New gitignore
[covid19.git] / uk_cases_and_deaths.ipynb
diff --git a/uk_cases_and_deaths.ipynb b/uk_cases_and_deaths.ipynb
deleted file mode 100644 (file)
index a2f3724..0000000
+++ /dev/null
@@ -1,426 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The sql extension is already loaded. To reload it, use:\n",
-      "  %reload_ext sql\n"
-     ]
-    }
-   ],
-   "source": [
-    "import itertools\n",
-    "import collections\n",
-    "import json\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "from scipy.stats import gmean\n",
-    "import datetime\n",
-    "\n",
-    "import sqlalchemy\n",
-    "\n",
-    "import matplotlib as mpl\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "%load_ext sql"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": [
-    "connection_string = 'postgresql://covid:3NbjJTkT63@localhost/covid'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Connected: covid@covid'"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%sql $connection_string"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "conn = sqlalchemy.create_engine(connection_string)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " * postgresql://covid:***@localhost/covid\n",
-      "390 rows affected.\n",
-      "Returning data to local variable res\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%sql res << select uk_data.date\n",
-    "    , uk_data.new_cases, uk_data_7.new_cases as new_cases_7\n",
-    "    , uk_data.new_deaths, uk_data_7.new_deaths as new_deaths_7\n",
-    "    from uk_data left outer join uk_data_7 using (date)\n",
-    "    order by uk_data.date"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "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>new_cases</th>\n",
-       "      <th>new_cases_7</th>\n",
-       "      <th>new_deaths</th>\n",
-       "      <th>new_deaths_7</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2021-01-17</th>\n",
-       "      <td>28875.0</td>\n",
-       "      <td>37337.855</td>\n",
-       "      <td>671</td>\n",
-       "      <td>1217.5714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-18</th>\n",
-       "      <td>44732.0</td>\n",
-       "      <td>35766.570</td>\n",
-       "      <td>599</td>\n",
-       "      <td>1223.5714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-19</th>\n",
-       "      <td>39311.0</td>\n",
-       "      <td>34143.285</td>\n",
-       "      <td>1610</td>\n",
-       "      <td>1240.8572</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-20</th>\n",
-       "      <td>35015.0</td>\n",
-       "      <td>32707.428</td>\n",
-       "      <td>1820</td>\n",
-       "      <td>1248.4286</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-21</th>\n",
-       "      <td>31430.0</td>\n",
-       "      <td>30620.428</td>\n",
-       "      <td>1290</td>\n",
-       "      <td>1239.7142</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-22</th>\n",
-       "      <td>29094.0</td>\n",
-       "      <td>24870.428</td>\n",
-       "      <td>1401</td>\n",
-       "      <td>1238.7142</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-23</th>\n",
-       "      <td>20495.0</td>\n",
-       "      <td>22463.666</td>\n",
-       "      <td>1348</td>\n",
-       "      <td>1241.7142</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-24</th>\n",
-       "      <td>14266.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>610</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-25</th>\n",
-       "      <td>4482.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>592</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-26</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1631</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            new_cases  new_cases_7  new_deaths  new_deaths_7\n",
-       "date                                                        \n",
-       "2021-01-17    28875.0    37337.855         671     1217.5714\n",
-       "2021-01-18    44732.0    35766.570         599     1223.5714\n",
-       "2021-01-19    39311.0    34143.285        1610     1240.8572\n",
-       "2021-01-20    35015.0    32707.428        1820     1248.4286\n",
-       "2021-01-21    31430.0    30620.428        1290     1239.7142\n",
-       "2021-01-22    29094.0    24870.428        1401     1238.7142\n",
-       "2021-01-23    20495.0    22463.666        1348     1241.7142\n",
-       "2021-01-24    14266.0          NaN         610           NaN\n",
-       "2021-01-25     4482.0          NaN         592           NaN\n",
-       "2021-01-26        NaN          NaN        1631           NaN"
-      ]
-     },
-     "execution_count": 70,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "uk_data = res.DataFrame()\n",
-    "uk_data['date'] = uk_data.date.astype('datetime64[ns]')\n",
-    "uk_data.set_index('date', inplace=True)\n",
-    "uk_data.tail(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "new_cases       float64\n",
-       "new_cases_7     float64\n",
-       "new_deaths        int64\n",
-       "new_deaths_7    float64\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "uk_data.dtypes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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5iPxNRApEpKeIvCkia+1tD1f9H4nIOhFZLSKzXOWTRORze989YmdLF5F8EXnGLv9YRIY15/koiqIoitK+aLPis62NqwVpNvEpIgOBG4DJxphiIAhcBPwQmG+MGQXMt18jImPs/WOBM4D7RcRJLfAAcBUwyn6cYZdfCew3xowE7gYaMrG3M0SEq666KvL6tttu4+abb26241122WU8//zzGbV94YUXWLlyZeT1iSeeyOLFi323X79+PStWrGDFihUsW7aMFStWAFYy/QkTJjBhwgQGDBjAOeecE2lTUlLCvn374vpK99jNQW1tLevXr48rX7x4MTfccEMrjEhRFEVxaLPiswPT3Mtr5gCdRKQO6AxsA34EnGjvfwJ4B/gfYDbwtDGmBigRkXXAVBHZCHQzxnwIICJ/Bs4BXrPb/Mzu63ngXhER0+a+aanJy8vjlVdeYfv27fTv37+1h5OUF154gbPOOosxY8Zk1H7EiBGR51u2bCEYtP5jvP/++5Hy888/n9mzZzduoC1EXl5e1Dk5TJ48mcmTJ7fCiKIxxngurVpfX09Ojq6wqyhKdtJmpYBaPpvP8mmM2Qr8BtgMbAfKjDH/AvoZY7bbdbYDfe0mA4Etri5K7bKB9vPY8qg2xph6oAzoFTsWEblKRBaLyOK2+mUMBoPMmTOHX/7yl3H7tm3bxqxZsyguLqa4uJg333wTgCOOOII9e/YQDofp3r079913HwDnnnsuL774YlQfxhiuuOIKRowYwfHHH8/mzZsB2L17N8899xxTpkyhuLiY008/ne3bt7Nv3z5+/vOfU1xczFFHHcX5559PZWUl8+bNY968edx4440UFxezfv16jDE8+OCDHH300QwbNow33ngDgBUrVjB16lQmTJjAuHHjWLt2bdyY9u/fT8+ePaPKy8vLeeutt5g0aRLLly9n7dq11Nv50Kqqqpg9ezZHHnkkZ5xxBgcOHMAYQ3V1NRdddBGTJ09m7Nix3HrrraxcuZL58+dz7rnnRvp+7LHHOPPMM/niiy9Yvnw5lZWVrFu3joEDB/Ld736XGTNmMHnyZP71r39x7LHHMnjwYO666y7AEsrXXXcdxcXFHH300TzwwAPs2LGDCy64gAceeACAPXv2cN555/GHP/yBxx57jFNPPRWAn/3sZ1x88cVMmTKFwYMHc9ttt0U+g9tvv52jjjqK0047jQsuuIBbbrmFlStXsmrVKqrtVBz3338/U6ZMYeLEiZx66ql88MEHlJeXM2zYMJYtW8bKlStZuXIlhx9+ODt37uSLL77gjDPO4Oijj2bcuHG89957rF69muuuu44LLriAk08+mUsvvZSNGzcybdo0xowZw9ixY3nuuefYsWMH4XCYq6++mlGjRnHiiSdy/PHH89e//hWATz75hBNOOIFJkyYxa9Ystm/f7v+LriiK0sK0uft+WxtPa2CMaZYH0AN4C+gD5AIvAN8ADsTU229v7wO+4Sp/FDgfmAL821U+E/in/XwFMMi1bz3QK9m4AoGAieWzzz6LPC+74gpTOWVKkz7Krrgi7pixdOrUyezbt88MGDDA7Nmzx/zv//6vuemmm4wxxnz1q181b7zxhjHGmDVr1pjhw4cbY4y5+OKLzdNPP20WLVpkxo4day688EJjjDFDhgwxBw4ciOr/z3/+s5kxY4apqakxW7duNUVFRea5554zhw4dMjNmzDC7du0ypaWl5sEHHzSXX365Wb58udm2bZsxxpi6ujpz6623mjvuuMNs3brVzJkzxzzzzDNmxYoVprq62syYMcNcffXVxhhjXn75ZXPyyScbY4y5/vrrzZNPPmmMMaampsYcOnQoakwHDx40K1asiHsvnnjiCfPVr37VrF692oTDYVNTU2OWLFli9u7da37729+aOXPmRD63YDBo3nrrLWOMMR999JGprKw09fX1Zvr06eatt94y4XDYHHnkkWbXrl3GGGO+8pWvmMcee8wYY8yOHTvM0qVLTU1NjRk6dKj58Y9/bOrq6sx1111nRo0aZfbv32+2b99uevbsaSorK81TTz1lZsyYYerr682OHTvMYYcdZkpKSswzzzxjzj77bGOMMVu3bjX9+vUzBw8eNPPnzzczZ840NTU15ic/+YkZP368qaioMDt37jRFRUVm3bp1ZtGiRWb8+PHm0KFD5uDBg2bkyJHmrrvusr6LZWVm7dq1xhhjvvjiC7NlyxZjjDEPPPCAufTSS40xxlxxxRXmnnvuMcYYs2DBAjNt2jRTX19vzjvvPPOnP/3J1NXVmU2bNpmjjjrK1NfXm9tuu81MnDjRLFy40ITDYbNr1y7zySefmFAoZFatWmXGjBljtm/fbp577jlz/PHHm8rKSrN9+3bTvXt387vf/c7U1tZGvi/GGPP000+bb37zm3Gf4cqVK72+5oqiKC1GVVWVKS0tNfv372/toURTUWFMaakxMffpRAAh00xarbUezelzOxUoMcbsBhCRfwBfAnaKSH9jzHYR6Q/ssuuXAoNd7QdhuelL7eex5e42pSKSAxQB8RMD2wk9evTgggsu4M4776Rz586R8gULFrBmzZrI64qKCg4cOMDMmTN599132bhxI9/+9rd57LHHKCkpoaioiKKioqi+33nnHS688ELy8vIYMGAAJ598MmAtLbps2TJmzpwZqTtkyBC6dOnC/Pnzuffee6moqKCyspIZM2awd+9eDhw4wNatWznqqKOorq4mGAzypS99iW3btjFmzBg2bdoEwIwZM5g7dy6lpaWcd955jBo1KmpM+/bti7N6Avztb39j9uzZ9OzZExEhLy+Prl27AvDee+9x+eWXs2rVKoLBIKNGjYokEH7//fe58sorCQQClJaWsm3bNkSEb37zmzz55JNcfvnlLF26lCeffBKATp060alTJ/Ly8gA4/fTTqa2tZcSIEUyePJnu3bsDUFBQQGlpKYsWLeLMM88kFArRtWtXpkyZwrJly5g1axY33HADNTU1zJ8/n+nTp9O1a1cCgQDBYJCamhpqa2s59dRTKSwspLCwkL59+7Jnzx4+/PBDZs+eHVme8stf/jJ79+6NzIM19j/kyspKLr/8csrLy6mqqmLQIOsncfLJJ/PAAw9w8skn89BDDzFr1ixqa2t57733WLVqFb/73e8AOHjwIKtXr2bXrl3MmDGDQCBAfX09Bw4cYO7cuaxZs4ZgMMiGDRsi7+WJJ55ISUkJAJMmTSIUCrF69WqWL1/OaaedBkAoFKJfv34Jv9OKoiitjXMdbTOo271ZxedmYLqIdAaqgFOAxUAlMAe40946/uGXgL+KyP8BA7ACixYaY0IiUi4i04GPgUuBP7jazAE+BP4LeMs08lvW7dFHG9O80fz4xz9m4sSJfP3rX4+UGWP45JNPKCwsjKp72mmn8dBDD7FlyxbuuusuXnzxRZ566ilmzJjh2bfXvL/S0lLGjh3Lxx9/zJ49eygvL2f48OEAnHDCCfzxj3+kX79+LFq0iFdeeYUhQ4bQvXt3Bg8ezLhx4wAiIjA3N5cNGzZQW1sLwMUXX8y0adN45ZVXmDVrFo888khE9Brb5R47b3Tv3r0sXLiQ3//+957nYIxh165dnHnmmeTl5ZGTk4MxhpKSEh588EGeeOIJxo4dy5VXXkldXR0Al19+OV/96lcpKCjgjDPOIDc3N/J+uN+T/Px8xzoeEaRARKgZY+jcuTP79++nrq6O/Px8wBKnU6ZM4Y033uCFF17g7LPP9hx7oj7dVFRU0L17d8aOHUtNTQ2rV68G4KabbuIb3/gGl112Gc899xyP2t/TCRMmsH37dvr27cv777/P3XffTadOnQiHw7zwwgscccQRgDUdoKysjD59+tC1a1dyc3MJh8M89NBD9OnTh+eee45wOExBQUHkfQ4EAowdOxaAbt26MWTIEIwxjB07lg8//DAy5qqqKs/zVRRFaU2c62ubFZ8dmOac8/kxVhDQEuBz+1gPY4nO00RkLXCa/RpjzArgWWAl8DpwnTEmZHd3LfAIsA7Ltf6aXf4o0MsOTroJO3K+PdO3b1/OPvtsnnrqqUjZzJkz+dWvGgL5nRv/iBEj2L9/PyUlJYwePZoZM2Zw7733csIJJ8T1e+KJJ/Lss89SW1vL9u3befvttwHLyrl3714++OAD9u3bR11dHStWrKC6upqKigrGjx+PMYannnqKvLw8du/eTZcuXSgvL6e6uppQKEQ4HCYnJ4c+ffrQs2fPyA/93XffpV+/ftxwww2cffbZLFu2DIBTTjmFL774goKCgihBBvDcc89x1lln0adPH/bt24cxhtraWsrLywE47rjjePXVV8nJyeGzzz5j1apVgGXZKywsZODAgSxZsiQqeGnAgAEMGDCAX/ziF1HzPxNRUFBAbW0toVAocn5dunTh+OOP5/XXX2f37t2sX7+ehQsXMnXqVADOPPNM/vSnP/HRRx9x/PHHx/WZl5dHTU1NRHCGQqHI+fzzn/+MvN9vv/12JABr7969kfZlZWWMGjWKHTt2MG/ePAIB66dbVFTEqaeeyk033cTo0aMjFtQTTzyRxx9/PNL+s88+Izc3FxGhuro68gehurqabt26AfDEE09ExjVz5kzefvtt9uzZw86dO3nnnXeoqanhyCOPZPfu3ZHvYF1dXVTmA0VRlLZGmxWfbW1cLUizhroaY24DbosprsGygnrVnwvM9ShfDBR7lFcDFzR+pG2LW2+9lT/96U+R1w899BDf+ta3OOKIIwiFQkyfPj1i3Zw4cWJEMJx00kn88pe/5JRT4t/eb3zjG7z11luMHj2aYcOGRUTT0KFDueOOO7jxxhuprKykvr6eW265hfz8fK699lqOOeYYBg8ezKRJk6ioqKCgoIBp06bxs5/9jF//+tfMmzePUCjEhg0bKCwspKysLCKM5s2bx7XXXkteXh6HHXYY//u//0s4HGbdunUAni73p59+mh/+8Id0796d8vJyVqxYQUFBQcTtfv3117NgwQKOOuooxowZw/jx4wEYP348EydOZNasWfTt25fjjjsuqt9LLrmE3bt3M3LkyJTvf35+PgUFBXzxxReAZaXs3Lkz5557Lh9++CHnnnsuIsJdd93FYYcdRk1NDV/60pf46U9/yumnnx4nqMGyDnft2pVVq1aRl5cXcclPmTKFs88+m/HjxzN06FCmTJlCKBTiiy++iJwzWAFLV199NUVFRUyfPp0DBw4AlrA+66yzOPvss5k7dy5bt25l1KhR3HHHHfzgBz9g3Lhx1NfXc9xxx/H973+f3bt3U1RUFLFwfu9732P27Nm88cYbTJ8+nc6dOxMMBjn//PP517/+xfTp0xk6dChjxowhGAySl5fH888/zw033EBZWRn19fV85zvfYdKkSSnfV0VRlNagzYrPJkJEHgPOAnYZK7UlIvIMcKRdpTtWvM0EOx/6KmC1ve8jY8w1dptJwONAJ+BV4HuN9SYnHHOb+1CamWAwaByx5rBs2bKIC1lpGkKhEBs3boxLQbR8+XIee+wx/u///q9Zjrtjxw5CoRADBw6MKr/++uuZOHEiV155ZbMc1w+hUIhgMIgxhnXr1tG7d2969OhBRUUFXbp04dChQxx//PE8/PDDHHPMMS0+LmdO59ChQyksLIyMa+/evUydOpUPPviAww47LK59VVVVxOLqsGrVKkaPHt1Sp6AoihJHVVUV+/btIy8vjz59+rT2cBo4cAAqK6FzZ+jRI2V1EQkbY4JJ9h8PVAB/dsRnzP7fYmUc+n+2+Hw5Qb2FwPeAj7DE5z3GmNdi6zUFmuRPaRaCwaBn7svi4uJmE57r1q2jpqYmMs/RYdKkSRQWFvLb3/62WY7rl23btnHw4EGMMXTr1i0S0HTVVVexcuVKqqurmTNnTosKT4BNmzZRVVWFMYZevXpF5hafddZZHDhwgNraWn760596Ck9FUZS2Spuf89lE4zLGvJdohUd7RcivAScn68MOAE+UU73JUfGpZA2JXOqffPJJC4/Em8GDB3uWO/kzW4vDDz/cs/ydd95p2YEoiqI0A21WfPpHRMS9lN/DxpiHfbadCew0xrgTbQ8XkU+Bg8BPjDHvkzynepOj4tMmHA5H5ioqiuIPr4t6m7vQK4qitCXSt3waY0ymy+V9Hfib6/V2YIgxZq89x/MFERkLxKfDgWa7mKvawnIR7969m3A43NpDUZR2gzGG+vr6qD9txhj27t0bCWhSFEVpLdq8272ZsfOfnwc803BoU2OM2Ws//wQrg9ARJM+p3uSo5RPL7bhhwwZ27tzZ2kNRlHaFiBAMBqPypRYUFESS4CuKorQ2bVZ8Nv+4TgW+MMZE3Oki0gfYZ+dQPxwrp/oGY8y+JDnVmxwVn1gr3TjJtBVFURRFyR7arPhsIkTkb8CJQG8RKQVuM8Y8ClxEtMsd4Hjg/4lIPRACrjHGOCtDXktDqqXXaKZgI9BUS4qiKIqiZCGVlZWRnMix6fdalR07IBSC/Hzo3Ttl9VSpltojOudTURRFUZSsw21ca5OGtrY4phZCxaeiKIqiKFlNmxKfGtys4lNRFEVRlOymTYlPXdtdxaeiKIqiKNlNmxGfbWUcrYyKT0VRFEVRso505nyGQqGWyfWt4hNQ8akoiqIoSgdn//79kcj4ZsUtPjuwENU8n4qiKIqiZDV+LJ8tNJCWOU4bRy2fiqIoiqJkNX7mfLbIvFC1fAIqPhVFURRFyULSmfNpjGlZ8elakrgjouJTURRFUZSsps1ZPgMdW37pnE9FURRFUbIaP5bPFhqItRXp0MnmO7b0VhRFURQlK0l3eU11u7ccKj4VRVEURclq2lyS+UCgQwccqdtdURRFUZSspk263TswavlUFEVRFKXD0yIR7xpwBKj4VBRFURQlCzHGILaFsU1aPjuw213Fp6IoiqIoWYuI+BaXLWb5VLe7oiiKoihK9uHH8pluVHyjiBWfHdT6qeJTURRFUZSspc1ZPju41RNUfCqKoiiKkoU4QjKV+GzRNEyO+PQrQCsqmnc8rYSKT0VRFEVRspY2bflMdbyamuYdTyuh4lNRFEVRlKxERNKyfLaY+OzgrncVn4qiKIqiZB1+3e5ebZqNdC2fWYqKT0VRFEVRspY2KT79Wj6zVJyq+FQURVEUJWuRFEKvVdzuHRwVn4qiKIqiZCV+5ny6aZHId3W7q/hUFEVRFCX78GvRbNUk8x0UFZ+KoiiKomQt6Vg+W5y2Oq5mRsWnoiiKoihZSZtLtWQNSi2frT0ARVEURVGU5qLNzflMh7Y2niZCxaeiKIqiKFmHO8+n+3WiesnqNOGgkr/uIKj4VBRFURQla0klPt20mOVT3e7Ng4gcKSJLXY+DInKjiPQUkTdFZK297eFq8yMRWSciq0Vklqt8koh8bu+7R+xvkojki8gzdvnHIjKsuc5HURRFUZT2Raocn9AKcz6jD96yx2sjNJv4NMasNsZMMMZMACYBh4B5wA+B+caYUcB8+zUiMga4CBgLnAHcLyJBu7sHgKuAUfbjDLv8SmC/MWYkcDfwq+Y6H0VRFEVR2h9tzvKpKxy1mNv9FGC9MWYTMBt4wi5/AjjHfj4beNoYU2OMKQHWAVNFpD/QzRjzobG+FX+OaeP09Txwivj5m6MoiqIoSlYTO+czVb2MCYVg2zaoq2tcPx2IlhKfFwF/s5/3M8ZsB7C3fe3ygcAWV5tSu2yg/Ty2PKqNMaYeKAN6xR5cRK4SkcUisrjNRbIpiqIoitLsNJvls77eslDW1/sZRPLXHYRmF58ikgecDTyXqqpHmUlSnqxNdIExDxtjJhtjJqthVFEURVE6Bk6eT780ykCVTtsOrkVawvJ5JrDEGLPTfr3TdqVjb3fZ5aXAYFe7QcA2u3yQR3lUGxHJAYqAfc1wDoqiKIqitCNihWSqVEsZr4TUUoI1i2gJ8fl1GlzuAC8Bc+znc4AXXeUX2RHsw7ECixbarvlyEZluz+e8NKaN09d/AW8Z9asriqIoimLj1/IZCAQaJz79ttWAI3Kas3MR6QycBlztKr4TeFZErgQ2AxcAGGNWiMizwEqgHrjOGBOy21wLPA50Al6zHwCPAn8RkXVYFs+LmvN8FEVRFEVpnzSb5bOho8zbdjCaVXwaYw4REwBkjNmLFf3uVX8uMNejfDFQ7FFejS1eFUVRFEVR3KQz57NF3O4acAToCkeKoiiKomQh6c75DAQylETput1BA45aewCKoiiKoijNRbNbPh1aOlipHaPiU1EURVGUrMQtPJs92l0Djnyj4lNRFEVRlKzF7/KajY52z6RulorLVKj4VBRFURQl6/ArJNt7tLuIPCYiu0RkuavsZyKyVUSW2o8vu/b9SETWichqEZnlKp8kIp/b++5pzuXKVXwqiqIoipK1+LV8+q0XR+sHHD0OnOFRfrcxZoL9eNU6rIzBSks51m5zv4gE7foPAFdh5VkflaDPJkHFp6IoiqIoWUk6xrtGi0//B8q8refhzXv4X91xNvC0MabGGFMCrAOm2itOdjPGfGgv1vNn4JxGDy4BKj4VRVEURclaUolKt9s9Wb2UNIfls3Hi9HoRWWa75XvYZQOBLa46pXbZQPt5bHmzoOJTURRFUZSsI1ZUJiOdZPQeB4repqqXqiweEZHFrsdVPto8AIwAJgDbgd86fXmNLEl5s9CsKxwpiqIoiqK0BZrN8tn8gUbGGDM5zQY7neci8kfgZftlKTDYVXUQsM0uH+RR3iyo5VNRFEVRlKzEr0XTXa/Z3e7p5PnMEHsOp8O5gBMJ/xJwkYjki8hwrMCihcaY7UC5iEy3o9wvBV5srvGp5VNRFEVRlKwj3eU1U9VLcqDobSZtM90PiMjfgBOB3iJSCtwGnCgiE7Bc5xuBq63uzAoReRZYCdQD1xljQnZX12JFzncCXrMfzYKKT0VRFEVRspZmt3xmailtIuunMebrHsWPJqk/F5jrUb4YKG6SQaVA3e6KoiiKomQ9rR7tnnnAUdah4lNRFEVRlKykReZ8Nsbt3kFR8akoiqIoStaR7pzPRqda8otznGYOOmrLqPhUFEVRFCWr8bNue4smmffbJkutqSo+FUVRFEXJSvxYM40xLeN2j92vlk9FURRFUZTsxI/l06FFk8xnqWUzFSo+FUVRFEXJKtIVkCJCIBDIqK3roJm164Co+FQURVEUJatJZvls8STzGnCk4lNRFEVRlOzEbwS7M+dTRAiHw+kdxC06m9Jln8WWVBWfiqIoiqJkNX4tn+nMDU0bDTiKoOJTURRFUZSsIlZAprKAOvszEp/NZfnMYlR8KoqiKIqS9fixfAYCgczEpyNu02mrlk9FURRFUZTswm3R9FsvrTmfjthMR0h2YNHpoOJTURRFUZSswst62axzPjOxfKaqn8UueRWfiqIoiqJkNX6j3tN2uzt17RyhaYnJDmwBVfGpKIqiKEpW4hadySyfjQo4shpmND6MgZoaqKzMrH07RcWnoiiKoihZTTr5Phs159OPcI1NMl9ZCWVlWe1mj0XFp6IoiqIoWUW6cz4ztnym43ZP1D4ctrahUHpt2zEqPhVFURRFyWr8isq013fPJNo9FsfSWl/v3XcWouJTURRFUZSsJB13u3ub9rxPP273RAFHicRnFqPiU1EURVGUrCad5TUB//M+m8rtDio+FUVRFEVR2ivpWi4ztnw2Jsl8rLVUxaeiKIqiKEp2kMjyGVuW9pzPhoZOh+m1cwcZqfhUFEVRFEVp38TO+TTGcPrpp/PCCy941mu05TPTFYuCQUuIuutowJGiKIqiKEr7xLF8lpWV8eabb/Lyyy8D8SIz4zmfmUS7u9vk5VnbDmL9VPGpKIqiKEpWkUhU7tmzB4DVq1d77s842j1Tt7uDik9FURRFUZTsY9euXQCsWbMGaII5n02xwhGo+GxKRKS7iDwvIl+IyCoRmSEiPUXkTRFZa297uOr/SETWichqEZnlKp8kIp/b++4R+6+JiOSLyDN2+cciMqw5z0dRFEVRlPZDrEVz9+7dgCVC169fH3Gvx9ZrEbe7m2DQsp66xafO+cyY3wOvG2OOAsYDq4AfAvONMaOA+fZrRGQMcBEwFjgDuF9EgnY/DwBXAaPsxxl2+ZXAfmPMSOBu4FfNfD6KoiiKorRxElkuHcsnwMqVK6mtrY3a36xu92T7AgFLwGax4HTTbOJTRLoBxwOPAhhjao0xB4DZwBN2tSeAc+zns4GnjTE1xpgSYB0wVUT6A92MMR8a69vw55g2Tl/PA6c4VlFFURRFURSIn/MJsGHDhjgLZ8bR7oleJx9Uw7aDSZfmtHweDuwG/iQin4rIIyJSCPQzxmwHsLd97foDgS2u9qV22UD7eWx5VBtjTD1QBvSKHYiIXCUii0Vkcdr/ZhRFURRFaZfE2qN27dpFQUEBwWCQDRs2ELLzbLrrBQKBzOZ8Zmq5dKymHUiANqf4zAGOAR4wxkwEKrFd7AnwetdNkvJkbaILjHnYGDPZGDNZDaOKoiiK0rFwWz779evHsGHDPC2fTt2ocmNSi8p0rJexAUcBlxTrIAay5hSfpUCpMeZj+/XzWGJ0p+1Kx97uctUf7Go/CNhmlw/yKI9qIyI5QBGwr8nPRFEURVGUdkMiy+Xu3bvp3bs3o0aN8gw4cp5Htd+zBw4eTHSg5K/9EEggxbJYiDab+DTG7AC2iMiRdtEpwErgJWCOXTYHeNF+/hJwkR3BPhwrsGih7ZovF5Hp9nzOS2PaOH39F/CWUb+6oiiKoigu3NHuffr0YeTIkZSUlFBXV+dZN0pK1NdHL4PpJh23e6J9icRnFtPcZ/xd4CkRWQZMAO4A7gROE5G1wGn2a4wxK4BnsQTq68B1xhjn074WeAQrCGk98Jpd/ijQS0TWATeR3K2vKIqiKEoHInaq3Z49e+jTpw9HHHEE1dXVlJaWRurV1tZy5plnsmjRomjxGQ4nF5VeeTv9Dc7adsA5nznN2bkxZikw2WPXKQnqzwXmepQvBoo9yquBCxo3SkVRFEVRsplYy+eoUaMAK9n8gAEDAPjiiy94/fXXGTt2LJMn29LFEZ2JxGcmbvdYkalzPhVFURRFUdo3XjPwDh06RFVVFX369GHs2LGAlesTLHHqPN+6dWtD+1Ri0Jhoy2cmqZbU7a4oiqIoipJdiAh79+4FoE+fPvTs2ZMBAwZEBCeQXHw2h9vdIZHbPYutoCo+FUVRFEXJStzLZrrFJ8CYMWM8LZ+lpaUN4tNJuZSu290YKC8Hd0BTbF1NtaQoiqIoipK9uMWnMYYxY8awfv16qqurgQbL57Zt2wiFQpYA9TPn08vtXl1tpWeqqko9MHW7K4qiKIqitG9i53yKCPv2WWnA3ZbPUCjEmjVrqKurY+3atfTo0YOamhr27t3rT3xanUdvjUmcF9RdLzcXcnKsh7u8A6DiU1EURVGUrMfL7Q6WxXPdunXU19dz+umnA655nx4rIEXh5XavqrJyg3rtd5ObC/36qeVTURRFURQlW4id85mbm0u3bt0wxjBs2DA6d+7MypUrWbVqFQCzZs0CLNd7xm73iooGa2Zs3VS462Tx/M9mzfOpKIqiKIrS0nilWtq3bx+9e/eOCNJAIMDo0aNZuXIlgwYNQkQ47bTTAEt8ht3J5f263cNhazWkrl0tEap4ouJTURRFUZSsxrF89u7dO6q8uLiYv/3tb2zbto3DDz+cgQMH0rlzZ7Zu3WqJzwRu93A4jDGGoNvyCQ0iNT/fEp9eojXR3E6d86koiqIoitK+caycdXV1LF68mNGjRwMNltHrr7+eM888kx07djBt2jREhMGDB6d0u5eVlVkBTLFud4fc3MwGnMWudjdq+VQURVEUJat5++23OXDgAOedd15Uef/+/bnvvvvo3LkznTp1AmDw4MENls/YOZi2wAyHw4RCIet1rPjMy7OCiFrIkikijwFnAbuMMcV22a+BrwK1wHrgcmPMAREZBqwCVtvNPzLGXGO3mQQ8DnQCXgW+Z7zmLzQBavlUFEVRFCWriNVMzz//PF26dOGUU06JKncso0VFRRQUFAAwZMiQhjmfbre7q09jTLw4dcjP92yT0qqZ+QpHjwNnxJS9CRQbY8YBa4AfufatN8ZMsB/XuMofAK4CRtmP2D6bDBWfiqIoiqJkLbW1tbzwwgucfvrp5NvC0BGnAY80R0OGDGHXrl1UVVUlFYARt7yX5dP9OpZQCB59FLZu9erU30lFj+M9YF9M2b+MMXa+Jz4CBiXrQ0T6A92MMR/a1s4/A+ekPRifqPhUFEVRFCUrERHmz5/P/v37+epXvxq33xGf4hKKQ4YMAaxcn4ksl454NVZjqzAnx3K3O+Izpg0AtbVwySXwrW/BySfD7t0N+6qrwc5FGn8astj1uCrVecdwBfCa6/VwEflURN4VkZl22UCg1FWn1C5rFnTOp6IoiqIoWct//vMfgsEgxx9/fJQ7XkQ8LZ/Dhg0DYOPGjUwc5DIYelkl3WWdO0OnTsnnet58M8ybB9/5Djz2GJxyClx4IWzbBn/9K3zlK/Dkk/FHMWZy6jONR0RuBeqBp+yi7cAQY8xee47nCyIyFvAadLNFP6nlU1EURVGUrMItMjdu3MigQYMiLnf3fi/xefjhh0fapbJ8AtFiM9FzgOXLLeH5wx/CfffB3/8O+/fDT35iCdFTT4WYgKjGICJzsAKRLnECh4wxNcaYvfbzT7CCkY7AsnS6XfODgG1NNpgY1PKpKIqiKErWsnHjxog102vNd/cWYNCgQeTk5MSLTy/S2X/PPZZl9KabrNdf/jJs2QKHDlmva2os17vfvpMgImcA/wOcYIw55CrvA+wzxoRE5HCswKINxph9IlIuItOBj4FLgT9kPIAUqOVTiSZR9J6iKIqitDNEJCI+JcYSKSLk5eWRG5OTMxgMMmjQIDZv3mzdEx3raGPujVu2wHPPwde/Dr16Re/r3Nl6ZIiI/A34EDhSREpF5ErgXqAr8KaILBWRB+3qxwPLROQz4HngGmOME6x0LfAIsA7LIuqeJ9qkqOVTiWbPHitNRFFRa49EURRFURpFbW0tW7dujbN8OtvCwkIKCwvj2g0bNoxNmzZZgjMYjDPMJHS7u3HKt22Diy+22n/7202+wpEx5usexY8mqPt34O8J9i0GijMaRJqo5VOJJhSyHoqiKIrSTnHE4ZYtWzDGeFo+kzF06FA2b95s9ZPE8pmyx9JSmDgRliyBBx+EwYNTDdz3GNszavlUFEVRFCUr2bRpE4DnnM9kYnT48OEcqqy0xKVHUJLvhX/+9S/YtQsWLoQjj4Tycr9Dz2ohqpZPJRr3WraKoiiK0o5xxOfQoUOjxGYq8Ths2DC6dulivch0zqcILF4M/frB5IwyJWUtKj4VRVEURckqHHG5ceNGAoEAg+x8nX4tlsOHD6eLMxfUQ3z6mvMJ8MknMH26v/mcLbQWfFtAxacSj1o+FUVRlCzAyfGZm5vrGe2eiMMPP5yuScQn+JjvuW8frF9vic/oAydu00Huvyo+lWg6yBdfURRFyW7caZYcYqPdE9GnTx/69O5tvch0zuenn1rbadN8jbcjoeJTiUcFqKIoipIFuMWniPh2uweDQQ53RGswaG0TtU1kyVyyxBKuznzPVMeO7SeL78UqPpV4svgLryiKomQ/xpi4HJ+xJHO7BwIBhjhpkRLM+Uzpdl+8GI46Crp29T/wmONkKyo+lQY6wBdeURRF6Rhs376dcDjM0KFDgWjLZyoLqIgwcMAAq24mgUDGWJbPSZNiO06/ryxExacSj4pQRVEUpZ2zefNmwIpcTxcRoX+/fgDs3rvXKkwkXL0E5datUFYGY8akc9C0x9leUfGpKIqiKErWsXHjRgBGjRoFxM/5TLXiUd8+fQAosftJyzCzerW1HTmyoUwNOxFUfCoNOD8M/YEoiqIo7RhjDCUlJRQUFDDAdp/H7k9F7549qampYUNJiWWVTCfVkiM+R4xIY9SRwUVvsxAVn4qiKIqiZB0bN25kxIgRBOyAoXTWdgcoKiqi4tAhNmzYEOUS9xUxv3o1FBbCYYeldcyOgopPJZ4s/relKIqidAw2btzISLfbm+g8n6nEaH5ODhWHDlGSwPIZwauf1astq2fsvmTH1DmfSoekA5j6FUVRlOwnFAqxadOmyHxPSN/yKUBVdbVl+YS4gKOA3Z+nJXT16uj5nunQAe7BKj4VRVEURckqtm/fTnV1dULLpx8CQG19fULLpyNm43qsqoJNmyzx6W7TAUSlX1R8KvHoD0RRFEVpx5SUlABEic901nYHy/IZBrZs2WIJzFjLpz2XNO6OuW6dVddldfWFrnCkdEiy+IuuKIqidBwcV3myOZ+pEGMI5OQQCoWoqa2N2++43ePunU6ke7riswOh4lPxRoWooiiK0k7ZsGEDeXl5DBo0KFKW9pxPY8jLzwegqqoqoeUznEh8jhgRfy/1M4YOcP9V8akoiqIoSlZRUlLC0KFDCQaDUeW+o93ttdsL7XXZKw4d8p/nc/VqGDgQunTJcPTZT7OKTxHZKCKfi8hSEVlsl/UUkTdFZK297eGq/yMRWSciq0Vklqt8kt3POhG5R+xvjIjki8gzdvnHIjKsOc+nzdJU/5J0YrSiKIqSBZSUlMQtq5mW5TMcBizxmZOTQ3lFRWRX3JxP9/3y88/h73+HadPSn8OpqZaalJOMMROMMZPt1z8E5htjRgHz7deIyBjgImAscAZwv4g4f1keAK4CRtmPM+zyK4H9xpiRwN3Ar1rgfNoW1dWwYwe4fhhNgopPRVEUpR1ijGHjxo0MHTrUc58vbPFJIMDQoUMpKyuLuy8GYqPd9++Hc8+Fbt3gD39wDpjJCWTetp3QGm732cAT9vMngHNc5U8bY2qMMSXAOmCqiPQHuhljPjTWt+bPMW2cvp4HTpF0J3W0ZyorYe9e60dSX9/ao1EURVGUVmf//v1UVlYyePDgpPWSygVbfIax1obfs3dv3JxPceZ8OkL1xz+2Uiw9/zwMGNChLJnp0tzi0wD/EpFPROQqu6yfMWY7gL3ta5cPBLa42pbaZQPt57HlUW2MMfVAGdArdhAicpWILBaRxenk+GrzVFVBTk7ylRfSQd3uiqIoSjtn06ZNAFHBRuDKy2lMaguoLSgNtvjcsyeuTcAtLjdsgEcegauugmOPje7L3S7dFY6yVMDmNHP/xxpjtolIX+BNEfkiSV2vd9gkKU/WJrrAmIeBhwGCwWD7VlW1tZCba30hQyFLfGYqFN19KYqiKEoWsHnzZoCUls+kOPfVQIBRo0Zx6OBBwqEQQVyWz0hVA//v/1n341tvzfyYscfOYprV8mmM2WZvdwHzgKnATtuVjr3dZVcvBdzflEHANrt8kEd5VBsRyQGKgH3NcS5tgvp62L3bmucJ1j8zJ5Iv3S9rKGT1VVXlvb8DfPkVRVGU7MOxfA4cODCq3O1mTxnt7przOWrUKGpqazFOWUOHVl+bNsFf/gLXXWe522P2uw6a3olk8X242cSniBSKSFfnOXA6sBx4CZhjV5sDvGg/fwm4yI5gH44VWLTQds2Xi8h0ez7npTFtnL7+C3jLZJVfPQbn1OrrrefhMAQCmbndnfruH1MWv3WKoihKx2Dz5s106tSJXr3iZuEBPoOO7HujBAKMHDmSmtraaEsnDZbPwIIFVv0rrmjkyDsOzel27wfMs/9Z5AB/Nca8LiKLgGdF5EpgM3ABgDFmhYg8C6wE6oHrjDEhu69rgceBTsBr9gPgUeAvIrIOy+J5UTOeT+vj/GBCoQbRGAw2Tnxmul9RFEVR2iCbNm1i4MCBaS+nGUU4DCIEgkG6dOlCXl6elTPU494YWLzYinA/6ijvvoxpsIKmO+czS2k28WmM2QCM9yjfC5ySoM1cYK5H+WKg2KO8Glu8dihCIesBmVs+HfGqIlNRFEXJIjZv3sygQYMSis2I5TJFknkCAQKBAOFwmO49esRVcdoHlyyBKVOs+3F0hcxOwG+AUjtGVzhqj7jFp2P5TBcv0anR7oqiKEo7x7F8xhI75zMp9rS2QCCAMSYiPk043NDWGKiqIrhypZVUPhEdIG9nuqj4bE94ud2df1rqdlcURVE6ONXV1ezcuTMuzZIbX5ZPx+1u32N79e4NwI4dOyJVRAQ+/xwJhZKLT780NkCpHaHisz0SDsdbPhNZMnfsgEOHvPcpiqIoShaxZYuVLtxLfKY959O2fAL