diff --git a/Rethinking_2/Chp_05.ipynb b/Rethinking_2/Chp_05.ipynb
index 5b40eac1..ecf3c5a3 100644
--- a/Rethinking_2/Chp_05.ipynb
+++ b/Rethinking_2/Chp_05.ipynb
@@ -11,7 +11,15 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING (aesara.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "import warnings\n",
@@ -23,10 +31,10 @@
     "import pandas as pd\n",
     "import pymc as pm\n",
     "\n",
+    "from aesara import shared\n",
     "from causalgraphicalmodels import CausalGraphicalModel\n",
     "from scipy import stats\n",
     "from scipy.interpolate import griddata\n",
-    "from theano import shared\n",
     "\n",
     "warnings.simplefilter(action=\"ignore\", category=FutureWarning)"
    ]
@@ -59,8 +67,147 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "     Location Loc  Population  MedianAgeMarriage  Marriage  Marriage SE  \\\n0     Alabama  AL        4.78               25.3      20.2         1.27   \n1      Alaska  AK        0.71               25.2      26.0         2.93   \n2     Arizona  AZ        6.33               25.8      20.3         0.98   \n3    Arkansas  AR        2.92               24.3      26.4         1.70   \n4  California  CA       37.25               26.8      19.1         0.39   \n\n   Divorce  Divorce SE  WaffleHouses  South  Slaves1860  Population1860  \\\n0     12.7        0.79           128      1      435080          964201   \n1     12.5        2.05             0      0           0               0   \n2     10.8        0.74            18      0           0               0   \n3     13.5        1.22            41      1      111115          435450   \n4      8.0        0.24             0      0           0          379994   \n\n   PropSlaves1860  \n0            0.45  \n1            0.00  \n2            0.00  \n3            0.26  \n4            0.00  ",
-      "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>Location</th>\n      <th>Loc</th>\n      <th>Population</th>\n      <th>MedianAgeMarriage</th>\n      <th>Marriage</th>\n      <th>Marriage SE</th>\n      <th>Divorce</th>\n      <th>Divorce SE</th>\n      <th>WaffleHouses</th>\n      <th>South</th>\n      <th>Slaves1860</th>\n      <th>Population1860</th>\n      <th>PropSlaves1860</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Alabama</td>\n      <td>AL</td>\n      <td>4.78</td>\n      <td>25.3</td>\n      <td>20.2</td>\n      <td>1.27</td>\n      <td>12.7</td>\n      <td>0.79</td>\n      <td>128</td>\n      <td>1</td>\n      <td>435080</td>\n      <td>964201</td>\n      <td>0.45</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Alaska</td>\n      <td>AK</td>\n      <td>0.71</td>\n      <td>25.2</td>\n      <td>26.0</td>\n      <td>2.93</td>\n      <td>12.5</td>\n      <td>2.05</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arizona</td>\n      <td>AZ</td>\n      <td>6.33</td>\n      <td>25.8</td>\n      <td>20.3</td>\n      <td>0.98</td>\n      <td>10.8</td>\n      <td>0.74</td>\n      <td>18</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arkansas</td>\n      <td>AR</td>\n      <td>2.92</td>\n      <td>24.3</td>\n      <td>26.4</td>\n      <td>1.70</td>\n      <td>13.5</td>\n      <td>1.22</td>\n      <td>41</td>\n      <td>1</td>\n      <td>111115</td>\n      <td>435450</td>\n      <td>0.26</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>California</td>\n      <td>CA</td>\n      <td>37.25</td>\n      <td>26.8</td>\n      <td>19.1</td>\n      <td>0.39</td>\n      <td>8.0</td>\n      <td>0.24</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>379994</td>\n      <td>0.00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>Location</th>\n",
+       "      <th>Loc</th>\n",
+       "      <th>Population</th>\n",
+       "      <th>MedianAgeMarriage</th>\n",
+       "      <th>Marriage</th>\n",
+       "      <th>Marriage SE</th>\n",
+       "      <th>Divorce</th>\n",
+       "      <th>Divorce SE</th>\n",
+       "      <th>WaffleHouses</th>\n",
+       "      <th>South</th>\n",
+       "      <th>Slaves1860</th>\n",
+       "      <th>Population1860</th>\n",
+       "      <th>PropSlaves1860</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Alabama</td>\n",
+       "      <td>AL</td>\n",
+       "      <td>4.78</td>\n",
+       "      <td>25.3</td>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1.27</td>\n",
+       "      <td>12.7</td>\n",
+       "      <td>0.79</td>\n",
+       "      <td>128</td>\n",
+       "      <td>1</td>\n",
+       "      <td>435080</td>\n",
+       "      <td>964201</td>\n",
+       "      <td>0.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Alaska</td>\n",
+       "      <td>AK</td>\n",
+       "      <td>0.71</td>\n",
+       "      <td>25.2</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>12.5</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Arizona</td>\n",
+       "      <td>AZ</td>\n",
+       "      <td>6.33</td>\n",
+       "      <td>25.8</td>\n",
+       "      <td>20.3</td>\n",
+       "      <td>0.98</td>\n",
+       "      <td>10.8</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Arkansas</td>\n",
+       "      <td>AR</td>\n",
+       "      <td>2.92</td>\n",
+       "      <td>24.3</td>\n",
+       "      <td>26.4</td>\n",
+       "      <td>1.70</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>1.22</td>\n",
+       "      <td>41</td>\n",
+       "      <td>1</td>\n",
+       "      <td>111115</td>\n",
+       "      <td>435450</td>\n",
+       "      <td>0.26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>California</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>37.25</td>\n",
+       "      <td>26.8</td>\n",
+       "      <td>19.1</td>\n",
+       "      <td>0.39</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>379994</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Location Loc  Population  MedianAgeMarriage  Marriage  Marriage SE  \\\n",
+       "0     Alabama  AL        4.78               25.3      20.2         1.27   \n",
+       "1      Alaska  AK        0.71               25.2      26.0         2.93   \n",
+       "2     Arizona  AZ        6.33               25.8      20.3         0.98   \n",
+       "3    Arkansas  AR        2.92               24.3      26.4         1.70   \n",
+       "4  California  CA       37.25               26.8      19.1         0.39   \n",
+       "\n",
+       "   Divorce  Divorce SE  WaffleHouses  South  Slaves1860  Population1860  \\\n",
+       "0     12.7        0.79           128      1      435080          964201   \n",
+       "1     12.5        2.05             0      0           0               0   \n",
+       "2     10.8        0.74            18      0           0               0   \n",
+       "3     13.5        1.22            41      1      111115          435450   \n",
+       "4      8.0        0.24             0      0           0          379994   \n",
+       "\n",
+       "   PropSlaves1860  \n",
+       "0            0.45  \n",
+       "1            0.00  \n",
+       "2            0.00  \n",
+       "3            0.26  \n",
+       "4            0.00  "
+      ]
      },
      "execution_count": 4,
      "metadata": {},
@@ -90,10 +237,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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bWrVq4cqVK1i4cCEqVKgAU1NTTJs2DTdu3EDHjh0LdS5zc3M0atQIQUFBSE9Pz9X29u1bHDlyBF5eXrmmGHR1dcXixYtx/fp1TJ8+nQU3EZU4587pwdxchtat8//+1bOnFDExYty7l/8CZwXZt28fevfujevXryM2NlYZoRLR/2OxTWplbGyMQYMGYe3atdi4cSP8/PxQtmzZIp1r4sSJkEql+Oabb3Dt2jW8fv0aFy5cgJ+fH6ysrPIdllKlShUsXrwYN2/eZMFdiqSnAzt36mP8eGP4+hpj82Z9pKZqOiqiwhMEQCx+35OdH5FIkO+nqNTUVJw4cQLe3t5o0qQJDh48qIRIiSgHi20qsRwdHbFu3TrY2tpi+vTp6NmzJ+bOnQt3d3f5HNv5qVy5srzg/uGHHyCVStUcOanTzZs6qF/fHGPGmCA8XAd37uhgwgRj1K1rjkuXCtf7R6Rpnp5ZiIsT4+zZ/BeADg7WR9myMlSpkq3wOU+cOAEnJyc4OTmhQ4cOOHDggMLvwxDRpxXb5dqJFFGhQgXMmjXro/ssW7YszzYXFxccOnRIVWFRMfH2rQi9ekng4CDD3r1JqFLl/RjXx4/F+PprY/TtK0F4OCCRaDhQIgU1aZIFN7csfP+9MXbvToKd3b9F8bFjuli3zgDjx6ejEDOpYt++fejQoQMAwNPTE8nJyQgLC0P9+vWVHT5RqcSebSLSWps26SM5WYRt25LlhTYAODvLsG1bMgAgn9/FiIotkQhYty4FqakiNGhgjlGjjPHzz4bo2lWCvn1N0aqVFJMnp3/6RP/vyZMnuH37Ntq2bQsA0NXVRZs2bbB//35V3QJRqcOebSLSWiEh+ujQQQpr67wfiZuZvZ+9ITjYAJMnayA4oiKqVEmGs2cTsWmTPoKC9HH5si4qVpRh9epkdO8uhU4hRkft27cP2dnZ6Nq1q3ybIAjQ09PDpEmTVBA9UenDYlvNZDIZ/v77b0RERKBs2bJo2rQp7O3tNR0WkVZKSwMsLWUFtltaypCWpsaAiJTEwkKAn18G/PwyinyOrKwsHDp0CH5+fvDw8MjVNmXKFBw9ehSenp6fGypRqcdiW41CQ0MxduxY3L9/H8bGxsjMzIRMJkPfvn0xf/58GBkZaTpEIq1Ss2Y2Tp/Wg0yWBvF/Bs0JAnDihB7c3DQTG5GmnT9/HklJSejWrRsk/3lxoWXLlti/f7+82H7y5Eme4ytVqgRdXZYRRJ/C/0vU5O7du+jRoweqVq2KkJAQeHh4QE9PD8uXL8ePP/6IpKQkbNiwIde80ET0eYYPz8DOnQZYutQAvr65ewA3btTHrVu6+O03DQVHpGH79u1Dw4YN8xTaANCqVSts3rwZKSkpAICZM2fme7y1tbXK4yQq6Vhsq8nChQtRpkwZ7N69G6ampgAAU1NT+Pj4wNLSEj4+Pnz7m0jJPDyyMWFCOmbNMsapU3ro2TMTYjGwb58eDh/Wx4gR6ejQwRDx8ZqOlEj9FixYUGBbzZo1cfHiRQCQ/01ERcPZSNQgKysLe/bswdChQ+WF9oe6d+8OOzs77Nq1SwPREWm3WbPSsGpVMhISRPD1NcG4cSZ48UKMxYtTMG9eWoGLgxARESkDe7bVIDU1Fenp6ahYsWK+7To6OnByckJcXJyaIyPSfiLR+yWse/aUIiXl/VhtzqtNRETqwp5tNZBIJLCwsEBYWFi+7Wlpabh9+zYcHBzUHBlR6WJiwkKbiIjUi8W2GojFYgwcOBBbtmzJ943u5cuXIz4+HgMGDNBAdERERESkKiy21WTChAmwtLREhw4dsGzZMty9exfnz5/H119/jZ9//hnffvttgcNMiIiIiKhkYrGtJmXLlkVISAiaNm2K2bNnw9PTE82aNcPZs2cxd+5czJgxQ9MhEhEREZGS8QVJNbKxscHq1asRGxuLe/fuwdraGs7OzlwUgIiIiEhLscrTACsrK1hZWcHCwoIzkBARERFpMQ4jISIiIiJSERbbREREREQqwmKbiIiIiEhFWGwTEREREakIi20iIiIiIhVhsU1EREREpCIstomIiIiIVITFNhERERGRirDYJiIiIiJSERbbREREREQqwmKbiIiIiEhFWGwTEREREakIi20iIiIiIhVhsU1EREREpCK6mg6gIMHBwQgNDUV4eDju3r0LqVQKf39/eHt759pPKpXi5MmTOHnyJG7evIlXr14BACpXrowePXqgb9++0NHR0cQtEBEREVEpV2yL7YULF+L58+ewsLCAtbU1nj9/nu9+0dHR8PPzg7GxMRo3bozWrVsjKSkJp06dwk8//YSzZ89i2bJlEIlEar4DIiIiIirtim2x/csvv8DJyQl2dnZYuXIlFixYkO9+EokEs2bNQo8ePWBsbCzfnpqaisGDB+PUqVM4fPgwOnbsqK7QiYiIiIgAFOMx202aNIGdnd0n97OxscHAgQNzFdoAYGxsjOHDhwMArly5opIYiYiIiIg+ptgW28qgq/u+455jtomIiIhIE4rtMBJlCAoKAgA0a9bso/uZm5tDLNbM7x0WFhYauW5JxFwpjrkqHOZLccxV4TBfimOuFMdcFY6m86W1xfaOHTtw9uxZeHp6okWLFh/dNyEhQU1R5WZhYYG4uDiNXLukYa4Ux1wVDvOlOOaqcJgvxTFXimOuCkeZ+Spq0a6Vw0hOnTqFn3/+GXZ2dpg3b56mwyEiIiKiUkrriu0zZ87Az88PZcuWxYYNG2Btba3pkIiIiIiolNKqYvv06dPw9fWFhYUFNm7cCAcHB02HRERERESlmNYU26dPn8b48eNhbm6OjRs3wsnJSdMhEREREVEppxXF9pkzZ3IV2s7OzpoOiYiIiIio+M5GEhgYiNDQUADA3bt35dsuX74MAKhfvz569+6NBw8ewNfXF5mZmWjUqBEOHjyY51x2dnbw9vZWX/BERERERCjGxXZoaCj27NmTa1tYWBjCwsLkX/fu3Rtv3rxBZmYmAORbaANAo0aNWGwTERERkdoV22J77ty5mDt37if38/DwQFRUlBoiIiIiIiIqHK0Ys01EREREVByx2CYiIiIiUhEW20REREREKsJim4iIiIhIRVhsExERERGpCIttIiIiIiIVKbZT/5Hq3Lp1C+vXr8edO3dgbGyMLl26oFevXjAxMdF0aERERERahT3bpYy/vz9atGiBw4cPw97eHtnZ2fjuu+/QrFkzPHr0SNPhEREREWkVFtulSFBQEObNm4cZM2bgxo0bWLFiBXbv3o0rV65AT08P/fv3R3Z2tqbDJCIiItIaLLZLCUEQsHjxYrRp0wbfffcddHX/HUFUqVIlLFu2DHfv3sWxY8c0GCURERGRdmGxXUrExcXhxo0b6NOnT77t9evXh4uLC06fPq3ewIiIiIi0GF+QLCVyhocYGBgUuI+BgQGysrLUFRIRERGRwm7fFmPPHn0kJopQsaIMffpkwtJS0HRYn8Se7VKibNmycHZ2RkhISL7tDx48wO3bt9GgQQM1R0ZERERUsLQ0YORIEzRrZo516wxw7pweZs82Qq1a5li3Tl/T4X0Si+1SQiwWY+TIkdi1axcOHjyYqy05ORnffvstypUrh+7du2soQiIiIqK8vv3WGIcP62HJkhRERibg/PlEhIcnYMCADEycaIJ9+/Q0HeJHcRhJKTJ69GhcuXIFgwcPRosWLdCiRQvExMRg165dSE9Px86dO2FkZKTpMImIiIgAAI8eibFzpwH++CMF/ftnyreXKydg3rw0PHmigwULDNG1qxQikeLnffv2LTZs2IB//vkHMTExMDExgb29PTp06IDOnTvD0NBQvu+GDRuwYsUKTJw4ET4+PoW+BxbbpYiuri7WrFmD3bt3Y926dVi0aBGMjY3h7e2N0aNHo2LFipoOkYiIiEhu/349mJgI6Ns3M0+bSASMGJGBgQMlePxYjIoVZQqd8/nz5xg1ahQkEgnGjBkDFxcX6Ovr48GDB9i7dy+srKzQvHnzD2LYj0GDBiEoKIjFNn2ajo4Oevfujd69e2s6FCKtEB8vwsmTukhNFaFatWzUr59dqN4VIiIqWEqKCGZmAgr64N3a+n2BnZys+DfeefPmQUdHB+vXr8/1ib6dnR2aN28OQfj3pcuwsDBkZGRg1KhROHz4MMLCwuDu7l6oe2CxTURUBFlZwM8/G2H1agOkpf37Tb527SwEBKTCzY0LRBERfS5X12y8fCnGvXtiVKmSt+f63DldGBoKcHJS7HtuQkICLl26hLFjxxY4dFb0QY/J/v370a5dO+jq6qJLly7YtWtXoYttviBJRFQEkyYZY+lSA/j6piMiIh4xMXHYuTMJANC1qwT37/PbKxHR5+rSRYpy5WT48UcjSKW526KjxVi2zBA9emTCzEyx8z19+hSCIMDR0THX9vbt26NVq1Zo1aoVFi9eDABISUnByZMn0aFDBwBAt27dcOjQIaSkpBTqHvjTgIiokKKixNi40QBz56Zh2rR0VKggQFcXaNMmC/v2JcHcXMCCBYafPhEREX2UgQEQEJCK48f10KaNKdav18eJE7r49VdDeHmZwthYwKxZaZ99nbVr12Ljxo2oWLEipP9f1R89ehT29vaoUqUKAKB69eqws7MrcBrlgrDYJiIqpF279GFpKcOgQRl52szM3r+ws2ePPtLTNRAcEZGWad9ein37kmBtLeC770zQu7cpli83RPfumTh8OAk2NoovbOPg4ACRSITo6Ohc2+3s7ODg4JBr8b/9+/fj4cOHaNq0KZo2bYoaNWrg/v37CAoKKlT8HLNNRFRIMTFiODvLUNCCrFWqyJCZKUJiogiGhsV/dTMiouLO0zMbgYHJSEgQISnp/dR/hkX4ANHc3ByNGjVCYGAgevfuXeC47fv37yMyMhJLly6F2f+PUTEzM0NCQgIGDx6MBw8ewMXFRaFrsmebiKiQKlSQ4f59MVJT828PD9eBsbEAc3MW2kREymRuLsDevmiFdo7JkycjOzsbw4YNw7Fjx/Do0SM8efIEhw4dwpMnTyAWi7F//37UqFED9erVg4uLC1xcXODq6oqGDRvCzc0Nu3btUvh6LLaJiAqpX79MJCWJsHJl3q7t2FgR1q0zQK9emQX2fBMRkebY29tj48aNaNiwIZYtW4bBgwdj+PDhCAwMxMCBA+Hj44PDhw+jVatW+R7frl07BAcHy8d2f4pI+HAywVIqLi5OI9e1sLDQ2LVLGuZKccxV4RQ1Xz/+aISAAEOMHJmOYcMyUa6cDKdP62HePEMkJ4tw/Hgi7O2169srn63CYb4Ux1wpjrkqHGXmy8LCokjHccw2EVERzJ6dhrJlZQgIMMSaNf9+ntmypRTz56dqXaFNRERFw2KbiKgIRCLAzy8Do0Zl4NIlXaSlieDqmo1KlRRbLpiIiEoHFttERJ/B0BBo0SJL02EQEVExxRckiYiIiIhUhMU2EREREZGKsNgmIiIiIlIRFttERERERCrCFySJiIgK8OKFCOvXG+DECT1kZgJ162Zj5MgM1K2brenQiKiEYM82ERFRPs6f14WnpzmWLzdElSrZ8PDIwpkzumjd2gyLFnF5UCJSDHu2iYiI/iM+XoRBg0zg7p6FDRtSYG7+fpGi7Ow0zJ1riNmzjeHmlo1WrTjtIxF9HHu2iYiI/mPrVn2kpoqwcuW/hTYA6OgAP/yQjrp1s7B8ueFHzkBE9F6x7dkODg5GaGgowsPDcffuXUilUvj7+8Pb2zvPvpGRkTh06BAiIiIQERGBuLg4NGrUCJs2bdJA5EREVNKdP6+LZs2yYG0t5GkTiYAePTLh72+kgciIqKQptsX2woUL8fz5c1hYWMDa2hrPnz8vcN/jx49jxYoV0NPTQ8WKFREXF6fGSLWHIAi4ePEi9uzZg8TERFSqVAkDBgyAvb29pkMjKjRBAC5f1sGePfqIjxfB2VmGgQMz4eDA5dTp0wQBEH/ks1+x+P0+RESfUmyHkfzyyy84efIkLl68iH79+n103w4dOmD37t24du0a1q5dq6YItUtiYiK8vb3RuXNnHD16FNHR0Vi8eDHq1q2LRYsWaTo8okJJSQH69ZOgY0czhITo4elTMZYtM0S9emaYP58f/dOneXpm4dw5Xbx9K8q3PThYH40bc7w2EX1ase3ZbtKkicL7VqlSRYWRlA5jx47FtWvXsHXrVrRr1w5isRhJSUlYsGABZs+eDVtbW/Tq1UvTYRIpZPx4E1y4oIsNG5LRubMUYjGQnAwsXGiIX381QvnyMgwalKnpMKkYGzgwE/PnG2HcOBOsW5cMY+P32wUB+OsvQ1y9qovt25M0GyQRlQjFttgm9bl9+zYOHTqEFStWoEOHDvLtpqam+PHHH3H37l38+eef6NmzJ0Si/Ht5iIqLBw/E2LtXHwsXpqBrV6l8u0QCTJ+ejvv3dbBwoSEGDMj86DABKt3KlhWwbl0yhgyRwM3NHF9+KYWJiYAjR/Rw754OJk9OQ7t27Nkmok/jjxrC4cOHYWZmhu7du+dpE4lEGDJkCCIjI/H48WP1B0dUSIcP68HISEDv3vn3XA8ZkoEHD3QQFcVvf/RxXl5ZOHcuEf37Z+LcOV0cOKCHmjWzceBAEqZNS9d0eERUQnx2z3Z8fLx8BhBbW1u4u7srIy61Mjc3h1hNXVwymQwnT57EzZs3YWRkhM6dO8PR0VEt187x7h0QHPz+74oVgexsHZiZmcHGxibf/Z2cnAAA+vr6sLCwUGeouWjy2iVNac+ViQlQoUL+OXB2fv+3vr45ctJU2vNVGKUtVxYWQO4fazoA9AtxfOnK1+dgrhTHXBWOpvNV5GL73bt3mDNnDo4cOYLs7PfL1n755ZfyYjswMBDz5s3D0qVL0aBBA+VEqyIJCQlquU5oaCjGjBmDBw8ewMTEBBkZGfD19UWfPn2wYMECGBmpdhopmQyYO9cQixcbIjMTMDYGkpNFMDP7HomJt3DhwgVUq1Ytz3F79+6FRCKBubm5xmZ6sbCw4CwzCirtuXJx0cObNxKcPp2IOnXyLqm9d68hDA0NUa5cAuLihFKfr8JgrgqH+VIcc6U45qpwlJmvohbtRerOjY+PR79+/XDw4EFUqVIFAwYMgPCfOZDatm2LlJQUHDlypEiBaZu7d++iR48eKFOmDEJCQhAdHY13795h7ty5CA4OxqhRo/LkUNn8/Q2xYIEhxo1Lx+3bCYiOjsf58wn44gsxgJ0YPXoP0tNzfzR6584drFy5En379oVEIlFpfETK0KaNFPb22Zgxwwipqbnb7t8XY+lSA/TsmZlroRIiIiJVKVLP9vLlyxEdHY2vv/4a48ePBwBs2bIl1z5lypRB1apVceXKlc+PUgv89ddfKFOmDHbv3g1TU1MA719A9PHxgaWlJXx8fBAWFob69eur5Ppv34qweLEhvvsuHdOn/1tQV68uw/r1aWjVKgnh4X3RrNkXGDp0COzs7HDp0iVs27YNjo6OmD59ukriIlI2XV1gxYpU9O4tQbNmZhg6NAMODjJcuaKLLVsMUKGCDLNnp2k6TCIiKiWK1LN9/PhxODs7ywvtgjg4OOD169dFCkybZGVlYc+ePRg2bJi80P5Q9+7dYWdnh8DAQJXFcOCAHrKygNGjM/K06egAU6caQRDqo1KlDvj555/h4+ODvXv3YvTo0QgJCUGZMmVUFhuRsjVunIWjRxPRsGEW/P2N4OMjwa5d+vDxScfhw0koW5a92kREpB5F6tl+/fo1vLy8PrmfSCRCcnJyUS6hVVJTU5GRkQHnnDez/kNHRwdOTk4qHYMVFyeCmZmAcuXyLzKcnd+PbZ048Vds2TILaWlpkEgkePr0Ka5du4YyZcrAzc1NbS+SEn2uGjVkWLEiFYsXpyIt7f3Uf3x8iYhI3YpUbEskEsTGxn5yv+joaFhaWhblEggMDERoaCiA9+Odc7ZdvnwZAFC/fn307t0bAPDgwQOsWrUKAORjjh8+fIipU6fKzzd37twixaEMEokEFhYWCAsLg7e3d572tLQ03L59G40bN1ZZDA4OMsTFifHwoRiVKuVdrvraNV2IRALs7WXQ09PD/fv38cMPP+DMmTPyfVxcXDBt2rR874GouNLTe/+HiIhIE4pUbLu5ueHixYt4+vQpHBwc8t3nzp07uHPnDtq3b1+kwEJDQ7Fnz55c28LCwhAWFib/OqfYfvPmTZ59/7tNk8W2WCzGwIEDsXHjRvj4+OTp4V62bBni4+MxYMAAlcXQqZMUFhYy+PsbYcWKlFw9fImJwKJFhvDyyoKdnYCoqCh06tQJNjY2WLZsGTw8PBAdHY0VK1bAx8cHycnJGDJkiMpiJSIiItIWIqEIU2CcPXsWo0aNQtWqVfHHH3/AxcUF1apVQ48ePeDv748nT57A19cX9+/fx6ZNm4r91H/qmELn7du3aN++PVJSUjB+/Hh4eXkhKysLS5cuxbZt2/Ddd99hxowZKo0hMFAfo0eboHVrKcaMSYeTkwyhobr46y9DvHolwqFDSaheXYYBAwbg3r17OHHiBMzMzOTHC4KACRMmIDg4GBEREWqdnYRTHSmOuSoc5ktxzFXhMF+KY64Ux1wVTnGY+q9IxTYAzJ8/H6tXr4ZIJIKTkxOePHmCcuXKwcLCAg8ePEB2djbGjBmDb775pkiBqZO6HtrXr19jxowZ2LdvH6TS98tI29nZwc/PDz4+PmpZCj0kRA9z5hghMlJHvq1VKyl+/jkVNWrIEBMTg+rVq2PBggUYNmxYnuOfPXuGunXrYtGiRSrtif8vfnNRHHNVOMyX4pirwmG+FMdcKY65KpziUGwXeVGbSZMmoWbNmli+fDmioqIAALGxsYiNjUWlSpUwbtw4dOnSpain10o2NjZYtWoVfv31V9y/fx/W1tZwcnKCru5nL+SpsE6dpOjYUYrISDHi4sRwdJTBweHfMdwvXryAIAioV69evsfb29vDysoKT58+VVfIRERERCXWZ1V5HTt2RMeOHfHu3Ts8e/YMgiCgfPnyBS77Te9ZWVnByspKY7+dikTvZ2oA8r4oWbZsWQDvXzCtU6dOnva4uDi8e/dOvh8RERERFaxIE2G9ePEC8fHx8q8tLS1Ru3Zt1KlTJ1ehnZCQgBcvXnx2kKQ+Dg4O8PDwwLJly5CVlZWnfeXKlRCJROjevbsGoiMiIiIqWYpUbHt5eeH333//5H7z5s1DmzZtinIJ0qDp06fj+vXrGDhwIG7evAng/XjzX375Bb///ju+/vprWFlZaThKIiIiouKvSMNIBEGAou9VFvH9S9KgZs2aYcuWLfj222/RsmVLGBoaIj09HUZGRpg4cWKu+cuJiIiIqGAqfTMvLi4OhoaGqrwEqUjbtm1x/fp1nDx5Eo8ePYK5uTk6duwIc3NzTYdGREREVGIoXGxfuXIl19dv3rzJsy1HVlYWHj16hHPnzqFy5cqfFyEpTWpqKrZv346tW7fi1atXsLGxQd++fTFgwIB858zW1dVFu3btNBApERERkXZQuNgePHhwrnmgz507h3PnzhW4vyAIEIlEGDFixOdFSEoRHx+PHj164NatW+jQoQNat26NqKgozJgxAxs2bEBwcDDKlSun6TCJiIiItIrCxfaXX34pL7b37NkDR0dHuLu757uvnp4erK2t0apVK9SsWVM5kdJnmTx5Mp4+fYpTp07Bzc1Nvj0qKgrdu3fHN998g82bN2swQiIiIiLto3CxPXfuXPl/79mzB+7u7vD391dJUKRcr169QnBwMH755ZdchTYAVK1aFTNmzMCECRPw5MkTODk5aShKIiIiIu1TpKn/7ty5w0K7BAkNDUVWVha6deuWb3u3bt0gCEKBY/CJiIiIqGiKVGxTySIWv/9nzm+RGgDIzs4GgFxj8omIiIjo833W1H8vXrzAqVOn8PjxY6SkpOQ7p7ZIJMKvv/76OZehz9SoUSMYGBhg9+7d8PPzy9MeFBQEHR0dNG7cWAPREREREWmvIhfbixcvxrJlyyCTyeTbcortnB7SnBlJWGxrVtmyZdGnTx/MmzcP9erVwxdffCFvu3TpEn755Rf06NEDtra2GoySiIiISPsUqdgOCQnB4sWLYWdnhzFjxuDw4cP4559/sGbNGjx9+hQhISG4fPkyhg8fjlatWik7ZiqCX3/9FY8fP0b37t3h4eGBGjVqICoqCv/88w8aNWqE+fPnazpEIiIiIq1TpGJ769at0NPTw8aNG2FnZ4ewsDAAQNOmTQEA/fr1w/r16zFv3jx4eXkpL1oqMhMTEwQFBSEkJARbt27F1atXYW1tjVWrVqFbt27Q09PTdIhEREREWqdIxXZUVBTq1asHOzu7XNtzho0AwLBhw7Br1y4sW7YMa9as+fxItURmZiYOHTqEiIgIWFpaokWLFqhevbparq2rq4tu3boVOCsJERERESlXkYrtzMxMWFlZyb82MDAAACQmJsLc3Fy+vWrVqh9dZbK0+fvvvzF69Gi8evUKFSpUQEpKCn744Qd07NgRy5Ytg5mZmaZDJCIiIiIlKtLUf1ZWVnj79q38axsbGwDAvXv3cu33+vVr+bRypV14eDj69u0r/wUkIiICsbGxWLlyJc6fP4+hQ4fmO5sLEREREZVcRSq2XV1d8ejRI/nXjRo1giAICAgIQGpqKoD3L1FevXoVlStXVk6kJdxff/0FW1tbbNu2DTVq1AAA6Ovro1evXlixYgXOnDmDixcvajhKIiIiIlKmIhXbrVq1wuvXr3HhwgUAQP369eHh4YFLly6hUaNG8PDwwMSJEyESiTBu3DilBlwSSaVS7N+/H0OGDIGhoWGe9rZt28LJyQl79uzRQHREREREpCpFGrPdvXt31K9fH5aWlvJtS5Yswe+//44TJ04gISEBlStXxqhRo9C8eXOlBVtSpaWlQSqVyl8offDgAW7fvg0rKyu4ubnBxMQEtra2SExM1HCkRERERKRMRSq29fX1UalSpVzbJBIJ/ve//+F///ufUgLTJhKJBNbW1jh+/Dg2b96MM2fOyNvMzMwwYsQI3Lx5k7+YEBEREWmZIg0j8fX1xU8//aTsWLSWWCzGl19+iZ07d+L+/ftYsWIF7t27h6ioKAwdOhQLFy5ESkoKBg4cqOlQiYiIiEiJilRsnzlzBvHx8UoORbtlZGRALBYjKSkJ9+/fx4MHD3D37l08ePBAPgtJcnKyhqMkIiIiImUqUrFtb2+PtLQ0ZceitbKzs7F7926MHj0avXr1wtKlS9GhQwd07doVDx48wOLFi1GuXDls375d06ESERERkRIVacx2586dsXbtWsTGxuZa3Ibyl5KSgqSkJLi7u8Pb2xsTJ07EiRMn4OTkhGbNmkEkEmHr1q14+fLlJ88VHx+PuLg4lCtXDqampmqInoiIiIiKqkg926NHj0aDBg0waNAgHDt2DFKpVNlxaRUTExOYmJggNDQUXl5eqFWrFvz8/NC9e3c4ODhg5syZePDgAaytrQs8x/Xr19G/f3+4uLigfv36qFKlCsaMGYMnT56o8U6IiIiIqDCK1LPdoUMHCIKAly9fws/PDyKRCJaWlvJl2z8kEolw/Pjxzw60JNPR0UGXLl2wbNkyAEC9evXQrVs3JCQkYMOGDViyZAkAoF+/fvke/88//6BXr15wdnbGggULUKlSJdy4cQMrV65Eu3btEBISAhcXF7XdDxEREREppkjF9vPnz3N9LQgC3rx5o5SAtNX9+/cBABUqVMC3334LLy8vyGQy6OnpYd68eQCAzMzMPMfJZDKMHz8e9evXR2BgoHxRnObNm2PAgAFo3749pk2bhp07d6rvZoiIiIhIIUUqtu/cuaPsOLSaTCbDtWvX4OzsDCsrKwwZMkTeZmxsjCFDhmDjxo346aefsHfv3lzHnj17Fo8ePcKyZcvyrD5ZtmxZfPfddxg/fjyePn0KBwcHddwOERERESmoSMU2Fc7r168hk8nQtm1b/PbbbwgPD0dERATKlSuHBg0awNzcHHv27Ml3/PX9+/ehp6eHhg0b5nvupk2bQhAE3L9/n8U2ERERUTHDYlsNzM3NAQDR0dEIDAzE2rVrERERAWNjY3To0AGjRo1CWloajIyM8hwrkUgglUrx9u1blCtXLk/7q1ev5PsRERERUfFSpNlIqHCMjY1Rvnx5HD16FKNHj4ahoSEmT56MkSNH4vjx42jZsiWysrLyXUGyXbt2MDAwwJo1a/I995o1a2Bvbw93d3dV3wYRERERFRJ7ttWkZcuW2L59O8zMzPDtt9+iefPmMDExQWJionw2kvyKbUtLS3z11VeYP38+TE1NMWzYMBgbG+Pdu3f466+/sGvXLvz111/Q0dFR9y0RERER0Sew2FYDQRBw7do1VK1aFXfv3sWXX34JPT09ZGVlQRAEmJmZITk5Gbt27YKPj0+e43/88Uekp6dj5syZmDt3LipUqIDo6GgIgoDZs2fneuGSiIiIiIqPYltsBwcHIzQ0FOHh4bh79y6kUin8/f3h7e2d7/7JyckICAjA0aNHERsbC2tra7Rv3x6+vr4wMTFRc/S5paamIioqCsuWLUPbtm3x008/4ebNm5BIJOjfv798Cr+wsLB8j9fR0cHvv/8OX19f7Nq1C2/evIGDgwN69+6d7zhuIiIiIioeim2xvXDhQjx//hwWFhawtrbOM7f3h1JTUzFo0CBERkaiWbNm6Ny5MyIjI7F27VpcuXIFW7ZsyXfBHXXJGeKRlpaGV69ewcDAAEZGRjA2NkZaWhoSExORlpb2yaEgjo6O+O6779QRslK8eyfCli36OHlSD5mZgLt7NoYPz0ClSjJNh0ZERESkFsX2BclffvkFJ0+exMWLFwtcWTHH6tWrERkZia+++gpr1qzBpEmTsGbNGnz11Ve4desW1q9fr56gC2BoaIimTZvizz//RLNmzbB//344ODhAV1cXU6dORcOGDREeHg4vLy+NxqlMV67ooGFDM8yZYwRjYwG2tgK2btWHh4cZNm7U13R4RERERGrx2cV2fHw8zp8/jwMHDhQ4DKIomjRpAjs7u0/uJwgCAgMDYWxsjHHjxuVqGzduHIyNjREYGKi0uIrK09MTT58+RaNGjXDlyhWsWLECISEhCA4ORkJCAnR1ddG2bVtNh6kUCQki9O8vgaurDDdvJmDLlhSsWpWC8PAEDBmSiW+/NcalS3yhk4iIiLRfkYvtd+/eYeLEiWjWrBl8fHwwefLkXEVtYGAgGjVqhKtXryol0II8fvwYMTExcHd3h7Gxca42Y2NjuLu74+nTp3j58qVK4/iUf/75B05OTrh8+TLc3d0xYsQItGnTBl27doWFhQWysrJw+PBhjcaoLNu26SMxUYS1a5NhbS3ItxsZAfPmpaJyZRmWLTP8yBmIiIiItEORiu34+Hj069cPBw8eRJUqVTBgwAAIgpBrn7Zt2yIlJQVHjhxRSqAFyVl10dnZOd/2nO2PHz9WaRwfk56ejgsXLuCbb77BxYsX0atXL7x79w6Ghob4888/cfXqVbi5ueH06dMai1GZTp3SQ/PmWahQQcjTJhYDvXtn4vTpYvu6ABEREZHSFKniWb58OaKjo/H1119j/PjxAIAtW7bk2qdMmTKoWrUqrly58vlRfkRSUhKAgldQzNmenJxc4DnMzc0hFqtu+HpKSgoAoGzZsvDw8ICHh0eefUxMTKCjowMLCwuVxaEuYjFgbIwC78XCAsjOLri9INqQG3VhrvInkwEnTwKHDgFZWUCjRkDPnsxXYTBXhcN8KY65UhxzVTiazleRiu3jx4/D2dlZXmgXxMHBAZcvXy5SYOqUkJCg0vMLgoDq1atj586d6NKli3y7hYUF4uLi8Pz5c1y+fBm9evVCXFycSmNRhzp1DLF0qSGePImHmVne9sBAUzRoICAuruBfgP4rJ1f0acxV/p49E2HgQAlu3dKFg0M2jIyARYt0MHEisHZtEho3ztJ0iMUen63CYb4Ux1wpjrkqHGXmq6hFe5G6c1+/fo1q1ap9cj+RSPTRHmVlMDU1BVBwz3XO9oJ6vtVBJBLhq6++wsGDBxEUFJSrLS0tDd988w0kEgl69+6toQiVa/DgDGRmApMmGUMqzd22cqUBLl/WxVdfZWgmOCqV0tOBnj1NkZAgwoEDSbh+PREXLybi8uUE1KgB9O0rwYMHxXZyJiIiKsGK1LMtkUgQGxv7yf2io6NhaWlZlEsozMnJCUDBY7Jzthc0pltdhgwZgkuXLuGrr77CunXr4OXlhdTUVGzevBmJiYnYsmWL/BeHks7OTsCyZSkYPdoEly7polevTBgbA4cO6SEsTBdff52Ojh2lnz4RkZLs26ePe/d0cO5cAmrU+Hee98qVZdi/H3BxEbBihQF+/z1Ng1ESEZE2KlJXjpubG27duoWnT58WuM+dO3dw584duLu7Fzk4RTg7O8Pa2hphYWFITU3N1ZaamoqwsDDY29ujQoUKKo3jU8RiMZYsWYI1a9ZALBZj8eLF2L59O7p27YrTp0+jZcuWGo1P2Xr0kOLEiSR88UUWtm41wLJlBrC0FLB9exL+9780iESajpBKk3379NC4sTRXoZ3DxATo2zcT+/Zx/nciIlK+IhXbgwYNQmZmJnx9ffHgwYM87U+ePMHkyZMhCAIGDhz42UF+jEgkQu/evZGamoqlS5fmalu6dClSU1PRp08flcagKLFYjB49emDfvn148OABnj17ht9//x1VqlTRdGgq4eaWjcWLUxEZmYD79xOwc2cy2rXLYqFNapeSIso1DeV/WVvLkJLCB5OIiJSvSMNImjdvDh8fH6xevRpdunSBk5MTRCIRzp07h27duuHBgwfIzs7GmDFj0KBBgyIFFhgYiNDQUADA3bt35dtyXrisX7++fIyzj48PTpw4gVWrViEyMhI1atTA7du3ce7cObi5uWHo0KFFioGItIOrazb279eHVAro6eVt//tvXbi6Zqs/MCIi0npFnux40qRJqFmzJpYvX46oqCgAQGxsLGJjY1GpUiWMGzcu18wbhRUaGoo9e/bk2hYWFpZrlcqcYtvY2BibN29GQEAAjh49ikuXLsHKygojRozA119/DUNDLqBCVJoNHZqBVasMsWiRISZOTM/VduwYcPSoHv78M7WAo4mIiIpOJPx3NZoiePfuHZ49ewZBEFC+fHnY2NgoIza10dQUOpy+R3HMleKYq/z5+xti3jwjtGuXib5937+0GxKih+3bDdCypRSbNyfn2+tN/+KzVTjMl+KYK8UxV4VTHKb+U8oyfpaWliqfdYSI6HNMm5aOypVlWLzYACNHvp8K1NZWhtmzgZEjWWgTEZFqFKnYfvPmDW7cuAFXV1c4ODjku8/Tp09x9+5d1K1bF2XLlv2sIImIlKF370z06pWJ2FgRpFKgfHkB5cpZgJ1ERESkKkWajWTdunXw9fVFZmZmgftkZGTA19cXGzduLHJwRETKJhIB1tYC7OwE6OhoOhoiItJ2RSq2z549i8qVK8PFxaXAfSpXrozKlSvj9OnTRY2NiIiIiKhEK1Kx/eLFC1SsWPGT+zk7O+Ply5dFuQQRERERUYlXpGJbJsu7Clt+RCLRR4eaEBERERFpsyIV2/b29rh27RqysrIK3CcrKwvXrl3T+DLpxVVWVhaUMOsiERERERVjRSq2W7dujTdv3mDBggUFFowLFizAmzdv0Lp1688KUJtIpVKsXr0aTZo0gbW1NQwNDTFs2DD5SplEREREpF2KNPXf8OHDsXfvXqxfvx7nz59Hr1694OjoCACIjo7Grl27cO/ePZQrVw4jR45UasAllVQqxeDBg3HixAl07twZY8aMQUZGBlavXo2OHTti9erV6Natm6bDJCIiIiIlKlKxXaZMGaxduxZff/017t69C39//1ztgiDA2dkZAQEBXOzm/61atQonT57E9u3b4eXlBeD9SkTDhw/HmDFjMG7cOHzxxRdFXp2IiIiIiIqfIq8g6eLigoMHD+Lo0aO4cOGCfNaRChUqoHHjxmjXrh10OIktgPe/fKxduxZffvmlvNDOoaurC39/f+zfvx/btm3DuHHjNBQlERERESlbkYptf39/mJmZ4euvv0bHjh3RsWNHZcelVVJSUvDw4UNMmTIl33YrKyu4u7vj1q1bao6MiIiIiFSpSMX2li1b+OJjIejp6QEAEhMTC9wnISEB+vr66gpJKyQnJ2Pnzp0ICgpCXFwcnJ2dMXjwYLRv3x5i8cff/Q0P18Hq1QYIDdWBjg7QqlUWRozIgIODYtNaEhERESmiSLOR2NjYcNq6QjAwMECrVq2wbdu2fOcoDwsLw507d9C+fXsNRFcyPX/+HF5eXvj+++9hbm6O5s2bIyYmBgMHDsSwYcMglUoLPHb1agO0aGGKY8f00KhRNmrWzMa6dfrw9DTD8eNFHllFRERElEeRiu02bdrg8uXLSE5OVnY8WsvPzw9hYWGYPHlyrh7uW7duYeTIkahatSratWunwQhLFh8fH6SlpeHChQvYunUr5s6di+PHj2Pz5s04cuQI5s2bl+9xly7p4PvvjTF6dAZu3EjAggWpWLIkFeHhCWjeXIrhwyV49Uqk5rshIiIibVWkYnv8+PGwtbXFqFGjcPv2bWXHpJVatGiBv/76C5s2bUKtWrXQs2dPNGjQAC1atIC+vj527twJXV32qiri2rVruHTpEn777TdUqVIlV1unTp0wcuRIrFu3Dunp6XmOXbHCEFWqZOOXX9LwYbolEmD58lQIArBpk4Gqb4GIiIhKiSJVd+PGjYO+vj7CwsLQs2dPWFlZwdbWNt8xxyKRCBs2bPjsQLXBkCFD0KZNG2zevBkRERGws7ODr68vOnXqJB/XTZ/2999/QyKRFPhJgLe3N5YvX447d+6gbt26udrOndPF8OEZyG9It7m5gNatpTh3TheTJ6sgcCIiIip1ilRsX758Wf7fgiAgJiYGMTEx+e4rEvEj+Q8ZGBjAyMgo159PvcxH+Svo2crJZ37vFQgC8i20/z32/T5EREREylCkYvvEiRPKjqNUCAwMxIQJEyAIAurWrYvExESsWrUKbm5u2L59OypUqKDpEEuExo0bIzk5GSdOnEDbtm3ztAcHB6NMmTKoVq1aPsdmIThYH99/n47/1uqJicDJk3oYMybv8BMiIiKioihSl6qdnV2h/hDwzz//YOzYsfjyyy8RERGBQ4cOyf9++/Yt+vfvj+zsbE2HWSI0aNAA7u7umDp1KqKjo3O1nTp1CitXrsTQoUNhZGSU59hRozJw544O5swxxIcTw6SnA35+JsjKAoYOzVD1LRAREVEpwTfy1GThwoWoWbMmAgIC5CtrikQieHh4YPXq1ejUqRNOnjyZb08t5SYSibBmzRp8+eWXaNSoETp37gxHR0dcvXoV58+fR5s2bTB16tR8j23WLAs//ZSKH380xp49+ujYUYqMDCA4WB+JiSKsXZsCOzuOIyEiIiLl+Kxi+82bNwgKCsLVq1fx+vVrAO/n4G7YsCG8vb1Rrlw5pQRZ0mVkZOD48eOYO3duvkvYe3h4wNXVFSEhISy2FeTk5ITTp09j06ZN2L17N8LCwuDs7IxVq1ahe/fuH53ZZfz4DDRunIXVqw1w+LAedHQAb+9M+PhkoHJlLmpDREREylPkYvvIkSP44YcfkJqamutFtLt37+LcuXNYuXIl5syZw4VaAGRmZkIQBFhYWOTbLhKJYGlpme9UdVQwc3Nz+Pr6wtfXt9DHNmiQjQYNUlUQFREREdG/ilRs37p1CxMnToRMJkPbtm3RrVs32NvbA3i/sl9wcDCOHz+OiRMnwtbWFm5ubkoNuqSRSCRwdHTEqVOn0KtXrzzt7969w7Vr19ChQwcNREdEREREqlKkFyRXrlyJ7OxsLFy4EIsWLUKbNm1QrVo1VKtWDV5eXli0aBEWLlyIrKwsrFq1StkxlzgikQgjRozArl27cP78+Vxt2dnZmDlzJgBgwIABmgiPiIiIiFSkSD3boaGhqFev3kfHF7dt2xbu7u64evVqkYPTJqNHj8apU6fg7e2Nnj17wsvLC+np6Vi1ahXCw8OxdOlSjnEnIiIi0jJFKraTkpIUmhO6QoUKuHXrVlEuoXUMDAywfft2rFixAuvWrcP27dshEonQtm1bzJkzB02bNtV0iERERESkZEUqtq2srBAZGfnJ/e7cuQMrK6uiXEIrGRgYwM/PD71798aNGzdga2uL6tWrc6l2IiIiIi1VpDHbzZo1w6NHj/DHH3/kuxCLIAj4888/8fDhQzRr1uyzg9QWL1++xLBhw1C7dm0MGDAALVu2RJ06dbB06dJ8lxYnIiIiopKtSD3b48aNw9GjR7Fq1SocOHAAHTt2lK8U+eLFCxw+fBjPnz9HmTJlMG7cOKUGXFLFxsaiU6dOyMzMhL+/P1q3bo3s7GwsWbIEM2bMQExMDGbPnq3pMImIiIhIiYpUbJcvXx4bNmzApEmTcO/ePaxZswYikQgA5D20rq6umD9/PsqXL6+8aEuwhQsXIiEhAWfOnIGDgwMAwMLCAlWqVEGlSpUwe/ZsDBkyBJUqVdJwpERERESkLEVe1KZq1arYv38/Ll26hKtXryImJgYAYG1tjQYNGsDDw0NpQZZ0MpkMW7duxaBBg+SF9odGjRqFhQsXYuvWrZgxY4YGIiQiIiIiVfis5dqB90uNs7D+uOTkZMTHx6Nu3boA3hff8fHx0NfXBwAYGhqievXqePr0qQajJCIiIiJlK9ILkps3b8a7d++UHYvWMjY2hqGhIe7evYsFCxagdu3aqFy5MiQSCXr06IFTp07h8ePHsLS01HSoRERERKRERerZ/uWXXzB37lw0bdoUXbt2RZs2bWBoaKjs2LSGrq4uunXrhr/++gsA0LdvX7Ru3RqZmZlYsWIFevXqBUEQ0KdPH80GSkRERERKVaRie9iwYQgJCcGZM2dw9uxZGBkZoU2bNujatSuaNm0KsbhIHeZazcrKCpmZmahSpQp69uyJL774Ajo6Onj9+jVu3LgBQRBgb2+v6TCJiIiISIlEQhEneBYEARcvXsS+fftw7NgxJCcnQyQSwdLSEp06dULXrl1Ru3ZtZcerEnFxcSo9vyAIqFu3LmrWrIlHjx4hKioK+vr6kEql0NHRgbe3N/bt24epU6fCz89PpbGUVBYWFir/d9IWzFXhMF+KY64Kh/lSHHOlOOaqcJSZLwsLiyIdV+QXJEUiERo3bozGjRvjp59+wsmTJ7F//36cPXsWmzZtwubNm+Ho6IiuXbvC19e3qJdRWM6MH0FBQXj48CF0dHRQvXp1jBgxAl5eXiq//sckJyfj6dOnmDVrFry9vXHhwgVERESgbNmyaNy4MSpUqIDo6GiFVuUkIiIiopLjs2cjAQB9fX106NABHTp0QGJiIo4cOYJ9+/bhypUrWLJkicqLbUEQ8M033+DIkSNwdHREr169kJmZiRMnTmDcuHGYOXMmBg0apNIYPsbAwABisRhv3ryBSCRCkyZN0KRJE/lvW4Ig4O3bt6hWrZrGYiQiIiIi5VP64OrExES8fftWrR9xHDlyBEeOHIG7uzv279+PmTNn4ueff8aBAwdgZ2eH3377Dc+ePVNbPP+lr6+Pdu3aYfPmzcjKysrTfuHCBdy7dw+dOnXSQHREREREpCpKKbbfvXuHLVu2oF+/fmjbti0WLlyIBw8eoGHDhvjpp5+UcYmPOnHiBABgzJgxuWZFsbS0xNChQ5GZmYndu3erPI6P8fPzw507dzB27Fi8fv0awPse+b///hs+Pj6oV68eWrdurdEYiYiIiEi5ijyMJC0tDceOHcP+/ftx4cIFZGdnQxAEVKlSBV27dkXXrl1RoUIFZcZaoDdv3gBAvrN55Gy7ePGiRl8+9PT0xMqVKzF+/HgEBwejdu3aSEhIwIMHD+Du7o4tW7ZwFhciIiIiLVOkYvu7777DqVOnkJ6eDkEQUL58eXTu3BndunVD1apVlR3jJ+W8Hfrs2TO4uLjkassZPvL48WN1h5VHjx490KpVK+zYsQMREREoU6YMWrdujebNm7PQJiIiItJCRZr6r1q1ajA1NUX79u3RrVs3NGzYECKRSBXxKWTv3r2YMmUKGjRogLVr18LAwADA+yn9evbsiefPn0NPTw/h4eH5Hi+TyVjsFlJ8fDw2btyIU6dOQRAENGvWDMOHD0fZsmWVdo3UVGD7diAkBMjMBOrXB3x8ADs7pV2CiIiISKWKVGwfO3YMLVq0gL6+vipiKrSsrCyMGDECly5dgpOTE7744gtIpVKcOHECZcuWRVRUFAwMDHDz5s18j9fUfJUlda7MixcvYsCAAUhOTpYvYnT+/Hno6+tj/fr1Shl7fueOGL17m+LFCxE8PLJgaamHM2cEZGYCAQGp6NMnUwl3op1K6nOlKcyX4pirwmG+FMdcKY65KpziMM92kbpz27ZtW2wKbeD9cuirV6/G+PHjIRKJsGPHDhw7dgxeXl5YtGgRACi1x7U0e/XqFfr164eaNWvixo0b2LNnD4KCgnDr1i00btwYQ4YM+ewhO6mpQO/epjAzE3D5ciJCQpJx8CAQERGP3r0zMW6cMS5f1lHODRERERGpkNaMndDX14evry+OHDmC8PBwXLhwAf/73//kM3/UqlVLwxFqh/Xr1yM7OxubNm3K9QKslZUV1q1bB0NDQ6xevfqzrrF7tz5evBBh48ZkuLjI5NvNzICFC1NRubIMS5cafuQMRERERMWDQi9Ienl5QSQSYd26dXBwcCjUiowikQjHjx8vcoCfa//+/QDAOayV5Pjx4+jUqRPKlCmTp83Y2Bhffvkljh07hl9++aXI1zh2TA+enlm5Cu0cOjpAv34ZmDfPqMjnJyIiIlIXhYrt58+fA4B8QZacr4uT5ORkSCSSXNsOHz6MoKAguLm5oV27dhqKLLfMzEyEhIQgIiIClpaWaNGiBWrUqKHSa7579w579uzBq1evYGVlhR49esDKyqpI58rMzMyT5w9JJBJkZn7eeGqpFPjIJSCRvH9hUhAADb6XS0RERPRJChXbd+7c+ejXxUHv3r1RoUIFVKpUSf4y5OXLl+Hg4ICFCxdCR0fzY3zPnj2L0aNH4/Xr16hQoQJSUlIwffp0dOjQAcuXL4eZmZlSrycIAgICAuDv7w+ZTAYbGxvExMRg5syZ+PbbbzFlypRCzyJTp04dHDt2DNnZ2XlyKggCDh8+jDp16nxW3HXqZGPxYkMkJr4fOvJfhw/roU6dbBbaREREVOxpzZjtTp06ITY2Frt378amTZvw9u1bjB07Fnv37oVdMZgrLjw8HP369UO1atVw7tw5REREIDY2FitXrsQ///yDoUOHoggTw3zU2rVrMXv2bPj4+CA8PBw3b97E7du34efnh99//x0BAQGFPufIkSPx7NkzzJ07N0+8AQEBuHv3Lnx8fD4r7sGDM5CZCUybZozs7NxtQUF6OHlSDz4+GZ91DSIiIiJ1KNLUf9pGHVPojBw5Ejdu3MC5c+fkS8rnTEdz5MgR9O/fHwcPHkTjxo2Vcr3MzEzUrl0bbdq0weLFi/O0T506Vb64jrGxcaHOvXDhQvz000+oV68evL29oaOjg+DgYFy6dAkTJ07E9OnTPzv+nTv1MW6cMVxcZOjXLxM2NkbYvVuKkyf10K9fBhYvTgWnRs8fp4UqHOZLccxV4TBfimOuFMdcFU5xmPqvSCtIhoWF4dKlS3jw4AESExMhEolgbm6OypUrw8PD47OHEWgbqVSKAwcOYPr06fJC+0Nt27aFk5MT9uzZo7Ri+59//kFMTAxGjx6db/uoUaOwcuVKnD59utAvj06YMAG1atXCsmXL8PPPP0MQBDRu3BibN29W2ouoffpkwtk5G0uXGmLBAkNkZAB16oiwZEkK+vbNZKFNREREJUKhiu07d+7ghx9+QGRkJADkGUaQM/63du3amDNnDipXrqykMEu2tLQ0SKXSAoeziMVi2NraIjExUWnXzDlXQdfM2V7Ua3p5ecHLy0v+DKhiBdFGjbLRqFEKAKBMGQvExycp/RpEREREqqRwsX3z5k0MHToUaWlpMDIyQvPmzVG9enVYWFhAEATExcUhMjISf//9N27cuIG+ffti06ZNKp9poySQSCSwtrbG5cuX0bNnzzztycnJuHXrFpo3b660a7q4uAAALl26hI4dO+Zpv3jxIgCgYsWKn3UdVRTZ+V9HLZchIiIiUiqFiu3s7GxMnjwZaWlp6NWrF6ZOnVrg9G/Jycnw9/dHUFAQJk6ciJCQELUVZMWVWCzG4MGDsXz5cgwbNgzVq1fP1f7HH38gNTUVAwcOVNo1a9asCXd3d/z222/44osvcv17paWlwd/fH9WqVUOjRo2Udk0iIiIiyk2hYvvEiRN48uQJOnXq9MnFSiQSCebMmYOUlBQcOXIEJ0+eLNQiONpq/PjxOHz4MDp16oSvvvoKXl5ekEqlWLZsGQ4dOoTZs2fD3t5eqddcsGABunbtCi8vL4wdOxY1a9ZEVFQUli9fjkePHiEoKKjU/yJEREREpEoKvWZ26tQpiMVifPvttwqfeOLEiQCg0dUjixMzMzPs378fPXv2xPLly9GxY0d069YNjx49wooVK+Dn56f0a9apUweHDh1CpUqVMHHiRLRv3x5+fn4oX748Dhw4AE9PT6Vfk4iIiIj+pVDPdnh4OCpWrAgHBweFT+zg4IBKlSohIiKiyMFpmzJlymD+/PmYPXs2oqOjUb58eVhYWKi0d7lmzZrYtm0bYmNjERMTg3LlysHGxkZl1yMiIiKifynUsx0bGwtnZ+dCn9zZ2RkxMTGFPk7bSSQS1KhRAy4uLmobxmFlZYWaNWuy0CYiIiJSI4WK7eTkZJiamhb65BKJBMnJyYU+joiIiIhIGyhUbGdlZRWpB1YsFiP7v+ttExERERGVElyHj4iIiIhIRRRe1Gbv3r3Yu3evCkMhIiIiItIuCvdsC4JQpD9EJdHr1yL8/LMh6tQxg4NDGTRubIYlSwyQkqLpyIiIiKgkUahn+86dO6qOg6jYuH9fjG7dTJGSIkKfPhmoWFGGa9d08b//GWHXLn3s3ZsMc3P+IklERESfpvAwEqLSQBCAUaNMYGoq4NSpRNjY5BTVGZgwQQddu0owc6YRFi1K1WicREREVDLwBUmiD4SG6uD6dV3MmZP6QaH9Xq1a2ZgwIR27dukjLo7L3BMREdGnsdgm+kBYmC4MDAS0bp2Vb3vHjlKkp4tw+7aOmiMjIiKikojFNtEHdHUFZGcDGRn5t6env+/R1tHhmG0iIiL6NBbbRB9o2TILWVki7N6tn2/79u36KFtWhrp1uVgTERERfRqLbaIPVKokQ5cumZgxwwjnz//7/rBMBmzbpo9Vqwzw1VcZMDTUYJBERERUYnA2EqL/WLw4BX37mqJrV1PUq5cFZ2cZbtzQwcOHOujXLwMTJ6ZrOkQiIiIqIdizTfQfZmbAgQNJ2LIlGY6OMrx9K4KnZxZCQhKxZEkqdPhuJBERESmIPdtq9vr1a/z4448IDw+HiYkJ+vTpg+HDh0Ms5u89xYmOzvuZRzp2lGo6FCIiIirBWOGp0S+//ILq1atj586dePDgAUJDQzF58mRUqlQJ9+7d03R4RERERKRkLLbVZNOmTfjjjz9Qvnx5HDp0CC9fvkRGRgamTp2KpKQktG7dGllZ+c/tTEREREQlE4ttNfH394e+vj6uXr0KDw8PAICuri6+//57zJ49GykpKViyZImGoyQiIiIiZWKxrQbJycl49eoV2rRpA2Nj4zztX3/9NfT09LB9+3YNREdEREREqsJiWw2SkpIAALa2tvm2i8ViGBoaIj2dU8oRERERaRMW22pgY2MDsViMM2fO5Nv+9OlTJCUloWLFimqOjIiIiIhUicW2GojFYjRr1gz37t3D1q1bc7XJZDL0798fAPDTTz9pIjwiIiIiUhHOs60mq1atgru7O3x9fbFs2TJ07doVcXFx2LZtGxITE9GzZ0+4ublpOkwiIiIiUiIW22piZWWFsLAwDB48GFeuXEFERAQAQCKRYPLkyZg2bZqGIyQiIiIiZWOxrUZWVlY4fPgwUlNTERkZCQcHB1hbW2s6LCIiohLr+XMRYmLEsLaWwc5O0HQ4RHlwzLYGGBsbo379+qhataqmQyEiIiqRwsJ00KOHBG5uZeDlZQY3tzLo0UOCsDAdTYdGlAuLbSIiIipRLl3SQdeupnj7VoRly1Jw+nQili9Pwbt3InTpYoqLF1lwU/HBYSRERERUYggCMGmSMWrVykZwcBIMDd9vr107G926ZeLLL00xaZIx/v47CSKRYueMi4vDypUr8c8//+Ddu3cwNTVFlSpVMGLECNSpUwcAEBUVhQ0bNuDatWtISUmBtbU13N3dMWjQIDg6OqrobkkbsNgmIiKiEuPaNR1EROgiMPDfQjuHoSEwZUoaevY0RWioDho0yFbonNOmTYNUKsWsWbNga2uLd+/e4erVq0hISAAAnDt3DtOmTYOHhwd++ukn2Nvb4927dzh58iRWrFiBOXPmKPs2SYtoTbEtCAKOHTuGTZs24dGjR0hKSkL58uXh4eGBr776Cg4ODpoOMZf09HTIZDIIggCZTAYdHX7kRURE9CmPHr0fAduoUVa+7Q0bvt/+5IlYoWI7KSkJ169fx9KlS+Hu7g4AqFChAmrWrAng/c/rX375BU2aNMFvv/0mP87W1ha1atWSrxJNVBCtGbP922+/Yfz48Xj06BG8vLwwaNAg2NvbY+fOnejevTvu3r2r6RCRmpqK4cOHo3z58rC1tYWOjg7Kli0LKysrtGjRAhs3boRMJtN0mERERMVWmTLvZxx5+jT/EiZnu5mZYjOTGBkZwdjYGGfPnkVmZmae9osXLyI+Ph6DBg3K93hTU1OFrkOll1b0bMfGxmLDhg2ws7NDcHBwrgd//fr18Pf3x7p16+Dv76+xGFNTU1G3bl28efMGZcqUQWZmJkxNTZGamors7GwkJSXh22+/xd9//40VK1ZALNaa34OIiIiUplmzLFhZybB8uSEWLUrN0758uSHKlZOhefP8e77/S1dXFzNmzMDcuXOxZ88euLq6wt3dHW3atEGVKlXw9OlTAICTk5NS74NKD62o6J4/fw6ZTIZ69erl+Q2zZcuWAN6//KBJX331Fd68eQM/Pz8kJydj6NChiI+Px9OnT2Fvb4/Hjx/jt99+w+7du7Ft2zaNxkpERFRcGRgAkyenY/NmA/zwgxFevXr/FuTr1yJMn26ETZsMMHlyOgwMFD9n69atsX//fvz+++9o3LgxwsLCMGzYMBw4cACCwLm76fNoRbHt5OQEPT09XLt2DcnJybnaTp8+DQDw9PTUQGTvyWQyHDt2DI6OjtDX14ehoSF+/vlniMViGBoaYufOnQCAU6dOoU2bNli7dq3GYiUiIiruRo7MwE8/pWLjRgO4uZmjWjVz1Kpljg0bDDB7dip8fDIKfU4DAwN4eHhgxIgRWLVqFTp16oTVq1fLZxp58uSJsm+DSgmtGEZiYWGBSZMmYe7cuejQoQO8vLwgkUhw584dXLp0CQMGDChwrJU6xMbGIisrC23atEF4eDiaNGkCiUQib69WrRokEglu376Nr7/+GtOmTYMgCBApOmcRERFRKSISAePHZ2DIkEwEB+vh1SsxbGxk+PJLKczNldMTXbFiRZw9exYeHh4oU6YMNm/enOsFyRxJSUkct00fpRXFNgAMGzYM1tbWmDFjBrZv3y7fXr9+fXTp0gW6ugXfqrm5uUrHSOfMNJKSkgKJRIKXL1/CwsICAOR/S6VSGBkZQSqVwtDQEJaWliqLp6TKyRV9GnNVOMyX4pirwmG+FFeUXFlYABMmfN514+LiMGHCBPTs2RNVq1aFiYkJwsPDsXXrVrRp0wa2traYM2cOvvnmG0ybNg1DhgyBo6Mj4uLicOjQIbx8+RJ//vnn5wVRSHyuCkfT+RIJWjIYafHixVi+fDn8/PzQrVs3mJqaIjIyEv7+/rhz5w4WLVoELy+vfI9Vx3huFxcXZGRkYO7cufDz88OlS5fQqFEjxMXFYcuWLRg/fjy++eYbHDhwAG5ublizZo3KYypJLCwsND7uvqRgrgqH+VIcc1U4zJfiNJmrzMxMrF69GpcuXcLz58+RlZUFGxsbtG7dGkOHDoXh/0/mHRkZiQ0bNuDGjRvyRW0aNGiAgQMHqnV6YT5XhaPMfBW1aNeKYvuff/7B8OHDMWzYMEybNi1XW2xsLNq0aQMbGxscPXo03+PV8dAGBATgxx9/RJUqVeQ93Hv37sX58+cxduxYiMVidO3aFXv37sWRI0fkc33Se/zmojjmqnCYL8UxV4XDfCmOuVIcc1U4xaHY1ophJGfPngUAeHh45GmzsrJCpUqVcPv2baSkpMDExETd4QEAxo8fj9u3b2PHjh0AALFYjBo1agAARCIRxGIxDhw4gBUrVrDQJiIiItISWlFsS6VSAMC7d+/ybX/37h3EYjH09PTUGVYey5Ytw6hRo/Djjz/i/v37yM7Ohrm5OVxdXeUfRVlZWWk0RiIiIiJSHq0ott3d3bF582asX78e7du3z/VW8LZt2/Dq1Su4u7tDX19fg1G+5+DgIH/hwtzcHF5eXvDy8uJy7URERERaSCuK7Q4dOmDbtm24cuUK2rdvj9atW8PU1BS3b9/GxYsXYWhomGcstybs3LkTE/7/tel69eohMTERq1atQq1atbBjxw5UqFBBwxESERERkTJpxaI2Ojo6WLt2LSZOnAgbGxscOHAAGzduxKNHj9CtWzfs3r0btWvX1miM58+fx7hx4+Dt7Y2IiAiEhIQgIiIChw8fRlxcHPr164fs7GyNxkhEREREyqUVs5F8LnW81du3b1+8fv0aJ06ckA8ZyXlD9tKlS+jYsSN27NiBtm3bqjyWkohvXyuOuSoc5ktxzFXhMF+KY64Ux1wVTnGYjUQreraLu4yMDBw/fhwDBw7Md2x2o0aN4OrqipCQEA1ER0RERESqohVjtou7zMxMCIIACwsLyGQynDlzBhEREShbtiy++OIL2Nvbw9LSEunp6fkeLwgCzp8/j+vXr8PAwABt2rRBxYoV1XwXRERERFRYLLbVQCKRwMnJCTt37sRvv/2GBw8eQCKRICMjA9nZ2ejWrRuuXbuGjh075jk2PDwcX331FaKiomBiYgKpVIopU6age/fuWLRoUa6ZV4iIiIioeOEwEjUQiUTo0qULjh8/Dl1dXRw6dAhPnjzBu3fvMHfuXOzfvx9SqRT9+/fPdVx0dDS6d+8OAwMD7N+/H9HR0Xj06BEWLlyIkydPYvDgwZDJZBq6KyIiIiL6FPZsq0lMTAwMDAzw8OFDrF+/Hk+fPkV6ejo2bdoEmUwGQRDw+PFjlCtXTn7M4sWLoauri71796JMmTIAACMjIwwePBgVKlRAnz59cPbsWbRs2VIzN0VEREREH8WebTXIysrCvn378O2332L69Om4dOkSRo0ahQkTJsDW1hZ79+6FnZ0ddu3aleu4oKAgDBgwQF5of8jLywuurq4IDAxU010QERERUWGxZ1sNUlNTkZGRARcXF/Ts2RPjx49HSkoKbGxskJKSAgBwdHTMNTWNIAiIi4uDs7NzvucUiURwdnbm9D9ERERExRh7ttVAIpHA0tISYWFhAN4XyhKJRL58fGpqKm7fvg1HR0f5MSKRCA4ODggNDc33nFKpFDdv3sx1DBEREREVLyy21UAsFmPgwIHYsmULHj9+nKd92bJlSExMxIABA3JtHzRoEIKCgnDnzp08x6xduxavXr3C4MGDVRU2EREREX0mDiNREz8/Pxw8eBAdOnTA+PHj4eXlhaysLCxduhTbt2/HxIkT88ydPXr0aAQHB6NLly4YP3482rVrh6SkJGzduhUbN27EqFGjULNmTQ3dERERERF9Cpdrh3qWawfez0gyY8YMBAcHQyqVAgDs7e0xYcIEjBgxAiKRKM8x7969w6xZsxAUFISMjAwAQIUKFTB27Fh8/fXX+R6jjbg8reKYq8JhvhTHXBUO86U45kpxzFXhFIfl2llsQ33Fdo63b9/i3r17sLa2hpOTU75LuP9XXFwcoqKioK+vDzc3N+jp6akh0uKD31wUx1wVDvOlOOaqcJgvxTFXimOuCqc4FNscRqIBZcuWRdmyZQv1AFhYWMDT01PFkRERERGRMvEFSSIiIiIiFWGxTURERESkIiy2iYiIiIhUhMU2EREREZGKsNhWI0EQcOTIEfTt2xc1a9ZElSpVMGvWLERHR2s6NCIiIiJSARbbaiIIAr777jv0798fb9++xYABA9CuXTts2bIFzZo1w4ULFzQdIhEREREpGaf+U5OtW7diw4YNWLRoEQYNGgTg/XR+U6ZMweDBgzF48GDcuHEDJiYmGo6UiIiIiJSFPdtqsnLlSnTo0EFeaOcwNTVFQEAA4uLisGvXLg1FR0RERESqwGJbDVJTU3Hr1i107do133YHBwfUq1cPly9fVnNkRERERKRKLLbVQCQSAQCysrIK3Cc7O1u+HxERERFpBxbbamBkZISGDRti9+7d+bbfu3cPN27cQPPmzdUcGRERERGpEottNRk3bhzOnDmDP//8E9nZ2fLtr1+/xqhRo2Bra4vu3btrMEIiIiIiUjbORqIm3bt3x+TJk/Hzzz9j/fr1aNWqFZKTk3HgwAGYm5sjKCgIBgYGmg6TiIiIiJSIPdtqNG3aNBw/fhzNmzfHrVu3EBsbixkzZuDixYuoVauWpsMjIiIiIiVjz7aaubu7w93dHcD7ebbj4uI0HBERERERqQp7tomIiIiIVITFNhERERGRirDYJiIiIiJSERbbREREREQqwmKbiIiIiEhFWGwTEREREakIi20iIiIiIhVhsU1EREREpCIstomIiIiIVERrVpDcvXs3pk2b9tF9PD09sWHDBjVFRERERESlndYU29WrV4evr2++bUeOHMG9e/fQrFkzNUdFRERERKWZVhXb1atXz7M9MzMTmzdvhq6uLnr06KGByIiIiIiotNL6MdvHjx9HfHw8WrZsiXLlymk6HCIiIiIqRbS+2N61axcAoHfv3hqOhIiIiIhKG60utp8/f44LFy6gfPny+OKLLzQdDhERERGVMlozZjs/u3fvhkwmQ48ePaCjo1Pgfubm5hCLNfN7h4WFhUauWxIxV4pjrgqH+VIcc1U4zJfimCvFMVeFo+l8aW2xLZPJsHv3bohEIvTs2fOj+yYkJKgpqtwsLCwQFxenkWuXNMyV4pirwmG+FMdcFQ7zpTjmSnHMVeEoM19FLdq1dhjJP//8gxcvXsDT0xMODg6aDoeIiIiISiGtLbYDAwMB8MVIIiIiItIcrSy24+LicOLECZQpUwZt27bVdDhEREREVEppZbEdHBwMqVSKrl27Ql9fX9PhEBEREVEppZXFdlBQEAAOISEiIiIizdK6YvvmzZu4e/cuateujapVq2o6HCIiIiIqxbRu6r/atWsjKipK02EQEREREWlfzzYRERERUXGhdT3bxV1ycjKCgoIQERGBMmXKoHXr1vDw8IBIJNJ0aERERESkZCy21SgkJATjxo1DcnIyqlatisTERMyfPx+NGzfGxo0bUbZsWU2HSERERERKxGEkanL16lUMGzYMzZs3x/Xr13H+/HlER0djx44duHfvHgYMGACZTKbpMImIiIhIiVhsq8nChQtRuXJlrFmzBvb29gAAsViMtm3bYtWqVbhy5QrOnj2r4SiJiIiISJlYbKtBZmYmDh8+jMGDB0NPTy9Pe/PmzeHi4oL9+/drIDoiIiIiUhWO2VaDjIwMZGdnw9raGoIgICwsDBEREShXrhw8PDxQtmxZWFtbIyUlRdOhEhEREZESsdhWA4lEAltbW+zbtw9LlizB9evX5W0GBgbo168frl27Bi8vL80FSURERERKx2EkaiASidC9e3fs378fiYmJ2LFjB2JiYhATE4PJkydj06ZNyMjIwMCBAzUdKhEREREpEXu21SQ+Ph56enp4+fIljh8/DuD98JKTJ0/KZyF5/fo1bGxsNBkmERERESkRe7bVIDs7G8HBwRg/fjzGjh2LPXv2oG/fvhgyZAhkMhm2bNmC8uXLY8eOHZoOlYiIiIiUiD3bapCSkoLU1FRUr14dPXv2xJQpUxAbG4vy5ctDLH7/+86SJUvw5s0bDUdKRERERMrEnm01MDExgZmZGSIiIgAAenp6sLW1la8YmZGRgaioKNja2moyTCIiIiJSMhbbaqCjo4N+/fph48aNePHiRZ72tWvX4u3btxgwYIAGoiMiIiIiVWGxrSbffPMNjIyM0LFjR2zatAkvX77ErVu3MHXqVMyYMQOjRo1ClSpVNB0mERERESkRx2yrSfny5RESEoJJkybhm2++gSAIAABLS0tMnz4d33zzjWYDJCIiIiKlY7GtRg4ODtixYweio6Nx584dWFlZoXr16jA0NNR0aERERESkAiy2NcDR0RGOjo6wsLBAXFycpsMhIiIiIhXhmG0iIiIiIhVhsU1EREREpCIstomIiIiIVITFNhERERGRivAFSTW7cOEC1q5di4iICEgkErRr1w5DhgyBtbW1pkMjIiIiIiVjz7aaCIKA2bNno3Pnzrhx4waaN28OV1dX/Pnnn2jSpAmuX7+u6RCJiIiISMnYs60mu3fvxqJFi/Dzzz9j3LhxEIlEsLCwwP3799GvXz8MGDAAoaGhMDIy0nSoRERERKQk7NlWk2XLlqFVq1b4+uuvIRKJ5NvLli2LFStW4NWrV9i7d6/mAiQiIiIipWOxrQZpaWkICwuDt7d3vu2VKlVC3bp1ce7cOTVHRkRERESqxGJbDQRBAIBcPdr/JRbzn4KIiIhI27DCUwNjY2PUrVu3wGEijx8/xrVr19C4cWP1BkZEREREKsViW01Gjx6N48ePY82aNfKebgBISEjAuHHjUK5cuQKHmRARERFRycTZSNSkT58+uHbtGiZPnoy1a9fCy8sLKSkpCAwMhI6ODnbu3AljY2NNh0lERERESsSebTURiUTw9/dHUFAQXFxcEBISgqtXr2L06NE4f/48GjZsqOkQiYiIiEjJ2LOtRiKRCC1atIAgCIiIiEDZsmXxxRdfwNbWVtOhEREREZEKsNhWo6tXr2LMmDF4+PAhJBIJMjIykJWVhd69e+OPP/7gMBIiIiIiLcNhJGoSFRUFb29vlC1bFocOHcKTJ0/w7t07zJs3DwcOHMCoUaNyvThJRERERCUfe7bVZOHChbCwsEBQUBAkEgkAQCKRYMSIEbC0tMSIESMQGhqKBg0aaDhSIiIiIlIW9myrQVZWFvbs2YOhQ4fKC+0Pde3aFXZ2dti1a5cGoiMiIiIiVdG6nu1jx45h69atuH37NlJTU2FlZYW6deti8uTJqFChgkZiSk1NRUZGBpycnPJt19HRgaOjI+Li4tQcGRERERGpktb0bAuCgFmzZsHX1xfPnj1Dp06dMHToUDRo0ADXrl3D8+fPNRabRCKBpaUlwsLC8m1PTU3F7du34ejoqObIiIiIiEiVtKZne+PGjdixYwcGDBiAGTNmQEdHJ1d7VlaWhiIDxGIxBg4ciA0bNsDHxwcVK1bM1b5s2TIkJiZi4MCBGoqQiIiIiFRBK4rt9PR0LFmyBA4ODpg+fXqeQhsAdHU1e6sTJkxASEgIOnbsCF9fX3h5eSErKwtLly7Fjh07MHHiRDg7O2s0RiIiIiJSLq0ots+dO4eEhAR4e3tDJpPh6NGjePz4MUxNTdGkSZMCx0qrk6WlJQ4ePIiZM2fi559/xqxZswAA9vb2mDdvHkaMGKHhCImIiIhI2bSi2I6IiADwfrhG165d8fjxY3mbWCzGsGHDMGXKFA1F9y9ra2usWLECv/76K+7duwcbGxs4Ojrm2xNPRERERCWfSNCClVRmzZqFHTt2QEdHBzVq1MCsWbPg4uKCyMhIzJw5Ew8fPsSPP/6IAQMG5Hu8TCaDWKw174oSERERUTGhFcX2zJkzsXPnThgaGuLo0aOwsbGRt929exfdu3eHvb09jh07lu/xmppyz8LCgtP9KYi5UhxzVTjMl+KYq8JhvhTHXCmOuSocZebLwsKiSMdpRXduzkIxtWrVylVoA4CrqyscHBwQHR2NxMRETYRHRERERKWUVhTblSpVAgCYmprm256zPT09XW0xERERERFpRbHt4eEBAHj48GGeNqlUiujoaBgbG8PS0lLdoRERERFRKaYVxbajoyOaNWuGJ0+eIDAwMFfbypUrkZiYiDZt2mh8rm0iIiIiKl20pvr88ccf0a9fP8yYMQPHjx9HpUqVcPv2bVy8eBF2dnb4/vvvNR0iEREREZUyWtGzDbzv3Q4KCoK3tzciIiKwadMmPHnyBAMHDkRgYCCsrKw0HSIRERERlTJa07MNABUqVIC/v7+mwyAiIiIiAqBFPdtERERERMUNi20iIiIiIhVhsU1EREREpCIstomIiIiIVITFNhERERGRiogEQRA0HQQRERERkTZizzYRERERkYqw2CYiIiIiUhEW20REREREKsJim4iIiIhIRVhsExERERGpiK6mAyhtbt68iYCAAFy7dg1ZWVlwdXXFsGHD0KlTJ02HVqy0bt0az58/z7etUaNG2LRpk5oj0rzg4GCEhoYiPDwcd+/ehVQqhb+/P7y9vfPdPzk5GQEBATh69ChiY2NhbW2N9u3bw9fXFyYmJmqOXv0Kk6+AgAAsXry4wHOdOHEC9vb2qgxXY16/fo1Dhw7h7NmzePjwId68eQNzc3O4u7vDx8cHderUyXNMaX22Cpur0vxcAUBGRgb++OMPhIeH48mTJ0hISICZmRkcHBzQu3dvdOvWDXp6ermOKa3PVmFzVdqfrfysXLkSCxYsAADs2LEDdevWzdWuyWeLxbYaXbx4ET4+PtDX10fnzp1hYmKCo0eP4ttvv8WrV68wYsQITYdYrJiammLo0KF5ttvZ2WkgGs1buHAhnj9/DgsLC1hbWxf4ywgApKamYtCgQYiMjESzZs3QuXNnREZGYu3atbhy5Qq2bNkCAwMDNUavfoXJV44ePXrk+3yZmZmpIsRiYdOmTVi1ahUcHR3RtGlTWFpa4smTJzh+/DiOHz+OBQsW5OoMKM3PVmFzlaM0PlcAkJKSgm3btqF27dpo2bIlLC0tkZCQgL///hs//PADQkJCsGrVKojF7z9kL83PVmFzlaO0Plv/dffuXQQEBMDY2Bipqal52jX+bAmkFlKpVGjTpo1Qq1Yt4fbt2/LtiYmJQrt27YSaNWsKz54902CExUurVq2EVq1aaTqMYuX8+fPyZ2TFihWCq6urEBQUlO++CxcuFFxdXYV58+bl2j5v3jzB1dVVWL58ucrj1bTC5GvRokWCq6urcPHiRXWGWCwcOXJEuHTpUp7tV65cEWrWrCk0bNhQyMjIkG8vzc9WYXNVmp8rQRCE7OzsXPnIIZVKhUGDBgmurq7CqVOn5NtL87NV2FyV9mfrQ5mZmUKPHj2E3r17C5MmTRJcXV2Fa9eu5dpH088Wx2yrycWLFxEdHY0uXbqgevXq8u2mpqYYM2YMpFIp9uzZo8EIqbhr0qSJQr36giAgMDAQxsbGGDduXK62cePGwdjYGIGBgaoKs9hQNF+lXbt27dCoUaM82xs0aAAPDw8kJCQgKioKAJ+twuSKALFYDH19/TzbdXV10bZtWwDAkydPAPDZKkyuKLfly5fj3r17+PXXX6Gjo5OnvTg8WxxGoiaXL18GADRr1ixPW862K1euqDWm4i4zMxO7d+9GTEwMJBIJ3Nzc8h0/Srk9fvwYMTExaNasGYyNjXO1GRsbw93dHefOncPLly9RoUIFDUVZPF25cgU3btyAWCyGs7MzGjdurNXjRD9FV1c31998tgr231x9iM9VbjKZDH///TcAwNXVFQCfrYLkl6sPlfZnKyIiAsuXL4efnx8qV66c7z7F4dlisa0mjx8/BgA4OTnlabOysoKxsTF/a/2P2NhYTJs2Ldc2Nzc3/PHHH3B0dNRQVMVfznPk7Oycb7uzszPOnTuHx48fl6ofWooICAjI9bWZmRmmT5+OL7/8UjMBadCLFy/wzz//wMrKSv5Dns9W/vLL1YdK+3OVmZmJFStWQBAExMfH48KFC3j48CG8vb3RuHFjAHy2ciiSqw+V5mcrMzMTU6ZMQbVq1eDj41PgfsXh2WKxrSbJyckA3g8byY9EIkFSUpI6QyrWvL29Ub9+fbi6usLY2BiPHz/GunXrEBwcjGHDhmHfvn2QSCSaDrNYynmOCspPzvacZ5KAatWq4ddff0WjRo1gbW2N2NhYnD59GosWLcLUqVNhamoKLy8vTYepNlKpFN9//z0yMzMxadIk+UezfLbyKihXAJ+rHFKpNNfMGSKRCCNGjMDEiRPl2/hsvadIrgA+W8D7l+AfP36M3bt35zt8JEdxeLZYbFOx5Ovrm+vr6tWr4/fffwfwfkq3wMBADB8+XBOhkRbKGROZw97eHoMGDYKLiwuGDx+Ov/76S+t/cOWQyWSYOnUqrly5gj59+pSKHrKi+lSu+Fy9Z2JigqioKMhkMsTExODkyZP4888/cf36daxatYodJx9QNFel/dm6du0a1q5dC19f33w/TSpu+IKkmuT8D1JQ73VycnKBvd70r759+wIAwsLCNBxJ8ZXzHBX0W3rOdv6A+7TGjRvD0dERd+/e1foeNeB98fjDDz/gwIED6NatG3766adc7Xy2/vWpXH1MaXuucojFYpQvXx4DBgzA//73P4SFhWHZsmUA+Gz918dy9TGl4dnKysrC1KlTUbVqVYwaNeqT+xeHZ4s922qSM1boyZMnqFWrVq622NhYpKamonbt2hqIrGSxsLAAgHzn0aT3ct4LyHlP4L9ythc0fo1ys7CwwJMnT5CWlqbVP+hlMhmmTZuGvXv3okuXLpg7d26eOX35bL2nSK4+pbQ8VwXJmRggZ/IAPlsF+2+uPkXbn63U1FT58/DfeipHTsfckiVL4OLiAkCzzxaLbTVp2LAhVqxYgXPnzqFz58652s6dOyffhz7u5s2bAErvwjaKcHZ2hrW1NcLCwpCamprr7evU1FSEhYXB3t5eq18yUpbU1FTcu3cPxsbG8l/0tNGHxWOnTp3w+++/5zsGks+W4rn6mNLyXH1MTEwMgH9nb+GzVbD/5upjSsOzpa+vj169euXbdvXqVTx+/BitW7eGpaUl7OzsisWzxWEkatK4cWM4ODjgwIEDiIyMlG9PSkrC8uXLoaenx7GR/+/BgwdIS0vLd/v8+fMBAF27dlV3WCWGSCRC7969kZqaiqVLl+ZqW7p0KVJTU9GnTx8NRVf8JCcn49GjR3m2p6enY+bMmUhJSUGHDh0U+kFXEuUMh9i7dy86dOiAefPmFVg8lvZnqzC5Ku3PFQDcv38/3+/laWlp8Pf3BwC0aNECAJ+twuSqtD9bhoaGmDNnTr5/6tWrBwAYPXo05syZg+rVqxeLZ0skCIKg0iuQXEHLtT9//hxTpkzhcu3/LyAgAOvWrUPDhg1ha2sLIyMjPH78GGfPnoVUKsXo0aPx3XffaTpMtQsMDERoaCiA90vTRkREwN3dXf7xa/369dG7d28A739b79+/P+7cuYNmzZqhRo0auH37Ns6dOwc3Nzds3rwZhoaGGrsXdVA0X8+ePUObNm3g5uYGFxcXlCtXDm/fvsU///yDV69ewdXVFRs3btTaXqKAgAAsXrwYxsbGGDJkSL4/oNu0aSNfjKs0P1uFyVVpf66Af7+X169fH3Z2dpBIJHj9+jXOnj2L+Ph4NGjQAGvWrJE/L6X92VI0V3y2CjZ16lTs2bMHO3bsQN26deXbNf1saeevPcWUp6cntm7dikWLFiEkJARZWVlwdXXFpEmT0KlTJ02HV2x4eHjgwYMHiIyMxNWrV5Geng4LCws0b94cAwYMyHdhoNIgNDQ0zyqjYWFhuV4WzSm2jY2NsXnzZgQEBODo0aO4dOkSrKysMGLECHz99dda+wPrQ4rmq0yZMhgwYABu3ryJM2fOIDExEQYGBnBxccHgwYMxaNAgrc7X8+fPAbz/YbR8+fJ897Gzs5MX26X52SpMrkr7cwUALVu2RExMDK5du4br168jNTUVEokEVatWRefOndGzZ89cv7CU5merMLnis1V4mn622LNNRERERKQiHLNNRERERKQiLLaJiIiIiFSExTYRERERkYqw2CYiIiIiUhEW20REREREKsJim4iIiIhIRVhsExERERGpCIttIiIiIiIVYbFNRERERKQiLLaJCLdv30bVqlXxxRdf5Nsuk8nQoEEDVK1aFTNnzsx3nytXrsiXFv4cGzduROfOnVGrVi1UrVoVgwcPlreFh4djxIgR8liqVq2KZ8+e4dKlS6hatSqmTp36Wdf+lNatW8uvWZCcWD6MmwgAAgICULVqVezevTvX9qlTp6Jq1aq4dOlSru2DBw/O93nLeQ6JqGTQ1XQARKR51apVg0QiQUxMDJ4+fQoHB4dc7Xfv3kVSUhIAIDQ0NN9zXL16FQBQv379Isdx9OhRzJkzB+bm5mjdujWMjY1RqVIlAEBycjLGjh2L2NhYNGrUCBUqVIBIJIKxsXGRr0dERKRqLLaJCGKxGPXq1cPff/+N0NDQPMV2TiFdrVo1REVFIS4uDhYWFvnu06BBgyLHcfz4cQDAwoUL0bhx41xtt27dQkxMDLp3747ff/+9yNcg0pSBAweiU6dOsLa2/qzzrF+/HlKpVElREZGqcRgJEQH4t0jOr+c6NDQUenp6GDp0KARBQFhYWK52mUyG69ev5zpPUbx69QoA8hT7APD69esC24hKAktLS7i4uMDU1PSzzuPo6AgXFxclRUVEqsZim4gA/Fsk5/RQf+jq1auoUaMGmjZtmu8+d+7cQXJyMmxtbWFrawsAiIyMxO+//w5vb294enqiVq1a8PLywuzZs+WFc46csaw5Y1a9vLzkY7J3796NqlWrYsqUKQCAxYsXy9sUHaN99uxZjBo1Klcc/v7+iIuLK0SGlGPv3r3o378/3N3dUadOHXTt2hUrVqxARkZGnn0LGrMLAM+ePct3bLggCNi3bx/69++PJk2awM3NDS1atMCwYcOwZcuWPOcRBAEHDhzAkCFD0LBhQ7i5uaFjx44ICAhAWlpanv1TUlKwYsUKdOvWDfXr10e9evXQpk0b+Pn54e+//1YoBx+OsY+JicHUqVPRpEkT1K5dGz169MDevXsLPDY+Ph4LFixAp06dULt2bdSvXx9DhgzBqVOnPpqj5ORk+Pv7o3Xr1qhZsybmzJnzyTg/HBu9ZcsWdOnSBbVr10br1q2xatUqCIIAAIiIiMCYMWPQqFEj1KtXD2PHjsXz58/znK+gMduF9bEx29euXcPYsWPlz3rr1q3z/X8OgPz/rYCAALx48QITJ06Ep6cnateuDW9vb5w8efKz4iSi9ziMhIgAALVr14a+vj4ePXqEd+/ewdLSEgDw9OlTxMTEoEuXLrCxsYGdnV2enu38xmuvXLkSR48eRdWqVeXbIyMjsW3bNhw/fhxBQUGwsbEBAFSvXh09evTA33//jTdv3qB9+/bysdiOjo7o0aMHnjx5grCwMFSrVg3Vq1fPc72CzJ8/H6tWrYKenh7c3NxgZWWFqKgorF+/HidPnsS2bdtQrly5z8yeYmbNmoUdO3bAwMAAnp6eMDQ0xOXLl/HHH3/g1KlTWLduHYyMjD7rGr///jvWrl0LfX19NGzYEBYWFoiNjUVUVBSio6MxcOBA+b4ymQyTJ0/GgQMHYGxsjFq1asHc3Bzh4eFYvHgxzp49i02bNsHQ0BAAkJ2djeHDh+PGjRuwsLBAo0aNYGBggFevXuHs2bMwNjYu8CXb/MTHx6Nv377IzMxEo0aNkJiYiEuXLmHKlCl4+vQpxo8fn2v/R48eYfjw4Xj58iXs7OzQrFkzpKSk4MaNGxgzZgy+//57jBw5Ms910tPTMWjQILx48QINGzZEzZo1YW5urnCcv/76K3bs2AEPDw/Y29vj8uXLmD9/PtLS0tC0aVOMHDkSlSpVQpMmTXD79m2cPHkS9+/fx/79++W5U4fg4GBMmzYN2dnZcHd3R4UKFRAREYFt27bh2LFj2LhxY7494s+fP0evXr1gYmKCxo0b4+XLl7h27Rq+/vprrFq1Cs2aNVPbPRBpJYGI6P/1799fcHV1FY4dOybftmfPnlzbvvvuO6FmzZpCWlqafB8/Pz/B1dVV2LZtm3zbhQsXhNjY2Fznz87OFgICAgRXV1dh6tSpea4/aNAgwdXVVXj69GmetqCgIMHV1VVYtGhRnraLFy8Krq6uwpQpU3JtDwkJEVxdXYUuXboIjx8/lm+XyWTCwoULBVdXV+Gbb775VFrkWrVqVWB8/41l0KBBubYfPnxYcHV1FZo1ayY8evRIvj0xMVGe97lz5+Y65mP5ePr0aZ7rpKenC7Vq1RLq1asnREdH59pfKpUKV65cybVt1apV8nPExMTIt2dkZAg//PCD4OrqKsybN0++/cKFC4Krq6vQs2dPIT09Pde5kpKShFu3bhWYlw/l5MjV1VUYPny4kJKSIm+7ceOGULduXaFatWpCeHi4fHtWVpbQpUsXwdXVVVi1apWQnZ0tb3v8+LHQunVroXr16kJUVFSeHLm6ugp9+/YVEhISFIovR86/d7NmzYQnT57It9+/f1+oVauWUKdOHaFVq1bC1q1b5W0ZGRnCkCFDBFdXV2HXrl25zrdo0SLB1dVVCAoKyrV9ypQpgqurq3Dx4sVc2wv698+J60MvXrwQateuLVSvXl04fvy4fHt2drYwZ84cwdXVVfD29s51TM7/UznP3oc5XbduneDq6ioMGDBAkVQR0UdwGAkRyeU3bjun19rd3V3+t1QqxY0bN+T75Oz/4XhtT0/PPD3GYrEYvr6+sLGxUctH1MuXLwcALFiwAE5OTvLtIpEI48ePR/Xq1XHkyBG8e/euUOf9cJjLf/8MGTIk32M2bdoEAPD19YWzs7N8u6mpKWbNmgWRSITt27fnO5xEUcnJycjMzISjo2Oese26urq5/n2ysrKwevVqGBsb488//4SVlZW8TV9fHzNnzoSVlRV27twJmUwGAPI8ubu7w8DAINf5JRIJatWqVah4xWIxZsyYkWtGmdq1a2PgwIGQyWTYunWrfPupU6dw9+5dtG/fHj4+PhCL//3x5eTkhKlTpyI7Oxs7d+7M91rTp0+HmZlZoeLL4efnB0dHR/nXLi4uaNGiBdLS0lC+fHn0799f3qavry9/Bq5cuVKk6xVFYGAg0tPT0bFjR3h5ecm3i8ViTJo0CdbW1ggPD8/3nQx7e3t8++23uXI6aNAgmJub48aNG8jMzFTLPRBpKw4jISK5nGEZH/5ADg0NhbOzs3xYyYf7eHh4IDo6GrGxsShTpkyej6jj4uJw8uRJ3Lt3D4mJifKiLSsrC/Hx8YiPj0eZMmVUci9v377FnTt34OzsDFdX1zztIpEI7u7uiIyMRERERKGGP3w4zOW/YmNjce7cuVzbpFKp/AXSrl275jmmWrVqqFq1Ku7cuYPIyEjUrVv3/9q7+1gq3z8O4G8nTB4aIuSgRBwPxUGbVRObxzEPPaARoym1tJpax2YWf2RYNputpVkZW/rDVFilDSFRxzFPBxOapfTAqVA54fdHu+/vOc5RTt9O/b71ef15X/ftuu773JvPuc7nc12rHous9evXw9zcHGKxGAUFBYiOjl6xoLS/vx/T09PYuXOn0jQaHR0dODs7o7GxEWNjY7C1tQWPxwOHw0FVVRXs7Ozg7++vsCqNKng8Hru0o6zQ0FCUlJTI1QYwz9Tf31/p32Ley56eHoU2U1NTuLq6/vA4laVRMM+VqWNQ1vb69esf7lNVzLNS9n5pa2sjKCgIZWVlEAqFCulXO3bsgLa2ttwxTU1NcLlc9PX1QSKR/OsVVAj5m1GwTQhh8fl8cDgc9Pf349OnT5ibm8PIyAj27t3LnrN161bo6+uzAblsvraGhgZ7Xk1NDTIzMzE3N7dif7Ozs2oLtpkCtbGxse9uAKJqoeTZs2fB5XKVtrW3tysE2xKJBFKpFEZGRisG6ZaWlhgYGFBayKaK3NxcnD59GiUlJSgpKYGlpSW8vLwQEhICHx8f9jym6LK1tXXVz2fz5s04c+YMLl68iMzMTGRlZcHe3h7e3t6IjIyEo6OjSmNlimmXs7S0BAC8evWKPcZ8nunp6UhPT//uWFfTz2oxtQWymM/xW22/ckaYeVbMs1uOOa7s/TI3N1d6jZ6eHoBfex+E/Iko2CaEsAwMDODg4ACxWIyuri52IxvZmTAOhwM3Nzd0dXVhYWFB6fraz58/Z1cKycjIwJ49e2BmZsYWi8XExEAkErGrOagDM4tuamr63QKvfxuM/QyyX1RWY6Vn5+3tjfr6ejQ0NKC5uRkdHR2orq5GdXU1AgMDUVRUJHe9jY0NmyK0EtkvRElJSQgODsb9+/fR2toKoVCIq1ev4tq1axAIBEhISFDpPlaL+Tx37979zYJWZTPty1NeVCWbXqFK2/+Tb71f/5V7IOS/ioJtQogcT09PiMViCIVCpcE2ALi7u6OlpQWDg4NK87WbmpoglUqRlJSkNPgaHx9X4x18xczWGRkZITc3V+39fYuhoSG0tLQwPT2Nubk5pbPbzMyt7EyplpYWACj9deDFixcr9qevr4+wsDA2paCrqwsnT57E3bt30dTUBB8fH7YfW1tblZ+PhYUF4uPjER8fjy9fvqC2thYZGRnIz89HRETEqlf6mJiYUHqceRayqQvM57l//34EBgaqNN6/wYYNGzA6OoqJiQnY29srtCt7vwghvwZ9nSWEyGEC687OTjx58gQmJiZyBX2y59y7dw9jY2PQ1dWFk5MT2/7+/XsAyn+efvz4Md68eaOm0f/D3Nwctra2GB4exujoqNr7+xYtLS02D7u2tlahfWhoCAMDA9DV1WWXNQTAFi2OjY0pXNPa2rrq/t3c3BAeHs72BXwtRDQwMEBHRwckEsmq/9ZympqaCA8Ph6urK6RSKZ49e7bqa8VisdJ7q6urAyD/JY/Jja6vr//hsf7JmC+7NTU1Cm3z8/O4c+cOgNUtl0kI+bko2CaEyGH+aXd2dkIsFitNMdi2bRvWrFnDrhaxfft2aGr+80MZE5zfunVLblZ2cnISWVlZahy9vGPHjmFxcRFpaWkQi8UK7dPT0yuuXvGzxcXFAfi6KY/szP7MzAxycnKwtLSEmJgYuZQHLy8vAEBpaancBjNtbW0oKytT6GNiYgJVVVUKm9F8/vyZ3TDIwsICwNeiucOHD2N2dhYnTpxQ+mvD5OSk3AYzjx49wsOHD9mUDsb4+DiePn0KDQ0NlWZOFxcXkZOTIzfe3t5elJeXQ0NDQ26Vj4CAANjZ2eH27dsoLi5WyCNeWlqCUChUutrG32Dfvn3Q0dFBXV0dGhsb2eOLi4soLCzE5OQknJ2dKdgm5DegNBJCiBxTU1PY2NiwM5TK/jnr6enB0dERfX19ABS3aPfz84O9vT16e3sREBAAPp/PBnyOjo5wd3eHSCRS+72EhYVheHgYly5dQlRUFHg8HqysrLC0tITx8XEMDg5CV1cXBw4cUPtYgoKCEB0djcrKSoSGhsptajM1NQU3NzekpaXJXRMaGoorV65AJBIhJCQErq6uePnyJXp6epCYmIjS0lK589+9eweBQIDs7Gy4uLjAzMwMHz9+hEgkwtTUFFxcXBAQEMCen5KSgpGREdy8eRPBwcFwcnICl8uFVCrF6OgohoeH4eDggIiICABfdwq9cOECjI2N4ezsDENDQ0xPT6OjowPz8/OIj49XKdj29fXFwMAA/P394enpiQ8fPqC9vR1SqRSpqalyK4hoamqiuLgYycnJKCoqQkVFBRwcHGBsbAyJRAKxWIy3b99CIBD8lQHlxo0bcf78eQgEAhw9elRuU5vR0VGYmJggPz//dw+TkL8SBduEEAUeHh5ssL1S8Ryfz2eD7eXBjba2NioqKlBYWIgHDx6goaEBZmZmiIuLw/Hjx5GSkqLeG5Bx6tQp7Nq1C+Xl5ejs7MTQ0BD09PRgZmaG2NhYBAUF/bKxZGdng8/n4/r16+jo6MDCwgKsra2RkJCAxMREhd0GdXR0cO3aNeTl5aG5uRlNTU2ws7NDYWEhXFxcFIJtKysrnDt3Dm1tbRgeHkZ3dzfWrl0LLpeLI0eOIDo6Wm6JNw6Hg7y8PAQGBuLGjRvo6elBf38/1q1bB3NzcyQnJyMkJIQ939fXFxKJBO3t7RgYGIBEIoGxsTE8PDxw8ODBFZflW4mhoSEqKytRUFCAlpYWzMzMYMuWLUhISEBUVJTC+Zs2bUJ1dTXKy8tRX1/PFumamJiAx+PBz88PwcHBKo3hTxIREQFra2tcvnwZIpEI3d3dMDU1RWxsLFJTUylfm5DfRGNJncsBEEIIIcu0t7fj0KFDiIyM/O3Fq4QQom6Us00IIYQQQoiaULBNCCGEEEKImlCwTQghhBBCiJpQzjYhhBBCCCFqQjPbhBBCCCGEqAkF24QQQgghhKgJBduEEEIIIYSoCQXbhBBCCCGEqAkF24QQQgghhKgJBduEEEIIIYSoCQXbhBBCCCGEqAkF24QQQgghhKjJ/wC/r4tiQWP0UAAAAABJRU5ErkJggg==\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -134,7 +285,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "Text(0.5, 0, 'Median age marriage')"
+      "text/plain": [
+       "Text(0.5, 0, 'Median age marriage')"
+      ]
      },
      "execution_count": 7,
      "metadata": {},
@@ -142,10 +295,14 @@
     },
     {
      "data": {
-      "text/plain": "<Figure size 1000x400 with 2 Axes>",
