV7c/8n6G1GEoPjOCtr+YDHMIJBotu02sDyiZhwSQrR3G75sY7oJ0WH1UCnw4ogCMT5aVPhxc9OjuRyOXfddRd33XVXj9eSkpIoLi7u9rOMjAxeeumln+rwflXwVkBs7k4CAxR0mGwUVrSRm9F7Vcbrb2Sym3u8FqiULhKz4+hFopArUMgUON1OrA6b7/3nLx3D9zurqGo08sOuapJHSSt1bwWpP3hX+/3pk7yGkilWB6FKBSaDg/tf2sbtl0xmQnYwO2r3S8cx9vRe3y+KIv/d+z4HmwpRK9TcN/8mxvo5mfNrQ1hAKPcuuJmP87/h04Jv+bJoDXqrkRumrxj2CsqxaDa1+to0N824YsApwaFAbzXwUf7XrC3f6tPKjYvJ5IysZUyOH/ejkECLo5MfyjbzzZF1Pq+ryMBwzouZQPoPH6Myl/X5Xrlcxl0rpvGXl7dzqKyVR9/czVO3L/S5EXthd9r555YXqdHXE64J5fa5vxvy3+u9g1/gcrsYH5uNvDOdOhpo0nV/2B1uPsKhpiLkgoxzxvY+4NAVus4OVhZK02SXTThnQGsBnd6K0yUtzCL7yFXbU3eQjZU7EBC4YcaKfl3uRzBEDGKUHyAmXPpbtfQSyPxrhDc7NFYbNWg7jBEL0hMI3naSw+1k2jjpwbQlr77v7T05ZQabqUfJNdhDtIy27sTJS2K6EqrgQBUXL5cE9G9/V4DTKZ1W/jhH2z3bqPtw8HWLbt8JHm9zEa52Mnt8PE6Xm8ff2ctzP0hVozGR6aSF927et6VqNxsqtiMIAnfNvf6EJUZeyAQZF40/k9/PvAqZIGNj5Q6e3fE6brd/wvuhYk3ZZkRRZGJcDpOOCY89XoiiyLrybdz27YOsKduMW3QzOT6XR5bdw18W387UhPHDTowajM28vu8jbvzy/3gn73PaO/VEBIRx9eQLeea0h1g66SxkggxneyNOQ9/ToUqFjHuumEZEiIbaZhNvfF3Q7XWb087jW//D4eYjBCg03D3/xiGLsPObithWsxdBELh84nlEelpaXrdqkK6pd/I+A2Bpxjy/SOwHh77E5rKTGTmK2clTB9y+oU0SwsdGBPZauTbaTLy8510AzshaSlZUxsC/3AgGj67VIj+uj+gTrHJU7/GqSxiC3nCEqp9A0CjUaBRqrE4bk8YGs2lPE1vy6rj27NxeAzLD1FJ53+V2YbSbu2l1vM7Yequhm+18iEqL3mrA0GUKCOD0uel8v6OS2mYTP2yX3LE7e2nXHQsvKevrwaa3GnG4nQgIhDldiE4zd182iTe+DWTlpjL2N+QjD4XpCZN6fb/ZbuHNAx8DcMG407vFQpzoWJA2E41CzVPb/8u2mr1oFGqun77iR8tqy2uUHvqL0mcPsOXgYLKbeX7nmz6tWHpYMldOvoCxMWOG9XNAEuzvbzzM6tKNPv8fkAYGzspazvzUGUcrHHIlqth07I1lWGuLCRrbe4UWIDRIzW0XT+aBl7fz7bYKlk1PYXRyGHqrgX9ueYmStgrUchX3zL+JjEG4uHeF3WnnlT3vA7A8Yz5p4ckEBUqLmK7Bvduq91CmqyJAoeH8cb1XW7uiXFfNxgrJ2PKKSb/x6/ypa5buDwm9iHpFUeSVve/TYTWQGBzHReNHhml+LIiuo15kgh+VyOiwE6tyVG+Q9Eb+mBEfi5HK0QkG74ozNkZOWLAavcnOvqLmXrdVyBU+EuQVRnvh1Ww43M5uVaKwAIlQHRuloVTIuOFcySdl427phDQ7OgdsrXlJUV/BmF5NUogmGLlnuk60dHDt2bncdP54ZEEdAKxd30mbvucFvaZsMwabicTgOM7JPrnfYzkRMSNpErfOugZBEFhXsY1PC779UT5HFEVqDA0AjIkYvsm0RmMzf/rhn+ytP4RCpuCyCefyyPJ7hp0YmWxmvixazS3fPsBjm1+QPHcQmByfy/0Lb+FfpzzA4lFzerR+NInScVjrjgz4GZOzYlg4OQlRhPdWF1Guq+a+NY9R0laBVhXI/YtuOa7f6/1DX9JgaiZcE8ql488BQKWUri+7w2Pr4LTzbt4XAJydc9KAmW2iKPLG/o8QEZmXMp1MP7ISAaoapfHp5NieWsJtNXvYUbMPmSDj97Ou+lVNif7q0LVa7Mc0oldz1NrRievY9OdfIeq809Aj5GgEkR5Tu3ZrBwsmS5Nq6/bW9LO9FG/Q6gmR9EIlV/oyk9osHb6fh3vIl3c8sismZkazYHIibocKRGl1eWyF6Vj0NhXXFRaPIDxQqUERLIl7XQbpWCflBiHIXeCWUVkucsczmyivO0raRFFkTekmQHoQ/K9qGmYlT+HaKZcA8FH+177oh+FEp9PqI8LD5RPVYGzmL+v+RYOxmajACB5edjdn55w0rNqpOkMjr+x5jxu+uo938j6n2dyGVhnAGZlLeeb0h7hvwc1MiMvps1qiTpDIjL2hb91RV1xychaCILKvbSd/+uGftFp0xAVF8/DSu46rtZTfVMS3R9YBcP30y/o0L11ZtJq2znaiAiM4I3NgA9w99Qcpai1DJVdy6cRz/D6einrpOkyL734u6K0GXtv7IQC/GXvqkKtkI/APYpfFqeDH/S8iVINcJuByi75svF8z6j2SjKHYeIyQoxMMkZ7poFaLjiVTpYiNnfmN3crqXeEdoW829dRMRPv2dTTNOKrL/nvDtWflog1QITokDVF7LySqK7wTc2Z77z1ub0VJIVOg8ASuOjqk1UCzWTrmuOBokmODadNbufu5zew6LF0QZboqWiw6NAo1c/zQSZzIWD56PqdlLgHguZ1v+MZbhwsKobvNw/HCZDfz8MZ/027VkxyawCPL7u4zMmYoKNdV8cTW/3D7dw+xpmwzdpeD1LAkbpi+gpfO+gdXTD7fr+kWVWwaALbmKr9GpZUBViIm56FKLcIlupiWOJFHlt8zJE2EFwarkWd3voGIyNJR85iSMN73mtf8U6NS0GJuY6UnomPFxPNQDWCE6Xa7ef+gZEZ5WuYSvycPXS7JhBZgTHJYt9de3/cRRruZ1NDEPp3uRzCM6Hot+qE5kssEIj2ttV+77sjmtNPieU4N5foaIUcnGLziymZzG6MSQ0lPCMHpcrNpX22v28cGSeSoqRdy5CVOXV/ruv/eEB6i4eozxiHaJSFoSVNDv8frrU4dK/z2oquLtzJMKo062iXyY7BKVanooDD++YcFTMqMxmZ38fDrO/l+R6UvWDQ3JmvAB8H/AlZMPI+c6DFYnTae2fYqTlf/2WiDgVKu9FlJ6Kwdx7UvURR5YdfbNJvbiNVG8cCiW4dtNL9W38A/t7zEvWv+4augTUuYwF8W384/T/o/loyaOyj3bFVUEsjkiDYLLmPv1wRIUSZfFH7PHav+hkXRiOiSEaafwl1zr/dNfQ4FbrebZ3e+TnunnsTgOK6cfH631/WenKzgQBXv5H2Ow+VgXEwms/vJRPNiS/Vuag0NaFWBg7IVKKvTY7O70GoU3YwE8xoLfGLxG2dc/j9byf0pIXrbaoLMb61htI8c/bp1Rw2eBWCwStun911/GCFHJxiOEpoWBEFg2QzJefz7nb2vbL2r4wZTT11SXLD0WqOppdf994WTZqYQogwD4Mud+f2uqL0Pvd7adHB0is3qsKGMTADA0SYJvr2Tbkq5iqAAJX+5dhbLZ6TgFuG5j/PYVFQIMFK690Ahk3PrrGsIVmmp6Kjhk4Jvhm3fgiD4TNZq9f0T4oGws3Y/e+ryUMgU/HHudcPSpjPbLby290Pu/P7v7KnLQxAE5qfO4F+nPMDd829kXEzmkITqglyBMlwi7XbPedkVoiiyq/YAd6z6G+8d/AKby87o8FHY8ufSVBI7pDy7rvjo8FfkNRaikiu5fc61Pn8yL5o9I/xOTSvba/YiIHDlpPMH/F3dopvPC1YBcFbWcr+igLw4VCotpsaOikTmmVRzuV28uV8yezx19CJGjVyTPw084eL+iLG9iPaM87f9yo0g645jUg1GyNEJBy/Z8RKaxVOTUSlkVNQbKK5u77m954HW2AvZiQuSXmswHiVO3gdgs7mtz8qDIAjMzhwtvdfQzPp+NE9RHs1Ti6X3VbfPUsBuQhEpaagcrTWez5FOX9EzrqqQy/jDhZO4cJk0ql/eLK0chuoyfCIiIjCM3027FIAvCldT1dF7RXEo8D7wjnSJ7xgs3G63L1fs7OyThqWVtr8hnz+u+iurSjfgFt1MS5zIv055gD/Mupqk0OMPwVVGSKTdqetOCguaj/DAuid5Yut/aDA1E6oJ4eYZV/L3ZXegEkNwu0VajqN1sa16D595CMz101aQEtbTDb+60QCI7DNK/lNLM+aR5sd3uq8+nzpjI4HKAE4es3BQx7WvWLpfTMo82pbcWLmTWkMDQSot5+cOPCE3guGBT3M0CHIU5fGlau1lwOXXhDrD0MXYMDLKf8LBO7Ko6+zA6rQRHKhm7sQE1u+tZfWOKrJTu+sGvG21FnMbTrerW+SHd19eBg7SNJxaocbmtNFkbu1T6JYVl8yaKhACzPx3ZT5Ts2N7jbHwkrkmY++VqHBPHo7d5cARLm1rb61HdDkI9MSleFOXQSJml5+ag1aj4N2ynQDsL9SxIK3X3f9PYlbyFGYmTWZn7X5e2fM+f1t657CM92dHZvBD2WbyGgppSDJjd7iwO104nG6cLjdOl4goit286OQyAblcQCmXo1LKKDEU0WBsJlAZwFnZx+eY7HK7eDvvM59QOT4oht9Nu4Tc2Ozj2u+xUIR6tHB66Rwubi3jo/yvOdRUBEgtxzMyl3JOzsm+iJ/gACU2uwuLdWitzSOt5TzvyXQ7I2tZr27vbfpOWvVWFFH1NFjqCVBouMjP7LLvSzcAsCxjnk8X6A8sVgcFFdJCZ6rHLd/ldvmmJM/JOfm42ogjGBy8bTVBPhhyJJ2jbfpftyDbq6tMCBkhRyNAcskOVmkx2s00GptJC0/mpJmprN9by+YDkudRoObo6GxEQBgquRK7y0GLua1b/kySh/i0WdrpdFgJUGoQBIGk4DjK2quoMzT2SY68P1dozRgtDl776jC3X9JT5+AlYLXGxm5+Sl6oFCrCNaG0W/W0ykSU6kDcNgv2llrCvS05q77Hfs9bPIZ17UE0O9pZv7+SqQl1/ebM/a/h6skXcqCxgCNt5Wyv2cuclGndXhdFEYvVSau+k3aDlXajjQ6jDb3Jht5kx2ixY+p0YLTYsXQ6MFudWEUTmklQra/juse/BefgdV6q0fuRR4C+OpYV968hRKsiLERDRLCGmIgA4iO1JMcGkxof0m9ml9lu4cmtL5PfLDnsn5a5hEvGnz0oPZG/UIRGIQKFHdWsW/+07zPlgowlo+bym3Gn9TB1dHsY4lA4aaOxmce2vIjD5WBKwnhWTDi31+0OHGkBwYUmpQwXcO7YU/xqUbaY2zjYKBG7kzIWDOrYdhU04XSJJEZrfXqj3XV5tJjbCFEHcfLowVWhRnCc8FaOBmGQ6o17+bXnq9V0SG3upJChVYdHyNEJiITgWIrbyqk3NpEWnsy4UZEkRGmpbzWzJa+ek2Ye7ffLBBnxQTFU6euoNzZ1I0dBai1hmhA6rAbqDI2MjkwDIDFUIkfV+npmJE3q9RgSQ+IQEBDlNgSljXV7ajhpZqovD813rCFxyAQZZrtFciD2WBEcu692q55afQNZ8RlYKw9haygjNkdaLbdadNic9h4Pvsz4OJqraxCUVp7+YL/0UO0j1+p/DRGBYZw+ZimfFX7LW3tXUnskmOb2TlraO2npsNDS3onVPtipMw1uSzCyQCMBkTpU5hSUCjlKhQyFXEAukyGTCXgNk0XA7RZxukScTjdWpw1rmFR9cbUm4HS6adVbfQGmPX6HEA2ZKWGMGxXF5MxoUuKCEQQBg83Ewxv+TUVHDRqFmptnXsnMpMlD/7L6gSiKFIidfJ4YRpWjFpolUrQwfTbnjT21V/dpp8uNwSOUHmwosK6zg4c3PovRZiI9PJnbZl3jC7s9FjsPN6KIrcalsBAZGM5pYxb79Rlbq/cgIjIuJpOYoL6NLXvD5v3SA2lul4XI+ortAIMWu4/g+CF6QsUFpf/nmXda7desOXK4HD6Po9Sw3pMTBsIIOToBER/iJUdS718QBJbPTOXNbwpYs7OqGznybl+lr6Pe0MTULmPAIBGTDquBWkODjxylhEoai2p9TwGqFxqFmrjgaBqMzUybEsDunW5e+uwgT9++EHkXt26VXElicCw1hgbK26t7JUepYUnkNxdT0V7DxITREjmqLyFq0lJC1cHobUaqOmp7GNR5y6mRsQ6aGl089tYenvnjQpSKHzdj7JcGURRpaDNTVqunol5PZYOB6kYjzQYb6gkKdLTy7rZNuPU9U6uDApSEh2gID1YTHqwhNFhFqFZNsFZFcKCSoAAlQQEqAgMUBKqVfH7EwXela1m8KJAbZ5w6qOPc35DPo5vcRAVG8PifLsLc6aTDJFWs2vSdNOks1LeaqW400tBqQmewsiO/kR35Uts3KSaI+VNi2Ov8khpDLSHqIO5feItfGpvBQhRF9jXk88nhbyjTVUGACrkIS0bP55yck/vVudU2m3C6RALU8n6rX8eiw2rgb+ufocncSqw2ivsW/B6Nsvf3myx29hTXoRhXDsAF487we2Jzt2eKb07ytP43PAbtBit7iqQH0qIp0gPJZDMfdU5PmzWo/Y3g+OH2SA5kKv/PM6/mqMNkw+F0o1T8+qTJtYZG3KIbrSpwyFE8I+ToBIRPx9NFZL10WjJvf1dIUVU7NU3Gbs613vZZV22RF4khcRxuPkKt4ehrKaHSja+6o29yBBKpaTA2k5Ulp/CgnMoGA6t3VnHqnO4OyhkRadQYGijVVTItcUKP/YzxkLLitjLUaZIOxVpTiCAIjIlM9xjVlfYgR2Mipc9RhHUQGqyipsnIh2uOsOLUEztCxOlyc6S6nUNlrRRU6Ciu1GHuVduiRNaRghhVTtwYHfPD5xEbHkhMeCBR4QFEhmp6BKQOhEkJ2XxXupaClpJBH/fhZuk942Oz0Qao0AaoiInofUrKanNSVqenuEpHXkkrh8paqW028mn5RuRhLSjR8McZvx92YiSKIoeainj/0EqJFAEqmYIZOgOLXYGM94jd+0NeiXRdZqVE+Ka5BkKH1cDfNjxDnbGRyIBw/rzo1n7drX/YXYMYWYGgdBAfHMPCtJl+fY7ZbqG0Xfq9piTk+vUeL1btqMLtFslJi/DdXw40HsYtukkJTTwuL6cRDA1uu1R1lfVBontDiFaFTCbgdosYzLY+g4N/yahsl4Z20sKShqynHCFHJyCOehcdJUfhIRqm58Sy83Aja3dXc9UZR4NBE4Klm1a9oSc58vZr6wxHJ3FSwqTKUaOpBbvL0af9/6jwFHbU7KPeXM+lJy/h5S8O8d7qYhZNTSZAffTUGxOZzobK7RS39u4ynB0tTb5VttfinClZEzja6nCaOhgXk8me+oMcaCjgrGO8WLKiMlDJleg627nk1Bhe+6iWT9eXsmxGCnGRJ5YoVG+ysSO/gV2HmzhU1kKnrXtLTKmQkRYfInlfxYeQGh8iGWfaJ3PvmkfpVDVw8fIxx+09440OaTK1YLF39unU3BsKPYRqbPTAERoatYJxoyIZNyqS8xaPwWJ18MyGD9ivb0F0yzAWTuavB/O5/jwZi6cOD0Eq11Xzdt6nHG6WokLUchUnj1nIyVFjMb7xJ2QB/t2EtxyQFhVTc/wTirZZ2vnbhmeoNzYRrgnlgcW39dvucjjdfLG5GEVaJQC/GXua367iJW2ViKJIbFC0zz3fH9gdLr7dKk0pnj736OLHS3gn/g9lGv6SIHrIkTCIypFMJqDVKCVdocXxqyRHha2Sx11GRNqQ9zFCjk5AxGq9laPuxo6LpyWz83AjG/fXccVpY32rVq94uq4fctTVuyZcE0qQSovJbqZW38CoiJRej2NUuPTzMl0lvz8lja+2lNPQaubLzWVctCzLt112tBSbUNJWgcPlQHkM2YoICCM5JJ4aQwP5+mpSY9KwN1dirTrE1JTxvHngEwpaSjBYjYRojlbENAo1U+LHs6N2HzpFCRPHJJNX0sr7q4t7FYf/2mB3uNh+qIH1e2vYf6QFd5cspOBAFRNGRzFuVCQ56RGkxYf0Gj4cLCahVQZgdnRSb2zqdRx8MAhSawkPCKW9U0+9scnXih0INqedck8lxns+DAbl+nIO6CVty3kZ57GrUU5prZ5/vbePxjYLFy8fmo8RSJEX7x1cyYaK7YiIKGQKThq9gHNzTiZUE4JD14CR7iGffaGiXk9RVTsymeCL9+kPNfp6Htn0HG0WKfLjgUW3+uw3+sKaXVV0qEpQKR3EaKOYm+J/e6zcUzUaPUgfovV7a+gw2YgK1TB3YoLv52W6SoDjikYZwdDhqxwNghwBBAUqfUMXv0YUekj5uOPIKvz1NRNHMCC8q8p2qx6782hsyLScWALUClo7OimuOup55J0YM9rNGKzGbvtK9vjANJvbsHnFfYJAquch2p/uyGu+2Gxuo9Np5tKTJEL0xYYyLNajF11SSDyh6mDsLgclfXjkTPW023bV5hGQLv13Z8VB4oJjSA9Pxi262VK9u8f7lmXMA2Bj5Q7OWyaRtQ37an/V1vimTgcfrinmt39fwxPv7mVvUTNut0hGUigrTs3m6dsX8s5Dp3DvldM5c/4oRieF9UqMQBLkR3gqBO29TP0NBVEB0v76MvbsDSVt5bhEN+EBoT6jUX/R6bDy4q63EBFZMmoul8xYyhO3LOCCpdKN8b3vi1i9s3pQ+wSphbaufBu3ffcQ6yu2+cJXnzntQa6afMHRyS+vIFp0970zDz5eK920505IGFBvlNdYwP1rH6fN0k5CcCx/XXLHgMTI3OngvdWFKOIqATgre/mgsui8C6Tk0IQBtjwKh9PFR57f69xFo33nmlt0+9rxqcdJukcwNIiOwVeOQNIagnQ+/dpQZ2ikydyKXJAdFykfIUcnIIJVWl+UQ3MXc0W1Us7McVKVaMvBo6RGrVD5ctSO1R2FakIIVgchInZvrYVKN7uqfnRHWlUgiZ6WXYmukvmTk0iI0mLqdHR7WAmCwHiP98wBj3jzWHinjfbWH0RIlVqClrL9iKLI4vQ5AKwu3YT7mAfU+NhsRoWnYHXa2K/fyviMKNxuke93VPV53L9UOF1uPltfyrV/X807q4roMNmIDNVw0fJMXrxnCU/fvoiLlmWRkRTmt5YFwOKQRJvec+Z4ofa4NPcVJtwbDno8gcbFZA26wvPuwc9pseiI1kZy1SQpPkMul3HFaWNZcYp0Xr32Vf6ggjR1nR08suk5Xtr9Nma7hbSwJP6+9C5umX1NT7F1l4iG/lBcpWPzgToEAR9x6w2iKPJF4fc8suk5Oh1WcqJH8/eldxGlHTjb7J1VhRgVNcjUVoJVQYMWQXtjgbwGsP7gu22VNOssRISoOWnW0YqT3mrE6XYiCILfuWwjGF4crRwNrjWm9ZCjX2PlaGv1HgAmxo0dlEfXsRghRycgBEHwjRC3HJOBNmeCVAnamd/YLdbDK5asN/QMJE32tta6tN28K8GBHJbHREn6g+LWMuQygXMXSfqhb7aWd2sDTYqXCM/++vxe9zMqPIX44BjsLgcHBAuCUoPL1I69sZyFabPQKgOoNzb1SJwXBIEVEyUfmNWlm5g8Wbro1+2p6fb5v3RU1Ou