06WulJF+3dq0VKX/gAGzdCp9+CoCZOjW+j6Zwu2cpzZ3nU2lK3F/Iujrri+08EonPUMh79SMvN4C63RVFUZR2jJPj0yvgyMF3tLtLfPbv3x+A1V98wTETJtD7wgsJbNgAAwYQGjQI07t3YkHVAeZwpotaPtsrdXUNOT5TfZlTze9UFEVRlCygpKQEiM/xCdErHLlfe+IKOAIo7NoVgFUrV5Jz993krVgBQ4bA+vXUTpzYsMRmY9AVjpQ2TygEeXkNr5MJzHT3JStXFEVRlDbKmjVrEJGIpdKLlJZPYyLpkRzx6bQpX7KEvEWLOPTVr1Lw+OPI735H5XHHUehMhXPTgeZwpouKz/ZE7BfXbflMJjC9/pHpj0BRFEVpJ1RUVFBQUEBOTnLZsmXLFvr160dubm56czzduAJ6HfEZtu+ZYzduRGprKfvpTynIy4Orr6Yekls+Mw0IzuL7tLrd2zNOpHuqPJ9e+1IJ0iz+0iuKoijth3A4TFlZGZWVlSnr7ty5k379+hHysET6dru7xKdTxxGX/cNh6vPzCffv37DiESnEZ/Qg/NXLclR8tieSWT699qvbXVEURWnnOGKxrq4uZd3du3fTp08fX/0lqWBtbfEZCAQils9+9fUc6Nw5SkQKeIrdtIVmBxKmKj7bI47F0235TIbfgCMVnIqiKEobwxGLtbW1KYXjnj17Eq7pHmv5TEhMHm0RwWkxWITS2H7tVZASkq4bvQNEx6v4bI84Fk9n65DK8hkOW1HyXnVjUSGqKIqitCGMMdR7pQ507d+zZw+97YTwGS+v6QhJe7+zyhFA77o61lRWWrk+7erBYNDb8qkkRMVne8IRhI7ojLV8phKf5eWwZ493XUVRFEVpg7gtlclc7/v376e+vj6h2913AJJzPLu+iBAyBsJhupSXs6G21krpZNcLJLJ8NtbtnsX3aRWf7REn2i/VnE8Ht+UzHG5II+GnjaIoiqK0Im7xWVtbm7Dezp07ARK63b36S1DB2rrEpzEG9u4lUF9PKbBgwYJI9UAw6D/a3Y8g7QD3XxWf7QnnC1lYCL16pU4y7+V2d7Y651NRFEVpZySzfDrrrh922GGe+31HuycSn3b/Nb16RYtP2/IZJ2qzdL5mU5BSfIrIsSJSaD//hoj8n4gMbf6hKQkRgYKC+PJUVkz3Vud8KoqiKO0AR9Tl5OQkDTratWsX0LAUZsbLa6YQnwOmTOGDDz6IWDsjuUBTpVvK5L7ahgVsY/ShH8vnA8AhERkP/DewCfhzxqNVGk/sl9HPnE+34HRbPtXtriiKorRhHLGYZ6/qlyjoyHG7J1rdyHe0e4z4jKRa2r4dgCNPOYWysjK2bdsGWAFHkCDdkru/VLS/OZ8Z60M/4rPeWJ/UbOD3xpjfA10zHanSCBJ9EVOJT+e52+2ezqpHVVXgI7mvoiiKojQXzupGiUTezp07ERH69u1Ljx49KCwsTNpfUre7O4+niCU+d+yAYJDJX/kKACUbNgBpWD79kqboFJHHRGSXiCx3lfUUkTdFZK297eHa9yMRWSciq0Vklqt8koh8bu+7R1JHaGWsD/2Iz3IR+RHwTeAVEQkCuX46V5qJRJbPZCSyfCbq372/shIqKtIfp6IoiqI0ErfbHRKLz127dtGzZ09yc3Pp3LkzubnRUiUty2eM+DRgic9+/ejdrx9jx461It6BYKJxed2bm8eN/jhwRkzZD4H5xphRwHz7NSIyBrgIGGu3ud/WdWBZMq8CRtmP2D5jyVgf+hGfFwI1wBXGmB3AQODXfjpXmph052kms3wm69Prx9H2zf+KoihKFpPKvb1r1y569+6dMqVSJuITsMTngAEAnH766WzduhVjTPO53X1ijHkP2BdTPBt4wn7+BHCOq/xpY0yNMaYEWAdMFZH+QDdjzIe2NfPPrjaJyFgfphSfdod/B/Ltoj3APD+dKy1EqlRLzj5nf6ofSKzl00+AkqIoiqI0A45YDAQCBAKBJhOf6bjdAWvOZ//+GGO48MILrbGEw4gIwWAwfi6qq4/a2lr/bvn41EwiIotdj6t89NLPGLPd6s5sB/ra5QOBLa56pXbZQPt5bHmSYWauD/1Eu38beB54yDXwF/x0rjQT6QYcQbS1M9VKDF6TnlV8KoqiKK2A21KZbDWh3bt307t378gczFjSSjLvquv0Z1yWz+HDhzNs6FDq6uoi1s9kqxxVVVVZ6Zj8jSB+RMZMdj0ezqwbALzeBJOkPHFHjdCHftzu1wHHAgcBjDFraVDQSkuSKuAoWX23+EzldvcqVwGqKIqitCIikng1IZrX7S4VFUh5OQwYEGl/9NFHU19fz4IFC5KLT2NSH9M6UPw4Mmen7UrH3u6yy0uBwa56g4Btdvkgj/JkZKwP/YjPGmNMZEkBEckhhRpWmpFkE5iTfVHdP4pM3O6KoiiK0gr4sXxWVVVRXl7uLT7DYaipSS/JfIz4DNpplhzLp4gwauRIQuEwTz75ZGRcJt5lHnVMXyK0aXgJmGM/nwO86Cq/SETyRWQ4VmDRQts1Xy4i0+0o90tdbRKRsT70Iz7fFZEfA51E5DTgOeCffjpXmpjGBBz5dbsnCzZSEaooiqK0MG6xGLSXsowVcbt37waspTXjRGVlJezZA/bqSL4sny7XvYiQs2mT9WLo0Ej73NxcgsEgL7/8ciToKNW8Tl930TSX4xSRvwEfAkeKSKmIXAncCZwmImuB0+zXGGNWAM8CK4HXgeuMMY4ouBZ4BCsIaT3wWopDZ6wPc3zU+SFwJfA5cDXwqj04pa3gZ86nW3Amsmomsnx61VUURVGUFsQRn2BFljupl6AhwXzfvh5eX0e82ikDfSeZdx9340brxfDhkTKAnNxctm3bxueff86QIUOor6+PjNHdnzHGmlTZDPdRY8zXE+w6JUH9ucBcj/LFQHEah85YH/qJdg8bY/5ojLkAK//Tx6YF7cZKDJm63Z1/Y+4fRaJ/VInmnXj9o6uo0AT0iqIoSrMR63aH+LRGztKaffr0SdxRVRVuWZjU7R5r+dy8GVNYCD17NozHGPLy8hARXnvttfhxefSfIoInfhxtmMboQz/R7u+ISDcR6QksBf4kIv/XqBErmZHuF9HL8ulHfMa2TeZ2r6qCQ4fSG5eiKIqi+CTW7Q7x7m1HfPbu3TtpX13xafmMiXbP2bQJhg6NWu8dIBgIMH36dG/x6XEOvrRZGxedDo3Rh37mfBYZYw4C5wF/MsZMAk7NeLRK40jX8uns87J8BgLxbUT8Rc+7y9rJD0VRFEVpnzhiz0l7FCvy9u7dCySwfDr3qPx8ckkhAJ17WmzAkSM+YyPXRTjrrLNYvHgxu3bt8hafrjZZ5jjOWB/6EZ85dpj+14CXMx+j0mjSWRLTqZ9MfCYz8fu1fKYal6IoiqI0ArdgSyQ+9+3bR05ODl26dEnckQhCtCU1Wd3IU2PI2bIFM3Soa3fDPffss88G4M0334xONB/Tv68so5ksn916ZKwP/YjP/we8AawzxiwSkcOBtemPUWlWkolP9z7XBG28EvHG1veTcknFp6IoitJMGGMiQtFxvXuJz6KiIu8E8zGWzJSWT+tAkSLZvh2pqYFhwzzbjx07lqOOOoqXXnqpaSyf7eeemrE+9BNw9JwxZpwx5jv26w3GmPMbNVwlc/wGCbnL3fvcP8x0/1Gp211RFEVpBdxWykTis3v37imtmSnveh7ik/XrrV1DhnhOVRMRvva1r/Gf//yH7U4+0LhuM3C7t/F7a2P0oZ+AowIRuU5E7heRx5xHYwetZIDXF7G+HoqLYfZsWLDAu77zIwoEGsSn1zxRr1RLavlUFEVRWpFYweYlPvfv30/37t0TLq3pGGJSut29xOeGDdauBG53gK997WsYY3j55ZcbxpZutHs7ozH60I/b/S/AYcAs4F2sJZfKMx+u0ihiv8z//jesWAErV8LZZ8Nbb8XXdwtOp73PuS6+xacKUEVRFKUZcLvdAc8lNpNaPjOxNsZYPk0wCAMHxgcc2YwdO5YxY8bw8ssvU2cns3f36bQJpxpL257jGUvG+tCP+BxpjPkpUGmMeQL4CnB0hgNVGoPXl/app6B7d/jkE+jZEx5+OL5+Isun1zzRZJHzycpUfCqKoijNhFtUegnM5na7hwcOxOTmxo/BVe/8889n4cKFkdWW4g7v7t/PGGLH0fbIWB/6EZ+OhD8gIsVAETAsk1EqTUxlJcybBxdcAD16wLnnwgsvwIED1n53wBHEW0Fj8frRuX8EyZYNU/GpKIqiNAOxlkYRwcRYIJMGHFmN4sRnOm730LBhlsvcfdyYcc2cORNjDIsWLYrrI0tTLWWsD/2Iz4dFpAfwE6wF6VcCd2UwSKUpcP8gXnzREqCXXGKVX3gh1NTAM89E13eLTz9ud0hvzmeqfYqiKIrSCJJZPuvr6zl48GBqt7sfK2Js3S1bYMkS6seNSzgeh8mTJwOwePFi7z6x5nwmFaCJjD9tk4z1Ycq13Y0xzjqd7wGHZzpCpQlwfxH37IFf/AIGD4aZM2HfPhg3DsaOhccfh6uvjrd8BgINrxMlk3eXe6VuSjSmtv8jURRFUdohsXM+Y8sP2N6+lG53fOTajBWfv/89GEPtt75lLc2ZYM4nQI8ePTj88MNZsmRJ3Jgjls8k5xM3hjZOY/Shn2j3O0Sku+t1DxH5RVojVJoOESgrg1mzrAi8xx9vEJUA3/42fPQRPPtsQ/2DB+GOO6ylMCG6fqJo99iy2OextJMfi6IoitK+8HK7u8v37dsHkDjaPcYQ49zhUlpJy8qsOIqvfQ0zZEjUOLzmfAJMmjSJzz77rCHZvGusTs1scb03Rh/6cbufaYw54LwwxuwHvpzuIJUmwPnCXn89LFsG//gHnHyyVeYED33nOzB1KlxzDWzbZpW/+CLcf78VGQ/QuTN06uT/eIle+92nKIqiKI3Ay+0eKz6Liop8r1qUELf4fOghKC+HW26x5pkSIxw97ntTp05lx44dbN68Obqeq25spH5S2nbAUcb60I/4DIpIvvNCRDoB+UnqK83J/Pnw5JPwox/Bl12fsfMFzc219tfUwG23WWVLlljbDz6wtt26QWFharc7pLZ8qttdURRFaUbSsXwmFJ9u8Zr8YNa2ogJ+/WvLyzhxYkR8xo4hlmnTpgGwcOHC6G5dz5OKz7YtNmPJWB/6EZ9PAvNF5EoRuQJ4E3jC78hEJCgin4rIy/brniLypoistbc9XHV/JCLrRGS1iMxylU8Skc/tffeI/amLSL6IPGOXfywiw/yOq11SXQ233AJHHQW33hq/3/nRjBoFc+ZYls76eisNEzSIT682sc+d1+p2VxRFUVqR2DmSicRnjx49fAUc+XK733OPFVtx++3RdROlJ7Q55phjCAQCDUFHdmR+pHt8WD7bj1EnY33oZ3nNu4BfAKOBscDtdplfvgescr3+ITDfGDMKmG+/RkTGABfZxzgDuF9EgnabB4CrgFH24wy7/EpgvzFmJHA38Ks0xtX++PxzK/Lu9tshP+bPRWzOztNOg0OH4N13YdUqKCqyEtHv2ZP6OF4/yEBAxaeiKIrSKiQTn/v37weSzPlsaJj6QMZY6Qp/+1tr5cApU+KOH3ntcd8rLCzkqKOOYonjcfQ8RHbcLxujD/1YPjHGvG6M+YEx5mZjzBt+ByYig7CSjj7iKp5NgzJ+AjjHVf60MabGGFMCrAOmikh/oJsx5kNjfWJ/jmnj9PU8cIp4/pXJEuwlvjjaI4dr7A/hpJMswXjPPVZ+zjlzrPL33otu49WPg9vymUh8tp9/aIqiKEo7xK/bvVu3bok78Qg48iQctow2ZWXW9DabQCAQyfOZiilTprB48eKGZTZj2mSR2z1jfehLfDaC3wH/Dbjf6X7GmO0A9ravXT4Q2OKqV2qXDbSfx5ZHtTHG1ANlQK/YQYjIVSKyWEQWt+t/HBs2QDAIw4fH74t1CXTvDuPHN6z3fumlVqDRO+9Et0sW7e4Wnwn+5Xn2oyiKoihNhB+3e7du3cjJSZA9Mla8xvQTx86d1nb06LhjOn0ls3Mde+yxVFRU8Nlnn3kKXt9ud+tAyeu2U5pNfIrIWcAuY8wnfpt4lJkk5cnaRBcY87AxZrIxZnK7NoyWlMCQIZCXF7/P67xmzrS2w4fDYYfB9OkN4tMYazUkd0Resr4CAV3hSFEURWkVkiWZ37dvHz169PDc52rk3/K5e7eVEaZr16hjet7lPI43Y8YMAN59910g3nLrO9o9i++rfvJ8niwinTPo+1jgbBHZCDwNnCwiTwI7bVc69naXXb8UGOxqPwjYZpcP8iiPaiMiOVhLO+3LYKztgw0b4PAUeVzdbvDjjrOeT5liicdZs6x5o2vXwn/+A5ddZrnnf/GLxDk+k7nd/QYjKYqiKEqG+HG7O+IzQQdOQz8Hs8TnYYdFR8gnC06KYdCgQQwdOpT33NPcXP2klWqpDdMIfejL8nkZsFREPhSRu0Tkq+4I9UQYY35kjBlkjBmGFUj0ljHmG1hLMNkTEJkDvGg/fwm4yI5gH44VWLTQds2Xi8h0ez7npTFtnL7+yz5GdqogYyzL54gR3vu9IvEmTYLiYjj/fOjfHy6+2Kr35JNWcvrCQjjxRPjpT2H58uRJ5p1J3Ine3iz5MSmKoihtB+Ph5k4mPv14NyVZPWNg1y5LfLrbOJZPH253EWHatGm8//77mJgpaynFZ/vyzl5GBvoQ/C2veSmAiAzAEnj3AQP8tE3AncCzInIlsBm4wD7OChF5Fmtt0HrgOmOMPVuXa4HHgU7Aa/YD4FHgLyKyDsvieVGGY2r77Nxp5R3zKz6NsSLi//OfBtfBoEFWUvonnrCW4zznHCsQ6Y03rEj4vn2j+3QLTbf4TOMfoKIoiqI0llTR7gMGDEjVgT+3uyM+XfM9gcRR9B73QxFh+vTpPPvss9TU1JDXuXPDPNNAIL05n22YxujDlBVE5BvATOBoYA9wL/B+mgN8B3jHfr4XOCVBvbnAXI/yxUCxR3k1tnjNetautbaJ3O4+EusC8M1vWu52gEsuseaDisAXX1hW0ERJ5pMtxxn7XFEURVGaAC9nppfls6ioKFknTkM/B7TEp7N6oOuYcUnmE9z3HMsnQEVFBT1dKwqm7XZvw5bQxuhDP9bL3wHrgQeBt40xGzMapdI4HPGZyPLpkCr10XnnwbXXWm74Y4+1lg4bPtzKBZosyXwqt7uKT0VRFKWJ8XK7O2zYsIG+ffs2rdu9psbyDMa43YPBYKRtyv5FGDJkCAMHDuRgeTk9+/SJ2pfS7d5+Uhj+jgz1oR+3e28RGQscD8wVkVHAamPMNzMbq5IRa9dCTo4V7e6Fz9UX6NoVHnkE+vRp2HfkkZblM1lfKj4VRVGUVsLL7X7uueeye/duQqFQ8oAjq5E/t/vu3dbWY86n29oZGU8Ct7uIMHPmTA4cOBBlvQ0EAhhj4tJHRdFO7qeN0Yd+ot27AUOAocAwrIhyjS5padautYRnojxmXnM+E3HxxdYKSE6bo46C1autoCF1uyuKoihthEQxxBUVFZSUlEQEXN/YmIXoTqytHxe2k+MzRnxCw7zPSC9J3O4AM2fOpLq6mqpDh+L2RRLQt2Maow/9uN0XuB73GmNKU9RXmoO1axvmZ3oRW57Oj+2oo6x147dsgSOOiO7DCTBKZFmNPZ6iKIqiNDGxVsJ169YB8Pjjj9OpUycmT55MXV1dsg4annr0F8ERn/37x3cRCIAtGlNFuwMcd9xxlK1bR1lZGcHevRv6IEmuz9h+2/CcTxqhD/243ccBiEihMaYy4yEqmWOMleNz8uTEdfy63b048khru24dlJbCmDHQrVu0gHX6SfSDUfGpKIqiNDGJ5nyuteMgjj76aEaNGsWBAwcSi88YY0zSu+IuO/V4EstnFAnc7gBHHnkki0tKOHjwID0c8WnvSzrvs53cTxujD/243WeIyEpglf16vIjcn9FIlczYv99KszR4cOI66bjdY9scdZS1fe01uPBCuO22hj7U7a4oiqK0Es8//zzz5s2LK1+zZg35+fkM91puOhGpjDFOgnmITz0IBFxBR6mi3R26du1KRUVFQx+pLJ/usbRxGqMP/SSZ/x0wC9gLYIz5DGtyqdJSbNpkbQcOTO12d77Q6bjde/e2Hk89ZbkUPv20oS8/bvdU674riqIoSprU1NRwzTXX8N3vfpcbb7wxyrK5du1aRo4cGbWee9JIdz9udyfNUs+enstYJ8z1GXeohlRQRd27U19Xxy7bnZ9Ncz5phD709U4aY7bEFGXFu9ZucMTnoEGJ6zTG7W5Mg/Vz2DDL/V5e7u12V/GpKIqitABvvPEGBw8e5KSTTuLhhx/m8ccfj+xbs2YNR7hiFJIubui6lxmSuN0TrG7kEGf5TIBbfHbv3p1gMMiyZcui9vme89nGyVQf+hGfW0TkS4ARkTwR+QG2iVVpIdziM5XlM9P8YKecAuPGwVw7x7+T99OP290RnypAFUVRlCbi2WefpUePHjz66KN07tyZL+yUgJWVlWzZsiVKfIK/HJ/gI9VSv36eu9Kd82mMoWvXruTl5rJi+fLIvkCqVY7c99K2LUYz1od+xOc1wHXAQKAUmGC/VlqKTZugc2dIlscsE8une9/PfgavvNIQ1LR8uX+3u09XhKIoiqL4oaqqihdffJHZs2eTl5fH4MGD2bx5MwCrV6/GGOPf8gkN9zAn6CiR2z2J+Ix05bRPMefTGEMgEKBr166sWLkysj8YDKa3ylHbJWN96CfafQ9wSSMGpzSWjRth6NDUQjLTlRHcFsx+/SyXw/Ll6bndwRKrtltCURRFUTLljTfeoKKigvPPPx+AQYMGsWWL5eFdaQu5UaNG+evMdd9K6XbfuTOx+PRrWY1Z/rNLYSEbS0oifQQCgcRzPlOlNWxDNEYfJhSfIvK/yY9pbs/kgEoGbNrUsLJRKgEaKz7TNdmLwMSJDeIz1vzv5XZPtfqRoiiKoqTB66+/TlFREccffzzl5eUMHjyYN954A7DEZ05ODsOGDYtq4yvgSARJdK8qK7OW1/Rr+XT36zEOY3sOO3fuHFUvEAhQX1+f+ABt/F7aFPowmb+00uMBcCXwP34HqTQBbvGZDJH4PJx+3e7uL/sxx1grHh061OB2T3Xc2D4URVEUJUMWLlzI1KlTI9HsQ4YMYceOHdTW1rJy5UpGjBgRFeme0O3uIx1SBCfHZ6LVkuw2gUDA1xrvzpg6depEjssrmHLOZ9un0fowofg0xvzWeQAPA52Ay4GngcMbMWglHSorYe9ey+0O6Vs+/RBbd+JEK+WSM0fF/Q8vmdtdxaeiKIrSCIwx7Nu3j2XLljF16tSIgBs0aBDGGLZu3crKlSs58sgjU8/z9EIksXB0cnz26ZO0i949eyZNuxTrdg+IMGLEiMh+9/rufsbb1mgKfZg0UkREeorIL4BlWC76Y4wx/2OM2dW4oSu+cSLdkyWYd/ASh5m43WfMsHKc/fKXkGy5MnW7K4qiKE1IdXU177//PqFQiKlTp0bKh9jev7Vr17J+/XpP8ZlOnk9PfIrPRP3GjsW4PIdjx44FIBQOE7StoJ7WzzYoNr1orD5MKD5F5NfAIqAcONoY8zNjzP6mGLSSBhs3WlvH8pmMdC2fidzuAwbA//0fvPeetdqRWj4VRVGUFqCuro6lS5cCMGXKlIjAdMTnv//9b8LhMEfZuamd/X7d7iZZtLvjdreXwowj0T3Ts6pEjWnsmDEAlJSURKymCYOO2njqwqbQh8ksnzcDA4CfANtE5KD9KBeRgxmPWkkPx/KZqdvdb5L5WL7xDZgzBx59FLZuTd5eLZ+KoihKE1BXV8enn37KoEGD6N+/f0TADba9f07Q0ejRowEfKZY8SHhX3LPH2iaa8+ng45hx4tO2fK5YudL/Epttl0brw2RzPgPGmE7GmK7GmG6uR1djTLcmOgElFZs2QW5uwhUXoggEmsbt7my/9jXr+aJF3n0lS0CvKIqiKGniWD4nOzmnbQoLC+nVqxfLli0jEAhE0iy5BV7C3J3Wzsg2qdu9SxcoKPDen8b9NMrtbgx9bUG7Yvny5OKzHbjdm0Ifanbwts6GDVaku2NdbMqAo2QuhEAAxoyxfoSLFyeu59T1e0xFURRFcVFZWUlFRQXhcJjdu3ezadMmJk2aBESLS8f1PmLECDp16hS137cF1BafnkJ1927o1Su1APSxAlGs5dPh8+XLI3M+k7rdU/Tf3lHx2dZZvdpad92vmEwn1ZJDonmcubkwfnyD+PS7tKeiKIqiJCAUCrFjxw5qamowxlBWVsbBgwepra3ls88+A+CYY44BGkSliERc76NHj46LKHfqJMTPvXDPHkt8+ukjjTmfbrG7c+fOSLL8dux2bzQqPtsyoRCsWWOJTz/EWj4z+ccUmzh34kT47DMr8a7Tr4O63RVFUZQ0CYVChEIhKioqqK6ujqQdKi8v5/PPPwdg3LhxkfqOcHMsn2PGjIkTmr7zfCZzu+/alb7lMwGx0e5Oj2Fj+M9//kMwGPS2fHaQ+6mKz7bM5s1QXR0tPv38s/MbKZfK7Q4waRLU1sKSJaktnx34X5yiKIriD0coVldXU1FRQSAQIBgMUltby/Llyxk2bBhFRUVRdaEh6MgtPtMOOErmdt+zB3r2TNrWVxmJ3e4F+fksWLAgsfjMABE5UkSWuh4HReRGEfmZiGx1lX/Z1eZHIrJORFaLyKwmGUgaqPhsq4TD8Omn1vN03O6Q/tKaydIn2a4PPvooed1AQMWnoiiKkhK3KKutraVTp07WEpTA559/zrhx46LmcjpCceTIkQCMHz++6d3uxljis3dvf3XTTLXkjO2o0aP54IMPmnSVI2PMamPMBGPMBGAScAiYZ+++29lnjHnVHssY4CJgLHAGcL+IBD26bjZUfLZVysth2TLruV/LpzvwJ1OTfazbvV8/K+Dpww8TR7s7x85yN4GiKIrSeBxR5gTedOrUiU6dOrF//362bNnC0Ucf7SncZs+ezYIFCxg3blyc+Gy0272szFpUxe+czxS43e5Cg9v96OJiPv/8cyorK5NbPtM1IjVwCrDeGLMpSZ3ZwNPGmBpjTAmwDpiapH6To+KzLWKMta76unWWC6B37/Qtn+msye60ceNeOmzqVEt8etVz96WWT0VRFMUn3bp1o2vXruTl5ZGbm0tJSQlAnOXTIRgMcuyxxwLxS1imJCbVUpyV1FndqGfPZol2d4539LhxhMNhlixZgjEm3vrZ+Oj2i4C/uV5fLyLLROQxEelhlw0EtrjqlNplLYaKz7ZIdbUl5NatgyOO8N8udu5lU7jdAaZMgdJS2L498XHV8qkoiqL4wBFlubm5dOvWLSLMVq5cCRBl+XS73SNUVhIsK4vqC1Lk+XTVEY/yiPhMtLpRin5jSRRwNLa4mEAgwMcffwwkiXiP7l9EZLHrcVWCY+YBZwPP2UUPACOACcB24LdOVa8jJj2hJkbFZ1ukstLarl8fLz6bMuAoWR/u40ybZm0XL/aOdnfqq+VTURRFSYE7fZKbTz75hGHDhtGjR4/korKqCqmtjerLrwXUJLqHOktrJot2TyMSPZFltrBzZ8aNGxcRnz6DjowxZrLr8XCCemcCS4wxO+1GO40xIWNMGPgjDa71UmCwq90gYJufgTQVKj7bGuGwldaopsaa/OyIz+YIOErmdnfvGz8e8vPhk08S96UBR4qiKIoPEonPJUuWMGnSpCiXtaeorK+P3LPSDTiSmG0Ex/KZbM5nGkTEp8fYjj32WBYuXEh9fX28+Mw0cNji67hc7iLS37XvXGC5/fwl4CIRyReR4cAoYGE6B2osKj7bGvX11nbjRmtrLyEWoTksn4nc7k5/eXlWyqVFi5LXVbe7oiiK4hO3INuzZw/r16/3FJ8SaygJhSJBPGkHHDnHji3wM+czzVRLiY537LHHUllZyapVq5os4l1EOgOnAf9wFd8lIp+LyDLgJOD7AMaYFcCzwErgdeA6Y0zT5H3yiYrPtobzRdxkB6qNGGFtmyPgKFkf7uciMGOGlWzednXEjcmZ85lqnOXlsHdv+uNSFEVRsgIvy+eCBQsAmDlzZsJgHaDBQEO0+PRNItf5rl3QtWvidd2jT8DXnE9wWT5dx3eCpj755BN/S2z6wBhzyBjTyxhT5ir7pjHmaGPMOGPM2caY7a59c40xI4wxRxpjXkvrYE2Ais+2hvNFdASa38nPEJ9qqTFud/d+R3zW1MDy5fH1Yo+djLq6htWSFEVRlA6Hl2BcsGAB+fn5TJkyJbnbPYn49JXnM5nb3XG5p2P5THi4xPNDBw8eTI8ePVi9enWTJZpvb6j4bGu4xWcwCN26Re/38+MKh61+cnIaNxZ3uqXp062tPUk67rh+VzlyhLHOD1UURemQeFk+33//faZOnUp+fn5UeZzb3SU+A2Tgdo+JPo+waxf06eP3BOL6iyWh5dPeN3bsWFavXp041VKWT2NT8dnWCIct0bd3b/QyX+m43cNh6xH0uWBBoh+S+5/iwIFWyqV77oGtW+PbOULVr6jsoP/2FEVRlGjhWVlZyZIlS5g5c2Zkn1tUBtyGEJf4DCZYwjLBAaOPG9tu/Xo47DD/HsN03e4x/RYXF7N69WrqXeeT9HhZhorPtkYoZAk5xwWQTgJaZ5/zZfYrPiG12x3g/vstl/mll8aPy6/b3dmvlk9FUZQOSaxg/Oijj6ivr/cUn+FwON7yab8OJJsb2nCw6Ndebvd166CkBOzj+ziBlFXixhLTpri4mLKyMrY6xpwMjtGeUfHZ1giFLNG4Z49l+XS+gOn8u6urs56nEp+p/lEFYr4eo0bB7bfDW2/BRRdBVVVDP37d7g5q+VQUJUupq6trsijmbCTWlf7+++8jIsyYMQNoEJ/OI0585uZa9WL69IPTV0F+fkPh669b21NPTS9Wwut1zHHiLJ/2duzYsQCsXr06euxZaumMRcVnW8MtPnv1Sv/fj0iDsGtKt7vDhRfCb34Dzz8P55/f0NZt+Tx0KHVEu4pPRVGylN27d1NRUdHaw0jMoUOt6n2KFZSvv/46EyZMoKioKKqOQ8A9rSscjojPQEy9dAKOctz3x9dfh5EjYdgwvyfg2+3u1IsdmVt8egYdqeVTaTGcQJxg0HK79+6dntsdoq2VTe12dyycN91kWUAXLGhYctNt+ayuth5efTplKj4VRclCHGtdOlHMTpsWob4e9u9v8Fy1Eo44W7x4MR9//DFz5syJ2ude9zwi5JwpZXl5VrldP+l7l2gBFae8uhrefhvOPDN6f+KBJ98fqWbVCycYW58+fejXr5+/eZ9ZiIrPtoQjNI2BffuiLZ9pTqomGGz8jyjW7e7mhBOs7apVVj9uy6fzQ0o2ZnVJKYqSxaQjJvfs2UNZWVnqik2BI4pb0bLmtnzec889dOnShcsuuyyyP3Zpyoj4dMZuZ3LJKM9nwyCs7fvvW5bgM87w/56ks7ym89qjzpgxY+LFZ+NWOGo3qPhsSzg/rLIy64uXieXTLT794tft7t539NHWdtWqhn0iDWmewFtgquVTUZQsxh0o45dQKESdM1e/uXEbOVoJ5z3asWMHTz/9NJdffnmUy90Rbo71OBAb0OoEHMX0mzTgyOs+Vl0Nc+dCp04NBpV0xV6qOZ+x77erfnFxMWvWrKHWvXhLB0HFZ1vCEWT791vb3r0bZ/lMB6/+c3OtfmItoMZAUREMGtQgPp1jh0INF7dkF18Vn4qiZDHpWOTcLuZmpw1ZPp966inq6uq4/vrro/ZHXNaxbveGChAIRCyfaVk/3S78iy6Cd9+FP/4RCgvTX0kwabXkqZbAEp+HDh1io7Octhud85kZIlIgIgtF5DMRWSEiP7fLe4rImyKy1t72cLX5kYisE5HVIjLLVT7JXp90nYjcI/anKCL5IvKMXf6xiAxrrvNpVsJh64fgXHzc4hPS+xKmIz5T/cMrKIjOexZbf+xY+OKLhteBQEOkPSS3fIbDWf/jUhSl45GJ5TPdOaKNwo9xoAUQET744ANGjBjBEUccEbcPPMRnjJcuLRtl7P3rnXfgxRetANpLLklcz4s0IuuTfa4DBgwAYNeuXb76yyaa0/JZA5xsjBkPTADOEJHpwA+B+caYUcB8+zUiMga4CBgLnAHcLyKOgnoAuAoYZT/OsMuvBPYbY0YCdwO/asbzaT4qKqzVFRzTuxMp7qy24Fwk/PwonDrprG6UbpoHp/7YsVZiXme5TJGoBMBJf6B+1oFXFEVpZ2QqPlvM+tlGLJ/GGD766COmTZsWtz9WfAZivW8xls/YdjEHi28LsGaNtXULz3Qsn4leu8aSl5cXmU4hHn13794dgP379zd89rrCUeMwFk6uiVz7YYDZwBN2+RPAOfbz2cDTxpgaY0wJsA6YKiL9gW7GmA+N9S37c0wbp6/ngVPE89vXxnGsgIcONaxuBNGWT79fROdH2hRu91i8LJ/19Q3Wz9gLRDLLJ6jrXVGUrMWvK9hdr0XEZxuZ87l9+3a2b9/OdGfpZhd+LZ/OHScjt3tJCXTuDP36ee9PfgK+3r+8vDycu1wy8Xnw4MHEEe/tUNL4oVnnfIpIUESWAruAN40xHwP9jDHbAextX7v6QGCLq3mpXTbQfh5bHtXGGFMPlAG9PMZxlYgsFpHFLZbOIh3cY3JyfEKD5TOdqLd053xm8sV2Wz4Bli3z7ivRhdQZm4pPRVGyDPeykOneb1rE9d5GLJ9LliwBSGr5dN4PzzmfIkg673Hs9LGNG+Hww6PvW5kYYZKQm5vbID49PJiO+CwrK4sXn21RqzQhzSo+jTEhY8wEYBCWFbM4SXWvT9QkKU/WJnYcDxtjJhtjJrdJw6gxltVQpCHHZ5cuVgQepDc/simj3RP17XD44ZCf3yA+3VZXJ/Ld61jO2DTdkqIoWYwfS6ZbPLWI+GwDlk+w8nvm5+czYcKEuH0J3e7uMWfqdncoKbHuYfEHTz14n/fMvLw8wthCxuO74Gn5bIsapRlokWh3Y8wB4B2suZo7bVc69taZaVsKDHY1GwRss8sHeZRHtRGRHKAI2Ncc59CsOOKzVy/o1s2yfPbundncj8JCq59kOTobizOenBw44gj49FPrtXPMnJzE4hPU8qkoStbiFkN+rHIt6nZ3FjJxnqfTrkmHYfjkk0+YOHEieXbCeC8Svh8uy6fTX0rclk9jLMvniBGxA/Pfj4+6wWCQYDBICG9LWWFhIcFgkPLycrV8NhUi0kdEutvPOwGnAl8ALwHOUgZzgBft5y8BF9kR7MOxAosW2q75chGZbs/nvDSmjdPXfwFvmTbpV0+BMdYXOj/fSm/krG6UILdZUoJBK0rdL+kIXK/jT54MH31kzf10W10DgcSWT8fKq+JTUZQsI10x2aKWT/dcxXQSqu/cCZWVTTaM2tpali5d6jnfE6ItnyKSNNrd9/KabvbssWIsmsLymQL3vM/4QwlFRUVUVFR0uFWOmtPy2R94W0SWAYuw5ny+DNwJnCYia4HT7NcYY1YAzwIrgdeB64wxzmd2LfAIVhDSeuA1u/xRoJeIrANuwo6cb5e4v/B79ljzPd1LVjanps402t0YmD7duih9+mm02z2R+HRItV9RFKWdk67ls9nFp/ua6/eeEgpZjyYUR6tWraK6utpzvifEi09PXMaZtJbXBNi82drGis9M7rMp7pnueZ9e9bt37055eXn8Z5/lKxylkY8nPYwxy4CJHuV7gVMStJkLzPUoXwzEzRc1xlQDFzR6sK2NY/l02LMHxozJzPLZmDGkwuv4zsXjvfesMYPldq+r875YOefquD4URVGyiMZYPpvd7e4InEDA//XXyd3cRNdrd7BRKsunMYagO37BfS908nymGw8BDeLTy+3uZxXBNN6LgoICasrLE7bp3r07ZWVlDd+DLBWbsegKR22B2C+l43ZvCctnY6LdwUpCP3KkJT6di4Qfy6eKT0VRspx0xGeqhORNNCBrm5PTauIT4NNPP6VPnz4MHTrUc7/b2pnQ8mmXS1SRz4CjTZus9gmO7wuf70dubi5dunVLuL979+4cPHgwPjtClt8fVXy2Bdz/tg4dsh5ut3tzfwkzjXZ32h1/PCxYYM1X7dED8vK8xWfMv9Zs/3EpitLxyDTgKBgMNr/4dPoPBlvd8jllypSEwjKp+HReu4Jq0w712LwZ+vf3jo9oYssnkDT7jGP57Gio+GwLuMXnihXW1vlH5naPtBVzfOwP7/jjYd8+a533zp0jq0941nVQ8akoShaSqRs9Jycno9ygaeGMxxGffo7VxOJz7969bNiwgcmTJyes4xacUasbeRhKfImY2Hvnpk0wbFh8vWaY8wn4Fp/hcFhXOFJaGOcL9+qr1vPTTmsob4l10DOd8yliiU+AN99sKHcuGF4XX7V8KorSAUjH7e7MbWxW62coZF2bUxkHHMLh9JLS+xC0CxcuBGDKlCmp+yO15dMd8e7L7e6kWRoyxLuuH8unV7/JcItPj4AjR3x6/vFoK0anJkbFZ1vA/YV/9VWYOrVhdSO3SGuOL2EmIjA2VcewYTBjBtx9d8P69F7iMyZBsO9/3eXl6Y1PURSllcjU7Z6TY8X/Nqv4DIcbUt1ZB09e3x006ud6XV4Ou3YlrbJw4UJEJNryWVfXcO+AqPRKUYIygeVTqqs982jG1iUUgu9+10odNX586vNJRLr3zCR5t4uKiqisrKS+vl7nfCotjPMl27ULFi2CL3+5YZ8j0lrK8pnOnE93+c9+Blu2wGOPWWV+LJ9+XFJVVXDwYNb/EBVFyS4CgUBGls/q6urmy/kYCjWsQGcdPHl9x+Xud46ok5IpSd2FCxdyxBFH0M0dhFNWBgcOeNYPxAq3mGUy84G8igoK8GH5vPFGuO8+uO46uPRS77p+LZ+JXidqk8D17qxyVF5eruJTaWGcL/wbb1jP3eLTr0jLlMZGuzvtTzsNvvQlmDvXyvvpjtRP1M6vGye2raIoShvFERCBQCAty2dubi6BQICKigp27tzZPBbQdC2fdXVW3dzc9K7XCe5ZxhgWLVrEhAkTooWik0vURUrLpy1KOzn1U41tzx54+GH41rfg9tsb50nMxCCUQnxG0i05KwS6LMHZiIrP1sZtcXz1VejbF445pmF/SwQcZdp/rJicOxe2bYOTTmpwvSSzfMb2kQxNSK8oSjvALT7TsXwGAgEOO+wwevToAeDP+hkKNS5Ixo/b3RFD6RwngXAuLS1l7969jBs3LlpUhsNxsQ2e4tONXe5IupRu98cftwTdjTd6n4/f+2Cm9+EU4tNJt4SItUx2Y4/XxlHx2VYQsZapPOmk6PkhgUDmF5h0SCfgKFHdE0+EF16wIvbPOMOql8zy6ee4avlUFKUdkq74dOY55gaDFAIhP+Jz1y6oqPA/KEfcpHP9ddf30z8kNBZ8+umnAIwdO5aoJTOd+q52zv64aPcYt7ubhG73cBgeegiOOw7Gjm18wGsmbfPyLCEfQ5z4BOjSJfOxtRNUfLY2zpetttbKPXbkkdH78/KsOo77o60RO6avfhXuvNMSoFu2NJ3lU8WnoiitRCgU8p0CKVO3u0NOXR3dAZPE7RoKhSxxGg43zMv0SybX3yayfC5duhQRYfTo0Q2F7n5d7fxYPt0jSnp3XLAA1q2Da66JtI07drqWz3Q9hl26QL9+ccVxbnewrKSdOsXVzSZUfLY2zpetpMS6kIwaFb0/P795j5+OoE2UZD4WJ/XSJ580neVT3e6KorQC4XCYHTt2UFVV5at+rNvdjwCNiu62BVggiagsKytj37591ot05oY6Y/Gbaslt+WyCOZ9Lly5l5MiRFBYWNohKd10Py2fcnE/3axF8nf2rr1qu7PPPj7SLGm8r4mn5BCgqgm7dkkbKt2ey86zaE86XbcMGaxsrPoPBpAlqm3QM6bpWElFcDF27wuLF3nX9JKFP95iKoijNgOM6r0vDwigi8VHaCTDGRAss290eTOJ2j1g+rRe+x2UPLj3x5a7r9zqcxPI5btw4u1sP8elh+Uz2PoaDQZy/BEICK6kx8MEHcMIJDSsaNcbyGVu/kbij3aOmaQSD1n20LXo8mwAVn62N8wVev97axopPaLB+NueXMJ2LUKqyYBCmT7fSRiVKHeH+8VdVwfbt3mPQOZ+KorQijjXKb/ojt+UTUieaj7OM2gIsJ4nYM8YQdvalExMQK7D8ep7SFWQe4vPAgQOUlJRw9NFH2136E58Jk8wDtV27UgYYkrjdt2+3XO4nnxzfRyLjSDJiLK+NpUuXLohItNu9A6Dis62wfj307Gk9YmlO13smPyQ/gvDYY63lNr3WrHX/83bmLDnRjqmOqSiK0oKkKz4h2o3uR3zGWj7DIgRIPO/TGBMttvxMS3ILyXQtn02QneSzzz4DiFg+Pev6cbu7h+bHuvzee9b2lFNcDZNYPv3SRPekQCBAUVFRvNs9y1Hx2dq4LZ9eVk9ofsunX3dKOsc/9lirz8WLo48T25c70jGZ5VPnfCqK0gSEw2H27dvn243uFp/pBBA5ls9UbaLEp51uqD4vz9pXXZ30GBEycb1bHSWvl6ml1GM8S5cuBUjsdncyu0SGmNryGTksSdzu771nGXXcorcxcz6bYb5o9+7dVXwqLYzzZVu3LrH4DAYtAeqRpqFJx5HJXJdEbaZNsy4mH38cvy/2n3Q6E9kVRVEaQV1dHVVVVezevZuDBw+ya9euyNraXrgFgZ/E746YdMRnqjZR4tOxrubmUgdQU5OwXdSVNx3xGet5Sqd+OpbPmLpLly6lX79+9O3b1+42Zgw5OZ7nEZdqKWpoKe5ZxliR7sceGx2401RzPpvIIKTiU2l5nDmPpaWJxSdA797W5OOmxv0jTOXC8BvtDtZYJ06El1/2tmyma/nsQD9KRVGaD3dezfLy8ogYTVUf/LveRYTc3FwgdaBSlPh0It0d8ZlAVMa53f2MK/Ya6ieCPVPLp4dRYenSpUyYMMF1eJf4FLHEZyq3u3ssMXhaPp99FrZutfJ7evWRyZxP5z7ZhCtQqfhUWh5jYNMm63ky8dncY3AuAH7r++Fb34I1a6w0F7H4FZ8O6nZXFKUJcG7wPXv2pG/fvnTt2jVpHs90xadb3Obk5Phy78eJz7w8wlZnKcfkbpdiYM7BGrZ+xGQmls+YMdXW1rJixQomTpwYP3Znyc+YBVVycnIIBoPJ53za+zxH9fOfw0UXWSsGOimWHLyyrfg9N2caXLr5VZPQvXv3+LXdsxwVn22BkhJr21riExouAKnw+S8UgHPPhYED4de/tl67L37uH7+fQKMO9KNUFKX5cM/JzM3NJceezuRHWPoVn44oys3N9W35NMZwYO9eDBCw0+uJx3XPGBNv+czECpdO4vh0LJ/Otd11XV+5ciV1dXVMmDAhSpxH6gUCDSkF7XZdunShn0dS9uhhNQjpOEvw3Lkwe7a16l5RUeLxxnea9JhR6Q+b0O1+4MABFZ9KC2JM64pP90WlKaPdAXJz4aqrrAnfXnM/nT789NeBfpSKojQfseInlXvcLVbTiXh3+g6FQgnnfdbW1vLKK69w4403MmjQIN6dP5/lX3zBsccdR1VNjSWo/Fz72pLl0xFmrjE5wUaO+Ixb191DfFpD9Jjq5RVwZIvxSP2NGy3L5OzZ3tliGmP5BGvlwSZk6NChbN++3fdCBtmAis/WxhhrWc3evRP/O2uJMWRq+UxV9+KLrWXCnnwyPtWHSHSKJZ3zqShKC+EIlVSWT0d85ubmZmT5BG9ha4zhwgsv5IorruDFF1/kS1/6EsfNmEFuQQELFy7kX2++CcSv8R4Rz05BMNhyls9UGOMpIpcuXUrnzp0ZOXKk3Z2H+MxgLmVCt/vatdb2iCO8x9+YOZ/Q5OkPjzjiCIwxlDiGqA6Ais/WxhhrDfRhw1p3DOB/GS8/0e4OhYUwa5bl+kg04d2PwNQ5n4qiNAGxlk8RIRgM+hKfftd49yM+//KXv/DCCy9wyy23sG7dOp579ll6FRVx1Nix/M///A8ffvQRAPv27Ys6ZuzxTTDoGV3ucSLO4KxtIODP25Su5TNGRBpjWLJkCePHjycYDCae8xlrMU20bn2SgKMIa9ZY21GjkgvMNmL5PMIWyeudxWY6ACo+WxtjrGi8IUNa5/juf79+/vElmfydsO9zz7Wi+T/5JLoPkdT/ctXyqShKExI35xCSBga5xSfAoUOHfPUPEAwGCQQCcX2vWLGCG264geOOO47vfve75OXlNfwRDwb5yU9+Qhc7u0lVZSXl5eVx/ec4Is/DzZ2UdNzuTr105nyKWGOyxXxlZSVLly5l/PjxkfGLuz9nnmisxbS8HHbvju6/thbefts1tGjLZ6TfNWssT2KfPqnH63W+qcjJiX5fGskoe8qdik+l5TDGEmZDh7buGCAzy2cynB/mWWdZF5Z//jN+v/uCqXM+FUVpZrwsl45L3WufU9apUyfy8vIoKytL6n6PndOYm5tLbW0t9913H9dccw3/+7//y5QpU8jLy+Pxxx8nEAhY9V3J1gsKCvj6xRcD8M+XXoo6njOeoC3Wws51O9WUgESeJz/1041279QJqquhvp61a9dSXl4eWVYzLqk+WPceJxDVEep1dfEpmx5+2IpcdwwZzlCJsXyuXWu53N1C240jHDO1fIpYrvcmEp9FRUX06dNH3e5KC7J7t/UjbU23u0O6lk8/bYyxVpc48UR48cXoNn7Ep1OmbndFUZqARJZP8E4I74glEaFHjx4A7N27N2kUu7vvvLw8Vq1axY033sijjz7K7bffzowZM/jss884/PDDG+rHeKDG2zkx//788+zatStu/I74rHcshglWQ/IYXMPWGEvkJUlmn5a3y7F8dulivSwv59NPPwWIiE+rSw/xCVaQqlt8uo9ZWwuPPmo9X7Ikup9Y1qxpmO+ZaMyJxLdfQdmjB/Tq5a+uD0aOHMn69es7TMS7is/WZvNma9ta4tP9Q0vX8unH7e7UO+8869+ovb5v5Hh+f2gd5AepKErzEhdtTYP4TBQY5A5O6tmzJ+FwmN27d3tGJ8eKhy5duvCLX/yCrl27snTpUpYuXcrrr79O//79I3WixhNjrQsGAtx5551x/Qft/SFjLCtcMgFpNYx+7Vhb9++HffuS10/X8hkMQufOcOgQG9evJxAIMGnUKNi7N/r98RKf9fXWIzYQ9ZlnYMcO67n7PgLRy2tWV1v31VTZYxpj+XTG7Aj/JmDkyJFq+VRakNYWn24ysXz6rXvJJdCtGzzwQGJXSDLLZ6L9iqIoaeAlPp35nF7u9Nj6BQUF9O3bl5ycHA4cOEDYwyvjrv/HP/6Rt956i1/84hcceeSR9O7dm2rbShllhfUSh8A5s2fzl7/8hc8//zxqt5MLNBwOQ0FBg2irr08+/9PL8hkOJ27jd85nbOxAly4I0L2ggJEjR5InAnV1id3u0BDI4xb1xljn9NvfWtbMadMi4tMz2n39equN2/Lpdd9qrOWziRk5cmTKpV6zCRWfrY2zulFrzvl0aI5od6d+URF8+9vwyisNaTD8iM909iuKovggVnwGAgGCwWBCV3ps/WAwSFFREeFwmMrKyqh9jqDcsWMHt9xyC9dccw2nnHIKV199NTk5OYhIxL1vvP5cx/w5/6/zzqOoqIjvf//7OAnmAQKO5TMUakj9U1kJu3bBgQPxJ5FA3EaIPffGWD7BCsoB6mpqGDNmDGILzaTi026DO6iruhq+9jVLcN5wAxx9NCxbFj2WcLhhzqcT6e6Iz0Q01vLZxDhpqNY4408TEdkoIp+LyFIRWWyX9RSRN0Vkrb3t4ar/IxFZJyKrRWRWU5xDOqj4bG1KSy2LYGvl+HSTzj8+v1GS7rrXXmv9s3VWPPIrXGMvVIqiKBniZfkEa25mbW2t7/r5+fnk5+dTXl7Oxx9/zPe//32uvvpqLrvsMiZPnkz//v35zW9+w7XXXstrr70WmaMZCAQi1lKv+aex4rNrly7cfPPNzJ8/n3//+99xbv36UMgSbcEgVFRY18xk18pYz5Mj+BLNYY21lNbUJBe3rvohYyjIy6O4uNharSn2fL3Ep0h08NS3vgXz5sHvfgfnnAPFxXDwIGzcaKXJ2rKFgjFjCDhR8O40S7HnEHtebcjy6US8r169ujHdnGSMmWCMmWy//iEw3xgzCphvv0ZExgAXAWOBM4D7RaTp5hD4QMVna7N5Mwwe3HrHT3fOp9/0HLF9g5X24qtftS4kblGZ6l+112oUiaittf75q1BVFMWDRGIy0WpEieqD5YK/5ZZbmD59Og8++CAvvvgimzZtori4mLvuuoslS5Zw//33R9z6kER8JrBMiggXX3wxvXr14pFHHmloY1err6+36hYUWAVO3s/4E/fsn8JCq02s8E4UHV9VZVlYU1yP6+vrOVRdTd9evTj66KMj4jOltdcRwwAbNlhzPX/4Q8vqCZblEyKu985/+xtSUYG8/75VvmYN9OtnGXW8ziP2fBKdbwszYsQIRIR169Y1ZbezgSfs508A57jKnzbG1BhjSoB1wNSmPHAqVHy2Nlu2wKBBrT2KzHOW+bVeOkyYYE1u37rVn/h0csAl2h9LXZ31yGTFD0VRsp5E0cSJEsInE59//vOf+etf/8p3vvMddu7cyY4dO5g/fz5//vOfueWWW5g4cWKcJdK35dO+7gWwrLIXX3wxL7zwAvvs4CCnRcgYq79u3aw/+E7O0EQ4/efmWqKzU6foKPNE9R2x5pxLrMCNEZKHDh1if1kZfXv3ZlxxcWS8cXk+3ceAhnmfeXnwxBOWGL3hhoa6Y8ZY9T/7DOrrKXz2WasLJwhp4UKwc4ompY1ZPjt37szAgQMTud1FRBa7Hld51DHAv0TkE9f+fsaY7QD2tq9dPhDY4mpbape1GCo+WxNj2pb49FsvNvdaqj7d0fFjxljPly2Lvsh6XQhiL0x+rJl+I/EVRemQJHO7A3EBH4nEak1NDb/85S+ZNGkSv/zlL+nWrZu3mKyshJ07I9ck35ZPG6enb37zm9TW1vL3v//dGVikTn19vXUdzctLLKpiy/Lz4bDDLAGal2f9YXdfYxNZPt0rECXAGMOhQ4fYvnMnAw87jL69e0f6jHv/Yz8Lx0pcUwPPPmvl9XRlBqCw0HKpf/YZvPYawR07CA8dCsuXw9691nbmzPixx9LGLJ8iwmOPPcavfvUrr93GGDPZ9XjYo86xxphjgDOB60Tk+GSH8zpGBsPOGBWfrcmBA9YqDq21uhHE/ctulr7djB5tbZctazimIz4TkY7l00HFp6IoHniJTycJ/Omnn85hhx3GOeecwxI7l2Rs/bq6Ovbu3cv9999PaWkpN998c/IDOmmDPMSng1eeT8cb5Rx5/PjxHH300Tz55JPR50NMlH6iFHZO2Y4dlsHjjTca9jmCz2399BqPT8tnXV0doVCIjVu20K9vX3Jc75+n5dNNfr5l7Zw3z7o/XnNN9H4Ry7L56qvw7W8T6tOH2uuuQyor4fHHrTpu8enX7e4ubwVEhDFjxtAn1apMCTDGbLO3u4B5WG70nSLS3+6/P+AkjC0F3PP9BgHbMhx6Rqj4bE2cSPfWnPPpkI7lM912bmtkt25WZL8fy6dDOuLTqaNzPhVFSYBbTP773/9m3Lhx3HDDDeTn53PllVfy3nvvMXXqVO644w5qa2vZunUrN910E/379yc/P5/evXtz0003ceyxx3L88ccnd6PHWAoDgUAkaj2p291+7nZXX3bZZSxevJi1a9dGma6ixGcq79Rjj1nTnp54oqHMS3zGjsfZ+rB8Hjp0iOrqatauX09Rly6RnKTOeTjBV55pkHJyrDmbL7xgWTgnT26o6/CjH8HFF8OIEVTccguhY46xyv/wB+tcpkzxPofYsjZk+QzY97lMksyLSKGIdHWeA6cDy4GXgDl2tTnAi/bzl4CLRCRfRIYDo4CFjRl/uuSkrqI0G21JfKZj+UzX7R5bNm6c5TJJNefTea2WT0VRmgjH8rZr1y6uv/56nnvuOUaOHMmrr77Kcccdx8GDB7nrrru47rrruPXWW7n11lsBK73Sueeey9ixY+nRowc5OTl85StfIRgMelsyHWIshY7ICIfDqd3uMeLzkksu4b//+7957rnnOHHixMi44sSn1SD6Guy4zJ1Vgl591RKbubkNBgB3P15ud5cFN5HlM4wlPj///HN27N5tpbGK6Sup+AQoK4P33oOrPKY2isDEiZaIBqp27KCwpgbTqROyaRNMn24luPc6h9h+2pjlEzITn0A/YJ7dRw7wV2PM6yKyCHhWRK4ENgMX2MdYISLPAiuBeuA6Y0yLBkqo+GxNNm60tm3B7Z6p5dNP3dh5mI7LxFmRI5HbPVZ86pxPRVEaiWNxvOiii/jPf/7D7bffzg9+8AMKCgoiyd8LCwv561//yrnnnsuiRYvo0aMHF110UWQ5TDc7d+6MCAZP4eBDfNqNrW2s5dMRdeEw/fr147TTTuMf//gHf/jFLwiIkJOTE+92d/fn5u23rTiDb34T/vIXS+Cdcop1zETuevc9wh3I6boe19XVUb5vHz2xpjAYY3j77bfZb8+fdYtPoWFFqbjzdXj9dUsIn3Zaymu6iGBycpCxY2HxYjjuOM96nuflGFLSyeLSTDRGfBpjNgBxUVbGmL3AKQnazAXmpn2wJkLFZ2uyaZMVadiE68NmTLqWT4d0o90dy2coBKtXW1bfVG73VKmYvI6l4lNRFA+MMTzxxBO8/fbbPPzww3z729+O7HO7PkWEr33taxx33HEUFhZSlCAXc8I5nA4ebnfrZYzls6Fx1HO35RPgoosu4vXXX2fz5s0M69OHnJwcDh061DCX0n29PHgQ7r3Xsm7u3w/PPWcFGf3hD9bzl16yxGfDm+P93MF9njHi0xHA1TU15OTk8Nprr3HOmWcCEHSJ1ijxmcjy+c9/Qu/ecMwx3hbYGAxY95XFi+ODjRK08V3WQjTS8tnuUPHZmmzcaE38bo5gn3RJ1/KZidvdaTNunLX9/PMG8ZmsT+eCms6PUud8KoriQWlpKbfddhunnnoq3/rWt6L2OQLAPYczWaolp03snM8I7ilKmbjdA4FIu9xDh6CggNNPP50ePXqwevVqhtnLfBpjpVsKBoPR2UEeeQTsaQOIWMs4/9//WYuanHqqFdRz4onQpYs119LJRhJ9gtFbB9c11n3eoVCI7bt3s3btWib+5CdWU1ddwSW2Y8/57rstofzqq1ZO6JwcX5ZPwBLR//63v2Aj9/m0Mcun13Kt2YiKz9Zk0yZLfLXiv62Mot39/kgTXWBGjrQsvk89BVOnQo8eyVMtOX2p211RlEZy9913U1tby8MPPxwnKt3C0E0y8RkIBCJWvzhLpkfqonQtnxhDHpBXWwu1teTn5zN79my2lZYSNiZiRayvr48Wn8ZYqYomToT337cix0MhGDDA2v9f/wUvvwznnddwvMmTrSWQ+/ZNbnGMuR6HXctbigj//ve/ATjuhBOsMlc3zhKjkTE6z9etg5tuaqh49tne94VEls8TToCSEv/3Mq/PqDXvxdhTCDrIvavZTG4iMlhE3haRVSKyQkS+Z5envdaoiEyy1yxdJyL3iP3NtSO1nrHLPxaRYc11Ps3Cpk0wcGCrf+GB9H+wiV574RaEIlZeuV//Gj78EE46CVasSD7nMxPLZwf5ASuK4p81a9bw7LPPcvnllzN8+PC4/bHi048QcKLX3XiKTw/LZ1T9RAFHxhBZ99C2xJ533nmICFVVVZHgncjKTM61fONG+Phja130wsKGIByHSy+FL76ATz+15n7eead1LZ4+3Vp5zzWGqC1YFskEls+i7t15+eWXOfrooxnsEc+QEwziatjQ70svWds337RE87nnRovcVJZPrzpe82hjz2v//qg8rK2Jis+moR642RgzGpiOlfR0DJmtNfoAcBVWOoBR9n6AK4H9xpiRwN2AZ3bWNklFhZUQty0kmIf0BHBjot0drrsOli61LoiXX24FHyXrM9FkeK+xubeKoig2P//5z8nNzeUHP/iB534R8XSjZ+x29wjQcbtX/QQcYUxDqiJbfE6dOpWioiLKDh6MF59O3XnzrO0FF3j3LwJHHmmtOjdzJlx5pZXeaM8e65oc62lyt/MQn86o9+zZw3vvvcd5553XEMiEFQUPrkj32H5ffNGaknXqqdaYU+V/dpHR1d7pu7bWOhdnmdJWxOuPTLbSbOLTGLPdGLPEfl4OrMJavmk2aaw1aidG7WaM+dBYn8qfY9o4fT0PnCLJrhJtCSfN0qBB7cvt3thod3f70aPhoYesf9t33516zmc6bvcOMm9GURR/bN68maeffprLLruMww47LGG9lMtfetR36iZ1u7vEp3MMZz6puIWdG1t85sSIz2AwyOHDh1N28CAHDhywXP8VFZYVc/duy3L5zDNWwM6IEdH9JWPCBPjNb+CttyKpjOIsn4FA1FxU59wD9v5XX3sNYwxz5syxdjriGOelh+Vzzx5YsABmz44//1jLZ8w5JLV8uvtJVOYEPyVaXrQFcf+RyXZaJNLFdodPBD4m/bVGB9rPY8uj2hhj6oEyIC50XESuctZEbTP/KtqK+HRI1/KZTrtk7/lXvmKl/fj97xtST3m1i7nYNeqYiqJ0OP74xz/iJGpPJSZjUyelsnyChxvdKrS2MZZCR3yGw+HEwTdWR2BM1I3aGdPQIUOora3l+eefJxgMkv+b31hic+BA+NKXLM/S5Ze7GyY8B/ex+Pa3LevjzTfDJZfAa6817LcG33A9dqWBcs7jxZde4sQTT2yY1hBj+Yxzu4MVYBQOW/M8vcaUgkiNZHEDseTnW4FXrqU/W/terJbPJkREugB/B240xhxMVtWjzCQpT9YmusCYh501UduMYdQRWm1FfKZr+czU7e5V9qtfWRfn3/8+utz9TzcY1IAjRVGSYoxh7969VFRURJXX1dXxyCOP8OUvf5lBKaY6pet297J8RkghPmtra8l1VhfyEj9237FzPkWEoqIicnJyuO+++wgEAuS8+y4UF8PvfmfN33zrLWt6U/TJJTvxhjH89a/wne/A+vVWYNKqVQ1tg8G4DCVut/vGjRv5zrnnWmvau84hbLcPuMewZQv893/D//yPFQg1aZL3mJKcQ8b3dBEryt99Pq2MWj6bCBHJxRKeTxlj/mEXp7vWaKn9PLY8qo2I5ABFwL6mP5NmYNMmyMuDPn1aV3y611dvLlIJwv79Yc4ca5L5hg3edWL+aWd8LEVRsor6+noOHDhAOBympqaG6upqKh3hY/Piiy+yY8eOSE7PVGIy3TmfkMDyGQp5uqmdCPn6+nry8/PdncV2DriStLvEpwB9+vZl2bJlfPzWW+R+9hnmrLPghhvgG9+wrKB+XNJex+7TB37xCysIqEsX6/r88cfwpz9ZuTT37oX582HNmsj75Jxzl5wczr/jDiuFU3195N5iHCHt3Gv27YOLLrKE7qRJ8OSTCacdJBu/iCS2fHqdmxfOHwC1fLYYzRntLsCjwCpjzP+5dqW11qjtmi8Xkel2n5fGtHH6+i/gLdNePrlNm6yVjVr7H1dBgXWhyfGZdSvW8pnqn7S7brL6N95oXQDuuMO7n3RWOUqnnqIo7ZqamhoqKys5ePBgxOJZX1/fEIADPPjggwwdOpRZs6wkKn7Fp0OjLJ8ebmr3MfLy8rA7iO/csRYeOGB5iDZtahB69fX0+e//5vJu3Vjwm98g9fWYmTMTZwdJ5VaObWOMlXLp/vth0SLLFf/Tn8IZZ1j5QufMsXJxhkLkLFhAl5kzYeVKru/encDOnZZI/f3v4b774KyzLLEJVs7PhQvhnHOgtBT+/ncr5dNJJ6Uek+s9iTq1ROfkVw74vf81Mx3J8tmc7/ixwDeBz0VkqV32Y+BO0l9r9FrgcaAT8Jr9AEvc/kVE1mFZPC9qxvNpWjZuhKFDreetHXDkXPzSIRONn+zi17+/Ndn8uefggQcsIRo75xOsC3hstKTXuNId36FDlpuod+9W//erKIp/HMHnWDs7depEVVUV1dXVFBYWsmbNGubPn8/cuXMjQrG5LJ+eAUexbmo74MipFyU+vSx/9fXItdfCe+9h3ngD5s1DBgyAt95CXn2V3/TowQOLFmECAULTplkWJZ9zJePwanPBBdb1MRiEUaOslem2brXyht55Jzz9NF3mziW4bh1897ucVVYGU6ZYKym5sgp0euQRuOYaS7wuX24JvrvvtuanJsKn5TPp+J1+ktHGLJ+pFjbIBppNfBpjFuA9JxPSXGvUGLMYKPYor8YWr+2OTZvAXnqstb/wadGYaPdU7U8+2YrQ/Phja33e2Dmf4N+ime6Ft67OSrnRBiadK4riH0coBoNBwuEw3bt3p6amhpqaGgoLC3nooYfIycnhiiuuaHz0epL67qCbKLd7Xl7cHEmnTV5eXnTfsUJq+XLLG/Tee3DFFfDkk/S84gqqX3rJcoHn5tJz/35uANYUFjKkc2dyrQNEXQNDoRASDkfPt4zFy/LplF92GVRXW+72ceOsc9q+3UqPdPXV5FRWsuGkkzj87bfpAnDPPTBjhlXn4ovhk0+QBx+03PQrVsCDD1rJ7Wtr07PGxr5HzlAT9+CPNmT5BDqE+Gwbs2w7GtXVsGOH5XaH9il2/Ljdnf1+rJEiluAMBuGNN+L3Oxdvd968ujrrH7nXuIxJT4A6dd39K4rS5nEEYu/evenduzeBQICCggKqq6s5dOgQjz/+OOeddx6HHXZY2mLSzywut2BI6nZ3XgM54TCHAQWOxc3qwNouX25ZGwcPhmnTrHXOv/99+H//D3PvveR//DGFl1xizbn87nfhiCPoCrxcXs4rr7ziDCrqj3p5eTm1NTXJRVoqY4FzDjk5Def0gx9AZSW1Eybw7IwZcP31cOyxlrAcNMhy13//+3DbbZbQfOUVaxWjq6+GXr3ij+E1psZYPv3ep9qQ5RM6xhKbbUPudzRK7cxRg+34qvYkPtOJdnfXT/TaXV5UZK2u8frrcPvt0fu85nxWVEBVVfTKHbH/3NN9b0OhhguRoiitTn19PSISn5zcxhhjRXu7rFcFBQUcOnSIv/3tb+zbt49rrrkmUjcVKZe/TFLfGWNkxSJjEorPIJAfa3FbsMBKj5SbC6efbrmkZ86MpAMy555L2YYNFN15p/VH/bLL4Kij4KqrWHPYYTz4ox9x3nnnWRZO17n6EjPua7uXxTEvD/r1i15v/ZxzYPlyNkybxvY334Sf/9xyt8d+VqNGWfP6P/4Y7PXeM44b8CDhXnvZ06RTtSD6M2pF3H9ksh0Vn62Bs3RZW1ndKBMysSqmsnyCdcH92c+spMNuUeklPp0LS1OOUS2fitJmCIfD7Ny5E7DWBO/du3ecCI3KlWmTn5+PiPDQQw9x5JFHcuKJJwJNMIczQX1nWcQo0eBcq9zrrTvi036d64jPd96xrIPvvw9jxlh5L4cMsbw7u6yEMMY6ASquu45OQF5dnZXT84oroH9/xq5bx8Pf/z6LFy9m6uGHey5/mSh3oX0iqcuc8ToGgUAA89vf8sKvftWQvzPRe3XnndYylrF/7v2KzwRiNanl07lH+HGrd+3a6gK0I1k+W1/qd0Qc8emsstFG5pv4Ip1od2e/3zmfYIlPY+Bf/4o+hnOxc/8oQ6HkSYUzEZ8d4EevKO2FmpoawAoiqq+vp85jFRqv+XGBQICSkhIWLVrEt771rTiLUrpu91Tz75wo5aj67rXWY/48iyOKjLEE0vnnw9q1cMst8MEHnlOywoAJh0GEup/8pCGYJxiEs87iy2edRU5ODv/4xz8a5nyGQrBvH+FQCCGFRc11ba+traWmujq5m96+HhtjmDdvHgMGDIgbs2f/Dn6uz+laPmPrOamu/HjAunSJNni0Au75xtmOis/WwBGfvXpZ/wJTuQTaIpm43f1c+CZNspINP/hgfP1AoOGC7lxYvfpNd2qAu65aPhWlzVBdXY2TUB0sF3wsiYIz/vKXv1BQUMA555wTt6+pxWdsfkZx/+n2EJ9R164PPrDSEN1+u5Vw3T5XuyOrGtbylFHjiZlW1KtXL4499lj+/ve/Y5w5n9XVUFVF0D5u2M810RhqamqoT3UttI9RUlLCwoULmTh+fOq+nXN2b9N1uyezfMZSX9+ujDteOWOzFRWfrcGWLZbVU8Ra4qs9kcn8VD+WT6dcxJoT9P77lvXTvc9t+UzkcnfmWEFmVkwVn4rSJjDGUF1dTUFBAYFAABFJKD4DMe7Sbdu28dRTT3HeeefRqVOnSM7P5oh2d/bHBSjFem6gIden2/L5z39a8yntqQExHTuDwmBbPt3jcY0rJyeHM888k3Xr1rF3377o40Bals9wOGzVT3bStnX1b3/7GwBHjxuXrHZiy2e6bve4KkmSzLcz8amWT6V52by5Yb5nQUHrjiVTmjra3d3vlVfC8OHW5HW3gHSLT7dIjL3gx6Q18YVaPhWlTVFfX084HI7M38zJyfEUn7FzPlesWMH06f+/vfMOk6uq///rTNm+m91ssikkhAAJJRAIiTEQ4Auho3SkSvmhhKKCFEEFARURBJQmQUAUaQIiEAnSQmiCQKgpREiAFEI22d532vn9cebM3J2dcmeTnW2f1/PsMzt3zj1z7szcc9/3084sAH784x8DZCU+E2M+3ZS8SSxM38XyaTbE56/Euetf/zLCs7g4ZYKm8npjcaVd9nVQWFjIwQcfjFKK5Z980lV8urF8OoRe4tr2qdrrSISHH36YmTNnUm4ttpk+Lxelk5KNKV37pKOMRMzfABKfYvkUepc1a0yguFI9K/DeH+hptnumdlqbz+SXv4SPPzYuKfuac31350UomXs+3RijrqguSMynIPQrOjo6AJO5DqQUn06BuGjRImbPnk0oFOK1115jt6grOFF8psMmEEUSrYwZ9umWcJR4g55MfH72mal9ecQRXdvGO47tqzyeWLJQKsvn+PHjmTlzJu++957ZaGNktY5ZMlN+Bo6+7FrtmcRqR3s7n3zyCccdd5wZmxshGX+T5NuT7ZPB8tmtT4h/zgNQfIrlU9jyaG3E5+jRxuXeEzd2X7I58ZQJMUpJ+7Ucc4wRm2++Gd/mXKIulYXSjeWzpcWszpFsjMmSmARByClaa9rb2/H5fLHsdp/PRzgc7nZhtm73Bx54gEMOOYStttqKt956i2nTpsXKL2Vj+YS4JTNby2eX9oniyus1N81OAf3MM+bxiCNSzzseD3i93cVnkvbFxcUce+yxfP7FF2ZD9LhV9E+TPG62yzgT3O7hVHOtx0NnezujR4/muOOOS94mGdl4wjbH8um2zFI/IvHGZzAj4jPX1NWZwuhjxgxcqydk53Z3Q+IkU1IC06aZunBKmTjZDRvMa5FIcstn4phSncCONZZTvi4IQp/R3NxMMBiktLQ0ts2KUKcYqq2tZcmSJfz85z/n9NNPZ++99+aNN95gQnTpYnsxt4KrJ2LSDU6XeLf+7fOCAjNvWa9Le7tZN33vvc1Sy6luzisqoLS0S7+x/xLaFxQUcNRRR9EZCHQdgmNcKcWnJcGCG0joy7J+wwby8/K44IILKCgoyPy5Js7xbq4hTkNCtpbPbMos9SMSQzgGKyI+c43NdB87duBZPaHnCUduxapz8thrL/jwQyPWDzwQTjrJbE90XSWSyfKZbCJzPh8CJ74g9FcCgQDNzc0UFhZS5Ch9Y62YoVCIjRs3cv755zNq1CgOOeQQ5s2bxwUXXMDzzz9PRUVFbB9bnN4pWHtsyezsNMtFJpkfnGtyx0ic8woL4/14vXDvvaa/3/42vk+ysRUUgM+Hx+vt7nZPQClFZWUlk3bYoet24pbPlpYWNm7c2F1UJsR8eqKJPJ2dnUktzi+//DKFBQV876yzYu+RlTGip9nuSUhp+ewnxeOzoVts7yBlYH0rgwErPrfaasCdFEBmq2Ky9tm4V5zstZdZku2660xc1AcfwPLlcctnosh0ljZxPk8klfi07hlJOhKEPqM9ahksLy/vst2Kz3/961/svPPO3HPPPcydO5e7776b119/nVtvvRV/ktXJnOJzs9zooZCZe5LUGrVZysFgML3b3VY3aWw0Vs/DDjOWT2f7FCil0sZ8Oscyc+bMrvsSt34GAgGCwWAsptbxBrFxWLe7UorW1lY2bNhAsyNU