-      "image/png": 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6Zt1ulwoKGuRwRCk3N1ZlZXbV1kplZXbl5sbK4YjSrFkNrOkLAGEumHm5p7kp1LkUgDlxRQACIJxq3oxQs56T41RRUZ3y8/sqOzu+dXtysktFRXWW+5sDAHomFHm5J7nJCLkUgPnwyzzgZ+FW82aUmvWcHKfWravR8uW1Kizco+XLa7V2bQ0DeQAIc6HMy93NTUbJpQDMhZp5WbPGjpqb0PBn/bZZYmjkmvVQM0sM4Z2R4kfNfPcYJV5GYKTjN5TMkqOomYfEeWtl1MwDJhCONW/UrAMAjMoseZlcCsAX1hlRAAYQrjVv1KwDAIzITHmZXAqgpxjMA37UtuYtI6Njx8HKNW85OU5NnOhUaWmkqqpsSkx0KzOziV8RAAAhY7a8TC4F0BMM5gE/ysxsUlKSS/PmRXuteZs/P1rJyS5lZjaFrpEBZLdLWVnW/GwAAPMxY14mlwLoLmrmAT+i5g0AAOMgLwOwMn6ZB/yMmjcAAIyDvAzAqno9mN+1a5c+++wzVVdX68gjj9To0aP90S7A1Kh5A2A25HNYGXkZgBX5PJjfuXOnZs+eLYfDIZerZUKRX/7yl63Jf+nSpbrvvvv08MMP66STTvJPawEToeYNgBmQzxEuyMsArManmvldu3bp17/+tV555RX97Gc/09SpU+V2t58F9JxzzlFdXZ0cDodfGgoAAPyLfA4AgHn59Mv8okWLVFlZqZtuukk333yzJOmZZ55pt8+AAQM0YsQIrVmzpvetBEzE5RK38QEwBfI5EDr0FwD0lk+D+TfeeEMpKSmtib8zQ4cOVVlZmU8NA8youDhK+fl9VVm5PxsnJblUUNDABDsADId8DoQG/QUA/uDTbfZVVVU69thjD7qfzWbTnj17fHkLwHSKi6OUlxer9HSXHI4aVVZWy+GoUXq6S3l5sSoujgp1EwGgHfI5EHz0FwD4i0+D+bi4OG3fvv2g+1VWVmrgwIG+vAVgKi6XlJ/fVxMmOLV4cZ0yMlyKi5MyMlxavLhOEyY4dffdffV/c0sBgCGQz4Hgor8AwJ98Gswff/zx+u9//6stW7Z0us/GjRu1ceNGlrZBWCgtjVRlpV0zZjQq4oCzKiJCmj69URUVdpWWtq9scbmkkpJILVsWpZKSSJ+Tt79eB0B4IZ8Dgdc2Rz/22CHd6i889tgh5HQAB+XTYD43N1f79u3TtGnT9PXXX3d4vKKiQrfddpvcbrcuv/zyXjcSMLqqKpskKS3Ne8b1bPfsJ7XcZjdmTLwmT+6na6+N0+TJ/TRmTHyPb6/z1+sACD/kcyCwDszRd90VI0navNl7F9yz/a67YsjpAA7Kp8H8aaedpmuuuUZffPGFJk2apOzsbNlsNpWUlGjy5MmaOHGivvzyS11//fWsSYuwkJjYspRTebn3aWg92z37+atejro7AL1BPgcCx1uOvvfeOknS9dd3zNHFxVG64YZYSdK999aR0wEclM194IKyPfDqq69q0aJF+uKLL9ptP+aYY3TjjTdq0qRJvW5gMFRXV4e6CX6XkJBgyc9lVC6XNGZMvNLTW2re2t4619ws5ebGqrzcrrVrayR1b9+vv7arpqbzGPbkPVnqJjQ4D83NSPFLSEgI6OuTz63HSMdvOOosR3u2NzTY1LevW+vWteRol0saPTpejY02xcS42+XuA3P6YYcRW6vivLUuT2z9nc99WprO47zzztN5552nnTt36rvvvpPb7dbhhx+uxMREf7UPMAW7XSooaFBeXqxyc2M1fXqj0tJcKi+3a/78aDkcUSoqqpPd3lI3V1lpV2FhXaf1ctnZ8XrnHam+vvP1Zz11+gd7ndLSSGVlNQX8b9AWa+cC5kI+hxkZLde0bc+2bRFec3Tb/oLbHaEnnuijSy/dpyVL+mjLFrtsNreKiurbfY4Dc3pOTvA/GwBj8mkw//333ysmJkYDBgyQJA0cONDrLLe7d+9WXV2djjzyyF41EjCDnByniorqlJ/fV9nZ8a3bk5NdKiqqa103trv19ZddJm3f3q91+4Hrz/pSpx8MrJ0LmAf5HGZltFzjrT1SSw18Rkb7PJ2T49Qjj9TphhvidPvtsbr99tjWxxYtqvPa/lDldADG5lPN/Pjx43XvvfcedL/77rtPZ599ti9vAZhSTo5T69bVaPnyWhUW7tHy5bVau7amXWI+WH19YeEhkqSf/Uxd1sH3tE4/GKjhB8yFfA4zMlqu6ao2/oYbvLcnJaVZkjR7dr0KC/do9uz6dtsPFIqcDsD4fBrMu91udbfUvhcl+YAp2e1SVlaTLrzQqaysjrf8ZWY2KSnJpXnzotV8QM52OqW5c/uqb1+33nlHXa4/29XrNDdL8+dHKznZpczM4Nxiz9q5gPmQz2E2Rss1nbXnN7/Zp6FDXTrsMHeH9rTN0dddt1cXXujUddftNVROB2AOPg3mu6u6ulrR0dGBfAvAdDz1cg5HlHJzY1VWZldtrVRWZtekSXFqaLDp1lsbFHXAF/kREdItt7SsP/v3v0ertDRSf/2r99fJzY2VwxGlWbMaglY/6KnhP9jauaWlvZqqA0AIkM9hFEbLNZ21x26X7rmnQdu321RRYdfjj/fpkKP/8pcGlZa2rD9vtJwOwBy6faVbs2ZNu3//9NNPHbZ5NDU16dtvv1VJSYmGDx/euxYCFtRZff1hh7V8HX/ttXslxbR7TnFxlO66q68k6f77++r++1vqA6dNa9RLL/Xpsk4/GIxaww+gPfI5zMxouaar9uTkOLVoUUtt/B13xOqOO1pq45OTW3L3n//csebfKDkdgDl0ezB/xRVXyGbbf2EsKSlRSUlJp/u73W7ZbDZdffXVvWshYFE5OU5NnOhsNxNvc7P0y1/2U3m5XUOH7t/XU483dmyTvvvOriVLajVggFvz5kVr4cJoPf54nQ491B3SGX3b1vAfONmPZ3vb/QCEBvkcZma0XHOw9rStjR88uFmJiW7t2GHT1VfHasIEpwoL61pXvzFSTgdgDt1eZ/7OO+9sTf4vvviikpOTNXr0aK/7RkVFafDgwTrzzDN13HHH+a+1AWLF9RxZp9Kc2q5L+8orfbR7d3XrNs+3/hs37l873kjrybPufUech+ZmpPj5c11a8nl4MNLx609GyzU9bY8/2m/V2ILYWlnI15n/29/+1vrfL774okaPHq05c+b4tTFAuGu7/uwvfynddJNdu3bZVFlp15FHNmv16sjW9eql0K8n31nbc3NjNX16Y+uvDfPnR8vhiGrXdgChQT6HmRkt1/S0PZ4a+wPXn5eMldMBmINPs4Ns3LjR3+0A8H889fR//nNcu5q5rVsjvNbMGakWvbO5AKj3A4yJfA4zMlqu6Ul7jFbzD8DcmFYaMKCcHKcuv1xasaJW774bqblz++rRR+t08smhrw88GG9zAVDvBwDwJ6Plmu62x2g1/wDMrVeD+e+//15vv/22Nm/erLq6Oq9r0NpsNv3v//5vb94GCEue9eozM5u0dGkfPfhgtMaO7VhfZ8S1Zz1tB2AO5HOYkdFyTXfak5nZ1LqevLeaeSPmdADG5fNgfuHChXrkkUfU3Nzcus2T/D0T63hmwCX5A74zWn0gAGshnwPBQ04H4E8+DeZXrFihhQsXasiQIbrhhhv02muv6YMPPtC//vUvbdmyRStWrFBZWZl+85vf6Mwzz/R3m4GwY7T6wM64XDLMLY8ADo58DjMza84xS04HYHw+DeafffZZRUVF6amnntKQIUO0fv16SdKpp54qSfr1r3+toqIi3XfffRo/frz/WguEMaPVBx6ouDhK+fl9VVm5v0FJSS4VFDTQMQEMinwOszJ7zjF6TgdgDhEH36WjL774QieeeKKGDBnSbnvbGru8vDwdffTReuSRR3rXQgCtPPV4F17oVFaWcZJ+cXGU8vJilZ7uksNRo8rKajkcNUpPdykvL1bFxVGhbiIAL8jnMCOr5Byj5nQA5uHTYH7fvn0aNGhQ678POeQQSVJNTU27/UaMGKENGzb0onkAjM7lkvLz+2rCBKcWL65TRoZLcXFSRoZLixfXacIEp+6+u69c3lfhARBC5HOYDTkHAPbzaTA/aNAg7dixo/XfiYmJkqQvv/yy3X5VVVVycTUFLK20NFKVlXbNmNHYblZeSYqIkKZPb1RFhV2lpayECRgN+RxmQ84BgP18Gsynpqbq22+/bf332LFj5Xa7tWDBAtXX10tqmVRn7dq1Gj58uH9aCsCQqqpaZrtOS/Pe0fds9+wHwDjI5zAbcg4A7OfT15Znnnmm3nrrLZWWliozM1NjxozRuHHjtHr1ao0dO1axsbGqqamRzWbTjTfe6O82AzCQxMSW2trycrsyMjp2rsrL7e32A2Ac5HOYDTkHAPbz6Zf5Cy64QCtWrFBaWlrrtoceekiXXHKJ+vfvr7q6Og0fPlz33nuvTjvtNL81FoDxZGY2KSnJpXnzotVmmWpJUnOzNH9+tJKTXcrMbApNAwF0inwOsyHnAMB+NnfbKWvDVHV1daib4HcJCQmW/FyhFsw1bc0UQ8/MwhMmODV9eqPS0lwqL7dr/vxoORxRYbturpliiI6MFL+EhIRQN8EUjBIvIzDS8etv4ZpzPH2QPXv6KS6ulqXsLMjK522488TW3/ncp9vsp02bpkGDBunPf/6zXxsDGJnZ17QNpJwcp4qK6pSf31fZ2fGt25OTXZbtVAFWQD6HGYVjzunYB+lHHwSAb7fZv/vuu9q1a5efmwIYl1XWtA2knByn1q2r0fLltSos3KPly2u1dm0NnQzAwMjnMKtwyjkH9kFqa0UfBIAkH3+ZP+qoo9TQ0ODvtgCGdOCatp6lcDxr2ubmxuruu/tq4kRn2N/uZrdLWVnUKQJmQT6HmYVDzvHWB4mLow8CoIVPv8yff/75Kisr0/bt2/3dHsBwWNMWQE+4XFJJSaSWLYtSSUmkjLw8O/kcZjpewxF9EABd8Wkwf/311+ukk05Sbm6uXn/9dTmd1rulCfBgTVsA3VVcHKUxY+I1eXI/XXttnCZP7qcxY+INexss+Ty8me14DUf0QQB0xaev8bKzs+V2u/XDDz/olltukc1m08CBA3XIIYd02Ndms+mNN97odUOBUGFNWwDd0XaG7cLCutYZtufNi1ZeXqwhJ+Yin4cvMx6v4Yg+CICu+LQ03bHHHtuj/Tdu3NjTtwgqKy4BwdIW/uNySWPGxCs93dWuZl5qWdM2NzdW5eV2rV1b49d6NWJofsTQ3HoSv0BfJwK1NB353Lq6On5DldfQc95i5YktsbIe+g3WZail6YyezAF/stulgoIG5eXFKjc3ttM1bUmiQPjy1LUWFtZ1WteanR2v0tJIQ03YRT4PT2Y9XsORtz7IKadIZWX0QQD4OJgHwo3R1rR1uVo6Y1VVNiUmupWZ2eT3RB6M9wCCLVDHNXWt1melayLHa/cEOubdfX3vfZD4kPVBABgHg3mgm3JynJo40RnyzlxxcZTy8/uqsnL/GycluVRQ0OC3hB6M9wCCLZDHNXWt1ma1ayLH68EFOuY9ff22fZA9e/opLq7W1F8oAfAPn2azB8KVZ03bCy90KisrNAP5vLxYpae75HDUqLKyWg5HjdLTXcrLi/XLDMTBeA8g2AJ9XGdmNikpyaV586LV3Nz+seZmaf78aCUnu5SZyS3LZmPFayLHa9cCHXNfX9/TB7nsMoWkDwLAeHyaAM9qrDjRBBNomN+BMQzGhEVMiuRfnIfG4Otx3dP4tZ0dvLO5NXz9RS9QE+BZjb/PNzNfEw92/AbyeDWzQMfcH69PbrEuYmtdgZoAj1/mETQul1RSEqlly6JUUhIpl/dSPXTCM2HRjBmNnU5YVFFhV2mp79UzwXgPINiCdVx76lo//9yu7Ox4JScnKDs7XuXl9rAdGJmdla+JHK/eBTrmVj6mDoZ+IOB/1rtSwJCsVm8YCsGYsIhJkWBFwTyujTK3BvzD6tdEjteOAh1zqx9TnaEfCAQGv8wj4KxYbxgKbScs8sYfExYF4z2AYAv2cR3quTXgP+FwTeR4bS/QMQ+HY+pA9AOBwDFszfxLL72kdevWacOGDdq0aZOcTqfmzJmjKVOmeN1/z549WrBggVauXKnt27dr8ODBmjBhgqZNm6bY2Ngu38uKtSlGqbkxc71hqFEzb35GOQ/DXbBq5gPJrDXzwczlEjXzbRnp+DUTaub9y8znUCiYKbboGcPWzO/atUvvv/++Xn75Za1fv94fbZIkPfDAA1qyZIm+//57DR48uMt96+vrlZubq6KiIh1zzDHKy8vT0Ucfrccff1xXXXWV9u7d67d2oWfCuTbM3+x2qaCgQQ5HlHJzY1VWZldtrVRWZldubqwcjijNmtXQ62Q4deo+vfZalM47L06PPtpHixdHqbCwjy6/3H/vAQRTsM4dswtEPjd7LufYsZbu1GwHOubdef2//KVBpaXWqC2nHwgEls9nzs6dOzV79mw5HA65/u8q88tf/lKjR4+WJC1dulT33XefHn74YZ100kk9fv177rlHycnJGjJkiB577DHNnTu3033/+c9/qry8XNdee61uvfXW1u3333+/CgsLVVRUpOuvv77HbUDvhWttWKB4JizKz++r7Oz41u3Jya5eT1h0YD3bmjVRWrNm/61vdrtb06Y1UtsGUwrkuWN2gcznVsjlHDvW0JOa7UDHvKvXnzatUX/+s3Vqy+kHAoHl0y/zu3bt0q9//Wu98sor+tnPfqapU6fqwLv1zznnHNXV1cnhcPjUsFNOOUVDhgw56H5ut1tLly5VTEyMbrzxxnaP3XjjjYqJidHSpUt9agN6LxxrwwItJ8epdetqtHx5rQoL92j58lqtXVvT64G8p54tP79eklvjxjmVltYkm82tK65o1NlnO7VwYTS1bTCtQJw7ZhfofG6VXM6xY26+1GwHOubeXv8vf2nQwoXRlqotpx8IBJZPv8wvWrRIlZWVuummm3TzzTdLkp555pl2+wwYMEAjRozQmjVret/KLmzevFnbtm1TVlaWYmJi2j0WExOj0aNHq6SkRD/88IOOOOKIgLYFHWVmNikpyaV586K91krNnx+t5GSXMjObQtdIE/JMWOQPLpeUn99XEyY49eSTdcrIiFd2tlOLF9dJaqlnW7UqSmVlNbrqqljdfXdfTZzo5LZSmJI/zx0rMEo+N0Mu59gxp7Y5rm0/JCOjpYY7N7fzvBbomLd9fU9teXfaaSb0A4HA8umX+TfeeEMpKSmtib8zQ4cOVVVVlU8N666KigpJUkpKitfHPds3b94c0HbAO+oNA8Ofa7W2rWdbvbp9bVvberbVqyOpbQMsxij5nFyOQDFCzXZ3crYR2hkI9AOBwPLpilBVVaXx48cfdD+bzaY9e/b48hbdVltbK0mKi4vz+rhne1ft6N+/vyIOvHJagFFmP77ySikuTpo5s4+ys/u0bj/6aOmFF6QpU7zHDt5j+O9/SzNnSm37tCkp0ty5UicTRHfJc2qcckq8iov3/7fnlDrlFM9+/TRp0v7/NsjhZXhGOQ/hG6vHzyj53B+5XLJuPveV1Y/f7mib47wdXm1zXCD+XN3N2T1pp2Su2NIP7BkzxRY9E4jY+jSYj4uL0/bt2w+6X2VlpQYOHOjLWwTV7t27Q90EvzPa0hZnnimtWdPyzXNVlU2JiW5lZrasZ2ugZhqKtxh66v4mTHDq0UcblZbmUnm5XfPmReuii6J8mpgnLi5SUj998EGN4uJsrf+dkdHy00FZmV1SvOLiavXBB+7W/66u5pa4gzHaeYieMVL8AtW5I59bl5GO31Bqm+M8ea2ttjnO33mtJzm7J+2U+pkutvQDu4fz1roMtTTd8ccfr//+97/asmVLp/ts3LhRGzdubJ0NN1D69Wv5hrKzb+s92zv7th/B46kNu/BCp7KymrilqocOrPvLyHApLm5/Pd2ECU7dfXffHt9y37aebdy4/f/d3Ny+nm3cuCZq2wCLMUo+J5cjUNrmuObm9o8Fsma7pzk7VO0MJvqBgP/5NJjPzc3Vvn37NG3aNH399dcdHq+oqNBtt90mt9utyy+/vNeN7EpycrKkzuvoPNs7q8MDzCJQ9XRt69muuipWV121V6+9FqXzz4/T+efHyeGI0hVX7NVVV1HbBliNUfI5uRyBEqqa7Z7mbGrLAfjCp9vsTzvtNF1zzTX65z//qUmTJik5OVk2m00lJSWaPHmyvv76a7lcLt1www0+rTHfEykpKRo8eLDWr1+v+vr6drPg1tfXa/369TrqqKOYyR6mF8i1Wtuuefvaay31bKtX718C5557YlhTGbAgo+RzcjkCKdDrxnvjS84ORTsBmJvPU2LeeuutOu6447Ro0SJ98cUXkqTt27dr+/btOuaYY3TjjTdqkme2rACy2Wy6+OKL9dBDD+nhhx/Wrbfe2vrYww8/rPr6et1www0BbwcQaG3XavVWT9fbtVpzcpyaONHZWs82aJBbbrf000/ta9sAWIsR8jm5HIF2YI4LdF7zNWcHu50AzM3mdrt96/m3sXPnTn333Xdyu906/PDDlZiY2OuGLV26VOvWrZMkbdq0SZ999plGjx7deivemDFjdPHFF0tq+db+sssu08aNG5WVlaX09HR9/vnnKikp0fHHH6/FixcrOjq60/ey4kQTTKBhfgfG0LMGbXq6y+tarbm5sSovt2vt2hqSvkFwHpqbkeIXrNmN/Z3Pg5nLJWvmc18Z6fgNR4HM2cTWuoitdQVqAjy/LFY5cOBAv89yu27dOr344ovttq1fv17r169v/benAxATE6PFixdrwYIFWrlypVavXq1Bgwbp6quv1k033XTQ5A+YgaeeLi8vVrm5sZo+ff/MuPPnR8vhaJkZl4E8AF/5O5+TyxGuyNkAgsGnX+Z/+uknffLJJ0pNTdXQoUO97rNlyxZt2rRJo0aN0qGHHtrrhgaSFb8B45s98+sshsXFUcrP76vKyv09gORkl2bNaqCezmA4D83NSPEL1C/z5HPrMtLxG84CkbOJrXURW+sy1NJ0TzzxhKZNm6Z9+/Z1us/evXs1bdo0PfXUUz43DkBHOTlOrVtXo+XLa1VYuEfLl9dq7doaBvIAeox8DgQWORtAIPk0mF+1apWGDx+uYcOGdbrP8OHDNXz4cL3zzju+tg1AJ1irFYA/kM+BwCNnAwgUnwbz33//vY4++uiD7peSkqIffvjBl7cAAAABRj4HAMC8fJoAr7m5uVv72Wy2Lm/dg/W4XGI5FQAwCfI5gFCj7wj4zqfB/FFHHaWPPvpITU1Nioz0/hJNTU366KOPdMQRR/SqgTAPb5O8JCW5VFDAxGwAYETkcwChRN8R6B2fbrM/66yz9NNPP2nu3LnqbDL8uXPn6qefftJZZ53VqwbCHIqLo5SXF6v0dJccjhpVVlbL4ahRerpLeXmxKi6OCnUTAQAHIJ8DCBX6jkDv+bQ03a5du3TBBRdo27Zt+tnPfqaLLrpISUlJkqTKykq98MIL+vLLL3XYYYfppZde8vsa9P5mxSUggrm0hcsljRkTr/R0lxYvrlNEm6+Impul3NxYlZfbtXZtDbdN9QDLk5gfMTQ3I8UvUEvTkc+ty0jHL/zLCrGl7+idFWIL7wK1NJ1Pt9kPGDBAjz/+uG666SZt2rRJc+bMafe42+1WSkqKFixYYPjEj94rLY1UZaVdhYXtL8aSFBEhTZ/eqOzseJWWRiorq6n1MaPWSBm1XQDgb+RzwH/M0n8wQjt97TsCaM+nwbwkDRs2TK+88opWrlyp0tLS1llujzjiCGVmZurcc8+V3YhXMPhdVZVNkpSW5vL6uGe7Zz/JuDVSRm0XAAQK+RzoPbP0H4zSTl/6jgA68mkwP2fOHMXHx+umm27Seeedp/POO8/f7YKJJCa2VGqUl9uVkdHxolxebm+3n6dGasIEpwoL65SW5lJ5uV3z5kUrLy9WRUV1IUl8Rm0XAAQK+RzoPbP0H4zUzp72HQF451PN/MiRI3XWWWfpwQcfDESbgs6KtSlGrZmXjFkjZcTaLeqmzI8YmpuR4heomnnyuXUZ6fi1slD0H3yJrdH6OUZrj1Fw3lpXoGrmfZrNPjExsdNZbxFaLpdUUhKp555r+X+X97uX/MpulwoKGuRwRCk3N1ZlZXbV1kplZXbl5sbK4YjSrFkNstv310jNmNHYaY1URYVdpaU+V4D4xKjtAoBAIp8DvWOW/oPR2tmTviM68vT3ly2LClp/H8bk0xl79tln6z//+Y/27NmjuLg4f7cJPupYB9UvaHVQOTlOFRXVKT+/r7Kz41u3Jye72t22ZdQaKaO2CwACiXwO9I5Z+g9GbGd3+45ozyjzHsAYfPpl/uabb9aRRx6p6667Tp9//rm/2wQfHLhWZ22tgr5WZ06OU+vW1Wj58loVFu7R8uW1Wru2pt2FpW2NlDehqpEyarsAIJDI50DvmKX/YNR2dqfviP0O7O9XVlYHvb8PY/GpZv7KK6/U3r179cknn8hms2nQoEE68sgj1adPn45vYLPpySef9EtjA8XstSne6o48dRlGqzsyao2UEdtF3ZT5EUNzM1L8AlUzTz63LiMdv1ZGzTz8qavYEkNzM9Q682VlZa3/7Xa7tW3bNm3bts3rvjYbtyUHmpnW6vTUSOXlxSo3N1bTpze2zqY6f360HI4oFRXVBf0iZNR2AUAgkc+B3jFL/8Es7UTnzNTfR/D4NJh/8803/d0O9IIR66C6YtQaKaO2CwAChXwO9J5Z+g9maSe8M1t/H8Hh02B+yJAh/m4HesGMa3Xm5Dg1caJTpaWRqqqyKTHRrczMppB/I2zUdgFAIJDPAf8wS//BLO1ER2bs7yPwWGfLAjIzm5SU5NK8edFea2jmz49WcrJLmZnGuuXGbpchbwMyarsAAIBxmaX/YJZ2oj2z9vcRWL0azP/0009atmyZ1q5dq6qqKkkta9ZmZGRoypQpOuyww/zSSHTNWx3UKae0rNVJHRQA4GDI5wBgbMx7AG98ms1ekhwOh/74xz+qvr5eB76EzWZTbGysZs+erQkTJviloYFkldleva07mZzs0qxZwV930uUSt3D1EjMRmx8xNDcjxS9Qs9lL5HOrMtLxC/8KVGzpu4Ved2JrpP4+ui9Qs9n7NJj/73//q8suu0zNzc06++yzNXnyZB111FGSpK1bt+qll17SG2+8oYiICD333HM6/vjj/dpof7NSsvNciPfs6ae4uNqQXIi9XWSSklwqKOAi0xN0xMyPGJqbkeIXqME8+dy6jHT8wr8CEVv6bsbQ3djyxYv5GGppuscee0wul0sPPvigzjnnnHaPHXvssRo/frxef/113XzzzSosLNSDDz7ol8bi4Dx1UAkJUnV18GtmioujlJcXqwkTnCosrGu9/WfevGjl5cUyWyoAGAj5HAB9N/Nh3gN4+PTL/CmnnKKUlBQ9++yzXe43depUbd68WR988IHPDQwGK35zHYpv5F0uacyYeKWnu7xOzJGbG6vycrvWrq3h28Nu4FcV8yOG5mak+AXql3nyuXUZ6fiFf/kztvTdjIXz1roC9ct8xMF36ai2tlZHHHHEQfc74ogjVFtb68tbwIRKSyNVWWnXjBmN7ZKBJEVESNOnN6qiwq7SUmMuouBySSUlkVq2LEolJZFyeV/GEwAsg3wOBJ6R+xdm77sB4c6nM3PQoEEqLy8/6H4bN27UoEGDfHkLmFBVlU2SlJbmPUt5tnv2MxJqxQCEI/I5EFhG71+Yue8GwMdf5rOysvTtt9/qH//4h1xevl50u92aN2+evvnmG2VlZfW6kTCHxMSWio3ycu/3YXm2e/YzCk+tWHq6Sw5HjSorq+Vw1Cg93aW8vFgVF0eFuokAEBDkcyBwzNC/MGvfDUALn2rmf/zxR/3yl7/U7t27dcQRR+i8887TkCFDJEnff/+9XnvtNW3dulUDBgzQiy++qMMPP9zvDfcnK9amUDPfPUZuM3VT5kcMzc1I8QtUzTz53LqMdPyGo0D2L6iZty7OW+sy1Gz2hx9+uJ588kndeuut+vLLL/Wvf/1LNlvL7Tee7wZSU1N1//33Gz7xw3/sdqmgoEF5ebHKzY3V9OmNrTOizp8fLYcjSkVFdYZKBp5ascLCuk5rxbKz41VaGsmsoQAsh3wOBIZZ+hdm7LsB2M/n2SxGjBih4uJirV69WmvXrtW2bdskSYMHD9ZJJ52kcePG+a2RMI+cHKeKiuqUn99X2dnxrduTk12GXNqEWjEA4Y58DvifmfoXZuu7Adiv11NTjhs3jkSPdnJynJo40anS0khVVdmUmOhWZmaTIb/VbVsrlpHRMeFSKwYgXJDPAf8xW//CTH03APv5NAHe4sWLtXPnTn+3BRZit0tZWU268EKnsrKMmwwyM5uUlOTSvHnRam5u/1hzszR/frSSk13KzOQWewDWQz4HAsOM/Quz9N0A7OfTYP6ee+7Raaedpuuvv14vv/yyGhsb/d0uICg8tWIOR5Ryc2NVVmZXba1UVmZXbm6sHI4ozZrVYNiEZuS1a/0tnD4rECzkcyAwzNi/6GmeJS8DoefTbfZ5eXlasWKF3n33Xa1atUp9+/bV2WefrZycHJ166qmKOHCmD8DAzForZvS1a/0pnD4rEEzkcyBwzNS/6GmeJS8DxuDT0nRSyyy3H374oZYvX67XX39de/bskc1m08CBAzVx4kTl5OTohBNO8Hd7A8KKS0CwtEXPuVwyVK1YVzH0rF07YYJTM2bsn3l23rz9M89aJZma+bNyHpqbkeIXqKXpJPK5VRnp+A13/u5f+Du2Pc2zZs7LRsd5a12BWprO58F8W/v27dNbb72l4uJirVq1Sk6nUzabTUlJScrJydG0adP80daAseJJw8XA/DqLYTitCWv2z8p5aG5Gil8gB/Ntkc+tw0jHL/wrlOvMmz0vGx3nrXUFajDvl/vn+vTpo+zsbD300EN6//33VVBQoJNOOkkVFRV66KGH/PEWAP6PZ+3aGTMaO127tqLCrtLSXi9WEXLh9FkBIyCfA+Glp3mWvAwYi9/PtJqaGu3YsYNvlWB4obit3h/vaaa1a3srnD4rYDTkc4Q7o5XfBUJP86zZ8nI4xBDhzS+D+Z07d+rVV19VcXGxPvnkk9btGRkZysnJ8cdbAH4Violb/PWeZlu7tjfC6bMCRkA+B1qEywRvPc2zZsrL4RJDhDefb7NvaGjQ8uXLde211+q0007TPffco48//ljDhw/XjBkz9NZbb+npp5/WJZdc4s/2Ar3mmbglPd0lh6NGlZXVcjhqlJ7uUl5erIqLowz9nmZcu9ZX4fRZgVAhnwPthaKfECo9zbNmycvhFEOEN58mwPv973+vt99+W42NjXK73Tr88MN1/vnna/LkyRoxYkQg2hlQVryFkAk0vAvFxC2+vmd3Z7OfPn3/TLLz51tvJlkzf1bOQ3MzUvwCNQEe+dy6jHT8mokZJngL5Gz23cmzRs/LZohhZzhvrStQE+D5dJv9ihUr1K9fP1144YWaPHmyMjIyZLMZozYG6Ipn4pbCwrpOJ27Jzo5XaWmksrL8861yIN7TTGvX9lY4fVYg2MjnQHuh6CeEWk/zrNHzcjjGEOHLp8H8ggULdPrpp6tPnz7+bg8QUKGYuCVQ75mT49TEic6wmNglnD4rEEzkc6A9s03w5i89zbNGzsvhGkOEJ58G8+ecc46/2wEERSgmbgnke9rtCptvlcPpswLBQj4H2jPTBG/+1tM8a9S8HM4xRPjxyzrzgFmEYuIWs0wWAwBAuCNnmx8xRDjp1i/z48ePl81m0xNPPKGhQ4dq/Pjx3X4Dm82mN954w+cGAv5kt0sFBQ3Ky4tVbm5spxO3+PM2sVC8JwB4Qz4HukbONj9iiHDSrcH81q1bJUlNTU3t/g2YUSgmbjH6ZDEAwgP5HDg4crb5EUOEC5+WprMaKy4BwdIWB+dyKegTt/TkPYmh+RFDczNS/AK1NJ3VGCVeRmCk49esQtFP6A5i231GjWFniK11GWppOsAKQjFxi1EniwEAAO2Rs82PGMLqGMwj5Mz2rSkAAIDV0B8DzMenwfz69eu1evVqff3116qpqZHNZlP//v01fPhwjRs3Tj//+c/93U5YVHFxlPLz+6qycn+2SEpyqaCggXomAAgw8jkAif4YYFY9Gsxv3LhRf/zjH1VeXi5JOrDc3mazSZJOOOEEzZ49W8OHD/dTM2FFxcVRysuL1YQJThUW1rXONDpvXrTy8mKZoAQAAoR8DsCD/hhgXt2eAO/TTz/VVVddpYaGBvXt21ennXaa0tLSlJCQILfbrerqapWXl+u9995TQ0ODYmNj9fTTTys9PT3Qn6HXrDjRhNEn0HC5pDFj4pWe7tLixXWKiNj/WHOzlJsbq/Jyu9aurQnbW7yMHkMcHDE0NyPFz58T5pDPw4ORjl/4lz9jS3/MWDhvrSukE+C5XC7ddtttamho0EUXXaQ777xTcXFxXvfds2eP5syZo2XLlmnmzJlasWJF6zf8gEdpaaQqK+0qLGyfOCQpIkKaPr1R2dnxKi2NZOISAPAT8jmAtuiPAeYWcfBdpDfffFMVFRWaOHGi7rnnnk4TvyTFxcVp9uzZys7O1ubNm/XWW2/5rbGwjqqqlg5hWprL6+Oe7Z79AAC9Rz4H0Bb9McDcujWYf/vttxUREaEZM2Z0+4VnzpwpSXrjjTd8axksLTGxpbqjvNz7PVue7Z79AAC9Rz4H0Bb9McDcujWY37Bhg44++mgNHTq02y88dOhQHXPMMfrss898bhysKzOzSUlJLs2bF63m5vaPNTdL8+dHKznZpcxMbukCAH8hnwNoi/4YYG7dGsxv375dKSkpPX7xlJQUbdu2rcfPg/XZ7VJBQYMcjijl5saqrMyu2lqprMyu3NxYORxRmjWrgclWAMCPyOcA2qI/BphbtybA27Nnj/r169fjF4+Li9OePXt6/DyEh5wcp4qK6pSf31fZ2fGt25OTXXr88TolJLi1bFmUEhPdysxsIpHA0FyulomEqqpsrccsYDTkcwAH5quJEzvvjwVjWTpv+ZM+H9A93RrMNzU1+TSDbUREhFwu7xNqAFLLgH7iRGe7i/iOHTb9+c99VVm5/0qelORSQUED65zCkIqLo5Sf3/GYnTdPOvPMEDYMOAD5HAhvneWrgoIGrVtXE/RBdVftoc8HHFy3brMHAslul7KymnThhU5VV9t09dWxSk93yeGoUWVltRyOGqWnu5SXF6vi4qhQNxdop7g4Snl53o/Ziy4SxywAwBC6yld5ebFasSKqtT+WlRWcgXxX7SF/Agdnc7vdB52e8thjj+3V2rLl5eU+PzcYqqurQ90Ev0tISDDd53K5pDFj4pWe7tLixe3XO21ulnJzY1VebtfatTVhcfuVGWMYbg52zP7mNwn69FNX2ByzVmOkczAhIcEvr0M+Dx9GOn7hX77E1mh9LKO1xyg4b63LE1t/5XOPbv8y73a7ffof0F2lpZGqrLRrxozGdhd1SYqIkKZPb1RFhV2lpd2qDgEC7mDH7B/+II5ZGA75HAg/RutjGa09gFl16wzZuHFjoNsBqKqq5deitDTvdZme7Z79gFA72DE7cmT7/YBQI58D4clofSyjtQcwK2rmYRiJiS2//JSXe7+fyrPdsx8Qagc7ZjdsaL8fAAChYLQ+ltHaA5gVg3kYRmZm0//NAB6t5ub2jzU3S/PnRys52cWSXzCMgx2zc+aIYxYAEHJG62MZrT2AWTGYh2HY7VJBQYMcjijl5saqrMyu2lqprMyu3NxYORxRmjWrwaeJUFwuqaQkUsuWRamkJFKssAR/ONgx+/LL8vmYBQDAX7rTx/rLXxpUWhqcvlIg+3xAOOnWbPZWZ8VZI808G6a3NUeTk12aNcu3NUfNuoapmWMYbjo7Zv/xD7vOPJMYmpWRzkF/z35rVUaJlxEY6fiFf/Umtp3lq8mT9+mll/oEva/k7z6f2XHeWlegZrNnMC9rJn+zXwxcrpaZTquqbEpMdCsz07f1Tj1rmE6Y4NSMGY1KS3OpvNyuefOi5XBEqaiozrDJwuwxDDfejtnDDiOGZmakc5DBfPcYJV5GYKTjF/7V29gemK927LDp6qtD11fyV5/PCjhvrYvB/EG43W69/vrrevrpp/Xtt9+qtrZWhx9+uMaNG6drr71WQ4cO7fS5VjxpuBiYfw1TYmh+xNDcjBS/cBrMk8/9w0jHL/zLn7E1e1/JajhvrSvk68wb3d///nfdfPPN+vbbbzV+/Hjl5ubqqKOO0vPPP68LLrhAmzZtCnUTEUQul/TYY4eostKus85y6sCvrPy5hin1+DALjlWYAfkcwRbO18Zgrvfe079zOMcF6K7en5kGsH37dj355JMaMmSIXnrpJfXr16/1saKiIs2ZM0dPPPGE5syZE8JWIlgOrL+6/fZYLVwY3aHuyx9rmJq1Hh/hh2MVZkA+R7CF+7UxWOu99/TvHO5xAbrLEr/Mb926Vc3NzTrxxBPbJX5JOuOMMyRx61248NTIp6e7dO+9dZKk+fPrlJ7uUl5erIqLo1r37e0apm3fy+GoUWVltRyOGq/vBYQSxyrMgnyOYOLaGJz13nv6dyYuQPdZoma+urpav/jFLzR48GAtX75ccXFxrY95vsn/wx/+oLy8vE6fbzXhWHNzYN2X273/3089Vacrr9xf92Wz9a4OLBg1ZuEYQ6sxQgyph/SdEeLnES418+Rz/zHS8WtEZr42mqlmvqevb+a4+APnrXVRM9+FhIQE3Xrrrfr++++VnZ2tP//5z7rvvvv029/+Vvfff7+mTp2q3NzcUDcTAXZg3VfbNUyvvDJW557rVEWFXU880afXa5gGs8YM6A2OVZgJ+RzBwrWxRaDXe+/p35m4AD1jmTMhLy9PgwcP1p/+9Cf9v//3/1q3jxkzRpMmTVJkZOcftX///oo48IphAeHyS47Hnj0t/3/KKfHy/Jhz5ZVSXJw0c2YfvfZaH0ktNfRHHy298II0ZUpcJ6/W8/dq65RTPPv1U2/CEG4xtKJQxzBYx6pVhTp+4Yh87j8cv50z+7XRn7Ft21fKzu7Tur23fSWp539ns8fFHzhvrSsQsbXMYH7hwoVatGiRbrnlFk2ePFn9+vVTeXm55syZoyuvvFIPPvigxo8f7/W5u3fvDnJrAy8cb9OJi4uU1E8ffFCjjIz9E7mceaa0Zo30+ON9dMcdsZo9u17XXbdXdrvk65+os/fyKCuzS4pXXFytqqubfHqPcIyh1RghhsE4Vq3KCPHzCKfOHfncP4x0/BqRma+NgYitp6/kbb333rxVT//OZo6LP3DeWhfrzHfhgw8+0G9+8xvl5eXpD3/4Q7vHtm/frrPPPluJiYlauXKl1+db8aQJx4tBMOusqJlHdxghhuFef9gbRoifR7gM5snn/mOk49eIzHxtNFNsqZnvGTPFFj1DzXwXVq1aJUkaN25ch8cGDRqkY445RhUVFaqrqwt20xBEga77CtV7Ab3BsQozIZ8jWLg2BkdP/87EBegZS9xm73S2rDe5c+dOr4/v3LlTERERiopiKYvucrm832pldDk5ThUV1Sk/v6+ys+Nbtycnu1RUVOfXtUmD+V5Ab3CswizI5wgmro3B0dO/M3EJHrP297GfJQbzo0eP1uLFi1VUVKQJEya0W5v2ueee048//qjRo0erT58+XbwKPIqLo5Sf31eVlfvP5qQklwoKGkxxAc3JcWriRGdQLk7BfC+gNzhWYQbkcwQb18bg6OnfmbgEntn7+2hhiZp5l8ulq666SmvWrNGhhx6qs846S/369dPnn3+uDz/8UNHR0Xr66ad1wgkneH2+FWtTfK25KS6OUl5erCZMcGrGjEalpblUXm7XvHnRcjii+EY0iKibMj9iaG5Gil+41MyTz/3HSMcv/IvYWlewYkt/P/iYAO8g9u3bp6KiIr366qv69ttv5XQ6deihh2rcuHG64YYbNGzYsE6fa8ULoi8Xg3CfdMRoSNbmRwzNzUjxC5fBvEQ+9xcjHb/wL2JrXcGILf390AjUYN4St9lLUp8+fXTdddfpuuuuC3VTTKVtrcy2bRGqrLSrsLD9iS1JERHS9OmNys6OV2lppLKyrLccCGA01LIhHIU6n3PeAcbGOdo7paWR9PctxDKDefSct1oZSdq8OcLr2p5paS3bqqpsQWkfEM6oZQOCj/MOMDbO0d7z9OM9/foD0d83F0ssTYee89TKpKe75HDUqLKyWvfe27LUzw03xKq4uONMweXlLRfOxERLVGYAhuXt/HQ4apSe7lJenvfzE0DvcN4BxsY56h+efrynX38g+vvmYpma+d6wYt1RVzU3ndXKuFzS6NHxamy0KSbG3a5Whhqa4KMmzvyYu8LcjHQOhlPNfG/4Gi8rnndGOn7hX+EYWyueo95QM29dgaqZ55f5MOSplZkxo7HdCWy3S/fc06Dt222qqLDr8cf7qLZWKiuzKzc3Vg5HlGbNauDEBgKos/NT2l/LVlFhV2kpVVKAv3DeAcbGOeo/drtUUNAghyNKubmxKiuz0983MQbzYairWpmcHKcWLWq53f6OO2KVnJyg7Ox4lZfbWaYCCAJq2YDg47wDjI1z1L9ycpwqKqrT55/blZ0dT3/fxPj6Kgy1rZXxNtFdSkqzJGn27HoNHtzMTKFAEB3s/KSWDfA/zjvA2DhH/S8nx6mJE52sDGBy/DIfhjIzm5SU5NK8edFqbm7/WHOzNH9+tJKTXbruur268EKnsrI4sYFg6e75mZnJcjGAv3DeAcbGORoYdruUldVEf9/EGMyHIWplAOPi/ASCj/MOMDbOUcA7brMPU55amfz8vsrOjm/dnpzsolYGCDHOTyD4OO8AY+McBTpiaTqF39J0bblcolbGoMJx6Rmr6W0MOT9Dy0jnIEvTdY8/4mWV885Ixy/8K9xja5Vz1Jtwj62VBWppOn6ZD3OeWhkAxsP5CQQf5x1gbJyjwH4M5sOIlb/JBAAAwMHRHwSsg8F8mCgujlJ+fl9VVu6/WicluVRQ0ECNEQAAQBigPwhYC7PZh4Hi4ijl5cUqPd0lh6NGlZXVcjhqlJ7uUl5erIqLo0LdRAAAAAQQ/UHAepgAT9aeAM/lksaMiVd6ukuLF9cpos3XN83NUm5urMrL7Vq7toZbrAyGSVDMjxiam5HixwR43WOUeBmBkY5f+JcvsaU/aA6ct9YVqAnw+GXe4kpLI1VZadeMGY3tLtySFBEhTZ/eqIoKu0pLqbgAAACwIvqDgDUxmLe4qiqbJCktzeX1cc92z34AAACwFvqDgDUxmLe4xMSWKorycu/3THm2e/YDAACAtdAfBKyJwbzFZWY2KSnJpXnzotXc3P6x5mZp/vxoJSe7lJnJep0AAABWRH8QsCYG8xZnt0sFBQ1yOKKUmxursjK7amulsjK7cnNj5XBEadasBiY7AQAAsCj6g4A1MctFGMjJcaqoqE75+X2VnR3fuj052aWiojrWFQUAALA4+oOA9TCYDxM5OU5NnOhUaWmkqqpsSkx0KzOziW9gAQAAwgT9QcBaGMyHEbtdysqiFgoAACBc0R8ErIOaeQAAAAAATIbBPAAAAAAAJsNgHgAAAAAAk2EwDwAAAACAyTCYBwAAAADAZBjMAwAAAABgMgzmAQAAAAAwGQbzAAAAAACYDIN5AAAAAABMhsE8AAAAAAAmw2AeAAAAAACTYTAPAAAAAIDJMJgHAAAAAMBkGMwDAAAAAGAyDOYBAAAAADAZBvMAAAAAAJgMg3kAAAAAAEyGwTwAAAAAACYTGeoGAG25XFJpaaSqqmxKTHQrM7NJdnuoWwUAAIBwRf8URsVgHoZRXByl/Py+qqzcf3VMSnKpoKBBOTnOELYMAAAA4Yj+KYyM2+xhCMXFUcrLi1V6uksOR40qK6vlcNQoPd2lvLxYFRdHhbqJAAAACCP0T2F0Nrfb7Q51I0Kturo61E3wu4SEBNN8LpdLGjMmXunpLi1eXKeINl8xNTdLubmxKi+3a+3amrC6pclMMYR3xNDcjBS/hISEUDfBFIwSLyMw0vEL/yK2wRGK/imxtS5PbP2dz7nNHkF3YN2RyyVVVtpVWNj+QilJERHS9OmNys6OV2lppLKymkLTaAAAAISN0tJIy/RPqfm3LgbzCCpvdUeHHtosSUpLc3l9jmd7VZUt8A0EAABA2PP0O83eP6Xm39qomUfQdFZ3NGxYy2C+sPAQr88rL2+5+CQmhn1FCAAAAILA0+/09EMPZIb+KTX/1kfNvKxZY2e0mpuu6o6cTiklZYAkafPmXYpqc12hZt44MUTPEUNzM1L8qJnvHqPEywiMdPzCv4htcJi9Zp45qYwlUDXz/DKPoPDUHc2Y0dih7igqSrr11gY1NNg0aVKcysrsqq2Vysrsys2NlcMRpVmzGrjQAAAAICjsdqmgoEEOR5Ryc2NN1z/tqu/tqfmvqLCrtJSqazMjegiKg9UdXXPNXhUUxOibb+zKzo5v3Z6c7FJRUR01PQAAAAiqnByniorqlJ/f13T9U6vU/KNrDOYRFG3rjjIyOl5UPHVH//pXy21AzLYJAACAUMvJcWriRKfpZoPvbt/byDX/ODgG8wiKzMwmJSW5NG9etNe6nfnzo5Wc7NKppxr/4ggAAIDwYbfL8MvPHai7fe/MTHN9LrRHzTyCwux1RwAAAIBZ0PcOD/wyj6Axc90RAAAAYCb0va2PwTyCyqx1RwAAAIDZ0Pe2NgbzCDoz1h0BAAAAZkTf27qomQcAAAAAwGT4ZR6m53KJW4cAAAAA+IVZxhcM5mFqxcVRys/vq8rK/WdXUpJLBQUNTOoBAAAAoEfMNL7gNnuYVnFxlPLyYpWe7pLDUaPKymo5HDVKT3cpLy9WxcVRoW4iAAAAAJMw2/jC5na73aFuRKhVV1eHugl+l5CQYMnP5eFySWPGxCs93aXFi+sU0eZrqeZmKTc3VuXldq1dW2PIW2K6w+oxDAfE0NyMFL+EhIRQN8EUjBIvIzDS8Qv/IrbWRWxDK5DjC09s/Z3P+WUeplRaGqnKSrtmzGhsd6JJUkSENH16oyoq7CotpZIEAAAAQNfMOL5gMA9TqqqySZLS0lxeH/ds9+wHAAAAAJ0x4/iCwTxMKTGxpTqkvNz7PS6e7Z79AAAAAKAzZhxfMJiHKWVmNikpyaV586LV3Nz+seZmaf78aCUnu5SZ2RSaBgIAAAAwDTOOLxjMm5zLJZWURGrZsiiVlETK5f2uEMux26WCggY5HFHKzY1VWZldtbVSWZldubmxcjiiNGtWg2knvwMAAICxhWs/3KrMOL4wTvU+eqyrNRCvvDKEDQuSnByniorqlJ/fV9nZ8a3bk5NdKiqqM9w6kAAAALAGM61Fju4z2/iCwbxJedZAnDDBqcLCOqWluVRebte8edHKy4tVXJx05pmhbmXg5eQ4NXGiU6Wlkaqqsikx0a3MzCZDfWMGAAAA6zhYP9yIgz50n5nGF5ZbZ/7111/Xs88+q88//1z19fUaNGiQRo0apdtuu01HHHGE1+eYbT3H7qyB+MUXfVRWVm3Igw7dw1qj5kcMzc1I8QvHdebDIZ8HkpGOX/gXsQ2tYKxFDusJ1Drzlvll3u12689//rOWLFmipKQkTZw4UbGxsdq2bZvWrFmjrVu3dpr8zcazBmJhYV2nayBmZ/dRaWmksrKMM0EDAAAHE075HID5dK8fHk8/HEFhmcH8U089pSVLlmjq1Kn605/+JPsBX4U1NVnnZDLjGogAAHRHOOVzAOZDPxxGYonZ7BsbG/XQQw9p6NChuuuuuzokfkmKjLTM9xamXAMRAICDCbd8DsB86IfDSCyREUtKSrR7925NmTJFzc3NWrlypTZv3qx+/frplFNOUXJycqib6Fdt10D0Vqszf360jj5ahloDEQCAgwm3fA7AfLrTDzfaWuSwLksM5j/77DNJUkREhHJycrR58+bWxyIiIpSXl6c77rgjRK3zP88aiHl5scrNjdX06Y2ts2jOnx8thyNKL7wgJr8DAJhKuOVzAObTnX54UVEd/XAEhSUG8zt27JAkFRUVKT09XUuXLtWwYcNUXl6u/Px8Pf744xo6dKimTp3q9fn9+/dXxIEzWBjclVdKcXHSzJl9lJ3dp3X70UdLL7wgTZkiSeE3+7HVhOMM1lZDDM2N+AVXOObzQOL4tS5iG1oH74fH+fzaxNa6AhFbSyxNl5+fr+eff17R0dFauXKlEhMTWx/btGmTLrjgAh111FF6/fXXvT7fzEtAuFzyugYiS1uYHzE0P2JobkaKX7h07sI5n/ubkY5f+BexNY7O+uG+IrbWxdJ0XYiLa/n2a+TIke0SvySlpqZq6NChqqioUE1NjeLj40PRxICx28WyFwAASwjnfA7AfOiHI9QscS/aMcccI0nq16+f18c92xsbG4PWJgAA0DPkcwAAus8Sg/lx48ZJkr755psOjzmdTlVWViomJkYDBw4MdtMAAEA3kc8BAOg+Swzmk5KSlJWVpYqKCi1durTdY4899phqamp09tlnszYtAAAGRj4HAKD7LDEBniRVVlbq17/+tXbs2KEzzjhDxxxzjD7//HN9+OGHGjJkiJYsWaJBgwZ5fa4VJ5pgAg3zI4bmRwzNzUjxC5cJ8CTyub8Y6fiFfxFb6yK21hWoCfAs8cu81PJt/rJlyzRlyhR99tlnevrpp1VRUaHLL79cS5cu7TTxAwAA4yCfAwDQPZa6T+2II47QnDlzQt0MAADQC+RzAAAOzjK/zAMAAAAAEC4YzAMAAAAAYDIM5gEAAAAAMBnLzGYPAAAAAEC44Jd5AAAAAABMhsE8AAAAAAAmw2AeAAAAAACTYTAPAAAAAIDJMJgHAAAAAMBkIkPdAPTMSy+9pHXr1mnDhg3atGmTnE6n5syZoylTpnTYd8GCBVq4cGGnr/Xmm2/qqKOOCmRzcYCqqiq9+uqrWrVqlb755hv99NNP6t+/v0aPHq1rrrlGP//5zzs8Z8+ePVqwYIFWrlyp7du3a/DgwZowYYKmTZum2NjYEHyK8NXT+HEOGs/evXv1j3/8Qxs2bFBFRYV2796t+Ph4DR06VBdffLEmT56sqKiods/hHIRR+JJD2tqyZYsmT56s+vp6XXrppZo1a1aQWo6D8TW2W7Zs0aOPPqr3339f27dvV3x8vIYNG6apU6fqvPPOC/KngDe+xHbz5s169NFHtW7dOv3444/q37+/hg8frtzcXI0fPz4EnwKdCXW/gsG8yTzwwAPaunWrEhISNHjwYG3duvWgz/nVr36lIUOGdNgeHx8fiCaiC08//bQKCwuVlJSkU089VQMHDlRFRYXeeOMNvfHGG5o7d64mTpzYun99fb1yc3NVXl6urKwsnX/++SovL9fjjz+uNWvW6JlnntEhhxwSwk8UXnoaPw/OQeOoq6vTc889pxNOOEFnnHGGBg4cqN27d+u9997TH//4R61YsUKFhYWKiGi5cY1zEEbi6zVIkpqbm3XnnXcGucXoLl9i+/777+umm26SJJ155pkaOnSodu/erS+++EKlpaUM5g2ip7H95JNPdOWVV6qpqUlnnXWWzj33XO3YsUOvv/66brzxRt18882aNm1aCD8R2gp5v8INU3n//ffd3333ndvtdrsfffRRd2pqqnvZsmVe933wwQfdqamp7g8//DCYTUQXHA6He/Xq1R22r1mzxn3ccce5MzIy3Hv37m3d/sADD7hTU1Pd9913X7v977vvPndqaqp70aJFAW8z9utp/DgHjcflcrWLkYfT6XTn5ua6U1NT3W+//Xbrds5BGElPr0Ft/etf/3Knp6e7n3jiCXdqaqo7Pz8/0M1FD/Q0tlu3bnWPHj3afe6557q3bt3a4XlOpzOg7UX39TS211xzjTs1NdX9+uuvt9v/u+++c5944onuE044odPzHMEX6n4FNfMmc8opp3j9hQ/mcO6552rs2LEdtp900kkaN25c6zfqkuR2u7V06VLFxMToxhtvbLf/jTfeqJiYGC1dujQo7UaLnsQPxhQREaE+ffp02B4ZGalzzjlHklRRUSGJcxDG4+s16Ouvv9b8+fN13XXXKS0tLRhNRQ/1NLaLFi3Snj179Je//EVHHnlkh+dFRnLzrVH0NLZbtmyRzWbTaaed1m7/IUOGKDU1VY2Njaqrqwt4u9E9oe5XcKaHgTVr1uiTTz5RRESEUlJSlJmZSZ2nAXkSr+f/N2/erG3btikrK0sxMTHt9o2JidHo0aNVUlKiH374QUcccUTQ24v2DoxfW5yDxtfc3Kz33ntPkpSamiqJcxDm0tk1yOVy6c4771RycrL+53/+Rx999FEomodeODC2brdbDodDAwYMUGZmpjZs2KA1a9aoublZaWlpOvnkk1tv6YWxeTtvU1NT9e2332rVqlU6++yzW7d///332rRpk4499lglJCQEva3omWD1KxjMh4EFCxa0+3d8fLzuuusu/fKXvwxNg9DB999/rw8++ECDBg1qPeE93+KlpKR4fU5KSopKSkq0efNmBhIh5i1+bXEOGs++ffv06KOPyu12a9euXSotLdU333yjKVOmKDMzUxLnIMyjq2vQo48+qs8//1xLlizx+usRjM1bbL/77jvt2rVLI0eO1N13360lS5a0e056eroeeeQRHX744aFoMrqps/P2d7/7ndavX6/f/e53Ouuss5SSktJaM5+UlKR58+aFsNXoTKj6FQzmLezYY4/V//7v/2rs2LEaPHiwtm/frnfeeUcPPvig7rzzTvXr148ZMQ3A6XTq9ttv1759+3TrrbfKbrdLkmprayVJcXFxXp/n2b5nz57gNBRedRY/iXPQyJxOZ7uVBmw2m66++mrNnDmzdRvnIMygq2vQxo0b9fDDD+u3v/2tRo4cGcJWwhedxXbHjh2SpPLycn3zzTeaM2eOxo8fr9raWj366KN6/vnndcstt+j5558PZfPRha7O22HDhmnJkiX63e9+p5UrV7ZuHzBggKZMmaKkpKRQNBkHEap+BYN5C/PUaXgcddRRys3N1bBhw/Sb3/xG8+fPZyARYp7ZhdesWaNLLrmEX2pN5mDx4xw0rtjYWH3xxRdqbm7Wtm3b9NZbb2nevHn6+OOPVVhY2GmiBYykq2vQvn37dMcddygpKYmZr02oq9g2NzdLaimh+N3vfte6PHH//v1VUFCgL774Qp988onWrl2rk046KRTNRxcO1nf49NNPdeONN2rEiBH697//rWOOOUY//fSTFi9erNmzZ2vdunV64IEHQtN4dCpU/QoKasJQZmamkpKStGnTJn5RCqHm5mb98Y9/1Msvv6zJkyfrr3/9a7vH+/XrJ6nzb+c82xl0hMbB4tcVzkHjiIiI0OGHH66pU6dq1qxZWr9+vR555BFJnIMwtoNdgx577DFt2rRJc+bM4fZ6k+lu/0CS1y+EzzzzTEnShg0bAttQ9NjBYut0OjVjxgxFRERo4cKFOu6449S3b18NHTpUf/jDH3T22Wfrtdde07p160L0CXAwwe5XMJgPU56JMxoaGkLckvDU3NysP/zhD3rxxRc1adIk/e1vf+swWU1ycrKklskyvPFs76zuBoHTnfgdDOeg8WRlZUmSysrKJHEOwri6cw36/PPP1dzcrEsuuUQjRoxo/d+VV14pSVqyZIlGjBjRYUZlhFZ3YpuUlNR6W3bbgb1HfHy8JGnv3r2BbzC6rTux/eabb/Tdd9/p5z//ufr27dvhNcaNGyeppcQCxheMfgW32Yeh+vp6ffnll4qJiWE2zBDwXMz/85//aOLEibr33nvb1Up5pKSkaPDgwVq/fr3q6+vbzXpZX1+v9evX66ijjmLirSDrbvy6wjloTNu2bZO0f1ZhzkEYUXevQaeeeqrX68v27dv17rvv6phjjtHo0aOVnp4ejGajG7ob20MOOUQnnnii1q5dq6+++qrDrfRfffWVJLGUsYF0N7ZOp1OStHPnTq+v49nO3TbmEIx+Bb/MW9SePXv07bffdtje2Nio/Px81dXVKTs7m3VIg8xze9V//vMfZWdn67777ut0IGiz2XTxxRervr5eDz/8cLvHHn74YdXX1+uSSy4JRrPxf3oSP85BY/rqq6+83g3R0NCgOXPmSJJOP/10SZyDMJ6eXIMuv/xyzZ49u8P/fvvb30qSMjIyNHv2bF1++eXB/AjoRE9iK0mXXXaZJGnhwoXat29f6/avv/5aL774omJjY/WLX/wi4O3GwfUktqmpqYqLi9P69etVUlLS7rEffvhBS5Yskc1mU0ZGRjCajm4Idb+CXqTJLF26tLVOZtOmTa3bPLdvjBkzRhdffLF27dql8847T8cff7yGDRumww47TDt27NAHH3ygH3/8Uampqbr99ttD9jnC1UMPPaQXX3xRMTExSklJaa2haevss89WWlqaJOmaa67Rm2++qcLCQpWXlys9PV2ff/65SkpKdPzxx+uqq64K9kcIaz2JH+egMb366qt64oknNGbMGA0ZMkRxcXGqqqrSqlWrtGvXLp100knKy8tr3Z9zEEbS0xwC8+hpbM8//3ytXLlSDodDkydPVlZWlvbs2SOHw6G9e/fq73//u/r37x/sjwEvehLbPn366Pbbb9fdd9+ta6+9VmeccUbrBHgrV65UfX29rr76ah199NEh+CTwJtT9CgbzJrNu3Tq9+OKL7batX79e69evb/33xRdfrAEDBmjq1Kn69NNP9e6776qmpkaHHHKIhg0bpiuuuEK5ubmKjo4OdvPD3tatWyW13EqzaNEir/sMGTKkNVnHxMRo8eLFWrBggVauXKnVq1dr0KBBuvrqq3XTTTcRwyDrSfw4B43pjDPO0LZt2/TRRx/p448/Vn19veLi4jRixAidf/75uvDCC9vdLcE5CCPpaQ6BefQ0tjabTf/4xz+0ePFivfDCC1qyZIn69Omj0aNH6/rrr9fYsWOD1nZ0raexvfTSS3XUUUfpqaee0kcffaR3331XMTExOu6443TJJZdo8uTJQWs7Di7U/Qqb2+12+/tDAQAAAACAwKFmHgAAAAAAk2EwDwAAAACAyTCYBwAAAADAZBjMAwAAAABgMgzmAQAAAAAwGQbzAAAAAACYDIN5AAAAAABMhsE8AAAAAAAmw2AeAAAAAACTYTAPwxsxYkTr/z766KNO91uxYkXrfmeddVbA23XFFVdoxIgR+u6779ptD9b7wzxWr16tESNG6M477wx1UwAgZMjnMDvyOYyGwTxMpbi4uNPHli9fHsSWAAAAX5HPAaD3IkPdAKA77Ha7hg0bphUrVuiPf/yjIiPbH7rV1dUqKSnRcccdp88++yxErWyxYsUKRUVFhbQNMJYTTjhBK1asUL9+/ULdFAAIKfI5zIx8DqPhl3mYRk5OTmuSP9CKFSvkdDo1efLkELSsvWHDhikpKSnUzYCB9O3bV8OGDdPgwYND3RQACDnyOcyKfA6jYTAP08jJyZHNZvN6+11xcbFiYmI0fvz4Ll/j66+/1p133qnTTz9dI0eO1CmnnKIZM2boyy+/9Lq/y+XSv/71L2VnZ+v444/X6aefrnvuuUd79uzp9D281di53W69/PLLmjFjhiZMmKBRo0bpxBNP1EUXXaRnnnlGzc3NHV5nwYIFGjFihP7973/riy++0A033KCMjAyNGjVKubm5Wr9+fZef9UAVFRVasGCBLr30Up166qkaOXKkTjvtNN1+++369ttvO31eWVmZrrzySp144onKyMjQtddeq//+97/697//rREjRmjBggUdntPU1KRnn31Wl156qUaPHq0TTjhBF1xwgYqKitTU1NTtNretTduxY4f++Mc/6tRTT9WoUaN02WWXtfsbPPfcc8rJydEJJ5yg008/XQsWLPD6d127dq1mzZqlnJwcZWRk6IQTTlB2drbuv/9+1dTUdNmG7du366677tJpp52m9PR0FRUVSdof83379mnhwoXKzs7WyJEjdeONN3Z4jbZqamr09NNP67e//a3OPPNMjRw5UuPGjdNvf/tbvf/++53+Xb777jvNnDlTJ598skaNGqUpU6bolVde0XfffacRI0boiiuu8Pq8VatW6brrrtPJJ5+skSNHavz48ZozZ46qq6sPGgsA8BfyOfmcfN6CfI7e4jZ7mMYRRxyhjIwMvfXWW6qrq1NsbKwkacuWLfroo490wQUXKDo6utPnv/HGG5oxY4b27duntLQ0/fznP9ePP/6oV199VW+//bYKCwuVkZHR7jm33XabXnnlFfXt21ennnqqIiMj9Z///Efr16/v0a13+/bt08yZMzVgwAANHz5c6enp2rVrlz766CPNmjVL//3vf/W3v/3N63M3bNigWbNmaejQocrKytI333yjNWvWKC8vTy+88IJSU1O71YalS5fqn//8p372s5/p+OOPV58+ffTVV1/ppZde0ptvvqlnnnlGxx57bLvnrFy5UtOnT5fL5dKoUaM0ZMgQbdq0SVOnTtWUKVO8vk9jY6Ouu+46rV69WgMGDNCoUaPUp08fffrpp5ozZ45Wr16thx56SBER3f8ucffu3br00kvV3NyssWPHauvWrVq/fr2uvvpqLV26VEuWLNHSpUs1btw4DRkyRGVlZVq4cKGampo0Y8aMdq917733auPGjRoxYoQyMzO1d+9effbZZyosLNQ777yjJUuWtB5bbe3cuVMXXXSRXC6XRo8erX379qlv376tjzc3N+umm27S2rVrlZGRoREjRmjAgAFdfq6PP/5Y99xzj4YMGaKjjz5ao0aN0g8//KD3339f77//vu655x5ddNFF7Z5TUVGhX//619q5c6eSk5N1yimnaNu2bZo5c2anSV+S7r//fhUWFioqKkrHH3+8Bg0apC+++EJFRUV666239Nxzz+mwww7rRjQAoHfI5+Rz8jn5HH7iBgwuNTXVnZaW5na73e7nn3/enZqa6n7xxRdbH1+4cKE7NTXV/d5777m3bdvmTk1NdZ955pntXmPLli3uUaNGuUeNGuV+//332z327rvvuo877jj36aef7t67d2/r9ldeecWdmprqPuOMM9xbtmxp3f7TTz+5J02a5E5NTXWnpqa2e8zT3gPf3+l0ul9//XX3vn372m3fsWOHe8qUKe7U1FR3WVlZu8cefPDB1vd48skn2z02e/Zsd2pqqvu2227r6k/XzkcffeSurKzssP2FF15wp6amuq+44op222tra91jx451p6amupcvX97usfnz57e27cEHH2z32F/+8hd3amqqe/r06e6ampp2r3fttde6U1NT3c8++2y32vzhhx+2vs+tt97a7u/n+ftMnDjRnZWV5a6oqGh97Msvv3Qfd9xx7p///OfuPXv2tHvNd955p1273G63e+/eve78/Hx3amqqe8GCBZ224aabbnI3NjZ2aKfn8XPOOcf9448/dvo57rjjjnbbKysr3R999FGH/T/77DP3SSed5B49enSH9l911VXu1NRU99133+1uampq3b5q1Sr3cccd505NTXXn5ua2e86KFSvcqamp7kmTJrk3b97cur25udn9wAMPtMYLAAKJfE4+J5/vRz6HP3CbPUxlwoQJ6tOnT7tZcIuLizVo0CBlZmZ2+rwnn3xS9fX1mjlzpk455ZR2j5122mn69a9/rR9++EHvvvtu6/Znn31WkjRt2jQdddRRrdsPPfRQ3XbbbT1qd2RkpM4+++wO3/4PHDhQM2fOlCS9+eabXp87evRoXXnlle22/c///I+kllvMumvUqFEaOnRoh+0XXnihRo8erbKyMtXW1rZuf/XVV7Vr1y5lZmYqJyen3XNuuukmDRkypMNr7dixQ0uXLtURRxyhOXPmtJsgJi4uTrNnz1ZUVJSee+65brfb89w//elP7f5+eXl5stls+uqrr3TLLbe0q2scPny4zjjjDDU0NGjDhg3tXuv000/vMHFNnz59Widieuutt7y2oU+fPsrPz9chhxzSaTt///vfKzExsdufa+jQoRo1alSH7enp6Zo6dar27Nmj1atXt26vqKhQaWmp4uPjdfvtt8tut7c+9otf/ELZ2dle32fRokWSpLlz5yo5Obl1u81m080336y0tDQ5HA7t3Lmz220HgN4gn7cgn5PPyefoDW6zh6nEx8frjDPO0Jtvvqnt27frhx9+0Lfffqu8vLx2F8IDeeqVzjnnHK+Pn3TSSXr66af16aef6pxzzpHT6dTHH38sSZo4cWKH/U877TT1799fu3fv7lH7y8vLVVJSou+//16NjY1yu92qq6uTJG3evNnrc0499dQO2xISEjRgwABt27atR+9fV1ent99+W+Xl5dq9e3drvdv27dvldrtVWVmp4447TpJa69e8JZTIyEide+65euKJJ9ptX716tZxOp37xi194vUVy0KBBSklJ0aZNm9TY2NjlbZRtjRw5Uv3792+3rV+/furfv7927dqlrKysDs/xdHS2b9/e4bGqqiq99dZb+uabb7Rnzx653W5JUlRUVKdxOO6447pM7Dabzaf1iF0ul0pLS/XRRx9p+/bt2rdvn6T9x0NFRUXrvp6Y/OIXv/B66+DEiRM7LPe0Y8cObdy4USkpKV5v4bTZbBo9erTKy8v12Wef6Re/+EWPPwMA9BT5vAX5nHxOPkdvMJiH6UyePFkrV65snSDEs60rW7duldSStLvimThk165dcjqdGjhwYLs6qraOPPLIbif/ffv26Q9/+INefvnlTvfxdAIOdPjhh3vdHhsbq127dnXr/SWptLRUv//977v8trZtGzwdiyOOOMLrvt62e/7Ozz//vJ5//vku27N79+5uJ//Okq7nb+Dt8ZiYGElqTaYeTzzxhObOnSun09mt9/bo7O/gceihh6pPnz49es0ff/xR119/vTZu3NjpPm1j4unIdHZMHHnkkR22eWKyefNmjRgxosv2MHEOgGAin7cgn5PPD0Q+R3cxmIfpnH766YqPj9dLL72kbdu2adiwYa3fPnfGMwvqr371qy73+/nPf+63drZVVFSkl19+Wampqbrtttt03HHHKT4+XlFRUfr22287vZ1KUo8mlulMXV2dpk+frt27d+umm27S+eefryOPPFLR0dGy2WyaOXOmXn755dZvtH3leX5aWlqHyXcO1JMJhw72N+ju3+jjjz/W3/72N/Xr108FBQUaO3asBg0a1Jq0s7KyvH7zL6nL2/G687g3d911lzZu3KgJEybommuu0dFHH63Y2FhFRERoyZIluvvuu3sdE8+xP2jQIK+/eLTlrfMAAIFCPu858nkL8jn5HC0YzMN0+vTpo+zs7NZvirua8dPj8MMPV2Vlpe644w4lJCQcdP8BAwYoKipKO3fu7PT2sR9++KHbbX799dclSf/4xz/0s5/9rN1jW7Zs6fbr+Grt2rXatWuXJkyYoFtuuaXD497a4FlDtbPP+eOPP3bY5vlGfcyYMcrPz+9NkwPCE4cZM2Z06Ag2Njbqp59+Clpb6uvr9cEHH+iwww7TvHnzOtxW6i0mgwYNkuT9by95j5XnW/+EhIROZ1gGgFAgn/cc+bwF+Zx8jhZMgAdTuuCCCzRgwAAlJCR0mMzFG88kOW+88Ua3Xj8qKqr1W/1XX321w+MlJSU9uiXOs96pt9upvL2+v3X1/hUVFfr88887bB89erSkluVsDuRyubxuP/nkk2W32/X222/3+La3YPD8Hbzdxvfaa6/1+lvznqitrVVzc7MGDRrUIfE7nc7WjkpbJ554oqSW46++vr7D496OpcMPP1zHHHOMvvrqqy7XHwaAUCCf9wz5vAX5nHyOFgzmYUonnXSSVq9erQ8//NDrLKwHuvrqqxUdHa2///3vXpPWvn379Nprr7X7hvSyyy6TJC1YsEDff/996/adO3fq3nvv7VF7U1JSJKnDrK+vvfaaXnrppR69li887//666+3q7GrqanRXXfd5TVRZ2dna8CAAXr//ff1yiuvtHvskUceaa1vbCsxMVEXXnihtm7dqpkzZ3r9ZryiokIOh6OXn8g3nr/DCy+80O4zf/XVV7r//vuD2pZDDz1U/fr105dffql169a1bne5XLr//vu9TtyTkpKizMxM7d69W/fff3/rLXdSy6RQK1as8PpeN954o5qbm3XLLbeovLy8w+PV1dUHrYkEgEAgn/cM+bwF+Zx8jhbcZo+wkJycrLlz5+rWW2/VzTffrOTkZB1zzDGKiYlRVVWVPv/8c9XX1+s///lP67fdkyZN0uuvv67XXntN559/vk4++WRFRkbqww8/bF2CxDND7sFcc801eu+99zR37ly99tprOvroo7V582Zt2LBBV199tR5//PEAfnrp+OOP16mnnqr3339fEyZM0NixYyVJZWVlSkhI0Pjx4zsspeOpQ5s+fbp+//vf6+mnn9aQIUO0adMmffvtt7r00ku1ZMmSDrVyd911l7Zu3SqHw6H33ntPxx57rI488kjV19fr66+/VkVFhcaPH68JEyYE9DN7M2XKFD3xxBN6++23lZ2dreOPP167d+/WmjVrNH78eP33v/9tnWAm0CIjI3XNNddo3rx5uuKKK3TyySerf//++uSTT7Rjxw5dfvnleuaZZzo87y9/+Ysuu+wyPfPMM3r//fc1cuRIbdu2TWvXrtXUqVO1ePHiDjHJycnRV199pUWLFmnKlClKS0vT0KFD5Xa7tWXLFn3xxReKiYnRJZdcEpTPDgC+Ip+TzyXyOfkcHvwyj7Bx9tlna/ny5Zo6dapsNps++OADvfPOO9qxY4fOPPNMzZ8/X8OGDWv3HE+HYfDgwXrvvff08ccfa9KkSXryySd7NNNpRkaGnn32WZ188sn67rvv9PbbbysqKkoLFizQ5Zdf7u+P6tXDDz+sG264QQMHDtSqVav02WefaeLEiVqyZIni4+O9PsezXM3YsWP1xRdf6J133tHgwYP17LPPts4GO2DAgHbPiY6OVmFhof7+97/rhBNO0DfffCOHw6ENGzZo4MCBuvnmm3u8rq+/JCQk6IUXXtCkSZPkdDr11ltvqaqqSrfccov+8Y9/BL09N9xwg/7+979rxIgRWr9+vT744AMde+yxWrJkiUaOHOn1OSkpKXr++ec1adIk7dq1S2+88Yb27Nmjv/3tb63LLh0YE6mlrnDx4sU699xztX37dr355ptavXq1XC6XLrvsMj3yyCOB/KgA4Dfkc/I5+Zx8jhY2dzCLSgBYxm9/+1uVlJTo+eefD9isweiZxx57THPnztXMmTN13XXXhbo5AAATIJ8bD/kc3cUv8wA6VVVV1aFOrrm5WUVFRSopKVFKSopOOOGEELUuPO3du1dfffVVh+0ffvihFi1apMjISJ1//vkhaBkAwKjI58ZDPoc/UDMPoFNr167VbbfdprS0NA0ZMkT79u3Tpk2btHXrVvXt21ezZ8+WzWYLdTPDSk1Njc4//3wdffTRSklJUZ8+fVRRUaGNGzdKku64445uTSIFAAgf5HPjIZ/DH7jNHkCnNm/erEcffVTr1q3TTz/9pH379umwww7T2LFjdd1112n48OGhbmLYaWxs1AMPPKAPPvhAP/74o/bs2aN+/frp+OOPV25urk4//fRQNxEAYDDkc+Mhn8MfGMwDAAAAAGAy1MwDAAAAAGAyDOYBAAAAADAZBvMAAAAAAJgMg3kAAAAAAEyGwTwAAAAAACbDYB4AAAAAAJNhMA8AAAAAgMkwmAcAAAAAwGT+Pyw3sGOeAEmZAAAAAElFTkSuQmCC\n"
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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -195,7 +352,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "1.2436303013880823"
+      "text/plain": [
+       "1.2436303013880823"
+      ]
      },
      "execution_count": 9,
      "metadata": {},
@@ -222,21 +381,59 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "WARNING (theano.gof.compilelock): Overriding existing lock by dead process '8294' (I am process '5171')\n",
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [sigma, bA, a]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [a, bA, sigma]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -244,7 +441,7 @@
     "    a = pm.Normal(\"a\", 0, 0.2)\n",
     "    bA = pm.Normal(\"bA\", 0, 0.5)\n",
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
-    "    mu = pm.Deterministic(\"mu\", a + bA * data[\"MedianAgeMarriage_std\"])\n",
+    "    mu = pm.Deterministic(\"mu\", a + bA * data[\"MedianAgeMarriage_std\"].values)\n",
     "\n",
     "    divorce_rate_std = pm.Normal(\n",
     "        \"divorce_rate_std\", mu=mu, sigma=sigma, observed=data[\"Divorce_std\"].values\n",
@@ -260,10 +457,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x400 with 4 Axes>",
-      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -285,10 +486,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -297,7 +502,10 @@
     "\n",
     "x = np.linspace(-2, 2, 50)\n",
     "\n",
-    "for a, ba in zip(prior_samples[\"a\"][:50], prior_samples[\"bA\"][:50]):\n",
+    "prior_samp_a = np.array(az.extract_dataset(prior_samples[\"prior\"])[\"a\"][:50])\n",
+    "prior_samp_bA = np.array(az.extract_dataset(prior_samples[\"prior\"])[\"bA\"][:50])\n",
+    "\n",
+    "for a, ba in zip(prior_samp_a, prior_samp_bA):\n",
     "    y = a + ba * x\n",
     "    ax.plot(x, y, c=\"black\", alpha=0.4)\n",
     "\n",
@@ -320,7 +528,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "(4000,)"
+      "text/plain": [
+       "(4, 1000)"
+      ]
      },
      "execution_count": 13,
      "metadata": {},
@@ -328,7 +538,7 @@
     }
    ],
    "source": [
-    "m_5_1_trace[\"bA\"].shape"
+    "m_5_1_trace.posterior[\"bA\"].shape"
    ]
   },
   {
@@ -342,11 +552,13 @@
     "age_std_seq = np.linspace(-3, 3.2, 30)\n",
     "\n",
     "# Given that we have a lot of samples we can use less of them for plotting (or we can use all!)\n",
-    "m_5_1_trace = m_5_1_trace[::10]\n",
-    "mu_pred = np.zeros((len(age_std_seq), len(m_5_1_trace) * m_5_1_trace.nchains))\n",
+    "# m_5_1_trace = m_5_1_trace.sel(draw=slice(None, None, 10))\n",
+    "m_5_1_data = az.extract_dataset(m_5_1_trace.posterior)\n",
+    "\n",
+    "mu_pred = np.zeros((len(age_std_seq), len(m_5_1_data.sample)))\n",
     "\n",
     "for i, age_std in enumerate(age_std_seq):\n",
-    "    mu_pred[i] = m_5_1_trace[\"a\"] + m_5_1_trace[\"bA\"] * age_std"
+    "    mu_pred[i] = m_5_1_data[\"a\"] + m_5_1_data[\"bA\"] * age_std"
    ]
   },
   {
@@ -356,10 +568,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -394,17 +610,56 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [sigma, bM, a]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [a, bM, sigma]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -412,7 +667,7 @@
     "    a = pm.Normal(\"a\", 0, 0.2)\n",
     "    bM = pm.Normal(\"bM\", 0, 0.5)\n",
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
-    "    mu = pm.Deterministic(\"mu\", a + bM * data[\"Marriage_std\"])\n",
+    "    mu = pm.Deterministic(\"mu\", a + bM * data[\"Marriage_std\"].values)\n",
     "\n",
     "    divorce_rate_std = pm.Normal(\n",
     "        \"divorce_rate_std\", mu=mu, sigma=sigma, observed=data[\"Divorce_std\"].values\n",
@@ -428,10 +683,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x400 with 4 Axes>",
-      "image/png": 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ez38nlzz2vxQ3/ZqfDNxGx23/zuf+446n1kkKhUKxj3Dttdfy5je/mTe+8Y0AXH311TzwwAP8/e9/r/PW8uno6Kj7fOutt5JMJpvErng8zpIlS3ZbvRXbY+7EVv5vohB7pja7FCV6KRQKhWI/RYldCsV+itGbZ+ADS0me2sHRP3wJmj7Lg3Y1R+Leq4ltuR3nyOdRvfBq5GLXA2z5wF185b73cMJBz+Sbr/gTCxIdLYtwHMn6DfDYCsnadbBxI5ies0EqCcceC8cfBwedBYsWacTj7lLrkQhYFuQLknwOMlm42XoORnueM//wBF+5r52RI4/kjNMlZ79I49xzDqbjgs/z+jMvY/r2/+QPEw9y7M/O4jWXXIs86IRd3ocKhUKxpzBNkw0bNvBf//VfwXe6rnP22WezevXqeZXx97//nUsvvZS2hiX9VqxYwYtf/GIWLlzIi170Ij72sY/R2bn9FxeKXYQUoG0/M8h+GRG4P9Z5P8dyTDRNI6rH9nZVFAqFYr9GiV0KxX6IU7Lof8/9aLEIx/76AvS21g9E+uAKknd8Bq00hXHuJ7Ge/67ggXxp7818/YEP8IyDn803XvHHphUQLUuychU8uEzy0DLIZFzx6pRnwJveCGc+S+Okk+CQJaDPJrQF1G+3iufQ9fo7+UDfQzx43itZ1tPBQ8sk3/0+POc5kpdfcDJvfv0yRu59LT+aWsmhf7yEs1/g1V9Xty2FQrH/kclkcBynKVxx8eLF9PT0bPf4tWvX0tXVxX//93/XfX/uuedy0UUXcdRRRzE4OMj3v/99rrjiCv785z8TiURmLW9/EMOqkQLpYpoFCxbsk/UV6TQAWkcHWmR2YaK93aJUFrS3R+js3DW/Ybu7P6y0myeto7MDPTb7PFLsPLON4R2b/oyuR7j4lDft4RopdpR98b6k2DHUGB7YKKtRodjPkFIy/MlHMHryHP+Hi4gfkW7eSTjEl/+U2GO/QHYeR+Xf/4g49PRg811b/8x3l32cMw59IV+76DraYu3Btm3dkn/eJrnrbsjnIZ2Gs18MLz1H44X/Am1tT30N8lh7jGdcdwHb/vU2Lnr4Ad530yUM5JM8sFRy/1L49nclP/0fnQsv/gunHPtmrso8yc+Xf5tnbL0T4+KvI5Y84ynXQaFQKPYn/va3v/GMZzyDM888s+77Sy+9NPi3n6D+wgsvDLy9ZiOTyey2uu4qcsUcpVKJgl7YJ+sbLZUAsGdmIDp7nrR8XlIqQS4HmcxT/w3t7Ozc7f1R8toWmcmgx5XYtauZawz9vt8X57yixp64DhW7FzWG+zfzESqV2KVQ7GdM/WIDuVv7OfxLz6f9xYc171DNk7ztk0T7HsI6400Y538WYrWQl5s2XctPln+W5x95Ple9/Ncko22YpuTe++AfN0o2bYZ4DM57GVx0kcbzznITzO9qYoe1cdyvzqf7TXcw8L6lHP+HizjxXRHe/U63DjfeLLnz9hSW/lsWvv5SPtFZ4LfFYZb84TKM8z+H/aw3z5kQWKFQKPYlOjs7iUQiTE9P130/PT3NwQcfPOex5XKZW2+9lY985CPbPc/RRx9NZ2cn/f39c4pd+wd+DN2+fq+fO9Zvv87ZpVAoFArFfsr2EwwoFIp9huKyUca+uZpFrz2OxZef1rRdm95G2x/eTGTgUaoXXo1x8VcDoUtKyf89+X1+svyzvOSYS/jKhb+lUkzx299L3vRvkv/+psQ04eMf1bjxHxpf+oLOi1+o7Rahyyd15mKO/v5LKK+YYOQLjyGlRNM0nnmaxuc+rfO3P2u8+9+PpHrvb5mumLxTbyd/+AtI3nMViduvBLO02+qmUCgUu5J4PM7pp5/O8uXLg++EECxfvpyzzppjgRHgjjvuwDRN/vVf/3W75xkbGyObzaqE9XuSeSbjUjm7FIp9B2E4OCVr+zsqFIr9FuXZpVDsJ5hDRQY++CDJUzo46lsvRmvwaopsu4fk7Z9GxtuovPl3iCNqxpPlmPzwkU9x59Y/84qT38Jrj/g2P/h+lDvvkpiWG6b4b5dpPPcsmsrd3Sx69XEc0pVl4odrST6jg4Pf88xgW2eHxsc/muYNrzuNr//fT3k8+m5etelkfn7Sxzljy4+JTGyk8tqfIjuP36N1VigUip3hXe96F5/+9Kc544wzOPPMM/nd735HpVLhDW94AwBXXnklhx56KJ/4xCfqjvvb3/7GhRde2OSyXyqV+OlPf8orXvEKDj74YAYHB/nOd77Dsccey7nnnrvH2qWY22VLeXYpFPsehXuHkJag47XqGXJ/Z2paUqnA0Uft617Aij2NErsUiv0AUbXpf+8DSEdyzC/Oq09ILwXx5f9D/NFrcA47k+q//gTZfkiwuWjkuPq+y1k9uowLD/k0Izd/hHc/rpFMwqWXwmVv1Djm6L3743DIx56NsTXH6NdWkjhxEQvOP7Ju+8KFGt/8wCX89P7PcqP2dd75yGm849Br+WDi47Rd/2aqr/oOzgnn7Z3KKxQKxTx51atexczMDD/+8Y+ZnJzktNNO41e/+lUQxjg6Ooqu1zvd9/T0sHLlSn7zm980lReJROjq6uLGG2+kUChwyCGH8JKXvISPfvSjxOOz55Da39D29TDG7bhs+ZuVZ5dCse8gLaU+HyisftL9e/RR89tfCElvH5z1HHWDO9BRYpdCsY8jpWTk849R3TDDcb99OYnjFtQ2GkWSd3yaaPd9WKe/AePlX65LkjuQ3cqX73kXI/kBOjb/lH/+/g0sORj+6wqN177GFZH2BTRd46jvvwSjv8DAhx7kxBsvIXlyR9N+Hzzvw+S1zdzH17lu6W95ZOOf+eWFH6P9xg9gnvMxrBdcofJ4KRSKfZq3ve1tvO1tb2u57brrrmv67oQTTmDLli0t908mk/z617/epfWbC9OUDA7BCcfveS/gfZoDWexS7Pc4jsS2IZFQ1+xTpWQWSMcXbH/HXYSUEoREi6jMQ7uSwUHo6YWODofFB+3t2tRTLEri8d2TL/npiLpyFIp9nJn/6yLz124O+X/PqfN40jK9tP3xLUR6H6R6wRcxLv5andB116ZbeO8/XsnQZI7yHX+mffoNfPFzGn/9k8bb36rtM0KXj56Kctyvz0dPRul/9/3YmWrTPpqm8YlzvscpBz+btgs+QKEjz8V//j097a8hsewHxO/7KghnL9ReoVAoDnw2b3ENhKfL4lVDuR42jD8+jz3np2Ltn2GMSqHb37Bnqgiz9iy0fgM8uGwvVugAYbo8zmOD9zBWGNhj56xumCH3z36kUNfhrkTsw6Hlyx+DRx/b27XYcfL3DZG9pW9e+wrT2WNzWoldCsU+TOmJCUavepwFFx3FIR9+VvB9pGcpbX/4N6hkqLzpN9jP+Y/Ao2lgpMgVv/w0315+BebEMzml/06+f+WLuPZXGq+4WCMa3bdErjCxw9Mc+6vzsMZKDLz/wZYu5oloiqsv/C3tiQXEzn8nz35RiTf+4essle8lvuaPJP/5cbCNvVB7hUKhOLCxbffv08VDqWtqDePFoe3vKOeXs2t39JsjHIpmftcXrNgvkVJSfGiU8mPjwXcTk3uxQgcQZasAQMHM7bFzmoNFAKS9D6oyBwD76m+ZYe7tGuw4omDVVMTtkL99gPLqqd1cIxcldikU+yjWeJmB9y0ldnQ7R//gHDRdAymJrfhfkje+H9FxDJW3/Q1x1AsA6O6RfOK7D/Kuv51Pj3YdRxc/wP+84e/89JtH8ILna/tNyEnbWUs46jtnU3pkjJGrVrTc5+C2w/jKhb9lpjqOfPF7+c//tPnoLR/lz4XPEdl2D6m/vweq6uFfoVAo9mfkPmiJVKuyuV7zDGPcHV4EGyeeYMXgvTjC3vWFg3LsegoIKZgqje7Zk3rjZWebreV98XpSbAfde3bfjVpX8aERcv/s230n2IOIeYot+4lJdEDi34es4eIeOZ8SuxSKfRBhOgy8fymiaHHs/55HZGEczBLJf36cxLIfYJ/2Gipv/j9E+2GsWi356GemuPwXn2bNQW9mQVuCq8+9mWs/8iVOfcb+maC443UnsORDz2Lmui6Gf/5ky31OOfg5fPKcH7Bm7BEqp36Jz3xK49tL38qPRr6HPrqG1F/ejlYYb3msQqFQKHaep6uhkC9IHnoYhoYbt+y9nF15YwZg94ld+zD5gsQw9l0Bpy+zhbVjj5Kp7EHXqjkmmdK69j80T+ySzu5Tu+wZA+nsx5OjmiPquF53zg5mMlHXxF7An2t76EFCiV0KxT7I6FWPU35ikqO+/xKSz+hAy/SR+uO/E9l2D8Z5n6Vy8TdY+miCKz5o8vFf/JINx51D7JTred0pH+Av77yHc055/t5uwlPm0E8+h4WXHEP3lUtnfeN0wYmv5z/O/Ci3bP4d4oTf8c2va/xx3Sv40tZfoOVGSP35rWj5kT1bcYVCoVAckAx5EY1Wo9PM9jy7vL+7w7NL1yIAOHI35avch63Bx1bAw8v3di1mp2qXADCdPZhawR+uFuO2Dw/lAYudNcje1IuT3ck54Ht22Qfu4FXt8lPyOoz2LeOw/IPA/O+xT9P3NfsEvrC6p16aKbFLodjHmPlDFzP/18WSDz+LRa86lsi2e2m7/jK08jSl1/2SmyfeztvebfCl31/HwOkvJfYvX+J5x53Fr95wPx96yZeIR5N7uwm7BE3XOPpH57Lo7CMZ/Ngyig+3DgV45/M+zdnHvJKfPvp5ksc8zHe/pXFP9wv55IZrkdUCqb++E62wh8MIFAqF4gDm6erZVfXWTYk2rGWubS/Wbzd6duma+ygvtpM3bGfZ1wWSHfXkOOBpMV7+5bqvj+WuQEpJNrvvNNQeKwNgjVd26ngt4nl27YuZ1K3yUy6iYpV4pP9O+rKbd0GF9v37gRCSfH7fmZ97Bf9GpLd+kLBtydKHJDMzu6aflNilUOxDlFZOMvLFFSy44EgO/dgZxJf9gNTNH8I56ATuPu6vvOWqZ/HNm37B9ItfTOzFV3LKMUv4+sV/4Fuv/CPHdjxjb1d/l6MnI5z+p9eQOHER/Vc8QGX9dPM+ms5nXvZTju14Bl+5/woOPaGf735bY3n/M/nUul9BJUfqL+9EK4zthRYoFArFgcPTwVieD01pYfZignrfs0vsLs8uxd5BCiJb7ybSt2PLKD7d83L19sHjK9knBK+qXcZ5qiuE+2GM+5pnl1Ek2n0/2kxPy83bptczlOvefjG2KwJmKrsmWfl8xS7/hc1uv1xsE31sffAbsa0bHnscSqV9bDz3AIO5bYwXB2shs7O8NCuXwTShu/XU2mGU2KVQ7CNYY2UG/usBYkelOfqbZ5C66b+Ir/hf+pe8hcse/hKfv+cXzJz9AmIvuIozjz2Z717yN3786lv4l6Mu2NtV361EOxIc97uXE+lM0PeOezH6Ck37tMXa+eqFv0PXNL5wz9s56dQi3/u2xsN9p/P5rl9CJUPqr+9QObwUCoViV7CHPbv2NU+yJieLOSwmy5K1BPVPM7Frujy+2zzOdgZ7ukplbfNLs9170irR7vvQSjuYt0vYaI6JVt3Blf9kw9/wpqeBfV30cl7vztXstHneAB/pv5MtU6u9TzvX+X7OLvalnFpWmWjvUgD0UmuRaiC7la6ptfMucr59uj122LNrN3erPrkJPdsfRJgUPBPGtHbvefdFtk6tY8P4E7Ufwlk8u3Y1SuxSKPYBhOElpC9ZHP/1I1lwy79jD63ks8bredPgGkaf93Lip/+Gc09+KT959W1855K/8pzDz9lvVlh8qsQOa+P46y5EOpLet96NOVJq2uewBcfw5Qt+zXCul68vfT+nny74769o3L3xDL42+Esoz5D62zvRynv4QVehUCgOEOTcL2SfNjSJBrOoCFPTkgcehLIXwbSzus/QkGRsrPU5IvruDWP0jUGtMArO/C20gpFlzegjbJtet3vqtRMUl41i9O7ZlZo101Vfdty7fCet8DkO21fFrrFxiWnu2so13qOkbLGK6h6gYO6gWNnIHkhQP1/GxiSWJdEzfbUvn2KfSnZN/ibvNjj/vIh76kdsX73o9iYqZ5dC8fRj9MsrKK+c5NiPwvTKd/Ite5wLEhXuP/Q3HHTkKO953hf587+v4osX/ILTDnnu3q7uXiFxwkKOv+5CnJxJ77/dhTXWnCvgzMNezEfO/iaPDd7Db1Z+nRe9UOMLn9W4YcWz+HHmf9EK4yT/cQUYzd5hCoVCoZibPf3cLnf3a/edpLkfWtczk6n/vLOeXZu2wLoNrbcFCep352qMRpHI8Cr08fXzPsQWrjBWttTvrStE7qBlt9PiTPMxeyxkayewbcm69fDkml1T3mxtLNw/TO7mPrI39e6aE81VB0uQvamXyNDOC1RaaRKtOBHk7NrbCeoNQ7JuA0xMUN/J+4hHaeAAt73qVLLok7X8YHu6V+e6BstlyfT0/GvkCIdNE6t2agEMp2TttZDn4LyzqF27ulpK7FIo9jLTv9/MzB+2kr9wI5/TP8Xb22e4KVrgsMgFXPXSv/DX/3yYtzz7g3Smluztqu51Us9azPHXX4idqdLzb3e2FLwuPeVtvP6Z7+HP667hjq4/cuHLNT78QY3f3vts/hb9MfrUNlI3fgCs6l5ogUKhUDy9saerCHP3GkjSEojqrj9HEI7YFMY4P6N2dzhf7ZHVGD0hTduBhNR+WJLYBxWWPW3kOTs58PMVe8tWkU0Tq9x27XvdPSe+OJHfzQ53omDhOBLD2P0dJKru9RIWu6pdOfL3Ds27DH26G316W6CRyt0RA70D+Pc8KV2RZVtp0BVxW1xLswnv27ol27pna8dTdPPxxa7tXGrR/ofRp7u3v6jIXuDh5bDqyfnvP1roZ7TQT19mx5L7OyWLwj1DGFuyO3TcLsOZW+za1SixS6HYi2y7+VGGv/gYG07ZwFVn/46R6iF09n6V757zJL9/788556SXBistKVzann0wx193IfZUle7X3051W7OL+Pv+5Sr+5agL+MHDn+Lxofu57I3wxtfDf//lbB4+9NvoI6tI3vrxHQrJUCgUCsVToJpDK09TXDZK/vYBsjf1Iiq7xxspf98Q+TsHdnm5YYOvntkNJ11UiTiuSLR7cna5zwiOcLBn5v8Sx3LMHQh93PGKR4dXoU9s2DcTpu8nHopinsdtGH+c0UI/RTM3p1vEUxkKyzEpW8UdPs625/ZQCxZv2NmKzYJvR5dKkoyXrL6nB7q27uITtcJvTNiWFxJR3IFnTum4nROEMc7dQ44jGRndfRM7PE45M0d/eYS8XWqp4PteneDOG5/ePve/+nK9kLYGsatilXYoNHtHwxh9sWtfvD3tKDua70x6v7v29N556R8M6x4yb5UVrVDsYaSUPDH8AN/65RVk/t86hg8fYviVd3Lksmt4Tecq/vjl9/Cc0w7a29Xcp2k7awkn/PUVSFPQ88Y7KK+qT/wa0aN88fxfcuJBz+Tq+y5n2/Q6PvxBjbNfBB/95cVsOekqoj0PkLjr8wfGL51CoVDsQXbmrhntW4bev7zuu931sC0nR9DCeWWeItPl8ToDLmyDGcYcxryEI3L3cnj+/qbjdhW+Z5c9Xqb40ChG3/xcZB7qu5W1Y49sf8e6ps3fqIpUs2i2uUsT548VBshUdjDR+95Gyp3OpxbMqx14Tmm56y4IY1wxdB+PDty9Q8dYluT+pdAzR+TgvHMs7SRPrIInVsLEhKQaivbaEWF4h/FUbamx8w5LQoAUoQT1c3fU1q2wYSNkMrvnmTYs9EtvPruehM31ssJil5h7pYBWQrCQgscG72G00N+0zcmbZG/qxSnVC4fzDmMMTrx3n/3Hx3eFh2nteGuiQvbm3nl5TQen3Vt5n73rQ5slQb0KY1Qo9lMcYXPn1j9xxQ3n8Y2/vpdzfnQmkWQF7XkZujY9xJe+9Hre8XaNaPTpnvp3fqSeeRAn3vBKIh1xet5yF/n76t3DU7E0/33x9XQkD+Zzd7+VycoAV31J4/jj4fKfv5HxMz5ObNMtxJdfs5daoFAoFPsPo4V+LFHZ6eOlkLCrDNvyDJHBFVCeablZL4ygVTItt+0Ma0YfoTezOTD4fA+tSkXStRWGZolOmmce+6dE4NnlGX874j0yU96dwpHnkbILfXY2Tqxk9ciynTq2TtzYQ4aub8zuXBijDHl2hepbyQZhpY1oaLstQb1hz33tV6zmhYMsbyqOz7EQ9s6KXRWrxHhxcNbtvh1ve3WoNGhbxYdGd+7E80A6uyAZvnSA2kquMpSzS0hB0aiPaih4Tne7S78QoanoX9Pu3+YBdOo8u+aXTyq84JaUAiFFy2PNIbeh1aFSy5DU7XW7EK63oV/vvaV5DQ7B8LD771x1eqe8JsMY3TmQ4GTrxUVRtsje1Is1Ebp+W3ke7kGCxRZUgnqF4sBASslDfbdyxQ3n852HPkaq6PCF66+go5rk4ZOPYv1J3+bH17RzwglK5NpR4scs4MR/XELylA76L7+fmT/W+6d3ppbwzVf8EUc4fPbO/8DSZ/jWNzTicbjiusspn/om4o9eQ3TjzXupBQqFQrHvYzkmmyZW0VP0PLN2wkDIP2aReXDut/yzU//7qBfH0UqT6KWJWh0td6Ww7VHdnGm5ou/2cITVlLPL9jSH+eYbkuzifFFWJfDsEnI3JagPV3cnLGnfC6Ra3TP5klphTVbqxY1dXY3yDPp48woCvkfXfMMR63Ani/dvf+I5RPsfJjK8qmHXcMLwPd/H48Uhlg/cxUx5Yvs7NxAWu3bk2lgxdC8bxp+olVN1cLJGc/P9KTuPoqtVSalUv6NpNn+3PdyQQ/nUrGzhuF5TfoNCYYxbp9eyYug+qnYth57p3Vr1hnNaluSeeyUzM09tXoT12jqxq8WYWcKiWpWs2yApFOf2NPLvD+FQPL/8Vvn+/IT969cIHmyle8/RTCEk6zfCli6ees4uKTzheec9V/0xWzn84A57TdahaWhx93dAep5dUkpsW+IUXOHR6AmJozu4rLIwHaRdL2rO9/e2dYG1es/FrhJuldilUOxGNk2s4sP/vJSr77scHY1vtl/Ap375cqITS/jLsc/jmR95PZ/8uE4ioYSunSW6OMnxf7qYBS87guFPL2fkSyuQVu2mfNSiE/naRb9nojTMF+95B4sOqvC1qzVGRjWufOgL2Me8mMTdX0AfenwvtkKhUCj2XXzjwxSue8R8bdKw94VTbXHQdsrxz5OpTLJ2LBQC6Vte3l/HkTzwIDz40PYN5uqWLOXHd9woD+f+blpMageM9O16slQyYM5DjKvmiXbfB/khr9wdT/qrT4v5hXM9hVUB/bnz0MMExqmUEmdH8hc9RWS5QQjcxXpQdGA5uhc2Wy5LCgXfWHe8v7vQswvQytM7Vc/dpYMVjCyAmzNsB9leQvHZj6sXGQr3DVFYOlL7okHkmk++vIcehkcerf9u+aPN382jcm5fP5UwRs+zy69/+L6Wr7peq3Yo76zvRdfYn4WCW0Rfc0TgDiGCehBMJCElCAenaFFYOhyE0DnCIue9AJicnnuAW10bfltlq+vGC30rNwqQ8wjV9UMchajtuLPXhJbtd5PdT22Z3wEN50mZI8QLc8T3zqvIWqF63JV0pOn22bZuuH8piIj3faVZlNPm+VuRv32AwgMjdd898KD7H4C0BObg/D3T/Pxzs52+1ZCMjko2bNy5wVJil0KxG6hYJf7n0S/ykX9eynR5nM8886P8fkrniF8eQ67/RP558ot4xy/P4uXnK5FrVxBJxzj21+dz8PtOZ/q3m+l9+z3YmdoD/DMPeT6fP+/nbJ5cxTce+CBnnCH42Ec0li2P8YvM9xEdx5C6+cO7NMeLQqFQHCjMNwHu2LhkYLD2QPr48P113hc7S8UqMVUaazaMPEulUHA/CtngKbKzlnQLJCLQ2Pxz+A/rYhZLOmxI+R4X2zOu9N6HiXTfv936+CsjalW38cEKaDvwWBF70tl+ONdTVEhaiY/2WJnCfUMIY/5eEUZfHm0HPWx2pE67qGAeXg6PrnA/Bp5dUuy4m4KUSN8FIvDwqhd5m9BahzFq8xACAKKbbyW6+Va03PAc1XILGR2VdPfMXqBhyMBzZS7qPIaewrCEX3Lu8LGhEzvSrAsRNK3aPiI3P4E28OyCputx3nNPigbvvha7hHM22cy6364gmHrU6uR7dhlbszhZE9tbId2uC7Ode1xqbWjl2dVCoIn4meh3vKHhrn+qq8RqpudV59Ta2t0j2bhpfiGsi0urSeU27tA57akK1njrFXG1hOfh691Tx8bqq1e3GMxs1ZtDlBel2ed+edVkU+7kOfH7Z5acXa3qt34jjOxk5LESuxSKXcyG8ce54obzuGHjr3j9ae/iuiWv5bUP/57uW89lesszWfHs5/KhG05RYYu7GC2ic/jnnsdRPzqH8spJtr36NsprpoLtLzn2lXzoRV/n4YHbuebRz/Pa18BrXwO/vH4h9x/2M6QeJXXDf7lv1RUKhUIREIStzPE2XAjJuvVuiIjjvbm1d9eKtw0VyBdab9reCmY7gpCiqd01EaF+Q6kkmwSwyDxXC9uwce6E3o3Uxmb+xv7Oiz3zf27xz9HKc0MYniG/A2JkZc008RWtQzWllGydXkfFKlGxSjw6cNfcOaake0x4pTi/nM2ba55ZO0xDWwPPrp1djTEYpx04fo5d5zPsVlYgu1bNut0fz/XbmacPLoPHVzZ/7+TNOi8QsYvErsYympwu5yo7tK2v8iArhu5zvSttN2dUwpqi/OgI1rIMtPJQbSzOlu512eJyub/nRp4cdV0ci0aO3symlmVoQRhji21zCKeN95e5NFYpJPbU/PIwhj27fBHWnQsSLeZ5D1n+9zWRSm5P7PLDGMMV9e8drY71BRKvQvro2pb13B7+ixB7MDuvpO5N2P4L9doJe3pheASqVTcvWHUecyWozzyu8eLDY5QebU6Ap6HVVu0MwhhrJUODGNwqjFE4RLfcjj7ZVV+veVyUO+qlG/wuzzI5G09pTVbQM61FvvmgxC6FYhfhCIfrn/whH7/tdUT0KD9+yY/5RNdaOp78I8sf+QDZJ09m23NP5x03nM6CBUro2l10vv4ETvz7KwHoeeMdTP9+c3Cz/tfT3sm/n/kRbt78W36/+rt87CMaZz4LvvCDI9n2vJ+iFcZJ3fxhsHc2r4xCoVAcgMzDYgwbWY0Gl9yJt/Ctq9Ho4eJ+Loei/uq8uWyBnZ1fguQmqvUhWVLWJAs/HKaxOuB6tDzyKHTV2wzz9uwCKO/Uc33NgJBybkNrR5LGu9FYOzZ+TtGi+LADhkbLObMDIUTSEmRv8lSVWezmklVgMLuN9eMrGMn3UbZKjBdnWTXAY8vUah7qu7Uuz1SlAoPDsG799utVR6B61hvNzlMKYwz1XPM/GnaU6MMCe7wyZ6fO6tAha+JsYbVF/onZjdftiRfbo3D/cOAFIqSgO7MWW+7kNdqCxub7H+d7CzKkq5xHex4g0vMAmrRYUnwMZ+NGQKK10EWcglkvCmwnAbe/MMTq0WX0zmxuCslseWMJla/NsfjDjgiGpUfGKD48Nq9966vie3aBJp0gX5TwQugcYYfSzW0vjHGO+driWD9nl+Ydp+dmX6SgubzQv4VEKxo4GyeoPDk1+0GzoFnV5kI9hICVq+D+ZQYDxUHKTk1QDO9uT9VyYW0v9Vf+nrnvZ8E9tdFbdvbbb73Y5HnjaQ39uT2PyUxlEmFtP19kcH0IGyzvereraD1LEXZ9KH1jRH7pkTHiW1yRTytOgLFjyfyV2KVQ7AIKRpbP3fUfXLvqm1xwwuv41ZFv5fm3fxWqJf5033fQHl/E1PNP4rX/OEuttrgHSJ25mJNvvZT2lx7ByBdWMPjhh4I3D+9+3md51TPexnVPfo8/rPsuX7taY0E7fOwHZ5I575tEhleSuPuLu+YVo0KhUBwoOCZR0139sNXdsS5EpOH5WBg7mzx9VvO87m/YkM3/s5acprx2muLSkaZl6reHlukj2rcMzQi5jE11saDQOuwk7MXlJ63P5Or7RI94NZ7Tw2RHhISQq0XoI0B3j5t/aLaE8LO9rZdSYo3OlS+s9vwyOCS9Vc2aMQcKSAsqAxEsu4UVJ5rrPBuzjV1jGyYmJYbpBALAtun1ZCqTQbWlFIjQcpqFTDcgqYY8wPyxi8W2X696WscJ+sa6IwWjK0YorNyROBwZMva331+xzQ7VFdMtdwlGLWxo27Wk5StXwb33z69WooVVPt8w5zBSSCZLwwwXupkw3esq3H2ZyiQrBu/daaFwznM3KWKtRCOJJmwiwjPMzaIXwle/n5M3Kdw3jNFVE8fDnl2VKqxbLzHH+tBHVtefwyvMEg1in6jFJMp5XCvh+48QMJTr3u7qmQD2dHO+PqdgIqrN9+u6nF0NCeq1IF9Us7grHVEfQteAL57ON0F9oFzMI3R8LqSQaN79YKdCYIP+9YX72okdx/U2zttDbJzexpYWgpysCMwum/Ka6eCYuWgVRuifs24V1obp0rI/AjWprjDvu/prea6+MUWZ1SPLGMp0z1l3oydP9p/uC4vI+DoifW7+Tb0wwsOjS1m25U/1B8wxhtrACqK9S+c8XyNK7FIoniLD+V4+8s9Xs3ZsOZ963pe5eixH5/JrKB59ET/+4zc5du0M5XNO5Ly/vgi9cZkUxW4j0pHg2F+fz2Gfey65W/vZ9upbqW7OoGkaH3vJt7nkGW/luie/xy193+W/v6oxOQmfvf5iqmd/jNimm4mtvHZvN0GhUCj2Ovm8a7jp01tJV3pnDa0JC1yND+7zyc2UrUzV5cppTaPAI5vOHa6aM+0akf4Du23PL5+K5r85dkJGaGmStkpv0/lgfp5rs4UxOgWT7E29OAWzLv9LHbZDrGt8zn4M2yqTnsZjz1LcbN45RleO0ooJnA3r0Cc21Qpu6LPpacnmLbB1m9u31W25pn6tmpJ8AYaGpdv/oT6SIct5ujze7NkSYj4ySqUM4xPQ11fv7TKQra3Q3DOziU2TblydtWkr+nQ3WnkaZ7hC9qZepCOC/EzRKGBVgjC27SE1320vFL4lXfFNCEnVMNjW3U3f+nX1B1rlOV06RMN8l1JQWG1ReHIO8XZOTxlXGFn9pGT1k7BytZtQP5Nt3ne6PE7X1JoWddo14pO0BI5w0CozLKhsrm2oZNGKE3RNraFo5utWHAxjGO61XDfvbINUuQ/w0peFttWL8dINUwx5iEgRnuci6Hs9EKLcc0V6HUTIe9S/JsPCkVsWIKHkVd/MzDS1QffM8MZw2roEWQ23PBfPs8v7MhDYrT4G8pvpmlrL+vEVTecL07VVsm5981wp3DdM/s4W4kxId62JUcIdB1/rDXl2BTVdOU3+rtbeV8J0EKbnUaQ1i10tvcK256o3x624zrMr/Du2E/n0tIZ7Q93vn22hCxOJYGAItg62uI/43sGeEPiUnZ9nPb7FhpZhhEFn1B89h9gl8FZ6NOZe5KSybhphO+55ZXguSSxh180X72uK9jiDpdVNZe1MPynLW6F4CmyceIIP3fIqCkaG75/2Md7w0G/Qp7oY+pdv8+PvvZ0X9WxBXHgi/3Ldi2tJFRV7DE3TWPK+MzjhzxcjShbb/vU2Mn/dhq7pfPwl3wkEr8cr3+UTH9N4bAVcs+49WKe8ivhD3yPS+9DeboJCoVDsFlaukvT0tn5yrNplMpVJBockjz0O09MCLQjvli3t6XpDon5bK0+Buu2Gw6oeL1fOHEgka0Yf4cGxZcE3c527MUH9/UvdnCqtKq/lhpsrHvpc563gR2SEkza3oLewkhHHTfY9WxijNex6UlkjZZCt+ykyUSQyU8boyTdXvWHVOdi+l8Bsgl8wTuO9tZw0IU8OrTyFlhsOyjdNqGyYobphBnui3pPEP4UjBLnb+olvCoVLef1WMgusGX2ErdP1eXfqypm1Da3O1XhsbaewaFLdmIGiBo6Ns9Xtf2k4WN4Uj8Ug2n0f0W33zFqvOlpkgLdtWLfRZmCotnJgtcHbJtp9P/pwi8RWuKGjTePkSKyswMqIOoFVhhWRpiks67xycjmYmoZsDqJOgUKmtaG6ZvQRhnI9TWVVqjuR3yjcrqh7IYxm+tg8uZpYoZ+kNQnSQUrQZ7rRJ2viV6u5ahiSrm0wOlZrey4nyW7tpr2wAU00p6KoD2EDfaoLfdoTQyXkbukjscYLFRNOcL1HZLh/JJEJieyujaMfVldnhdvCrZdoIdaGKhLRo97uDeJlIJqKJmEfwsKQ5xnmHT5qrmYgu8H9TjTmo6s/xcCA//381AMnfK8LXdtdW6HLW5DQF0Yc6aD5EsMc+Zzytw9g3NscQtiY788WFqb/4sHXaUTNoyqXk1SrdZsDxgoD3Nd9Q1PORT9vlIQdXzEzLM60eOGS6LmHI3J3B2Kd0ei5Fz6nL2Q35lqT9vZjG+twcw2WypLJ0kjNA7Plb7V3P6/Tumqht1JKRkc9MdkTc/3rtr4c9xhdNndgpSKxrLDCbKPlvbcwDQ6rzYs4wIDxCNNmX/M5d0JrV9a3QrGTPDn6MFfe8WY6Eh38ov0lvODhXyIOOY0N5/yD33ziaC4YWkvkkhM581dnK6FrL5P+l0M5+fZXk37+IQx94hGGPvkwVEWd4DV9+Hd53b/Cdddr3NP2VcSSU0ne9gm0TO/err5CoVDsUgy7ykzGDXdrxYqh+1g9soyS5/hQ8Ww7CWizeHYUqvngIbpRdJgtAbA+voFI113k7xok8bBNZFDUe2M0PKlLzxMoMOS2l/spFK3hh/pks7ClS/LI8pDxmB0gMvokWrYffaoLrYWHmfTOExEVREPi+9kewKcrA4wI14DWt5egXmNWzy4tZJz0zGwiU25hIIYa63t6zJb/valfZ3ldrhW8sLuwgT76ZG27FnrzL1r3iX8uvVAvGrj1cw3hshXysHHcHF3Vrmzrym+PusnQyoMhXD8Z6jctWNFutjDGTLYW+leH59lVWT9NZMwVJG0bbGliGFC30lwwZ71+Kc2yipkMj5N3THhAW0x6W1hUrXpB7YmVs4uyh+UfRN9WLzBPGVkyZrOoCq5Q/PByMevqo/OhZGhIIemf2OzVyY3vjTs5t0lSzHFBu/jiTink9DUwCMVCs4dIK5q+96eAL/YKO/DsioREo2DsQuOg+YnBQ9+515MMvHdmwxetTKcxjNEL7Qt7H80hWvj9EXHKJKfWtLx/NR3b9I+5ha/6e5wn8FRA5gWZjPdtEMboENVi2y0TcG9SUtBKcfIT3S8fuItlfbf5lfQ3Eh3KkHnApL+/dg7LguGR2ufuGVf8sx2z3rvP91iVtTGcN3Wd0Sx2+XPBP52NjS2sZlHTIzIk0Kbrb9ZHZu8ksu3eWrsck77MFjcfWlB+ePCgrx/WbCixbuwxRo01TJpbmC41J7QPfsJbNltjZNRdgGJwsHZ/12It7qFzeHkuewSWPwqi7LU5N4w+PRLUtb7+Go5TE/fnur1sb4GXVigLXKHYCZ4YfoDP3fVWjkgu4WczEY7peRTj3E+w4pRfc8u7RrlodC3xS0/ktJ+dveM3UcVuIXpwiuOuezmHfPzZZP7aTfdrb8PqLdYJXp3nfoczzpB85dtJtj73J8hInNSNH4Rw3haFQqHYz5nceDOLi0/Mag0Gqyj6TgvhvCSy2bOraOZ5YvRepqwtYAuMrmydkTM609fyPFpxHE1YwdNttMuhb3k+eCM8u6HUIALMw/aWoUNMs95Q1rwwIs020ae2olWyTcf7ngGH5+6jrbTjK1bN5tlVSxZM4NEhvY7PFyRr1sraTppGX2Yzj/XXjKA6rx6vIN/zalbHAClroSy4Xi3CcNzzF2oeWFphDGyrrtIjo5Kh4e02N6iX1sLir4Wx1IdjSSnp3SZwHInRm/eOn70J263DHIZ8cE6ripZ3RT07HMbYgidWuqF/zWhk7jcwuvPE+twcPMWyRWAI11Vkvg0ImbINCzLUlROiP9vF44P14lU2rHu4ajVSShzpNta26gsaN6YYqU7QimzO9ebYnufgbBQKkq19OqPjtdAnJ5ICIOZ44+0qXnPmAatfuK91PzZF38qGjXUfw581NGE3e3bJWg61lmf057RVQVarSAlaqx1D3+maK/Q1hzGGVsBo4dlVK8r9Lsg153h5xYwCk5NuCDpArHsS8cAWBrJbsSzJYytmUwFbfw0NqzF6dZl5tMJM10TtQO+PIxwietz9SttOgnrbIjK6Bi03gp03XG8i/76OwLIkXd0Gll1/DoQkMuGJ5CGNc3AINm4iWFFVhu6dTQ3yNlWsEhvGH5+3l1vYs6u/X7Clq/43sSbI1L58ZPRBHuz9Z1NRUkJ0i0NibfNFNTVhsmGjW8Z0eYySmSdXnUY25ErUNI2t2+r7p2xnmLQ2snmy2XM0eLlRdyHVxsnwtFfLJkigT8s0PN49XmstJxkmFO73XakFmqMhhOtRXirV+l8IyX0PhF6+Nf1GSrL2ALaszuu+34gSuxSKHeTRgbv44t3/yXHRRfzPcI7ORAeV//gzjzjv4vG3PcZ5U5tIveVUnnGNErr2NbSIzqEffzbH/9+FWBMVtr36Vgq3DfLxl3yHS095O39c9wOOf8PnSKUcPvWNw8hc+CO03BDJ2z65g+7ECoVC0Zrrr7+eCy64gGc961lcdtllrF07ewjXP/7xD0455ZS6/571rGfV7SOl5Ec/+hHnnHMOZ555Ju985zvp6+ubsw6iPEPKGkdjlvBCx0AzcjVvpHAITZNfUG31raIzTnRgBnNLxl0ZzmNwYivVRu+FFpiW5P619/HY2mZvl/EJydR0axeVuUIoG2na7Fho+e2sdIXnA+QZenHD9awSAmbENPYs1n+gaxQEEa3ZA6CuwpoWqC1+DqipSZiYDBXUKqFwC0RgRMyyHREY59Iz4vN3DKDP9KAXRus7yamJNuVKlY0bR5luTj/UAs8QcqBk5utX3Gt6de9+npyE7l4YH6fFQDUcEdpeZ7M1HDg1JVn2iCvQVSrNHalnB9CKY2CWgpxd2ZUzlEbcMZ0oDrNxotlgdHImwg/p03QvvKt27oIXvqVr1HvOhVXXuVsY7PPoo4ING8SsyelqgqfTVOyEuYGB6iN1p+6vLmNLudnwBiiWJOVKc900TUNKEDg88OB2qj4LpglENQwD4mscT0By57rmh5lJgWPX6tBqxcH6KL56RUsIVyruH6gP5/WHQBcmstWiCX7ZaK5nVxCi5V2T4XOFvU8Dby/3b6R3KZHBJ7yT0qzWeodaY2Wiqy20oqRi1a8uJ72KG4YMBCvMiptnzK8jtfBHy/Lr4fWWpjM8DI897h4amSwybfaxbXo9U/kc+dD727renYdnl5nfim269S3aZTJyOtQt7j8caQdCHtJdPKJYnKVs33NubYbH/nQTq/oeDHn4SEZHoViCqalaFS1LugPqh5C2KDpYi4IWQjG4i1VIt796spsYLw5RsedanKNFZ+DeswYGGy5N6c/R2jln8+pqUWTA2BiMtFrTwmlu09Rk/X3FkpW6Xap2hf5sFw8tk6xb02K1UF/IdcAZdcdX05jTC6z2QmOOdvmrTepRcDRMy+2riUmCi1II6K8so2co09gsnljl0DOUpeSMM2asU2KXQrG7WTXyEFffdzknk+SaiSrpM/6Nyn/8jftWn0j3u+7nBbkeFn7kLE781guU0LUP037uEZx8+6tJntLBwPuXMvbVlXz0hd/kP878KHf3/Y6T3/5+RscNvvSbs6he8EWivQ8Sf/iHe7vaCoViP+e2227jG9/4Bh/84Ae54YYbOPXUU7n88suZnp6e9Zj29naWLVsW/Hf//ffXbf/lL3/Jddddx1VXXcVf/vIXUqkUl19+OYYxl7gkqcgytmi9Ypc+uQV9uid4iLW8ZLzCM8Cl4QQr3AJUrKLnLGSiCYkQoTfCgGbV57yatVYSBDaDeT9nT+3JdmYGJqd8q6r+Yb/R0Jit7FYb9fH1aKbv5iUZqIxRbJEUWyIxpclKewUTlhsakrXz9DjbGDG7mvb3qx4p68itFlrvTOv6hbQuEYQxRpieljVjPRDEZmkXYQ+G2jYhoVptDr2TUhIZdDtt28z6mphTzIerBIBjVYJvNq8aojAwg1Fy56tlQTVIFA5T5bHAqPOrExHQl9nCuBkSdT0jR/M9uxpCgRzB7APZgkBwaAzPRDIaShVWqYa3BZUJ/mV6dne5K0f3vW471o+vYKwwUNtHuHOj8MAwhXs9kTSkvvj/ypfcwiLRmsGtZfvRJ/08UfV1LVtFMpXJOu8SX2ReNLEUa+vyumuqqX+sEnp2MBBEfKasLorOeHCIIyzKojkM1qdqQLnhttCf2TJrH+8IUgK6ju4b0WZYx61d21u7YUtX6xUuG8trDsl1azk9Az29zQd0VDYQGW1IvF9XhJvLTbjxba2FrVYedt7kNa0KqzNbqFQmMcqS6an63XzM/gJy0kKfkQzmuoNQxoEByUMPOdi2pGsrbN3qiWgjTxLtecCtodc168YeI1edwbLBwXRDzCW0Mu91LUo+L9nUUx/iWLHKbBh/nIpVmlN/FRIcabF1+Dq2zayv39goJElBRIvhBr07jI/XhDeAvsxm7uu+oa7fRNb9mCvVfgulbJn0jM1bPHHUt7Naxb35iw+E5m3dsIU8u/TRKolbRue/anBdQvXm3yDhiV2twvAN34lvh03E2r2y0bMrVI0A33PTp3dmE93TG6gaUCy0Ot5tQGWrhbNuEi1fdV92NYytNVmhuHyMsKejXzfLchc9GB2tHaMlI27nOBaao3kvxQrMGP11dS6JSUqO9xIp9P30jHstu6cQKoxRodiddE2t4ct3/yfH2Ro/LKSJXfJ9jIuu5rYbIPehezitNMrir76YYz/5rLpVRRT7JrHD05zwl1ew+D2nMf2rTQy85wHeceon+eALv8aazD857m1v5+HH8/xy1Zswn/NW4o//iuim1m9CFQqFYj5ce+21vPnNb+aNb3wjJ510EldffTXJZJK///3vsx6jaRpLliwJ/jv44IODbVJKfv/73/P+97+fCy+8kFNPPZVvf/vbTExMcM89syfXrjomG+x19JVugkqm+ZyeJ6tAYIg8G2ZqrhyaFFTvH6Bw2yb0iY2M5PvZOLHSE7sM0LwH//ATqzW7FRU2HDUgkZVB+E+xJKhUfQOz5qkRXrdrvsiao0x9W20DpySYud/ALphsLfYzYcyQtQp1BwgpKQrXgMo6Ga9ZrtFjet4JpilZ/mhD+Y5bW92w6a7cS6+XQNrJmVS3ZENClhYYaFLTWfVkyDPFT8Y811N7K+8GBzZtdkPvCg0GTrTXM87tmgJUnigxOCixTHffjJln+eBdVCxX4PHtJ+G1dyYD69a7KyEadoW1o8vZ5AlnQbNaOdH42xrCGMMHSlOQv3k9It/ajUzP9HJU5laQos6orPu39ITXhvPWV0WjbFeoGMUg91G4/gCYJbTBx6k6GbZV7qR/Zpu7jy3AKqP5ApMUfvouihW3sHgkWstxJRz0qa3BvmEeHbib1SPLQl5aYHZJZu53RZCEnamrf91KdUK6q0dSC8lFOGiZXiJOTbi1hIUREnJ9kdJvcCvvG6doMXjzGjB90aDB2rRNtEKrVR9Az1WIjNfyfwkBMqIHF7BmhrvBr4ukGvLqarX641w6qPDELqBuPJG1kFqt3PByIVSem1hd0rgSoHv7aJ0rCWrtmLKyCEeQLY+Rbb61htrgt80twBeJJyZdiaj2rqI+jyEA5QyRkdUgbApGBsdxxQ0NEQiKoQYBENUS9A/C8GS2rqhcOYeQkoKRrb8+pCSy9W60/AiGXcG0qpSccfSyTqNDsPC/8I53hB30Y6Y6SsmZqhMpejOba30QWsGU4jhacTzoX0c66I2aZ/BXEGwMFZG1+tGqW0gOLkUrTgQvWXpmNjGQ3RJqXu13RS+MoRtFZKE+ZclIvo/xYrPXrxaaG75IOxMaaxGqWg3JwKC7+mkrdiQNXp3o7dUi6KDGgiwTbCO4jmQoJ974mODueyW2LWsvjky39zUhXK/Uxqn3xIS7GIkjgutB92xef5GAsVCasEh7zM19XMmA68zJoOinaE+43nX1Lav74/5T+C1066fELoVi9zCU6+Fzt72RgyyD70dOJfK2f2Cfein/+HGWxGdu4xg7w5E/exlHvOPkvV1VxQ6gxXSO+NILOPLbL6bw4Ag9b7idSxe9hc+97GeMicc46LJXc+3fu3kgfiX20S8kcdcX0MfWb79ghUKhaMA0TTZs2MDZZ58dfKfrOmeffTarV6+e9bhyucz555/Py172Mt7//vezdevWYNvQ0BCTk5N1ZS5YsIBnP/vZc5bZXXSXgk9XtxLtf2TW/TTNxhD5hgde94M+vQ19ppeS6XoKSAkOFlJzH//DtqJm1ttRdUg3pERI9w1urCxJ9riW3pNrYVt37ayOaLB4Wnh21Zctg72lhAWVrUSavNkk5qQn/Gxxk4YIJCuzGxv2klS9/D0JUuHicaSBkILxiRbt9L0HLJvISJbBvOsFVnhwhOrmjKcASNBAn3S3Cc1NGtWUYH6OJEDhBPXB7qVJ2mw3DmYyFBnaystOCMm0FzJT9vSQgl0E26Jsukag7pkNUtYrWLZdMx5LViHcbPTwqmd+jRvyENXVPbzjcBdsWNGizQSikStgzDa7ZMtPEmp9KaG3PMxjIw8EYYz1jasSmerigb5bsGzXipsq1jyjot3317XHN3JLFXcOJ2Pxlit5bl+olVijDfuEDdm6f1O7CLy5g1HAHnmSdrM/2O3R4X+yevy+0GHhsEdJb19zLYyeHJoB+qQvDtSPvTa6Fn26G6xmb8jIZJHoSK7mfQjuPA9cRsMrTobnhHRFTKPcJDoFu+Bf1/V9JJyaACEbussXKQSzJGWj5j/je7Fq4XFqNXa1m0DoZO49TZM0D3NofyEFEa8ufjsSCdCkEyyWoEnXwzPclkjOS5rnWGia7nrEShM/LK/udUDD6pm2rL//9fXDxIRftdBJHAvNMdHHN/Bw/x2smrqdqsiR2tBGbGNbXRlC1KtfQjpEvHkoJFTETF0D6se8lgdNtyrE12QDMUdKgW6XOKi0Gj0k0urCYHFxFQnPEyish46Yq+gt3+l+sCrBvWW00E9vdiPjzihPWI95nl3SE0Hd/mrMVrJ5cjUbxh8nl5P1izL4O2o6/gBvCTn3Sok3BPVzJ18AQX0+zOAe2Hipd1nIXndfx6nlsJOS1p5dwWnq77fR6a3oExtD2wUIieNIxj2vV8uqXRtT0+BrflrYs6vFKSOTRWIrbOp+dKgPK9eiOrpTcOtlh8JONTA9Yb42G1r1hazVpWnb/Jj9alcoFADkyxN8/qZL0MwS3++4kNRr/gcRb+cvnxni+D8+BKkoJ15/MQuft2RvV1Wxkxz0lpOJH7OAgf96gO7X3saLfnU+33nlX7nq3stJvebVXPXrn3Ps57/Pybk3k7z5Q1Te+ldkWo23QqGYP5lMBsdxWLx4cd33ixcvpqenp+Uxxx9/PF//+tc55ZRTKBQK/OY3v+Etb3kLt956K4cddhiTnoLRqsypqdlDlQBiUXe1rHQ6jd7ZCYDMDEAkTiKRAGBhOkmqrY1YKkVCTxCNOqTbUrSl2kjaCdLpNAsWLiBtp5FSkIjatEmdVLKNRQsXkjbTAOgRg3gckrEEWjod1KEt1UYiFaGUTmEacUASjUJSxOjs7CSVSpHQEqTTMRJxi3S6HSedRpaSpNNpWNCO3tlJe7uJaUm0iTypVJqkV3/SaTRNo2PhIkQ6wRLRj22b5BacRSSdprMzgZhZgN5WRCZMYgmNRCJBMpUk4SQg1YaWTiORxOIxZEwQc2K0JRfQ2dnJaDJJLBqjEi0yUt3GooXPJ512Db/2do1kOYkWjRGLxYiJCJ1jOiktRWdnJ1bKtTATY6vQ8xEWLDieqEwTj1sUdJNYSqOtrZ10WhCJZ2l3BljQdhhp3P5btGgRMpemzXFoq4zRRjvpdJr2hYvcvgE68/cTNwXjqaOpaBk6O49F5oaJmmPBGPtMTafAjhKLQTKZIJawidtxkokYCxamSVtpUskkEd0klooF59DbUqRswaL2haStNG3xNhZqC4nF4kQjMaKxJImEQzTpkPb6PJI2qKYF0UULSWtp2pNpHLGISESQbquSSqZIpyPIRIJkPAYx91yJRIJoOsXCRQspp+IkEjrptjQLF0bccUskWLDAnY8A7al2ItUFlNsE0WiMWEwjnU4j7RTxeByRShFPJojGYrQlU8RlOzItiSYSxEy3jW2ZHleBAOKmJBFJkEy1B+1Pp9NIIakkNEglSSQTyHSaih4jkUiwIBUhYSeIxOPEsEi3pYl2diKtaq0POzuDf3d0dLhl6ibxhCQZS5BIuMm+F7YvwPHq0rFoEZF0Ekc4RGMRIjEdiBGZTpJuTyMxiKRiJCLunE6n04hUG/EYJBKusR4DkqkE6VgapCBRSRDRo0G7AGIiSiKRIJaMkdQF7RVJ+rDaNdze1kYqlaItGWfhwoV0eveSdNpATxbQDUmivZ3OzjiVikMqmSclBYaeIBaNU4gniMWjtCVTLFrUCdkIxAWLxSjJ3AALhh+m44w3oCUXAK5Q25tdQyKRIBHX6OjoIB5NuHU0o8RjCdqr4EShWErj326SiQSmrGKbNun0IkTCc51qa6OjowMnPU0iYZFMtpFKJElEkqQTaZLJBAktQSLuXhcJEiTGdNoqMej0rsN0AXS3LoW2NuKROIlYlHhUJx7XSSQSxPU4yYROW1sELabTnm4nHo+RSCcw0oJFHYtonx7g+NJWulJnEou1kUg4JONx4nGdZDRJOp1E7+wklUqSsBPQlqRjUQdlcyGJVIF4OUo8FifVliaR9O7PKUkikUBGoiTicSLR2thGEwmMSJyyGSMSSdLp9YM7Dxch02mIJklrkkTCQSYTRCNR4oaOnnDQojEiuiSeipJOp4mk3ft220wKM72QRGKKRFxDxhKk29KByhnxzt+WThMvur838bh7HVKKkcrp7rUXb6OzXCamx+jYUqX9vBSJBZCKDVGhTDpSIBGPE49G0RMR0uk0CTtBQuikUm0sPOhg2oyaMKfpgvHIemJ6jHRbG22pFDJfJBaPYxNjQbo9mL/+NWCakg2b0hxzdIRnneEJk1rJ7ZtInJTXz2ESpEgmJclEAmmmiBIj1ZZy71FtCeJ6G1bUwoyYwTyIWxqJUDkxIwKGW4fHHofD4kliVpxUKsWi9gUkOhcw4ywkbaRZuHAhqWQSPWEg4jrJdJpkwsIRECdOMpEgGRVE0wmMdIp40iAWc0gmU4h0mo6OOCnHwppso1jUgQRt6TQdHQtZGJVE0iaRdndsnfQ0IuaQTqbRehxSbXFSqTbS6TSOI0kkbBYsWEC5IhBSMG2NclhHApEVxPUE8ZiGGYmRiMXRvWtDT7SRSCRoa2ujs7OTfN4hkUiQSmmkSCETceJOHCeVIplqI53Wg2eW+aDELoViDuzSBF/723lM2jl+fOxbWfzyb+NY8M83ruLUJzZQXNLJ8246n+RR7Xu7qoqnSPvZh3HiTa+i75330vPmuzj6+y/hf157B5+9/R0MvOStfOjaL/HH//opi296K8mbP0Llst9BNL63q61QKA5gzjrrLM4666y6z6961av405/+xMc+9rGnVLblJUMvlUrY3trx0c1uuKKf7ytfyFApl7GiFQzbwLIk5XKJcqlM0jAolSCXz1EqlSiVJKnNDkY5SymmkcvmKEk3vCtesTFMg5iIIErud46w2Vxex6nJYygUC5iWGawqZpgmmUyGSqWMYRqUSibVqiSXK1DWSuiVCqV4CVtmIJMhn5eUSpBcN0DpRILlpESpCJqOls3iGFGMqoGwbQzDoFoqkcmUiRQLVCtlqoaDWXYwYgZlvYxhGIhKGamXAIFdrZA3JZa0qFQNMpkMpUoFy7YwNZPusc2cEDsZr3loQNWsELUtLMtCGBVs26JckO6x3o7CqbBxop/cxgwv7UgxVc2xUfZTldCRvohSCRbm+6E6TXZwPaWDSqTTaXK5LJFSiZIoYkwPUR0xKCVPwsnFgzqURJlKGbZU7yPpTDMpI5wTPwyrNNGU0y2TrdDuxX1VKhLHcDAtm2rJJJfLkyqVsC0bR9hUSgUiMfcksUqVsl0hl8lS0krYhiBfymOaJnbUwilWMQyB6bhzLZMpU8rlsUolZFZQqpTA0rlvZdbtt6pFpVKhVNLQDQNZtKlQCualURI8tPkOpgYf5PDqcymVimSyRXdM9Rj5fD7o20jFRs9mMAvTJEpbsfXD3G2VCoZpuvOrGse2LKrFEqV8ESEhaRhYlkWumKeSt4jM2MhOh2q5gCENMpkCpZJrmCbzbuhp1TAR5RJGNUGpVCIv8xiGgRWRmLZJxDLBsiiVSohMho72ZFBPOzQf/LmhVUsYRpSqMDAM150hl8lS9cYtm82gm0meHH2YfD5H0jDQHAsxXKV4ZJGZoSLthxSxLBPDMCgWC1QSZayod3lIScWUVCoSozKOracwDAPH89Lx6zOVdeeKXbFpW+8gzRFK6cOCULl8uUqlUqEiHPL5PBk94x0viVUq6OUKVrFIJqORyUoqlSrVuIVhGfC4QSQjMY+1qFTKZDIZVvTeT3/RpmO8E0OzKKaLREa6kZ3HohXGmei+g416EsOIIQVkshnikYTb17YFFYm1uR+hJ6i+6PjgWtSqBiPF1cStIU4rHhH0oygWyWbdPjcMiWEYVCplilqUlB3DyKXQShWqVYtyzL0fVSgz/lgfx7z+DLIZ9/43MSF54O8ZzjiogmVaVJ0KlhHDMnUMw8CMmFQNjXJJQCxCIZenXC0TrWiUSgbZTAb612Aakmq5QIEytg1GpUKhADG9SqnkYGcyVCoV9/5UzFPIFyhk85QqOWzLwDRNSuUyRtWgpJfIzRhum7QqRtVARnKUtBJISdIwMGwT27HI5SpkZrLBuMcyGaKlEjLqUNJKVCoSUSqyyLaxLA3TMIhYURwBpVKBUgR0YuiZDLl8jkq5DcMwmJyySOkOpVIxmDMR7xxF795rGAblskmxaJJMaO5vip7DiQtKlTyi5CDGbUYf2Eb86Hby1Qw5e4iEITgmksa0HbS2CMWiex+Im1UqlTKyUAraA1CpSizLBiT5XJ5i0WShMLEsE9uyyM1k0Tvd+SukoFQqUalK4qUSw8Nw1JGuWKflMkRKJWRMUq1AKVqfJ6+sVahUoCzK2KZF1IZKqYRhpCjqORK6pK+8lkOKbRw6vAV7fCumdihWsRCsbLjIqv0+A2zaVKUkDQ5KVMhOZ4m32eS93958PE+lHCdqGBgRA8ert5RgVk2qhoHpCMTNFUonFBDlCnlKVEy3/FyuhGllKE+WMMwkhmlglssUCpJYPke1VArGtlguIQ2Hkl3CqFYwIgZVzaBUKlEuSwzDHddSCXL2ILK4lUouQ4fdjlV170W2raFjkpvMYSw0qEZLGEaS3uwTPLxlknbjue6cjUJJFIkaBhYm1UqF7u4yp52qUe0dQ1YdDjntSLaHCmNUKGYjM8DP/3w+q5wZrjz5Ck666HuUe0ssO/sOTnhiAxPPO5kXPfRKJXQdQCROWMiJN11C23MOZvBDDxK9ocw1r7uFZx30Sgonfpm33/QtJl/+RSKjT5K49+qd86dVKBRPSzo7O4lEIk3J6Kenp+vycM1FLBbjtNNOY2DATZi9ZMmSoIydLXMuNM/wDd/ptMawolAYRqwosWXFXdW9McyqIQ4ib2TJmgV6SyMIKeoCISpODtOuEnWKdTmHamEmbiL5B8aWYTpGQ3JgJwgbGx2TFAsCfWorsuuW2dvp5zluDAkMChUIISnLMhpu/q5sZYpyKLSmVWigH4I16oyA5mdfh5nyBDNl17NLCryVKqUXCuqgSTBl0c2lEvQfrFkPU9N+f0u6S4NYDSFEdZEzXr4qUxZxHLeOM5Wp+rEJ6t+iXwB3hT+34yOeIeaH4ujCJG5NB6Go4Tb7ydX9ZtflGxO1NrhVrp08ZYyQqAzX2tAiZCdTmQQJFSoU7TG6M+tadIBEH1vHouxK4rZrwMaNsSDcrjHcRziyqQ9sYRNfFSO2yQ1b9Vfms63aWPuLyXkNCiJ6bNvPZ9NU/dq+rTfU/jTsI+tWYnD/PVOeqA9jxL0GpqZhYFC6ScsBS1YbipQ43rbD8kvrw/VC9XP8sEUJEaP52pB+2GTjPPTK0IQMrq8geXxBx/Ty+EXKftynhTAckIK2wTiJsQjxdW21/E3CoTy9hYimBwtKtFp0QghI2hN132u6O+WEdAerLozRv0g8Yk4JvTAWnFdbm0d2eSKw5YsazeGk/gqlUuCOh38/EA2H+NeD44bRRb3+C/erLi0sGyK6u8XTZwKmp92FIdy8bOO0DS5HQ9ZydglZm9/ePPRDoi0vFLtxuK38EMXf3Bj6pnHuNcy/um3e2NsG0c23IiozwWqMEafS8nw+QggQkB0xKZa8UHXHITK2DpntD63+q7nRrbJWmK15bXFAmrKW30k63txo/K0KnVc69FUepC+3ivEJjXJFIkNx4xNerq6Wl6/fXj0CSCJjeWI9NU9qR4Az4XidrgWhqu55668TreweF6uMEfMWPukob5ilrwBhIUte6oBQ2F/dAqUt8cIg3R+CFjksRd0CHuDdu4J5K8k8PoU0arGefkizBliO0XRLk1LS0ysx/EhHqdUeBTT3hVtsVbrux2esMEAQ7+y1UVJ7Pni88gSb8r0Ul45Qemyc+aDELoWiBfrkZm7926XcyDRvO/E/OO+lX2XiT91svuifxKcL9P/ny7johhcTaYvt7aoqdjHRziTHXXchCy8+mpHPP0bhFz1873W/5OzkV5hJ3sO/P/o1Vj/n9cQ2/IPY6t/v7eoqFIr9hHg8zumnn87y5cuD74QQLF++vM57ay4cx6GrqysQuY466iiWLFlSV2axWGTNmjXzLnMuNNynVOkIohtSRAruw334mVZaVfcB3JbotqQqC4HBVdtpljXcpMZoZYpt0+sarArJqtGHOKj4BIuqblLhqJ1l8fjt4LgJwCaNGUC6K0FSy8ncNbOKTcVeAKanJKPbJqhObuHhmVVM2HM/HPt5WULZZYJ/2dJBIIIF2laNPMSAWUvMLaVsMox8AaFCmaLlCZI2PDn6MKMFN5dSYI95ycKjq6G92/Uatks9aMIMDHdNCnLeYmoz1Sn6yiNMVaeD48N11qRNkJZGilpyfyHcXE2NzCZ2CTdB9th4bWVDx0umfXBxBR3VLUjhuMY7tZUHffRWAx/O2eWYOKXaCnGdpbXEjInari2q2pFyhdyiyDNirqZg1Cex16cF+oSDRBI1Z9BCeWf0TC+gBUKbL8o5voAlBJpnkBqTNpotkRHXWNW9RNzhOrmihf+p1nY/hZOGHtLfwvu2NktrV0roX0Hy6dCO3r8nJiWbNkqQDoYpsSxJJusmPg+LE7asICVExgVt4wKNhuTgTQKv9yckdmm+hRwWlzXvObjVaqueGFWXos0zZEdmajmIACIbs5SXDqMVdRJTsWCbPz6bJlfy6OTj6Fq9LBdIIZ5hLgUkrSliopYYP+LdG3zhT4aV11DCboCOyhav3Z5Y6V0rk1YG0xNuQnpLQ3sl01OScsm95nTNTQ0nmzsAx1t5Vfdzdtk11VQXppt/PeJer05IH3EcSSbjJrJHODh3b8ZePsph+fvQcPDPEMs5YNiBWGw77sIfEsdbqS+QkAAoFAeYMDP1/RJ0rLd3K0ETkI57P9AKbtI/aeTQtQhRq0zSHidlTdX6yxEk7rWIDAmkcNBL40Q3pmo53yRUKjbVqkSWp9G0mpIjHRutOIkvX0j/5pIXyPUm+lTe61O7TuwyTMm2bun2WdA8GRJrNMoVTwjyCFaobdlgr2/0KJY00HvHiEzUkts7OYHot0n1uy9Holq0dr+hdj25f2uCVUS4Ymq70ddwvpBwO91NZOCJuq+llKEPbt0iThVNhnLy+S90HLt2TYZzXkqBPemg5R1S5ijp6kBwDi03RGVohPV35ZmaCs1l7+1TtjpF19RabCes/NcolWviK94Cm+5qle4CLo2Z5uoeHXAXIHGvb4mDw1BlfiKXjxK7FIoG9KHH2fzXy/iRPsm5R5zPW8/6Oj0feIjxKx+mN7aY7Ndezau/duzerqZiN6InIxzzs5fR8cYTGP/2asa/sZqr3vIenpe5mWIhwgf7fs8vjzwKfem3iPQ+uP0CFQqFAnjXu97FX/7yF2644Qa6u7u56qqrqFQqvOENbwDgyiuv5Hvf+16w/09/+lOWLVvG4OAgGzZs4FOf+hQjIyNcdtllgLtS43/+53/ys5/9jHvvvZctW7Zw5ZVXcsghh3DhhRc+5fpqngePZgj0XITUQDL0pt0lMvwE+sRGkmvcB18pHfd5O7yTE05E7SPr/tRtkVA2i8FGiSRhz7hJpu0KIInpUSxLUqwYdQtz+Qa2u6KgRJc2VdtAAgWZbX0yP0Gxb8Q0vaIOr77lv22uCRdNXjEtmPIMmMBTyTFACEoFV6BA97UQSawQQRM2scwjLC6tombtzbEUVWDrSNqrPRyZvRPf8pXImuOPtJs8NApFiT2r7uG+WZ+crBkh/mqMUVEzUAOviJyN0ZWtGSytXMZCddUnN8P45tmb1cKzK6a7YqCDwMGsk4ekhNiTDrG1IaMyGNdQ2wLby/N88erfWVpLZ9n1FCutd7yl1VzxxffsEg1ei00rxYU+aFKv/77FvrlqvVjXtHPQl83K3/iEW4dqVVIougsRTPZN0G4MeNecJ3Z4Hj3RCUlyyq208D2BoMWc95sn6r4LryDoNtA1JcdGLdZvcL+vbMqgT5dC9RZIIbH6cmie15GvN/n3BQ2JNF3PLi3Ubv9ukzcyblLrkOASrnFMFNEQ5EQGU5r1K+Z515b/nV1n/sq6pgfJypGUSjKYO1W7tspGq9VD/d7K5qBc1OrnXPie6e0/M+kgpQy8JaWsedFGpImQ/j1NeqK1e5xhuH2l67hil+PmMpOaJILjzUfJoq0miXXDCD/ZOzUPNn8uaNIhZmfdmkso2RU2b5EMDsnQin9efwi3/1pMcYS00Ka70QqTSCkRegSNCEue9DxCCYlr3iqlkW4HKtMIQM9HauVqsG4dTEwBMyDKjreYhIaeG0Yf30BMVt37sPTEvbzn0VXwViT1rhPDEJRKkmoVKlU3QXwwUsL1oA1fyo7VfH35m9dkb2Dr9DqvfN+zK8p6cwVj5pMAJB/rIzGcCcRJ3RakhiLEMpHg/uv4S9oG9fAFWFeIbMSRFoZTDD5rUiAdd6XIXGUKrTKNaLovSBZVNjWLZn7feGKXNl0m+Wgv0nLnhrnNRqKRMEfIle7GctwXLVppErKup1upHJyi6TfdX1EUxyJuz6Bpmjt0eiT4vRTeLUnzG03zz5rrqVb3g46mwUFPFEiOxufxa1uPytmlUISIbLuXym0f40vtWY5acDwfOehbbH3FbVgjJf558HM4+7unc/4Fkb1dTcUeQIvqHPW9lxBZEGfqFxuQluArn3keH/h/dzJw8Of59XF/Z1lHmi/c9mGOeMs/kItP3NtVVigU+zivetWrmJmZ4cc//jGTk5Ocdtpp/OpXvwpCDkdHR9FDy8bn83m++MUvMjk5yaJFizj99NP505/+xEknnRTsc8UVV1CpVPjSl75EPp/nec97Hr/61a+aEpCHaeVnZY2Vyd9vsOhfah7LrgEWQ/NX1NMD9aQOTQj0gvtlm9lPpBxBOB109UqOOAIOkg3GnhaSzOZ6crVAE1rNYKwVQlSLMjRkkCvaHL4AdC9erlIFDMlYDmhzDbHu4iC0QXS6+bHXqQjK3Z6hKSWRvjh2VIejwh1WEwU0vRaVqVU1Op5M45zUHOxSLEGmIPGXMvH30GxA2Oj5UbTUAONjkCvAglD7vPUsGbSGOErrAHF0UL9yxfPSiNa/rw6/2G833bfyQvimggiMuqlpB2NKkMtLFi3UMAxJNgvpuGwqC9yxDYwSzQ9R9AUHWfvPE4v0LTbEa3MkcBAJiztZQcxyV7rThIPthJ6rGjWXFs4kVdv3sPHECAm6KYlV6xU735/AFzmk3zjfDYhwuKX7NxXy1puZEciUQBLzDDTLDZEyTdatl3R0wKJDa3X2z1MVuZq4UJautRUIJV7hZi3Pz8rhpcxkJB2LwgZk/VUqpECYtTxr9SGN9SG+CXscP+zLn3iOtIiGDVQhkJMOxmYDeWKL/KOBVtMQh9cQ9ie8cS8V7GCOG11Z4lsloiPlVx6jJ4+zZQY9B057POTJWWun8EMAgza7WzWzSFSLYgCmsJAigiYskFEkkmplhoXVrQig297GIpHmEJ4RlFNbGM8P6ZM1uavB0vaN7BWj3SzIO3RyGAC6puEIGJ+QHHdETbwPXyu67ykkQOqe0GNX0UWVqgVGyr0u8gXJ4ICgHIVFfk28AZQCdGnSbw5iOw5ReXLdywPDBF3arreasEHTPdFHBJ5rwXy0BZppoHveoZp3WQppEXFKdJbXookM+WQCX4OxLMhmJIM/X07niyUdh4Q6x2kWY9xxstHMPMQ1NxRcSjT0IIQ5vDChVvVeoDjgjoIMV9m9zrxOjWxMUOmfgSDHvIZ0JFFf/PE9t2TV86D0x9L1Rl19c4FRBIceD5GqhpOs3afb82tpqwwg5fGupxEgLZvhfC+HtR/jFWOToA2J+7vy4JNbOfalpxCxDRKa3lhzkJLYaBZxTK0tqYkISRFHvtDdT3cKaBELpFuX3gGLiuXfi5pfZgxUH6ZqzXAih3pFSqTjrhSpGTn0zAB67FAQ7kBF7DxaNYsEYk4B6YWTBqs5Om7YaPje4lQdBiZshO2WPyHGmJHTDA9u5OC2Y8LVwbJgZkaiHSKbrh2fBbkniebH2JpaQBwolmFoRsKJ9ddL2Is1jLuP5gmAok6UT0zHkLK1B9lsKLFLofCIrv8Hsbu/wGc7oSAjXNX7NYauXEomluZ3x76C931/CS94/mzJFxQHIpqucfjVL0BL6Ez9YiNaROM7X30u7/vQTyhNXMrYSz7Fu5LjvPvGN/LGt9xNRK3QqFAotsPb3vY23va2t7Xcdt1119V9/tznPsfnPve5OcvTNI2PfvSjfPSjH513HVrpS0a3G0qWW2ERjSWxT6wihQXEwBccdNegHxmFgxY1PeoDEHFKxMojFNYfSsd6i8zJERYLSf1y86ElyOujZeqIr4+wSKYRL3Y/ux41Gm6uG/ch3pEmUoLulZ/Pu05Th3j6ScGZJOoYICAxGg2efKetrazbtIqTnkwG5xNSEBmJI2IaHObWr1SWZKckR3j184N6hJBoZddQTWQaAiUMm4iskDYHA5EnWDrdJjASNLMUcpcKGQLSFbzKToWeymaOc1zlze/DrVsdTj/Nr1CQcMzdR0h04SXfliAdiWYKhKdhTowK4o4gn9dYuKDBo8s/vedN5RqsguFhQRLXe8Q9R73QInFFj8g2B8oCYrW26LYJnljks7VLEi3Cic8VOEK6oYB6rTzvJO4f0zWeg6+lZGPPFIc4EPWENgkctNmhHRN5XoPhJATpSnf4G+//7l8nyK3UqEZBqQJFy6Fk6yQrEaSwWGh2kZxMIDmObJaa3ucda4kKveW70aTDwoEYqbyFdlrD/DBLyMHHg4/5gmR4BEwDViaX1vcDUBFlNskNTA3NcIodoy2aqqtn2ENFA6RwwA+dColKQgKO+9WiPgdtUiKTQEHQ1jlWX0d/WsrGsW6YMF6+PU06zSK6hJiTR9gW0hKBZ430K+qRkTOknAnK3UfiPFt4yqjrESelRM/0EdNKICBTNiEeo7OynogBU71JukSOTukQr6kidegR6kRPx3aC6WY7JtnyFDW51a2YZcGA6OMgucT7VnMXbnCgUKgXOGpHhrwJdTdeq80cJ2mNYDkw7kVf2bY7Lx0HdN+zK9R3ujAZdkaQAo5qeClgVN126L7Y5V2AmnRDLgUEMbRSSuJDj9FRqTIZXxCU4WCzpFgL04vqIgi7RUpiTo7CVIHScAISwCLPwbHRs8vHvx9I6eZ4kzLI2eUT651CsxxE2n0JMzMjKXSExFfvb9ELAfW/KtkFkJ78r0cRAiKi4t0v3GOGhet1lAzGQkMUJdpQkYWOQ6oAB8/A+PNDqWckxJ1SnfiSLU4xPLmNkpknokdgZDUxO0WVVwV1W/5/txAtTPLCi45iukU4XSQCFd/hVau/dgAOKjxMRV8RfG3ZDqUypBJhYblGRWSawuOD6GP/R6VaC9ldlNlKdauXb8zSQNcQUuD4DXUc92WK93tjiAKDw0VyY5JFRchoU5Qpoxs6kdUFjCPydX6QlQoMV4AlIEM/HkJKHCFJmaPEqzNsE0OU7YOJC1fXc71uZe3lh1lAWu4cacwhWTclhHB/C4K3RU1dtF1UGKNCAUTX/oXkXZ/n/w49lE0Zh6v+8RWsnw6zeuGx/PDkV/Hxnymh6+mKpmkc9rnnsfjy05j65UbMX6zmu98CbeSVRO9bytmHnM//amN89K8voW9q/d6urkKhUGyflhZLDX06SrQ7GXgbaN6bZxnxxAUJhbxfVKOHg6gzIFKj/pvkZkPYFXVm+W1t8dZYhNSgmthluYbYLG3xPWykVX+ecXM9/X0b6Omp1cvxjLacVfD6SNLbB7lczetK1/C8F8LdWMtJoucqJFcPsvix5cSdWi4qX5OyKk0VDNrrvsl2vY40JLGpGOlNcbSC53YRCmXSNQ3bkcFKfSFbFd13h5JgbbRYstZC2jZabhBNWkE5QtQ8grSQoWUN1RIPg2B0vF7g0MID7NkidtZg5gkHq+gOrD9WiWIv2FW0huEUAlavguER1yks+Wgvsa7xmnjkG7wi+B/ghiLNZCCTcb1IfK+RiOmPUWhUfO+bRiMyZHSJ4DzN800iME2J1HQmpyMgTSKi6lVHEnVK1EX1SYGQFgurW+mobKBtyhNnbS1cKFrDJPAdZiJjgnKxEOwoPS8ZUxjuv20bU9TPBa8RdVeXL0j57deFQcIaratDvOiFJHr97Ydu1sqs9YF/Og0v51Do3L6hqrdIrhazcyyodtNe3sbUhAhWCdVlJQif88ehJDIA2FYt911NyoSoWWEmCwMjFtVyLeQvO9UFEgw/5DqoWkg8CoRqf97X6jqQ28raseVIKdGkgx7OUeXUrgutIfSx8Z+aBuPGOnJeuwoVB+GA7rjuahkxg4ObLwkJRWsEDdCFn7usdh1HpBF432gNY1v1nPvc3OiiTqTVvIP85o2YK9mc3+yNRYYl1Y0gJULaRJyal2DN0VF6ba3R1w8UBHpF0ujVF3RBOLTUC50N95cEolN5opNr0HNlKhVJNV8l39cf2sct2LIh7N43VO4P5qiwLS8MzhP4nPqM6uHrXJQkWdub88ImYU24Oaw8HK+M8GXkeCsg2tNdCG8RBCGcQHwDoGKDEKwpdLEx10Vjh+g6YPnficBrTATjK5m0t9byU3lvkoRf/4bQwM4tNpFQMyU0hXZLsxYyLIHoFvcFzqINafSeBN2lwVq5jg2i1lNT1ma2rrqXyKB73zE9rynd8ms+G7LuN3p4GMaHy6SsMZw+B9vLC6cF/3dP7S+2EDOnkcEcbBa7NDR30QGnJqI7suo6xG3n+aURJXYpnvZE1/6F5D1fZvXRZ/Lwk1E+979XktgS5brDz+a2M87hx79IcMbpSuh6OqNpGod/6fksfuepTP18A4k/reGbX4fJ4YMYueN6vnzSBxm3C7z/5ov5w5M/DJbuVigUin2S0MNi2Wm9OheWhvATD3sP11KXdfmpyt020he9godtT3TwjAVNgmVKRsYEthVSiGTo6bzxYRdqXguhzXUvgIVGLO95dgF6i7fi7oGCXNZtT63NblL3XM6th/CTqzuhE8iQ95kMhVB6KZhco6texBCZKvFNnoeMqDcM/T3zM5JqpeYJEY4Sk2EBTQo0s/7JPpwjRQLjozAy4PdHfV9JITFHHETJE52qw+ilKTRpBp4YGVMLhBYpBUIKMiJTPxx+lvvQ+cPGn2uYCIyKwDBgZgYqVjF0PGBW0G3BQSMr0GZ6gvIsv9+FKzREZtw5U65QS4TsUGdU1duCEl1UiI2vdhP5UxNffG8wkRPIwfAKYq5ZKb19HERdwVpdH/vKmw5SR3qxXlJAwplmYbXLS3QNWwq9TFcnAc31PHFLc/8vwvNEUi7W8vY8mlnr9qEladvmEHuyXjSqmxNCBCuG1s2tOrsztBKft8+iyhYWlTe5nmiBOOd6Wvg5dBrxwzodP7zOq5YIJ72GQCTUbYf29VnsTBWsMpq0SFhT3j46duixaEF1Kwln2ivUD2bzRCVPtLFEzrs8JFPTkrHhCJYNFlZQlhDQ3++ufDlb3jx9ukTskV6/A936FGuZyitW2W2PWaSzvDbUMIhnYzWBREK1UhOkgtN5/VR1skzb28g6MwDkSgLDxB1vkSMjZxgQ/diWYKI/T8mZAA2iY2vRMr3BALpitRlawFbWhTFapivahb3ppHdDCq/G6Fe6ZLn394Q1QUdSR5dW84qADYuD1H/SiD1ms3C1TeMLiNq8rIVgOp5gEwn5ykkpsaprmDHXES2tIzeeJ2lPIMNztXXJ1KQSWD+9ztPbatd4eFd7fJQlq200NJySpCAmXMGwkiUqynUvH6QvoAkBwnIFqQETDAtyw+jT29ymheoYrpklXRfJRuswokPNwU+AL3f5vyPhUFMJTujFhGzIh1eSJeIFSdtMibTRX9vk3yL8bnBqOdEaXyqVSlAyamF/gagfGsrotEAfLdUdV0sfMAuSmkdf7Si3epPuvNQCxVZDatJbRRQ0z1MvazU8PHiMl3sAjYNW2rRtHkQTVZBgegn8JUB5OlgQYXsosUvxtCa67m8k7/kyU0ecwyN/PYZ3/entWAcdwpcPuZTCC07g59doHHWUEroUnuB19Qs46O3PYPKn6zjkrrVc/SWNjZvg1js/z29P+gjnmxF+s+qbfOiWV9Ezs3FvV1mhUCi2y/KZNe5y343IUG6mBs8ucO2p6oCDWFOfEUPzEsNEp7cQdQpoDpTLEql5+bRqVmKdV8zBIkLMDtzFPAOqZrSnRqKIXM3IsbdoLOhOQKXg5rnx9o2E3vZrnthVKkM5W/stz9g9Xl3dU/iCj58s2LIkpt9mqD204z7OJ/oF+lT4O8/gdMIP/56Q5Qli/mpSSSODHbyZD4tdMuTZ5ebbkU3GRsjoEg6p7hSda2qhOVp+BH1kjfthQmD1ueOnSQtdVELeBe5JC8WapwgIMjJDRk6TdzzvIk1zczv5hrjvNlNbQjIQ6QrVTFDDnswmDM8DSROAdNCkRXRjH6Xhx2ttFv5cCiku3p/xcVH7WMm4oXnU7CtNA8qSzv4iCIiKEhJJuSAYHPKS/lMzvIJ+k6AJOxDugvAer1xHOpRlCREK2ZKahpR6cD1IQZ0IAu5qnaPlUCigO3Hc/9WUC/I5yaqVFtmce8KSl3/M96PQTL8+zX3ieuWExqCSqd/ufZANK765q/S5ybrNarAbMhBHaMb3/nMMkA61brK9MChJfMMI5TXuXElMa0RKNtUNGfTJLXSUNwSJwhGSaCiqrddeX9OJ5ez+I1K6QsnoKJRLOhpgSavJ6dMVv/wV5upLi47nQ2KO24h1M2vrvERtW5IZngh3mdem2rVVKNSulWJR4jj1Y2OKMjEv5A400G2QoAtJ0fNaA8j0TbCw0kPEqXhjrhPbWsbqL2ELG2fKQa6sgO1rXfXCpeOEJCLv2pRAdKNWE2pDWpb04pclkrjuJo8TNIhdoVa3FA1ti1S5L1ihr1a491fUxFvhrW6paWHPLoHjJcWPWBPEnRkC4THoxtB5Rej+InxBS4Q2ubFxjWtf5O0BdMe98PJTEp0IGlAs0oSQEk1qxCujQdlI0MrS69Pa+eo8Q33RqqwR6Q0l4/OYNLsYM0dIJiEhi6BpQTJ2zZPOgjoAsiHPoIa7mIMtLcaFK+akqyNERRmtaTXYUL2ECHKZiYYfjjpNynE9M+t+qaTfsNpfzT9HpTZ3tQbvzYjlLiKjZ/qIW5m6bdFJnXje/91oFuEs082dB7WfE/867c2tQfN+DzsnN9JudNeO1tzv9ewAWqEh9HoWlNileNoiVv6BxN1fIhd/JU/88Cye89jpbP6XJVwZvYQzL17AD7+n0dGhhC5FDU3TOOKrL6Tz309m4odrOWXNej7xcY1lD8N3HvwUXzz8dXyztICpwgAfuPkV/H71d93VTBQKhWIfInhwdNz/stXpprer7nY/jNE7TgdtwhWkisXG3DUNZQMRYYaS24uGHaUbwijdpdkPth3PCPIECceue/xuG4+iba290pZl1wNiQeERYlYmCFVK2mHBQRKE3gShZLXfdV13PVUCTxGvrrmCm19nbNx78Pc9YHDTpESmJbE1Ts0gCOyxWutzIlP3dlzTIG5nSZkTVGaylMruouq+1RHbInHK3vmQRGxZK9d3MgvlpHnscYdowVMQ3EgptOI4WjWPdCRy0vHEAmgzh4k6Fc9wk7Wx1sKGkFMz8HyDB3+VQl8kazHIEkp2hsn8EGFs39tDgvRW2BsQfTyWWR+cP7l1hsR4HG0oiuVk0CvryImsV65rNDvCQWQH0LKDdefWNNA2C5ITGlpVxzdpZtwpRNUXVjWNjJgJjtWkg1aadD3ApMTw8pv5nkxTzgRjYpSMzAT94foeaXWeXUHSewGO7YsfkoqY8cRaNxRH88fH6z3DcsNMh3MZtpUa2oRAMyTRLgc8ByoZ6nfNkcHqiFppksLWO0hYU27OrpD1WpVeAv8WXmpu3d05LRFuWGTLa9/7O74WLTcSXBvSv54sB71gYE+4zzixgiuTOCVP5EQGfRSxy0S0WmilhlcJ6XqXaX4nhT0d8eZO6C5QLGnYWE2Gs1ueJ0q0aIpvRPtikBv95wuCgtFRyE2Vg/pJE6TU0I2amWyG9CHbkQz020irWhMBpUObOewmpyeCplVJm31oUmLJ0MICtunNDa9v0IgMxCmtm2Hp9ErG+11vOM3UiZR0NNupE3WClUAFIO0gjFcKaOtNusJB2EM1cBySRIl6IXUWDNYaNJdnFwCed1jcnPYOaOhfP5pBuGKXPgnRBydYFD2iVqIfHhqumzcnyxUZCB/+9/GpGOVKqD4CEIK+0gihG27LqatJKGYkMWLNG/0zeF5hujDceePPQce7LwdB3DXhK1w/sU4nMhR1FxwJURU5ZuxpNA1S5kAtXFECsl7sQrriulsf/9py57AdEiQjju0JnK360L1fL6x2s7C6FZDM1OtO9SPqOLWXTMHcpekeoDnu9axn+hD+dRryCGwbG6DNGKQwmcdxJDGRq6lwEuJDETq2um1x3/lIwkK0kG44vt8Cn3JFMj0DQlih699baERDhTEqFPMluvlW7Bs/wcjgm1n/g+cgCw5/fpXDj6ZewVvfpvPlL2gkEkroUjSj6RpHfuNFdLzhBMa/tZqXjG/iQx/QuOc+nf/e/HXOXXQ6f8y1c/6RL+f3q7/Lh265JFiuWKFQKPYlOta1E1/Rzki+j4livVjhGlAWqc0ZkoO1N9+jW5bheHk9Sn6qEM3XeTTQw0mMfQPZfdiV0vWackO/PMNUaKGnWBddmmgzA2RlJlwMEjcxvPvC3/2yJEv0F+9jqtLV1D5dOkQcL1uw3ZCDRErSvUlERQRJ2oVde+jWcJPd1zrD+164x5om4NSHMUrveJmKkRETDXmqJBoOmtDJZx3Xy81Xo7z6VLtspOYGdUUsSUTTiEQbBYv6vgWJrNTaJiXk+2YYrQ7XiR1hjSt8eLDAWshdJl+Akh2lFEviWBJf+ZB11pEraBhOFdMph50j3BDKkGdcnRIj60MFU6NxIoNRZoy1zFib6XM8rzvpJvDeXOhj7XQPubEZqMyEI7SoUEaXgvjWJEGy5sBjRFJxDCxhUSAfbJF+JwXNlli26+UBYHteKo60aiGDaCB1glxYQqL7K4IJGBqUZLyQ2KIz4bZRaLSZI8SNSXeO43oyTE6CJm3WFjfSXx4J+kgTNonyAFRyRAZdo7s2NWr9HghfZpknshuJCKNunmlAQYY8JGvd5YpPEnRhEXXK5GWeAbufkn+NhHF8oc8NMa1pLHbdGEohveTlnvUcvoZ8UdMYIz69gaIzQc4ZcL2HtJpw4ws2QUXD4k7Is0mz3LDKSLVmzUtgaMhL+j6L0hWIXUGhnoghXK+x6Pha9CD0VBJ7PE2qqw2cKET960qE7h6S1PQa5KbbwTZgphfphVohNaSmI73pqIW8+sDNW6SFppWf28q0XUGp4HvnCI305jbC9x73e1ekdK8zwfSMdy8BYrko0UzU0xy8vrX8HGRunkMNDb2SQ2YaQhLlLP0X6v9Gjzr/vPgvdSWUex2imyLo6CyIHEKCJCACz9t6JylJpSrrRS1As2zahhJUyrUXKtLrh/HqNKaselqpZKRlJJsGFuja7OvwCVkbh0YBqs77SkgOKj4RhCbXnFA9D9zQvSTwzrTdOVe3xRN5w2HIblEhsQsvTUBDHTRHIysz+Kv0Sj+0u+xeB1JQCxmua2XDeDqmO18bRlqIZo8+zdGCAd9U6Ka3Oljn2RUZyQKSStEiH3jO1QZXev/TAHS9thBIqFpSuJ6KoRR6VLzLUBM1pz7heXnpXgePTbgvGCYn56d6KbFL8bQj0nM/+j+uZstdVzDw9xPYeMJmfvCGdTzW806++DmN/7pCR9e17RekeNqi6RpHffdsFr36WEa/8gQXGV28590aN96e5ntjP2WhnuTqoXG+9rJfkK1O88GbX8m1K7+FGUoIqlAoFHuLVqLHRGHY2+aGSgkBGwuriOSqlCuQycng4XXc3IAt7doiXFoETVhBkmrXc6JmtQohkborrKzaNEXfkEGdKdDwzJqqDGAVQnlGfK8SfA8rWTOUBRTEDNnyFhrfTrdZw4B0PVns+t913XaNQ4Egm3XrKMLeBXVF1YyDiGfkzMyAY4bMXwl44YnmYe1e3bTaaoyeoRI2foVTy39UqcLERO08mu17vITrFBa+BCImiYoKWlXDMgWDg5JKBcaqI1Qo44RWztNEzViVXuxaxCnVlRfuoc2ZCSpeYnTpGzmBm4Ig2jOFNCUDdh9G4Qk0q5Z7xrZkYBRqQgPh1MSRuib58wNCiW4Yd0YxZcFd5j4rKJTcMDJZypFYU6JzW9E1xtyj0So6QfinDJcM/XY/9cigDppZJJ+DXN6LmhWC2AbXNPJzD/kNd8MYLa++Et338pJQLnsecSFPP83RiHheY74NWCy6Y6BLq2lYI17OMayK60Xhe6ZJd/4nx+IM9Ekq1ZpxLERoH1krTCCCVfFqrXalPulA2hgiaedwcEUs0wsxqxNHhf9H1H12jXNJneroeBXCwaiEDGJPwJEO6NUceaubkjPhenloBGGKGv78q3mCNIwWEkHnujjp3iRWpfYslZEzWGZImKMBrea5FAguUsMRIhQS57XD+79wQM/rrvCc0JDovrwUnMcpW1THbJzsCE92bUZWBr357nVXxPPcEpHgOHCNez+Hm6aB7pniwaqXWqOIUj+hhe3XRMM2bUolfz8RCCya77kmBZFSTezS0dCJ0Fl63A3TlXWnDJ0vNA8cLfgmPD+qVYmfCsr37KpUJH2POhhViS8xaN65g+uy4RZrBDpZaINdPwO8k4OUOKH7eEtxDlzh2pbEyTT9tgRjKGUgQvsClBQOmiPc3y7fE01C0honbQyG6l/bXpePTwMdG92pLbsSjqDVkGTEdF1V/Hu0EHj32XqxS5N26F7n1t4pS6Kb16NXMgRBrbImmM3SYvT8CJ2Fde6iByEnSBHyNKx5kWqEVShDmME+UadIuzHg371DUe0NC5n4Y4dEaPW5/gBMCzK5mgd1NCtY9LCFbkniZta7wbnti9hlvxMB9/eyUp2fra7ELsXTisjAY1R/8gPWXv8esj1LuPXVS/nVq+9B6/smP/+pzisuViKXYn5oUZ2jf3QuCy8+mpHPP8a/JrZx+bs0/nDbEfxk6kdouWHOW30Tv37tPVx80pu5fs0P+MBNF7N5cvXerrpCoXiaY9utvvU9YgSFAkxPA1JiSjcvhxOynSU2OZlFCDdcTRMOsdIw7eYwEsmoM8rmUjc1UUfiaA6mJcjYfWyb3oRWnvYsS/ePadQLR5Njoc+hUBzf2PANlDTtLNCX0F7cTLtZL2yM2AMUcFdWbBK7TNde94154fheE7Uncv8hOcjJBcRklCBxuVcvzTccbIEmbRZXH3Q9f2oRgDWrJ2RYi5DH08yMb+W75mHEFmiy3j6oT5Tsil0giXSlgpCQYDE/al4xOuDnuIn2QHSDJGFPk7LH3IT1QCq8Wh+SqqyCpqMJ0DAptA1h4e4bz9pEJwrIQatWR7MmQNiOX1fP+g5l2JaB4erFXuKOg+5ZTJqEEiUydh+TU3WRoWRyoG8boXN81FstzPVWcpupeW0NWdXCDQeKEa/1vZSYpmByUxSjUEZUXa8mXUa8ECbXYLOx6z27NB1/wEsFLRC7EBCJu/s5luUJexqagx/EGBjEvgCoSwtZoW5wfU+xiekIk1OgGbVjIoOQHIuTnNQwzNBBEjRLEqnW5mfEW6XUwqol68c16DW8ZOdINBnKqeTt12/3Bt9pIYEZas55IvDI9NUXiXQECA1NOnR1hQRW01s0wLt3tJlDRBy34VIjCCXV8WOTJE2LPviWtCEAjWgh0lLiCKSqFhtrgkPN/dAPs61JprX2ZPNgWbgifhxyMoslTSJajJTeiS1K9Fo9ZNaUmZ6cpCAKGBhB2Y6WQOq+WFF/35FC1nmE1kQgt25W6rCgv4Vn2wvpChwz9xs4MxVc366oK65LgS1t8sLNTeYI3DBmBGlzAM2sKbARXSNCBEtY9ImemudsCFtUGDE3BOF1UaMAjivORov1YWhBGzxvyEIRRFS63muB2KXXiZCN3qnhVQp9dNup2wepecKJrP12yXrxLYzuh93HLBaYg9SU2tr+jhQN60V6c03U5pyu6Z4vlisVAkxM4nq76riCV0PisERlyPXs0mveUv7s1qTw5onmR/HWVoOVYDhFtEfWw5QT9EbMKdR7EKe9uuUj2I5kaAj6B929+0Q3U2KiuUNk0ESio1W0ilU3CmHH26DOtpsDrmKHV7x0tyWtydBnGepWEdpLuoKt93vnYNcJfxBOcel+ERmWzExLOqe7aa8OEHOK/hmIWjk3hUBZJ92bdM+phRIBzoESuxRPG7TBJ5n4xP+x+e9vQjt0Cb/+zye4+7l3cvLUz7j2mk5OPlkJXYodQ4vpHH3NS2k//0iGr1zO6xf18tEPa1x771lcO/MVogPLWfzgD/jkOd/nGxf/kZJV5CP/vJRfPv61wGVdoVAo9jTVqmSBtrDuO194caTECgwKge2H54D3Jrz2BnhGzFB2KkEZvtHqh0X5D86OgCwZtlZ7vGMtKM9454BsRvNyLBEYpOG32UHOMGSwmpR0JDo6J+unkNTaEMKmZPUEx0gJVU+cSUzGiY/FPMPRPX7xJi8DtFYzNoQRenCXWk2sCL29jnjGm9swb7v/Qt4WxGQR6brleCKHX0atXJ9KtWZypKxRz67z9g+8G0JmYBD25Rl/EW+LTZCTzAlZLsIzRDTd8/YQoGVhQowT0/zk9a7VFbNzhPFrLYGKyDJsDwcGfZDcHSdYWSscxuiHmraNxonORGmKfxKSg8praDe8+VDn2eWeOUq9IdOUp8mujU2h6J1Z1kQaX0itmZq1r6smxDNRrMFamFPVLGM42UD0EL4HE96YSK2WoN4TrNy6S6JeqKldNUhWfQ+fIKipydbWDYPU2jYi/a4IJx2bqF306hdxhUsrFLLoee/EnAiaLhipTjJZmUTacNC6GO2jNVkuSsKtC7Uk/PHpKPGNbnisFO780RtEJYApUVul0M/75M+n2mKfXrkhkcIt0/NCCXmDaF6MrG1JJjwbXJcmftyiL7JFDPeaGjKeqJsq4VkT8fLZyWj9PAg3QNTNEX+O2kGEq2/0VkowPCYxLUAKkhPx4KgFa1OhEjSciGBGTFGl6npheWHGjoDukTz9W0O5r6RGNXIYaHrg2aVLLchd5u5DXdhpo2eXiCS9xofU8bC+OVUh2RsjOh0HAXkxzYDox8FB191ryb0G3PIKJb8UiS41dE2n4nnylWSx7hwSKDkTOJiU8Fa+swTlGTcsNjoZRQK2kEyFHJQQtYUbZMTPLqUHYyBlC081YEQMY/vXVLiRVmgOeWKo773khMJVNamFbqw1oqbnnRkXaGhEhR+mG7o3hsJSJdLTrQTYtetO1zTvBUjtvgy4IdqBZ5dXhpTeUozub5cg7MmkecKu99tWiaB7dRQhwX+isoFJuws5WsufiJSh+SJhoevBh/BDd6npxOE+bLjl1n63BSVnEtuWoYVZQgf4Qp/thjH2lMPpDeqvPfn/2XvvuFuyqs77u/aucOJznpxuzqFzArrJOToojujLoCMwKGMeA6CigDBmmRFFlDAK6is646DOSDCPgojoCKgIHejcfbtv3/iEE6pq7/ePvSud59ymZ161Fc/qT9/nhKpdO59av/qt38I9pCg/LX9L8yOcVJclxZKojv+4PmhFCKWAMiOCrF8woPP/pMI8Di8ERfmPxKZg19T+RVjy2c9y+1d+mPs+fgPtL93Dm248z1+vv4+r+R7e9obrmJmZAl1T+78zFWv2/dyTad+4yt3/4aM8q3kX3/ta4ac/8q/4b2e/ifBv/zvhx9/ODbufyru+7I943tGX8qt//dO86jefya1n/ubRrv7Upja1f4FmLcxIr3gvg3NkacbmpuXz9w5qB47s9o4nsuAcg02zwUNnLRcu5s6B8hn7pHBwxEt/WM86EO9YILq4SU9GFqm4HlBnYuUZ6iwU4uDGlgL37kl5RYgc2OACgXHOnB4UfJ8yLMv3A6riAA2qYBcEmzB7S0a4mRVPv8Pc0xCw3iFVWQrJNnff/j7Opn9DqjxrJKsJtxAEoLcUQd99ePbs2M36sGQQ6IQdITi2VvcyDuXcBZCtavid+zxJjNMWE5j5uzb6noiHrAM0RGwh6u+y9Y07DgJKuf4w/bpPaXNgNCv1lir9lofTKFUeH5oNX28wPmQv10mqMrtym+UsO60KgJacnOLCgBlVHC7rAFgz1jblO9YMy3lh04Tb+/+rmB8ZWfHa+jBGyXWdjC31a0zh4xYaRmKrYK04ULTQ3QKVjbCAPuVAlnDjLhppFT1wAG/FZ3T19kDrudEF/u7sZ7GJoO2QqmcbeJ2i1JbC8627GzB0gvEuUkoq660EL2vdlLnKFswT39wg2yJIzhWC/hiLtQFYiNJzKFMPZcrLHcc7KUgxlvatTf9RlSXizjNYbGppnN0gMJuezTjhAqXHnxfPueR27h7+Gff3P8OF9G5yfSS5O8JiSDyIHp4P2LAX2bbbO9aBA29KlpLL8OeO2RgO0VmZibB5b4wYF1JrPVarzE5XuwbkkzP48lBhxcXGEbajvQCMzFYdwjMGdV6I72hy/pyQ2crDBh8qXkST5ZdRXmwchUaTehah9oCyh5LY2sr70l/LWmzmHn7kLJzRCM6fH2uQB7uyzPVXv285f0F5qFcoBeB3gtaZ3TlfVE070aKsIg9jLFmjrqobbOw4P384YgJTMMwAWqOSvXprdksB+Foc05CtU/DQnQw3LOr+wK83/5tRyS6J+4lz16oAUaISlzgjFW4b3s6G3aBcabYIA+x9rkXz3tiBd5VQ8+booeKhQ95LgkVV5oux1hGajBS/SRkZQzv2AL0KkFq45x7LILOcbZzjQnIrf3fqbzAVHbKqZlfok0zasbU8MVNnDVVzr0cSss02UXYhRzoZqQhbzLdxc/tpDmq5Ts9B4jxM07pMz5U2PVKbgl1T+6K3jQ/9Hbe+8I/ZenAB+bbL+OYLC5za/wZOzDybH3vFq9B6CnRN7f+fqUbA/v/yVFrXLnH3N/8Jjw/u5c1vFH7sE6/iw6dfRPynP0Xwmd+kHXX5tsf/KD/2nP9GP93im//n8/mNz7z7klTsqU1talP7hzBrS0cHQJ29g/vuN5w7Bxtmo3KcxZJSAFCUN6qbbJCQgDjNI6wHuyoOZ+2CPqwnyDZAYJA6BovYeihIEUZRvYeu6LrkWbSKbTOzlVChspwaS6VWeuU5dAXsKkIaK85y8yFFfMEQbpiiioHoEjDzpI4w3UY/9Dn6g/MM7f1On6ReHRCY7bmn9LN/57KEbbPF7dlt9a7y/0paYR7MOrZOzo4wNiUe3VHTi8lZMtXQyDwaqJAh3a47bCIekBxHInJnTjkwRmcbztfz5YQbruAts1kAcrmwsLVOl6jMZOj+0aZ0xk4NPs7p7AFOmweKz1TurPnyGvEOakLNZLTzdzPNLKfuyx1hCzbXGzIFgwbK6RaeCsGDZmq0RZheKMIYgTLMSwSxiqq4dFFWZstQu9wsPvyT2vEWi70lQQ+H3qHz32cJqbTdpcicw9uvCGJ7UyiyysVtJig7Ik4fqh0jFSZMebClt/1ZTJb59bJz7lRNMkcFzHXsHCYhxOlpFjY/VnSitQarWxiaKDMEJoBdk4ZSqAnUB2aL1uie2ulZBrffabC3JARn60yaelH5KNeRssRuu262CZvZqQLsIpHKmLlzLtjznDL3jW1dUjC0ANqj+3w4XclulXRYHBudC5CRz9zp9xXxvKR2u6xXwQaSEuzK8lht0aS6g8ExvB5Ibq6N48XTv86QAalRJNs509b3jXKMwlz+rWDBuThml/kRXYiFjxiyZbcK7uP2tq9fPuk2bC2zY7Gmx90mD4pkBow2XgNKMMtNBGHEgAuZ24/HgeeiiMokkXQngIIFmzktSSvlZ6kkNeAWyucXRtfXvVCigAmjchywoC3WZDx0KuXCH0UEn49QVnmMzVCDTKzF5mrpBWBm0HaI1X7t56Qz39w0pQC78vEyUNtvVCYEBQBVmZ9Z+ftmcPqXVUnBc/Ysd6Z31Pqg+tuQeeB6uw+JSmiN7iEefI7NzQ8AECcPEicObA+0YWYmb+ZYNnlrSMwWZ43LeDxaTOoAmAcu7xQHXCk7IEqdDEIqmesrj0lXx0xsxtz2p2mYhwDjs8XmD2HcltCSuK4tZ6t99PA2Bbum9kVrNjGc+o8f546v+wRR9yKnv/kqvvFDR0hveBVzrQV++qU/j5LpEpja34+pVsj+X3gajcvnuetVf8Q19n7e9pOKn7j5+/nzMzcRffh16Lv+DIBr1p/Az77w97h+11P46T/7Xn7gD/8d/WTrC1xhalOb2tT+fsxYKbR9AMwQuGgIQ3fjH+DYIXpwlkbyAFpyx42Jj1SVx6uUwMgOK45LhYnkf26j7AICPPBQwvbNoQu/MymF820Ns7MQVB2YBPInvOqCEwq+uOGcPHt7iu5blBn3wC7V9rEb5DyM0dQltrAOiNNZH22SQqs3EBcrZKEMY0ylADissqTaM0jGBerHqDrnzLmdTBLfbp0YxAqmYciO9EBLcXPfGJ3i/uRz9af3AKoexpg7p/mtzjimYTouVM89VS+d5sJ0iCVg016sORo56HjanEIQMgObWxWn2IIo633BAKsjihAXAzobeEbGw41ZfZzG+0kN6u/FepUwH0KphufAwMiOMJgKv6J0uO0oD4V04UrdwR0YTDH/K6V7zkE91DK1KYM0qSc2AMdKyMSxSmzueJb6RNIf1peRMRgVYQgJzBZRdg695QWZK/VVCCkVwb18Tpo+VSvALkpWkvUgix5tI9ZxlIo74HyOVuuUgTWGUeLB4AzEA+TGZNW4RsjAoF2o0QSmjqtKpXDv807SDrQVJCXNXPZW+pWQzmznnJECfDLF2Gxkp8lsQie5j93BQu36Fjhrz/DA8EwN6E1Vl0G4VKtnpst1YTAEZlA4+BaLFImHXDk68f1dZGN0Y18Cn06g3vpjtB+FLNcQKxaru6yMdd355IJ/pdD9fGzdXyVuD0ryRKHas1+1nwmiCBKN9vM+I2PIALElOy1HIwTB3poUyUHybybZKNvg3u0HC81DAWwzwiqXf1CbAUIerlhf1xNwVqcB502sA6zSzHLxvJujKtdDM0I2jn5aihBQI1XGsLNEdzGe/Vh7WKAca8pk4tmPFn1HBBZGjAqAU0nI1rb1rCpBZfm+06ed3FeGlgOOQemOe/DB6jwtaG51kA+p9FPRQyXAa/MQSj+HhoIkwrnm5WyHu2vtVMMKuG/c/qhUBSjE+oc7hsBsc9o86Fl25V5pqswuC83hXfQ3P8RFcxZjDYP10dj9gAdRKyBZY/AQgemTkRFd0PQ+k4P6Zd8rD/QG5mLB7HLr3JDZlFRAW6mBVpk13JXdziOxqac/tS9KSx/qc/tLfofTP/c5Vq76S/7qhVfxuvdfy9oLXott38n3P/3tzDYXHu1qTu2LzHQ34sB7nk58dJY7/90fsvv8A7z97RE/9eB/4rYLB1G//i3I6ZsB6DXm+YGn/wL//rE/wEfv/BDf8j9fwP0bdz7KLZja1Kb2L8H0PVHtiXf4iTZgCeI8lED5J+kQ2j7dprt5LZzhMQclDJ3jGgXjkr/+tTG1EAQBNsw5QFB3RkT9UwWYItYShUJQcUTUxfNo03eOkr8B71eiNvSWYdwFthPucP3tc+0zozIeyO7n0+dv5cLWoM6ksYZG+gBReoHMO+ZBJSzH5iLpBhg4gMNqyHI9rAp6JsU/1d6Z5D66gxqjszu+zt+KTR2AU/HzrLUYsdw2vK12vAtR8W2vNd2S9lKGi0MnmH6JehjVAAvRvVHNgbKTGDz+mmmSs1YAK5gZg4ltwTRpeBaBkXDnVXMMRRm27aUfAslQsJNC2jKLNn0kHRD97zYIJLrnnHfralhmpcxP0gz6vq5kBNTrZRGwqgxr9CfeZe7i0+dv2cGMEgt6WxdsxpIcaRnZEcpUUJ4UrM2IZYbqLDYjd0o/GxZzVkQ409vk3HlLMrJcuG2ydk0Odgm2AG8c00uQdFQyIf0fYzISm0B1FRnLqVOG+x5MHEhnKiwkTysJ0/NIsoUx4tlBDhK8eHEMwL0nxVY+s/7aGxccsFJNgD6OleUgVzH3U2HmM21UJaFF22eGs5UWnE/vYys7TWj6tPr3FyX0ZNaBmxjOpucqbBswEpBJqd9ltXBHdnuh15R5hqBUmF35xlAwUkdutVkPeqis1K7Ku1x8tj4TlINw7kLG3XdZtj2AJYlgBUxoMAut8nxf3Vi1CLYc+Lh5cEQhGWWEi+d9n2nrdcZy2FOY+/SI9u2lLhlAkJyv9XhtPmV27LudJsby0OCCS4rgww1HJ9cRsR6crUA3tYcNQhrM7iyvBgAZlFWItYwSS3QmRHJAybp9YiezS4r2j39nq6LmVfaThSQ1xGdCwIXT6lMR6rzmtuyWghWmPBB+5oxgrSU64x7L9PqfJTCbRWKCortyipeLB6/XZQzsUpXw0+JBxVifP/gQXNhyRTX/qk3vb9uUO3xp3VvLMXZgV4YS6vWj7OsNe5GHzIOMKmGxmDE02rrsvNqMyEM/q2w59xBInBZe9TSpgNWJFCBtvaPAihPFFyNYq1HWcNaeIRF3T1KdF5kxO37LL2VTsGtqX3S2/amHuPUFv832X53iyHN+k98/fgNv/cOn8/RX/AoPdf47X3vtq7li9bGPdjWn9kVqejbmwC89g2hflzu/9g/o3HWan/jJLr9o386F7SbD97yKba/UKiJ8+WVfxw8/+308tH2Kb/yt5/LJ+z/yKLdgalOb2he7hfdGtTBGa5zDcl96r3eK/O2h181StfCLujMUxi58JTOgA3dvX6S0zwV5zQhVIctUwzkunq/fpq+tVPSuvOnzLmyioovtGBJ5KVrtDG/SY46Zf5uzZHI2g5GEbbbpD+HsZlLz5/JwnvBCQPsvO+iBQtkyFNJmYHwmPv1ACJkg4jJP5m0IrXOe1dYDZX0nZCArqlmAfh5IK6lh7GDVWSlAPYsLUSmQBF9+4TTJONjlGF+RfoAoO1v73GDpH3AHWxWg+4ro/qjmpBTljjfBwnBoCwHozEB/BEnXOU6mmD6q7nhWzgcYmD6nzP1jX1ZCX4aKrBbq6E/MHMJYJR4ZCRFcSFJqM84k52qnCKoQDheYyOzCj3twURPfHzCwAweOZGaH7lD8YES4oUl7TkxaBl4c3gpbdpO70jvK+qWAMQgBpuJ8m5G73ue37y7CKc+cuJ3tRkZmYPsOVQirb+0bMFxy89nNLb9Ox+aCWCBLfaCjFADzuewsn0r/d60Nt99iOXfOz1Pj5rqqMD7EWFqDW3lg9BAXh5t+4lqEjAsXynIK3bbUAQ+Sq9lXBqC2dMfWcRUcMbEHkEbiwMRKMRZcJjpbfphZB+xpKR1lx7dTWF1qhhVWi/awjqXJqPJJrgFVgl050CnWEBE54XGpgF2MMbt8GxV91OgCo4FjRV64mIIRUt/e7t1uPg4WDGftvXxm4zYyk1Uy4gp6Szswt+N2tSAQAoEiilqDJsAol1GQz+raQ46y3eMfVIDJtApSXgrsMkUYuLEWE2eoKAKxpI6WS6ZavunlWhkGiwwngF3lddxm0bq74fvY92kh/q9qYBH+CjljyyiDSLmWHchZvle1Uy1nzxuUX3fWC+ObwTKdz84RbgDG0hk9gLIjMiOcOy9EF532pMG4sP/q75yRAqwKtiE+ZydG+ebWvssBVA+Z04UGl1T2fPH7eTKiFsboRTAvWa4jytmCbVu1PKGEVvikBFVgsg52ZeQPw1IPdtW40Gybc74ndzx6wsjOa6eqi5GoTCAguIYZoREHlOtMo0TqwHST2rUfzqZg19S+qOzcf72Nz//rDyHZFld8xc/zO83H8kufewnf+ca/4xPmdVy/66l81ZXf/GhXc2pf5BbMNzjw/z6TcK3FHf/29+GWM3zXG9b40wNvJzYXuPhzr+K2z5S6ONeuP5G3fcmHmG8u8eoPfSW/c8uvPoq1n9rUpvbFbhapa3oY94Q2lRED+mWGsOLGfFyDyrMkui50Ji3kZjzjCcYYUimLjfmxGhgsyp9bYXF5Ty0wFa/BM6iGto8demeE8qm9qBIcKq4wdmNdDd5QZkRrdK9vWVYD/nIQQjIhHnmB+74DShrnA3cd77CLEbKWr+99kQv9UsYJ1Hu8oQCtTOk0C5aLx7e9mH/d8pCkElM0qAJM2ckgykG9PI29Ph9Uwpts4QyKOHHp6pU8hlP0SwmMZKQzPnyN0DEgquwb59YiVuhKx7epbplx5WcZbG4JkURgpGBVGYkm+iqFYzvmodxl7shbDYDq18GuwPSJRw8SDc+6lldZbznAAZwZXuCcF4EuDpGA1l0Nuje3QKiF+DorK9P5fBM1Ega2j1EaMuHW4e21o4O+RlLBNG3RwRpNZGPO2bNcNBcdKDiy3HeXMBpmQFjrxWwgnDlT6q4B7Ar3FF2WVsJGTWwKxoZ4V9N4BMgWY4oXfc6PK8e0SAZRxX0y61Eufw0Dyp97e3Yb+uIfcN6e52x6nr4Hu5Qd0R5Ws7eB1hDHefGW0JRIWCN1mm01ZtdYOLJPbMpgz6gATF39xsLT7Kge4glYO3Qhm5XJJIBCY1U+R6pgTn1KWpX3kQdPfIhXNYyxDLkzxNJAj8oQRXfm2ES2bt8I2CC9eIYHTykGQw8CGXYyUpXlgcHnsdaybQYFG8niEm+YyGKUKireVEL7fl2cm5Jwq3URBUoUagLAXO9Jp5lU6CGN6v0DkKjZ+vnW+KliPIvXs9OkwgaUBgi1MRrHGneaGxGdKJQdIBhmZygQdmV1CeRV65PvMcogFfaoIFgJyNdzLYxRSpDNYv0PgRA8EMMoIth2YHHk93FLGS4qHtBzSHmFlWbK6/Y+FzDz+frv7vizixykvGgvFNkwq5ps7p1nyBrHVFXkD4EqDwImAF+CyWUMa9ZM3QOFMkw93x9ABg858NLaHWvDTFBfG5hNNuzWzt9eycusTm7FMFxw2Vl9M9VQO2ZX5kDZ/HfPivY7eLkZ2hlh81A9fPtSNgW7pvZFYTYx3Pf9H+ee7/go7csDrvjSn+SjyTX8Zv/b+emf2eK/P/B1dONZXvukn5rqdE3tH8XCpSYHfuVZBHMxd7z09xj83Tme8ZKT3PXYt7KveQvpL38jv/X+fhEOsT6zj7d+yW9z3fqT+NE/+VZ+9a/f9ii3YGpTm9oXq1krYyFwDuzShYPmtKZyJzh/orpH7aXqEu58oOwDsQrGTOa16UeE1cgwn2WpSN9eLcQY1AVNeDEoWFNq4Cq2ySbhJ9oMBvWnx5KzVqqXUOMf5H8qmfQAQ1q/afdvOrc1CTZLwM1aCAba6+0YrDgNJBNYBisuu56kzjkeqoYL8TD1rHe5kzxYGWEaZmJyEk968liUK687uNUBU9VUkf5P7hwbAyarhJRQAbvycRq/XA3AKi0lK74zKvQAQeU0r+0CFPdUcXq6yCSmzYAotj4ro0PUdgd7WWIJdTbw1ytBgxW15gAaaUyq2iUtmSsdZ2UHhGaTzvZdaDNwTBNbspvycbiY9Cc42PX7wir4uaRWCmAzN4sDV0THThesAmRaRZEpUkSwVtjYtJw/DzOq5/vPHTsaQeNUBOc0IhGm4iWOtoQkMT5DnmvBil4tTs7SCsuusg6VHRFHirjhkzmMaXbhmV/VMVUTdbDK+WoMnD/n2gMOID4/vIXUjtjeAlIHiuXgrVFx2Y5wwbM9bb1wb3OzEJeRgwVImddInxJQQtLJSHqV8U7rk3eIZ8LU9rXMg13VPca5zShLRGMsC6iqTY0qp6Z8Vc5bI1Kg42INAaHfM0tml9bC3GxZhGBduLNP+FDUq9DyKug67uOxfcwWzx08AKdtDS0Mz7kwvI11hQ49KOHL0CLoHery1fbm1yqBDDva2SOZNGtrKMhGZNbPMSpZ8yysq910Zcax3cTpX5WAnuwAfKrXKYEXd0IgI4Kg3Mi0UQWQUjMjZDYjUSOQOkvToouxyMb11ytgl9OgzBeWoIyFrMJ6tuJBHYsyafGbUCQFgIrQugdZbVIDafMji6y4E4amZGr6E/zCPXvGh/KLYzpOArhq5RQ/ypPRxaqMQG6DkeHsOTh3zl2rrrdmd7wPzUWfXXL8wZNxIYpjYBdAA8dma9/ZILzodP+wCrGK/CGbxYFfVSmEDEPanYYxTu1fiKVnBnz+//kdzvzC55j7qiWO3vQj/O32cT6y+EO87a2KX7n1Ndy3cTuve8rPMttcfLSrO7V/QRautjjwvmehOiG3v+R3Gdx8nj1PfjwbT/8Rrpn/C9b+9Dt49WsSHnrIbeCtsMMPPOM9PO3gi3jnJ97Ez/35G6eZGqc2tan9vZu1gvQrT4uNc9aU9/Ez3SFVLWzqn857hzCyzpGqag5JxRnbGeZiafTvRdkhQbdLu+3SmovxYV2TbtD9tXSmMZFxjlElfK4/gOGftHyIpTu/ceuQ4OJY6NnEe38H29nKQ6+MlGycbTChCGsh2NY+jNGgUgduWWUxoS0YG1ZgqALSwDmENcZZ4W/78Ixx0ofFOYXK+yTeuckFfPXphGDb0rlZ0bjfM6V8/1vrWRO2Wp4DFYXSoSocq1o4Wb3lxmYVBzpwYGPl2NbwDiTrg604f0CUnQMgtpt0upXZYAW8sxPd0kChWAn2VLrFhdQluk3lwwkmRJFjC2WxIe1kO45TfUFbJxruwnO9s+oPHKajGlsKdjqZNT27XL/LGoINt0ASRg54DTosBHM1/9EGlWx7yrEjhyPIEuhIlzW17oAhf054MaBzW9OxjYrMbgHZkAnciUqda35jeZy2I1d78SF2UgKfuVi668mHZ3aFm5bWAw7EGiVuPsYViTBthYTE8U4yn2nNF7MZubFNbYpVESZo1/aGYVCyPLWS2hgWYFcOtiaGU4372Yw3SLsZ56/edBnvfJ2jh0LCi4F3sittwbFHxSoPKqmi3QqFBBDZuMwCWm++q9tQ7WCpOD3DnPWoizDGA3qfx5PFaXz580Itro3eZj7XIDoXlEy8yiYgxgGGnTbMznnANCsfLlhDofdVmLK1/UxZMKFlexW6Pd8i/7Vjdn0B19+Hh5+xp0ltgk0usb+PYWA2yy9e0ckSSyQRPZktQfy8ku6ALwB2ORtGq7X3+brQqcb4zH+5NVQXa+BOc7sHFCu/CyPABG5HNJBJhMq/Hxtna6wHq8Gi6EYJUbpJWDDFqgBoyr3mHjYObJc6gg69L0EmLMqOkKwCPOXnj4Nd1W5WjgHtinQA05bpu6Qy/hw9AqnKEkzaN2yd2VUF5YprCzVAaZTmYYSOoZvvHHDpvUlsumNMC2ZXbaP189uvjfBCPk4GrEZ5PboLl29ycV++aisPqcYfZj2MTcGuqf2ztuEdG9z2ZR+k/+kztF9zgrWFN3FqsMIt172N73pNgz+481f4g8//d7722tdyxerjHu3qTu1foEW7Oxz4lWcioeL2r/od+n99huia5zF6xut56tof8gLzfXzNyzJ+7/fdxh3qiNc++ad50clX8l//5u38+Ef+Q5GlZ2pTm9rU/j7MIqhbSwrFcG1EVQ/DimdmeDZLDnYp4yADnTuIOTPB33fW9FOKB8kJie6RtZZpxoLWZbn5bWi3U61c6r8Rgi0HeMnYFqiGijofA4Ix0VurLLMyR0/m3Pvi3rg8s0mL5Oigfl7tHtrf2EuTkXRRBmRTFc6EIO7iuQNhAGXJbEY/XkVMqXMEpTNjvVjMxeNbbO8e0vTdHbZGdLrinEErWAkxKuC8OQfe6Vz4TEp4UWg8ELlwI88gcUym/El4rhSUh17VHSrlqWNVZl612VtsFfpR4e1NgvtXGDdlBw70mOA8K+XUjQoCmlVec8VdSBCCihC4QmqAkyqcO2dV5k8ztkXoDrADjGCTIjRG26iSDdOzA7cgGdNd3iFwPRb25v5aOreVos8Wiw6ayJkARhWWVdWJnOCQNaXF2oNrYB0QFgYwvwBxVDK7RCuMrbOhyrxu9b9QB02VzVDKja86mwc1QhBap+dUhOJVuE4WGMMN9QA6d7uzu+kiWmC1kqjQZE58XKOxqWNjWGUxKibVXUZ2xF3mDs6kpzwoVq67VLcYt5xNNw52ZVnGBTlfO9YGFt1XhBc0rXti2neWjMAiDDYHu4zbc6rrUKOQwBLYiLrVmV05gGdFWFRL7FZ7fb+50DIrFNkKxfp5K4LVJai409W2NBvlmJX1sm5f9BklotC1wsQlf8Z6VphIjoP7+lWvITCaz1z/5SQkPw8VQro63mYmgN7u+LPmLBdH5yvflCBVlemIIz25dW+sZ0SVY6g8t8mK0JNZ5lSZIMzanetvh5B7HuJb7FX+9wi1IxujJnQZWcn3xhIEmvlMi9m/de97n2kz0nNk8d7a+TPdvF62qLdEDTpN4XK7gM4zOWbl5qnJSGZT+tGWY9rlvVTGSbv62gSVlIyl3NTDoDE2zGoomMFy8/ZdSFLQsFEZLITHWZSlS5aThzEWfTgWzSpS30uFsd/z/Poe7LMTAxkrJ5etK0Jiq8yuZM6StIXt5lol2YRbN/HFiPB8gA0sKgKjAw+UVZldj9ymYNfU/tna9icf4rYv+yDZxREb3/k4Zs9+H8YKZ579czzvRXPceuav+ek/+15u2PVUvurKb3q0qzu1f8EW75/h4K89G2kGfP7FH2bzT+4jveorGT7hP/D89d/ie679Ud7wJsPr32i4cMGlh/73j/0Bvvba1/DhW97HWz767VPAa2pTm9rfm5mKg5EeGTBaG9FSjRIQQbGu99HOuv59LoICYXaRKLvgP3c39N2bW4DQ0g3GzaIYBXPowDsJAoHNQ6vqThGUwJogbO8aYkM78em/kaB2Tz3uMHRUl3m1wIJ3rPIbfZeVDkazKeaoEPQufSuc99EomHci5+JCKsUOaY/uY1mtOoeqErZjxQv5+sxoUm2jtXToIuJCPWwEo8WkYOncndzlG5MDRQoU3JrdXAgWj3VuGeZkqQmlO9fAOySSX9/10z51gL3BXk/e8mBZUVM/NoVjKSTB7Bj7ySJ25ICECWCXeICgeG/zDpCKK10FlOrsnpCIbtBCKehQQ0LJkbtiSqiqA5SRMKIx55k3BkcUEFWACpmBFhUGGdRCd8req5sydcdvsDrCzoQowQmFezOXBLvEt6DUD0txLDWJLYEOC7ArjPNQz50cjV16jy+6CnbtXCAWi2xDsOmvay3KCGKTEuwq/WXnvFeK8RxIyARrNJ1NU4yYWBfGaZUh1BGjLRdG7HSPfD97tuRFc4a7R3fUHGej6ixMAXYrDzrkYV7+jzHZDm/VaEuwpXdkFRzrALBuVodhFUBVzKtFOlGHNl32qn1jJ5b9urUrZ7YIXWaIJHL9ZhOMhBRRoXjWirjzJZVi/egx4AcceCvaZ7Orai2ZPPTWEsdC/LRNwl0lA/PCBWpgF/h1KsLmQadfpBAGi6ljaBXguvurlKD9Rpmqcl3V9tFsi8BsFp9fsOcrXWqLrh3HQRzQbzCZ3QFKiX8iYEVYUIv09GztyhNF8yvmROYr873YQRRm7EmIQor7ZYdV1lEdlQrN+6IyRD9nagk0G249AmxsQn9bMFYwQQuxmoapZH6sjFukXSh8RoZueNaZcseUR7n15LI9jrUv/zuhG0ycUWVAZ2SgbS1cVzIn1i8ytqdWLPS/2UW5uoJ84efn2D6yI3MxFiP53lT+W20DY59bFIkkO8IYrRaSlpDqGbqfc/uxskMCs40NNcmS4eKxbbR2+3c1fNj1w5TZNbUvcrv4e/fw+Rd/GNUJ+YsXP5Wlu17HavMUgy99G0cfs4/z/Yd4/e+/jLnmIq998k9Pdbqm9qhbfGCGQ//9OUT7utzxtX/A+d+6neSGVzK67mU8p/eLvOMl7+CPPwJf/bWWP/4TR59+6dX/gZdf9918+JZfnQJeU5va1P7+rCLyY5XTJ1neu5vZ0D/WFkWTFtEoZwH4vacQdDYQHXCHghdEF3Y1lwlVQGZgYys/xd0cq6D8Hc7dD+u9Nq2Ei42jrrx0gBUh3ZsxWkzGMu6VlqlG0QZlbc1RCOu+EXmt3V+nK2MaBtOx6CCvk7+Jn3QPLS57G0JFVydDgEYzd/LzYyHFeEcWH7LpnQ9rmFEzvhaqDE/JHXu8s5uHMVIyczLnauyoWuRJMpmxGGMqGbpKZleVnyTKOeahhIhyIV7b0S4uNI9zoXmMmkB+tQvy/vNgjjUjD55NAIbEpaC3lU4RKd2VkldUMuSqxXjMgE7bsayCAhvJ2WhleNk4sysMoOmxLGvz8XJoX7vl9IbCMR0fsAyCkr1W11lzrwe6lMEYLiQMVkeYJUfRkQpTrBHEpfOu6s5gHAOiERGMhfPHt8h2j5CRQlRYYWF5QKJdCRf23y3qJbp0C/ZK2WGVl6pRgoqVMMYcIBPfH0m84totjukSn66zfgRbMHg0aXkZK451pqChG1w46wWsla3MV+/0S4AVS5KLeAPW7wD1Mc9BOWrfGZvt1K0KJu8JOjrIrGdygiVOz6J8/aMwbzsEErCvsQclCk1Ar1vpPX/dzQOG/moJZOchWIKgbIqRkDzbaRVIK4CJ4s/O9YFQ6JuVTD0HZFlbXjPqKIQS7M8MSCrEDQc8uHF0e0k6kzG6Zov+1QNM5Nqf74kls0vRDjqsq11IRai+CiPpPDMeXrvvEjYu/eT03J0OYalBVfaZpVyrBQhHZT7WS6u9s6Jr7LUq2DXO7AK35vHgja2j9FhRNB7I17+gPcO02DYrh29sunYpBfp0hL57WLmGOx8s6+FuBMGIodmF2RmIY1Vkd4UyMUSwMb73UAOdC8ZVPv9DQxWuMWRYD8yFgfvrrqNqwF6w8zIYC9vRGqCwgS3WYdHualdJlclXXjv/9c6TxAA0Ys+IC1tcbByk9uMh4nUjpQZqWnHaaTKmHwpw4YSif8hgQ4vSUoDj1bFJx+bfw9kUAZjaPzs780s3c+e/+0PCI7O856pncvjMD3LV/KcYveDH6B6/mtQkvOkPv44Lg7O84ek/T6+x8IULndrU/hEsXGlx8NeeTev6Je7+pj/hwZ/6a4ZP/E6Sy76Mx2y+lfe/9ldZWoLv+T7LD7zZcPGi5SVXfesU8Jra1Kb292q5k7Fb7QXlHMxwtyJXNnK6NBThWcUTVX8nPtJz9MIjeJ+5MC2KuBKelqgug9CFVqhWCexUk8EDSFgBryxQAQySmboOlbv+PAYqWji2xuyKYgotkLGGk+eVylkouU5Z4Gs12FdxaCqvstD7T1ndI2jPlEwGh+RYhnboAKsxgXqApmqyV+/Diiq0dqpaLeeTh5xzaiWnJlSqP+EOv5KN0Xp+1rxa9o638e6472dbH68cqLISeqF+UxyQZsLWtiUb+8nJmsYDhp7ZNcacwIKIrYBQrh1SCWN0AUIl2AVCFnQrhQgLvRmCnmXvWlywLXxpdQd2kifT9cwu6wCEvA+bDSGaXyT0c3Q72l22SzXK+uMc8JCI/OTOvYpE94AydFMF2rWjMicWo2UWlA8nkpI9ITin2YoTW/aon2OCGFA2KtaZilz9ktlq51eRIYEKi6/eB4INWhTuaE2zKz9CGEbrmKDOjIofcqwTp4XmoFJJ3Ug1hvegB2eLPsKA0kIcNNiWva5+qmxvzrhZjFzo36imjSXMzlpmZ9lh42GMMpId2nZZazLYZfRcsUaElEZyumDXxEG9EAlKAFiNTeFBsEKw4sB8myOv3jQuHK0EuypZYckRAynHpI59kcPX7nmDreE67Tsb6IGpIEmCNn2GQ8Nw6EIEI1Vfw27L9OGXTYtLjupDOPP15Y9XIigyGtJkfn4yBGAqhacVgLK8nFtPOTOqRZtFtUSO7udaV87yscjV+Hd0RuX70sZD7KxquP2ykWullckxxtlHgng2pyvfjD292ForUR0rUtHs8muv2rkWjFHQcG1WF8qxbtJBz3VIeikKFzaa2Qw7k6FWMqwKqXZ/mcFTM1pIirq2W5XxlBKYzMPTW21qPxCJJKAsgYbejNCIxeuAlbqED2epapGpGKvrWm/jYYxjnQq4bL856Jj/toAH3kJhfjEswhzLLpT6b0FhKscKi0Q0uWW6A6JYkEVWWgdBlAeVK8fsSFt6aZuCXVP7Z2PWWk792F9x3/f8Geqxu3hD65k8hp/hWbs+zOgpr4XjzwTg5/78jXzq1J/yHU94C0cWrniUaz21qdVNz0Tsf+8zmP3ygzzw45/krn//x2zf9H2kh57Ork+9if/ybR/kla8Q/uCPHMvrI3/qAK+XXftaPnzLr/JTf/bdU9H6qU1tav+/LL9tjCRyN9gGQkbuptxjA2Kt1xcpb1GN90JcCKF7LZUbWZHyaT7iMrFlXuBb+VSPSkFoy3MAiB0IYPKn7DougJi0k5HOZJgKwyvRM+7s9bRWv1qpE+9wbakzIpYLjeNFmFHg25O1qqGApcdq8miXilZN4TaJrWlIWS8yvxEdYjuqhkl55yAHVsaYXbllyumU6b4aYyZMCFfT3nn26eEjienpOR8Jab1eiirodFUM0AZt/yQeEtv3V3AH9IfC2bO4bIDVc/LhNYnTJBM1NgAGra2jK3h2mgO73Osa28u/GURrpPFCcSFB2P/ERR531UkiCSvFW+8zl8wuPSa03FFtbNuwfbTvEi8Y388W0gNDej1hIepxoLVeMkuqYja+BvvVQdaCw2zGbvxUNia4j6BVjCC1DGvoCsCpoQRCXN+7tZM72xZZXsP0dhHdaYtEBCpw6yCLJzzcEheqZc1kwAcE0XEBxDQeLMGunOVkVIs06hVAyfj8Gy4mbB/OmJ2pAGRCkb7OgTKKSIdkUReLA6rzkDqgYNw0dAcR2NhVMoYQF+ZVBRYEcaysMbCr6Lxq/RZ2gjDusIASYHEvxc+9Xjjr2p5/r8vr7Fh/usnsfFCytCrmxsjSbGlK+W53nAPo62t2Zwk2XxJuLhdIgGfC9Q1Yy+gaDVh0ukEzuZ+NLTidPIRSTs+rOePPEogixfycv55HhgXrtdvKSihRiHJzKt+Pd1TSlmzCrYVtkl5KMlPdE13F82yYgQT0VI/UM1abcWXrLVhxvkbarwVVD2NPgjopYfPK8oHJSM8WYJlazetWMrtqW2K+tRvxrC7IxihoJixFFrNYsDNx0Qf9433qZjl9GQ4MnZA5OG8HNsEpd2UQQHpsgFnIQziLK5N3hi2GRVCq1CtUlROsgiiCmZnKdfCMwBzAL/Zi60HdMZRwvDUWDxwpD6aN/UhOALuUQODBKIMpADJTAbuq4KWpJHtxv+eepizl72mrCXv2apTfH80YeztT7eI6vfZuUBARU6UTjskuPqxNwa6p/bMwM8q459s/yumf+mu2nnyUbz37JJ6z9qt89cGfZ3TNV5Nc+zUAfPiW9/H+z7yLF1/xDTzt0Jc9yrWe2tQmm4o1u9/yeNa+/3ou/s7dfP7Lf5cLl7+RbM9jaP3Oa3n5Ez7Cu35OWFiA136P5c0/ZPiSQ9/KS676Nv7nZ9/Le/7qRx/tJkxtalP7Z27FTXvqbsMjhmXIvyiXZj2VIkMcgBEH0mzuCtxz5IqjaJGa83rh5BYPXV5yuLR3ruIY9iwMmJ0pnR3lfZthMI9pzELUKR01BYPjA8c2KSuPwRIs5ULF421jpwdLXs/yBt2KKkC1MqX85N4yoS9yHGMwUn8injt2wk4HxFRDl5xTPDdXrZtnABQaYKpgqG2ZDS5kp3dWzTM9XHCmc3osuT6KU+1K5jMH4o0xu2w8S6YduyephC8BrAfHak2qkjIcmyVBMscmqD5kX1k0ToDb62oF4rJGIjU3sSjJvQ19KM/YmE0AIsSPW95H42yESEWO7RZYD3b58RWNWXIgyeqqsGexVblefVBde4Xthf0kwWztm1bTVXsjPojWgZs3Vf2coAS7rCrhklwjq2S1+fbt64EK0VWiVujBrqgsuN5MQcbBruq8VR70sdA4mzuntoiqtCpibT0Hnyc7yCo0NBumYDKKgMwbDurDzMsCwZZGa4UohUrzcstKGB/ep1WIVpqt1jZpHNNuPZkCUR9r07xaYE3Wi+sVTRsPYwwtG0fq8xVAS1hyBfOkGv6DXuQyYfbEsfNkQrNrZBHt6tRTs6wE+8ta+nJneopOVzCFkDko/MODSahBeZWJ+kj5ABos9CLsvEKs42QGfm0mNnUacUqYmff7iFgee2KdVrMKJDn2as5AzNeIEkGTp/GbDAFYz+Z6cM8BNvfB1oEBaXdnOG2ul5bvp0YaWDG0O4Zd6yXAWyu7AopU/3aXF5mbrzCCagCV28sWFoV2L2dH5QwrVdM8O3NSu0QYBgbhIuebxzFj3Wx0efz2Mn6t+PrN1MFliyUNlef81lm6CgfoO/JtCkrXWWYFoOWz4fqkGXaccSyVoagAWEhlFo0z5fw+nly17UTcvWaXroWmunMaVNib1s3NhWAP+4KDGB+ev717CCogUzGRqjOztIb2Qgl25RW0thz76gOv/LOtaC/9cLXITOq0CittF0WrBY3Yl6fzKoakQY9tO8cgXGZ1z/Uc7TydhjSKhyNZw5B1p8yuqX0RWbYx4s6X/QHnf/3z3Pakq/nOu27g39zwR3zDgR8mPfxMRk9+DQCfPf2/+c9/+hquW38yr7juex/lWk9tag9vIsLivzvJgV98BsmpbW79kt/hlLwGs3SMxv/4Fo42P8k73i684mXC7/4efM3LLMdHr+YFx76GX/rkf+L9f/uuR7sJU5va1P7ZWnnbbtsGa0DnTAPx2bOMQY0UFl3czG7HexjpOZKwSU4VquE8FR92T7yPPbNPImkJG3s0QcE4EFqhdlpZeTiYJzoZFUNzFlRQ04KyqEoGx/LTMCdITWK7+jtcUwmr9AGM7l8PSimdgyHOpalCCKWLIVidt0/RaZe9mM2m5dN46568WwSrxD/Qrt5qO00tx0wStBa67UomQq94XXW6c19ugw1yZ6e/Vsmcqa0P81MF2AWuTGOt57JVnYwK5FSwshSpHVLhLhFKY9IpBSBqbQLWh/RVHPdAZwX7wwKreg8LejdaXMifzdleVAWHFXqCR5Ltu5Fx8XoHsFbYZJXsZ8tqhflwFhu6PjHGsSBmgt00JXf6SvAmnyRGhQVICZXVUWFU5OwUUZCqWZJgBqV8mOMlmF0idbBKF2CXL16DhBqz4MI8++ESg2C5uK6pnZ8DZL58YwgDpw8UVvR5XDUd2FXhOAG2AAaUUnS6bj3G0uZAeIBxk8CCzVy4mhIHDi1nvkTHjpEIROeaZVLoUAEk2gOuSqElYCQjjI4Q3UOpxtjGUc4xUwHXltWqq/mEubEj1E1DKK0K8914Zpc7WYuhKa2CeaoCqReARo5dWbxTHnyNVUxTyoQGqhJi2G4LC4uWbiefLyVL6IA+REyZ9KNsry3bVMF74/RMWRVVHlrVOUrDUofL5OCAQJA/LRAQlYcL28oeWjKholxwfgLYNWJEYgaAYKKSNVXP0ldFZMgxVRx473hzSiDINqiKMXWDNVaCvf7S9U4JtUK6lT0NJ3aV84pFtFNDU1UQbWeIuHvAYN1vhYoxQYxS9cVhRDGTs+Kq2RprbXQWSOg0u2z1IUXlOK87pawBiWoJQurjXZ5ntK3ptQnl/u/+WpfAokq8G2On9ddHjI73sS1TiNWLCKqqweX/hpTglfGDM9ttsL6uaLe9XpZA0lonU9GOxdbSLYjzsPCsYFxVwxirjbZ5H4hyYGAOjonUBfSVZmVFmJ91XZRrQSa668DN1RatfUdZ3ttD67DSP7B5qI/RE9XwJtoU7JraP2lLTm3z+a/4MJsfe4A/uuEmfvyey/n2F/8137T6XZjVKxg890dBae67eCev+92vYbG1yvc+9WfRl3hSNbWp/VOzzhPWOPzBF9A4Ocfd3/4Jbv74N5CEe2m+/+uJznyGl/1b4V0/K/R68Orvhv5H/yM37XkBb/v46/j923790a7+1KY2tX+GZr3Doq6NoeFC8LQS9OE6W0SNBFN1iiQgCXqYUArHYyF2TAkrjoWUO5OhhDTUHGdPBmyvqEIjx4oizIGP/HZ1PEGVULtxt6gdgsgWIBDW12DXWh2QyZ0+gAvNY7WzbJ5lDsjFwsGHdFLHzaRyo24rjlb+NNocU0jDAWcbmzh9KwUdvUigG86RqGbNm0mho5Be7gTUw0QL3kIOHonsEFjOQoGKQHfWzQgCp7VT1Q9SohgyZNv2UcqLvFuwnbXiXO11jBZmQ9Z3pUWKeAClK8pqNUcwB9VS76qpujNcEV0ShEACurLgn+5rsDAKeuTMs7xMKX1rD9goaHRqLm0OkY1VqLCOdAmVdnGyBbMLmrloeQXQypHZQbBCZ22duvlxV+7qcQztSgLHpOvde4ncnK+AXY7Z5awGyPgkCuKd2aJfHbrsQ5g0mW6VgMZE6NXDhNbp1AWBsLQEnU4ZoioqpH9Zn6pml7G2ZGmhSw016owQd4B1IKI1LstiA/rXb0LXzzCvZq1jB4SpNAdwSsd+I1olCZfJgg5aaaxyAIaga6CBidp1do1vckM1Ch09lOVc8/JaFa2ubwgHO4eJVJdIYt8EP7d8mxuDe+pNVKVm22I0S6f1WALdKr/3Y1OFZAEiAlbUGgutJQdjaEtQhOc1OHdYc/6IYkEtsvuqg8W5o8tLJpqqPhWoFK7ytVXZ7ASFzTMotrNy6gfuWwQPurq91YHGPv1FrtcmASaytE8EuOcGIUQl46e6nFrSoIa2edPKZyqsgISZ19CyFp/swmJEuSyqwztq/d3T63SCOd9PdbBLjaXStZ4htaLXmQv2EBADDtixFf9OVTcN8mo7AKcZzLEWX0dPl2t7NJ9gteAl8fwDjJ1QSH6JlrRZ1Ht9b4wfZ1kM97OoFmnrFqigBk7XkRj3ZriYsHFoWPlO8uUPQBrP19uSY6iS+I+81mRgYc6DShrUyLqMjHoc9a6HCm+Hri8a7ZCZGUW75fX5sKBylppgVfmAaz6Y5ZqFE4BLklLsjROSpSA7Mzjifx9c2WNPcQQHwNtyPedZG9ttYf8+t9eUbch/F7065SNEu6Zg19T+ydrg5vPc9qUfYHDHJr984qm8/+JBfvi77uGl6huxnWX6L/wZCBuc7z/Ed//O/4PF8EPP+hVm4rlHu+pTm9r/kUW7Ohx837NY/varOP8/7uXT/+UlnL3rMpr/7RWo05/lyBEHeP3br4YPfkjz2V/4KY7OPIkf+5Nv45P3f/TRrv7Upja1f8Z2+owlSSHQCl3iIA5YyEPiCt9E0dVrLDSOkuya5bLuYdYbXox7DLhxr8t3ughL1KCj4ggowxhrZ1buZI3XZqnetFosElp0IEQTMk+1pO1EpCuZ99IZQ7KQgzEWI1KwHyJC9h0+TFxhNJXmdXgU0JjBNGddEaEUZQGMkhzbcseLoRZmYxsGdTQkCEIW9Cpad1zf+Co2Gjihdn9Kpquhdq7V547rghkwmktpzhufeSsHu+DioePEEjFiyJABgQpptmBuVug047JVorECWuWsNheuFEWgGOvUwnnyukQ2KcHAWkhW7gSVsTmtlchPKE2/vZ806PnxzcNgNFpDplo+VNaBfA4cqoA8UnlRADtj1RTnOCnP7DLSgFz3S8a6E6fPJLoO9hSHKO9xWpcZUkQIllPSJc8WIkBphVT9u0qdrbKkJ1wb2y33P1hiadBVneJqtgLOVttpJmSac2cIklnHyLisT+AZgoUFoZsjY1pkZfcJoh07zkiI0XWheiuANiVwiSdq+DF0oIxCxSCBA6Ld+ijnQapDMr2AiEIpjVUOPFToArxxHbNUH0RTk3n3/YgT/K7WcQzsUn6sZqTHbrWXpjScXleegXJs3EVTAPlrzSVaeq4UK/ff2wknis1oS5tQR44jai0qcHXT1jKaVSQzvj3VKufrp+hjB1wszEPs9z+NdoBzDTyu9I0qMx0WVEihYL6AQmnF3j1w7KhFRJGqDqNgjosnt2iuhaAh1R2qF7GiGayOsKGlKx1sBezK5/LcrDiwqxIGuHF0G7AVLSiDCZtI1OWKI1v1UFSkHPexsdBOvKmwh9I7AWhJi7ZedCcYn5UzZ/mU1F0A5mWRA82nFNCkkoDZaC/iBdMvXL7J9p4hRikIQsIAuvPCwYM5UFgO9Uw3H5OAMDqAij0wM1ZxrUOW9IrfW+I6s2so+ZAV1t89xDRtZS7kYGVeXln+4fnjHIkPohdh5AXaFpsPFd9XM23GF62bJ73xp0YQSwngWg9oodwaTq4fsbm/n2OmIGW226KNKAKdh0IXipcFEJ+qSmIREeLORu36phZaWWHkenauUm6NVtdzWKkz4PYq6vuBmRgKPdmmYNfU/kna1scf4LYXfYjRwPKWXc/iM9EaP/OjF3jWg1+PYOl/2TugNU8/2eJ1v/c1PLR1P29+xi+xu3fw0a761Kb2f2USKFa+7SoO/9bz0Astbv6Vp3LL/3wOwXu+AfXQzYSh8MpXKN72VgEb8zfvfCdtc4g3/P7Luev8LY929ac2tak9QvvlX/5lnva0p3HFFVfwFV/xFXz605++5LG/9mu/xkte8hJuuOEGbrjhBr72a792x/Gvfe1rOXbsWO3/V7ziFV+gFuVdYt9r8haRYcVXXh+jlsXMhYTNR4fJds8Rr6jiRj13HJfDRboyQ09ma9epPr2XwjnzDsGOkKIKOOaOYLA6wjSqmkC6AJvElk7ZvCxwuLnfafOs1QGbrGMwXgfHYRgKEUXoHdtwLh7TeKm4NwqCQIMKsTMxFy7bQiI11meUneiJS2PyM4XtDY6xb/HrsEGEEmFxXogjwaqQC61jbEX7MLq944beYtBen3tlj6XZlELHymIZhYv09x5gLVyl5xlNkcSICJEWjsyfBBywlgsXBR4MyryuzGjvsMaso+JXKCUumYDP/LgjzLB/rtZWc6LNsRd0WVzyrIE8NKryL3jfXYRBuIiTrBIXPie+fVXwreKMjes5RfsDaFhU6LgH/XB1DBHbOdeqmjPu3xyscuOrlMs2trIqqAYcjq5iKTyJlhCROvOnH+8qr6Es1mspddouZHYYzGNF0VEztQpUGRjpVQHBkzdrzK6qzpernIMkbG+cSSFIEGI9AlebfkWIoC61ulTIVvf4zj5RFoxnEonvQr9mwGVyU5HUgMK44qNmkiLidP0C0d6RdoyymWD9kn5qLijvppUPmdqhbwWoelbGmTmY7bmxjMRlthRTnbdj1/HrtBpmKLWQN1eJHaFrnrkiEpA9xu0n+KyWMq79JkKphE/t77xe4KA+TKtBkW1U4YHsSnuFUhMwF7UHmOss4cbBlqF6vpGBsuiNe9AiJLpbDzYLpJaFD8A0F0hbmQuJJGBPcLi4TkT5JEJwYcuTNMlEacebtRaJGrQDB4TV+lPX+6LQbMzFyLsus1++SeShxoI4pp52wFwJFpWM30ACIt0pg3dVACJk6116Kwscjo/Rlo4TyW8u0F1fZmVfm5mZwIcBu/PMQopWQrMJW/EuRDSj63QxH4oEHRXWpFsbQY3VpDbzvcTs6K16dkIhDIXZHsVDCwDV0XQe3+Smk09je1er2m2+b4QDrV3IwI9lK8K2d4JdkTTZo/b5d5quXqMZdt28ahrQoCVAlHJh11YKaptVfl/Wjo1Z1ezKs1wOgzmIctqr0JuxaCkfqFgJ3FZu3X5QYreq/F0x5Rqf13vpRp4t7sc2T6ZgW4YLl2+RyyQ+QqxrCnZN7Z+enf8fd3D7v/ld+u0m39d9Dnb/HO/86SHXfO6bkIv303/h27Bz+xik23zf730NNz/0KV731J/jxPK1j3bVpza1/9/WvGKBw//j+ax819WcvfkQn/y5/4dzr/5P2AduBeCKy4VfeJfw3Kd3eeDX30t/M+Y1H3wp5/sPfYGSpza1qT3a9oEPfIAf+qEf4hu/8Rt5//vfz/Hjx3nFK17BmTNnJh7/8Y9/nOc///m8973v5X3vex9ra2u8/OUv54EHHqgd98QnPpGPfOQjxf9vectbvmBdxp24LM0/d9ZoagTlsleNAy7ewXei24U7CUCoA5bUssv8VXHggypoFnXZ2ypjD0XDkcOwuloeElaYHAZF1jRsntwqPhu1GmXYVkWTZlbNEeXO33p5033x5BbJckY248I20qbLUhiKpjsDXU+0KZ5cS1RzdQ82buRw64DzbJTQmLEsLbq79bpAvQXPmCoyARbfVfoQhVUhtlXPRLZ9QJPFnmYg1LI/BmaLucGnoe0AJbOYVoAo8bX3Du9lIWFOGfOC7lY30IFifc0BA8o7jtr3tSEla1jSlaSelh4w3Ty7mMaiMdYJkOcyYSPd881Pi7MEgZYmiAPC0LWp1OyqmtTAiPk579VX2E6patYYhnmfzwQV0KglRLs0ZuEgaBfW6HBHVQPlzOxezHzl4egOryn3pl09qkkEUNBQLZaiY74qdbDLSFyqclVAi7wpR4/HtA5d5dzcytKp6vbYWGh1pc7sqmGPCmV2yOv4KSOIdiy/nJm0vXeACUKycMGfr5lrL7HUPEhP765l6Cyarw1YU5DbfFdgRXl+h6Abpead92hLjR6MYwcKBJ7ZlTOn5sL9XNu7bLzT8SdWqlGv2Ha4i4vxkeL9xtHtIjNjbxaSSjipsvisdT5UbKyNO9ssRNJh3KoYDYDYHOwSaAgZBgliBuFykbmzdh2/F9V1mRybKVJlptFkJkUiP5eqdbPVyQFr8RInuofYt3DUhzyCkurDA7cPSDJAeWBKoTmijyEC+w/B2pquTD5qrzUapSIir1NWDycv9+WsZWpbm9IKI5lTCAxjJB3QGd1ZObfC7BoLY8wfbIShZ49VQMMi+193FdNbpASuS9alK8mD4nlGU08XTvfMsbR3lZ6a5Zg+wf7Wk1x7wzY2qIT++e0hPTZgdPWWn/fuNzCYFcyccaLwc65fUtV27ciBO58BNTfTK7MxmpZj4S7mW30VzPR970JhK2GZ+c+uChmuKYaL9QykItAJWk5TDxieXKuBkGUIfjlIgTRYjk4iQYSyAn4s9wUHCCTAegGvYg0HFsIuZt/jGC2nZLqSabEYozor78TStayEVxTvrc+Qqkg8ky0PV6RyTFiUcfC6Wa671oNb+e+632OsMoW2V5WJ94VsCnZN7Z+UnX7nZ7j7G/+YM8uLfHf0bE4+qc3P/KRh3//+btR9f8XgeT+GWb+GUTrg9b//cj596mN895Pfxo17n/VoV31qU/t7MwkVy998JUd+74W0HrvGXb93I7c+5wNs/OZfYq2l1RK++9WK//jaPag/fQ+nNx7gW3/9ZYzSwaNd9alNbWoPYz//8z/Pi1/8Yr78y7+cw4cP88Y3vpFGo8Gv//pk/b2f+Imf4N/8m3/DiRMnOHToEG9+85sxxvCxj32sdlwURSwtLRX/93q9R1yn3O9IUneDvHl8m+HukGHnAINolSQM6+FjQOGpVxxTOym9WcXK9OkC3XXay1eg1Kyrg4JGQwgrDK+q9qYtnKKyvHOHQ7LO7qI6l7hq8cpEjgWxfHmKflaGaTrax/HuQVYaC7S92n2Z5M67CwXuodHaMXCsEpYWhOWlnaCGkyBxgJi4lFWV6lQ9eefNPGH1iaw2FouPR2vj4GK9ddYzWvqP2XQCxbihMIhzNP0Y6Y5CN4KiTmbxMLazDgg6cCCl09lxrAgEjE1dWKN2gEqtBpKHBwnnj2eMZhNcRk4HcqS6W+21st4i4DVgxDunkn/uLVttk+3PHRwpzi11pXx5FbAr79i1uIKQ4uaSjXuIOPbMWnSNE5KudmVrARrlGllorrG6CrNzO9Gj+TmphReNZ0mTMcqQ0Y3iQi4bYwlFuqo7YK8G5Ejp9ErZ/JrzvH1yUDkWL5QEpreLcVPaa2T581MPTGg9A2hMsIhWATPRAlqiyQtIOWBHa5