54+lNvP71YcxWJylxwdxx2VT++6flrDglh6SY4IF30gtq9PW0WdqRy+RDNks7FlanDWBQY9v7PH/3SXFjB/VZR1rLWV26CYAbpq/oMb11/tJMMpJCsVid/Tq1dz+WQ9y16u/kNRaglCtZMfFcHl1+bw/BvxeihwQKit61dyAR2+c/yQNgybRk0hN6z4rTWw08tvkF3jv4hY/437/wFoLUA2vk8sta+WZrBYpYifgvHz1/0JmC3qBofyd8DGY7762WfJ0uOSm7m4C/w2oAIFQdPKjq1QiGD0OZVgMI1Eh/x07rr4scud1uNlftAujh3TZYjJCjExTeVeax5GhyZgxKhYwmnYXqpqMttKNu2D3JkTdioUZf7/uZ1zuiqqO23+y0bE9Zs8gTArtoahLaACWNbRbJpM57XPHjEASBKn0dzb2E4AqC4KsQrSnfhsbTWjMX7yJAqeHUTMnD5YNDX/ZIhc+NzWZ+6gxERDa0fkmg1k1rRyeFlbo+j/uXhO2HGrjr2c2U1+sJClByy4WTePaOxSyaktRnu8wfuN1uXt/3EQCT43OHxblYFEVfFE1kgH+C3lpDA9X6OuSCjMnx4wZ+gwdOt4v/7HkXgEXps33Vx66QywSfdcWewp75gV3hFt18cOhL/rH5BYx2M+lhyTx20n2clX1Svw/3oxNBfXvJfLC6mIp6A8GBSq4+o/ffcXddHneu+jv7GvJRyhRcN+0ybpxxeQ8NXm8wWez86/19oDEiD2lHLsg4afTgDBzhaAB0iMa/oM63vi3A3OkgLT6E5cdYhJjs0r6CRxyxfzb4BNmDmFYDkHmqt65+7u2/ROyo3UeTqQWtKpAZiROPa18j5OgEhbeM3WrpnqemUSsYnyFpOvYV9cxM6y1Q1ivKrunSVksOTUAmyDDazf1qS7yTZqW6KuwuBxqVgsUeD5S1e4621oLVQb4ppR21+3rd15L0OShlCsraq6hPkUiXuWgboihyRuYygtVB1Bub+K5kfY/3Xj3lQqK1kbRY2ggeewgEF9sO1ffY7peG7YfqefTNXdjsLiZlRvPCPUtYPjN1UG2z3mB32vnX9lfIby5GJVdy+cTzhuV4KztqMdnNKOVKnx/WQFhbthWQqofBg0jP/rJoNTX6eoLVQf0ev3esXGfo29TO6rTx5NaX+azgOwBOHr2Qh5fd7Ze7rtsiLTJkAb1X7w4caebjtdKE242/mdjD+LGjU8/T2/7L41teQm8zkhyawKPL7/Xp5Qb8fLfI0x/sp6W9k5AU6Zyenjhp0P4ubtFNp1N6mGr9aEccLm/ztadvOG8C8mPOyU6P3qUvL6YR/PgYqiDbe39xDyyj+8XALbp9WYOnZy457vNuhBydoPCO4bYdQ44AJmdJROhg6dEKjVcE22zuGQDrFWfWdZlYU8mVvmpTf621+KAYwjQhON1OStsqAWlqDmDX4UZsjqNVntnJUwHYWrWn132FaIJZlD4bgG/N1QhyJY62euxNlQSqArhswjmAVD061pYgSKXlrrk3EKDUYBAaUI05wM6C/qtePzfK6/Q88e4+RBGWTU/hwWtnER58/A+a/KZi7lvzD3bVHkAhU/CHWVd3c0Y/HnhbXFMTxvtlC2CymVlXLpGjwURL1Oob+OSwlNd11aQL+iVVNo/Tt0rZe/Wno1PPX9Y9ye66PJQyBb+feRW/nXqx37YGTnMHAPLAnr5DjW1m/vn2HtwiLJ+RwvxJR4XJTreLb4+s49bvHmRbzV5kgoyzs0/i0eX3Dmpq8P3Vxew83IhS7YJwSQM42LBYwDdwAaAZQH/WaXPy9AfSIqY353sAu0van1o+4or9c2GobbWj5OiXe388FqtLN1GtryNAoeGUMYuOe38j5OgEhXfV2NHLBNK4UVJVqahS5zv5Y4J61yjB0VH/ZnNbt+m3NE9rrbIfciQIAjmeipDXGHBMchjR4QFY7S6fIR5IgahyQUZFR023Fl5XnJ1zMnKZnEMtJVRnSN4ppsObAVicPofxsVnYXQ6e3v5qt2MFSAtP4q65N6CUKZGHtdARs5HC2l9m9UgURV767CB2h4sp2TH8/oKJ3ZzFh7K//KZiHtv8An/d8DQ1hgaC1UHcv/APwxatUdVRy7oKiej4G1XxRdH3dDqtpIYmMtFPvZHT7eL5nW/idDuZHJ/LvNTp/W5fVCW1T71ZX13RaGrhz2ufoKK9hmB1EA8svo0Ffhom+o5HL1VgFaHR3X5uMNt58JXtGC0OxiSHccN5UitYFEX21B3kzlV/4439H9PpsJIRnsojy+7msonn9ukb1hvW7anhgzWS5mfeYjd2t53kkHi/vKKOhVcrJiAMeAz/XZlPY5uF6PAAfntW721CryB/sLqnEQwfhjqt5n0u9JFM84tDs6mVdw9+AcAlE84eFonAr+RXH8FgEeENZe3sSY7SE0JRKWSYOh00tEm6gOhAiRxZHJ0+rYAXoepgtKpAREQaTEdbcWnhA5MjOOo1cdgTyCkIAtM9Bnh7C49qnELUQUzxxJes9VQTjkWMNpLlo+YD8IXKigsw5W9CdLsQBIGbZ15FsDqIyo5ant35Ro/ptdzYLP686FZkbhWyID2P7njSJwb+JaGgQkdhpQ6VUs4tF04aMjFqNrWysnA1t333IH/d8DR76w8hCAInj17IM6c+yNiYzGE5Xou9k6e3vYooisxMmuxrp/aHyvZavileC8AlE87xe0rto/yvKGuvQqsM4Prpl/X7PpdbZNM+qZoyfWx3wXlVRy1/XvuEL47j4aV3DWn019kuncPKsKPVN4vVwUP/3U5di5no8ADuv2YmKqWc4tYy/rLuSf655UXqjU2EqIO4btqlPLzsbkYN0ltoT2ET//5wPwDnLkqn1Cr996mZi4fk6dRVSN/f+zfuq2X1zioEAW6/ZEq3IOuu8JEjmf9kbwTDi6N6uMFNbXmrrYN1yP854HA5eHbnG9icNnKiRw9Ja9cbhnTHfeCBB8jLyxuWAxjBjwOvB4v+GN8iAIVcRlqC9Hp5nUSe1AqVrzXRau7eihMEgXjPaG+D8Sg58saI1HT0X33JjZH8jY60lvuqOZMypf3llXQXXy8d5fElqtjuu1kfiwtyTydYpaXO2sHmmHBcpnYsZdKDISIgjDvm/A65TM7O2v28suf9HgQpOzqD02JW4LYEY3N38o/Nz/Pk1pd7bSn+XNhdILUF506IH5RDrdvtpqStgg8Ofcld3z/M77/5M+8e/JwGYzMahZqTMhbwr1Me4LdTL/ZrAsofmGxm/r7x39QZG4kICON3Uy8Z8D1Wp41/73gNl+hmRuIkv6Mq9tYf4ovC7wG4fvqKAXU1G/bW0NBmJjhQyZzxRzVQR1rLeXDdv9BbDaSGJfG3pXcO6CHUF+wtku5GGSW1izttTv766k6OVHcQHKjkwWtnYXS38o/NL/DntU9Q1FqGUq7k7OyT+Pdpf2VZxvw+w2P7wsHSFh59czcut8iCyYmMyrXQatERog5iQergKl9edHosHfobf65qNPDcxwcAOH/JGJ9+sTd422qDqYSNYHjhE2SrB1c5stolQ1ON6pc9ZSiKIi/uepvi1jIClBpumH45sgEsNfzFkGjhjh07+Pjjj0lLS+O8887j7LPPJiZmeDQLIxgehHiIjsluxuV29Zi2SYsP5Uh1B1WNBuYj6RuiAsIx2kzoOtt9VSEv4oJjKNVV+iaR4GiMSL2pqd8YkfjgWCICwtB1dlDYWsrEuLHkZkiVqroWE3qTzSdSnRQ3llhtFE3mVjZV7ux1FRCsDuLKyRfw3M43WBOiYkyHgsD9a9COkUY3x8Zk8oeZV/HMjtdYW74Fq9PKjTOu6HZ8yybk8PF3s1All6CIq2Jn7X721R9iYdoszshe5tNT/VxobJNMKsck9z/x5XS7qGyvoaClhIKWEopaSn2+RSCZPOZEj2ZeynTmpEwjYJjFsRXtNTyz/VXqjU0EqbTcM/+mbi7lvcHtdvPCzreoNTQQpgnh2mkDkymQdEbP7ngdkPRJs5L7dznXm2y8/vVhAM5bPAaNJ7LmUFMR/9zyEjanjazIUdy74Ga0qt4z3AaC22HD3iotDlQxqZg7Hfz11R0UVOgI1Cj4w+Vj+KziY7ZX70VERCbIWJQ2iwtyzxhUPEdXHCxt4a+v7sTucDEtJ5abLxzP3av/BsDpmUuH3MYyeCbV+tJvmSx2Hnl9F1a7iwmjo7jslP4jQTod0uJGM4hE+BEML45qjgZXObJ6KkfqX3jl6MP8r9hSvRu5IOOOOdcNm3YShkiOVq9ezd69e/niiy94+eWXefrpp5k7dy7nnXceS5cuRakcWSn83OjaczU7On1kyYukGOn/65pNvp+FB4ZR0VFDm6Wjx/6OhtkerfR0jRGpMzSS3kfIpyAITIwby/qKbRxoKGBi3FiCA1UkxQRR22ziSHU708dKuiaZTMapmYt5Y//HfFW0hqWj5vY6Rj0/dQY7a/ezuy6Pd+NDubl8P5H6ZpSh0sUxJ2UabtHN8zvfZGv1HlrMOm7tYuCXEB1EckwYNdXZXDR1KUWOLeQ3F/ND+RZ+KN/ChNgcFqTNZGrC+CE/OI8Hbo9QXETs8jM3zaZWyturKdNVUaarolRX2cNsMUCpYWLsWKYmjGdyQm6Pv/1woNNh5aviH/i8cBUut4vwgFD+tOAPAwqJ3aKbV/a+z47afchlcm6fc22/Aape6Do7eHTTc1gcnWRHZXClx+yxL7hcbv759h70JjspccGcvUBql+2s3c8z21/D6XYyMS6HO+Zej0Yx9Ie3rb4E3E7kQRGY5SE8+NJWymr1BAY7mLKwlWcOfOurXM5OnspFuWccVwDr3qImHnl9F3anmynZMdx35XS+LllNs7mNcE2oz9JiKNB1ShXj8F7+Hk6Xm0ff3E19q5mosADuvnxaj+m0Y+Ftzw+H/mMEQ8NQgmcBOowSsQ0N+mXqxURR5L2DX7CyaDUA1069hAnDnN83ZFo4depUpk6dyv3338+aNWtYtWoV9913HyqVijPPPJMLL7yQzMzh0TOMYPCQy+QEKDV0OqyY7OYeD8j4KOmG1dh2VF/kbVH0NprvJUeNXTRHgiCQEppAQUsJ1R11fZIjgEnxXnJ0mCsnSw+2Mclh1DabKK3p8JEjgCWj5vJpwXc0mVvZXLXLN6HWFYIgcOP0y6nqqKXZ3MZbccH8cc+3xC+9yrfNvNQZhGpCeHLryxxpK+fO7//O1ZMvZGHaLARByrZ6d1UReYds/P2GWylqLWVl4Wr2NeRzsKmQg02FyGVyxkaPZkLsWHKiR5MWlvSjC0zdopvIKJAFt7G5ZhvNe3ZRpa+juqPON2rdFUEqLVlRoxgbnUlO9GjSw5N/NNM9k93MhortrCxcjd4mtWxnJE7i+umXDTiG73Q5eWH322yp2oWAwC2zrvaJ9fuD3pNI32LRER8Uw53zbuh3ksztFvn3Rwc4WNpKgFrOPZdPQ6mQ8UPZFl7Z+55PF3XLrKv98hDqD52VhwAQ4zK5+7ktNHS0o82oQIiqZm+ztPqeEp/LxePPIq2f68MfbNhbw9Mf7MflFpk+NpZ7r5hOo7mRTz1TeysmnndcRM9bFT42vkUURZ77+Oj3+cBvZ/awI+gN3pb+j0HOR+AfhhI863aLtOml90X9AkNn3W43r+77gDVl0iDOionnstRP24vB4LhrZmq1munTp9Pa2kpjYyP5+fl89dVXvPvuu8ybN4+///3vxMb+vC2K/1UEKgPodFh9fiNdERMuVUNaOo62YLwi7t4ytnqrHIEUI1LQUkJVPxlrABNic5AJMuqMjTSaWogLiiYjKYz1e2spq+v+eRqFmrOzl/NO3ud8mP8Vc5Kn9kpIgtRSG+f+NY9RFQDP1W7lfvO5BGiPug+Pj83msZPu49kdb3CkrZwXdr3FD2VbuGLSb1gyLZn3vy/iYGkrtc0mcmLHkBM9hiZTCxsrd7KjZh+1hgYONRVzqEkSk8sFGQkhcSSHJhAfFENsUBQRAWGEeWJWtMoAlHJlr4JWl9uF1Wmj02GVcuxsRvRWI7rODnSWDlosbTSb22gytWB3OVDnQBVQVXZ0H0qZgtSwJEaFpzAqIpXMyHQSQmKHrc/eG5wuJwebithStYtddQd8laq4oGgumXA2s5KmDCgA1nV28NTWVyhuK0cuyLh55lU+64b+0GZp5+8bJD1TZEA4f1p0S78PW5fLzQufHmTdnhpkMoE7L5tGcmwwHxz60udhtHTUPK6devGwEEjLEcmN94MiJS1BeQRMqsQtc4II42IyuWT82X06a/sLURT5bH0pb3wjRessmJTIbZdModNl4fGt/8Hh59TeQPBacnhNX714Z1URa3fXIBPg7sun9+nufSxaLdKU4Eh0yM8D0e1C9Gg8BzPKrzfbcLrcCAJEhP6yPKos9k6e2/Ume+ryEBD43bRL/fYDGyyGTI4sFgvff/89K1euZNeuXQQGBnLqqafy5z//mYkTJ5KXl8ftt9/OrbfeygcffDCcxzwCP+HNyup09DS/i/Sc9HqTHYfTjVIhI0wj3fS8tv9d4Q2zbbO043A5fCvuFD9jRLSqQHKiR3O4+Qh76vI4I2sZ6R5ReFVjz887ZfQivivZQJulnZVFq7kg94xe95scmsDdC27i0XVPU6JR8Lc1j3HvKfd1073EBkXz0JI/8lXxD3xa8B1H2sq5f+3jjI/NJnt8IgUHFXyyroTbL5ni2/7C3DO4MPcM6g2NHGgsIL+pmJK2CvQ2IzX6+j6tBkAahVbIFcg9hEUURZxuJy4/gkm9kAkyZI5AbKYAYgNiuXj+NNIjkkkIjv3Roxg6HVYqO2oobi2nsKWUgpYSbF3E8SmhiZw6ZhEL02ej8ONYJGH8exhsJgKVAdw2+1omxQ88tl+jr+fRTc/TatERGRDOA4tv88Xi9HrcNif/em8vO/IbkQlw28WTmZQVwbM7XveFEp839lQuyj1zSNNcx8LeVoe1uZrdwQHsC69AqZIeRKPCU7h0wjmMj80+7s9xutz85/NDrNpeCcBZ80fx27NysTqt/HPzizSZWojWRnLzjCuO67NcbhfFreUAZEam+37++YZSPvrhqIHltBz/FrqiKFLvcdv3LqxG8NNCdBy9ZgdTOWppl54X4cHq43LgH27U6ht4fOtLNBibUXj8yOakDLzAGiqGRI7uvPNO1q5dS2dnJ1OnTuXhhx/mlFNOISDgaAlu4sSJnHPOObzxxhvDdawjGCS8Jfbepr6CA1XIZAJut4jBbCMyNMCn/dD3Qo5C1cFoFGqsThst5jafbiLtmBiR/m7Q0xMncrj5CDtr9nNG1jJS46TPa2yzYLE6uo0EqxQqLp/4G57e/l8+L/ye2clTe6xovRgXk8UfUxbydOV6Sm3t3LvmUW6bfW23FbtcJuecnJNZkDaTjw59xYbKHRxqKgJNEeqJAWxujGdmSSCzR3cPPk0IiSMhJI7TMpcgiiJtne1Ud0jkqMncSou5FZ2lgw6rAZPDgiiKiIg4XA76SiVSyBQEq7QEq4MI04QQpgkhMjCcyMBwYrRRxARFEqONorbJzO1PbaDGJVIUEsj8s+OH5aHucrvQ24y0d+rRdXbQatb5Kla1hgaaTK3dtE4AYZoQZiVPYX7qDEZHpPl1HK1mHW8d+NTneJ4amsgdc6/zaypsb/0h/r39NTqdVuKDYrh/0S09A1+7oKbJyKNv7qamyYhCLuOuFVPJHh3IQ+ufokRXiUyQ8buplwxb+d3hdPP+Z6+yNzmcRrUSsBMdGMllE89hVvKUYankGS12/vHmbg6WtiIIcO1ZuZy1IINWi45/bn6Ryo5atMoA7pt/84Ai+IFQ3FqGxdGJVhXoiwb6blsFr30lCdqvOC2HU2an+b2/FosOi6MTuUw+rCLZEfgPr94ImRxhEO3jas9idah5jT8Gtlbv5qXd72Jz2ogMDOeOOdcxOjLtR/3MIU+rrVixgt/85jekpaX1ud2sWbPIysoa6rGN4DjhDf60HmOGCJIDaohWRYfRht5k70aOOjp7kiNBEIjVRlGlr6PR1OIjRymeGBGDzUR7p56IwLA+j2dW0hTe3P8JxW3ltJp1RAVFEBGiQWewUtVgJCe9e/l9dvIUNlaOY3/DYZ7Z8RoPL7u7z4m4yTN+w+/3r+WNEDettPPAuic5I2sZF4w7vVsAakRAGDfMuJzfjDuN746sZ33ldsxYkCWU8/S+Z3inKJxJceMYG5NJdlQGkYHhPiLgTRePCozodfTcLbqxOm3YXQ4cLoeU8SYIyDyVJKVMgUah9lvnkhYfwq0XT+HJd/fy1eZyzJ0Ofn/BRJSKo9Uat+jGYu/EYDdhtHn/mTHZLRjt0n8bbSaMdhMGm/TPZDP3ID/HIjIgnIzIVLKjRpMbk0VKWILfD3yjzcSXRWv4tmQ9DpcDmSDjrOzlXDDu9AF/d5fbxUf5X/N5oRQDMDZ6DHfMva5PPZPbLUoP8a8LsDtcRISoufeKGbi1rdyz+mn0NiNBKi1/nPM7cmOH5150sKaCf61/E0tIE6BEhYKLJp7NKWMWHreGyYvKBgMPv76TxjYLGpWcOy+byszcePbU5fHS7ncw2EyEqoP5v4V/6HPRMBhsqtwJwLSECchlcr7fUcULnx4EpJH985cMzlSyuEXqBaeFJg3bdzKCwaFrdMhgFlUV9dL932v38nPCbLfw6r4P2eIJkx0fm8Wts3573IsBfzAkcvT4448zYcIEtNqeUwgGg4HNmzdz+umnM2PGjOM+wBEMHV4i4XD1XsMIDlTSYbRh6pTIU6jnhOuwGXqtAsUGR/vIke8zFCoSQ+Ko0ddT3l7dLzmKCAxjbMwYDjcfYXPVLs4dewrpCSHoDFbK6/U9yJEgCNww/XLu/P7vVHXU8vq+j7hu2qW9XuiCQknWjHP4/Q+vszI+kv0BUvbW1qrdXJB7OgvTZnVrR0VrI7li8vlcPP4s1h7Zzetb1iAGt9BqafdNrIFUMUsLTyI5JIGEkFjigqKJ0kYSERDWg6jJBBmByoB+fWIGgt3lwGQze4iNCVWUmcUnu9iSX87mlgL2v7OKxDglNrETg82I0W4eUgSKIAiEqUOICAzzVaxitVEkhMSSEprg88kaDFrNOr45ss5jnyBVK8dGj+GqyRf2sIboDfXGJp7f8QYlukpAGte/ctL5fYqvKxsMvPTZQQ6XS/5UE8dEcfslk1lXs45Pdn+LKIqkhiVJ1aphaO0YbCae3fghebq9oBaRiSKzLALXXPowIUP4vvrCxn21PPvxAWx2F7ERgfzp6hkEhth5cuvL7KyV/LxSw5K4a+71vnb38UBvNbC1WorsWTJqDqu2V/L8J5KP3VkLRnHFaTmDrljmNUn6qLExg3fqHsHwQPSM8Q82dNZLjtLj/dOW/Vg41FTECzvfoq2zHZkg49ycUzh/3Gk/uqzAiyGRo2uuuYYPP/yQCRMm9HitoKCA++67j9NPP/24D24Exwelx5nW4Xb2+rrW08Yyd0rkyftAdLldmB2WHiO4Xu8fr5bAi1HhKdTo6ynTVTEtsec50RUL02ZxuPkI6yu2cXbOSWQkhbG3qJmy2o5etw8PCOUPM6/m0U3PsbZ8C9HaCM4be2qv2wZPXo52+xdcVNfKnLmn8aGxnFaLjpd2v8OnBd9xyuhFLE6f3c38UKVQcerYuQRaU3ni/V3IgtuYNkOOWdZEVUctepuRvMZC8hoLe35/ygBCNMEEqbRolQFolBrUchVKuRKFID9q7CeKuEURl+jC4XZidzmwO+3YXDYsHsG8xdGJ2dHZJ5FVeCbkrUBZT708AQoNIeoggtRaglVagjxtu2B1kK+FF6LWEqIOJkQTTIgqaNDGg73B7nKwvyGf9RXb2d+Q7yNqqWFJXJR7BlMTJgz4YJUyxtbyUf7X2F0OApUBXDftsj71BO0GKx/9cIRvt1fidouoVXKuOn0sUycE8+89L1LYUgrAorTZ/Hbqxd0qh0OBw+Xg66J1fJz/LU7sIEC2yc4ZbUbGnfVHtMNEjBxOF699dZivt1QAMGlMNCvOTWZ19dds2Lodl9uFTJBxRtZSLsw9c9jMFT8v/B6by05GeCpHCgX+u1IiRmfOH8W1Z+UOmhg53S6f6/xUj+P9CH56DCV01uUWKa/rAPBpQn9qmOxm3ju4kh8802hxQdH8fuZVxz3YMFj4TY7uueceGhqk4FFRFHnwwQcJCupZ6q6srCQq6vhXMyM4fnhX3M6+yFGAlxxJr6vkSgKVAVgcnXRYDT3IUW8u2QCjI9LYWLmDUs+Kvz/MSp7C6/s/otHUwsHGQjKTPTlvnvyr3jApfixXTj6fN/Z/zAeHvkQpU3Jm9rIe28kUKsLnXUDrd/8hdf8W/nX90/xQs4cvClfRYm7j7bxPef/QSqYmjGdW8mQmx+US6DFHWzglifI6PZ9tKGXPD3DrxcuZtzSOqo5aqjvqqNHX02BqocnUQqtFh93lwOwhNMMNmSAjSBVIsCqIEE2Qh9gEo0LDgQI9lTU2RKeSQIWWM2Zmc+acLEICf7qRW7PdwqGmIvbUH2RP3cFuppO5MVmclb2ciXFj/XqoFraU8NreD33TjuNjs7hx+hVEaXtOOLUbrazcWMZXWyqwewKL50yI5+ozxnKofT/3rPkUq9OGRqHm2qmXDDoj7ViIosj2mn28te8zdDbp/HSbg7nU5mSSrhl1YiaBWcf3GV40tpl57O09lNZ0gOBi7nw5ztC9/HnD275tJsTmcPmk83yaoOFAZXsNq0o2AJDgmsJ/V0oao3MXjebqM/z7Gx6Lg40FmOxmQtXBQ4pjGcHwQBwCOaqo02O2OtFqFKTF/7TkSBRFtlbv4c0Dn/h0r8sz5nP5pN8cl0XFUOE3OTr55JN5/fXXu/3s2HK+XC5n0qRJXHbZZcNzdCM4LngzjY41CfTCK4C2WI++Hq4JxeLopL1TT1JIdy2DN4C21tDQ7edjPMK40rYK3KK7X22KRqFmUdpsvitZz9fFa/nDtOsBqGky0WG0ERbc+0VwWuYSTHYLnxz+hrfzPqWts50rJv6mR/UjeOIS9Lu+wtFWj2XXN5yx6FJOypjPlurdfFeygaqOWnbW7mdn7X7kgowxkenkxmaTHZXBBSelY7Y6+H5HFU+9v4+mtiwuWp7FmC7TOyCd92a7hQ6bAYPViMluweLoxOq0YXXacLqdON1On5EjgEwQkAtylHIlSpkCtUKNWq4iQKkmwNOK0yoDCFJp0SjVfX6H4lSRHfmNvPlNAXUtJj74roqv1texbEYqp89N9/lXDRdEUaTVoqOivYbi1jKKWkopba/qdu1HBoQzN3U6S9Jn+21w2GBs5r2DX/jaRMEqLSsmnsei9Nk9HsjldXq+3FzGxn11OF3SxF9WSjhXnJ5DVKybl3a/7As1zokezc0zrjzudlNBcwlvH/iUsnYpGkS0q1G15XBvWiDaw18gKFREn3HzsAjkNx+o49lP92BTNxGY2YwiooV9VjtYpcnHqYkTOCtrmV95dYOBzWnn3ztexy26iZNnsPoHieReclIWl5yUNeTfbXXpJgDmpk7/yVogI+gJ9xBCZw+WSpKJ3Iyo4wq6HiwaTS28uvd9X4U+MTiO3027gKLaDQAAoT9JREFU9Gdty/pNjpYsWcKSJUsAuPzyy3nwwQfJyBhZFfySofRUjvomR9LrZuvRylJEYCh1xkbaewms9ZKl9k49Fnunr+qSGpaEWqHG7OikVt8woEvy6VlL+b50IwebCmmy1pGeEEJFvYEDR5pZNLVvo7wLxp2OSq7kvYNf8O2RdVR11HLzzCu7+agIcgURi1fQ9Mk/0e/8iuBJy1CFxbBk1FyWjJpLZXsNW6v3sKf+IHWGRopayyhqPWokFKONInVWMHW1Ah/urWNvTRE3njmT9OhYHxETBIEgtVZqz4Ucvxh2MBAEgdnj45kxNpb1e2v4ZF0JdS1mVm4qY+WmMsaNimThlCTmjI/3y6jPJ+i2GWm3Gnx+S02mVuoNjdQaGzHbLT3elxAcy5SE8UxLmEB2dIbfYu1mcxufHv6WjZU7cItuBEFg2ah5XDT+rG7+RR1GG1vy6li7p0aqpniQlRrOhcsymTAmnC+KvufLVWtwup2o5SoumXA2p4xedFztwnJdNe8fWkleo6SZEV1ynA3pzIydw2/nd2Jc9QIAkcuvRhU19AqOKIqUttby33XrKNWXIBurQy2TZPIOt+QNtCBtBovS5/woo/Bu0c1zO9+g1tCAikAqdqcAcNXpY/nNIMXXXVHdUce+hnwEpHDjEfx8GEp0SF6p5GM3YfRP0/1xupx8VfwDnxR8K1nEyBScN/ZUzspe/rML+YekOXr77bcH3mgEPztUcklr0ZeO5VjNEUBkgEQ0vAZuXRGoCiAyIFwaZ9fXkx0tkWO5TE521CjyGgvJby4ekBzFaCNZkDaTDRXbeffgF0zNPpmKegPb8xv6JUeCIHBOzsnEaCN5cdfbHG4+wp2r/s7F489iecZ83yo1MHMGmtRxWKsOo1v7JrG/ucu3j7TwZNLCk7ls4rk0mVo41FTM4WbJw6jZ3EazuRVoRenJKK3mEPdt+B4BgTBNCOEBoYR6dUaqQLTKQAKUajQKDSq5EpVchUImRyFTIJfJkAsyBEGGAIjgG/V3i27cohuX241LdOFyu3D6/jk9/7r/t3cbaXs3LlzkLnITp7dQ22Kk3WilBJGSAyL/PQghWgUhWhXaQAVKpXQj8mqerE4bnU4rVodtwMk1uSAjKSSeMZHpZEVlMC42c9DGfjX6er4sWsOWql0+v6cp8blcNvFckkOlL7tZZ2F3QSM7DzeSV9qK2y0dl0IuMGd8AmctGEVmSjg7avdxx6pnafGco5PixnLt1EuOq1pUa2jgo/yv2VEj2Q6IbgFXSxJa/VhuOmcmuUIJLV++CIiETDmZ4MnLB/0ZOksHh5qKONRUxP76AowOyUFa7tG9xmqjmJY4kdnJUxgTmT4sVaneIIoir+37kJ21+xFEGcbCXASXmpvOnziocf3e8MGhLwGYmTR5ZIT/Z8Zg3bE7bU7yveRozI/vTVXUUsore96jxtOJGB+bxbVTL/3FnDd+k6OlS5fy/PPPk52dzdKlS/vdVhAEfvjhh+M+uBEcH9QKifzYXD1H+QGCAqXXjZajr3unzdos7b2+JyUskbbOdio7anzkCCQnakm4XMBpmUsGPLYLx53B1uo9FLaUMCFTMl/cXdDE/7N33uFt1effvo+25L33drydZWeSvRMChL1XoYOS0paySlvKSylQoD8KZZWyyt4jCUnI3sNxEu+995QtWbK29P4h20mIndiOs0D3dfmKo3HOV7J0znOe8fnoes24q07dQDszMpMYn0j+feAdKtQ1vH3kU76v2MnVKSuYETEZsUiM/5K7aHjzAfQlB+itykEVO/Gk7QS5BxDkHjCgsNpj0jl7jDRNNGpbqOlspqqjGau4FwQHXUbNoOrhFwRSEP8gXtEDejMw+J//BFRSJV4KD/yUTr2lIHd/QjwCCfMIIcwzaFRXcXa7nZyWIjaWbyenLxMDzs/K9WmX4ScNoaSmi/WVeRwta6exXXfC8+MjvJk/OZy5k8PxcpdT3lnN49vfGWi49lP5cPvEa5gWPmnUgUSjtoUvizawt/aQM0h0gLUzBFvTOJZOSuHWuxIxH/iU9gPOk77HhIX4Lbt7WPszWk0UtZWT11JEXmvJSeVoh12ExODPgsQMVqRPJdQj6KwFRP1Y7Tb+m/0R26v3gQNMlWmIDH48cGsml0wIPaNtF7SWkt2Uh0gQcV364KKtLs4dI/VVO1zSitlqJ8TPjajgszcqrzPp+TDvG7b2TQR7yt25feK1zIqactY//yNh2MHR1KlTB0b3p0y5sF6Ei8FR9ClkGy0ni0ACeLo5yy5a/bGzZ78Ccbu+c9DnxPpEcrS5gEp17Qm3TwpJ44PcryloLcVgMZ7W/d3fzZcrk5fxWcFa1td+R2TYAuoazWw5VMequafvrQjxCORvCx9gc+VuPi9YR6O2hZcOvM3H+d+yOG42c6Kn4TllBdqsdXRs/C/hP/8/RKdxB/eQu5MWlERaUNLAbTa7g/X7qvhoay56mw5BaiLAX0zqOA8CA6QYrAaMFlOfvpHZqXHUl+2x2e04HPYTeo8EQUAQBKcCtiD0TbWJkYjEiAUxErEEieD8/7HfJYj7H9P3r0gQIxZEiAQRYpGob3siBJzb7tFbqG7SUt+io6FVh8UqgEMAuxgcIsRICfX1JCrQj5ggP6KDfQj1dyPQV3XGqridvV3srDnAtqq9tPV9jgQEYt0TCbano6lU8fedZai1+Sc8TyQSSIryYWpKMNPTQwgLcJbZmnpaeWvvmgExSZlYyuVJS7giacmoJ9Hquhv5qmgD++uPDGTObOpALI3jiPML55e/GE+MXEP7J49hbnGWXb2mX47vglsRhuoHczho1LZwpLmA3JZCitsrTxiGEBCQmH3o7fDCrvFnRlwKq2+YfNqLgbFCZ9Lzwv43neKnDgFzdRpSXQR/unsqExPO7GrdZDXzRvaHgLOJ9of9ii7OPcfKasMLjvblOYP3mePHRmz2hzgbrg/xv6NfDPgyLoi9hFvGX3nCBPGFwrCDo6effnrg92eeeeasLMbF2NJvH9JrHXyiyqev+blbdyx4ChowmG0f9Dn9zcllfVYD/YR7hhDiHkizro3DTXnMijq9xtUVSYs5WH+EWk0jnnH50JjAtzsrWTEzBpn09I2cYpGYZePmMTtqKhvKt7OhfAft+k4+yvuGj/O+JcE3mnGBfsR3t6Pa9Sn+C2877TZP3ofAZbPimJ8RyVfby1m3p4rWChutFU4LlsVTk7hiWhQBPheeQSMTnP+YLTZKa7vIq+igpEZNeX0XeqOV2h4HtbUd7OKYX54ggI+HAj8vBd4ecrzd5bgppbgppShkEuQyMRKRgEgk4HA4D3gWmx2dSU+VrowaYzFqWwP0H1ttUqztoVhboygwqSigB3AeGEUCRId4kRzjy/h4f8aPC8BdeSxD1a7v5Ivj+5MQmBs9nevTL8NP5TOqt6S8s5qvizaS3ZQ3cJutKxBLYxxeokBuWZnEnFgR2n3/o7FwL+BAJFfhf+mvcU8+2QDZarNS1F5OdlMeR5ryB4LBfgJUvqQHJWPs9GHXbiO9JgluSim/umo88yaP3dTZ6ShuL+elA+84M8J2MaaKCbiZw3j8nhkkRI7uvTye93O+pEXXjp/ShxvTrxiDFbs4U0ZSVjNZbGQXtwAwc/yZZRAHo03XwX8PfzzQyxfmGcwvMm8alvH0+WLYwVFT09BeUoMRGjr2b7CLkeEmc5rLDtZQC+Dj6QyO1JpjxrT99d5WfccJHmr9JPrHIggCzbo21L3dA2U4QRCYEZnBV0Ub2F2bNazgSCqW8pvpd/Loln/QaKzGI15MR0U8a3ZXjUiR102m4prUS7kscTH76rLZVr2P0o5KStXVlHqKwdMPt9a9JG5pJzE0lRifSCK9Q/FReA37CsldKeW2FSlcOS+e9fuqWbe7mk6NkU82l/LZllImJQYyLyOCaanBKOVn7Oc8psikYtLj/Unva7K02x20qnupatRQ26KlrqWHxnYdTe06zFY7aq0RtfZks+IfIsgMiLzbEXu3IfLsRBD1ZcgEsGl9sLWHY+sKBrsYTzcZYSHuRAZ7EBXsSVy4F7GhXigGea/a9Z18Xfw926v3OVXGcerl3Jh+xWn72QbD4XCQ01LImpLNFLaV9d0IVnUw1qY4pFZvbpgVxtJQNaait2neWjjwXLeUS/BbdCcSj2MBRK/FQE5zIVkNORxtKTzB2FkqkpASmMCkkFQmhqRi7lHw0mc5lNd3AxIykgL5zXUT8TtHbudGi5FPCtayoWw7DhwIZjcMpRPxkwXwxOqZRASdeflkX102myqdE2r3TL11YFDDxfmlf1ptOA3Z+/KaMJhsBPooGRfhPWZrsNltfHechll/w/UVSUuGFHe9UBjRtNpIUm3FxSeL5rk4t/RP//SY9IPeH+DtDJ66eoxYrDakEjE+Ci/cZCr05l4ata0nKRu7yVTE+URRoa4hp6WQBbGXDNw3N3o6XxVtIKe5iHZ95ym9sPqJ9A7jnqm38uL+t7H6ViAJEfHJZjGXjA8d8Vi6XCJjfuxM5sfOpKNXTVZDDjnNhRS2FKMXizjSWcGRzopjr0WqJMTDqXod6O6Hv8qpfO2r9MZb6TmoUKKHSsb1ixK5al48+/Ob2bi/lvzKDg6XtHG4pA2ZVMyUlCBmTQglIynogguUwFm+CvF3I8Tf7YQ+E7vdgUZvoqPbQKfGiEbntJbRGSzoDRb05l7U9ia0QhM6cRNm8Yn9Vyp8CZeOI949lfCYQLw9FPh7K/H3Vp6QERqKlp42vin+np01BwaattMCE7kh/fJRCcBZbVb21B1ibemWY0bBDgFrRyhCcwQxdhNLYjQky0ux5pehye0rgQkiVAlT8Jl1LfJgZ6ZUa+zhUGMuWY255LeWnFAu81J4khGaTmZoOmlBSSgkcixWG59tKeeLbWVYbQ7cFBLuujyNRVMjz0lLQr9mzIe5X9NpcPYPiroj0FckEubnzRO/nEGgj+qM91PRWcMrWe8BsCp5KeODk894my7GhpHoHH1/wNkmsXha1Jh9Pis6a3gj+0Nq+kzJUwMT+HnmTQNiwhc6wz5yP/XUU64+o4uMATuQIZqIvdxlKGRijGYbrepewgM9EASBaO9wCtvKqOqqG9T2YVJIKhXqGg415p4QHIV4BJIelEh+aykbyrZz26RrhrXOSyKn0KHv4sO8r5FGlGERW/jHB+48e+/sYZXXBsNf5cuKhAWsSFiAUdvJwfcfohoTbWHRNMkkNOva0FsMVKhrhhSvFARhQF26X3XaTaYasAhRKZUsWKpgpsGPsuoeCio0dKgt7CvRsreoGqkgJT02iOmpIUxJCcbf+8K+ohaJBHw8FPh4KIgMMVOvaaK6qxW1uoYadc2xAKMPQRBI8I0hI2w8U8ImDOhgjZSarnq+KdnE/vrDA/pJ6UFJXJO6YlRp916zgc2Vu9hQtg11n5ic2C4iTC1nktpGvKMSf9VRZ+WvHfrDHKlfGO4ps/CYuACJpz9dBg3by3dwsOEoRe3lJ2g7hXgEMjVsIlPCJhDvF32ClEFeRTuvfpE30GA+LTWYe64ef06yRQ6Hg7zWYj7JWzOg0eQj90FTkoC+3YfYUC/+3y9mDKknNhKae9p4ZvcrWGwWJoWkcUPa5We8TRdjh32YZbX61h4KqzoRCbBoSuQZ79dss/BZwVrWlm7B4XDgLnPjtolXMzd6+kUVQww7OLrqqqvO5jpcnAV8lN6A0xPKbLOcZDcgCALhge5UNGiob+0ZcGGO942msK2Mss4qFsTOPGm708In8Xnhd+S1FKM39w6U7wBWJi4iv7WUzVV7uCJ5ybA9uq5IXgLgDJBCq6nv0vHC51IevGEmItGZfaEUnn5kLv4VEZ8/A90lhNz8VyQRSTT3tNGsa6NV106bvpN2vRq1oZsuQzc9JqdnWb9Z67AIBcUPqsnFQFGNmLerxIgFKSqpHE+lCh83tz4JgON++iQB+v+vlDp/V0oUKKR9/0rkyCVyJGcorme2mtGadHQbtagN3XT0qmnTddCia6dR20KbvnPQEf8Q90BSgxJJD0okPSjpJBX14eJwOMhvLWFt6ZaBPgRwjvdfmbJsQFnZbjFh79ViM/RgN+iwGfXYjXrspv5/e53/GvW0m7TsdPRwQGbD3PeZ8bDauKTbwDStAaXdAcclAsUevijCElFEpaKMmYDMLxR1bzebG45yIPsoJe0VJ7wHMT4RTAufxNSwiYOavXZpjbyzrpDth51Xyj4ecn5xZTqXjA896ycFu8NOdmMe3xR/PxDsyyVyZgXPZtsGKb0GB4lRPjz+8xnDyuKdjjZdB3/b8SJak44Ynwh+N+OuMbGjcTF2HJtWO3VQvumgM4jOTD7zC7jqrnpePvDOwHj+rKip3DHxmnNiFDvWDDs4evnll7n22msJCgri5ZdfPuVjBUHg3nvvPePFuTgzPGRuyCVyTFYTHfrOQdWLo0I8qWjQUNWoZUa688yeHBDPtyWbjvVn/IAIr1AiPEOo1zazv/4wi+JmD9w3MTiVOJ8oKrtq+aJwPXdl3DDs9TqDKQ/+c+gj8GnnkOkLnvyykz9ffdkZB0huCVPwmLiInpwttH37EuF3P0+kd9iQPSw2u40e03FO9mZ9349TDbvXbMBgNQ4oY/danFNrBqsRk9WM0XpMP0gQ20Bsw44ZnUOPrldN0+BtYMNGIpIgl8hQiOXIxNIB5W2xSIxY5Jxac+A8adrtNqefm82CwWo8pYfb8fSb7sb6RBHnG0WCfyzeZ+gjZrVZ2Vd/mHWlWwbS7QICUzzCWCzxJ6TLiHXD/6jr6cSm7x4oDZyKBrmEXd4q8t3lOAQBEAg0WZnT3Uu81oFZcMfqF40qKgqlfyhS/zDkgdGI3ZwCQ90GDdsbctiX+zEl7ZUnBETj/GKYFj6JaeETB4YVTn5Ndtbtqeaj70swmKwIAiybEc1tK1LGJBA5FXpzLztrDrCxfMfAEIVULGVx3GzSPabx7Dv59BqtpMb68dhd0wZU8c+ERm0LT+58ic7eLkI8AvnjnNWnnU51ce4ZTkO2xWpjW3Y9AEunR416X3a7na+LN/JF4XfYHHa85B78csotp/XavJAZUXA0Z84cV3B0ESEIAsHuAdR2N9Csax80OIoP92broXrK6o7pGiUFxCMWRLTq2mnpaSP4B6JcgiAwN2YGH+R+xaaKXSyMnTVwZSwIAjdPWMUTO15kU+UuFsZeQrTP0MKOP2RezAwivcJ4avtraOmmwL6BX35SyMNLbiHef/jbGQy/xXdirC/G0tlI29qXCb7+j0OOZYtFYryVXngrR+dM7XA4MNnMmPosRTp79BRUt1Jc1055Uwc6owFEVmfgJLIhkdrx8Zbg5SlGqRSQyGyYrCYMfc/vD7r6e12sditWsxU9o4+yxCKxU9hS4YW/yhd/N19C3AMJ8QgkwisET7nHmGU8tCYdm8u28335DrotzjVL7Q4ytQZmdRvwszrNjAfN0YkkiJXuiJTuiJUeiOQqULhRLLayydRGpVU78FC51gNpayjanmBqU2NIXhHHpDi/k16HzqznYOUe9tQdOqlklugXy7SISUyPmHxKsUuHw0F2cStvrSkcKKGNi/DmV1eNH5MJsFPtt6Sjgu1V+9lXnz2ggO8mVbI4fg4rEhbQpXbwx1f30mu0khbnx1/vmj5o8/tIKeuo4h97XqPHpCPUI4i/zv/9GQfMLs4OwxnlP5DfglZvxs9LQUbS6OQcuo1aXtr/NgVtpQBMDZ/ILzJuuiizRccz7G9LSUnJoL+7uLAJ83Sap9ZrmgZ1yE6Odh78i2vUWG12JGIRKqmSpIB4CtvKyG7KY2XiySav82Nm8GnBWmq6G8hvLTmhETMtKInpEZM5UH+EV7Le4+lFD49oMiHWN5KXL/8rL2z/lCPqg2jEdTy65SnGB6RzzfglJPrHjeqkLZIpCLzyfpre/SOGyiN07/0Kn1nD64saKYIgDJTHvHBKJKSERMNM58mtoU1HTlk7+ZUdFFR20NNrobkW+mUCJWIR8eFepMX4kRjlQ1KUD35eSqw264CHm9FmwmQ1Y7aZsdiOKWnbHfaB7IdIcKp0S8VSZGIpSokSlVSBu9wNpURx1ss9pVWH2FC0kSxdE9a+XXlYbczUGJimMaCyO5B4BSL1C0HqHYzEOxCJpx9iD1/Ebj5I3LwQ5KqBdVqsFr7N383Gym1ojc6xeYddwKYOwdocTVRgFPPmhTNncjgeP9APMtssZDfmsafuEEebCwYm4cBZSp4RkcGMyFMHRP1UNHTz7rpCcsudMghe7jJuXZ7C4qmRZ5zlHIqmnlb21Gaxu/YQrcdJbUR4hbI0fg5zoqejkMhp6dTz2Bu70RssJEf78tgYBUZ7ag/xWtZ7WOxW4nyi+OOcey/6E+CPGYfl9A3Z3x+sAWDR1MhReakVtZXz4v636DJqkEvk3D35BuZET7uoeouG4oy/MZWVlWi1Wvz9/YmIOLMrexdjT7R3OPvqsqnqqhv8/lAvPFQyenrNlNZ2kRrrnDCbEjaBwrYyDtYfHTQ48pC7syh2FhvKt/N54XekByWd8IX42aTrKGwtpba7gfdyv+Rnk68f0boVUgV/XHI72/Kn8Mb+L7F7NZHXkU/etnxCPYKYFTWVGRGTR6wqLA+Kxm/p3XR89ypdOz9BHho/qHr22UQQBCKCPIgI8uCy2bHY7Q5qW7TkV3ZQWNVJUbWa7h4TJbVdlNQey+j5eSlIiPRhXIQ38eHexEf44eF5bgQER4KhR82ug5+ytTWfGsmx8f4wo4U5ZinTAlJwS0xEHhKHLCDytNM0Hd0GjpQ3saVyL7XWHBxS5xWxwybG2hZBhJDO7LR4Zt8QRrDfiT1QDoeDss4qdtYcZH9dNnrLMc2vSK8wZkVNYWZk5oD46elobNfx0cYSduU0As4g9vLZsVy3KAG3s1BCa9W1c6D+KPvqs6nuqh+4XSGRMyMigwWxM0nwix34DvT0mvnrG/vp7jERHeLJY3dPP+OJSZvdxoe5X7OubCsAmaHjuW/6nShcpbQLmtM1ZDd36Mkt70AQYMnUkZfU1pdt472cL7E77IR7hnD/JT//UYl/jvpb8/777/Of//yHzs5jomchISHcf//9rFzpko6/UIj3dX7oyzurB71fLBLISA5kx+EGDhQ0DwRH0yMm87+cLyjtrBq0tAbOHqEtVXso7ajkUGMuU8MnDtznrfTinqm38eye19hYvoMY7wjmD9LcfToWpKcwMSqWpz/ZSqUpB7FfE009rXxWsJbPCtYS5B5AelASKQHjSPCPJUDle9pgyXPiQkwNpfTkbqXt6xcI+9k/kPqMbtJqLBCJBGJCvYgJ9eLy2XE4HA5aOnsprlFTUqOmpFZNbbOWTo2R/fnN7M8/ZkMR4KMktu+50aGeRId4EuznhvgsZS9ORUN9ARsOfco+Yxt6sQgkIHI4mIiKpeFTSE2dj+w077PZYqOmWUtZXReltV0U1rbQJStFElyDILWAFBwWOUG2VBbGzOKS5VGDjqRrjT3s6FPpbuppHbjdT+XDnKhpzIqaMuDpNhyaO/R8tqWMbYfrBzzf5k0O55blyQT5nvlI/PE0als42HCUgw1HTwiIRIKI8UFJzI6axpTwCSgkJ06c2Wx2nvnfIZo69AT4KHn859PPuOepo1fNvw8cs2y5ImkJN6Zf4Wq+vsBxOOw4+pwRhrIP6W/EnpQYSOAIPsN2u533cr5gffl2AGZHTeXnmTed9Hm82BlVcPTBBx/w97//nUWLFrF48WL8/Pzo6Ohg3bp1PPjgg4jFYpYvXz7Wa3UxCuJ9oxELIjp7u2jTdQxqznnJ+FB2HG5g19FG7liZilgk4Kv0ZkJQMjktRWyu3M2tE68+6Xm+Sm9WJizk6+KNvHv0c8YHJZ1wNZkZNp5rUlfwReF6/pP9IW4y1QkB1HDx9VTw7M9XsPVQOm+vz6FX3oDYtxmxl5pWXTutuna2VO4GnBmtaO8wIrzCCPcMJsQjiCA3f3yV3icc0P2W3Y25vQ5TUzktnz1N2B1PO3tZLgAE4ZgO0YJMZzbWYLJS2dBNWV03FQ3dVNR309ypp73LQHuXgYOFLQPPl0pEhAW4ExHkQViAO2EBzm0F+7nh6SYb05S31WblQPluvs9bR6mjr/9JLMLbLjDXP4mlU67F3/vkq0mrzU6bupf61h7q23TUtmipadJS39qDze4AsQVJcA2SqFqkEmeflUrwYnbYbK7LWIiH4uQDvsPhoLSjkg3lO8hqzBkom8klcqaHT2Ju9DRSAhNOGLs/HfWtPXyxrZwdRxoGgqKpKcHcsjyJmNDR9aP9ELvDTpW6jqzGHA415NLYc+xvKQgCaYEJTAufzPTwSacsY72/oZi8ig6UcjGP3TX9jKUDDjYc5fVDH6A396KQyLl32u1MC590Rtt0cW5wWI5ZQgmD2CZZbXa2HHJWE5ZOG37WyGw189KBd8hqzAHg5vFXcnnS4h9FGe2HjCo4eu+997jlllv485//fMLtq1at4k9/+hMvv/yyKzi6QFBIFcT7RlPaWUVBWykLBgmOMpIC8VBJUWuN5JS1kZHkFOlaOm4eOS1FbK3ay9UpKwZVvr0yZRl7arNo71Xzfu5X/DzzphPuvzZ1JW26TnbVHuSFff/lN9N/xszIjBG/DkEQWDQ1kmlpwXy5rZx1e6sxWE2IPNW4B2hw8++hx95Jj0lHfmsp+a2lJzxfLIjwVfkMiDz6KDzxnDQNu0WNm76Nlq+eIfby3+Kt9EZ8hmPyZwOlXEJanD9pccf+fnqDhaomDVWNGmqatNT0qV33Z19qmrWDbEdMoI9qQJzR11OBj6cCb3c5nm4yPN1kuKukuCulSCVDvw8Nmma2Ve5hZ+VueuzOhmDB4SBRUDIvdj7xkXPoNdqpbDCRXVxDp8ZIp8ZAW1cvbWoDrV29A8HGCYisuEc34Aiowi44D/ChHsFcnbKcmZEZg/5t+ifg1pdtO6F8HOcTxcK4WVwSmTmiaSqHw0FRtZpvdlZwoOBYoJKRFMgNSxJJijp9T9LpsNqsFLSVcqgxl+ymPLoMx7TIxCIx6YGJTAufxJSwCcPq68kpa+PL7c7szn3XTyI6ZPRN0jqznneOfMbu2izA+T7+dsbPBs0eu7gwcRznpylITy69ZxW20N1jwttDztTU4WXNzTYL/9jzGvmtJUhEElZPu52ZkZljtuYLjVEFRy0tLSxYMLjz+sqVK1m7du0ZLcrF2JIenERpZxU5LUUniDb2I5WImZ8RwZrdVazbUz0QHE0KSSXcM4QGbTMbyrdzdeqKk56rkMj51dRb+duOF9lcuZv0vmbsfgRB4J6pt2LHwZ7aLF7c/xatunZWJS8d1dWGh0rGHStTWTU3njW7K9m4vwZteSDackCwERsnIjIalF4GNNZOWnraaevtxGa30a7vPNlQ10sMXt5AO6z7MwICHnI3vBVeeCs88VZ6DgRUfiof/JQ+BLj54i5zO+9XS25KKelx/qQfFzDZ7A5nRqath4bWHhrb9TS262jp1NOpMWIw2aht6aG2pee025eIBRQyCTKpGJlUhCCxYnVvxOhejVWuHnich9VGnEZCQ+tEjuqCOZrlAHaedvsyqZjwAHfCA90JC1aikZVzqPMAOotz8ivcM4Rr0y5lWvikQbM9RquJbVV7WVu6xekZhnOMfXbUVJbFzx3RlCQ4S3q7cxpZt7eaivrugdunpwVz7cKEM55A05n15DQXkd2Ux9HmghNsRxQSORNDUpkaNpHJIWkjsuAwmKy8+GkOAMtnRjNrwsgtVvrJasjhrcOf0GXUIAgCVyQt4brUlRe81YOLE+m3DhGk8kEncjdnOS8iFk2JHJbRtMVm4Z97/0N+awlyiZw/zr6XlMAL1xdtLBjVJz49PZ39+/czc+bJPSRFRUUkJiae8cJcjB2TQ9L5onA9Oc2Fg4pBAlx6SQxr91SRXdxKTbOW6BBPRIKIq1KW89KBt1lbuoUl8XPw6LMkOZ70oCQuT1rMmpLNvJr1HqEeQSfoB4lFYlZPvR03qZLvK3bycf63VHbV8svMmwfd3nDw9pBz24oUrl+cyL68JrZk1ZFX0UFVBVRVAKgI9Q9gUuIcrknwJTxUilnQoTZ0o+7tptuopcuoQWPsQd3dTLeuA51YhENgQNuoTtM45P6VUgXB7gGEeAQR5hFEmGcw4Z4hhHoEndcTifg4a5CpKSdeEZosNjq6DbSqe+noNtDRbUCtNdKlNaHRm9DqzGh7zfQaLTgcYLU50BlNiGSdiL0bEfu0DviniRwOkvRmUjU28tsnst8cwzG3WWemy0MlxdtDjpe7HD8vJX5eCgJ9lAT6qAjxd8PX05nN2VefzUe5H9GudgZcIe6BXJu2kpkRGYP2tphtFjZV7OLr4o309Al0eik8WT5uHoviZg/Y5gyXxnYd3x+oZeuhOrR6Z7ZKJhExPzOCK+bEnZH/WGdvF9mNeWQ15lDUVjZgiwLgrfAkM2wCU8LGkxaYeJKP4XD5fGsZHd0GAn1V3LkydVTb6DJoeOfoZxyoPwI4FcDvnXr7qGxbXJx/HGZn5miwkppaa+RIibMPb9HU0yti2+12/rX/LY42FyITS38SgRGMIDg6dOjQwO+XXnopTz/9NAaDgeXLlxMQEEB3dzc7d+7k/fff58knnzwri3UxOmJ9I/FT+dDZ28WRpvwTMjv9hAa4M3N8KHtzm/hwYzF/unMaADMjM/i2+HtqNY18kr/mpLJZPzemX0GVuo6CtlKe2vUyf1v4wAneaiKRiLsybiDCK5R3jnxKVkMO5R3V3J15I5mh40edhZFLnVmv+RkRdHQbBhqWi6o7aerQ09RRzXd7nc3owX4qEiN9iY+IYnyYNzHjPHHvG/fWHFpP+6a36BULiOfdiCUqmW6jhi6D86fT0IW6t5sOQxcaoxaDxUh1V/0JDbPgLN+FeYYQ7R1OvF808b7RRPtEnLGi9Vggl4r7epBOHTzYbHbyWyrYU5vFkZYcdJZj3nyBDhmZnZ1M6jGhDB6PZfltTHT35C6pGIVMglIuQaWQDOtqtKKzhneOfjYwLOCr9Oaa1EuZFzNj0PfL7rCzq+Ygn+SvQW3oBpwSCVckLWZO9PRBg/6h0Bss7M1rYuuhOoqqj2XBAnyULJ8RzZJpUXi5j7zB1OFwUK9pIqsxl+zG3JOmRMM9Q8gITR/UdmQ0aHQmvt1VBcDdl6eNeDLN7rCzpXIPH+V9Q6/FgEgQcVniIq5NvRSZ5MKbhHQxPAZMZwcpJ+843IDd4ZRxOd2xAOCTgjUcasxFKpLw8Oxf/yQCIwDBcbz62SlISjpxVLv/aUPddrEYzy5cuBCArVu3nueVnF0+zP2ab0s2MSkkjT/OGVygs761h9XPbcPugGfunTUwuVbUVsbj219AQOCJhX8YsHb4ITqznse2/pMGbTOBbn78df7vBzWfrVLX8u8D7w40nk4MTuG2idcMaskwWnqNFnLL28kr7yC/smPIMpK/t5LIYA8igzwYr92FX+1WEAQCV/0e95STS5DgbEps03fSrGujuaeVJm0rDdoW6rVNJ5RK+pGKpcT7RpHgF0tyQDxJAfGoTiPpf65xOByUd1ZzsOEoB+qP0N57LGDwlLszM3wSaeUl+FUVIiDgu+AWvKZfMaqgtsek46O8b9lWtRcHDuQSOauSlrAycRHyIU7I5Z3VvH3kUyrVzgkbP5UP16Zeytzo6cPuETOarRwuaWP30UayilqwWJ1ZHJEAGclBLJ0WRWZy0Ij1Xux2O8UdFWQ35pHdlHeCBpGAwDi/GKaGT2BK2ERCxrhv5/OtZby3vpi4cC9e+N3cEf09arrqefPwJ5R1OoOrOJ8ofjnl5hGXI11cOPSfz9a9+QLNH/0/pAGRRPzihYH7HQ4Hq5/fTl1LD/deM4FlM6JPub29dYd4cf/bANw3/U5mRU09a2u/0Bh2cJSVlTWiDU+denG8iT+V4Ki5p43frv8rAgIvXfr/hrRCeOWLXDburyE6xJMXfj93IAPw6sH32FGznxD3QP6x5I9Dapyoe7v56/b/o1XXjq/Sm0fnrB7UosNsNfNF0XrWlm7BZrchIHBJ1BRWJS0Z0tLjTNAZLJTVdlFe30VFQzdVjRraugw/eJSD61X7mamowOYQWCu7FGNgKiF+bgT7uxHkqyLYV0WAjwqp5OQTqMPhoKNXTW13I1VddVSqayjvrEFn1p/wOJEgItYnktTABFIDE0nyjz0vmjFmm4Xi9nION+VzqDF3oG8HnD0wU8ImMDtqGik+kXR88SzG2kIEqZygq/6AKn7kTfX9TvHvHv1swK9uTtQ0bp5wJT5DKJEbrSY+yV/DhrLtOHCglCi4OnU5y8bNH1amSG+wkF3cyv78Zg6XtGI0HxN+jAjyYGFmBPMywkc82WW0mihoLeFQYx6Hm/JO8N+TiiSkByczNWwCGaHpw/YXHA2/eX47Nc1afnPdRJYMc+rIYDHyeeF3rC/bht1hRylRcH36ZSyLn+ca0b/I6T+frXntGVo/fwZ56DjC7nxm4P6K+m5+/6+dSCUi3nt82SmlHlp07Ty48UlMNjOXJy3hlglXnvX1X0gMOwd7toIdu93Oyy+/zOeff05PTw9TpkzhscceG1JQ0mKx8NJLL/HNN9/Q09NDWloaf/rTn0hOTh708S6chHgEMiE4mdyWYr6v2MVtg4zmA9yyLIm9uY3UNGv5cls51y929o/dNulq8ltLaNa18ebhT7h32u2DXqX6qrx5fP7veXLnSzRqW/jLtuf5zbQ7yAybcMLjZBIZN41fxbyYGXyU+w1ZjTnsqc1iT20WE4KTWRQ3m4yQ9DHr33FXSpmcFMjk4yTy9QYLNc3O8fH61h4a2nXsbFuAwmxlsqyGS83rebPEwH7LicGaIICfp4IgP2fAFOSrIthPRZCvG8F+KiaHpA94CjkcDpp7WintqKKko5Li9nJadO1UqGuoUNfwbckmRIKION8oUgMTSA6IJ9EvbkQNucPF7rDToGmmqL2c3JYiClpLMdmOjfwqJHIyQtOZFj6JySFpyCQyHDYLLZ8+5QyMZEpCbvgTioiRf9e6jVr+c+gDDjflAxDhGcLdmTeSHDB0ir6mq54X9r1Js64NcAZSt0y48pSWLg6Hg/rWHg6XtJFd3EphVadTGqCPQB8ll0wIY97kcGJCPUeUaem1GDjSVMCBhiMcbS48wZ/OXeZGRmg6GaHpTAxOOSfBrq7XPDCROG2YE0fZjbm8efiTgbLk9IjJ3DHxWnxV3mdplS7OB/3q2D8UgNx+xNkGMD0t5JSBkd1h5/Ws9zHZzKQGJnBT+hVnb7EXKMPOHP2QvLw8Dh48iNlsHiinORwOent7OXz4MJ999tmwtvPyyy/zwQcf8MwzzxAcHMxzzz1HQ0MDa9euRSY7OcX+pz/9iR07dvDMM88QGhrKiy++yJEjR9iwYQMeHiNvnPypZI4AjjTl88zuV1FKFLxy2ZNDOqrvOFzPPz86glgk8OxvZg9M6RS1lfPEjn9hd9i5c9J1LE+YP+S+dGY9z+35D8Xt5QCsSl56yqmXKnUt3xRv4mDj0YHPk4fcnRnhk5keMZnkgPhzNmJvNplo/PyfOGoPYxck5EZcT6E5lFZ1Ly2dvZgttlM+XyYREeSnItjPre9HRai/OyF92aduUzeFrWUUtpVR1F5G2w8m6AQEQj2DiPeNJsYngsg+zSYvxfBP5la7jTZ9B/WaJmq7GyjvrKFSXXtSFstH4cWkkFSmhE8kPTDxhD4Th8NB+5qX0BXsQpAqCLn5ryjCEob5Lh4juzGX1w59QI9Jh0Qk4aqU5axKWnLKwHdb1T7eOvwxFrsVP6UPv5hyE5NC0gZ9bKfGQF5FB7nl7eSWd9DRfWJGMDzQnRnpIUxPC2FchPeIAiKz1UxWYy67a7PIby0Z8LYDCHDzIyM0nalhE0gKGHfO+8qKq9U89PJuAnyUvP3nJad8bJdBw5uHP+ZQYy7g7NX62eTrhnxPXVyc9J/Pvn7+j3Ssfw3VuEyCr/sj4Pw+3/33zbR1GXj0jqnMSB+6jeH78p28deQT5BI5/1z650H18X7sjOqy/MMPP+TJJ59ksLhKJBIxa9asYW3HbDbz9ttv88ADDzBv3jwAXnjhBWbPns2mTZtOUtqur6/nyy+/5PXXX2f2bKcT/JNPPsmqVasoKChgxowZo3k5PxkmhqQS6RVGnaaRNSWbuWn8qkEfN3dyOAcKWtib18RzH2Tzwu/m4q6SkRI4jpvHX8n7uV/ybs7nBLj5Dem67C5z4y9z7+P93K/YUL6db4q/J6e5kNXT7hi0bBbrG8X9l/ycNl0HW6r2sKN6P91GLZsqd7GpchduMhUTglMYH5REWlDSsO0eRoNMLif6xgdp/er/6C3LYlLjpyy78g+4JS7A4XDQrTPRpu6lte+npbOXVrWe5k7nFJjZaqe+VUd968k2qiKRQJCPipAAN8ICJrHMfxaqSAtaoYkGfR2lHRW06jto1LbQqG1hZ82BgefKxTL8VD54KTxxl6mQi2VIRBIcOLDYrRgsRnQmHV1GLWpDN/bjJqOO30aCfwzpQclMCE4h2jt8yGChe8/n6Ap2gUhM0NUPjDgwstptfJT3DetKtwAQ5R3Ob4b4+/fjcDj4tGAtXxVtAGByaDqrp96Ou9wZyNvtDhrbdZTWqimqVlNY5Wy8Px6pRER6nD8ZSYFkpgQR6j/yiciKzhq2Vu1lX332CX1kIR6BTO8L2E/13p0LjGZnoOamGDoD4HA42FG9n/dyvkBvMSAWRFyWtJhrUla4Gq5/xDiOG+Xvp7pJS1uXAZlUzKTEwdsqAHrNBj4tcMrx3JR+xU8yMIIzUMieM2cOzz77LP/5z3/Q6XQ8+uij7Ny5k0ceeYTLL798WNspKSlBr9efENR4enqSkpLCoUOHTgqO9u7di4eHB3PmzDnh8du2bTvlfvqj6cFobm4mJOTH4wdzKkSCiBvSL+PZPa+zvmwby+LnDZpOFwSB1ddOoLyhm5bOXp778DCP/WwaYrGIlYkLadQ2s616Hy/sf5M/zVlNSuDgJ02JWMKdk68jOSCeN7I/oqa7gYc3PcWKhAVck3rpoMJ8ge7+3DR+FdenXUZBWyl767I53JhHj1nPvrps9tVlA+Cv8iXBP5YEvxhifaKI9g4b01KGIJYSdNX9tH3zIvqS/bR++RyBl9+He9psfDwU+HgoSBxEDNBqs9PeZaClU9/300tzp57mDj3NnXpMZpvz/516jpS0/eD98iXEfz6pgWIU3j04lN3o6KTL3EGHoROTzUxTT+sJdhinQiaWEuYZTJRXOLG+kSOanOutOEzXLmf213/5L1DFjUwZucek4//2/ZfCtjIAViQs4JbxV54yW+RwOPgw72vWlGwG4Krk5cwPX0hBuZaK+jrK6rooq+9Gb7Cc8DyRALFhXkwYF8D4cQGkxPiikI2uHFvcXs4XhevJbz1mrh2g8mVO9HQuicwkzDP4vOtb9dNvrNvdYxr0fq2xh/9kfziQLYrzieKeqbeelZ4+F+eO4ZzP+n3Vjp9WO1DgtB2anBhwyu/HmtLN6Mx6wjyCWRI/Z8jH/dgZ1RGkoaGBRx55BC8vL9LS0njllVdQKBQsXbqUqqoq3nvvvWH5q7W0OKeVfhicBAYGDtx3PNXV1URERLBp0ybeeOMNWltbSUlJ4ZFHHiEubvAJKhcnkhE6nkT/OEo7Kvk4/1vunXb7oI9zV8l49PYpPPTyHo6UtPHmtwX84sp0BEHg7syb6Db1DJTp/jjn3lP2jkyPmEySfxxvHv6ErMYc1pZuYVdtFtemrmBB7KxBT9ZikZgJwSlMCE7BbrdT1llFXmsx+S0lVKhr6OhV01GnHgiWBARCPAKJ9okg2jucKO8wIr3C8FWOrIxyPIJYSuCVv6d9rRRdwS7avv0XNkMPXlNOFsPsRyIWDegM/RCHw4Faa6SpXU9Th47Gdj1N7TqaOpzBk9Vm7+t/6n+GR99PNCqlQFCQCG8fO+6eDlRuDpRKEW4qEUq5FKlIglKqxF2mwkfphZ/KBx+F16heu1XTTtu3LwEOPCcvxXPiycbDp6JV186TO/9Nq64dhUTO6ml3nNY2pqfXzKc5G9lU7wyMAnRTWfO5hA97t5z0WJlUTHy4FykxfqTE+JIc43fGHmJ6cy9vZH/E/vrDgFOSYWZkJgtiLyE5IP6MR+7PBmGB7kjEAt06Ew1tPYQHHmsrKG4v54V9b9Jt1CIWibk+7TIuS1x0Qaq/uxh7+hWyBdmxzNGhYueBZXra0MkAnVnPd2XOZMMN4y//SX9eRhUcSaVSFH3eRlFRUdTW1mKxWJBKpWRkZPDOO+8MazsGg7M34Ie9RXK5HI1Gc9LjdTodtbW1vPrqqzz00EN4enry2muvcdNNN7F+/Xr8/AYvtZyqn+hUUfiPEUEQuHXCVfx563PsrDnA/JiZQ+pWxIV7c/9Nk3nmf4dYt7caXy8F1y5MQCISc//Mn/OP3a+S31rC33f+m/tn/oLJoUP3L3grvXhg1i850pTPO0c/p1XXzpuHP2FNyWZWJS9lbvT0IUXwRCIRSX0j8NelXYbRaqK8s3rgp7qrHrWheyCr0h8wAbhJlUR4hRLlHU6MTwQxPpFEeIUOuz9EEIkJuPw3iBTuaLPX07npLWy6Lnzm3TTiwEMQhD4xRCXp8Semqm12B+1dvTS162lo76GxTdf3u46ObgO9Bgc1NTaoGdga4ABsKGQQ6Csl0EdEoI9AgI8Vf28dAd42/LwU+HoqkEmH93oddhtta/6N3ahDHhKP3+I7R/Qa67obeXLnS3QbtQS4+fHwrHuI9A7DbLGh1hpp6+qlvcswUJLsDw51Qiuy5CwEASx1idS1+AIWxCKByGAP4sK8SYj0ZlyED9GhnsPSURouDdpmnt75Mu29asSCiPmxl7AqeelZLd2OBUq5hPHjAjhS0sbG/bXcfYXz+/dDt/T7pt/pGs//ETGc89kPdY50BgtVDd0ATEwYuqS2vWo/JquJKK8wpoZNHJsFX6SMKjhKTk5m+/btTJs2jZiYGOx2O7m5uWRmZg6a8RmK/gDLbDYP/A5gMplQKk+e1pFIJOh0Ol544YWBTNELL7zA3Llz+frrr7n77rtH83J+ciT4x7IodhZbqvbwn+wPeG7pn4cci75kfCh3X5HGm98W8N76YlRyCZfOikUmlvLwrHv4577/crS5gGf3vMbdGTeyKO7U/WaTQ9MZH5TMlqo9fFm4njZ9J29kf8SnBetYGj+HRbGzTjmNBM6pqvSgJNKDkgZu6zZoqO52ijLWaZqo626kqacVvcVASUclJR2VA4+ViiREe4cT5xdNgl8sKYHj8FV6D7k/QRDht+RniFWedO36hO59X2HVdhBw6a8RJGeWsehHLBIGGriPn6gDp7J1S4d+IMPU3OnMOLV06unoNmA026hr6aHuFJYg7kopPp5OtWovN/kJHmoqhRSVQoJCLsG9ciuKukIcEjnmmXfR0GlEEIwIgoDd7sDucGCzObDa7JgtNswWOwazFYPRSnNPC993foLZYUDp8MGzcR7PvVlGpyaPnl7zkGsDO/K0QgTBgac5mukJC4me60VMqCcRQR7DDuxGg97cy7O7X6O9V02Qmz+/nXEX8X7RZ21/Y80Vs+M4UtLGhn3VLJsZyZaG71nfd+V/SWQmv5xyy4/OLd3F6RlQyO6bViuq6sTugFB/tyFlK+x2O99X7ABg2bh5F0z5+HwxquDozjvvZPXq1Wi1Wp566ikWLlzIQw89xJIlS1i7di0ZGcPTQOkvp7W1tREZeUzGvK2tbVALkuDgYCQSyQklNIVCQUREBA0NDaN5KT9Zbp5wJYeb8mnuaeOTvG+5bdI1Qz72ijlxaPVmPttSxutf5yMSCSyfGYNMIuPBS37J69kfsKvmIG9kf0idppHbJl5zysyMRCxh2bh5zI+ZyZbK3awt3YLa0M1nBev4smgD08ImMj92JumBScPWXfFWejFJ6XXC9I3ZZqFJ20qdppGa7gaqu+qo6apHbzFQrq6hXF3DxvIdgFO5eHxwMpND0kgOiD8piyUIAj6zr0Xi6Uf7d6+hK9iFVdNO0DUPIVadPR0bcCpbR4V4EjWImajFanP2OKl7aVP3OjMz3QY6u410dBvo1DgbxHUGCzqDZdAm8X4CRRoe8loLAnyimcyB/xYDwxRzlZqQp+xHJDdi13uiLpmM2nZio7RMIiLAR0mAt4rAPgmEEH832hzlfFqmw02m4l+rVg80X58LvixcT4uuHX+VL39f9NCwTF4vJCYlBjBxXAA55W38Zd0b6FXOi4Afs1u6i9NjtzqDI1FfQ3Z+ZQfASRnr4ynpqKBN34lKqvxJiT0OxaiCo0WLFvH6669TWen8Ij7xxBP84Q9/4JNPPiE9PZ3HHntsWNtJSkrC3d2dgwcPDgRHWq2WoqIibrnllpMeP2XKFKxWK/n5+aSnpwNgNBqpr6/n0ksvHc1L+cniJlPxiyk384/dr7KubCsTQpz9PUNxy7IkzBYb3+ys5NUv8zBZ7KyaG4dELOHeqbcT7B7AZwXr2Fi+g5quen434+7TaqfIJTIuTVzI0nHzOFB/hA3l2ynvrGZf/WH21R/GV+nNrKgpzI6aSqRX2IgP9DKxlGifcKJ9wpmD0w7F4XDQqmunQl1LeWc1Je0V1HQ30KBtpkHbzPqybSglCqaET2BW5FTGB50YoHlMWIDYw4/Wr57HWF9M4zsPE3ztI8gChyfAN9ZIJWJCA9wJHcIGwOFwoDdY6OoxodYa0ehMaHRmenrN9OjN6IwWeg1WjCYLKzSbkdrtVBJBmTwNbynY7HYcDud2BEFAEAQkYgGxWIRcKkImFSOXCbT6bcUoNqLEi1mB1xIQ54WnmxxvDzk+Hk5vNQ+VdNC/4d93fgnA8nHzz2lgZLPb2Fl7EICfTb7+oguMwBm0/+a6iaz+6BX0qipAYPW025kTPe18L83FecRhdQ4tCH0TicU1TsX7tNihS8X76pz9dlPDJw6pVP9TYtQKe/PmzRsYv/fx8eHtt98e8TZkMhm33HILzz//PL6+voSFhfHcc88RHBzMkiVLsNlsqNVqPDw8UCgUZGZmMnPmTB5++GGeeOIJvL29eemllxCLxVxxxU9PpOpMyQhNZ0ncHDZV7uLlA+/y7NI/DalULAgCP7ssFbFI4MvtFby1poCeXjO3LHPaylyTeimRXmG8cvB/lHRU8uCmv3PPlFuHHPU/HolIzKyoKcyKmkJ1Vz3bqvayty4btaGbNSWbWVOymRCPQGZETGZ6eAZR3iMPlI5/HcEegQR7BDIragoAOpOegrZScpoLOdJcQLdRy66ag+yqOYiP0ov5MTNYHDcHP5VT70kVO4Gw2/9Oy2fPYO1upfF/jxJw2Wrcky48KQlBEHBXyXBXyU5poKrJ3kjn980IMiXzf/EnFnsN3ZfwQ947+gW1ZR24yVQ8veh+gkdgkWG32ylpd15kzRjE8+9s0mXQDGgvTQoZnWHrhUBZTyEEOC1AzJVp1Hp6QvT5XZOL84vD6ixjCxIpNrtjQCw0Ltx70MfbHXYONhwFYGZE5jlZ44XOGckP79y5k3379tHW1sb9999PcXExqamphIUNf1T0vvvuw2q18uc//xmj0ciUKVN46623kEqlNDQ0sHDhQp5++mmuuuoqAP7973/z/PPPs3r1aoxGI5MnT+a9997D1/fksWoXp+e2iVdT2lFJraaR/9v7Bn+d//shx60FQeD2S1NQKiR8sKGEz7aUodGZuOeq8YjFIqaGTyTSK5QX9r1JdXc9z+55jUVxs7ltwlXDHrOP8YngrowbuG3i1RxpLmB3TRZHmwto7mnjq6KNfFW0kWD3AKaEOb2qEvxjzniSyF3uxvQIp3aN3WGnrKOaPXVZ7Ks7TJdBw1dFG/mmeBPTwidxedJi4nyjkAVEEnbnP2j9+p8Ya/Jp+/J5TDNW4TvvJoSLbMLDqu1Evf0DAHzn3YRkBIFRaUflwHTLvVNvG1FgBNBt0mKymREEgTCP4ak8jxW9FudAiEqquGincrqNWt46/DEA4z2nc7DTm8+2lKGQibl24cgFO138ODg+c9TUrsNktiGXiYfMMNd1N6Ix9SCXyEkbQprlp8aoFLINBgP33nsv+/btw93dHb1ezxdffMHzzz9PUVERH3zwAePGXRzOvT8lheyhaO5p44+bn6HXYmBR7Cx+nnn6SawN+2t4/ctc7A7ITA7ioVszBxzBLTYLH+evGRD/C3Tz49dTbxtSD+l0OG0b8tlff4Sc5kIsx6kU+yi9mBo2kanhE0keY5Vii83C4aZ8NpbvoKhP6RtgQnAK16SuINE/DofdhnrbB2gOrgFAEZlC4KrfI/G4eIL11i+fR1+yH3lYAqG3PTns4M7usPPwpqep7W5gXvQMfj3tthHvu7O3i3vWPopYEPHRtS+f0x6ZNn0nq9f9GalYygdXv3hR9uf8N/sjNlfuJsY7gqcWP8xX2yt5b72zT+zOlSlcNf/iOA67GBv6z2fv3ToNU2MpQdc8TLY+lOc/PExSlA/P3Te4btHaki28n/vlKY3Jf2qM6pL7//7v/ygsLOTdd9/lwIEDA0rZ//jHPwgKCuLFF18c00W6OLuEeATy2xk/Q0BgS9WegSblU7F8RjR/vGMqMqmY7OJW/vjqHjo1zitxqVjKbROv5rF5vyVA5UubvpPHt7/Af7M/GtS1/nT0Nwg+OOtXvLnqOe6f+XNmRU1FKVXQZdDwfcVO/rbjRX757cO8mf0xJe0Vg6pDjxSpWMr0iMk8vuB+nl3yKHOipiESROS2FPGXrc/z5I6XqOyqx2/R7QRe9QcEmRJjXRENb/6B3vLDZ7z/c4G+7BD6kv0giPBf/ssRZb0O1B+htrsBpVTBLROvGtX+veQeiEVibA477T+wUTnb+PQZwlpsFnpMQzeqX6jozb0DCuq3TboGsciZLbp5mXOK8511RazZVXmqTbj4kXJ8Wa2+zTnFOthARz/FHRUApLqyRgOMKjjasGED999/P9OnTz/haiswMJB77rmHw4cvjhODi2NMCknj5gmrAHg353OyG/NO+5zpaSH8/Z6ZeLrJqGzQ8MCLu6huOqZPlRaUxHPL/szCWOd4/+bK3dy/4YkB89HRoJQqmB4xmfum38mbVzzLI7N/zYKYmXjI3ekx69lUuYvHtv2T36z7C5/kr6FDrx71vo4n2ieC1dPv4MUVj7MwdhZiQUReazGPbvkHz+15ne7QGMJ+9iyywGjsvVpaPnuKjk1vYbcMrl58IWA39dKx8Q0AvKZfjjwoetjPdTgcfFfqzLauTFiIp3zkFh3gnFyM8XZq8OS0FI1qG6NFKpYO9Nj90N/uYiC/tQSzzUKoRxApx4mw3rA4kRv6DKP/+20Bmw7Wnq8lujhPOGzHymrNffY6oYMI0/ZT3VUHQLxv9Flf28XCqIIjrVY7ZF+Rl5cXvb29Z7QoF+eHyxIXszB2Fg6Hgxf3v0Wl+vQH1aQoX/752zmEB7rToTHy8Mu7yS4+Zm+hkir55ZSbeWzebwl086PT0MU/dr/KS/vfptuoPaP1SsVSJoem86upt/LG5c/wp7m/YW70dJQSBe29ar4q2sC93/2Zf+x+lZzmokG9AEdKkHsAv5xyMy+u+H/MiZ6GIAgcaszlD9//jTcqNiG57gE8+xS0tYfW0/j2QxibKs54v2cD9bYPsPWokfgE4zP7uhE9t17TRLm6BolIcsYWA9MjnNYkWyv3jMnfaCQEqpzTOx29YxNEn0tqup3yJckB404qCd60NJGr5sUD8MrnORwqGr7+nIuLn+MzR/3BUbDf4MGR1thDZ28X4Oz5dOFkVMHRuHHjWLt27aD3bdu27aLpN3JxIoIgcFfGDUwITsFkM/PMrldo1bWf9nnBfm4895vZjI/3x2Cy8be3D/L9gRMDq7SgJP657LEB7ZU9dYf4w4Yn2Fd3eExOiP12I/dOu53/XvEPfjfjLlIDE3A4HBxuyuepXf/mkU1Pc6D+yJiU3ALd/Vk97Q7+ufQvTA2biMPhYFfNQX6/6e9846tCftXvEbt5Y+looOndP6Le/iF266mEEM8tvZVH0R75HoCAFb8a0EMZLgcajgBOM2MvxZnpPM2PmYlcIqe6u35gYuZc0S84eqaB+vnA1Pd5Ug0y7CAIAnesTGHx1EjsDnjug+yBiSUXP36Ob8hu6XQGR4NZGgFUddU77/cIHNTv8qfKqIKje+65h2+//ZZf/vKXfP75586r50OH+Nvf/sbHH3/sUqq+iJGIxPx+5t1Ee4ejMfXw1M6X0Q6jH8NdJePxn89gQWYEdruDlz/P4YONxScEPnKJjFsmXMXTix4myjucHrOef+1/kxf2vYnOpD/F1keGTCJjZmQmf53/e15Y/leWj5uPXCyjurue/9v3Xx76/ilymsemhBPuFcIDs37JU4seJj0oCZvdxqbKXTxU8CmbZ8zDnDINHHa6931F45t/wFBbOCb7PRNsvT20r3sFAM/MFSij00e8jYLWUgAyQ0f+3B/iIXdnZUJfI2nOlxhH0Zc2WlRSp1rwaHrhzjcBbs6m/3pN06D3C4LAr6+ZMHDR8sz/DmEwWQd9rIsfF/3BkRUxPb3O3/29B1fGbtQ6DWmjvMLPzeIuEkYVHC1atIjnnnuO0tJSHn/8cRwOB8888wwbN27k8ccfZ9myZWO9ThfnEJVUySNz7sVf5Uuzro1nd7+GeRhZD6lExO9umMT1i51NfZ9uLuO1L/Ow2U/MDMX6RvH0ooe5JnUFYkHEgYYjPPD9kxT1ObiPJWGewdw5+TpeuezvXJ2yApVUSZ2mkad2/Zu/73yJJu3YlBvi/aL5y7zf8vj835McEI/FbmVTzT7+n7WO76bOpNPTG0tnE80fPEbbmpew6rrHZL8jxemd9iI2XRdSvzB8F5wstno67A471X0lnQT/2DFZ16rkpQSofOnoVfNh3jdjss3h0C8DYRuDbOK5pt8+J7elmLruxkEfIxGLeOjWTHw9FTS26/hwY8m5XKKL80R/Wa2n77AtEgm4KQa3Ourvtwt0H1o9+6fIqAViLrvsMnbs2MH69ev56KOPWLduHbt37+baa68dy/W5OE/4Kr15dM5q3KRKyjqrePXQ+8MqfwmCwC3Lkvn1NRMQBOfI//99eBib7cSTj0Qs4bq0y3hy0UOEeASiNnTzxI4X+a5061npO/GUu3N9+mW8fOnfuDRhIWKRmNyWYh74/u98kr8Gc18D45mSEpjA4/Pv57F5vyUlYBw2u43d6gqeC5TxQWI85UoZPfk7qX9tNd0Hvh24wjtXdO38GEPlUQSJjMBVvx9xOQ2cJSiT1eQU1HQfma7RUMglMn45xRmofV+xk7yWYdqWnCEmm/PsMZS34IVMhFcoU8Mn4sDBc3teH3L4wMtdzn3XTwRg7e5Kal3ltR89/ceVHqOzF83TTYZINLhURZveaS1yoRstn2tGHRytX7+exx57jNjYWCZPnoxWq+W6665j27ZtY7k+F+cRZ8noV4gFEfvqsvm6eOOwn7t8RjQP3pKJWCSwK6eR5wYJkADifKP4x5JHmRU1FbvDzv9yvuCtI59gt5+dK3l3uRu3T7qGF5b/lUkhqVjtVr4q2sDD3z9FWUfVmOxDEATSgpJ4fMH9/G3hA2SGjkdAoMCm5a0wb/4VG8xuJTRsf5/6139DT/5OHHbbmOz7VGgPf0/3vq8BCFj5a+TBMaPaTv/Yu6fMfUx1pcYHJw80d7+S9T905rErtQ6Fpq/XaLTTduebuybfQJCbP636Dh7e/DR7arMGvbjISApiRnoIdgd8vLn0PKzUxbnF+RnoMTmPo55uQ9uBDGSO3FyZo+MZVXD0zTffcP/999Pd3T1wm7e3NwEBAaxevZotW7aM1fpcnGdSAxO4K+NGAD7NX0vuCMatZ08M49E7piIRi9ib28RLn+Vgt5984FZI5Pxm2h3cPvEaBAQ2Vezilaz/jUnj9FAEuwfwyOx7uX/mz/FWeNLY08Jftj3PB7lfYxmjLBJAon8cD82+hxdW/JUl8XNQSOS0iuysC/DgqRh/3lOY2LvldWr/+3t0RXvPWpCkPbJpYGzfe+ZVuKfOHvW2rH1r/KE571hw64SrCXEPpMug4d0jn4/59n9Ic08b4Pw8XIz4KL3464LfO3v4TDpeOvAOf9ryLPvrD2P7wWfppqXOMtz+/Ga6ey5ciQkXZ8hxwbHW4DyGerkNniF2OBy06foyR+6uzNHxjCo4euutt7jzzjt56aWXBm6LjY3ltdde4/bbb+fVV18dswW6OP8sipvFothZOHDw8sH/DVxtD4epqcE8dGsmIpHAtux63ls/eHAlCAKXJi7ktzN+hlgQsbs2iw9yvhqrlzDkPqdHTOb/lj3GnKhpOBwO1pRs4o+b/0F13wTHWBHqEcTdGTfy+uVP87PJ1xPlHY5VEMjzUPB2qDdPuBt5c/cb7H7zN3RlfYfdbBiT/TrsNjq3/I+ODf8BwGvqSnzm3XRG2xT39elY7WPf3CuXyLh32u0ICOyqPXhWy2taYw8dvWoEBCK8Qs/afs42/ipfnlr0ENenXYZcLKNCXcML+95k9Xd/4YvC7wZkCqJDPBkX4Y3d7uBgoWu0/8fLseBIY3AGyJ7ug2eOei2GgdKyv9Ln7C/tImJUwVFdXR1z584d9L45c+ZQVTU25QkXFw53TLqWCK9QNEYtbx35dETPnZEewm/7eh6+3F7Blqy6IR87MzKTe6Y6bSjWlW0lqyFntEseNu5yN1ZPv4MHLvklnnJ36jSNPLr5Gb4sXD+QJRkrVFIly8bN49klj/LM4kdYFj8Pd5kKnUTMPm8VL3s5eKjsW156bzV71jyPrr541D1YxsZyGt/544C1ifcl1+C76I4ztslQyVSAU6H5bPSHJfjHsmzcPADeOfrZQAbEarOj1ZtpU/dS26KlvL6LwqpO8is6yC1rJ7e8nfzKDkpr1dQ0a2lT92IwWYdcY78qcJhnMG59r+liRSqWcnXqCv698m9clbIcT7k7nb1dfFawjnvX/pm/7/w3B+qPMH6cc8KttPbi03VyMUz6Pu+CREaP3hn4eA1RVusvkcslcmSSoUtvP0VGZTwbEBBAXl4e06dPP+m+kpISfHxcEeiPDZlExuppd/DHzc9woP4IeS3FjA9OHvbzF2RG0tzRyyebS3n1y1xiQj2HdIieEz2NOk0Ta0o28Z9DH5