6aWXXmLx++8DdLlBcGWc6GnCUQqxmtbyOcCsniCWT6G3cIrPgWj5tCeznYCzdbVkivl0Th6zZpntN9wAw4ebmqj/+IeZVLSOjyXZZJZO9CY7sUV8CkK/IBKJ4PF4upVP8ng83HXXXZxwwgmMGzeOjz/+mNtuu43DDz+cadOmpezPxopC9uIzHA53F5NJ3NaFhYUopboWwU82/1jr5wMPmLjzX/yia9sMQiwmPjOMfedddokONdRlVaP8ggKqqqrw+XzdC/YnWD4V4PP7KS8vJy8vj9bWVrTWhEIhfvzjH1NgRadNzEozpm7vEX0f1+1dtNWJ7cLhARXvaRHLp9A7rF1r7n4rKwem+IwGv2cl0HqSnASm2PLOO5v3Ovts+Na34MknoaHBvJ54V5sYlJ5KZKaKH7L9ifgUhD7Dis9E/v73v3Pttddy1FFH8d///peddtrJVQKR1+slEolkFcNZVFQUE1puxKfX66W4uLjrWJIJysJCMy/dfz/suy/stFPXjrIVnyksn9b78+W6dbR3dMTaez0e/H5/evFJNDFLKTweD8XFxZSVlRGJRGhra+OOO+5g2bJlHHvssaaxnWfdzvPZxHwmWj6TtE363YfD5i+JJby/I5ZPoXdYswbGj4/XfRuIZHNCWwtkTyyfYFzvSsE558AZZ8CmTfD44+Y1m7CVreUz2T52YkslWgVByAlWfGqteeWVV/j+97/Pvvvuy5lnnsmsWbO47bbbYuWXrJhMJlYtzkQlt5bPvLy8WLJTNzGZ4ua0pKSke/vE9/J44L33YN06OPPM7DK/o1RWVsaPN8mxeL3eWAxkS3s7NbW1tDQ1dRmP3+8nHA53FTlJ3O6WvLw8/H4///nPf7j88ss57LDD+MY3vxlrHwsJ2NIxn4lt3bazwnoAik+xfAq9gxWfMDAtn9D1hN7S2e5OtIYLL4RXXzVF57/1LZMBf9FFcOutqWM+Ib62cSLOyTYxOUCp7K26giBsUSKRCNXV1ey5557sv//+PP744yilOOOMM3j44YeNuIqeu24tn5Cd+AQoLS0lPz+fvMSb3BTZ4l6vl2HDhlFoXetmYN0bzptnFhk56KCs4x8VUJCfn1aMeaKrIQFsv9NOdHR28kE0PtNiY2OT1k11WjKj47EVA+bOncuIESP43e9+F3tNO4v890bMp9OQkMbyqZ2vWfE5ACvKDBXL58CLxh3orFkDc+aY/weD+HRDhhptKduCCU+YMiX+vm+8YQTpjTfCrrvGP0vnvuksn+m2ifgUhD5n2bJlnHrqqbS0tHDPPfdwyimnxJJaWlpaaGxsJBKJxNzpkF58Omt9JluKMxVKKUaMGNH9BRtznuQ9rfUTSN7mzjvNssG/+Y2Zz3rqgk7c5sDj8RDBiLGS8nKqRo9m1ZdfmqLxGIuTFZ/BYDAurq2Is4Le0WcgEOC0005j/fr1LFiwgIqKCsJaGwFhBb3bGM5srb2J3rNuLyexpgYCZi4fgN5F5xKbbm+UBiID75sZyASDsH59fGnNgfrD2hy3e7p20N0amUhREfzpTyZW6oYbktfsTOc+T9e/iE9B6FO01lx55ZWEw2Heeustvv/973fJpk6s9ZnNWu3WytfjC7pTNLmxTNn2L78Mxx4L3/0u/OAHcOSR8JOfZC/EXCbr2ONtHzYMCgspKS1lys47A/DEE08QDofxRpfr7GL5TCFug8Egc+fO5eWXX+bee+9ln332ARxLQDoFfW+43TNYPpMSDA5IqyfEf5+D3fop4jOXfPWVOYm22so8H4B3ZYARaG7dLImvZ4r5dIPHAz/7GSxbBi+9FN+eaBFw63Z3trNLeA6BmBtB6G+8+uqrvPXWW1xyySXsEs3YdpJKfKazZjprfW6WNSmxjE/ia8niyBsa4NRTYdEieO45OP54eOwxcwOfbI7K1m2dKuGI6NKY0dfHjB4NwDvvvsthhx3G8uXLUyYdaUf2elNzM/vuuy/3338/V199Naeffnr8O3DMn64tn87xp7Aed8Ot5dO2s3WgB2C8J3S1fA5mBqj6GaA4yyzBwLV8KrV5rne37dJNTiefbOJAb7ute7alTeZya/l07icZ74LQZ/z6179m5MiRnBUtXJ5Iovh0u/661+s1ZYc254KeWMbHSXu7KRifOL9cdRXU1BjxWVNjkiVtrc/NKTvkwvJpPxvragc4+uijeeedd5g6dSpnn302ixYt6m791JoNGzbQ2trKQw89xPLly/n73//ONddcA8TDGIL2M8gm5jPxmN2KTzuXuwnbssXzB6j4FMunsOUZ6DU+nbg9sdOVHUnXLnF7Ij4fXHqpWQFp0aLu+/h8ZsJKPIFTJRzZ/WxduExL0AmCsEV5++23efnllzn33HO7xk46sMIq27XaCwsLCQaDXet2ZovWqeeHQKC7O/6554zY/PnPYffdu/eXzO3uNuYzQwKOc31wTTx+c/bs2axatYpLL72U1157jRNOOIGqqioOPPBADj74YGpqa1n40kvMmjWLSDjM9pMmsXTpUk488cQu/Xs8nth3oKLbemRgcPNd2OTRDJbP2KsDONkIxPIp9AZr15rHMWMGrsvdUlwMZWXu73SzDUZ3s8+ZZ8KoUSb5KLG9tWAmc48lkuh2B7F8CkKOufXWWykrK+PUU09N6UZPXC7TutEzCcri4uJYks1mJXHYOseJ84p9bsVnXR1ccolJlrziiuR9Zet2T/ZaivbOjGmN40KvzPKbN9xwA2vXruXee+/lgAMOoKmpiebmZtra22lvb+ess86ipKSEgw46iPG2OosDr9dLOBIxGfjOUIbesHw6vViZPh+tjfgcoMlGMHQsn5LtnkvWrIERI0yh4YFuWfP7s3NruJ08siE/H849F375S3jrLVOGyfbjFJ/OO+BMbncRn4KQc7766isef/zxmNUzU91Op9vdjZhUSlFeXs6mTZtcZ7t3w4oln6/7/G2tbXYuuegiqK2Fv/89vQUu28xv2zZDe2clgFQSpqSkhLPOOotjjjmGjo4Oxo4dC9XVjJ0wgRkHHZS2bqfP5zNrw0dd4p5Upe1Sjd/5mAkrPt1ku8OAXdnIIpZPYcuzZg1svbX7O77BQDaWz8R2mT4npUww//DhJnvUeUGw4vOvf4X58+Pb0yUc2Sx5j0fEpyDkkLvuuotwOMzcuXOBzEXjs10uE0yh9BEjRsRWIsoaO0/4fEZs2ufO8B6t4fXX4W9/gx/9CKZOTd1fTy2fLtzWXSyfadorpfD7/WhtltR0jindpxpL4FIq7nbPNH77ek8SjtJYAX0+HxUVFXi83njowwAWn7EwAhGfwhbDKT4HqEsga9zGfNrXsp2Mi4rguuvgP/+Bm2+Ob7cT1kUXwVFHwQ9/GK/PZ0n1XlJuSRByQnt7O/X19fzpT3/iiCOOYMKECYA78WkFUzaWzPz8/FjSUtZYsRRdXYnOTvPovOkNheDHPzbl9H70I/fzXTYxn872KXDGZGaSMF3iaBPn4BTjiX2GTvHZk3JRbt3uYObzFO2LioriAjgcHtDXVxGfwpbHis80J9GgJduJye0+ACedBCecANdeC4sXx/tZvdokAnzjG/DHP8JTT2V2u4OIT0HIAcFgkLq6Op5++mk2bdrE3LlzY250NysW2bXac1aI24ol60ZPJj4ffBDefx+uv96EV20hMdltHMn6cGAtn1prU3IpTfsuFQSir2f6RG3Ge0RrFI6bBTffRU8SjsBdbVXrnhfLZ79HxGcuiETMWr5NTeaOWNzuqdtmc8I5XT133WWE/RlnwEcfme0rVpjHO+4wbZYsyVx+CeLic5Cf/ILQV2itqaurA+DRRx9l1KhRHHLIIbF13dPhFEtuYz63GDYsJy8vufi8806T2X7yye7ChhLjN7PNdk+BM24wk2RLLF9FVFCmG4/dJxQO48FUE+iR5dMN9vfgEMcp+7bHMIAtnxYRn8LmEQ5DdXVcCI0fL273dGQT82n70xoqKuBf/zJu+MMPh8ZG85n7fLDdduZzX77cveXTxQQvCELPaG5uJhQK0dnZycKFCznppJPw+XxZi88+sXyCSXYMBs3NbChk5vOvvoKPP4ZTTonP79laPrdAqSXoWuszW8un0hpPhs80Zn0GPNEKBBnHb8k25jOba6XtewBfX63lX8SnsHnYCWrTJvN83Dhxu6ci25jPxL633hpuvx02boR//9usgLT99sZCMXEirFzZ1SWT6r2k0Lwg9BqhUIjm5mYKCwv517/+RTAY5OSTTwbokfjscfZ6tjjnC1sovrPTiE+/36zZDmb5TNve7fzVk7CkNDjjOLv0nKQPK3a6uN0zJBB5PB6UUkQAb7beLUtPxKdbMT+A3e6AiE9hC2DdvBs3msexY83jUBGf2SYcOenJZPaNb5hyVgsWGPG5005m+3bbGfHpDEZPVfJDCs0LQq/R1NQEQFlZGQ8++CBTpkxhxx13BNyJT6ewyqnb3SmW8vLM/01NZp7w+Yz4nDQJdtghu7kr2xjILCyf4XA4o9vdFo2PWKOIS0Hv9/tRiSWWejPmMxPOvgaw5RNEfApbAis+P/vMBKBXVprnA/zkcI2dENwWzN0cyycY4XjoocYFv3Yt7Lij+awnTYKWFrMEXuJnn8ztDmL5FIQtTCgUor29nZKSEj799FMWL17MiSeeGFtj3I34tIXmg8Fg37ndlTIl3mxseFubqTV82GHxtrZdKrKI4ezWPnFbAl2sw8n6SNI+5naHuNs9zfiHDx9OQWEhKtVNfKpj2By3u9vvWiyf/Z4hooD6ECu63n0XdtvNfezjYMNaEdNdWBKzzHsymYG5ADQ2mv93392sxLTDDub5ypVmDLW1MGuW+bv5ZujoiH8n2WRXCoLgGisyCwsLuf/++/F6vZxwwgmxddfdutGLi4vpjCb85MTtnmzeLiiAqipj9bzpJjPH9UR8Zts+i4SjQCCQsdQSdK2dCpmz3e0+nsQQJjcx+ha34kopd9dLp2Ae4NdXEZ/C5hOJmLigDz6A6dPjImyAnxyusccZDJo4qXR3pMnWY89mMrMcemhcQM6ebZYCnTTJPF+50vR/3nnx/6++2iyF5+xTKRGfgrCFCUXnP6UUDz74IIcddhhjx44lHA7HXnNTh7OkpISCaL3NnGe7W7Q2C1jsuSf84Q8m1nOPPVK3T9VXttnuLvr3eDwUFhbS0dGRleWzR0XjIfu50gpot99dNjcYA9zqCSI+hS1BJGKyrINBE4/oxgI4WCkpSf964nrsbk++RMvn8OGw117m0cbYjh9vwh5WrTL1QN98E265Bd55x4jPp5+GX/863qdzPWE3BIPipheEDIRCITweDwsXLmT9+vWcccYZsZqRgUAAcGfJVEpRUVFBcXEx+Tb5pzdxWvY+/dQsWrHHHnDccabCxgsvwL33do8n35Jud+dYXLQvKyszIsZFl1bwa+jqds9EovjM1liQrfh083kOgmtrtuJTKTVeKbVIKfWJUmqZUurC6PZrlFJfKaU+jP4d7tjnZ0qplUqp/ymlDumFw0iLrO3e20QipugwGMunFShDzfLp9cYzRFORLNbSbakl6HonfeutsH59/LnfD9tuC4sWwZdfmjp8J51kXrvoImOZvvZauOwyczHJtFZxKGQK2BcVmec1NUbclpenH68gDGFCoRBer5frrruOMWPGcMQRR8SET0NDAxAvYJ4Jj8dDea7ON+dccOaZ8OGHMGOGqet59tnmxrmmpusym7DFEoi6vJYYe5oCn89HSUkJLc3N3ftIICY+o+NwE/PZbUzZ4FasWoag5TOSnTU5BFyitX5fKVUKvKeUejH62h+01jcl9L8zcBIwBRgLvKSUmqy1zpkFZeDfIvR3rPjcZpu4FQ6Gjvi0k0ZJSeZj7qnl04l9jz32gG9/O77d6zUZ76tWmRjQK67out+3v21E7/Ll8X5SnfwtLaZ6QX19fMnOxHABQRC6EQqFeO2113j99de58sorY8tdejwevF4vI0aMwO/39/Uwu2PnolWrTGLRL38Jr71mwnfsvJUs/jwd2VQCce6ThaW0tLSUSpvkmoZYXdBov7GRZBpTYnx8tmJVLJ9JydbyqbX+Wmv9fvT/ZuATYKs0uxwF/F1r3am1/gJYCczcjCFnzcD/lvo7kQi8955JbHHekQ2CE8QVHg+MGmXiLt209Xi6ljjK1vKZCq/X1PoEc+GorOzaPlrqhSVL4mNJJibDYZPM5Jx0bT8iPgUhJeFwmHA4zHXXXceECRP4/ve/D5gLbVVVFVVVVblxofcEe44/8og59089tXsbp7ekt9zuyayfaZsr8u1a9GnGE8uOj85hrq9O2cZ89tRS6uZ6mVitZICTID6VUmqx429uqv2UUtsA04C3o5t+qJT6WCl1n1KqIrptK2CtY7d1pBerWxxxu/c269ebpTUTxedQsXxC3DLgtq21JrrBbekOr9es/56XB//v/xnrpXO/bbYxbvNM4tNuKyiA1lYRn4LgklAoxPPPP88HH3zAfffdR55dIx13SUZbnGDQVLkoLXXXPhIx4vPAA7t6sSxOb0lP6hq7vSZkk6jj7DvNnBpbsSg6fteWz2xjPi09dbtnW5ppgOLxeBLFp9Zaz8i0n1KqBHgC+LHWukkpNQ/4NSac99fAzcBZJC9okNMMp4H/LfVntDbLrYFJNupJvbKhRmK5pWzrfKZCKWP5vPBCI3ATRavPBzvvDEuXmm2pxKfdx1lixLYT8SkIKens7OTGG29k8uTJnHbaaX09HFObs6nJXaKg1mbVtDVr4IwzkrdJ5hLPxvKZrds9m2tIBvFma6d22KSvbPvtqeVzS8Z8Dm7LZ0aUUn6M8HxIa/3PaB/VWuuw1joC3EPctb4OGO/YfRywfrMHnQUiPnuTSMSssqMUTJ06dC2f2eDzxQs3u8Gt5RPin7/Hk3y/XXftavm0rzmxk6ztyxnrKeJTEFLy2GOP8b///Y9rrrnGdVJRr2LPbTcrmT3yiMlw33VXOOaY5G2cAqm33e6Z+k63XwoqKytjdTuztnxmKyaztXy6TYCCQWH57EG2uwL+DHyitf69Y/sYR7NjgKh1hfnASUqpfKXURGAS8M5mDzwLeu1bisYXbFRKLXVsG66UelEp9Vn0scLxWtK0f6XUdKXUkuhrt0U/ZKIf2qPR7W9H4xz6F1Z8br+9SbixgsXWkRS6k5h0tCVLd6T7/K343LDBZK0qZRKKfvlLU6fVkmj5dIrPbEumCMIQQWvNDTfcwM4778yJJ57Y18MxuBWfb71lQnVmzIAXXzThOclwuqCzLZ3k3N9N+2znGRfize/3M2zYMAB8bgWcbee2zFxP3fRuxmPn5EFg+bQJYFkI0NnAacCchLJKv4vqp4+B/YGLov0uAx4DlgPPAT/IZaY79K7l86/AoQnbfgos1FpPAhZGnyem/R8K3KmUsr+gecBcjDKf5Ojze0C91np74A/ADb12JD3F1vicOtU8zyZuZahiJ47oSiiucJth6hSfyfbbdVfzuGSJ+a5uvdWIzyef7P5eTvHpfF+xfgpCNxYtWsTKlSv5wQ9+kJsVidxgz1Wn+AwGzQ2oFVOhEJx7ronx/OtfoaKiWzcxklkye8Py2ZNV8ly2VdHvJivLp89nys5lMyb7+boVim6unQUFMHr0oBCfFrfiU2v9htZaaa2naq13j/49q7U+TWu9a3T7kVrrrx37/EZrvZ3Weget9b977SBS0GuzgNb6NaAuYfNRwP3R/+8HjnZs75b2HzUZl2mt39LmW/hbwj62r38AB1iraL+hvh5WrzZLPELc3dtfJt/+SG9aPm3fqdzuu+xini9ZAnV18NBD5vljj8X7cN6x2+xWp+AU8SkIXQiFQsybN4/S0lJOsrV1+wP2/Hfe6La3G2FkxdRtt5m4/RtvNBU70s0vzlCdnojPXii11O29srGuusXvz97yadtna2HN1PcgEZ5WygzmVY5yHXgzyipvrfXXSqmq6PatgP862tm0/2D0/8Ttdp+10b5CSqlGoBKoSXzTaFmCudH/t9jBZMQmG1nxCebk6GcauV9hhaFby2c2MZ9FRWaiTBSftp/Ro00JpoUL4YsvzIXogANMokFLiwmdcF5UbFKSiE9BSMlXX33FM888w3e/+12GDx/e18OJk8ztbkVnKATNzWbVs0MPNUtnNjS4E5NOb4hb8ZmprXOfniQcuQ31siIvm2Wg/X4zV7ppv7nic4hcO4eC+OwvJrhUaf/pygG4LhWgtb5baz1Daz0jp+Lzo4/M47Rp8W1+f3alh4YaSpmVkGycZTbZ7plOVI8nvsqSs187kStlyqjMn2+W3jzkELPiUUcHPPNM1/ew7RPd7oN4shCEnvDYY4/R0dHBOeec09dD6Yq9UQyH4+exFZ/BINx3nxGcV18d3ycbMZmpfap9MmG9Ldl40Nxe93w+U44um7CnniwKEA7HjQBu8HrNcsl2RblBjojPLU+1zb6KPm6Mbk+V9r8u+n/i9i77KKV8wDC6u/n7lo8/hhEjYIwj4ayiIn3ckGBid9zS01p5iRZTy8MPw3//C9dcA1ddBd/8prGIPv64eT0SiQtPsXwKQlq01tx3333suuuuTJ8+va+H0xWn9TAU6lpfuKMD/vAH2HtvU6PZjQhI5nbPRLaWTNs+FMrOiOFW6CllRF42lkan+MzG8plt+Flh4ZAJWRPxueWZD9giaWcATzu2d0v7j7rom5VSs6LxnKcn7GP7Oh54Wfe3b2rJEpgypXt9zyHiOugxzlVOtqTlM91+9n08HiM4r7oKJkww24891rjeOzu7t020Qoj4FIQYzz//PCtWrOAHP/hBbkOe3KB1XDiFQnGrZ0EBPPWUidf/yU/ibSH7BKJs5i+34tCK5GwsjqWlJqTIDV6vaVta6m5MXm/PYi0HSXxmbyDiczNQSj0CvAXsoJRap5T6HnA9cJBS6jPgoOjzTGn/5wH3YpKQVgE2K+vPQKVSaiVwMdHM+X5DY6PJdN9tt74eycAjm8msJ0H7dr907jGnW/3gg01M03//a/ZxWgWsu86Z/Z5Ic3P8wiYIQ4ibb76ZUaNGccIJJ/T1ULoTiXQVn52d8dCcu+4yS+5++9td98km5rM3EoicfWYjPr1e4053S14elJW5n0/tWLJJEB0iVsyeMBTEZ68FH2qtT07x0gEp2v8G+E2S7YuBXZJs7wC+szlj7DVaW02GdDBohIuQHTbus61ty2a7J7bLZDG1bvX/+z/z/8KFxpLttHxat7t1ayWKT63NKiqFhcadJQhDhI8++oiXXnqJn/70pxSmqo3ZVzhLpnm9Zq7R2oiuN94wXqs770y92EQyNid7PdsYTuhfuQN+vwlVyAaxfKZkKIhPufXoDVpb4emnoaoKZs7M3F7ojtP17oZsy4+4uVBYt3p5uSkwvXBhd7c7xOOXki3JacdkXfaCMET4/e9/T3FxMd/97nf7x4pGTpyubutejkSMy/2WW2DkSPjOd7q2zxQy1VPxGQp1tcJmag9GuPUny6GdrzMJSrF8ukLEp5A91tK1aJGxeva3SXegUFho3D6ZRGhPypUktkt1oXBaMg88EN55x7jQ7aTpjPNMJT6dS2+6WcZPEAYB69ev55FHHuG0006jvLwcb3+zcjnr9RYXw6hR5vnvfw/PPw9nndVVSLm1fDrnjGzEJ7hzi9s+e5Jh3pvk55tC/NmIz/72m+hHiPgUsicUgtdfN26cI4/MLnNbiOO0SGRqZ+nJiZpOtDrF5AEHmO/2zTfjbZ37OLPfk/UPXZfpFIRBzO233044HOacc87B4/H0z2QjiN9ArloFO+1kEg0PPhi+//2uN4s9ieF0296SjeWzv4lPyD6RViyfKRkK4lPMcluaYNDcOQ8bBkcdlV2Qt9BzepJw5NwvGU4xuddecZdcezscdFDcWmLbejzdV/pIFJ8lJe7GJwgDlPr6eu666y6OPfZYxo0bR6Q/VoBw3nRGIsbS6fHA0qUmrru+3pzndk5xO7fYUJ1sRYPfn51464/i0w1i+XTFUBCfcuuxpQkGjXVszhwRnrlgcxKOILPl075eUGBWO/n8c5g7FyZONPVbDzgAfvYzE2qRzu3u80ncpzCosRfKiy++mObmZq688kpCoVD/i/eE+HkZCMAvfwmvvWbqek6ZYrYXFJhz1emtcGvJzDbbHdxfK/qz5TNbxPKZEhGfQvasXg1r18I++/T1SIYWPV3r2I34tG0uuQQ+/NDE886bByefDOPHm8L0s2bBu++mXvHIXsyyWTlEEAYIjY2NVFdXs2DBAv76179y2WWXMXXqVMLhcP+L9wRzLr76KkyaBL/6FRxzDJx5Zvz1ggIzJ9hlI3vb7e5WTBYUmHCk/viZukESjlwxFMRnP7wlHcBobcp0AOy7b9+OZajQ04QjS7rkAGfdPq83Xs9z+nTYbz/jYt+wAT74AC68EI4+2izJ953vdN0X4paNRLe8IAxwOjs7aWlpoaOjg/PPP5/Jkydz1VVXxdzt/VJ81tfDRReZYuoPPGDCaBJjuAsLjfgsL3d/c+v1xuuF9obl0+8fPFbP/hYH3M9QSon4FFwSicDbb5u4PikunxsSRV62+6U7uZ3Z7FZ8Orfbx2nT4JVX4NBD4YwzYNw4mD27a//W9SjiUxhEaK1paGjA6/Xy8MMPs2bNGh577DHy8vIIRRN2+qX4vPJKqKmBZ56Bb3wjeZvCQpM42tHh3pJZUGAEq9vSSTZWvD+GJvQGiWXqhJQMdvEpv4AtSTBoxOesWUNnMukv9LTUUjrLZ+KSmYltnXX/Ro+G554zheTPPTfuXnfGfDqfC8IgoKWlhVAoRFtbGzfccANHHnkke+21Fw0NDbS2tgL0j5jPxkbzB8bS+Ze/wNlnm/q9qcjPN3OAM/EoE9lWNyktNTVFh5IVUKmBGzaQQ0R8Cu6prob//U/iPXPJ5tb5TLdf4pKZydo6raBVVSYpaelSkxVv97EiNVlCkiAMUMLhMM3NzSxfvpwjjjiCYDDI73//e0pLS2lvb6etrY3i4uLcic9wOPkytoEAtLQYEXnnnXD66WaOvvTS9P0pZayXtuSS22x360J3274/iPNcI5bPjIj4FNzz1lvmUeI9c4ed4K072+2k1hPLZ6Lb3bmfdZ8deih861tw9dUmoSES6dpG3O7CIKGxsZFbbrmFQw89lKamJp555hm22247SktLKSsrY+TIkZSXl+euxmdTE2zaZCycwaBxl4fDcYvnrbfCD34ARxxhlj8uKsosEP1+05fzPM6EXUp0KFkzs6GgQOpfu0DEp+Cet982d7Hf/GZfj2ToYa0T2bpz3MR8WsGYTKjawHlr2QS47TZTiumww0xmvHNJPLF8CoOAhoYGvvOd73DjjTdy0kknsXTpUg466CDAXDRLS0vJy3WpOXuetrTAxo1QW2sSAgMBY/G8/no45RR44om4Sz0TPYnVtsJKxGdyhg83wl9Ii4hPwT3vvgu77BK/8xV6n960fCYul5fK7Z4YRD9ihElA2m47OP/8uDB2Wj5bWiAaEycIA4mamhrmzJnDq6++ym233caDDz7IsGHD+npY5twqKDAZ7BUV5rGszAjRG2+Eb3/bVKPw+93HcDqThtyKSZ/PLDIiAkvYDER8Cu4Ih03JnVSZk0LvYkWdW8unvZDYGLFUcVdOa2Uyt3t+fldLhxWYI0eaC151NcyfH9/P9tXSYtyEg3hyEQYfjY2NzJkzh08++YT777+fH/3oR/1n6cxIxJxjBQVG+NmamL/+tYnD/OUvu7Z1M27nvJDNcZaUDI6SSEKfIeJTcMfSpaYsx8yZfT2SoYW9IIRC2dWOs+2CQXOBSSU+ndbKZJbPkhJjZXG2twLzkENg8mT405/iNUK1Nq+Hw+Yx2XrvgUDXdaUFoR8QCAQ47rjj+OSTT7jvvvs4/vjj+3pIcex55bz5DIXg9tvhySfh8svNcrjOc9mNl8TGcoO40YWcIuJTcIdNNurFeM9wOExLSwvhXk5aiUQi1NfXE0iWOZqCjo6OXh9XUrbEWsHpgt+dYjKdi945Bvs5KAXf+x58/DEsXBi/iDk/V7uCipP6elODUJKThH6C1pqzzz6bhQsXctNNN3HAAQfkPqYzHc5Y6ssuM0mf220HF1xg/r/44q7t3LrdIW7BFPEp5BARn4I73nrLBFJvv32vdN/c3Ex1dTWNjY1s2rQpVsDZLVprWltbaWhoyPiDbmlpoa2tjZqaGjqTWeYSCAQC1NbWUltb27cnSzblO5wXknTiM5nbPd1FKLGc0nHHwdixJgP+xhuN2LSfqdcbL2DtJBw2f3V14pYX+gVXXXUVf/vb37j00ks5+eSTqays7D/udoifc7/9rTnPQiGz0MeTT5r4axt/6UwezCaGE0R8CjlFxKfgjnfeMSvd9KBmm9Y67Y9Ma01TUxN+v5+KigoikQibNm1yJQzBWDJrampihZ9ra2tjS98la9vS0kJeXh5er5eamhoaGxtTtgdoampCKUUwGKTRljXJFT21fDoLxaez4FgxaddrziRwreXTti8oMBe/o482MWd77WUujqtXm3i0RNe7fS+/31hIk1lGBSFHRCIR7rnnHq699lpOOukkLr/8ckaOHNn/Vi2KRODpp01G+//7f/Cf/5hY66OPjicOOr0Sbt3uILGbQp8w2MXnEKxu2wvU18OKFaZ+XJaTstaa+vp62tvb8fv9eDweIpEIw4YNIy8vj7a2NhoaGqirq2PixIkUFRXh9/upq6ujpqaGYcOGUVJSkvY9mpubCQQClJeXA6ZMyieffMKaNWtYvnw5n3/+OVprvF4vfr+fnXfemZNPPpmCggIaGxtpaWkhEAgwcuTIbn13dnbS2dlJWVkZ4XCY1tbW2PhzcoHaXPFZUJDZkgnm4ubGWmLbO916o0fDo4/COecYAfqb35i/0083j4FA3PpqRX5xsalPGAhI1qzQJ3R0dPCPf/yD8847j/3224/f/e53DB8+vH9ZPC1//KMpGj97Nsybl7pub0/c7mL5FPoAe54NVgEq4nNL8Oij5nHffbOeoFpaWmhvb6egoACtNcFgkIULF/LYY4/x0ksv0e6wfBUXF7PHHnswY8YMpkyZgs/nY5tttmHPPfdMGX8ViURoampiyZIlrFu3jnfffZcXXniBNWvWxNpUVFSgtSYQCNDZ2Uk4HObnP/853/jGN9h2223Jz8/H4/FQVVVFWVkZJSUlMctoZWUl48aNo7i4GKUUHo+H5uZmgsEgVVVVub1QZbtqRnl5equns09rkcx0PM5VkZzWVYD994cddoC1a+HPf4Z774Udd4Tzzovvby+OXm+8wHU2BINGtJaXZ7bCB4Pm+PqbFUvoc1pbW3n88cc5//zzmTJlCvfddx+jR4/G0x9Xprn+evjZz0yC3+OPmwoUyfB6jTveeiWyifm056Mg5AgRn0J6tDZ32rvuatYJdjmhaa1paWmhqamJvLw8li1bxoIFC3j44YdZt24dw4cP5/TTT2fixIkopejs7GTjxo0sXryYefPm0dHREetrv/324/LLL+eQQw7p8oP97LPPeOqpp5g3bx5ffvklAGVlZRxwwAFccMEFbL311uyyyy5sv/32bNy4kWHDhuHxeGLid+nSpfznP/+hra2NYBoR5PV62WWXXZg+fTqzZs3iyCOPJBQKEQqF8Pf2hL05CUfFxZnbOMWkG1edszC93deZLevxwPjxJjZt/Xq45hrzu4kW6O5Sr9TvNxUUMl0oW1vNfqWlxgofDJptmWov1tYa8T18ePp2wpBBa01DQwP3338/l1xyCXvssQcLFiygqqqqr4eWnHvvNcLzO9+Bm24y1SdS4fUaT0Kykmnp8HiM90IQcshgF59qsB5YKrxer96iWdlvvmlcPTfeCGeeaQqMZ0BrTU1NDW1tbTz99NPcfvvtrFy5Ep/Px4EHHsiZZ57JzJkzqayspKysjOrqanw+H5WVlQAEg0HWrFlDc3Mz8+fP549//CMbN25k8uTJTJw4kfb2dpYtW0ZtbS0A06ZN47LLLmPPPfdk/PjxMetFS0sLjY2N5Ofn09nZyejRo5O6yrXWrFu3jlAoRH5+Po2NjXzxxRcEAgFaWlpYsWIFixcvZvHixdTW1jJq1CjOO+885s6dy5gxY7bcZ52Kr74yjyNHZrZkZkswaIpUV1SY2pweT/rvOBAwS/wNH24udvZ/u/BAdbWxvpSWmrbTp0NDAzz3HOy5pxGNDQ2mLExnZ/z/dFbMTZtMXzamzZZ0Gj06tWgNh83qL36/WZNeEDDx24sWLeL4449nv/3246mnnqLYzU1arnCWVHruOZPId/DB8Ne/mu3p5pumJmhuNudTdbXxDvSnYxMEBx0dHbS1tVFeXo7X641orQeVi0rE5+Zy2mkm0P2DD4zIcNZ8TEEwGOSdd97hkksu4e2332b69OlcfPHFfOtb34qtFFJTUxNzXW/YsIGysjJKS0uT9rd+/Xoef/xxFixYQFNTU8wdv+uuu7L//vszbdq0pBbISCTChg0b0FqTn5/PiDSiqqGhgba2NsaMGUNHRwd1dXVUVlZS4MgU11rz5ptvcsUVV/Dqq69SUlLCBRdcwJVXXklhb676tH59XGxtaReyFWnDhhnx6feblVPctPf7TcmkESPirkArFCsqTCznkiVw1FHmGKZNg733NqsibbONEb5OIRsOJ189a8OG+HsXFJgLam1tV9GbSGenGZtS5oIt8WxDHq01H374IYcddhglJSUsXrw4FifeL9Da/K47O+Hrr+GAA8wytm+8YbaFQkZYpsLe2FVWmn7sOSgI/Ryl1KATn+J23xyamuAf/zAWz4ICV8JHa83dd9/N5Zdfjs/n48EHH+SUU07pFhtZUlISK18EpHVfjxgxguOPP56zzjqL0tLSmEUzURwm4vF4KCwspK2tjaIMk3BBQQGtra2xBCOlFPkJsVVKKWbPns0rr7zCiy++yJ133sl1113H448/zvXXX8/RRx+Nx+MhFArR1taG1hq/309hYeHmxYYqlV32ajbYPoNBI+4yWUoSE5Ts+Cz2N2ItmVtvbX5Df/mLqQd6000mU/df/4rfyNisd7tyktO6q7XZXlJiLqS2X6/XXGxTiU8bRpGsOLcwYLEJjIWFhVnf8H3wwQccffTRtLS08MILL/Qv4Qlmvu3sNNbL4483c+78+ea3397uPiTGudytIAh9gpx9m8M//2nqNJ56qnme4QLe3t7OCSecwA9/+EOmTZvGkiVLOPXUU5MKr4KCAkpLS2OxlukKOufl5ZGfnx/LSm9ubo5ty0RpaSnFxcUZL1T5+fkopWhoaKC9vT32PBWzZs3ijjvu4LnnngPguOOOY+rUqTz33HNUV1fT3NxMS0sL9fX1tLS0dNtfa017e3vaEk9dyGZ1o2ywcZo28StdTVBnexsjarc5xwldReKoUXDLLfDqqyZ++L33TAzxk0+akkwffBAXiw0NXWt/JiYo2bIyRUXmQp3q83PG8MpqSoOGYDBIe3s7DQ0NsUUftNa0tbV1iRNP5NFHH+WAAw6gvb2dl19+malTp+ZqyKlpbja/90jE/G89D+eea6z999xjauiCuxso+7qdb3pQFk8QhC2DiM/N4aGHzCoa06eb52kms5qaGubMmcMTTzzBFVdcwVNPPcX48ePTdl9aWkpRURF5eXkZs0xLS0tj9T8jkQhlZWWurIk+n4/y8vKMbZVSVFZWorUmEomktagCMeG7zz77sHz5ch588EGampo4/PDDufrqq2lra2Ps2LHk5+fT3NzcTWRa1/6GDRtobGyko6MjdeC1reHXW3g8RvD5fO4yXu2SnMkSG4qKoKwsvs2Z0ASmKP2CBcbCefzxJp54//1h993NEoHvv2+SkMBYRD/8MB524MTerKRKFAsG4+8t4nPQYFcli0QiNDY2EggEqK+vp76+ntra2i43elprXnnlFQ4//HBOOukkJkyYwCuvvMLM3loiuKnJhHrU1rqr4tDaav6qq82+K1eaxKJXXzXCc/p0I0rBnG9uavDatqWlIj4FoQ+Rs6+nfP01vPwyXHFF/OKdIEwikQiBQID//e9/HH/88axbt45HHnmEvffe25VLTCkVK4OUifz8fEaNGhUrPO/G6pkt+fn5VFVV0dbWlnH8fr8fpVSsjNRBBx3EjBkzuPnmm/nLX/7Cfffdx957783s2bNjtUEnTJjApEmTmDFjRqx0k7XotrS0kJ+fn3xlFWtt7C1s35msnha7KlIyt3teXle3uTM73u83+0ybBosXG3d8S4u5AL/7roktfughmDULTjwR7rwTPvvM7L/11iaDfs4cc2H/4gtjrd1rr+6lZ7Q2bYqLTd8iPgcckUgEpVSXcyEQCLB48WI+/PBDamtrqa6upr6+nlAoxLbbbsvEiRPZbrvtyMvL45NPPmHevHksX76c8vJyrrjiCi6//PKMNYN7jNZGKNpzo77e3GC1t5vXEsNZbDhJfr5JKLzpJvPbHz7clCk77TRjFW1tNW73bCpReL1GfAqC0GdIwlFP+cMfzHrBK1aYhJJgsEs5jlAoxKZNm3jxxRe56KKL0Fozf/58dtttN5qamlJmlg8mmpqaaG5ujq3UMHz4cAoLC/nqq6+4++67WbBgAe+//z4ej4f8/HzarEUPmD59Oueffz7HHXdcLI61ubk5eRyrjffKz6ejo4OmpiYqKiq2XJmnujrzHs7EoUztbXH45mbjGkxlWQ6Fumbefv21idO08XbhsLnAlpYa688dd8Cf/mRqhe64o1m7urHR1Jr98MPu/Z9zjmmzejXss4+5UDsz+JubjQUoXRKV0G/o6OiILRoB8OWXX/Lwww+zYMEC1q5d28WDUFxczPDhw/F6vbFqFU5mzJjB3Llz2X///Rk3blxGb8Zm4UzE83rNOeKsY5uYLBgKwZdfwgMPwM03m/PpRz+CX/yi67lRXR1fDcxN9npLS/cbQEHo5wzGhCMRnz1Ba3PhLykx8XkbNnSplxgOh1m1ahVXXXUVjz76KLvssgt//OMfmTRpElprPB4Po4dI3bj29nYaGxtjsaWJdHZ2orWmtrYWpRSrV6/mtddeY968eaxevRqA8ePHU1xczIgRI9htt904+eST2WuvvbpZQEOhEBs3bkRrjVKKESNGpI2VdU1Tk3F1jxrlLq60ocG0LyoyjzYuLRlaG7d5WZn5Pa1fb4RmWVny9i0txm1ZUwNTp5qY46YmM7ZnnzX7e72mluiTT8Ldd8f3nTkTXnzRiM36elNiqbHRWKIylVsKBs2x+HxSnqaP0FqzYcMGlFIUFRXx5z//mUsuuQS/38+3vvUtdtppJ8aOHcvee+/NDjvs0EVMhsNhVq5cyYcffkgwGGTy5MnMnDmzSxWLXl0QwlZXqKw0HgR7Q1dYaB6Li414jETgtdeM6HziCfP7PPpo+N3vYNKk7v02NsZjONNVdxCEAYyIz0HAFhGfL71kioLfcosJfq+pMWKhtJRQKMQTTzzBRRddRHV1NT/96U+56qqriEQitLa24vV6KSws7F0rwwBDa83GjRtRSlFVVUVzczP19fWsWLGCd999l08//ZT29nZWrVrF0qVLCQQCTJo0iWnTprHTTjux9957M3HiRFpbWxk+fDgjRoyIJVzk5+dTVla2eSLU7bruluZmIwh9vngJqHSsX2+Eamlp3DqUyv2ZeBG3QjeZwG1uhuefN2OJRMxKSrNmGXf98OFmn8ZGs/+YMamPsb3diAWQ0kx9iK1iMWzYMG655RZ+8YtfcPjhh3Pdddcxfvx4vF4vLS0tGb0q9fX1tLW1UVVVRW1tLT6fL22ZtS2Cs35tXZ35Xf73v8ZyuXat+d1rbX6LtbVGjB58sLF27r9/6n4jkfi+bj0TgjDAGIziU2I+s8GuNHPbbebi/+1vm4s3EABq1q/npz/9KQ888AA77LADTz31VJfg/V6tdTmAUUpRXFxMY2MjwWCQjo4O8vPzOfjggzn44INj7bTWfPXVVzz66KMsWLCAxYsX849//KOLq7GsrIxp06axxx57sMsuuzB58mS23XbbzVsa0GaQu8VaPEMhd0kNtoanM3M9FTaUwK4H71xJKVnbPfeMC9WyMrOe/IwZcMQR5nG77WDbbc1Fu6PDWEATwxU6OowoLSszAiIQkIt8jtFa09TUxPz587n55ptZtWoVJ510En/7299oa2uLJRL5fL6M4TxlZWV0dHRQW1tLOBzuvThPJw0NcPvtxvL+/vtmW2kpjBtnbs722MOcNwUFRnTus49pk2mRCo/H3KjZeFJBEAYEYvl0iy34XVNjEkJ+8AO48spYzNJbX37J//ve9/j000+56KKL+M1vfiPWzSwIh8Mxl6LWmtLSUspSuJ5tLcP29nb8fj8ffPABn376KW1tbaxevZr33nuPjz76KJZ8NWHCBL773e9y6aWX5q52oU2q8HgyLzxQU2Pal5UZq08mC051dTxOc9MmI4yTWa4iERNDGrXKA7BmDfz858Z6X10dbztyJGy/vel3t93gN7+Ju/43bjTHMXy46c+6SFMRDBqxYYvjC5vNs88+y09/+lOWLFnC7rvvzrXXXsvhhx8eO19CoRCdnZ34/X5XyYbt7e3URa3Zo0aNwtdbmd9ffmnikf/wB/N7mz0bDjvMrMO+xx5xS3tdnbnJGT3abKutzVw03mIT6CSOUxikDEbLp4hPN0Qi5iK/erXJMt60yayqMXky1NfT3N7OuOnT8fl8/P3vf+cgu063kBWNjY10dnZSUlKSsfC8LSsVDodjhfIrKipixfKDwSDLli3j7bff5qGHHuL111+nsrKSK664gtNOO6333YzZYBOUysrisZjpkqXq6oz7fcyYbvHG3diwwVzMR440ItXptg8GjRXqtddg+XL4/HPzW3//fbPC0k9+YuJKx4wx/Q8bZva1oiDV92OXMSwpyby+vJCWVatWccEFF/Dss8+y1VZbcf3113PKKaf03IrvwGbCjxw5smcddHbGLfZtbeZx2DBjvdy0yfx+/vY303bPPU2y0GGHJe/LJsHZeGfnDZYgDHFEfA4CeiQ+V640awffd5+JXXrgAdhvP0KFhQTXruWJBQv43T338PTTTzNx4sReGbfQnXA4TH19PZ2dnXi9XkaNGpVUsGqtWbRoEVdffTVvvPEGXq+XAw88kBNOOIE5c+YwZswYWltbCQQC+P1+CgoKKCoq6t0EDCc2aaKszAi3MWPSx5e2tJh9Ro824jKdyGtrM4K2sDCe3d7c3PU9gkFzoQ+FjABYvtzEMn/+uXm9uBj22w8OPxy+8Q0jjisqjPAoK+tu3aypMcJEqbglqyeEQqbvdJUCmpvNsQ+y1WpCoRC33HILV111FT6fjwsvvJCLLrqI4aluMhLR2nw+aW5i7Nzfo9+5zV63+P3mPTs74ZFHTNmvtja46CLzW8rPN271dBZzu3Tm6NHGwi43L4IAiPgcFGQtPh9/HM4+21zsZ8+G66+HiRNZ1dzMyaefTmtjI7P23JOb/vAHKlys6y5sWexKSD6fL21SUTAYpLq6mpUrV/Lcc8/x6KOP8uWXXwIwbNgwpkyZwk477cTIkSMZMWIEY8eOZeutt2bUqFFss802+Hw+tNaEw2HC4TB+v3+LWJ+AuJjMyzMW0HSlmSBuvSwvN+7tdAlKELdElpaafbVOnd1eU2PEaFUVrFsHb74J//63sfR/8YVpk5dn3q+gwFj//+//4MILjSDV2ggHn8/046b8TTKsuEnl4tfajDUQiMe0bgHsIgqbWwYtHA677iMcDsdWJwuHwyxbtozLLruM999/nyOPPJJf/epXjBo1KuXNVVJsklg2STiRSPf4ZmvZVMp8p+3t8MIL8NZb8L//mWS59evjy88GAub3ttdepkTSrFnJwz+SEQgYi6nNgO/pb0cQBhkiPgcBrsXn55+b2LhHHzUxcH/5C0ybRigY5N677+bHl1xCSUkJv/3tbzniiCOyuzAIfYLNFlZKEYlEWLZsGcuXL2fp0qUsW7aMFStW0BhNIHOSl5fHjjvuyHbbbcfkyZO7/JWUlFBQULB5QtSZTV5QkNnVqLVxS9p12SsqjFUpXfv6+vgSoeksStb9WVRk+rVW2TFjYNUqePtts9xnS4sRvitWwJIlpu13vwsTJ5rxT51qHj0ec0yRiOm7oqK7UAyHjWApLo7H7dnsaOheAxLiFt1Mx5MlDQ0NtLa2kpeXR1FREYWFhWm/Wxtv6fP5UEoRDodpbGykvb2doqIihg0b1m3/UChEIBBg3bp1LFu2jE8++YQvvviCTZs2sXTpUlatWsWoUaO4/fbbOfDAA2lra6O8vDxpqbKU1NfHy325uSl2Cj/bvq3N/C6//NLUkH35ZSM829rM9zp2rLn52HprI3A9HvO3zz5w6KHmN1JVZX5/mza5K4VkSzDBFr2pEISBjIjPQUBK8WnX4vZ44Pe/N8LT6zXlaS69FD16NEuXLuWss85i8eLFHHbYYVx33XVUVVVRXl4eizUU+jeBQICWlhaUUkmFQUdHB9XV1axevZrVq1fT0NDA559/zpIlS1ixYgVfffVVrG1BQQFbb70122yzDdtvvz077rgjkydPZsSIEVRUVFBSUkJeXh6RSIRwOIzWmqKiIoqKigiHwyilTKKH1hAIoL1eQloTDAbxeDzk5eXFbmi63dhYaym4s25ZARAMZr6oW8E5YoSxmKaqA2oFy+rVcO21ZtlDx0IBeDzGehUKmffV2sT+nXiiSdqbMsUITrtSjVJmbPn5pt9QyLx3SYn5a2szlrNIxIhvrxdtP5uRI00fHk8XgaO1NnVfIxE0EAHC0X7zonHFgUCApqYmWlpaWLN6NTocpq6xkY62NnYaP55QOMyGhgY6IxEqKioYPXo0w4YNo6ioiM8++4zPP/+cUChEMBiksbGR+vp6mpqaYpZMHQ5TU1vLV+vXU11dTW1tLc12WcgoxcXFbLXVVmy99dYcfvjhHHnkkZSUlBAKhSguLmbYsGHub27tzYldcnL06MzVGurqzPf+2muwcKG5yVizJm4pB/MZH3WUWeJy++2NmEzlRrclkAoKzJ+bWGaIh35obeKKZQlMQRDxORhIKj7thfnrr+Hqq80yhgceaOKWxozhyTfe4I677+bVV1+ltLSUm266iWOPPRaPx0NJScmgX6loqNLW1kZ91Lpm17YPBAJdrKUrV65k5cqVfPHFF3R0dCTtp6SkBI/HQzAYJBwOEwwGY/F2NsY0Pz8fv99PXl5erDZpZWUlI0aMiP2NGTOGiRMnMnr0aKpGjqQyGERpTXtZGZ68vC5iNSnhcDy2NF27SCQuALTuag1LxLrpR4wwQmH5chMj3dBgLKU1NUZw+P1GyP7736auozl4+OY3zU3exo3GfWstoOXlxtpaVWX6ffNN2LQJPWECTJmCmjSJ9tGjIT+fgqIiOkeMIF8pVFERncOH0zB+PG0dHXy9bh1NNTXsP20akUiED//3P3bedltKi4p44J//5LrbbmPll1+iIxHKgXuuv56jDz2Uex99lNkzZ7LT9tvj9fnA7+e6e+7hihtuSPmx7TVjBhfPncs///1vHp0/H6/Xi8/n46358ykrKeGHv/oV/rw8qqqq+L+ZMzlg5kwKCwvxFhZSVFWFigqzQCBAa2sroVCIgoICSkpKun+vyVzkFrtqVn6+EY+VlfHYWaeY6+w039Gnn5qlXJ991ojE0lLzvey0k7EoT5xoLNnjxpnfkHWLZ7rpsTcVdiWjTLHMluZms5/bRR0EYZAj4nMQ0E18traaO/2XX4b770e3ttJ54YXcPXYs7Y2NhDs6uOKGGxg3bhwnnHACF198MVtttVXfHYCQU2ycp1Iq7U1GKBRi+fLlrFq1ipaWFurq6mLWr+bmZrTWeL1ePB5PzKoZCARoa2sjEAjQ2dlJIBBAa00gEKChoYGNGzeyadMmampqutQytVx67rlceeGFHH7WWZQNG0ZxcTGlpaWUlJTEiu0PHz6ckSNHUllZSVlZGYWFhVRWVpKfnx/r0+v1dhc3wSC6pgYViRAsLsZTWkp7e3tsHyuSVShkBCagy8rQDQ0EPB4alKK9vT1W7kprTSQcZnJpKZ2ffUbbkiUUfPwxBYsX4/d4WBUO01Rayk67705hKAT19fzv7bcpa21ldEEB7VOn8uSXX1L21VccMmIE/jVrUEk+E0tjRQXP1tdzIFAJeCZMoKaykhEzZrC6pga9fj3bfPop1NXRVlBAfjCIN004jvZ4UFOn0jR5MisbG+n0+WgCOiZMYPicOey4666MLCxEr1hhEmcKClBaE6qvx9fUBJ2ddHZ2EqqtpWjTJtQXX5gbgVGjjIgbNcoI7spKYxGeMiW5+OrsNOKss9MIuaYmU8bopZeMKCwqMqELPp/pz4q92lrzZ2N//X5YtsxYr8Hsd+SRJnTioIOSly2KROKVFtwsNhCJGAHa3m7EbzarutmayoIguBKfSqlDgVsBL3Cv1vr6nAyuhww58Zmfn6871qwh/PTTqKeewrNoEaqjA60US0eN4ic+H8+vWweY+pBz5szh9NNPZ999991yCSbCoCQSidDc3BxbMnT48OEZ15cPh8MEAgEikUjK+MJwOExdXR3r1q1j5cqV1NTUUFNTQ11dHa0tLXy2ciWbNm2ipaWFlpYWWltbU1phwYjNsrIyysvL8fl8hEIhQqFQLDTAhglM2GorfnXJJVx0zTV89sUXMQFdXl6O1+uN7TNpm21YcP/9VI0YQSQS4cTzzuMfCxYkfe9Lzz2XG6+8kuaWFjZs2sS4MWP43bx5XHPzzQBsP3Eiix57jA2bNnHsOedQWFjIrD324NarrsLr9fLGe+9x2L77css99/DRu+9S4fPx+wsugNZWPv/sM15cuJADt9+e7T7+mODHH7N2hx3YeuZMIitXwuef41+9GoJB1LBh6AMOQG21FcG6OgLFxRRUVaG8XjylpcZ6aMNwtDbCbeFCWLEC3dZmRLeTUaOMVTAqxFOhfT7U2LEmXrKiIm7xra6OLzJgviQj1oqKzFjCYWM9tIk99s9+z/vvbwRlJGIEaXu7advaGl/9p6LCWDJbW00Iwy67GIumLfI+fnzasZsD0KZ/rzd9kpsT+1lmcrkLgpCUTOJTKeUFPgUOAtYB7wIna62X52iIWTPgxWe2an9GcbF+t70dpTUdI0eybupUtv/e97j83//m/hdeYPbs2cyePZsDDzyQnXfeufeKLwtCD4hEIgSDQSKRCPn5+UnFqtaatrY2Nm3aRG1tLV9//TWbNm2KWWJra2upra2loaEhlixjrZ9KqZh1trCwkKKiIjweD16vl4KCAoLBIHV1dYRCIbTWeDwefD4fpcXFVJaX0xkO48/Li1Uf8Pv9eL3emAva7/czYtgwQkBhURFjxoyJxUwXFRXh9/tR0TlJK0VraystLS34gGFa449EjPBxWgWrqyEUIlxeTlskQntbGyWRCEWRCFop018qF7GtBABogMpKVLp4WLt0qs3q/vRTE2qwYoWxFs6ZY0Rce7sRW3l5JlaytDSeAOT1dq9QEImYfdavh3ffhffeM+EJ1r1u3ea2ZJHfb6ybRUVw2mnGJV5fH18ty4YuWNGan2/+r6uLh0G0tHSNqZWba0Hol7gQn3sC12itD4k+/xmA1vq3ORpi1gxo8dkTtb97Xp5+74c/RB98MGvLy2NWnHWdnYweO5b8/HwKCgokjlMYNOhoEpPP58uYud3R0ZHWCpuIXVknGAzGMsQzEQ6HCYVCMUGaxYHEXbhOIdnQYCyATkFqa042N8dXZ0rmxrXriVth5+a8b283os3vjydFFRd37T8SMRbGUMiIQPtaOGy25eWldytba6utwer1mvcrKUm9X0uLOWZrlcz02dq5X9zbgtCvUUpp4H3Hpru11nc7Xj8eOFRr/f3o89OAb2qtf5jbkbpnoIvPrNW+x+PR4UAAZcuCCIIwsLGJUXI+C4IwCHFh+fwOcEiC+Jyptf5RrsaYLQN9tt4KWOt4vi66rQtKqblKqcVKqcUAyueTC5UgDBaUkvNZEIShzDrAGbQ9DljfR2NxxUCfsZP5i7qZcrXWd2utZ2itZ0gheEEQBEEQBhHvApOUUhOVUnnAScD8Ph5TWgZ6Ns2AU/uCIAiCIAhbCq11SCn1Q+B5TPL1fVrrZX08rLQM9JhPHybh6ADgK4z6PyXdh5712u6CIAiCIAh9xGAsMj+gLZ8DUe0LgiAIgiAMZQa05bMniOVTEARBEISBwmC0fA70hCNBEARBEARhACHiUxAEQRAEQcgZIj4FQRAEQRCEnCHiUxAEQRAEQcgZIj4FQRAEQRCEnCHiUxAEQRAEQcgZIj4FQRAEQRCEnCHiUxAEQRAEQcgZIj4FQRAEQRCEnCHiUxAEQRAEQcgZIj4FQRAEQRCEnCHiUxAEQRAEQcgZvr4eQK6JRCIopSIumipAZ9l9tvs427vZd3P6z3X7ZK/l+jOV9pnbD7bfXbI2/WE8m9Pe7kMW+/W3Y8h2PsjVZ9ob72HbDYTvwE37bI87Gwb6NSpX7QefoVBrPaT+gMUu293dg76z2sfZ3s24Nqf/XLdPdjy5/kx7qb2r308/Hv/dCc8H1e8u2XH1h/FsTnu7Tza/vf52DMnapzueXH2mvdHeHtdA+A7ctO+v18zNbb8lrlH97TsYSH+DT01vOf6Vg32kfd+/R0/G1Jv997f2uXgPad/37zHU2ufiPaR937/HUGs/YFBRVT1kUEot1lrP6OtxJNJfx9VTBtvxWAbbcQ2247EMxuMabMc02I7HMtiOa7Adj2UgHddAGqtbhqLl8+6+HkAK+uu4espgOx7LYDuuwXY8lsF4XIPtmAbb8VgG23ENtuOxDKTjGkhjdcWQs3wKgiAIgiAIfcdQtHwKgiAIgiAIfYSIT0EQBEEQBCFniPjMMUqpY5RSWim1Y1+PpadEx/+A47lPKbVJKfVMX45rS6KUaunrMWxpMh2TUuoVpdSACGofDOdRMpRSVyillimlPlZKfaiU+mZfj2lzUEqNU0o9rZT6TCm1Sil1q1IqL037HyulinI5xmyI/uZudjy/VCl1TR8OabNQSoWjv7NlSqmPlFIXK6UGlS4YjHP5YGBQ/cgGCCcDbwAnZbOTUsrbO8PpEa3ALkqpwujzg4Cv+nA8wtCjR+dRf0YptSfwbWAPrfVU4EBgbd+OqucopRTwT+AprfUkYDJQAvwmzW4/Bvqt+AQ6gWOVUiP6eiBbiHat9e5a6ymYefxw4Oo+HpMwBBDxmUOUUiXAbOB7RC+aSqn9lFKvKaWeVEotV0rdZe88lVItSqlfKaXeBvbsu5En5d/At6L/nww8Yl9QSs1USr2plPog+rhDdPvrSqndHe3+o5SamstBZ0P0u3nG8fwOpdSZ0f+/VEr9Uin1vlJqyUCxwKU7poFCmvMo1Xd1uFJqhVLqDaXUbf3YQj8GqNFadwJorWu01uuVUtOVUq8qpd5TSj2vlBoDMUv1LdFzbKlSamafjr47c4AOrfVfALTWYeAi4CylVLFS6qboufOxUupHSqkLgLHAIqXUoj4cdzpCmMzjixJfUEpNUEotjB7PQqXU1kqpYdG5ws7pRUqptUopf64Hngmt9UZgLvBDZfAqpW5USr0bPaZzbFul1GXR7+4jpdT1fTdqdyilSqLfiZ2vj4pu30Yp9YlS6p6o9fcFh1FF6EVEfOaWo4HntNafAnVKqT2i22cClwC7AtsBx0a3FwNLtdbf1Fq/kevBZuDvwElKqQJgKvC247UVwL5a62nAVcB10e33AmcCKKUmA/la649zNuItT43Weg9gHnBpXw9mCHE0yc+jbkR/n38CDtNa7w2MzM0Qe8QLwHil1KdKqTuVUv8XFSm3A8drracD99HVclistd4LOD/6Wn9iCvCec4PWuglYA3wfmAhMi1p5H9Ja3wasB/bXWu+f68FmwR+BU5VSwxK23wH8zR4PcJvWuhH4CPi/aJsjgOe11sGcjTYLtNafY3RBFebmrlFr/Q3gG8DZSqmJSqnDMOfgN7XWuwG/66vxZkEHcEx0vt4fuDlqmQeYBPwxav1tAI7rmyEOLUR85paTMaKN6OPJ0f/f0Vp/HrUMPALsHd0eBp7I7RDdERWN22CO4dmEl4cBjyullgJ/wFyEAB4Hvh29oJ4F/DUng+09/hl9fA/zWQi5IdV5lIwdgc+11l9Enz+Spm2forVuAaZjrE+bgEeBc4BdgBeVUh8CVwLjHLs9Et33NaBMKVWewyFnItU61grYF7hLax0C0FrX5XJgm0NUQP8NuCDhpT2Bh6P/P0B8Hn8UODH6/0nR5/0ZK8oOBk6P/u7eBioxQu1A4C9a6zYYMN+dAq5TSn0MvARsBYyKvvaF1vrD6P8yl+cIX18PYKiglKrEuKF2UUppwIuZmJ+l+wRtn3dEBWl/ZT5wE7AfZmKy/BpYpLU+Rim1DfAKgNa6TSn1InAUcALQ35NbQnS9QStIeL0z+hhm4JxLmY6pX5PmPJpP8uNSDCCi5/srwCtKqSXAD4BlWutUYTep5o7+wDISrEhKqTJgPPA5/Wus2XIL8D7wlzRt7PHNB36rlBqOubl4uXeH1nOUUtti5rONmHPnR1rr5xPaHMrA++5OxXg9pmutg0qpL4nPEZ2OdmFA3O45QCyfueN4jEtmgtZ6G631eOALzN3xzKg7w4O5Q+5vLvZU3Af8Smu9JGH7MOIJSGcmvHYvcBvw7gC4Y14N7KyUyo+62A7o6wFtAQb6MaU6jyD5ca0Ato3eBEHcAtXvUErtoJSa5Ni0O/AJMFKZZCSUUn6l1BRHmxOj2/fGuEgbczVeFywEipRSp0MsafJmjMfjBeBcpZQv+trw6D7NQGnuh5od0bnrMYxr2vIm8QS4U4nO41GL9jvArcAz/dWgoJQaCdwF3KHN6jPPA+fZ+FSl1GSlVDHmuztLRasSOL67/swwYGNUeO4PTOjrAQ11Boq1ZjBwMpAYmP0EcB7wVvS1XYHXgCdzO7SeobVeh5lQE/kdcL9S6mIS7vK11u8ppZpIbzHoU6IXxE6t9Vql1GPAx8BnwAd9O7KeM4iOKdV5dApGDHQ5Lq11u1LqfOA5pVQNRgT0V0qA26Ou8xCwEuOCvxu4LSqqfRir27LoPvVKqTeBMkwoS79Ba62VUscAdyqlfoExdjwL/BxjYZoMfKyUCgL3YGIm7wb+rZT6up/HfYIR0j90PL8AuE8p9RNM2MT/c7z2KCbsaL+cjc4dhVG3uh/zm3sA+H30tXsxLuj3o/GRm4CjtdbPKZM4ulgpFSD+nfY77LyHicH9l1JqMfAh5qZU6ENkec0+Rim1H3Cp1vrbfTyUnKCUGotxK+6otY708XCSopTaDbhHa93fsod7zGA8JrcopUq01i3RC+gfgc+01n/o63FtLkqpVzBzx+K+Hosg9EeG8rzX3xG3u5Azou63t4Er+rHwPBeTxHFlX49lSzEYjylLzo5ad5Zh3G9/6tvhCILQ28i8178Ry6cgCIIgCIKQM8TyKQiCIAiCIOQMEZ+CIAiCIAxolFLjlVKLoisWLVNKXRjdPlwp9aJS6rPoY0V0+0HKrBq2JPo4x9HXb5RZiUrWhe8lxO0uCIIgCMKARpllZ8dord9XSpViCsYfjSn3V6e1vl4p9VOgQmt9uVJqGlAdXcJ2F8zKU1tF+5qFKUv3mda6pC+OZ7Aj4lMQBEEQhEGFUuppTPmuO4D9tNZfRwXqK1rrHRLaKqAGGKu17nRsbxHx2TuI210QBEEQhEFDdFGJaZjqKqO01l8DRB+rkuxyHPCBU3gKvYsUmRcEQRAEYVCglCrBLDzxY611kzFqpm0/BbgBs5a9kCPE8ikIgiAIwoAnuhToE8BDWut/RjdXR93tNi50o6P9OMyKgqdrrVflerxDGRGfgiAIgiAMaKJxm38GPtFa/97x0nzgjOj/ZwBPR9uXAwuAn2mt/5PDoQpIwpEgCIIgCAMcpdTewOvAEsCuoPdzTNznY8DWwBrgO1rrOqXUlcDPgM8c3Rystd6olPodcAowFlgP3Ku1viYnBzJEEPEpCIIgCIIg5AxxuwuCIAiCIAg5Q8SnIAiCIAiCkDNEfAqCIAiCIAg5Q8SnIAiCIAiCkDNEfAqCIAiCIAg5Q8SnIAiCS5RS1yilLk3z+tFKqZ1zOSZBEISBhohPQRCELcfRgIhPQRCENEidT0EQhDQopa4ATgfWApuA94BGYC6QB6wETgN2B56JvtYIHBft4o/ASKANOFtrvSKHwxcEQeh3iPgUBEFIgVJqOvBX4JuAD3gfuAv4i9a6NtrmWqBaa327UuqvwDNa639EX1sInKu1/kwp9U3gt1rrObk/EkEQhP6Dr68HIAiC0I/ZB3hSa90GoJSaH92+S1R0lgMlwPOJOyqlSoC9gMfNstMA5Pf2gAVBEPo7Ij4FQRDSk8w99FfgaK31R0qpM4H9krTxAA1a6917bWSCIAgDEEk4EgRBSM1rwDFKqUKlVClwRHR7KfC1UsoPnOpo3xx9Da11E/CFUuo7AMqwW+6GLgiC0D+RmE9BEIQ0OBKOVgPrgOVAK3BZdNsSoFRrfaZSajZwD9AJHA9EgHnAGMAP/F1r/aucH4QgCEI/QsSnIAiCIAiCkDPE7S4IgiAIgiDkDBGfgiAIgiAIQs4Q8SkIgiAIgiDkDBGfgiAIgiAIQs4Q8SkIgiAIgiDkDBGfgiAIgiAIQs4Q8SkIgiAIgiDkjP8PmS2bRn5spFYAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 720x576 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = uk_data.loc['2020-03-10':, ['new_cases', 'new_cases_7']].plot(\n",
-    "    style={'new_cases': \"#e4e4e4\", \n",
-    "           'new_cases_7': 'k'},\n",
-    "    figsize=(10, 8),\n",
-    "    legend=False,\n",
-    "    title=\"New cases and new deaths\")\n",
-    "\n",
-    "# ax.set_title('Fraction of tests with positive results')\n",
-    "ax.legend(['New cases', 'New cases, 7 day moving average'], loc='upper left')\n",
-    "ax.set_ylabel('New cases')\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "ax2 = uk_data.loc['2020-03-10':, ['new_deaths','new_deaths_7']].plot(\n",
-    "    ax=ax2,\n",
-    "    secondary_y=['new_deaths', 'new_deaths_7'],\n",
-    "    style={'new_deaths': \"#ffe4e4\",\n",
-    "           'new_deaths_7': 'r'},\n",
-    "    legend=False)\n",
-    "ax2.legend(['New deaths', 'New deaths, 7 day moving average'], loc='best')\n",
-    "ax2.set_ylabel('New cases')\n",
-    "plt.savefig('cases_and_deaths.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# fig = plt.figure(figsize=(10, 8))\n",
-    "# axl = uk_data.loc['2020-03-10':, ['new_cases', 'new_deaths', 'new_cases_7', 'new_deaths_7']].plot(\n",
-    "#     secondary_y=['new_deaths', 'new_deaths_7'],\n",
-    "#     style={'new_cases': \"#e4e4e4\", \n",
-    "#            'new_deaths': \"#ffe4e4\",\n",
-    "#            'new_cases_7': 'k',\n",
-    "#            'new_deaths_7': 'r'},\n",
-    "#     figsize=(10, 8),\n",
-    "#     title=\"New cases and new deaths\")\n",
-    "# # axl.legend(['Number in hospital', 'Number on ventilator'])\n",
-    "# plt.savefig('cases_and_deaths.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = uk_data.iloc[-60:][['new_cases', 'new_cases_7']].plot(\n",
-    "    style={'new_cases': \"#e4e4e4\", \n",
-    "           'new_cases_7': 'k'},\n",
-    "    figsize=(10, 8),\n",
-    "    legend=False,\n",
-    "    title=\"New cases and new deaths\")\n",
-    "\n",
-    "# ax.set_title('Fraction of tests with positive results')\n",
-    "ax.legend(['New cases', 'New cases, 7 day moving average'], loc='upper left')\n",
-    "ax.set_ylabel('New cases')\n",
-    "\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "ax2 = uk_data.iloc[-60:][['new_deaths','new_deaths_7']].plot(\n",
-    "    ax=ax2,\n",
-    "    secondary_y=['new_deaths', 'new_deaths_7'],\n",
-    "    style={'new_deaths': \"#ffe4e4\",\n",
-    "           'new_deaths_7': 'r'},\n",
-    "    legend=False)\n",
-    "ax2.legend(['New deaths', 'New deaths, 7 day moving average'], loc='best')\n",
-    "ax2.set_ylabel('New cases')\n",
-    "plt.savefig('cases_and_deaths_last_60_days.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# fig = plt.figure(figsize=(10, 8))\n",
-    "# axl = uk_data.iloc[-60:][['new_cases', 'new_deaths', 'new_cases_7', 'new_deaths_7']].plot(\n",
-    "#     secondary_y=['new_deaths', 'new_deaths_7'],\n",
-    "#     style={'new_cases': \"#e4e4e4\", \n",
-    "#            'new_deaths': \"#ffe4e4\",\n",
-    "#            'new_cases_7': 'k',\n",
-    "#            'new_deaths_7': 'r'},\n",
-    "#     figsize=(10, 8),\n",
-    "#     title=\"New cases and new deaths, last 60 days\")\n",
-    "# # axl.legend(['Number in hospital', 'Number on ventilator'])\n",
-    "# plt.savefig('cases_and_deaths_last_60_days.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}