C0SCTqFcdcJaNGiFTBrsoWkKkMJRrBszoVNbFwNfGiDtwVKYE7KJfNIFomDcYAqXyaaSGoXF/hwoi3Q9c/cQytZrmXVKdn/kGom6xH1xFIs/wexa51YXbWv8/BLpWvGRcuuB3tItMt9revZ71xU1GPXrDArsbKBHy3bFsUQTKbYpZwYYymwhBCFciAVZalRg8lggrLOV2wZovYNn/uLsNoTmGX2vTULCIwM6NotesARXWf0x7M3hVfz+XhNWWGXl9uQMiD1+giG2bBdFKBF6g3SHMWG40Dh1LWb2yZBVoXnwnQSu4nmUn9Jf1kCBrY3poD6IsSx7QcxRah2I1mvve5v0ePOAaZ6ErMfOjWSrWKZnaPBxDz9agIA8FqoTcDew8tc7G7jzA8mE9SbNgm1b1an6bHSnAq22cYHBg4Nm29R7BhDd0t25PvE4HTBRyfP3mId7Y+Io0FQjduO61cadb/5tighV05iZ1Zr5TnVpvKCwdMZNy+NDQM1xM2d/cBQaMLsEv8fUCkQg73jqGUY2+msWCUONF7gUw5LbhxZlevOcsoPIQV4fxVm7Su7REWD8ZcZ8QNKU7Zu1tQAsbu7JNL2RTsmto/CbOZ4b43fIJTb/oLPr9nH68Pn86Xf3XEf/wBmPuzNxPc8mFGT/lusiPPJMlG/MAfvpL/fe//4juf8J956sEvfbSrP7Wp/YNYfGCG/b/0Ag789EnAcsc3/y2ff+FvsvmnpwB48hOFX3zL1ey6+23cM/wLXvbOb6U/GA9pmNrUpvZPwUajEX/7t3/LTTeVjpBSiptuuom/+qu/ekRl9Pt90jTdAWb9+Z//OTfeeCPPfvazef3rX8+5c+cethyXGcndKTpMSXwIBZiWIZ0VJAwZBQvYYMKtYkHzqJRZVdSdYKpAqsSd3+iVDp/eeV5YE60uPLHSxDF00BHj2RhzB3Y8XAcsShtWewvMyhy72yeIVchyPF+Afqt6nShw+krDYA6bC4ophWhqzpYSqYETeb0Qx2QZ1+waqwntFkTNOYIx9kThQAo7s1AK7NunWF4eb6+A53HkFvq6t1XXATPblc4BRAeOCyaBBxYcYycYE262UHgMCsWoHTDsjNAurshpKu3wxiovcpZafgUpj984sk22p7cjAUHueZnZ/Z79JhVCSOnoyBhFJ6+2iAeWCh2mS8/NRtDg8OKxSjiZO9Z04rGznIOW9/12uO7mtXVMwGbzcWTxUVLdLg7f0R3F51XwzrGfVqOrCFVFP6vaKRUgWFCIsdhAY8M2TR1XvgPRCiM5t8t50FZbesEacftpNIJdNdblJGaXIiM9OqDVEpohNGMcqCuKNl3m9Dp75leRIAcpqYG+RjIEhdozQ3Bl5K9TDk6NWFTdSMr8BiUgOLaG1ldhdRmWF8uO1Rp27SrHRol2rEg//qKEhQWKE5RfM+NAfjHvK2swDIVu159nk6J8lDA6voUcc9cIAuEp1++hG+7lnrnn+4oFzEZdxi5T7lEWdBSxvia0coCmopVWqHv7OhXPAJQLWy7CGAUCHdYSWkgoXDikkGq6Tnbui9WxUKJYXtFcdUVELA2EEkS0FsJmVGc0qZx94wAQa0HFHbL1q8cmvdS02vapA8Vrx+yqbwBb+wZIWwG6KKbZbNOo6D068FzyrnHXsBmBhrW10LfVAe2xTypSA6cDB1Yb7cFNAdtaxIb5NXS5n2qY6QnLKy12zz6Zpp4truo078aApkKDyj0cyTP4WqoJPcr5F+VMZuvnff5zqsPa+OSm/Laa7R9x5ooc2FPsVfvZW4QtluCsK7oyNzor5Ikhigyenkl6sOvGJosNWglmmDEMFhl5oFlVwS40YGnHDeLIhVuaVuTq5NlxF5pHGAQLDrgtMlE6gLPVCHna8avQYejxUM3YxCEKfd1tqX/YbFnmZnf2yySbIOk5tan945oZpNz9rR/h4gfv4s92n+RXmtfwmu9SPPfZQvTR/0z46V9l9NhXkVz71QzTPm/+o1fxZ3f/Lt/++J/gWUde/GhXf2pT+we3zr+6nqM3dNh8w49wz5/ewO1f9Tu0b1pl5TuvZvH6Zd79+ufx2ve+jk/Gb+IlP3yA//yy17Bv3yN85DG1qU3tH8XOnTtHlmUsLNTD1hYWFvj85z//iMr48R//cZaXl2uA2ROf+ESe+cxnsnv3bu6++27e8pa38MpXvpJf/dVfRetJT3phsArRfIswjmjakC3d5OjRNnf0W4RhSBQ36AyaxBcbqFZENAxpNizHjra59bYU3W5DKyTeaqDiDKIehHM0Gk2SUUoYGoI4pt1uE6cOMJid6RGEIQQhnXYXrTRhEKKSgFa7STtsE8el095uRoQD5wBEcUwaDGjE0A7aDIOQKI7odro0GtuoxBAMQrTG1T9ShKKgvUQcx4RBQBiEBCokbkC7M8tKe4bh0hLtdpvtGJLEEscxK+EaujFiUw8ZBetkNAgzTdxs0aCBxC3ONkeYOKbd6hDHMUFoC5H3IAwIGi2SRkYQDGmYgFQFBKET9L7+Ouf1bOoZuifnCMN5Hli6meDUWbLHD2nqJmkjIQhSwlCwQUQYhEX5YRgiCI24pAlIFKLDkMHBhJbuMtNu0x41GERwMD7MbHeN+5pnkTij1Wo7mgvQbjaI421azQ6iY4IgQwcRrXZMS7cJcuFtDWEcopUijCLCWCPRkDAIiaKQQDQmjNGpaycAzTZLi9tcdsNeerMtBo0GYQBhoNBERCZCjwJUT9PqdFCmSRCMEBRxGNHpdLHzc/QX14mSBwjOPkQgAaudebb7IRIpwiCk1YzLvglCOu0W7XbKKIoI47CYU8EgcGPl5yVAEIRcPBLQbrQJopQwdHMoCEIa13RpBm2aI2EYNSC1WEaYKOLkiRlO7prjgx8esdG+Bh3cDTZmpnOYtN3BtvejL95CGBti5erXiCIaPq1joppcAKIwpN1uI62Eue4iWT9iO23Q6hgwPYJwC60Cx/AIFXEUY8U6FpMNCMKAVrtNd9hhIxyStPcxUHtZaLfYiGNUoAmCAMIQ3dC0oyaqteKy5XU6NJuKODY0m6roQ4BAB+jQrRkdh6x1Y7abDZpRExvGhGrIfDBHZybhwJEOt997AUlCokbo94+YINTEaZN2r4ta7RGeCwnjBrGOCVtNGq0GQRgiccyJxZPcu+X04kIVEAQBURQQjkJ0EqA6CXEc4zIjWtptN/ft/AG2P3MnWgW0Ok0C6WBnGpw7lxFlESEhYdQgjo0LowXC0DLTtTRbkasnIY1Y02g2MK0WOo4JbUCrHRHFWzRHAU3dBBMThiVw0Go5PT29qmjNzpB+OiaIhLW1ORbmEwZDS9RvooOIRpywNrPM7WpAGEAQKkwcEaYRcQjhzBI6HhI0WwRhyLZ5kHa7jY1jhmFMqC1aGXRoaDVd25uzszSbGmkH9HpzPHXXjUTdVf7o1J9COgKV0W60iKKImJA4i+l0ApQSttsd4tTNy2QhJYxjgjDgaOM4eqRoNJt0ZrtciCNiGzG35vZX1U2JDjeIGw3CJCz2u5CQuNkiGGh0FNKdmWF2fpEoijAew4niBlHT/b5IqAkiRahTLNDtdNi0ERIasswS+n0nmomItmIS3NqNex103CAIQjdHgogAjShFEIS0Oy1MGIIELC3NcSZqozOIRzHtdkgcJ7S63XJPaDdRFxS2swfNzUTNGdfvjRgdaqKgSWO1i223kbhBI47pzPWIF3uogSHqWsJRREO3CAOLCkPi2P/mxk0GOiUg4NixmNtpsLu1QqReypnzP4VWikAFhJGgxfjftZhAApTWxK2YZm+GmUM3cMP5A9zyqZ8kDENCnWEDiOOAdqtNPIiJ/Z4WNVqEPstmKAHD0BJlArh1FEUhjaVZ2sOE+T1LtC+2CYOQOIzJbINgoAh0yMLMEloHqJahSYuWbpDNnsRkG3TCDSJCjHXjlF69TKgeQD2kabXaSKvt95UY3RD0wBI0mixFEG1EaALCRpt4dgXTGtAetGmGbfR97n6gNzfHqC20+206nQ5zc3MsLGrOhRFau3mwugqH1jvcdt+kZDI7bQp2Te1RtfT8kDtf/gds/eVpfnP9ej6+fJz//CbhyiuE8C9/gejjP0dy1Vcxuulb2Bxd5Pt/79/y16f+jG+76Ud53rF/82hXf2pT+0czu3ac7ptezdW/8goe+Mw13PuJJ/L5F32IzlN3sfodV/NjL/sGvvc37+DP+c+84gf3851f/pU851lTwGtqU/tisXe84x184AMf4L3vfW8NFHr+859fvM4F6p/xjGcUbK9J1t8N6TDDDIe0dZdBDMPBNv3tbYIgIc0GQJ9klDC0KWmS0m6BUtsMh5ZhfxtrQwb9AcnQ0F6Zo20NA6MYjYYkCWRDxdbWFsPhkEg12NzcIE0SrFVsb22jlCJJMwKTMkqHxbG5jRIhSR2LYjAc8UB0kj3pp5g1czyYJgwTy9bWFoPhkHQ0JE0SskyTkDBKYEvP8ZA6ilrd4sxSF5OeZyQjtvoJge0jQxiNtrjY2s1g+GlGI8twCDaxpGlKSkZiEhIZkaUBg+GAUTIkUw2GeogZDulvbzMaDkkyoWVabHCRxCRkg4R0lCJpQro5IjMpaSJkyYjh0IX/6JltNjfPu/EwAWmSMBwN6dNnODI004w4gqFNSdKEzLjwnJluAuhaX9mDezl/ehsT96Fp0Vtb9LMBozSBFAbDIf1BHz20bG9vo/y5g6FiOBoxGA4YBiPS1IBkZOmQ7eGA1Pf/6QOahe0RmQkwacZwZBlkA2bSNskoJQlT0jQt2glgUlAzK0Rrq1y4eC/97T5JmjIapdhMMTKuTUmasLXdp793yNldluGs4cTqJptbWyQXL5AODauNfdyTniJTKUk24vxxYfviNqQwSkdF3yRJwmCwzdZWQpKMSLKk6KdAZwyHQ7Khm2sAaZqw2bD0+32CLCVJErIsJbUpw9GQ7XRAY9Cn3x5iZwR95wibjtjYuIi5cJ6tLQsXM9bTvaS6zeZwyHB7i8Yob9uIZJRgTEoyGjHQQ8x2n37fstU6woY6y9bWFie7V7CZWIbDIaNsxFZ/hMwc4HSU0ja3E0UwSBRDO8QmliiLXF8b2N7uEw8GjEYJowyGxo3pKBlCmpAoQ5olDAjcevb9sbkJg/6Q4RCGQ4o+BEiyFDvaZqSHhKlm2B8xHA4ZZANGSQZZwmB/TL9/gfnVEK0SRmlGkg2LMRhJQpJkbG9v0hspTGoITYvhcEjSHzCKByRphvXrJ0ncXMtMhjFuPqVJysW9myRxSpwu0tKLnBp9CpNkJCYlNZo0TQmMYjDq00+3UMMhSWKxxpIlKcMkZZSNyDxZanXVQWbDgWE0HJGmCYNhymg0ZLu/TTQckiQp29spM9karbRPf9hHhkOWly333kuxJwEMBgMaw22GwyGpEba3z3PtNXD2rOX+exPstmLQHHIo3M1t5nOkmSVNhMWFhNlwxKBvGWUjzGiENoY0TTi7cT+drRA9HJKOYpIRRCYjNQkDP37Z5hatZkbUy9jeGtBOFKN+Qn8wQNIhkgwZMaKfWFomYZgptraGDuwadN1aMCmb89vExxIGdw0xqcEkGcPRCLuxwXAwwJqUNEsgUfSbI5I0dWPo94Y0S90+mbq6Z6OE0TDj/MVNRskImySsrcKDF0eQJKgkQYYGm2RkCMYmJKMhyWiESixpaouyk+HIjQ0j1xf9LZqjxF0nC0itIZMMMYYsTdna3qZjl4l5kDgIuOG6LW67ech6Y8jW1ojh0LLV3ybwfTjccmF6o9GIC+19JK2AcHsbGfaJk5hD+xJaxwb8+T1bhP2h6/tkwMZiA+ks0eEOolMjBlnCttlCJQnDoQ+/tJosEzIy+qMBQztkoIZsD0J0cIzM/B2ZCUjSBJNaotY8o8Em/c6Q5rmY4WjI2eZBmhtb2GFAmqWkqRBFKVupu872dt/Ncb+nNYYJ+HWUqozt5T7p/SmBBHRsh5iDbMaCvXKO7VbK1v1bXJR5TgeHCDfvJEsT0jSkPxyRpikjPSLtD9k4e5ERCSTuN8KklhEjV/d2k63FTYJTAdvbA7BbDAaR2y9USpxaGmaNE72DBLv+ksGFFK0DBoMBfdVne7uPCSBN/W/B5ib9FLa2trgoFzl37hyjwTZJktAYqsr+tUUyquuYXcqmYYxTe9RsdPcmn3/Rh9j81FnetfokbjlxnHe+3QFdwWd+g/h//QjJsecyfOrrODd4iO/4wIv4zIN/wfc+5Wd5wfGvebSrP7Wp/aObWT7B8KveydqVn+Dqr/tF1r7rGP1PPcStL/ht7vr6/8X3HH01Vy49GW74Ln7w3R/lh37UMBhMyGI0talN7R/d5ubm0FrvEKM/c+YMi4uLlzjL2bvf/W7e8Y538O53v5vjx3dmTqvanj17mJub484777zkMdVd4XBwhMfMPIV0/xNYWLmK3ozwlOtWmL96ltFqmyzy+h2dSjhEqPNYNADiSIhjQR07wXD2CFXb33gih1tPLUOSKiFMhSbPeKo0YGP+BraiPe56BvCZ3apZ6ZQPp8xhfVuJQBrpHlYCsrUe+kBFjNwan1YeVlYFu3A4r1Zh9RAr/48oVAChisuQJx+KZsWypJdZVqtFGKNklvW1ooRKYfnrapvzGMGyAXNzLvSm21bM+qjVNh3WZneKaGcnFKMFp/GUh1nmukeQa7VUYubyq3rmn7W2lPsRxYnZ/ezdIywvuc9GPVVq6oh2IuViUKLcGPhQpmrmNqfsHZUVsS78xQIz4cpYZ4AKBLtHEXU0EoKd3VvUuRP3nFKUj57KekFxuhqbO/nbrLmM9eLTZqaBuWyyy5MLHUtFHLoQsxepzbex7nNlt0LXD1VB/6r+VrU/Ki+N7jBsrLj3ugzRzOebUgHNTlWfqDw/kogWbR8mJONRvKhAIXkYoyguNI/Rby07baSywEu2CbGIzbDaYuJZbNypnOPBzMW267dKeKXVeY5Nl9kvV/eai2e4Jrye+Wh3UY5+2jNIT+zZeX3jNOlc9RTGC1If2BMXYumtoMnVveO1UFuWKmscr8+UeQH5arMrGfRstQtUmWUwkBgEFoL9tTBZVXndesZa5fNK7Ky3ZhPOta7kwsFjdK4I0Eq5/siJjw1hZiYfdBcemzNxq9Gr1koeXYYV6FwWEC3Udf1cgok8xrEM95K5fX6fKfcEgJkn5r83ikG0hK1k0czrkx+7J9hX9FlI6Nl1lTH3ldXiwtIC0Sy0livxlhCE4pKa5P3k26eJff1lPFK1sIOHFIcP+i/12KQVwVQ0r0ScnlRP92hePk8YCsdPhLTblbVXEX58zJ6n+3EHUTHL7X0cX7qmDMdVZdZS7cPJJXRZHm0zJCAp9vuMZGwZSbFnZutX1/rWju0VdnYfrcUT7O0eZnvPgIsntxEl5NH9uUB7qEJ6PWHv7vJ376a5qznSfI7v1kroeZRvZgFWFAtqkVAc60t1yuQv/WidYbDqNMrEa3Tlazw0RPsiOo9fdWtN3P7v5oCblJHq+N/bUTE0IrA3vonUZ6Jd5UQx72MfpW295uD4/ipK1zLTAiwuWDoty8mVVXY33Z6ZUeohfiGbgl1Te1Ss/9dnuPVLP8jmPX1+YunpNJ62l599m7C2JgSf/W3iD38v6b4nMHzOD3Pv5l1822//K+69+Hn+4zN/iaccfOGjXf2pTe1RM7NyGf0XvZMgfYC93R/g+O88mZVXX8Pmn57i9ud+kG/68Ndzhb2S9rNfwQc/eguvfJXlzjungNfUpvZoWxRFXHbZZTVx+Vxs/pprrrnkee985zv5mZ/5Gd71rndxxRVXXPK43E6dOsX58+dZWlp6mKOE+3vP4FzrMoz1TlyjR6e5yNOXHks36tI8OUeyb47iVrFhaRybZXRshVzExY552eHuHoR1MKalF4mCRs1RFFEES80CdJuk2ZVFPYw48CR3rsa0kr0TVnG8dvqcAFyz+nRUfBKLxVhDs6G47CSsrlbBhPJFWawUX1gRREOoo8pNvQPuwgh6M/lxLhvjYNk5FMcOtAptEasr/VV1ePK+Uc7JrGWasqWemgCmKrBcOd/43swBABHKu/yoNRHYyIXbrTUF4NhQM+xtrrJ3T0hUEgiL8zSCFe3F1xVzsxDPuwbu1nsBMO1FUEHpjPisc9oa9jRvoBtUBMdwTtrJles5elhx5LAm23sjZvFoiQEKZWO82Pm8zHN9+FiIu2UVO6oAu5LOLs7MXJc39NKOkeTaa6VukOAyMFpKbTuARtAkDuoacWbXDHJgLFAmR1O9Q1afpU54eviY3fVqqPL73Anctw/meg446XZwIuljoFilE0vTAhrvkApZ0MCGUoBd0dgUmqQJJGQQWNABZtZpANkKClNNSJHMOrDCNNz1DMb7+trjY7njXQGOGm2y3WHRFlnygIwB285gxhQ46coy7FpXJNaJ9Lf3P534yLOLcxfVEna+nglRocE4YKaeO0Nqr2oSXf6rueAAJ1euIyr003beQ+l2RSfNAyjp7tnis0YD+tEa7FslWswF2CuzsD4psFi0L6c2rBaX6AKYUTNEy5rOlWHtKKVDvEgdYjIkHeYV839z8NX91TMBWmm24r30w7Wazpc7MFetszSlyfHOAQAiiXfM5hykMroDGhqNWS8oNR5CLwUSHTcszYYHFckTMUxen82mKvYhQSrgtrAVH2LzYL/4Lu9JANXIBfgm1MNbJ5op9kslmqPz17PW3VeC3qKKcnNdRYlLoEiJy4aL0qSULCPTXqI5uw+0/+WK6xqbg3CFXBmw2vVx2ABVAlWFnr8ojukTHGrtrZVjVq5A7XlMofOXC9TLmqbxlD4XGwe40DzG+eZlnG+emNADlV4pHuB40MyCDSyNQzHBvNNuc5rwDuzKNbsicUhpFAW1xdQJVhh5nTsCtVMX0Nal+PLXSqtiTPL7Cy3C/AJEkSL2OpQGuwMUu5RNwa6p/aPbxv+6l9u+4sOc31b8x8Vn89h/u8wPvVlotYTgcx8g/uCryXY/hsG/eiv/+4GP802/9Vy2Rhf58ef+N67b9eRHu/pTm9qjbmbtKvpf9g5k4xTtD76S5Zfv4vhHX8TSN13B9u+e4uU/9FV8+e8+h4PP/TrO9c/w715l+b3fnwJeU5vao20ve9nL+LVf+zXe//73c9ttt/GGN7yBfr/Pi170IgBe/epX8xM/8RPF8e94xzv4yZ/8SX7wB3+QXbt2cfr0aU6fPl2EYW1tbfEjP/IjfPKTn+See+7hYx/7GN/wDd/Avn37eOITn/gwNRGsbmIldM5Ufo9aceKVAi0RpsKcaRyfw8xVaAA7thX3NPti4xgPdJ9QK0s8y8aqkN7z99G+sWT3TGJ2iRJWw2PuHOOcgkHvOBeax3yhFE+h8xt1O+GuNgxgfg4G8V62o3WsNShswQqrVr3+etwB9P6bKA4tXsEVM0eIlGM6rK0KrZbvEAEIsKFgdiniMOSwzxpJeAmwy5afrSzD/LzLHIcvsqyCYJrzMFPPQEjlSXte1sbSTZzpXsNm4zArlx8YbxxAwVqwmAqDxTvcNqsBRDlgIeKzfonPFLd8hJk9ZX12N1eZ7XpGnq+8bS9hVvbSj9aZ6NeKsD6zhyMLVxTv3Z8KsiN5XgRVOLypbrO1dD2rap35lUXYpesC4KqKZFAru/resSjqItlKVY71Hx+aPco1s3VmpUWQOQ2tcjyTy1a5eGKLXuAQ0MH6CJ94tLSgFN4WpWpAbu4Fay1FBtDlJcXyEqyt5pJrLjEAompZG0GQvR1s0GBLN91xAkZBu6U5eAAOHXTXyJs3UaDeZk7sRhSRjrFhk14NyC5P2ros4KFrgNjNQWuz0jG2FlWAXWMC9cXw2PoYVYhLg2iFcHkfSjSxclprq7MHkbBVlDerHZgw+8IDlSIEyfzcHkts4atQb7IqO0RJwGJ7rXJ82b9FEoOqxlmgGDzuAPsfX4IaIsJ118B115UgQu2FVAFSt2/m+2A+FawKWF6COHBi3E8/fqB2SlEnCTzYpWszIa+j7ACe4OD8cXrBPhDKJBxl5RGBYTAPuNBSBBrSrDEYZ2WORe0eqox0i2xuN7o5T41WWpSpCmaXFmg0IVTjlDJoqHEdJkU9M6wr17QsW1cdYNiY2dkh/nqTTBCSE5rRY13f5O1xDynyS5bzNf9+RrvrSCXlZxbOuroEDWYjxyy8cf5KnnT1NzDbWKK/PnR9GdbrYnREP1x1dS7mg6Bno1obi2cggaBFo8f61M6sYrslwzDzIvcL8xAGgtFNjIRYCbCVft0xNB7U3452MwqXQFzKCKttwS4T94OLQtcyqQqa6+ev5tjC/mqBAIxmFWdOBmSLnTIDbR2TLNqaA+lK6R0PJoKFBkFXaB4ovzP/B8yuqWbX1P5R7eyv3cq9r/kYp1pzvHXpqXz9q1u84HkeNf/cB4k/8Gqy3TfQf+Hb+I2bf5m3//nr2T97jDc98z2sdPY8yrWf2tT+6ZjZdS39L307zfd/Pc3/9nL6//q/sPpd17DwNcd48Cc/zWN/xXL1Jy7n00//MT659Dre8KYOn/y05Vu+UYiiR/YDMbWpTe3v1573vOdx9uxZ3vrWt3L69GlOnDjBu971riKM8f7776+FZb3vfe8jSRK+5Vu+pVbON33TN/HN3/zNaK25+eab+Y3f+A02NjZYXl7m8Y9/PN/6rd9KNE7fqFjOshrpGayBtDUOnpRgl93xZLw021rEBF24cDPgbqJbTWj0WmwGFcdPgTRnMZ1lCJugpBYusdPbdoUthQfQ0mPTOjYMYRPjb9qtuCe+OQsGoBG0oYi2dDfPT34SbGy6T4z1T4T98+taaFnlxaQd0uYheyL0GvP0YucInuwe4lxysYjqtIJDxexO8K0ILck7pfiiZL5oLawsCgf6xznXP82FgcusaUILCRxduJz7mhkz25YHhmfYSB3wmTO7lHcMs3iONMhYWTOEkWbf/FGCIbXGNaMecIZAxYwKzyoPpXLlra5A7zDgo2+VZ6hYZf21pNbOXthhFHZgeK7MKidCduhqzj82ZeZv7qaajTHv9HGWHkDuaUmOjBSH5CCUdRkXo73Mtc+7rGIVMMOq3JGaUHbFlPjsfTmz63hY1KdgD+TXVTCJ6VOzUHOyfSVrccTnN88zXB0RHLLwCVcxpRwAUUx/LeW1xxzgso4uVHhhAc4VjmO5hrLVhOw+YfPEIquLAUl8glGQeCcVbCAEKqDdKMscD38sTWpZ3Jphm+uvfhVt3eLB3/ho5ajaKfUwRp/RsxqiSSWza93hthXgS6jijv14F7aVIaKYCXZzTC/TjWNG6aAAZSZhKwqFGMGQIVoqgKCfU2Ms0PGsnsjkUV5dLcsvriXCM5++c37Nz1f2l5ylA5jGLGbXNXDb7fVL5iwj/94sn6B1/j4WZjNmz7YJqvdulf1Dqwizchk2bGM39sADn3GfFyCXokhzCdjGLHEwoqMb7Ip3YdUnONe6EisBQkIeVnm2fQ3R8C9YWbX0bzWMFmbZZFR02uHgKEaNAEtLL9DrLrMS7pqIMyUHFglHOQvLFdFRK6RH5+k1Iu7sJuhzmt3xGrfwEADdIycdSltLMu4K3zqeMtNuQk5icy1DsKieggnr/d7eMwHBrFfGTuVgV2UOFXuIEAdNbtj9VCT+C8zGxRLtBPrNvWx1Y3aZbeb0Gvsbj6WlhVRpGkGTZCGlP5/unFtFCG25LzWuXYAogz8uD6sB92NmJ7BVt8M9qKjPqB3QDO7wgLM7pt2BjWRyeWLdPpepiFG06HsSv4bzLlG+j7Sbp9Y9SFpeUvSiLhwYcuH+mHSrXn7ach0rCkxzHitNRLq1fqa4IojWqDxuN/8sVMxc74HAfgXseoTMrinYNbV/FLPW8uBPfpoH3/IpPtdd55f3P5E3/WDE1VdVga7vItt1HWef/6O85aP/gT+6/Td5wr7n8Zon/RTNsP0ot2BqU/unZ2bPYxh86dtp/MY30Pq1r6H/r/8L4coyu37wcSz+u5P8zRs/wA0fvJzLFn6VJzz1mbz1N/bwd38Hb3ojrK9NAa+pTe3RsJe+9KW89KUvnfjdL/7iL9be/8Ef/MHDltVoNHj3u9/9f1yH/OY71V3umX0eu1o79wMRQUtIpiJMZ4Vsducto5k7CBdGcMF/oByYfmA/3l0pPnY33aF/ku8vFwXOBVPBzusrrRyYAT7UElwSvRJ8cO1QiAiH2nvYanbJzg3RASV4IEIY2AJEsGMwyyTLSR7uiXfRIQ7DMgIV3Ze1xiJrjUVO40KsbGA988k74pVybVQ6nDWPMGxgdYCZKUNP2z7E5ry5DRG4eGKLSFrMNpfZf+BKNk6dpqEj/ubira7svNiyuq4hxn261F5jFG0S7WqRnnLHLDTW2dtYobM94Jx45W3vICvjSgxDwcSCba0Dp11qeDegjvUgUnjnFxvHsJ2LBUOlzjcCogBrS8Bs7NudzkvlbRSBmyaqMgUMooXtaA/99n4W+OuSzJW335fTD3dh1WcxhzRsjF1GxGmd5VpC7aBSyCWrVD9mV4S9X2EbIdgBDWmgdTmHdmIpVSBEoVR1buy4LGUfle9U4pz6lm6w2djm3JUBSypwYZm+H2aDvZySu1las6iNmnjVJa/nHGlPwROF7kV0GnP+yxzQ8pPbWg50r+dz5z6GFce3MDZjsKBIO3Oog7NlGGNUCRuuzBugADYBUBZZzeB+sLH7PAcdtVRBfLlkd2kCxECk2qDO7/i+AEeqCMcYrvm4G0DdDRufqlTND6RS1bZ84UApVbmMWz+qjq4ICJqa8pIKIGxyw97DDPsDdG2fLl8HOsI2Z/05lTA7lYc0a8BgoxbZwafW6tUNV7jmwOOZS4fYT3/KlepBYysBiZ4haJ/l0HNX+exnUiRJGTeLoCRg/8IJ2EoYH5FwXpEtdrH9JrKkCfZouHmEiNCdP8Dc82L0zYfhb24vuqTdgt7yLMmp7bF+zHtnMuMrvWYBpU7V5ne2dAziGey9EWLr9S/3qsrvgq6ChNCNZ0nWQvoPgeqU808pyHRMqLfBCkuV6Oy9Mwe5r7GHeDjngXdX1sI8nDs94feuW4Z9t8T5vBK3iutMsp37pTAIVxj25jh53VXcecs9KIETx11Cio3TRWe5ckWxd0/GVbFw50fchxuPnYULXZpqgb4kZSSs33fzMMaLx7eZ68EVJyN40GWIbZzosfkX/cnrUcDoADu7CzmD+22vbHk5Du7WlRf5nwA352VnUGOYPZxNwxin9g9uNjXc+5qP8eBbPsWfzhzit657Cj/9zgrQ9df/lfgD34nZdS1/8+Rv5hs+8GX88R3/k1fe8H28/mnvngJdU5vaw1i293H0X/QOZPMUzV/7auTifQDEB2e47j1fxe0/tsW54Awn/tsf89beHzK8Y4OXv9LykY9OwxqnNrV/qRaE5U2iyVlTE0wRurvLsAlBXPvuhusgPjBTP6Fy73njYyHyfpcoCPROsGx1TZifKx2O6s27SMl2McbVsd0S9uwuDqgBBg0ds7IWsLwsKCU0K9EwzaYQhp7dYT0QNuYoFD5U8bBdGKxEWO+EW+UE6vOwt3FzD7stNizjQktgwr+ohTFW26qxM7uRXH+qEuKRXJaLJeMYKnEZSlYV/bcIWlG//a+qnufXqwB1ojQNNedf52f6ulfoFOsz+5BRByMN6CkOHnBsrpiGa6svMtUt7MxayXqZQB0a/6jZrGiyjTkvUkELFxcUcewYYCKqBPeCArZwtZ8EdiGcb1+BWb0CM66vRa7ZVb92ELgygwAQnJaPK2rM/AczAcPr97n+rejf5CBrtW3GMDb+pdZYPv/y47P1Ecnl2+XZlRcqEeZbq5zouhCqvG+1qMrQa/bsglZHiuQFRbuPLzA6sboD07OUQNTwSULnSes7+sz40DfbWWKhsYeOWiSfuIYUq8DsXkSFqghjVLEv1AOphWaPtRCXYyUKZCVDXRsX81VEcdUVcNPjik4ru6OK24nTE9OiOcgRenpvFf8pDi600nVYvq+FzQphpAgmAPFQBV0emdMtyo1oDvRKr1KpfMwlD/OznFi+tviytSekd2OMWpyvNzS/fiWkstYX5GHKeWN31ssiLLRXePzVewkK1l8lrLYKyNkJbVXFhC0PvcTviVUa2RNAUP425FkyrzvwPBYWjhPkzFIB1fJhmJX9QV8ZMDy5jYNfxuNTLQRSC0kFsAuHsZ3lynHVs4pJWJxi5g9hWvMO2PfW2BMy9+Sortnl26kV3PhYYbZXHRPNjQfXObq3SRQqzPJlZLuu5dprJovxiwiBjjimT3JAH+H82jPpLbWLvsj/Xj1zbKzNO00rpy3ZDtzDkyCQ2hqX4riA3ozQW4lQIiQdARQoTaP9JK4Ir8bO7vfXzpldAcSCabgkEpGOa8zkS1WrSIDi/7bDLhhbrKP5WVhccEkaitDGCb8f+XeJSSrMxYe3Kdg1tX9Qy7YS7njFH3LufbfyP+eu5ObnPo6f+RnNrnUBawn//B00fvf7Ge57PO86fAXf9MEvo59u8RPP/XW+8opvfMQUxalN7V+ymd3X0//y/4L0zzvA6/zdxXdf8uJX8Zkff5Bff+5voG+5j9fc9j94Uf/TfM/3ZLzt7YY0nYJeU5vavzTbuycowCBjv8CTY79FHF28svbd7KwQ7evSuKx0wEQLEmviAzN0OsK8/0oJxEGT/XPH2T93rPhtV8ozNrxnfmzx6rIspRjpHiAM9HxxsxzsyI5WAQ0q7JCD++Fxjynre9UVwqHD3um2UsuINW45i6S/t4n199NWtNfs0hPDLgtgA5CcfaKh5mEGTofHlbfz+sXNuz8l3NWugAC+/Mg5QNmex9aufvgQrK2BzsGqKsBV1clSQvtYgG5M7ruiXqZ87H586VrS45rBYkrYDBGBWMWEEnqwS5iddawFd23BNoXhU0snvHAkA11zvBYX4IlPqDjU41bE+vl2WVMhxdmauD+UTlWVTVFFRCbpvORsnWzXiLTl2j07C8eOwsICXL36eHb1DuysW6XOy0uWpcWiVrW6uPrU21hlDU4Mc/IhoNn+EXbG7BRjzkHA9jqBnzf5kAWBqvSDR0AVO5xDWZ/B9JqoG3ezcbjvL60cKJEfFOiJ4G4mMZvrT8MsHvPVcdphe3ZDFI8AIZCGZ0l6cCv0QEaSFe10fzVUwivR1b7ze4UolpelyKxX15MrT7X7r+J88zJS1SKg7YD0avXH+nG7cwQzt4860F5ctn54VALNqsYqemTu9GzP6a2ll4OeCScQBz2rsto+UYjN0E3BLFQz3ZZrW9Q46ONLyzOzoul2/MEPY3Io8qCVVLaOct729fzOtlb6Sul6p83P47UMnY287hUKwrBagAuVXW6t0GxArwczKz0al83TfuxKbRD0cojpGoRSyPzCyS3kSsWB/bjwa1vvh3p1x8Cuahhj3rSgAfFM/Vib7zWVeTLWFWZuP9nuG4orBUEFAPMsPdcIyfHByjxTgKKrumgVcO31UQG0Vp5P0Ayq2ltjbbQwMwMrK8UBxVeqEtmZfxxp9wBL9ULs4zv0l0tBfisB98w9H9vb5bpEGjgMPKCyO7iELeM2wXdXfl4hgkKxZ+YIly3eQODBZq2g1RSYoNk1yUYmIaqj2Je0Kdg1tX8wS073ue1ff5iLf3Qf7118HO1XXsmP/JCi0xGwhuiPfoj4I/+J244+hVcFd/Pzn/wJnrT/S3jnl/0hV6w+7gtfYGpTm1phZu1K+l/xC0jSp/mrL0XOOi0IEeFbnvgjbH2p4s3f+EOYp7e48ZZP88ObH+Qj7z3DN3+b5fTpKeA1tan9S7IgFNYrZI1LgV1V68azEz+vjkYr5gABAABJREFU3dcGit5z9tK8cqH2XX6j3Y66tKOSDWaMc3qj0N0wa1UFR4RMt3ioeyNDmSmZKlWwSyiYTuIKKL8LoNut3uyrIjGXVP4tr1cBRibgCmk4g1m7EuJOTbel2g8dOqypdZYil/nKrDq3oHW1JjnpwARy56ACPBSZsHwdzJx7Hx7o1CojSHG+bS/WnAKllGMoVepTdNrYE/J4XdO7Map5a0UGrNyBGGPiNVe6bO9J6KguN6w9mWNhmd3LKuh2hPXdroxwrcXocXVQMJ8Lg8vWsSeX2bdPmJv1bI2gzoSrWjHevt1ibeEwAQWzKz+5wL6EIjSu2xV25/N9kiPWCIj2dsj2jdg4ul0ctrSkvuBD14JhJtUsh+UMy/mHJSNG/HEOIHQVKJlduRZXatJqUQ5YrLwXhMGxpJbcITPu85mZKrOreLGD2ZWbbodkHbcW96h9GFG18N2qHTgAnY77PNNNKIARjRFLGIcYSdAqKkCTfFlK5Jk6HuzqNmZpBC3MwhEutI87Vg4gyrFsNuP9xXUfzgGuVlF1W1jRXGwc5WzjaqyWIptk1YoloSNoejC9MpUc4KX9Z8qxAhcOYZvzEDRduFXT6xI2ZnaUv7OSbt9VIthwfMMVXGYJNz7Zruq8cz7TjobWALxqedVjygbt3y+TRdqqfRcq5EgIShEsNHcccLr9GB6YecqE832H+UmXr9mVFWFhQchWXeKJJJjlwe5NfmEIe/bAVVdVyrLu8+dc8yJuuPoViBLC1TER+5z9VkAYQmfectkVIXFoKYLfLvkwoz6PSo3MSeHtVbArH4PKb4zU4UOzclmFQXZps0UYd/lj4+a9FDWpDfWlHkZNqPHyUvmwZm62BL5kwrS4cvVGDs6fIA6aqE49dDO3vHuuOBEXml26sq8HKqTohbFY+sMHq22w+VJCKY0SRVt3Kwf4/V10MfcnhjH674Y2IVKPTI1rCnZN7R/Ehrdd4OYv+SAbn73I29eeyhPeeIRv+SZPB06HxB98DfJX7+XdBy/jZWc+yH0bd/L9T30n3/OUn2Emnnu0qz+1qf2zNLN8gv5XvAcwNH/tq1GnnWh0oEJe/7R309u1wvc98TXEP3mIOTXgu+//EEc+9kle8YqMT/zFFPCa2tT+xVijW3cQi5CeoPZ3Yd4xbx7WquDTDieuXv64pcYp5kZBCz1XD5OsnuR9IGDMxxPBtnwFNfU7+rEtzaVLd062svWUgPq6x8HjbirKLB/gO29m1zqcOAGxTyQwCQBpnwxRxyN26T0on2nNdoTOcxcJ5hR21rNZCrBr0tNv3+ZImH3hAYL5hgMT/PcXmsfHjq9652U7834qBNpNqU1Urfv6urC44BgYogStobMwS7Z21RiLBK7d9WSOh84z7UQz6BwME5X76KimBzOMmiRS5eoSBrDYJoqk4jTlda7/dYXmf12/dcM2e2ZOskfvY6R7NQcRSpZW7lCDA2iOHc3DM3f2+8yz99C6ZmnH5xPRNxgDDWTCobnTXy2qfBOGwnOeGTM/V4ID+XQ/f50Db/fOHuHo4pXsbTqULh7LmCdANjvpd1toxBVmFw64srrq2NctDGB1GeYXYNcu6M0FdHM/dMzTrjazGr2UhrMMu3uwvV2kZuSYIMXpDrwSH5ZmvXbX9XuewqGFyyBssNk8UCpJKyBsc7512cT+c+/Lfq/2feP4XFmpDFBSsFOq5upuS1BwHAwQwXaWMctHsL11h56Lws7twywfdwkNGj2y9atQjd6O8h/WxrKEHpg9yrVzJxEUD1wbsHxDCc5NCnkDl6EOwHayS87Tss8eBhQYO1c6is5zd6O7OWumXE8GjakCFMB2vJsLjaOIFsy2A2glctfN1q7GzO2DihxNphrFJWd7wsJSZVw9oNQIWpf0BfM9UlWyWc7NCs0g9rr6xo3thD45dIBizRXlKUVOBiu3051r2sztdy/CRuVciuN24IgPB5KLUOxY+TWVVPbM+rlxnINhlQ/DdrGXXX5yvHz358rHhCwv7WxL/roZttk/535TdB56j2LmmbsZXOuSwuXPdZbmG+zf7zIb58B9/vuTLZ3ARm33IKhS+6BCvKo2TYlyHZaVnWa6ezDzB8ZYipcOYzTWlA8AvoBNwa6p/b3b1l88yOf+1Qe58GDK2w8+k697+y5e+CV+sW0+SPPXvoa/veX9fPVKxDvPfoSb9j6bd7/of/GkA1/yKNd8alP7529m8Qj9F/8i6Ijmf/0a1AN/C0An7vHDz/oVOtEMrxv8e2Z+41rmv+IQzzz9N3zj7b/Dm79tg3f/vCHLpqDX1Kb2xW6X73587X1BAJrdR7Z8Eutv7K+9Rjixbxe9xjyXtOpddDjukFb+Trj3TwVMa45gz2PpjukCydiNf+FYVC6hKrQRCeRhHQwRIfMeSc4Oyq39mHXik+UT+XbQQIBYOVBQa2F5uQLgTAjrilc10t55W22b89hemU3aBpOyZObOw5imUk43ETASMgpXJp5XZQjUor9yECyz5aGVKoaR4vLLXLiNaMX6mrBrXWF7u2EsC2ekY1riw7hE8lgr1xe+TNX0YVjppcfB4say9kszAYirdELtr4hm3+xlnJl5Mmfb1xTJDaySIlNeXqQt9J4qn1eZclJ+OtF2ZCKVS0aC1UCgyuv7e08j0y3GL6WrAucVRmIeNrvQWmF37xADL6jdKEDSSkFaYa3BLB4lWzzK0SNw7dWOS1Y64qrmVBdnS72iUSQwn6FEmO3pCpC6c04X078qQYcibcyB0hgSAtUsqmtbi4iAmZ1hdGKVdLcHMsaL1q7uUgGuSwB0HHTL50V9fIOFBqMTbiKIMfjUl9UT3XHeT242q20aO04Eu3TMAV07+qBAYXcAcZeyamhivq4BWmGbTuAqcqzzJVy+dn2lLnXWlo0c0ylcazO6YRM7Y+CS2kX1PvxCYYy2WIdledUwRvdvva1bjT0Y1XBh0HlSixXPxuotQXMe1Rgrr9LXUvnNyDUaL7mPixR1kwkAXuPirWjTv2QY48GDwvXXjYFdvjwrtpjqV689ntlja7QfU24odnYP6fHnlw8rvoBN4onlGlR2EqjlqLjF59UuWF6C/ftLIN92VjDzB4p+WlsTZifgrSVg+QjY20XcqqBaocseQwl2aQlod4TenC1YtUUob2ue7OBTinl44AAsLTrdw6IuOZtNyvBaPVP2pZ0JsI3ZHfNrRzUrr6ZhjFN7VOzCh+7itq/8XR4cNvjFa5/D69+zyLXX+BuwU3/DxV/+Ut688ee8qrvJIGzwg8/6f3ndU3+OueaEJ2pTm9rU/q/Mzu2n/+JfxMZdmv/1a9F3fRyAxfYaP/zs95GYhO/52FfT+YGj7H37k9ltL/L6U7/Np952J9/xasu5c1PAa2pT+2K2PbOH6syu3BcRhZ0/UHNwjyxcwe7eoUuWVfMjAzXxOz3OusrNWoh7RPHOO/XllUuUJZr89lVE6D13P73HhHQu90riedHt8XASweQZGicJ1FfezoZdDraP0FIVkE9RhsxNALvG7VqfhEeUxqyczKtQOkumzAo2ziiYVDGxhnEHrgaweHH7YbBcnlZhdpU+a3XAdoYxjjvujaAMIzpyyNJuOydGRJArI3rP2194E9LIw9R2tqP6iewAFiY4f8VX5XdmZhdm6ThKuZAoK4FjkymBKGBpsTxfCZj5Fulyl3h/dyKzbXUFDuyb3O8ioFqObRjt9iBf3MU2ZzFLx+oH7ngp5b/iGEGC1HTSxpMx5M5o6EGiHEwZmpG7tIrGzhNQTifLLB6BqE0cCZ2OE/BX1bpU/eiKVUMwAdLDA9onAmx70tg4C04eQh2fYxjMl8wuHAiSq7wZ0iJrogiYhcM8OP80jG5x43OaXHXVhHUkgHahS0X2xort0Czz/ThcHqGXNdG+7vhXkFmskolhYM2msH8vrF/bJVhu5o2oVOsLr/Gybo/AnRaXuRUqYIfUv+92QUuIUqV2Uk0vTYRs702ke28E4EBvF7ubKxMBSSjH1xZagDv7tdWsvMn7uIqMFJe3HjechJqCCoTOE9ZoP26lALCCuQata5doXrlQKdIng8j3m6ogVQ4GPayeogfU/TEHw8t53JzTk4w276IzvMtjXY9s/IrwbSnhqbnmEpc9+YlE6w+fIK32MOdSX05sBF5rjaJ/hcmJT1xRgq7oUdpGF+QLa1vV+vYRVm2cSliK8LuQXmNLUfnwEmGE3Y5w9VX1BDLiwS7TFVQU0Dg2S7SvS/fpu+k+eR2zp/xNLwXqJ9befRc2CXQ86YAdNgW7pvb3Zqd//u+48+v+iNvUPL/33Gfzoz/fZc9uAWsZ/tV7eM/7X8hXBrfz+3HGS676Nt71oj/iMbuf9mhXe2pT+6I029tF/8W/hJlZp/H+VxJ87gOAC434wWf+Mme27+d7f/elRM9a5MiHXkDville+eCfcOJ3/4yve3nCX31yCnhNbWpfzFa9pX0kml25XXeNy8RYnly5of0/ZHblFvqb1nCtBFaWFjWPe0zJSqjedMeeYaSUQqIA3VYEM6XnYBYOIYUgkq8DUmiA6LEwxmr5eX3DHFwoPpNCxH2SU5IeeNIl2ydIKZbuBXnFZDuOU2O35UpUwSoRzKXZLQBBk2z9GpKwCtD5743d+ZlrFHo2Qvci5Hjs8ZOShXF08SoOzJWhk535JgcPCCoIOHwI9u0XJAxKkMAzu6TE8aqXqr2O9zbJ9o6KllzSqvXVoQMLq0BtK2DwmP3YdskSuGnfs7lh/ZnYRkh6cBE935joGAaBB4f8d8e7B1hUS0WVVDOi9yX7iQ/mwtqabP3qIknAEx9fivJPQPMKnMmFxiqvk8aOE6rzaa1xJceXrqHXcOG5B9t7aeoGrf1PrdXd4TF6R8YywV2rrIJv3Y6w0vH3gIZ4LagzmcaAh/bj9jO46qlYCctp5S7gspFai7Wm1FRT/lpBExFotYTl5Z2AHzmjC4qouxsfC1df3phwbMUCCA8GNaC9SBCQmUK3bZLFXhS/fcMy+vIlbKOii/bIsa4vyEYB1wXdoM181KsrjudfCuzdA095Uv7RzgpYxGXFbblJd7C9m2Od/RPRiz3NVZAc3J9cv6NH4Ibr6y0BQOmC0bO4UJ77uMfAyRO1I0uAKlDomahkdXmL9nSQQO1o8sOH+Y0dXJnjJejpKthTC7Q9K64gJ9lH/oOWr71AokeKj5XnCg/fjktY/lvgQgwrvymVlMAPW2y0UyNuyW9bQf2ZD82rFmkcn639vk2QnKQRBYQBHDpYB7ByNlkjaIO4RDMNaTArc+xv7N5ZEExcO64YAwHop/cIFt2Y6U6Ino1pTWjTRM0uIFs8AlEHvf/Jk68/fu1HdNTUpvYwZo3l7jf+Bade/wk+2drDXV//dN78nxp0u0I23OCD//3LeOlfvpb3xFs8+cC/4hf+9cd4+XWvrT0tnNrUpvb3b7a7Qv/Fv0i2dg2N3/4Owr/8BQBOLF/L9z/1Xdxy5q/5/t/7Wuyq5uB/fTZL33wFN124lX//dx/kzd94np99hyFJpqDX1Kb2xWi10J9HpvMKwPy8MDtbRRsqZY451Pk7pSY/ZR49LmB0TSlI235MGaYnIrV6VfVR2nqFhpplfpwV7suJ97SID81M+Mo7FsVj9clWZq4aQ2gmMTJyi+taNtUwLBHBzjjHwHrHrMbsQtXOKT8XrGh/WUsYjH0/gVogBeutDEuyma2EAdbrKFrRfcou6Lkn91UnO9RRDfwya1eRrV8DUZtmU+j1BEQKMoDyzK5JYYzjYFfr8hluuupynjB/DeW4TPKS8nb5v6aO2xQhuJVzG0GLdlxmzqt366S6uc92NZbZHxwsj5KSbTEJfGg0xIm1j9l4CFMeTTrpmuBA20A7gfvLjoesz+wvvpuLetw0fxUq7pDufyLZrmvL+ildZG2sXkxEVaa3eGblznqW54y9rKHfE/orb2dFN10odbDAFgkOqnvAFwTVcyaix4E7HeH6PTeyq3eAWc+KKurg+6/bdTpCkytofX9Uvpuk0R4ogvWx+TKhv4L5yUyS/5PM8RZAuT2hygQUccBCGI6thcn0li9oRzv7KqfmHT+WqCIWwmjnoIhSaC085Uk4YXtv7bawa104fhTW1x3QK/4i6mFARSjHPl8bNpq0cCYI8Y/XTdxaKcIZx/YVuLTO2SSLlprMzx5lZeGm/zuwK7f/k3FSshNPrRRmJ1XEf5Ttuq54XZ13+/cJNz6/RRgK4XLpX8f7u8SHHHM6XXa/iZN+7w/On+BFT/z/2DvvADuq8u9/Zm7dvVuzJb1X0hN6SAiEXhUQEQSkK9IEFJSfIgEECyCgSAdBQV4EQbr00FIoCSGN9J5sr7ffmfP+ccveunu3ZTeb56Ph3p05c84zc2bmzvnO8zznACaPSJ3MAaDQ2Y+ZQw+nNHcg9v4OxljH0d+eeE22dgx0PZxnCy1xIpoo0wbOYvrAwyJCfeQcSVOfrunh2TIBqz07HUHELqFTmH6DdT/+mPrHV/FB4Xjy7jica35uR9NNPlj6Vy59Zgp3NyxiRN5wHjzlLW6c9zDleamJIgVB6CacBfhOf5TguONxLPgD9gV/BGVy0NCj+OXhf+Xr3Z/y2/cuIkiAAb+Ywchnj2GA08evK97im0e38eMrFFu2iOAlCH2ZlMFiO8gUehFeGfnQSMjbEmXG2MOZMOGAlOVRcnLiZqyLX24pYlTOkZQkhypG39KXOdIMQFuGF3qqYxc2G5jxA6jYyClaNzHPrrZGRfHjhUgWIlRuCeagmaj8sKBnFgzKsHW8yRroFux2jbJSmDwpY8G4bwlJzcKf8Z5dCaYnDgOUTsYk5gBY7KhW7I569jmHpkkgkzwo1cCu23BY7LHjmfZNvq6h51gwp4WFBmWqBJ0yOXQwdXk0R1jEy6UDnhgJJJlojZzWppHYCy02aJH/pwqZse96WFQbP06jrCzJvnh7nQWo/IGRP/RYGGNyvboWFwZHxJMjxbMmcWyaZ8ltsSslV1nqtpAYBhkLB1MKExM94nkTm3PBnt6jJEpREWhFpYR0F7rRcq3arU7Gl07HYc1JKB/dv9yho8iZnJiDMEE4sOiZL1dLS84fa5xtmpb+PHEdNjCWfD1cLnqMswtjbPmupy7LtFl8J7Xz3DWjnl2xMMY27Eo4b8MTKaR7KWCzhSeXGDRIY9CASKXW1o9B9JRSup3G0lmoomFpbLFgK9Iz5sWK9rndrjFyeBqRLqYPZi9vOAbnk3PQdKz9SjripJVyHSWsaIUWHTJ1Vt6ApSjzhnEvVZLvKc4yJ0XfGYmlMGkyC6tO0XdGYgwK35f1NL/ZDmsOA/KHRWZXTE9RbinFp43GOjj92zEVf0NIIpwz08godtktDvrlRn/PMx87S9z5mGl22WTa8S5PEBIxGgKs+uEHsLyCVwfO5Ji/TmT/A2DBxpf5x8LfsNlfxVjl4I7pN3HgzKs6/4AhCELHsNrxn3Q3Kq8c+5dPojVX4j/uDuaNPo2QGeRPH1/D/A8u4bfzHifvsIGMffNktvxkAT9ZuoAPlk7m4kuncsUVFr57ahcMFARB6B1ELuV+xekffrOvR6MsbxBmmrC8dClg4inKKaWIxLfDxlAdy7YWb5WSfhpbayAUcYRyHTaAQCQ7UKb8MWlfjIdHsOHvafJf2WwaFfmHU+Zegqb5I9JYvGKitYRE6RokOdTEM3aMxpLtGVbacsOJjtOQPHiJD2PMcWq4ci3py8dtlpenE/KGBx7KFslv44wPS9NSkzXRMlDJdgCRZEhkYyg8aXj4OG1MX6Sl2TQuGenQw/0WM8tMrxsk92fyORf1Emgrz028SfFj2OgAUs9LHAzaIuPKUCh1hsZoe7qemNA8XH/8/rc2ONfSltEiy8w0YYwp55GlbceTGYUTaAp5InZFhKsMF27MSydSZ05OWPCxWsHEjHhUtXgYQliobU1HPeBAHX/hJHawDr/9myx7CZSzCHKS1Ppk178055c5aBI06DGBdsgQqK2D5qjNcZtYy3IIVXlBg4Kjh4Zz4CU0l6W1jgLwVYUFuOQ9zHQPTvbcaw8KnE7QDEvLgmTimvXkjMDpXYGKn/kzuj7T+WNmJ3bFO/ZqrmLQG1LKFJxzEFrDVlR+oqButzix6jZG95tEU1V40iWnU4cGEvq2Rexq3+9ZKxpNWmYdAh4PbNsebS9NoVYqK7aNwGvZSHHJMGrZheYHTWloVhuV+YcRtOSlbp7wvkJL+2KgNbrj0b29dZpm+Fy2aK3LTy33xjSeXXEzUlhE7BK6k8BONytOfxdtVxOv7jeb8x8dzjbzTX784h1satzAKEPntpK5HHzCQ+jJP0KCIOx5NJ3A3F+i8vrj+OhPaJ5qfCf/mWPHfh9Dhbj7k+u4/YMf85sjH8E20MWo549j1y2fc+QzKxiv1XDPXbNZuMjBr26A4mIRvARhbydNBFzH6nHolLsGYylODfFpS+xKR2ichdC4lodYR6TaQDD86eyfg1mSftuc8U4spgVreRpbaBn0RobhKWUMSy4+axmaXoeWGh0W25FMx2x3weGAxn7JbXfwIIe9bFoe1ZMTYSd7EgHMmKahm1BZCSrPgWVgOc5JufjW1CcXTRS7UGHvtSxnllMWG5oR7pQxZVMwChrCHkoZBr3JOdGSDEncr6QBrCJ+BrPEulrCGBNJDNPVMI3wcYyfWdQ/J/thkH14PpZiR8IMYgD2iPYVitN6y8uhf+wU1NL2f7JnV0Za6Q9Nt5B2QJiwjRYO+zKTjnFcP2kaWMsnUlK9LrzAasfMLUHlJU/yEK0xTHSQP2QwTDJ0KkMaOxo2gtZiQ3TXcnLauAY0sA12kZurofqlCucpxVu5ppQ9bhCspz/+tpGDyLEFsQ8Lh9NZLBqjRym+JlXsch1UjukOheuxtfRc1AumrWvGGHYIKhDELG7CVD7Qw7nqLK5w+KLmsEDpEJTpTt1P0ouo2WACY0drjCrUobrt8h7ncKqLhzMi4bJovc3oXAKtnsO0XLMDB8DoUdC0Kk1dFiv0G5WyvOCIwcz0D8SWm0sjYbEr3TFvccZt3Zb9ymeSby/KuH1buFwaLhds39Ga4JT5/mbVHJTZJ2DND4CnElBYdSsmELAWpbVF2fNRuYn3q/b8rrTnN7gt2mw1QwGXPR802ozwskdyeKabvM4Sl9Vfb8sDNYKIXUK7ca+oZfVZ72O4Q3x4xDxm3bScO7+8hA11qxhhWLjNKGPWkX9CjT++p00VBCEeTSN4wEVhwet/N5H77Fn4vvNXThh3DoYZ4t7PbuC3713Ab+c9jsORw+A7DyFnRina/y3iTtcb3Pvp4Zx/UQk3XA9zZovgJQh9gc4+BFuLneQfPQTdkfrgGfMWirRhG5BLcLenXfU7HeF7TV5kYiyrVcNiURhpxsO6w0LuaCsGqRLAoIKR7KhcGjHMTCsilPSDkCfcntJa3iCHRSet5ak5w8AuZMlPu7wtco8eQGDrWhzJObtSbMwkCrUsd9gt5Ng0KisjuXTKXeHwy6hnk65B7NjFe3aFZ2y0JOVWSydiAhgj54IRHrQPLBhGc86uVkeLKbl10iXbSUfUMycuX5mWbhyZdKySz2u7xcGBQ44k15YPRxph77PdyxL3aciBNGxqpMC9Jq1JyUIXtITmGaEWW4qLNcodGrW1CqvmxKpbybE4E+zVNI08ewGGMrBYM4cOtXRRipyH0vTUBPWRnF3x24fz37W04ZxYjH1YPmpzSzGzdBzKYsdSsRJXThnNaWZIjRIVoKNCn6Zp9CvWqayC5kBjpNlISKsz864l223Jt+M6sRy13Ew+1duH1RLxvlRh77SkuiyRxPSOkYl5/Vyu8L4N6E+ix5BVTwkNA7BFwiDbmo1R5ZagnAp0b3hyg4jYZS+3YC+3EBo1BGV3kVbiM+NU93aK5gPzhrDTaGZAwQio3kp6z67UOhNPqfRtOiOChBaXoL41otfjkMFhYdE5sRhrv+xODmtxSzkz4lKrt+Id1JbYNTA/fV6q9tJqLris+irxRtbaJpb9D