AWmIhKNvgY6lgyNXwiSf5xvHH4I7Iacvi0YC1ZjTn8euptRHmP7ZirIAjE+kYR6xvFbZOuIa+liL01WRxqyEEjhX1SMfsMlSh3/4tki8BE31gmx1+CX/QExMqh+2PsFhOGmnx6jmyit8KpVC+Sq/C/9Ne4J88Yk7V799tu2K30mPWj7tex2x309JpRa410aU3Of3uMdOtMdPSEIxLLadS2cPtLb2FsDcVkHl2gKpOK8fdSEOSrIiLYg+hgTxKjfDjc6FRqH9839fVjwFvhyQ3pl3NVynIO1B9he/U+CtvKyG0pIrelCDexO5LQEJq7Pc73Ul2cJfovBQSJFE1/cOQ+eFlNO9A/OLR69k+VUQVHK1eu5LXXXkOlUrF48WJ8fX1Rq9Vs376df//739x6661jvU4XFwAxPhEsiZ/DxvIdfJK/hvSgpBFlIW5ckkhVo4asohae++Aw//r9XBTywT+CN6RdxuHGPBp7WlhXtoXr0i4bq5dxSjwVHvxh5i/YXZvFO0c/o7qrnkc2Pc1lSYu5JmXFWbm6kojETA5NZ3JoOmabhbyWIvaX7OBoRzk6MRwRw5Heat7JrSLy4NukOOSkKv2JcgtColDhsNuxm/RY1M2YW6oHrANAwD19Lr4LbkXi7j1m65X12W50GTS06ToGDY56jRY6NUY6NYa+f52/q7XGvh8TXVrjSTIPJ7wvwdFII0sxepVjqg8EnJ81mVSMQiZGJhUjk4gQiwUEQcDhcAZcFpsdk9mK3mDFarNjttho6tDT1KHnaFmfqKlgRzkpGyQg9ASjN1hwU158E2tDIRNLmRM9jTnR02jpaWN79X62Ve1FY+pBGl5Olb2aj/K0rEpeOqD15OJHQn/mSCxFo3P2lg2VOeofevC4SAcSziaCYxR5cYvFwh/+8Ac2bdp0wsnR4XCwbNkynn/+eSSSUcVd55x+F+OtW7ee55VcHGiMWn697s9YbBaeWPAASQFxI3q+Vm/mN89vR601cvmcWH5+xdAigvvqDvOv/W/io/TitZVPIRKNerhyVHQZNLx1+BOyGnMACHDz47aJVzM1bOI5cXC32+0Ut5aQVbKdnI4Kmu0nChW62ezE95oZ12smodeMZ980oNjDD7ek6XhlLkPqO7a9NAaTFbXWyAtZL1Onq2Wm1wo8LbF09QU9nRojaq0Bg2n4WR4vdxk+Hgp8POT4eDr/9faQo1A6eK/mJawOKw9M/S3JQbGo5BLE4uF9DhwOByazja4eEx3dBpo69NS1aqlq1FCuLUYUcwSHWY4xZx4yiZjp6SEsmxFNWqzfOfn7nmssNgtvbN/E9rqdiNycZqRecg9unXg1c6KnnefVuRgLFi5ciMNm4c3FAUi8AnlVuJnCqk4eujWT2RNPtvzaUb2fV7PeY0JwCn+a+5vzsOILl1FFMFKplJdeeomysjIOHz6MRqPBw8ODjIwMkpJ+PClqFyfjpfDkkshMdlTvZ2fNgREHR55uMu67fiKP//cAa3dXMW9yOOMiBi/DTg2bgJtMRZdBQ4W6ZswEB4eLj9KLB2b9kkONubx9+FPa9Z38c+8bpAYmcPP4K4n3iz6r+xeJRKSGpJAakgJAh15Ndu0hchpyKeyuRy+2kuuhINfDKfkfJvcmPSiRiVGZhAQmIB1Blstgsh6X2TGh1jhLXGqNEXWPcSD46Q96pDFWJAGws6Aca/PgU4UqhQQ/LyV+Xoq+HyW+ngp8PeX4eSmdAZGnHMkpgp0i63gO1B+hSlfG1JiRHVsEQUAhlxAilxDi70Z6/LFR5ce3HaKoHRI90ukK9qSupYddRxvZdbSR+AhvbliUwNTU4B9VkCQVS7F1hmIqnMkls8U0S7Np1rXx8sF3yW0p4u6MG132ET8G+tIdgkSKRtOXORqiIbvH5MocDcUZpXcSEhJISEgYq7W4uEiYFTmFHdX7OdKUj8PhGPEJJCMpiLmTwtl5tIH/fJ3Pc7+ZPeg2JGIJyQHjyG7Mpayz+pwHR/1MCZtAelAS3xRvZG3JFgrbynh0yz+YGjaRa9MuHfN+pKHwd/NlWcpSlqUsxWq3UdFZTU5fL0mVuo5GUzeNdQfZWHcQqVhKasA4JoakMiEoFQWetHT20qp2/rR39dLebaCj21n2GomthFIuQSF1xwiEhUqZOC7uhKDH10uBr6cC5RAl05EwPiiZA/VHKO2oPONt9VPT1UBRexkiQcTvllyJ3xU+VDZo+P5gLduy66mo7+bJd7JIjPLhZ5elkhLz4xhxtlhtHChoAQSWJE9jfPxyvinZxBeF37G7Noumnlb+PPe+i7453cWxhmyNrr8he/Ceox6zq+doKEZ19HI4HHz++eds374dg8FwkmCfIAj873//G5MFurjwSPSPQxAEuowauowafJXeI97GnZelcLCwmdLaLvbmNTFrwskpX3COwAN09AmVnS8UEjk3pF/BotjZfFKwht01WWQ15pDVmMPUsIlclbKMWN+oc7YeiUhMUkA8SQHx3JB+OT0mHbnNxRyozaeooxSdVUtOSxE5LUXA59iNKmxdgdi7ArHrfOjv3zkepVxyUlbHGfQ4f/y8FPj0BT2fF6zj88JSJiT4cXdm2ll7ndF9gWdTT+uYbfPbEqfh7rTwSfirnNNb8RHexEd4c8uyJL7dVcma3VWU1nbx8Mt7mDspnDsvS8HP6+LuzVm/r4aeXjN+XgomxPsjFou4JnUFaYGJPLfnNSrVtTy96xX+Ov93Z0XDysU5oq9TxiGWojM4g6OhRvn7G7JdmaOTGVVw9M9//pM333yT8PBwgoNPTj2fjfFeFxcOcomMQJUfrfoO2nQdowqO/LyUXDkvno83lfLe+mKmp4UMWl7pdxw32i4MR3t/N19WT7uDK5KW8EXheg7UHxkIktKDErkscTETglPOSTmmTd1LUXUnpbVdlNd3U9WkwWL1A2YgKHWIvToQebUj8uhCpOhFFFIDITVIUBAqiyXFJ5WJwckE+rrj66lANYT30mCoDRoA3M/yFaeP0gsAjbFnVFnKH9KgbWZfnXOKb1Xy0pPu93KXc9uKFC6bFcuH35ew6WAtO482kFXUzM3Lkll5Scywe54uJJo79AO+ajctTTrhNSQFxPGXeb/j/+14gbLOKj4tWMstE646X0t1ccY4z7+9KAf0ID1Vpx7ldwVHJzOq4Oibb77hzjvv5OGHHx7r9bi4SPCUu9Oq7xi48hgNq+bGsX5fNc0derYeqmfp9JMzL/2eZ2NpUzEWRHiF8vuZd9Ogaebr4o3srcsmv7WU/NZSwj1DWJEwn9lR05CP4XRbr9HC0dJ2jpa1cbS0jbauk4UilXIx0SFeRAZHExHkQViAO74+YppNNRxpzudIcwF6cy915iLqWovYpVaSEZrOlLAJTApJG9Z6zVYzh5vyAKf9y9lEKnIeouwO+5gER5/kr8GBg8ywCcT4RAz5OB9PBauvnciy6dG8/nUepbVdvPltAVsP1fHrqyeQFO17Rus4l+gNFp753yEMJiupsX4snBJ50mOifcK5d+ptPLvndb4r28aKcQvwVXmf+8W6OHP6AiKdw3lh6a6UDhnQD4zyu4KjkxhVcKTT6Zg3b94YL8XFxYQgnPnVs0oh5ZoFCby1poBPt5SyIDMcqeTEIEht6AbAW+F1xvs7G4R7hfCb6XdyY/oVrCvbyraqvTRom3kj+yM+zPuGhbGzWBI/Z9Smjj29ZvblNbMnt5GCyg6stmNZWbFIIC7ci6QoX8ZF+jAuwpsQP7dBDSZj8eeSqEysdhsl7RVkNeRwsOEoXUYNu2uz2F2bhUwsZXxQMpNC0hgfnETQIJYaakM3b2Z/TLdRS4DKl8khZ6+kBmC0OhtKpWLpGU8rVnTWkNWQgyAI3Jh++bCeEx/hzbOrZ7M5q5Z31xVR3aTlwX/vZtGUSG5bkYyP54XdwKzRmfjbWwepatLg7S7nDzdlIB7CgDQzbALJAeMobi9nW/Verkm99Byv1sVY4Oj3VbM5+4y8PYY2l+5xBUdDMqrgKCMjgyNHjjBtmmv886dKr8WZtVCd4XTL8pnRfL2jgvYuAxv313LZ7BObrhs1zQCEeoyN+/vZwt/NlzsmXct1qSvZVr2PjeXbadN3sqZkE2tLN5MROp4V4+aRGph42uyHzWbnUHErW7LqyC5uPUELKCzAnYykQCYlBpIa6zfipmeJSExaUCJpQYncMflayjqqyGrM5WDDUdr1nWQ35ZHdlxXylLsT6RWGl8IDiUhCu76Tyq46TFYTIkHEHZOvQyI+u5IdHb1dAKMq3R6Pw+Hg/dwvAZgTNW1EdiEikcDS6dFMTwvhf98VsTmrji2H6tib18g1CxK4fE4sCtmFJ11S3aThqXezaOnsxV0p5f/9YgYBPqfum5oVOYXi9nKK28vP0SpdjDl9hwtNX3Dke4oA3tVzNDSj+kbffffdPPjgg1itViZMmIBSefIXbsqUKWe8OBcXJg6Hg86+k9aZZnTkUjE3LE7g1S/z+rJHEQNifFablRpNI3CsMfdCRyVTsjJxISvGzedIcz4by3eS11pMdmMu2Y25RHiGsGzcfGZHT0UhOfGKrktr5PuDtWzcX0On5pimUUyoJ7MnhjFzfChhAWN3EBMJooGm7lsnXEVtdyOHm/LIay2mrKMKrUlHQdvJDu5xvlH8IvPmU5alxoq6vr9/f2P+aNlff4Ti9gpkYinXp49OUNTLXc59109iybQo/vttPmV13by/oZi1e6q4dsE4ls6IRi49/+Vfi9XOF1vL+GxrGVabgyBfFY/dNY3IYM/TPjfU0/k+q3s1Z3uZLs4azuio2+oskft6DR4c2ey2ARFIV+boZEYVHN15550AvPLKKwAnCUEKgkBx8dkzjHRxfukyajBYjQiCQKC7/+mfcBoWT4vi211VNLbr+HRLGT+7LBWA6u56LDYL7jI3Qs7w5HiuEYlEZIZNIDNsAo3aFjaW72BHzQHqtc389/BHfJTvLLkti5+LvkfCNzsq2XGkAWufkKOXu4wFmZEszIwgKuT0J7UzRRAEon3CifYJ5+rUFZisZhq0zTRomtGZ9ZhtFvxUPoR5BhPjE4FoDMqqw6G43el/Fn8GvU0mq3kga3R50pKBCbXRkhTty3O/mcPOow18sLGENnUv//22gE+3lLFiZgzLZkSdl8k2m83O9sP1fLy5jDZ1LwDT04JZfe3EIe0jfojB4gzKL7QePxcjR2NxXmT6DZE56g+M4OwPVlyMjCo4eu+998Z6HS4uIqrUtQCEewQjG4ORX4lYxN1XpPH/3jzAml2VzM8IJybUi8K2MgBSAsZd1GJ8YZ7B3JVxAzemX8H26n1sLN9Bq76DNSWbWFO8Gas6GGtzNA6bF4lRPqycFcsl40NO6r86l8glMuJ8o856w/WpsNqs5LU6L7JG4uP3Q74t+Z7O3i78Vb5ckbRkTNYmEgnMz4hg1oQwtmXX8dmWMtq6DHyyuZTPtpYxJTmIeRnhZCYFDWmRM1a0dxnYdriOjftr6eh2lrt9PeXcfXk6syaGjui7U9T3nYs+B1lBF2eJvhG1brPz2DxUWa2/pOYuc0PsCoZPYlTf2qlTp471OlxcRBT1Xc0n+I9MHftUZCYHMSM9hP35zfzr46M8/9vZ5PedGFMDfxxCoyqZkksTFxItncBbO7ZRa8tF7KlG4teMxK+ZGM9Ybpp0KeODwi7qYHCsyGstRm/uxUvhyTjfmFFto7mnjW+LNwFw28Srx3R6EEAqEbF0ejSLpkSyv6CZtburKKpWc7CwhYOFLcikYiYlBDAhwZ/QUAGJ0oTBasBqtyGXyPBWeBLiETiiK3eb3UF1k4a88nYOFLRQXKMeuM/bXc5V8+NZPjN6xH1QOrOe7dX7AKcJs4uLm26zM+AZqqzWbdQCTgsZFycz6kuavLw8Dh48iNlsHtA1cjgc9Pb2cvjwYT777LMxW6SLC4vCVmcfSkrAuDHd7q+uGk9BZSdVTRpe/zqHEpyqyOnBPw5LmsKqTj7ZVEpOeTsgRySaxqTJCqQhteS05VCtreLvO/9NjHcEV6YsY2r4xHNWvroQ2Vy5G4BLIjJGNanmcDh4+8gnWOxWJgQnMy180lgvcQCxWMSsCWHMmhBGXYuWrYfq2FVaSLeonqP2veTWaREaB7dZAfBX+pHsn8CkkDTSApPALsZksaHRmejuMdHS6TTOrW7SUNWowWg+5l0nCJAS48eSaZHMmhCGbBR9T3aHnTcOfYTeYiDMM5iM0KE9D11c6PRljkx9wdEQmaN2vTOo9ne7eGQpziWjCo4+/PBDnnzyyUHFHkUiEbNmzTrjhbm4MNEYtVR31wNjH7T4eiq4/6bJPPHWAbYU5iJPtuKj8CLMI3hM93MucTgc5Fd28OnmMvIqOgDnCP6CzAiuW5RAsJ8zY9DRq2Zd6Va2Vu6hurue/9v3X8I8g7k6ZTkzIzLPuenu+aZR28KRpgIAFsfPGdU29tcfJrelGKlIwl2Tbzgn2bhug4aDHbs5LBxAH9HJ8UVnh12Ew6TEYZEBAoLIBlITIrmRDkMnu+v3s7t+Pw6rFFtnCNa2CByGwa/qlXIJqbF+TE4MZOb4kDPqcbI77LyR/REHGo4gFkT8euptP+mg/KLH4aysaUzOv+HQwZHTdSBglDIjP3ZGFRx98MEHzJkzh2effZb//Oc/6HQ6Hn30UXbu3MkjjzzC5ZcPT0PExcVHXotTZTfaOxxvxdg3CmcmB3Hr8mQ+ylkHgJdwcZp/2u0Oskta+WJr+UDZQyIWWDglkmsXJhDke6J/lb/KKQVwdcpy1pdtZ2P5dhq1Lbx04B2+KFzPtWmXMiMi4ydz0vqqaINTrDF0PGGeIw+OdWY97x79HHAqYQefZSmIFl07XxVuYE/dIax2p0+dQiJnYnAqE0NSSPSPI1DlT0ObM/tT19JDU4eeDrWBTp2WXlE7NvdWxD6tCDITkqA6JEF1iAw+eBnHEaFIJNzfi8hgD+LCvQkP9BhSr2gktOs7eTXrPQrbyhAEgV9PvZ1xfqMrYbq4UHBgcEgx252fj6G0uPqDo9FqsP3YGVVw1NDQwCOPPIKXlxdpaWm88sorKBQKli5dSlVVFe+99x4rV64c67W6uADIbS0CYHxwylnbxzULxrFTbaXNDuWl8P6GYm5emjSouOGFhtliY9fRBr7aUUl9aw/g7EtZMi2Kq+bHE+hzalNPD7k716dfxmVJi9hYvoN1pVtp6mnlxf1v81XRRm5Iv5zM0PEXZcA4XKq76tlTewiAa1JXjGobH+V+Q7dRS6hHEFcMYhMyVmiNPXxasJZtVXuxOZxls0S/WJbEz2Vq+MSTepxiQr2ICR1c/sJmd2C12chvLWFn7T6yG3OxKbvoUmZhlRUSGjKFiOipRPp6nPHfX2vSsb5sGxvKtmOwGpGLZdwz9VZmRmae0XZdnH8cDgdah/M4466UDikv0d7bnzlyldUGY1TBkVQqRaFwRqNRUVHU1tZisViQSqVkZGTwzjvvjOkiXVwYOBwO8vsyRxPOYHrodAiCgMzdCFqw93rw2ZYySmrU/O6GyacVsTtftHX1snF/DZsO1g44YSvlEpbPiOaKuXGnFGIbDJVUyVUpy1k2bh4byraztnQL9ZomntvzOuN8o7lpwpU/mkb147Hb7byZ/REOHFwSmTkqM9+itnK2VO0B4BeZN4/JROUPsTvsbK3cy0f536A3O8fmJwancE3qpST4x57m2YMjFgmIRRIyw9PIDE+j26BhW/U+NlfuprO3i40VO9hYsYMAlS9TwiaQFpREkn8c7vLhNXPrzHqK2ys4UH+EAw1HsfRZ8yT6xXLvtNvPenbNxblDY3cGR0M1YwO09LQDEOh25nIsP0ZGFRwlJyezfft2pk2bRkxMDHa7ndzcXDIzM2lpaRnrNbq4QGjsaaHLqEEqkpA4hpNqg9HVZxty2+JJfLK2ibyKDlY/v43rFyWwclbsqJpOxxqTxcahoha2ZNVxpLRtwOTR30vBZbNjWTo9ekDQcrSopEquTl3B0nFzWVuyhfVl2yhX1/D/tr/ApJBUbhq/iqiLRCBzOKwvd74+pUTBrROvHvHzTVYzrx96H4CFsbNICRzboQGADr2a1w69T36r80IhyjucOyddN+b78lZ6cVXKclYlLSW/rYSd1Qc41JRHe6+a9eXbWV++HXCWRcI9Qwh098dT7jGgWm+xWdGYeujQq6nXNtGkbR2wlgCI8YngymRX4/+PDwcau/Mi8lRj/F1Gp9BnhGfIOVvZxcSoRSBXr16NVqvlqaeeYuHChTz00EMsWbKEtWvXkpGRMdbrdHEBUNjq1EBJ9I87K1fjx2Pu69uYPT6SGeMS+OdHhymr6+addUV8t7eaK+fFsyAzYkRO8mOByWIjp7SNffnNHChoptdoHbgvPc6fS2fFMD01eMyd291lbtw4/gqWj5vHF0Xr2Vq5h6PNheQ0FzEneho3pF+On8pnTPd5rqnuqufjvG8BuHXi1aOyDPmsYC0tunZ8ld7cMuHKMV4hZDfm8crBd9FbDMjEUm4av4ql8XPPqk6MSCRiQnAKE4JTMFvNHG0pJLelmMLWUpp1bbTpO2nr6x85HaEeQYwPSmZ29FTifaN/1OXZnyyO4zJHQwRHdd1O5fkgN38UZ2gB9WNlVMHRokWLeP3116msdI5aP/HEE/zhD3/gk08+IT09nb/85S9jukgXFwalHc6/d3JA/Fnfl0qiQGOz0GsxEB3gz7O/mcP27Hre31BMW5eB/3ydz/sbirlkfChzJ4WTEuuHVDL2V792u4PaFi35lR0cLW0nr6IDs+XYGHWAj5J5k8NZNDWSUP+zL8HvrfTi7owbWZmwkI/z17C//jA7aw6wr/4wlyYsYFXSUlSyC7P0eCq0xh6e3/sfLHYrGaHpLIy9ZMTbKOuoYl3ZVgB+nnkTbrJT93eNBLvDzmcFa/mqaCMA8b7RrJ5+xxnbmowUmUTGtPBJA7IEOrOemq56mnvaae/tRGfS02s1IgBikRhPuQe+Si/CPUOI8g7HR3lhGji7GEscaPsyR35DlNX6bXkivcPO2aouNoYdHDU1NZ3w/4SEBBISEgZu7x/td12J/Hip7FPGHuc3up6KkRDkHoDG1ENNdwPRPhGIRQKLpkYya2IoW7PqWLunisZ2PZuz6ticVYdCJiYtzp/kaF/GRXgTFeKJj4d8RJ9Hg8lKS6ee2pYeapu1VNR3U97Qjd5gOeFx/t5KZqaHMHN8KMnRvuelUTzYI5Dfz7yblZ0L+SD3K4rbK/im+Hu2Vu3lmpQVLI6bfdZNYccKk9XMs3tep13fSZB7AKun3THi44jRauLlg+/icDiYEz1tTHV6TFYzrxz8HwcajgCwfNx8bp1w1QXx/rrL3EgLSiIt6MehBeZiDBhG5qii71h+sXhWng+G/e1esGDBiA5YLm+1Hxdmq5kWnbOBL8bn7H+h0oISKeusYk/tIebFzBi4XSGTcOmsWJbPjKGoupMdRxo4UNCMRmcmu7iV7OLW4x4rxt9bibeHHHelFIVMglQiwuEAq92OyWxDb7Cg0ZlQa0309JoHXYtCJiYp2peJ4wLISA4iKvjMp4XGinF+MTw+/34ON+XxYe43NPa08M7Rz1hfvp0b0y9nesTkC7qfxGQ184/dr1LWWYWbVMkjs389qozPezlf0qJrx0/pw52Trhuz9enNvTyz6xVKO6sQi8TcM+VW5kRPG7Ptu3Ax9jjQOJyZo6HG+PurAGe7d/RiZtjB0VNPPTVwQtBoNDz//PPMmDGD5cuXExAQQHd3N9u2bWPHjh088sgjZ23BLs4PLbp2HDhQSZV4ngO5+QWxl/BN8ffktRaT01zExJATpQNEIoG0OH/S4vz59dUTqGnWklfRTnmdM9vT2qnHaLbR0KajoU037P16qKREBHkQGexJXJjXQBZKMsY9RGOJIAhkhk1gUkgaW6v28nnhd7Tq2vnX/reIKdnEjemrmBCcfMEEdP30mHQ8v/c/FLdXoJDI+eOc1aPSNMpqyGFLn5r2vdNuG7Nymsao5e87/01NdwNuUiUPzrrnrDR4u3Ax1mj7MkeDmc6qDd206zsRBIF4v+hzvLKLh2EHR1ddddXA7/feey+rVq3iySefPOExl112GX//+9/ZsGED119//dit0sV5R21wTjb4q3zPyUk20M2PJXFz2Fixg5cPvsMf56we0gRVJBKIDfMiNuxYP4XFaqNV3Ytaa6RLa6LXaMFotg243otFAkq5BKVcgpe7HG8POYE+qjOeLjufiEVilsTPYU7UVNaVbWVNyWaqu+p5ate/SQ6I59rUlaQFJZ7vZQLQoGnmuT2v06xrQylV8Oic1aMagW/Xd/Ja33TaysRFY1Ze0pp0PLHjReo1TXjJPfjT3PuIPgcZUxcuzhjHqafV+rNGkV5hqKQXX3/iuWJURfO9e/fyyiuvDHrfvHnzXL5qP0L0Fj0A7mPY5Ho6bplwJaUdlVR31/PY1ue5deLVLIqdNaxeD6lETHigB+GBPz1TRYVUwTWpl7Ikbg5fF3/PpoqdFLdX8MSOf5EcEM+VycvPWybJ4XCwuXIX7+V8idlmIUDly8Ozfz2qxlCLzcIL+95Eb+4lzjeKm9KvGJM16sx6nuwLjHwUXvx1we/PeeO1Cxejxe4AG87pSR9P+Un3H20uBH48ht5ni1EFRz4+PuTl5XHJJSdPlBw4cICgINeB5MeG1eac0JKe5RH+45FJZPx1/u956eA7HGnK5+0jn/JN8fcsiZ/DtPBJhHoEjfoEb7Pb0Jh66DZo6TZq6DZq6TZq0Rp76DHr0Zl7MVgMGK0mLDYrVrsVe59GjEQQIxVLUUrkqGQqPOXueCk88Vf5EODmR7B7AEFu/ue9YddT4cHtk65hZeLCgWbt4vYKitv/TZRXGJcmLmRmRAayMXaqH4qarnrePvIpJX1XruODkrlv+p14KkYewDocDt468ikV6hrcZCp+P/PnY/J+m61m/rH7NWq6G/BSePLY/N+5AiMXFxV2nMdED4UIqeREiQm73c6RpnwAMl3mwqdkVEeTa6+9lldeeQWj0ci8efPw8fGho6ODjRs38vHHH/Poo4+O9TpdnGf6dVz6faPOFSqZkodm/YqN5Tv4tngTakM3n+Sv4ZP8NbjL3IjyDiPIzR9flTcqqRKZWIaAgN1hx2yzYLQa0Zt76THr0Zp0aIxauoxatKaeQY2TxwqxICLEI4go7zBifaIY5xdNrG/UWdeHGgw/lQ93ZdzAlcnLWFO6ma1Ve6nVNPJq1nu8l/Mlc6KnMS96OlHe4Wclm1TTVc83xd+zv/4IDhzIxFJuTL+C5QnzR90svr5sG9uq9iIg8NvpPxsTfyib3ca/DrxNaUclKqmSv8y9b1Q9UC5cnE/sfYc1b7eTT+/l6mq0Jh0qqZKkAFf/3KkYVXB0zz330NPTw1tvvcUbb7wBOK/kFAoFv/3tb7n55pvHdJEuzj/uMqdFQY9Jf873LRJErEhYwOK42eyty2ZvXTaFbWXozHoK28oopGxU2xUEAW+5J94KT3yUXngqPPCSe+Ahd8ddpkIlVaKQyJGJZUhEYkSCCAcOrHYrFpsVg9WI3mxAa+qhy6Chs7eLNn0Hzbp2TFYTDdpmGrTN7K3LBkAikjDOL5rUwATGB6Uwzi/6rIoH/hBflTd3TLqWa1JXsKVyD5sqdtHRq2Z92TbWl20j3DOEqeETyAgdT6xP5BmtrduoJbsxl53VByjtrBq4fWZEBrdMvAp/1ej9nLIacngv50sAbplwFRNDUke9rX4cDgfvHv2c7MZcpCIJD826x6UB4+KixO5wXuB4u518IXa4L2s0KSQVyTk89lyMjCo4EgSBhx9+mF//+tfk5OSg0Wjw8fFh0qRJqFTnrifFxbmj35ywVd+B3WE/L+PhUrGUeTEzmBczA4vNQr2mmTpNIx29XXQZujFYTZitznF8QRCQiaUoJHLcZCrcZSo85R54KzzxUnjio/DEU+6BSDT2r8PhcNBp6KJe00R1Vz2V6lrKOqvRGLV9Za0Kvihcj5tUycSQVKaETWBySNo5U6p1l7mxKnkplycuJqeliB3V+8luynMGc0XNfFW0EZVUSaJ/HHG+UUR6hRLqEYSvyhs3qeqE7JLdYUdv7qVdr6app4VKdR0lHRVUqesGrCpEgogZEZNZlbz0jK1OCtvKeHH/WzhwsCh2FisTF57R9vr5rmwr31fsREDgvhk/c02lubhosff96zVIcJTdmAdARuj4c7iii5MzKtJ7eHgwe/bssVqLiwuYYPcApGIpJquJpp5Wws+zH49ULCXWN5JY38jzuo7BEAQBf5Uv/ipfJoWkAc6AqVXXTmFbGfmtJeS1lqAz6wcyYVKxlEnBqcyKmsLk0PRzUn4TiURMDk1jcmgaenMvR5oKyGrMIb+1hF6LgaPNBRxtLjjhOWKRGHlfJs1qt2Gymgbc6H9IrE8kMyIymBM9bUyUmUvaK3hm96tY7FYyQ8dzV8YNY1IGPNSYy/s5XwHOTFS/+rQLFxcj/ZkjH48TewlbdO00aJsRC6KTpFFcnMz5l3h1cVEgFolJ8o8lv7WU3Oai8x4cXWwIgkCwRyDBHoEsjJuF3W6nrLOa7KY8shqO0qJrJ6sxh6zGHFRSJTMjMpgXM4NxfjHnZKrMTaZidvRUZkdPxW63U91dT3lnNZXqWpq0LTTr2tGZ9djsNnrthpOe7yl3J8wzmAivUBL8YkkLTMRX5T1m68trKea5Pa9jspkZH5TM72bePSYlyequel468A4OHCyOmz1mmSgXLs4XDvqDoxMn1Q73ZY2SA8YNtEm4GBpXcORi2GSEjie/tZTdtVlc6jqJnBEikYikgDiSAuK4efwqarsb2Vefze7aLDp7u9hStYctVXuI8AplUews5kZPP2eeaSKRiDjfqJN0pSw2C1qTDpPNjNVmRSKWIBfL8JS7n9Upxj21h3gl63/Y7DYmBCfzwCW/GpPMmtrQzTO7X8FkNZEelMidk6+/4IQyXbgYKf0N2T8MjrKbnMFRZpirpDYcXMGRi2EzK3IKH+R+TVVXHSXtlSQFuKTnxwJBEIj2CSfaJ5wb0i+nqK2cHdX72d9whHpNE+8c/YyP8r5hdtRUlo2bd94ahaViKX4qn3O2P7vDzucF3/Fl0XoApkdM5r5pd47JyL7JaubZ3a/RZdAQ5hnM/TN/4WpQdfGjwI6zj9Lb/VgPo86sp7i9AmBMfQd/zLiCIxfDxlPhwZyoqWyr3sfH+d/y+Pzfu660xxiRICItKJG0oETuNF/H7tosNlXsokHbPJBNSgtMZHnCfDJC0s9KQ/mFgMao5eWD75Lb4vRovDxpMTelrxqT12u323nxwNtUddXhIXcftZ+bCxcXIv0CJR7uxzJHOc1F2B12IjxDCHIPOD8Lu8hwBUcuRsQ1qZeyp+4Qxe3l7Kw5cIIprIuxxU2mYtm4eSyNn0txezkbyneQ1ZhDQVspBW2lBLkHsHzcPObHzER5jibdzgVZDTn89/DHaIxaZGIpd2fcOGafsx+O7D94ya9cJwsXPyr6RSCPt0LqL6lluEpqw8YVHLkYEf5uvlyTeikf5X3DW0c+JdYn0qUHc5YRBIGUwARSAhPo0Kv5vmInW6r20Kpr592jn/NpwVoWxFzCsnFzL+oTfUevmvdyvuRA/REAwj1D+N2Mu8b08/V18UY2VuxAQODeaXe4SsMufoQ4gyN3pXNazWq3kdNnGZLpGuEfNq7gyMWIuTxxMbktRRS2lfH07ld4cuGD57QX5aeMv5svN0+4kqtTV7Cr5gDry7bT1NPKd2VbWV+2jcmhaSyNn8f44KTzokU1GnrNBtaVbWFNyWbMNgsiQcTlSYu5JvXSMZU02FK5h0/y1wBw+6RrmBmZMWbbduHiQkOlcpbVStrL6bUY8JJ7EO8bfX4XdRHhCo5cjBiRSMT9M3/OX7Y+T1NPK3/d9k/+PPc+gj0Cz/fSfjIoJHKWxM9lUdxscpqL2FC+ndyWIg435XO4KZ8g9wAWxMxkXsyMMdEYOhv0mHR8X7GL78q2ojf3ApAcEM+dk64j2idiTPe1uyaL/2Z/BMCq5KWsSFgwptt34eJCQoYFidR5eu8Xfpwc+uPtUTwbuIIjF6PCQ+7On+b+hid2vEirrp0/bX2O307/GeODk8/30n5SiIRjQo6N2ha+r9jJzpoDtOra+Tj/Wz4pWMPE4BRmR00lM3T8OVPhHgqHw0F5ZzVbq/ayt+4QZpsFgDDPYK5Pu4xp4ZPGvMl/d00WL2e9iwMHS+LmcGP6FWO6fRcuLjSUghlBJMbhcLhG+EeJKzhyMWoC3Pz424I/8MzuV6nqquPvO//NpYkLuS5tJQqJ/PQbcDGmhHkG87PJ13PT+FXsrzvM1qq9lHVWcbS5kKPNhcjEUsYHpzAldDwTQ1LPWUbJ7rBT01XPocY89tVn09zTNnBfjE8ElyUuZmZExlm5qt1SuYf/Zn+EAwcLYi/hZxkuLSMXP36UIjMIIpp6WmnTdyIVSUgPSjrfy7qocAVHLs4Ib6UXTyz4A+/mfMGWyt2sK93C/rrD3DxhFTMjMl1p3POAQiJnfuxM5sfOpKmnld01Weyry6ZZ10Z2Yy7ZjbkARHiFkhIwjkT/WOJ8owly9x+TPiWr3Ua9ponyzmqK28spaCtDY9QO3C8TS5keMZlFsbNI9I87K8GKw+Hg25JNfJT3DQBL4ubws4zrL5o+LBcuzgSFYEUQhAH7n5TAca4L1hHiCo5cnDEyiYxfZN5EZmg6bx35lHZ9Jy8deIfPC7/jiqQlzIqcgkwiO/2GXIw5oR5BXJ9+GdelraS2u4FDjbkcaSqgqquOek0T9Zomvq/YCTiDqjDPYEI8ggh088NX6Y23whOVVIlSqkAiEiMSRNjsdqx2K70WAzpzLxqjlk5DN236Dpq0rTT1tGK1W09Yh0IiZ3xQMtMjJpEROv6sSg/Y7DbePvIpmyt3A84eoxvTr3BljFz8ZJAKNoCB4Kjf49HF8HEFRy7GjMmh6aQFJrKubCtrS7fQ3NPG64c+4L2cL5kZmcmMiMmkBIwbE0+sM8VkNdNp6KLLoKHL0E23sQetqYcekx69uReD1YjZZsZis+JwOGXVJCIxUrEUpVSBm1SFl8IDH6UXAW5+BLn5E+wReE4MY0eDU4U7gmifCK5NW0mPSUdhWxnF7RVUdFZT092A0WqiUl1Lpbr2jPfnJlUS6xtFon8cqYEJJPjFnFWLkX60Jh0v7n+T/NZSBARunXi1yy/NxU8OqWDHaDFS1KeKPTEk9Tyv6OLjvAdHdrudl19+mc8//5yenh6mTJnCY489RkTE6adV1qxZw4MPPsjWrVsJDw8/B6t1cTpkEhlXpSxn+bj5bK7czfcVO2nXd7KlcjdbKnejkipJC0wkJXAcCX6xRHqFnpWsUq/ZQEevmvZeNe36Ttr0nbQf99Nj1o/5PgVBIMQ9kFjfKMb5RpMUEE+UV9gFWVr0kLszPWIy0yMmA85SWIuujQZNM626Dtr0HXQZtWiMWnrNBoxWE1aHDbvdhlgkRiKS9AWJSrwUnvgqvQl08yPEI5Bwr1D8VT7nvIRV1lHFv/a/RUevGrlEzn3T72RK2IRzugYXLi4EpIKd/LZSbHYbQe4BhLi7JolHynkPjl599VU++ugjnnnmGYKDg3nuuee4++67Wbt2LTLZ0CfNxsZGnnjiiXO4UhcjQSlVcHnSYlYmLqSgtZR99Yc51JhLj0k34D4PfW71bgEEewQS4OY7UMpxk6lQShTIxDLEIhECAnaHs5xjtJoxWo3ozQZ0Zj1akw6NqQeNUYPaoEHd243BajztGuUSOX5Kb3yUXngpPPGSe+Ahd8NNqkIpVSCXyJCKJIgEEQ6c5RqzzdJXTtKjNfagNmho03fQomun12KgqcdZVtpTmwU4MyipgYlMDEkhM3Q83hfoWL1EJCbcM4Rwz5DzvZQRY7Pb+LZkE58XrMPmsBPsHsADl/zSJU7q4ieLVGSnsLUUgAlBya6S8ig4r8GR2Wzm7bff5oEHHmDevHkAvPDCC8yePZtNmzaxcuXKQZ9nt9t58MEHSU1N5cCBA+dwxS5GikgQMT44mfHByfwi4yYqu2rJby2hrKOKcnUNPSYdzbo2mnVtp9/YCPGQueGv8iXAza/vx5dAN38C3HzxV/mikirH7KDhcDjoNmqp7W6gQl1LWUclpR1V6C2GgWDwv3xMgl8M0yImMzMiA1+V95js+6dMg7aZ17M+oKyzCoCZERn8YsrNqKTK87wyFy7OH1LBTnGHs6SWHBh/nldzcXJeg6OSkhL0ej0zZhzzTfL09CQlJYVDhw4NGRy9/vrrWCwWVq9ePazgaOHCoXsOmpubCQm5+K6WL0ZEIhHj/GIY5xcDOAMKjVFLvdZZymnXd9Jl0KAx9dBr7sVgNWGxWbA6bOBwIBKJkQhiZBIpComzpOMuc8NT4Y6n3B1vhRc+Si/8lN74Kr3PqaaPIAj4KJ3776/v2+w2qrvqyW0pIrspj0p1LaWdVZR2VvF+zpekBSUyL3oGU8MnInc1rI8Ik9XMN8Xf823JJqx2K0qpgjsnXcfc6Omuq2QXP2pOdz4Tyb2QiOzUdDcAkOw/7lwt7UfFeQ2OWlpaAE4KTgIDAwfu+yF5eXm8/fbbfPHFF7S2tp71Nbo4ewiCgLfSC2+lF+lB53s1Y49YJCbeL5p4v2iuTl2Burebgw1H2Vd/mNKOSvJbS8hvLUF5RMHsyKksiptNtI+rd+5U2B129tcf5sPcb+joVQMwOSSNuzNvxF/le55X58LFhYEYGw6Hwzl16spQj4rzGhwZDAaAk3qL5HI5Go3mpMf39vbywAMP8MADDxAdHT3s4Gjr1q1D3neqKNyFi7HEV+XN8oT5LE+YT6uunZ01B9lVc4A2fSebKnexqXIX8b7RLIqbzSWRma5s0nE4HA6ONhfwaf5aqrvrAfBX+XLbxKvPiqq2CxcXKqc7n7WqexEJTimNJH9XSW20nNfgSKFwlj3MZvPA7wAmkwml8uSegSeffJKYmBhuuOGGc7ZGFy7OBkHuAVyXtpJrUldQ2FbG5srdHGrMpUJdQ4W6hvdzvmBu9HQWxc++KJukxwq73c6hply+Kfqeyi6nxIBS0t/sv8gVQLpwMShOnaME/9jzvI6Ll/MaHPWX09ra2oiMjBy4va2tjcTExJMe/+WXXyKTyZg0aRIANpvzA7By5Up+9atf8atf/eocrNqFi7FDJIhID0oiPSgJjVHL9ur9bKncTZu+k/Xl21lfvp3kgHgWxs5iWvikn0ww0GPSsaP6AJsqdtKq7wBALpaxdNxcLk9agqfc/Tyv0IWLCxeHw3lujPZ2lelHy3kNjpKSknB3d+fgwYMDwZFWq6WoqIhbbrnlpMdv2rTphP/n5uby4IMP8sYbb5CQkHBO1uzCxdnCS+HJquSlXJ60mLyWYjZX7uZwUz7F7RUUt1fw1pFPuCQik7kx00nwi/3RlZJsdhsFbaXsqN5PVkMOlj6VbXeZG0viZ7Ni3AI8FR7neZUuXFz4OHAgILjkLM6A8xocyWQybrnlFp5//nl8fX0JCwvjueeeIzg4mCVLlmCz2VCr1Xh4eKBQKIiKijrh+f1N26GhoXh7e5+HV+DCxdgjEkRMDEllYkgq6t5utlfvY1v1PqeYZtUetlTtIcjNnxmRGcyIyCDaO/yiDZSsdhtFbWVkNeRwsOEoGlPPwH0x3hEsjp/DrKgpLl8oFy5GhINg9wDX9+YMOO8ikPfddx9Wq5U///nPGI1GpkyZwltvvYVUKqWhoYGFCxfy9NNPc9VVV53vpbpwcc7xVXlzdeoKrkxZRlFbOTtqnFmVVn0H3xR/zzfF3xPg5seU0PFMDEkjJSD+gvaxczgctOo7KGgtJa+lmNzWIgyWY4KdHjI3ZkRmsCBmJjE+kRdt0OfCxflEEByEef10exXHAsHRbxz1E6V/Wu1UEwAuXFxIGK0mjjTls6/+MDnNhZhtloH7pCIJif5xpAQmkOQfS5xv9Fk1eT0dJquZOk0jlepayjqqKO6ooLO364THeMrdyQybwPTwyaQFJSK5ALz3XLi4GOmfVrvrisX4rZrAbROvPt9Lumg575kjFy5cjAyFRM7MyExmRmZisprJbSniSHMBOc2FqA3dFLSVUtDmtA4QEAjxCCTaO5xI7zBCPYII9QgiwM1vzIImu8OO1thDe6+alp52mnWtNGhaqNM00qxr44fXX2KRmHG+0aQFJTEpJJU4n6gL0n/OhYuLFQEHwe7/v717D46yuuM//tlA7iFggJDUSMtPmwRiAgQSiBJBoNEfoBWM41BBBVRGkRRBQUaw0FRFuclVQAEVSsUL4kAREariKAQCKp0BDOE2YHMRyAXJZSE5vz+YbHeboD95SDZ58n7NMMOePbv73bOr++Gc8zxPO2+X0aQRjoAmzL+ln5Kjuik5qpuMMfrP+QL9u+CwDp85qu/PHNXZsiLX9d6+PrXP47HBvoG6LrCNWge0UohfsIJ9AxXQ0l9+bteUczgcqqquUpWpkvPSRVVUOVV2sVxlzjKdd15QScV5FVWUqKq66oo1tvZvpf8T9lvdGPZbdW5/k37fthN7IYB65JAUHtze22U0aYQjwCYcDoeuD43Q9aERuvP3/SRJJRWlOl50SieLf7g8k3P+8nXsLjjLdOFiuS5cLNfp0rxr8tphgW0UHtxOka3CFRUaoRta/0a/bX19o73YLmBXDhm15czYlhCOABtrHRDqOvLNXdnFcp0tK1JxRalKKs7rJ+cFlV0sV8WlSjkvOXWx+pKqjZGRkY/Dx3VNO/8Wfgr0DVSQb6BC/S9f0y4sqI3aBLRmrxDQSDgcl//bx9UjHAHNUJBvoIJaB+qG1r/xdikArjGHjEL8grxdRpPGLkgAAGzEx+GQj4OfdysYPQAAbKQF5wezjHAEAICN+JCNLCMcAQBgI0wcWUc4AgDARgJ9Lnm7hCaPcAQAgE0EOyoVE/Sjt8to8ghHAADYRIDDKV+fZn3J1GuCcAQAgI348NNuGSMIAICdsCPbMsIRAAA2QjayjnAEAICtkI6sIhwBAGAjRCPrCEcAANgJ62qWEY4AALAVwpFVhCMAAGyEaGQd4QgAAMAN4QgAABtxsOfIMsIRAAC2QjiyinAEAICN+Lbw9XYJTR7hCAAAGwn0DfB2CU0e4QgAAMAN4QgAAMAN4QgAAMAN4QgAADvhUH7LCEcAANgK4cgqwhEAAHZCNrKMcAQAgI04HPy0W8UIAgAAuCEcAQBgJ2zItoxwBACArRCOrCIcAQBgJ8wcWUY4AgDATghHlhGOAACwEaKRdYQjAADshJkjywhHAADYCeHIMsIRAAC2QjiyinAEAICtEI6sIhwBAGAnZCPLCEcAANgI11azjhEEAABwQzgCAMBOOFrNMsIRAAC2QjiyinAEAICdMHNkGeEIAAA7IRxZRjgCAABwQzgCAMBGHMwcWUY4AgDATghHlhGOAACwFcKRVYQjAADshJkjywhHAADYCeHIMsIRAAA24mBZzbJGEY6qq6u1cOFCpaamqlu3bnr00Ud16tSpK/Y/cuSIHnvsMfXq1UspKSnKyMjQf/7znwasGACARoqZI8saRThaunSp1q1bp8zMTL3zzjuqrq7WI488IqfTWatvUVGRRo0apYCAAK1Zs0avv/66zp07p0ceeUSVlZVeqB4AANiJ18OR0+nUqlWrlJGRoX79+ik2Nlbz589Xfn6+tm3bVqv/9u3bVVZWpldeeUXR0dG6+eabNXv2bB09elT79+/3wjsAAKARcXj9p73Ja+ntAg4fPqwLFy4oJSXF1RYaGqouXbpo7969GjJkiEf/lJQULV26VAEBAa42H5/LX4TS0tI6X2PAgAFXfP28vDxFRkZaeQsAADSIX/o9ax/ow5H814DXw1F+fr4k1Qoo4eHhrvvcRUVFKSoqyqNtxYoVCggIUFJSUv0VCgBAk0A6ssrr4ai8vFyS5Ofn59Hu7++vkpKSX3z8mjVrtHbtWk2bNk1hYWF19tmxY8cVH/9zKRwAgMbkl37PLhUXiHBkndfDUc3ymNPp9Fgqq6ysVGBg4BUfZ4zRggUL9Nprr+nxxx/XyJEj671WAAAaO66tZp3Xd23VLKcVFhZ6tBcWFqpDhw51PubixYt65plntGzZMk2dOlUTJkyo7zIBAGgaCEeWeT0cxcbGKiQkRFlZWa620tJSHTx48Ip7iCZPnqytW7dq7ty5evjhhxuoUgAA0Bx4fVnNz89PI0aM0Jw5cxQWFqbrr79es2fPVkREhNLS0lRVVaVz586pVatWCggI0IYNG7RlyxZNnjxZycnJ+vHHH13PVdMHAIBmi5kjy7w+cyRJGRkZSk9P17Rp0zR8+HC1aNFCK1eulK+vr/Ly8tSnTx9t2bJFkrR582ZJ0iuvvKI+ffp4/KnpAwBAs0U4ssxhjDHeLsKbao5W+7kjAAAAaOxqjlb74G8Zavd/H/N2OU1ao5g5AgAA1wgzR5YRjgAAANwQjgAAsBOurWYZIwgAgJ2wqmYZ4QgAAFshHVlFOAIAwE7YkG0Z4QgAABvh2mrWEY4AALAVwpFVhCMAAOyEbGQZ4QgAAFshHVlFOAIAwE7Yc2QZ4QgAABthQ7Z1hCMAAGyFcGQV4QgAAMAN4QgAADvh2mqWMYIAANgJq2qWEY4AALAV0pFVhCMAAGzEwbKaZYwgAAB2wsSRZYQjAABshXRkFeEIAAA74SSQlhGOAAAA3BCOAAAA3BCOAACwE5bVLCMcAQBgK4QjqwhHAAAAbghHAADYCKtq1hGOAACwFdKRVYQjAADshKkjywhHAAAAbghHAAAAbghHAADYCctqlhGOAACwFcKRVYQjAAAAN4QjAADshIkjywhHAADYCunIKsIRAACAG8IRAAA24uBoNcsIRwAAAG4IRwAA2AkzR5YRjgAAANwQjgAAsBVmjqwiHAEAALghHAEAYCfsObKMcAQAAOCGcAQAgK0wc2QV4QgAABthVc06whEAALZCOrKKcAQAAOCGcAQAgJ2wrmYZ4QgAAMAN4QgAAMAN4QgAADthWc0ywhEAALZCOLKKcAQAgJ2QjSwjHAEAALjxejiqrq7WwoULlZqaqm7duunRRx/VqVOnrti/qKhIkyZNUlJSkpKTkzVz5kyVl5c3YMUAADRmTB1Z5fVwtHTpUq1bt06ZmZl65513VF1drUceeUROp7PO/hkZGTp58qTefPNNLViwQF988YVmzJjRsEUDANBIOdiQbZlXw5HT6dSqVauUkZGhfv36KTY2VvPnz1d+fr62bdtWq/8333yjPXv26OWXX1ZcXJxSUlL017/+VR999JEKCgq88A4AAIDdtPTmix8+fFgXLlxQSkqKqy00NFRdunTR3r17NWTIEI/+2dnZat++vW688UZXW3JyshwOh/bt26dBgwbV+ToDBgy4Yg15eXmKjIy0+E4AAKh/v/R71j7Q6wtCtuDVUczPz5ekWuEkPDzcdZ+7goKCWn39/PzUpk0b5eXl1V+hAAA0FSyrWebVmaOajdR+fn4e7f7+/iopKamz///2relfWVl5xdfZsWPHFe/7uRQOAEBj8ku/Z5eKC8SGbOu8OnMUEBAgSbU2X1dWViowMLDO/nVt1K6srFRQUFD9FAkAAJoVr4ajmiWywsJCj/bCwkJ16NChVv+IiIhafZ1Op4qLixUeHl5/hQIA0FQwcWSZV8NRbGysQkJClJWV5WorLS3VwYMHlZSUVKt/UlKS8vPzdfLkSVfbnj17JEk9evSo/4IBAGjkHI4W3i6hyfPqniM/Pz+NGDFCc+bMUVhYmK6//nrNnj1bERERSktLU1VVlc6dO6dWrVopICBAXbt2VWJiop566inNmDFDZWVlev7553XPPffUOdMEAEBz4vD1V2CnBG+X0eR5/Zi/jIwMpaena9q0aRo+fLhatGihlStXytfXV3l5eerTp4+2bNki6fKJrRYvXqyoqCg99NBDmjBhgm677TZOAgkAgKQWwW3UIri1t8to8hzGGOPtIryp5mi1nzsCAACAxo7fs2vH6zNHAAAAjQnhCAAAwA3hCAAAwA3hCAAAwA3hCAAAwI1Xz3PUGBQWFqqqqoprrAEAGo3IyEitXbvW22U0W80+HPn7+9d5vbaGkpeXJ+m/l1JpjhgDxkBiDGowDozB1WK8rp1mf54jb+O8FIyBxBhIjEENxoExgPex5wgAAMAN4QgAAMAN4QgAAMAN4QgAAMAN4QgAAMAN4QgAAMANh/IDAAC4YeYIAADADeEIAADADeEIAADADeEIAADADeEIAADADeHIS/Ly8jRx4kTdeuutSkpK0pgxY3TkyBGPPh9//LEGDRqkhIQE3XPPPdq1a5eXqq0f1dXVWrhwoVJTU9WtWzc9+uijOnXqlLfLqlfFxcV6/vnnddtttykxMVHDhw9Xdna26/5du3Zp2LBh6tq1q+68807985//9GK19e/48ePq3r27NmzY4Go7dOiQRowYoW7duql///56++23vVhh/dq4caMGDRqk+Ph4DR48WB9//LHrvtOnT2vs2LFKTExUnz599Oqrr6qqqsqL1V57ly5d0oIFC3T77bere/fueuCBB/Ttt9+67m9O3wU0MgYNrrKy0gwZMsSMGDHCHDhwwOTk5Jjx48eblJQUc/bsWWOMMbt27TJxcXHmrbfeMrm5uWbWrFnm5ptvNrm5uV6u/tpZtGiR6dWrl/nss8/MoUOHzOjRo01aWpqprKz0dmn1ZtSoUWbIkCFm79695tixY2bmzJkmISHBHD161OTm5pr4+Hgzb948k5uba9544w3TpUsX8/XXX3u77HrhdDrNsGHDTHR0tPnggw+MMcacO3fO9OrVy0ydOtXk5uaa999/38THx5v333/fy9Veexs3bjRdunQxa9euNSdPnjRLly41sbGxZv/+/cbpdJq0tDTz2GOPme+//958+umnJjk52SxYsMDbZV9TCxcuNLfeeqv58ssvzYkTJ8xzzz1nevToYQoKCprVdwGND+HIC7766isTHR1t8vPzXW0VFRWma9eu5r333jPGGDN69Gjz5z//2eNx999/v5k+fXpDllpvKisrTffu3c3f//53V1tJSYlJSEgwmzZt8mJl9efEiRMmOjraZGdnu9qqq6vNwIEDzauvvmqmT59u0tPTPR4zceJEM3r06IYutUHMnTvXPPjggx7haNmyZaZPnz7m4sWLHv3S0tK8VWa9qK6uNrfffruZNWuWR/vo0aPNsmXLzKZNm8zNN99siouLXfe98847JjEx0Vb/eLj77rvNSy+95Lp9/vx5Ex0dbT755JNm811A48Symhf8/ve/14oVK9ShQwdXm4/P5Y+itLRU1dXV2r9/v1JSUjwe16tXL+3du7dBa60vhw8f1oULFzzeY2hoqLp06WKb9/i/rrvuOq1YsULx8fGuNofDIYfDodLSUmVnZ9f6zHv37q19+/bJ2OxcrXv37tX69es1a9Ysj/bs7GwlJyerZcuWrrbevXvrxIkTOnPmTEOXWW+OHz+uH374QXfddZdH+8qVKzV27FhlZ2crLi5OrVu3dt3Xu3dv/fTTTzp06FBDl1tv2rZtq88++0ynT59WVVWV1q9fLz8/P8XGxjab7wIaJ8KRF7Rv3159+/b1aFuzZo0qKip06623qrS0VGVlZYqIiPDoEx4ervz8/IYstd7UvI/IyEiPdju9x/8VGhqqvn37ys/Pz9X2ySef6OTJk0pNTVV+fn6dn3l5ebmKiooautx6U1paqsmTJ2vatGm1Pv8rjYF0eZ+eXRw/flySVFZWpjFjxiglJUX33Xef/vWvf0lqPuPw3HPPydfXVwMGDFB8fLzmz5+vhQsXqmPHjs1mDNA4tfzlLvi1Tp8+rQEDBlzx/l27diksLMx1+9NPP9XcuXP18MMPKyYmxhUO3H9EJcnf31+VlZX1U3QDKy8vl1T3eywpKfFGSQ1u//79mjp1qtLS0tSvXz9VVFTUGo+a206n0xsl1osZM2aoe/futWZNJNU5Bv7+/pJkm+++JP3000+SpClTpujJJ5/U008/rU8++URPPPGEVq9erYqKCoWGhno8xo7jkJubq1atWmnJkiXq0KGD3nvvPT399NNau3Zts/kuoHEiHNWDDh06aMuWLVe8332q/B//+IcyMzN19913a/LkyZL++z+A//1BrKysVGBgYD1U3PACAgIkXX6PNX+X7PUef8727dv19NNPKzExUXPmzJF0+XP/38+85rZdxmTjxo3Kzs7Wpk2b6rw/ICCgzu+9JAUFBdV7fQ3F19dXkjRmzBgNHTpUktS5c2cdPHhQq1evbhbjkJeXp0mTJunNN99Uz549JUnx8fHKzc3VokWLmsUYoPEiHNUDX19f3Xjjjb/Yb/bs2XrjjTc0atQoTZkyRQ6HQ5LUpk0bBQUFqbCw0KN/YWGhxz6lpqxmOaWwsFAdO3Z0tRcWFiomJsZbZTWItWvX6oUXXtCdd96pl19+2fWv48jIyDo/86CgILVq1cobpV5zH3zwgc6ePat+/fp5tP/lL3/Rli1bFBERUecYSLLNd1/673uJjo72aL/pppv0+eefKzk5WTk5OR732W0cvvvuO128eNFjD54kde3aVTt37tRvfvObZvFdQOPEniMvqQlGU6ZM0bPPPusKRtLlTbqJiYnas2ePx2OysrJc/8Jq6mJjYxUSEqKsrCxXW2lpqQ4ePKikpCQvVla/1q1bp8zMTD3wwAOaN2+ex7JBz549a33mu3fvVmJiomvDflM3Z84cbdmyRRs3bnT9kaSMjAy98MILSkpK0r59+zzO57N792516tRJbdu29VLV115cXJyCg4P13XffebTn5OSoY8eOSkpK0sGDB13Lb9LlcQgODlZsbGxDl1svavYTff/99x7tOTk5+t3vftdsvgtopLx9uFxztHv3bhMdHW0yMzNNYWGhx5+ffvrJGGPMl19+aTp37mxWrVplcnNzzcsvv2wSEhJsdZ6jefPmmeTkZLN9+3aP8xw5nU5vl1Yvjh07ZuLi4sy4ceNqfe6lpaUmJyfHxMXFmdmzZ5vc3FyzcuVKW5/nqIb7ofxnzpwxSUlJZsqUKebIkSPmgw8+MPHx8WbDhg1ervLaW7JkienevbvZtGmTx3mOdu/ebSoqKszAgQPNmDFjzKFDh1znOVq0aJG3y75mqqqqzPDhw82dd95pdu3aZY4fP27mz59vOnfubL799ttm9V1A4+MwxmbHCDcB06dP17vvvlvnfU8++aTGjx8v6fL+jKVLlyo/P1833XSTnnnmmVqHejdlVVVVmjdvnjZs2KCKigolJSXp+eefV1RUlLdLqxfLli3T/Pnz67xv6NChmjVrlnbu3KnZs2frxIkTioqK0vjx4zVo0KAGrrRhxcTE6KWXXtKwYcMkSQcOHNALL7yggwcPqn379ho9erRGjBjh5Srrx+rVq7V27VoVFBToxhtv1Pjx4zVw4EBJ0smTJzVz5kxlZ2erdevWSk9P1/jx420ziyhJJSUlevXVV/X555+rpKRE0dHRmjhxopKTkyU1r+8CGhfCEQAAgBv7/BMEAADgGiAcAQAAuCEcAQAAuCEcAQAAuCEcAQAAuCEcAQAAuCEcAQAAuCEcAWgyOC0bgIZAOAJwTcXExGjRokWWn2fDhg2KiYnR6dOnJUlHjhzR8OHDLT8vAPwSwhGARqlfv35av369wsPDJUlbt27VN9984+WqADQHLb1dAADUJSwsTGFhYd4uA0AzxMwR0MT1799f8+fP14svvqikpCT16tVLkydPVnFxsavPV199pT/96U/q0aOHevXqpUmTJikvL891f80S1nfffaehQ4cqISFBd911l7Zu3erqk5WVpZiYGGVlZXm8/siRIzVy5Mgr1nf48GE9+eST6t27t+Li4pSamqq//e1vqqiocPWJiYnR4sWLNWzYMCUkJGjx4sUey2qLFi3S4sWLXX0XLVqkjIwM3XbbbaqurvZ4veeee0533HHHVY0lAEiEI8AW1q1bp/379+ull17SpEmT9MUXX2js2LEyxmjjxo0aPXq0IiMjNW/ePE2dOlXffPON7r//fp09e9bjecaOHasBAwZo8eLF6tSpkyZMmKAvvvjiqusqLCzUAw88oPLycs2aNUuvv/66Bg8erDVr1ujtt9/26Lts2TLdddddWrhwYa1wc9999yk9PV2StH79etftgoICj7BWUVGhrVu3aujQoVddMwCwrAbYgI+Pj1avXq1WrVpJurwkNW7cOO3cuVNz5sxRnz59NHfuXFf/xMREDRo0SCtXrtTkyZNd7SNHjtS4ceMkSampqRo6dKiWLFmivn37XlVdOTk56ty5sxYsWKCQkBBJ0i233KKvvvpKWVlZeuyxx1x9e/bsqVGjRrlu//vf/3b9PSIiQhEREZKkbt26SZLCw8MVERGhjRs3KiUlRZL06aefqqysTPfcc89V1QsAEjNHgC3079/fFYxqbrds2VLvvvuufvzxRw0ZMsSjf8eOHdW9e3ft2bPHo919xsXhcOgPf/iDDhw44LEE9mv06dNHa9eulb+/v3Jzc7Vjxw699tprOnfunJxOp0ffzp07/6rn9vHx0dChQ7Vt2zaVl5dLkj788EPdcsstriAFAFeDcATYQIcOHTxu+/j46LrrrlNZWZkkqV27drUe065dO50/f96jrebIsBpt27aVMUalpaVXVVd1dbXmzJmj5ORkDR48WJmZmTp06JD8/f1r9Q0KCvrVz3/vvfeqvLxc27ZtU0FBgXbt2qVhw4ZdVa0AUINlNcAGioqKPG5XVVWpqKjINZt05syZWo/58ccfdd1113m0FRcXewSpM2fOqEWLFmrTpo0cDock1doAfeHCBQUHB9dZ14oVK/Tmm29q5syZSktLc9VTs3/IqhtuuEHJycn6+OOPVVxcrJCQEA0cOPCaPDeA5ouZI8AGdu7c6bFMtWPHDl26dEnDhw9X+/bttXnzZo/+p06d0rfffqvExESP9u3bt7v+bozRtm3b1KNHD/n5+bn2DOXn57v6lJSU6OjRo1esa9++fbrpppt07733uoJRQUGBcnJyaoWsX+LjU/f/rtLT0/X1119r8+bNGjRoUJ2zUgDwazBzBNhAXl6eHn/8cT344IPKy8vTvHnzlJqaqpSUFE2cOFFTp07VpEmTdPfdd6uoqEiLFy9W69atPTZAS9Irr7yiyspKderUSe+9956OHj2qt956S9LlQ+gjIyO1ZMkShYSEyOFwaPny5QoMDLxiXQkJCVq6dKlWrFihbt266eTJk1q+fLmcTqdrn9D/r9DQUEnS5s2b1bVrV91www2SpDvuuEOZmZk6cOCApk+f/queEwDqQjgCbGDw4MEKDQ3VhAkTFBQUpKFDh+qpp56SJA0bNkzBwcFavny5xo0bp5CQEKWmpmrixIlq3769x/PMmDFDy5cv16lTp9SlSxetWrVKPXv2lCS1aNFCCxcu1IsvvqiJEyeqXbt2euihh3Ts2DEdP368zrrGjh2roqIivf3221qyZIkiIyP1xz/+0RWsSktLXaHnl6Slpemjjz7Ss88+q/T0dM2YMUOS5O/vr969e+vYsWNKSEi4yhEEgP9yGK7kCDRp/fv3V3JysmbNmnXVz7FhwwZNnTpVO3bsUFRU1DWsrv5VVFSob9++euKJJ/TQQw95uxwANsDMEYAm6YcfftCHH36or7/+Wg6HQ/fee6+3SwJgE4QjAE2Sj4+P1qxZo+DgYM2fP9+1YRwArGJZDQAAwA2H8gMAALghHAEAALghHAEAALghHAEAALghHAEAALghHAEAALghHAEAALghHAEAALj5fzzc+jIGbxmpAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 600x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set_theme(style=\"ticks\")\n",
+    "\n",
+    "g = sns.jointplot(\n",
+    "    data=df,\n",
+    "    x=\"popularity\", y=\"danceability\", hue=\"artist_top_genre\",\n",
+    "    kind=\"kde\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x17f5de000>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 451.25x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.FacetGrid(df, hue=\"artist_top_genre\") \\\n",
+    "       .map(plt.scatter, \"popularity\", \"danceability\") \\\n",
+    "       .add_legend()"
+   ]
+  }
+ ],
  "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
@@ -10,30 +657,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.12.0"
   },
-  "orig_nbformat": 2,
-  "kernelspec": {
-   "name": "python383jvsc74a57bd0e134e05457d34029b6460cd73bbf1ed73f339b5b6d98c95be70b69eba114fe95",
-   "display_name": "Python 3.8.3 64-bit (conda)"
-  }
+  "orig_nbformat": 2
  },
  "nbformat": 4,
- "nbformat_minor": 2,
- "cells": [
-  {
-   "source": [
-    "# Nigerian Music scraped from Spotify - an analysis"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ]
-}
\ No newline at end of file
+ "nbformat_minor": 2
+}