0V9uhtrPydabfgNQLZeqtD+3/npU8Hvz7Ay04uyVrQ/pRQ5NheHjTgBm6P1XFtOay6HDjs2bW7v8LUWmWhGPLuE7qDq7R1svfwj3MrGJxfa2TbtR7zz6TcMw8F8t4u5o07DOOKXKFdp25UJgtAjhCachFk0DOd/ryTnX2fjO/73nDzhfGwWO3d/ch2/evscbj/mH+Ta8uj3/THkTChmy08+5Bc7/8f/8g7mV78ezdFHKX52VVKiakEQ9hqiV25bD8HRxPLJMy3GY3GlH6w3hse9FEbGlLkHlbf6QJy2bitMGJeYVHfOYeBOdYKgtRFynr2AqE+XHklcncz0aUA5NG8HLerFFataQ4sILppVhzQDAV0L5/4Kbxfvd9WGd0SOBeVKDT9L+TttHjLaKNNaw/F9qlD28LTwUQqOHxbb5xSsjvA/wFLkwDmhGGtZ5sFrfL6m1HOuLbGrxXNEoRLzcWXw5kh3GPIdReEvBWFjxpVOZVfT1th6lVeOfWAZrF+T2Z4k8vIhNwfKB8GWaD1EbQWbnsPUgsPIt1ZFLYtte9DQowAw6jONKuPKJ4laFs0CmoYljXdD9LypnGGlIGcwTlZhibuAnGOLYpbGo4pHECoYzIG6FVOZLNj0SlqLBgzQQFP0j3P8SvbGQ7MwZTLk57fvGcEZEQXLHJ0bRyiHlUJbkFpdI3k/82fa0kYhWywa48ZGR/Jtt2G1RGdszaJwZkef1lEd9+zKseZy2PDjY6GQifm/CB+WtqpMcyHNGXEStkAkRFoP12m0EToYvf6j2l3LOdhOYi9QUhPUJyfBb2+d7UVLf2m2ycEHgrcmfN6ERuvYVhroTgtGK+nZrKU5FH1nZPiP2kiZdoldqddBa6TkDsyCqCAcm70WGDsGZvQHIk6j2Qq2OTZX2uVa4TAI7ASyD7mXBPVC1mz427fsvPR9KpxB/n7tw3ww9KcEG7ZwszuXf2qTOPw7zxI66S4RugRhL8AcMAXvD/+NWTqOnFevxv7ZXzlu9Jn83xEPsbLic37+xunUeCoAyJlawpjXTyLvkP4ct2Iht5Yu4dMPDc67UPHBh5K8XhD2RrINMbT2z8E5qR85k/q1XjANUeGnuDjaptZmuEtLktr4ehJDkWy29EK7WToWZc9D5aa3NTrLla7Sj/J0XcNqSxzsxjtP6Q4LeXMGYhuc/kH8yCNgzuykNlHtGpTEE91nM6cYM6+c5ETY6WrVk8tEC6VLTBMndikUwWkW7ONaPHp0hyXtLJrp7HSOL2q1bKojV3o7UraLni+xIioxjDE23kk8Gtl4MgwpHM2BQ45MWDZlMowbm71oaLHojB6tkedKnF0PWtItJcxUl9ZlrJW2rFGPsMQyeeQzqnAqw4rGJSyPJqgHUBYNqzWHQmc/JvSfmbGJhJottrCXVRshQgP6J16TMe8mPeyFqWsWiotarSItdouDuaUHMMzVucmslN3KsCGw/wGJx806pBzdoSWEB6cjm/63RXJbZRv6m9RCq2tbcjJ1ImdXkuenSieMpsl5lVQiZYnNYscaERr0qGdXGxdcdLXZyUfG8EsLyLOFw08bc8anlOngBJadI6XRzP1bUKDhcIRFfLNcx3+kDc2iR3L7RZ1ZM2+vpfw49Q50h4Wi74zE1r/FI8vp0Cgt0TosKCaj9W9JEpAu0X1au7qmaaEvowyTL674DM/vF7Nq9Hr+euWvcZVUc6e3mGcbcjnq4F8ROP9ljGEH97SpgiC0A5VXjvfMpwhOPgP7ogdwvngJR5Qdwu3H/IPtjRu58tUT2FATzo9gLXYy4qmjKLtyCmVL1nKv7R1GF3r4zS2KX99sUl3TiQcyQRB6jLaelzVNwzmmMGMuptaYuB8cuH9kVq8smTrgUOaMSJ/AvU0c+Rij5ibMspZIROwivWdXPIpIEumknDTWfk40XUOlmTFMz5AfqM22WqaxAqAkt3/i+uIRqILBKdWkFdGyGACpiEdWYoJ6BQ4Ni6N7gj4ScnYBGaZUTEUL/3M5IzOJJYcrJglMLe1pDBoI+89on51Wa2QgmjWRspaW4xb1LDGj2eHauHT0DJ6RAMagmRgDp4EtMaRH02BA/tjUPG5JYYyaprP/4LlpReSuGoBCS9iiyg0fv9mz9HYexxasHZkkIQnTYUXTNez2xGvSLBxKaOyxrdwjsieas8tU7ckxpiB591o7QRJElPZ2WIsoYpRPxBg2K7bGOTHLlxcx29K3bcnSsyt6/acLP28P/XP7c2i/afRzhhM3GhYXxuD9E9ro6IndXu3Ibm9lu7QLUyeTiEfXNebMDr80yYaOvESxdcHtva5kTucr6SB63GyRbYUPR5EwRqFVqqt3seiHrzB8dQ4LDvmYLd/5lrubSjhgt5fQhFPxzb4GVdC5ty+CIPQgVjv+Y2/HGHIAjvduI+cfp3HI8b/n3pNe5dfvnMvPXj+V/zviQQ4ZdiyaRWfADTPImVbC9ms/5bKKNzjye4dz34flfOf0eq6+Eo45qp1hNIIg9ChZOO50GLtdiw0IskXXdPQMU893FfHJ6lsr1dqfWB1gBDAGTIE09rbvPtgyCJo3+rSMpVKFjcxlMno3aGAMn4XmrUuyQKVto6PMGDQbwwy12BWvbbWjCfuwfEyfwYT+5VQUO7FZHGmS3ZP2PJs0seO/RUrPUgxx5GGU7xeeQW5T1KiwgZ78ceDPQlBuzdvRakcVDklvY1xOm365ZdR6qrBbnLE+nDAeDh+R3W50luj5HphuQa9VWO2dFZOy67u8DLnFzBIX0IwKpplpoguELgB7RDQORnLXtYXroHK0qgqwNGTfSPyFnGbG22QOHXYspidiT7yY3W9kQjnnmEKcYxKP3ahR8M2Klpxs4TpiNaRtzzG5BLWpFrMNz67cyKlq7ayOqRS5FifBpEkYEoq0891rRz3Bxo4BZzXk13TQczfNOW63ZxMS27H2DpjZ0g+dwbAVtF2IcIL5rh4OWPT2PxuI2CWkpaJ5Gy+89ygj78hlyO7+fHjsF5xy8ComV9QSGn4Y3jnXYZZP7GkzBUHoIkITv4sxYBrO168j56XLmHDAxfz1pFe4+f1LuPm9C7hw5q84a+oV6JpO4XHDcL5ayJZLP2TUY+/w8E9nct/2ydx6u8H7H8DPryPstiwIQq/FjHks9awdbREy2x5IKt2ClsVAMLqzevJ0awmVRQ6MxQJoBKL3smRBwuIAmsCW22b6hmzfwLctkCWvTy2fMdQxfkBny0UleQpF9zvbPChtkTyTVnzOmMyHP3XUaRsQtlOZClckhCldgnqns+t+c0LDZ4E1J+vyKjKDnKa12B+acBLedZFEypbMYWRR9FwrpieUcX1a4g7E9IGzUUolhvtm6aWW6bSzWmyMKk6eWzRTHZHzzqFhDkxKkt8eIkKUcrQ92cNBQ4/CYUmfJ84szCF3fBnWshz839Z3zJY2GFQwgjUsp9CZYXrYJGwDXWhWOzQmH/NW+ijunNGUkXCFGEMPThHAcmwurJEQv/bmrhrQXwsn508wLSwVZLq/Oge78M9MH9Ydz6iRkJ8PJZ1+NozkH4vcjwvj9LqOnnK5ueD2JOYVzAarVWPQIB1vTfvbdB3cn5A/CO285ONp74vlPT2T+oxBs9su1E60LGdgjEfELiGBjbWr+PeKB1n70RJ+9NwPyfXmkfu9j/jV4EUYuZPwHvsnjOGz2q5IEIS9DtVvJN6zn8O+4I/Yv3icwds/555j7uHuVX/l8S9/x6rKz7nh8PvJdxThGF3I6FdOZPvPP6PxL1/yf6c38sml+/PQ01bO/ZHiJ5fBqSdHBziCIPQ2omOX3n6JugNNse8Oa/qBrTHyCAj52q4sLuQto/CgFIWH2Ak5S2E7uEfpBIfYUwYWymoPV2e0llw80lobg5ICRz8GF45kWOHYVsslh0ulE9HaHABl0vjoWrErHZEJ8lJzdmVBvPdT/C5GZwxzdKHYRU5x57aPKBJGxMOkJXVS5tF4/pGDUUZ2LiZ6oY5RlioGdbVX9eEjTs66bHKuuA57CNpdhIYdCjlFbRaN5m/KWNWQsOjTqZkdW6E4t7RVT8x0aDHBPbswXrN8P0xLEZq3HuUsSljXZo7kLjgfVBtecNkKRLquJUxo0HGDIvcpXefgg8KTQ+AL76eWVCZbJk+C+no6HHabljaOvW1ALhZlwsaua3JP0dHE/OGNu9SUrOjl7/OEPYGpTJZse48b3vo+l708j+bnd3LlY5dTpGwceNbfmT5xB76T7sZ7zvMidAlCX8fqIHDUb/Cecj96wzaKn/0Bv8mdydWH3MHnOz7g8v8ey7rq5QBY8mwMe/BwBtw0k+qX1zPt72/x5M2NTBgPd92j+OlVig0bJYG9IPRGop5dHXhRukfxR0SsmYPmcOCQeekL2ZxZDY6jA00LeuYE1crEkqOBPezZhaZBmtASVTQs/JkhjKosdyAQTrjd5myMmsb40ukZZ6CKYpjJYlcqmUQGleXIpDvD0KORTmHPro63Ex8xVRDRfIYO7X2qbXTmudhLn9YS8Vt1dEd2F2Pj4SdSMeaITlrXpSm7Us6bToXD5vbrWpfTdpwaeXMG4pzQSbGzFUb3m8SI4vGUu+JDU1sx0JaDOXBaG7kIu5E2koBb97TbTDRGUdMpyNewxs0W23LKtO/Mtlo1Sks7ef9IaTILj8oOKj959sJObd8j9OBQQDy79mH8IS/vbniRF1c+zNb6dZRZh/DjF37JhBX9KBy+kVFnLIJ5V+KZ9N20+SgEQei7GGOPwTN4Jo73bsX58V2cNWAq4w+9j/nLfsdVr53EudOv5QdTr8Kq2yj7yWTKDh3O6gvfpPGiN7j51gP54rjR/OVBuOgSxVnfV1z4I42cnL3oh1kQ+jgq2eukl5JnL6A50EhRTudnerZo1vAzt6ZBRg+m6FN5JLl4Jk+o3BJCEzIn0h9ePJ5BBSOxWewpIlV7mDvyFDbXfcuW+rUYZjBhXccGO+m3iXp2decAStcBI+pN2PF2on2SkwO5uRrHHAUoHSq7wMhOkLxHzogjYiwHUhd5zSnd3iMeEq2Rkmy7Gz0EO4LK6w9Z5Nay9nNi7Zfeg7QrsOo2RvXbU2lguuAksbQuFbQ39K+zaFHRPs2NOS5D2Z4yp5VDnE34cMf6Z0r/g2kONGQ9G2FXo2lQlXcQAwZodN+V0nWI2LUPUuXeyatrnub1b5+mwVfLuNJpXKJ+weT7bKiqIsoP+ZpBN+5PaPpNInIJwj6Myi3Bd8p9WL99E/sHdzDzjd/wxJQz+LO+m79/9Uc+3fIWv5hzL6P6TaT4iGGMefNktv3sE3b8YiETvrubf/ztIB551sazz8H7HyiuvQYOm9XLntAFYR/FiHmd9KwdbTFj0BxCSSJPR9F0CwrQ0TK7tEVUQKXpnRZ+bJFnqM54S1l0a0v4ZlI9xugjMPTmDNtFNsmyf4ucpXgCzd06gGoJ54v9p0NYLBr7jVeUJuifPf/b0r8/bN4KJZEUTiNHQHER5Ht1aKT3JsjrgkOXnKOrV4ldmoYqGNTTVmQmzfHP1hOz9Xq7oGPbuB+E89HtQXEpaebaeHrVi5s4Y+yR3wG7JTUPYElufwYVjGhX1TaLPSUn4p7GbyvDyD6tYY8iYtc+glKKFRWLeWnV43yy5Q1AMWvYCZycN4eyfy7F+04ORtBO6VUW+l97J4ZVRC5BEMKExp9AaMRs7J/9hZJlz3BbTjHzxl/IXbte46evHMf3J/+Unx7xW2z9cxn5zDFU/W0FFXcvw7u0miv/OocTjivhT3crbrxJceghiqt+qjFsWG96KhGEfY/omKG35+yyWewx0aizDMofwXaWhkOsMoYxhg+M0lr37NqTDCoYiWGGGFIwOnGFLRfseWm3GT48PAQdkjRhdqb9GVc6jWFFY7FbHOkLdAHRtjOFMZbkDqAop5SRrSRF1yLJ3ocMSdq+F3RUQUHEyyyCpmkUFwPe6ILIOZVluGImot40rWln48um47Il5vVyHVSOZm9puyv0lBYSK+uqWT27GmtJb/RF6a5ztyvErh4InWyVxPszELv2Y/cX2jkdY1fQyrVU6hrIpP4HUOYanLJu2sC9Lz1QZ261Hd3WGHwAmq9lBuH2vEASsauP4w95eX/jS7y86gk21K4g31HMmZMv5zuFM8h9+0V873zBrqUHocph9N9PwDW5Z5ViQRB6KY58AkfeRGjSd7Ev+BNHLX2Z/QsHcm/5OJ5dfh/vbfoPPz7gZuaMOJnyK6fgOqQ/267+mI2nv0X/a6by+N8m8dJrOk/8XXHehYrvnaG44DyN/PyeH6AIwr6IuZd4dnUlo4onMrp0GxZNx2jLs6sL09pGPcRybemFqbbQNZ3hxePbbiduAGCxaIweFbeyDWFD1/QO29deMgmsVt3GzEFzMm5XcMyQFpe1vRFdp/DE4Z3OmDx+HLhcUNIvc5nBBSNTltkGJuaEKyuFHTuhsPU871lhqkSBoVeJXZHzzTGyAMe49Dn2epQ0A/dce1io7JfTiazuXSEAZ1FHWSn0a+Vc7FLicnYlE77/7dnkULYBuXi/qcE+PHnCiMTj1j9v6J4zqpuJnRJ70qEvvz8qPzxV6OEjs584A0Ts6rNUNG/n1TVP8ca3z9Dor2V0v0lcf9g9HGMfjP7Rk1jX/o/Vb5xOoKYEx5ljGfO7g9CdvcjlWBCEXolZPhHf957AsuUz8j+5m1vWreK0ksn8GTe3fnApMwbO4cpDbmf4AeMZ+8bJ7PztEiruWkbDW1s59Z7DOOaZIh57XPHvF+B/bysuvRhOOoGEJKOCIHQ/ZuYxQ59F03Ws0fCqNsSu8GBd6xIxUNM0pg48lAJ7Uecri683aUCVVdhlD95qo+daRxPU67m9zcskS2I7bkGzdf6Estk0Ro7odDWUlWkcPU91y6QEyWGNmbAPyyO429Pl7ScZE/7IsXTrBAwdJ9WmPHsBs0ec2ElPy+7b19DYY2Jix/Rpe+6YmgWD0Gs3ovLiRcCk9vegCKPnWCk6NVVY7gVR1d1OuzxDu9CN1NpOb8N96BGn76OUYtmuT7nlvYs5798H8fw3f2P6wMP48wkv8eikX3Lq4pcpeOGn7Hotn6XPXII3OJhhf5/HuLsPFaFLEITs0TSMEYfh/eEL+E68iynKyePb6riBIWyo/JJLXz6SP350NZWW3Qy9bw7DHzuCUIWX9Se9TvDpb/j51fD4I+GH9T/drfjRRYoPPlRdk6NCEHo5zzzzDPPmzWPKlCmceeaZLF++vNXyb775JscffzxTpkzhlFNOYcGCBQnrlVLcd999zJ49m6lTp3LBBRewefPmNu0ojzhyF/VCR4duIyH0Jf373mgC5JJSjVEjYcCArmm6NHcAdmv3hlC1OpDvBffXaJ7+cM7r7hkNqh5K2twqUZt6obLcVeJPkbOUUf32I88edhPL1rMrd0YZhScM7xIb2qTnL4H0ZOiDTocUd6ewZ7FDT6S8cRaGJwaxZ565tri4N3R031W7ciK5uqx7ybuH3nfXFdqNL+Th9W//yWUvz+Pnb57BNxUL+cGUq3jmjM+4dcDJ7P/G78h99Wq2LbLz3hO/pHbxgeQfM5zJC06lcN6QthsQBEFIh6YTmnASnh+9gv3sv/Md52j+XWvjnFAhCzb8hwtfOIz7P/slgdl2xr53KoUnj6DirmWs/84bDG6q5v4/a9x5u4bFAr+5RXHJjxWLl4joJfRd3njjDe68806uuOIKXnrpJSZMmMDFF19MTU1N2vJfffUV119/Pd/73vd4+eWXOeqoo7jiiitYu3ZtrMyjjz7KP/7xD2655Raef/55cnJyuPjii/H7/a3aUlqqccxRGi5X330oTyF+8JfJsys6ItYtjByhYenFSc2ShYrsPLt6bn+CofCnw949dhiD98cYMbvL6+00EbFL9UKxq6vQNI0RxROYMWgO0wce1m7vi+6kVzpz7WUoW25Pm5CZuA6eMlljaGpqrD1PHz7pxoyG6VOhuCj7fdRd4fuBZtvzzjV99667D7C7aSsPL5nP2c/N5M+f/hyrbuOGOffx3Mlv8+NgAUP/eS7Ot37JxrW5PPevW6h67VgKCl0M//s8Rj16RC9N0igIwl6HpqNPPAHv2c9hP+Pv/KTsSF6oz+M7PitvrHmK858/iL+tuhnLbUMZ/tiRhKp9bPjOm2y//jMOGevlycc0bv4/jaZmuP4GxU+uUCz4SGEYInoJfYsnn3yS73//+5xxxhmMGTOG+fPn43Q6efHFF9OWf/rpp5kzZw6XXHIJo0eP5mc/+xkTJ07kn//8JxD26nr66ae5/PLLOfroo5kwYQJ//OMfqays5N13392Tu7Z3EC82ZExQH43v7P2DFYtmpTinjDJXZKa5Vj279oxNrRENnbU7QHWDl5vKH9Cqx0dPoaLC6l5wTnUWm8VOv9xO5JnqBuzD89HzbdiH7ZmcdO2nm86LLhJXQ+NPwBh1RJfUte/Qd691XdcoK2vf/uVM6Yfr4P5YCve8N2Av9PUVWkMpxdJdn/DyqsdZtO1tNHQOH3Ey393vIiYHwf7Nv7G8djuYBh9tn8eqxcczuaKR4SpI2VVTKL9yCnqOdLsgCN2ApmEMOxRj2KHkNu7gmuX/5pwV/+JptYs3Vj/Na2ueZu7geXzvhespe16j+uGVNL65hfKrpnL0Rfsx70idN96CZ/+l+L+bFUOGwA/OhBOOB4ej7z44CPsGgUCAlStX8uMf/zi2TNd1Zs2axdKlS9Nus2zZMi644IKEZbNnz44JWdu3b6eqqopZs1pmdMrPz2fatGksXbqUk046qet3pK+QMWdXRBXS9Ow8pXoQTdOYMWg2Oxo3UeXe2aq9MYfZXrBLDju9UpTqNqLCquqBWeIE9BwrBb0wkkXZctCC3m4UQbuo3l7ukah6w01NaBXNomMb0DPegaJ67CV4g27eWf9v/rv6CbbUr6XIWco5067hlOGnMmDjZ2iv/hZ702aaQwX8d8M5bFt9OIdW7WCGu5aCE4cz4IYZOEZ1wXQrgiAIWaAKBhOY/TMKD/0p1657hwu/eY4Xqz7hP9vf44Md7zFh8GC+89eLGfPieHb//itqnlpD+c+mccqZoznpBI1PPoVnn1Pc9WfFY0/Ad7+jOOkEjYED5aFG2Dupq6vDMAxKSkoSlpeUlLBx48a021RXV1NaWppSvrq6GoCqqqrYskxlMlFcXNwu+/sKpisssmjFJWi5qcfArM4FSxCtqBi/1Y6r2oXd6ux1xyvenmatFpfHhaMVO52jNJrqFMVDyrAV94xnv8sVDq0tL7ej61qsL/Redmy7GkUTqtkFrtyEfe1t51RfIXqeFRd3MudVFnSmD9XUE8BTg1bUtedByz2uGM3W96N4lN1A1SSK5+25p3THdahME+VyAVqfv7/1dkTs6uXsaNzEK6v/zlvr/oU70MiE0hn88pA/MC9ow7rqfZwfnomOwRfVB/LGussobxjM5G0bGeXegGvWAAb8aia500rbbkgQBKE7sNgJTTiJvAkncYGnhh+s/i8frH6al5rX8QfvreQdYuF7445jxvtHsePGhVQ9uILya6Zy+KkjmXu4zvJvFP96TvH0P+Gpfyj2n6k46USNw2eLt5cgdIa6urqeNqFHsLrdAISa3JAmrZmlsREt4CbU0EjAYsXtdhO0hHrV8SouLk6wp7GxEbfbTchqZrazGCyH9aMZL9R595ClibjdYfeyhobI7HuDZoVdznrRse0OtCY3FrcbpZwYkX1N7kOh6xgySIEGdXXdO8tj1/RhXpef/7F7XH0DWHvmWt+jeBtj+xwllOUx7bbrUKmwTZqWtS1C+8lGqBSxqxdiKpMvtn/Ay6sfZ8n297HqNo4YeASnOccyatMWCt66CwshNjeP4O1tl1BTcxgz/G6OWb0dzG8pOH4YZZdNJHdmWU/viiAIQgyVW4Jj/4s4fv+LOL5xJ98ufZhXN7/Ms8Vv8Pcz3uCIqZM5bsEpBK5tYvcfvqL0wv2YdM447vydncpKxZv/g9ffVMy/TZGXB3MOU8ydq3Hg/iJ8Cb2f4uJiLBZLSjL6mpqaFO+tKKWlpSkeWvHly8rKYsvKy8sTykyYMKErze97ZEq4bInOnLc33VPCtrY1s15Pp7EYOyZpXG/pgdncegIJY9yjDBu2N1273Ygchp4jci9WOf162BBBxK5eRLO/gbfWPccrq59kZ9NmSmxFnGOdyXfrmhhW+wXwBesbx/Cf3RfR5D+MMQGY+s0mVP1qrGVOii6cQMn547EPz+/pXREEQWidgkGMnzuf8XPn85P6LXy67K+8Y3+LX429k/EbxnHSZ3MJ3ell9z1fUnz8QIrPncb555Zz3g81ln0Nb72t+ORTePN/itxcmHWoYtYhGgfsD/36yROe0Puw2+1MmjSJhQsXcvTRRwNgmiYLFy7k3HPPTbvN9OnTWbRoUULers8++4zp06cDMGTIEMrKyli4cCH77bcfAM3NzXz99decffbZ3bo/ez0ZhCFj0Ey0pl3hnFJG6zNa9jZ6e46xEcM1RgzvaSv2PComdvWCWQKEfYjefT/o64RGzAFbTk+bsc8jYldPY4bYsPld/rvyKd6r+gQ/QaYGnVwRcDE3CE3+OhZXHcq7zYfiNEcwuN7N5NW7MJvWoDl0Co4ZStH3RpN/+CA0a+9OICgIgpCOvKLhHHfEnziOP1HRsJFPlz/Ku5Nfp3qzyWGfz2L/t6ZT99/dmKUeSk7ux8Sz5zDjhgEYBixdBh8uUHz8Cbz7XnggMXaM4sADYf8ZGpMmQl6ePPAJvYMLL7yQG2+8kcmTJzN16lSeeuopvF4vp59+OgA33HAD/fv35/rrrwfg/PPP57zzzuOJJ55g7ty5vPHGG6xYsYJbb70VCHvynH/++Tz44IMMHz6cIUOGcN9991FeXh4T1IR2YstB9RuVsKgtj6meJmpe77ZyHyY6GYJ4dgl7kl5+3+rzOCVXdm9AxK7uJuhB89ShNe9G1e/Et3snvspdNNZvYaGxkg/sO1lnDeFQcFzAwUE1UwhVHEaTdxxvh/qTX68o3lBNYYMXWI1tUC75p4wg74jB5B02AEv+PuICLgjCPkH/wlGcPudOTudO6jyVLFzzLK+t+TehJXamL5sBf3dS9/d38PVrwDozwNDjpnDdxXO4/lonGzbAki9gyeeKf78QntVR02DUSMXkSTB5ksb4cTBsGFit8hAo7HlOPPFEamtruf/++6mqqmK//fbjsccei4Ul7tq1C11veXE1c+ZM7rrrLu69917uueceRowYwQMPPMC4ceNiZS699FK8Xi8333wzjY2N7L///jz22GM4HN2fnHlvxCwYjHIW9rQZXUrUo0vX5bG+VxKdzU7ELmGPsq885+wr+yl0BE2p7HxqJYkiEPKjeetRnjqM5nrM5nqUJ/w37jpMdx2apw5bsAGLvxqHUY8NX2xzD4rPLCHeD+TwbchCrjuPkVUjGF03lYHecbj8diw7GlBNwdg2jnFFuA4oI/eAcnIPKMc+PK/Xv2HcW5DkoHsH0k97B93dT4YZ4tvKL1ix6CXqP6ykcEV/xmwcgz0UFvwb+9egJhgUHDSCAQfPIG/MUNZssbFiJXyzQrFiJTQ1hetyOMK5Y8aPg3HjNEaPhBEjwOns+/fWff16ktnPWtiXz4NsCRh+Ptn8Bg6rk8OGn9DT5sRIvo53N21lVeWXlLoGMHXAoT1omZAWZWLZ9DFm/4koVzjP3r5+L+4L9NY+tK55HYDQ+BNahNa+TMCNdeOHsT9VTjHG8FlZbdpb+1DIDklQnwllgr8JzVuP5qtv+Yz7TmxdQ8vyUOYZLeo9xez4bC6+prEEgg5CIQeGYcNEJ6SFUGYQu9dCjtfJKeicEr+xVcM20MQ+1IrzkNE4JxTh3K8Yx7giLC5bdx8NQRCEXo9FtzJxwCFM/O4h8F3wh7ys3/QJW9/5gKal9dg2FTJwyTC0BR4q+JTdmomvXzMjBsDYIQWcf1ApWvFgalQZ6xpdrNiVw1tvW3nxpfD7Hk2DQQMVo0bCyJEwaqTGyJEwZLAkvxcEoXdjKAMAh1Xyw/RKNB1j1NyetkLY59hHnl30lrFyaPQ8sMjYWWhh7xa7zBAEPGj+RjRfRJTyNYCvISJaNSQsjwlZvga0DK7ESreG3dudRaicIlTBIMzy/cLfnUU0m0V8vqqIgF5EyF6I6SjCzCnCbipKP3ofXfNDfpAADTSadTSpeoKWELrTQtHAAbiGD2Pg0FHYSnKwljqxDXFh658r+bYEQRDagcOaw6SxxzBp7DHhBUpRv30xWxa/Q9XyrTRvDkFVMdbGIgoWmphvm+iqmn7AwZF/IZdJqJ9OIN+Jx1lEXXM/dixxseK9XBaQQ701lyaLk9JynSFDCP8brDE08n3QQBHCBEHoefyhcBSBw+LsYUsEQeg17CuRQPHiliSEF5LoPWKXEcT+yT3ojbvCIpYZBNMAM4RmhsAIogIe9JAXLegJi1xtzJKjHPkoZ2HkXxFm/kCUswgiwpVK84k9r9WbgwOYfQgopWjw1bC1YR1b69exqnYVq674ko21qzCVga5ZmFh+AAcMnsv+g45gfNl09H3BlVQQBKEn0DSKhh5C0dBD4HuAUmi1G9G3LaFm6wI27/iCHbUGdc35uJuLCXgK0BpzyWvKp7CxgMIdBYxtLmA/I/Fn0dQUvkoLjWsd1OKi2ihikyWXeksujbZcLGU55I/IpWyUnaFDdfqXQ1kZ9C+H4mKwWPaRh01BEHoMfyTywG6RgZ4gCPsY+4qoJ3SI3iN2KYVeuQbNUwMWa9glUbeAbkVZ7NRadH7oX0izHsDq0LE6LVg0C1bdglW34bA4ybHm4rTn47Tlk+MowGlzkWN14bTl4rDk4LA6I5/h73aLjsMSQDdqwF2D5o5eLBpB04836A7/C7lp9jdQ562i1ltJraeCHU2bafK3xPi67AVMKJvJD6f9jINGzWVY7n647Pk9cywFQRD2dTQNVTIao2Q0RdPPZrpSaPWbsexYil6xAsvuFVC9jGozwHaLwQ5HDsud+VQFc2lqtBGqs6LX6RQ05lPQVEBhYyGFTQUMaS4grykPXUV+L3YByyGomzQ4TeodGpsdGg0OnQaHhUCBFbOfHa3cjn2AA2exBZfLJNelyM2F3FyT3FyFw2mi62AqE4VCKTP8XSlMZUSWh5cNLxrHxPIDevTwCoLQexhRPJ6g6ac8b1BPmyIIQg8TGnYoetOunjZDEHoFvUfsstrxnflkxtV2M8hFa5+l1lOJYYYIqSAhM4RhBgkaQQKGD2/QjS/kwRNyU9tYizcU/tsbdBMwfJidmAVFQ6Mop5R+Of0pyS1nbOlUhhWNZVjhOIYXjaUkd0AscbwkuxMEQehlaBqqeCSh4pEw+fTwslCA/Jp1TNr9DVMrV6PXbkBvXo9GAxSDUayos1qpyiumMqeAaoeDTRYLNcok2GBF1VnR6qxY62zY66w4650UNuYzuKmAiXUF5PhzAANo8UL2Orw05DfSUNBAY34ju/Ib8Tl8BOwB/LYAQVuQgD1AwBbE1CPCl6ZAU5haOL+YPTiC0bvux6JMLJjohgmGiRb7VGCEl2tmeLlmKjBNLGiYIQNNKZSCpQPHUu/Iw1QRZ2oVTuB/x60aw4Zl8bZUmRAKgBEIe1sbke+hYOS7H80IxJUJtJQxgqAMUArlLCK03ynhl1yC0Euw6XYcVidjS6b2tCmtkmNzSWJ6QRDC5PbDzO3X01YIQq+g94hdbWDVbZwy4Ucd3l4pRdAMEAj58Bs+/CEvfsOLP+RDKYUiOimlQimFzWInx+Yix5YX9g6z5mKRh3BBEIS+g9WO2X8SZv9JhKLLlELz1KDXbECr20RB0y4KG3cxrmknWs1OtOZKtEgyaAAKw//UCA3lyMNjcxK0OgjYHARCOfg8BQSa8wg05xBqcJBX7yS33kH/+oGwbTg02tBCHQlxf7tDuxwWzgBdga44eOLb6CObsWgGVi2ATQti1wMM/TSAbWEwg0gVACMsZmlmqM02s7LLUUBo1BGQU9Ql9QlCV6BpWq+ahVEQBEEQhOzZa8SuzqJpGnaLA7vFQR6FPW2OIAiC0BvRNJSrFMNVCsMOTl1vhtDcNZFZeuvQvHXgrYtNhOIIenEEvWhBL4S8aDleKKgLz+ZrmqBCERcqIywUKQMzqDD9OkZAR/l1zJANI2gDpaGi4ZJKQ6FB5G9NN9B0E81ioOtm7G8sCs0KmiUcFqlZo3+H9023WjAVoOuAHp6WXNPCHlUWO8piB4sddFv4uz0PLDbM6PL4MlYbyuJoWW6NfrfFfU9abrFD5G8VTVeg6aBbZQYlQRAEQRDajZk/AM1T29NmCL2QfUbsEgRBEIROo1tR+f1R+f27p36lQJm0+HqpluXJyyJfla6jNB3Q2kzUKmH2giAIgiD0JczB+/e0CUIvRcQuQRAEQegtaFrEDUsQBEEQBEEQhI7SkUQhgiAIgiAIgiAIgiAIgtArEbFLEARBEARBEARBEARB6DOI2CUIgiAIgiAIgiAIgiD0GUTsEgRBEARBEARBEARBEPoMmlIJUzwJgiAIgiAIgiAIgiAIwl6LeHYJgiAIgiAIgiAIgiAIfQYRuwRBEARBEARBEARBEIQ+g4hdgiAIgiAIgiAIgiAIQp9BxC5BEARBEARBEARBEAShzyBilyAIgiAIgiAIgiAIgtBnELFLEARBEARBEARBEARB6DOI2NUBnnnmGebNm8eUKVM488wzWb58eavl33zzTY4//nimTJnCKaecwoIFC/aQpfs27emn559/nnPOOYcDDzyQAw88kAsuuKDNfhW6hvZeT1Fef/11xo8fz09/+tNutlCA9vdTY2Mj8+fPZ/bs2UyePJnjjjtO7n17gPb209///neOO+44pk6dyty5c7njjjvw+/17yFphT9PR+63QvTz88MOcccYZzJgxg0MPPZSf/vSnbNy4MaGM3+9n/vz5HHzwwcyYMYOrrrqK6urqhDI7d+7ksssuY9q0aRx66KH84Q9/IBQK7cldESI88sgjjB8/nt/97nexZdKHvZ+Kigp+/vOfc/DBBzN16lROOeUUvvnmm9h6pRT33Xcfs2fPZurUqVxwwQVs3rw5oY76+nquv/56Zs6cyQEHHMBNN92E2+3ew3uy72EYBvfeey/z5s1j6tSpHH300TzwwAMopWJlpP/2QZTQLl5//XU1adIk9cILL6h169apX//61+qAAw5Q1dXVact/+eWXar/99lOPPvqoWr9+vfrzn/+sJk2apL799ts9bPm+RXv76brrrlP//Oc/1apVq9T69evVL3/5S7X//vur3bt372HL9y3a209Rtm3bpubMmaPOOeccdfnll+8ha/dd2ttPfr9fnX766erSSy9VX3zxhdq2bZtavHixWr169R62fN+ivf30yiuvqMmTJ6tXXnlFbdu2TX388cfqsMMOU3fccccetlzYE3T0fit0PxdddJF68cUX1dq1a9Xq1avVpZdeqo444gjldrtjZW6++WY1d+5c9dlnn6lvvvlGff/731dnnXVWbH0oFFInn3yyuuCCC9SqVavUhx9+qA4++GB1991398Qu7dN8/fXX6sgjj1SnnHKKuv3222PLpQ97N/X19erII49Uv/zlL9XXX3+ttm7dqj7++GO1ZcuWWJmHH35Y7b///uqdd95Rq1evVj/5yU/UvHnzlM/ni5W5+OKL1amnnqqWLVumPv/8c3XMMceo6667rid2aZ/iwQcfVAcddJD64IMP1LZt29Sbb76ppk+frp566qlYGem/fQ8Ru9rJ9773PTV//vzY34ZhqNmzZ6uHH344bflrrrlGXXbZZQnLzjzzTPWb3/ymW+3c12lvPyUTCoXUjBkz1EsvvdRNFgpKdayfQqGQOuuss9Tzzz+vbrzxRhG79gDt7adnn31WHXXUUSoQCOwpEwXV/n6aP3++Ov/88xOW3XnnneoHP/hBt9op9Ayd/V0U9hw1NTVq3LhxasmSJUoppRobG9WkSZPUm2++GSuzfv16NW7cOLV06VKllFIffvihmjBhgqqqqoqVefbZZ9XMmTOV3+/fo/bvyzQ3N6tjjz1Wffrpp+rcc8+NiV3Sh72fP/3pT+rss8/OuN40TXXYYYepxx57LLassbFRTZ48Wb322mtKqZY+Xb58eazMggUL1Pjx4+UFejdz2WWXqV/96lcJy6688kp1/fXXK6Wk//ZVJIyxHQQCAVauXMmsWbNiy3RdZ9asWSxdujTtNsuWLePQQw9NWDZ79myWLVvWnabu03Skn5Lxer2EQiEKCwu7y8x9no720wMPPEBJSQlnnnnmnjBzn6cj/fT+++8zffp0br31VmbNmsXJJ5/MQw89hGEYe8rsfY6O9NOMGTNYuXJlLJRt27ZtLFiwgLlz5+4Rm4U9R1f8Lgp7jqamJoDYM8iKFSsIBoMJ/Td69GgGDRoUe55ctmwZ48aNo7S0NFZm9uzZNDc3s379+j1n/D7Orbfeyty5cxP6CqQP9wbef/99Jk+ezNVXX82hhx7Kd7/7XZ5//vnY+u3bt1NVVZXQh/n5+UybNi12H126dCkFBQVMmTIlVmbWrFnoui5h493MjBkzWLRoEZs2bQJgzZo1fPnllxx++OGA9N++irWnDdibqKurwzAMSkpKEpaXlJSk5FaIUl1dnfCjFS2fHKMvdB0d6adk7rrrLsrLy1MeVoSuoyP99MUXX/DCCy/w8ssv7wELBehYP23bto1FixZxyimn8Mgjj7B161bmz59PKBTiyiuv3BNm73N0pJ9OOeUU6urqOOecc1BKEQqF+MEPfsBPfvKTPWGysAfpit9FYc9gmiZ33HEHM2fOZNy4cUD4WdJms1FQUJBQtqSkhKqqqliZ5OfN6N/RMkL38vrrr7Nq1SpeeOGFlHXSh72fbdu28a9//YsLL7yQn/zkJ3zzzTfcfvvt2Gw2TjvttFgfpLuPRsd11dXV9OvXL2G91WqlsLBQ+rCbueyyy2hubuaEE07AYrFgGAbXXnstp556KoD03z6KiF2CkMQjjzzCG2+8wdNPP43D4ehpc4QIzc3N3HDDDdx2220pP0RC70IpRUlJCbfddhsWi4XJkydTUVHB448/LmJXL2Lx4sU8/PDD/Pa3v2Xq1Kls3bqV3/3udzzwwANcccUVPW2eIOyTzJ8/n3Xr1vHss8/2tClCO9i1axe/+93veOKJJ+TZcS9FKcXkyZO57rrrAJg4cSLr1q3jueee47TTTuth64S2ePPNN3n11Ve5++67GTNmDKtXr+bOO++kvLxc+m8fRsSudlBcXIzFYqGmpiZheU1NTcqbmCilpaUpXlytlRc6T0f6Kcrjjz/OI488wpNPPsmECRO608x9nvb207Zt29ixYweXX355bJlpmkD4geStt95i2LBh3Wv0PkhHrqeysjKsVisWiyW2bNSoUVRVVREIBLDb7d1q875IR/rpvvvu49RTT42FBI8fPx6Px8PNN9/M5Zdfjq5LpoO+Qmd+F4U9x6233sqHH37IP//5TwYMGBBbXlpaSjAYpLGxMcEzqKamhrKysliZ5DCb6PNntIzQfaxcuZKamhpOP/302DLDMPj888955plnePzxx6UPezllZWWMHj06YdmoUaP43//+F1sP4T4rLy+PlampqYmNGUpLS6mtrU2oIxQK0dDQIH3Yzfzxj3/ksssu46STTgLCzzQ7d+7k4Ycf5rTTTpP+20eRJ9l2YLfbmTRpEgsXLowtM02ThQsXMmPGjLTbTJ8+nUWLFiUs++yzz5g+fXp3mrpP05F+Anj00Uf529/+xmOPPZYQqy10D+3tp1GjRvHqq6/y8ssvx/7NmzePgw8+mJdffjlhYCB0HR25nmbOnMnWrVtjYiTA5s2bKSsrE6Grm+hIP/l8vhRBKypQqripuoW9n47+Lgp7BqUUt956K++88w5PPfUUQ4cOTVg/efJkbDZbQv9t3LiRnTt3xp4np0+fztq1axMEzc8++4y8vDzGjBmzR/ZjX+aQQw5JeUaZPHkyp5xySuy79GHvZubMmbF8T1E2b97M4MGDARgyZAhlZWUJfdjc3MzXX38du4/OmDGDxsZGVqxYESuzaNEiTNNk6tSpe2Av9l18Ph+apiUss1gssecZ6b99E/HsaicXXnghN954I5MnT2bq1Kk89dRTeL3e2JucG264gf79+3P99dcDcP7553PeeefxxBNPMHfuXN544w1WrFjBrbfe2pO70edpbz898sgj3H///dx9990MHjw4Fpedm5uLy+Xqsf3o67SnnxwORyx/SZTo29Hk5ULX0t7r6eyzz+af//wnv/vd7zj33HPZsmULDz/8MOedd15P7kafp739dOSRR/Lkk08yceLEWBjjfffdx5FHHpnglSf0Ddo6P4SeY/78+bz22mv87W9/w+VyxZ5B8vPzcTqd5Ofnc8YZZ/D73/+ewsJC8vLyuP3225kxY0ZMKJk9ezZjxozhhhtu4Be/+AVVVVXce++9/PCHP5SXDHuAvLy8lGeR3NxcioqKYsulD3s3P/rRjzj77LN56KGHOOGEE1i+fDnPP/98bMymaRrnn38+Dz74IMOHD2fIkCHcd999lJeXc/TRRwPhSQfmzJnDb37zG+bPn08wGOS2227jpJNOon///j25e32eI488koceeohBgwbFwhiffPJJzjjjDED6b19FxK52cuKJJ1JbW8v9999PVVUV++23H4899lgsDGDXrl0Jb8pnzpzJXXfdxb333ss999zDiBEjeOCBB2Rw3s20t5+ee+45gsEgV199dUI9V155JVddddUetX1for39JPQM7e2ngQMH8vjjj3PnnXdy6qmn0r9/f84//3wuvfTSntqFfYL29tPll1+Opmnce++9VFRU0K9fP4488kiuvfbantoFoRtp6/wQeo5//etfACkvBO68886YGHnTTTeh6zpXX301gUCA2bNn89vf/jZW1mKx8NBDD3HLLbdw1llnkZOTw2mnnZbyXCP0HNKHvZupU6fy17/+lXvuuYcHHniAIUOGcNNNN8USnANceumleL1ebr75ZhobG9l///157LHHEvK03XXXXdx222386Ec/Qtd1jj32WH7961/3xC7tU/z617/mvvvuY/78+bFQxbPOOishB6n0376HpiRWQRAEQRAEQRAEQRAEQegjiMuEIAiCIAiCIAiCIAiC0GcQsUsQBEEQBEEQBEEQBEHoM4jYJQiCIAiCIAiCIAiCIPQZROwSBEEQBEEQBEEQBEEQ+gwidgmCIAiCIAiCIAiCIAh9BhG7BEEQBEEQBEEQBEEQhD6DiF2CIAiCIAiCIAiCIAhCn0HELkEQBEEQBEEQBEEQBKHPIGKXIAiCIAiCIAiCIAiC0GcQsUsQBEEQBEEQBEEQBEHoM4jYJQiCIAiCIAiCIAiCIPQZROwSBEEQBEEQBEEQBEEQ+gwidgmCIAiCIAiCIAiCIAh9BhG7BEEQBEEQBEEQBEEQhD6DiF2CIAiCIAiCIAiCIAhCn0HELkEQBEEQBEEQBEEQBKHPIGKXIAiCIAiCIAiCIAiC0Gew9rQBgiDsu6xdu5aHHnqIpUuXUlNTQ3l5ObNnz+baa6+lsLCwp80TBEEQBEEQ2kCe5wRB6I2I2CUIQo+xa9cuhg8fzoknnkhhYSFbtmzh4YcfZvXq1fy///f/eto8QRAEQRAEoQ3keU4QhN6IppRSPW2EIAgCQCgUYtmyZfzwhz/kpZdeYuLEiT1tkiAIgiAIgtAO5HlOEITegHh2CYLQYwQCAZ544glefvlldu7cid/vj63btGmTPBwJgiAIgiD0cuR5ThCE3oiIXYIg9Bj33HMP/+///T+uuuoqJk6ciMvlYvfu3Vx55ZUJD0qCIAiCIAhC70Se5wRB6I2I2CUIQo/x+uuvc8kll3DRRRfFljU3N/egRYIgCIIgCEJ7kOc5QRB6I3pPGyAIwr6Lz+fDZrMlLHvhhRd6yBpBEARBEAShvcjznCAIvRHx7BIEoceYM2cOjz/+OCUlJZSXl/Pmm2+yfPnynjZLEARBEARByBJ5nhMEoTcinl2CIPQYv/71r5k1axa///3vue666/D7/dx99909bZYgCIIgCIKQJfI8JwhCb0RTSqmeNkIQBEEQBEEQBEEQBEEQugLx7BIEQRAEQRAEQRAEQRD6DCJ2CYIgCIIgCIIgCIIgCH0GEbsEQRAEQRAEQRAEQRCEPoOIXYIgCIIgCIIgCIIgCEKfQcQuQRAEQRCEXsQzzzzDvHnzmDJlCmeeeSbLly/ParvXX3+d8ePH89Of/rSbLRQEQRAEQejdiNglCIIgCILQS3jjjTe48847ueKKK3jppZeYMGECF198MTU1Na1ut337dv7whz9wwAEH7CFLBUEQBEEQei8idgmCIAiCIPQSnnzySb7//e9zxhlnMGbMGObPn4/T6eTFF1/MuI1hGPz85z/nqquuYujQoXvQWkEQBEEQhN6JNduCdXV13WlHr6OwsJCGhoaeNkPYg0if73tIn+9bSH/veyT3eXFxcQ9a0zaBQICVK1fy4x//OLZM13VmzZrF0qVLM273wAMPUFJSwplnnsmXX37ZZjumacq1sBcj97K9H+nDvR/pw70f6cO9m2ye6bIWu/Y1dF2c3vY1pM/3PaTP9y2kv/c99rY+r6urwzAMSkpKEpaXlJSwcePGtNt88cUXvPDCC7z88stZt6Preq8X/oTWkf7b+5E+3PuRPtz7kT7s24jYJQiCIAiCsBfS3NzMDTfcwG233Ua/fv3ate2+5rHflyguLpb+28uRPtz7kT7c+5E+3LsRzy5BEARBEIS9hOLiYiwWS0oy+pqaGkpLS1PKb9u2jR07dnD55ZfHlpmmCcDEiRN56623GDZsWPcaLQiCIAiC0AsRsUsQBEEQBKEXYLfbmTRpEgsXLuToo48GwuLVwoULOffcc1PKjxo1ildffTVh2b333ovb7eb//u//GDBgwB6xWxAEQRAEobchYpcgCMIeQimF2RgkWOXFqPej2XQshXbsQ/LQrHtXbiFBELqHCy+8kBtvvJHJkyczdepUnnrqKbxeL6effjoAN9xwA/379+f666/H4XAwbty4hO0LCgoAUpYLgiAIgiD0JlTIRIVMdGf3yFIidgmCIHQTKmjiWVpF88e7cH9eifebGsymYEo5zabjnFhM/pGDKTx1JM4xhT1grSAIvYETTzyR2tpa7r//fqqqqthvv/147LHHYmGMu3bt2usS7wuCIAiCICTjW1WHf1MjeXMHYS1ydHn9mlJKZVNwX0veJgnr9j2kz/c9uqPPlalwL9xN3QsbaPzfNszmIFg0cib3I2d6KY4RBVjLnFiKHKiQiVHrx7+xEffiCjxfVoGpcB3cn7KrppA3ZyCapnWpffsyco3veyT3ucy61IJcC3svci/b+5E+3PuRPtz7kT7seZoX7iZU6cU5sRjn2KJ2bSsJ6gVBEPYQpi9E3f9bT9Ujqwhua0YvsFN06gjy5w3GdcgALAX2NusI1fioe3EDNU99y+Zz38V12AAG33kojhH5e2APBEEQBEEQBEFIxht08/Xuz5g5cA52q7OnzekzaHZL+IvZPfWL2CUIgtAJTL9BzVNrqHpwJUaND9fB/Rn4q5nkHz0U3WlpV13WEidll02i5IIJ1P1rHbv/tIz1x7/KwFsOpN8PxnbTHgiCIAiCIAiCkIntjRvxBJqpdO9gSOHonjanz9ASwJJVsGG7EbFLEAShAyilaHxzK7vv+JLA1mby5w2m7MopuA4o73Tdut1CyY8mUHDcMLb//FN23LAQ36paBt58oCSyFwShT6GUQqHQNbm3CYIgCL0b1U2izL5KNKGWEs8uQRCE3oHn62p23fYFniWVOCcWM/Jfx5B32MAub8c2IJcRTx1FxR+XUvXgSgLb3Ax7cG67PcYEQRB6K2trvmZHwybmjT6tp00RBGFfw1sPjjzQZUgstI6G5NDtVkzx7BIEQUApRVOgnorm7VQ276DSvZ3K5u1UNO+g3leNJ9iMN9iMO9BEwPBj1W3YdBtWi408eyGFzhIKnSUUOUsYVjqKYusABheOZFD+CBzWnFbbDu5ys/sPS6n/z0asZTkM/tOhFH9vNJql+zwSNIvOgF/tj31YPjtuWsSWS95n+GNHdtsUvYIgCHuSnY2be9oEoZcSDCqWfwOTJ4HDIQNNoYsJBbBu+RQzfyDm4Jk9bU2fIWD4qWjextDCMT1tSreQ5dx+vZ4mfz1b69cxsfyAnp0MK3o8RewSBGFfIxDysal+Deuqv2F9Tfjflvq1eEPuhHJOaw7leUModpZR7hpMri2PXFseDqsTwzQImgGCRoDmQAN13mrWVS+n3ldN86qGWB26pjOkcDTjSqYxpmQKY0umMLZ0Krm2PIzmINUPr6Tq4ZWgoOyqKZRdPhlLnm2PHYt+PxyH5rCw/eefsfWKjxj+8BES0igIQq8iaASw6rYOPTgrpWT22WSUik9oss+xuwJq62DTZpgwvqetEfocZhAAzd+Yui4UAF0Xj68O8G3VUqrcuyh0llDg6DszIPc1z64VFUvwBt2M6jeRHJurp83prpRdInYJgtB78IU8rKz4nKW7PmHZzk9YV/MNhgoBkO8oZky/yZw4/lwG5A2lPG8w5XlDKHcNpsBR3KFBUoNH590ly1i7axNb6tZR07yCDys/4137CwDohoXDFp3EsZ8cTJ7XxrZJhYR+MJvgtH7YA9CvS/e+bYq/NxrTG2Ln/y1m568XM+jOQ2RwKAhCr8BUJh9vfp1BBSOYUDajp83Z+zENrGvfwiwdh1m6b05QYouMUkKhnrVD6KNEPUrS5Au0rn8HZXVijDlqDxvV/ShT0fTednKmlGAbkJvVNqYyUcrEkoX4Zygj/GnKhdubMSNJsno8X2Y0Z1c3ecyJ2CUIQo/iC3lYvO1dPtz0XxZve4+A4cOq25hYvj8/mHoV40qnMqZkMuWuIZ0WdjwexWcLYfESxdffwM6dJjAZmExBAZSVwcACyCmopn/l58xcWEFJrZX1w7fyyrEvs23wdlTAhnp7P8ya6RQa05jUfzqHTBzPjGkWhgym28WnkvPGE6r0Unnfchzjiyi9cL9ubU8QBCEbog+qlc3bOyR2KVSfe3PeKSIDRq1uE/RBscu65nWUowBj5JzMZSLO04HAHjJK6DRr1ykG9IeCgr3gWo5mxM4w2NdCvi5qp3d5aKqAgekJ4f2mJmux64vtH9AcaMwqt6JFC+eVjYpefY2+k6A+vB89/rsrYYyCIPRFNtWt5qWVj/P+xv/gC3koyenPSePP5eChRzOp/EDsHhsqaIBFQ1Mdf+sQCimWfA5vvKX47DMIBKG4GKZNgR+dm8uwYV6GDYXCQg2lFO7PdlPx56/xLKnBMaaEAXftz+SjBjPHczGrK5eybNsyVlUsY0vpf3HzNEuAxTucqG8m4/ROZeKAqRw9cxpH7T8Gm7V7whzLr5uG79t6dt32BTkT++E6uH+3tCMIgiD0MH0kP0w60oaPxa+PfO5xzy6lwNcAOUV7uOG9G9NUbNkKW7bCMXuDQ1RM7OrGwb6/GevmjwiNnAv2rgkVM5qD6A4Lmm3PeeQ0B1q/VuPRI2KXaSaKXVrNBgBUyegO2xHY6UZ3WrD2c3a4jo7S1yIpzO6a/rCDyGyMgiD0CdZUfcWTX/2RL3d8iNOaw0kFZ3NY9VxK1hbj/289gc3VbKh+CRVIvOtpDh1b/1zsIwtwjMzHPqIA537F5Ezqh6XAntLOzl2Kl15WvP0O1NRCv2I47btw5BEaE/cDXdcoLs6hrs6H4Q5S+6/N1D67Fu/XNdgG5jL494dQ/P0xsbxYpa6BzBk5kDkjTwTCXgw7GjfxbdVSvty8nJU5X7PL/zzL9CdYthLuWu6k1DKZmSOmMm3oVMaWTGN40disXMDbQtM0htxzGBtOfYOtP/2IsW+fgrVkz//wC4IgtKAi/+2YOKOUoqdfMPcqohFWfdQ7IhuiZ1IwuGfb1avXotesJzTycHDk79nGhaypqlIsWw5HzgWrtQM3jzY8u7oCLeQFpdBCPlQXiV1N723HUuwg//BBnauom3R0ix717EpUqS1VawAIdULs8nxeCUDRd0Z2uI5O00deQKjI+d/jnmrR5iWMURCEvZntDRt57Ivb+WzjW8zcsT+/qbid8pXFhDa7gQrqc6txjnaSP0VhK7JizQ+h2xTKkoNJDqEmK4Fq8G/3U/efaszGlrgG+/B8cqb0I2dyCTXFxfx3WQFvLclBWXRmz4ITjtc4+KCWhyGlFP7NTVS8XcHuV7+l6d3tmO4Qzv2KGXznIRR9bzS6w9Lq/miaxpDCUQwpHMVRY84Awm9J1lds4K0ly1m4djkVgeX8L/A8b29+AgCHxcmofpMYVzqVqQMOZeagw8l3FHXoeFrybAx7cC7rT36NHTcuZNijR/S5t06CIOx9dDzvRt8YQMQTqvXR/PEu8uYOwlrkaOfWsUQmXW7XXkNk1/e02KX5wpPXaCE/SsSuXsumzeFPjwcKQ5vQm3ZhDJ+V9fZazJWkRezSq9dhFg3rlF0qZNLw+hZyppXiLO3a61dFQr2MOn+X1psthmnExKxMxDy7epnnUOfpW8/Yva5/JIxREIS9kZAZ5PlvHuTN955k1heH8vsVd2Cr19FzLeRO9lB40HaKixeR61zXuid5cfifGmfBzB9MwD4ad/0o3JX98Ww3afiqiobXtgBwYuSfXuzAviQXyzoHW02FCpoY9QECO9wob/iNk7Ush6LvjKT4B2PJmVbSKcFI13TGDRjLuFPHcjVnsHu34rU3DF5dsIk6bTn5Y5bjtn3DO/Uv8N/VT6JrOhPLD+So0adzxMjvtFv4co4vYsCv9mfXLZ9T96919DtnXIdtFwRB6Aw9/na4FxKq9MY+o2KXXrESALP/pNY33pdFrgjRQxCUPNd7BXv6lI0+rikFlspV7a8g6tmiR8SuoBe9ei3K2l5hOhHTF/bG9G9owFlibTGyC1ChnhUoDDPYDrGra71SuyuBeXvpK791qpPe2F2OzMYoCMLexua6b3nyyd8y7q1h/OLbn6FZdYoOVJSN/ZJ+Be+iW0zMgkEYgw8gUH46ZtEwVMFglCMfZcsBNDRfA5qvHs1bj+atQ2/Yhla3BXv9FpyWLyjt1xSeFnEqVDcNoL55Gg7nCAyzPwFPHsFGB6H6EJpVQ8+xYuufS/5Rg3GMLaL/rBEEBlnQ9O55WzNggMYlF1m54PwxvPPuGJ7512msfRcGDzE445zlaAM+5NOtb3DfZzfyt8U3M2vYcXxnvwuZ0j/7WRZLLpxA0wc72Dn/C1yHDMAxqqBb9kUQBCGejZsUmzbBUfNaPGY7Q6954O5KorfxuGOj+RqyzBHUB49HO+mKse3ibe9SmjuQ0SVtiIv7IEopamuhpGTv9FiJXkYddgiJijHRMMbu8HSJ1dlF13MPi11BM4id1tNmZMrZ1WlCPXtP7GvBE71FPIyixLNLEIS9iQ9efI7mP6/je1tPRBXCoNN9DBr4L+zW3Rjl+xEcfy2hscehioa2Wo/KKUIxPGV5Y6Piyb+bvP9OHeOLN3DW4es4cL+1FNevRa/+GC3ogRJQaKiCQZjFwzGLhqOKh2MWDkPl5+IaDMGAortdk61WjROOh+OOhY8/haeetvDoH2cwYfwMfvqT6yiYs5K31z/P+xteZMGmV9ivbH/OnnY1hw49tk3RS9M0htw1i3XHvsr2Gz5j1PPHdZt4JwiCEGXDxvTLO5Wzq4swPUFUwMTS7tDBLibmepK0PJt97W0hJt2FEQQjkDZ5d1ecEe5AE+5AU7eJXYGAYsHHMGE8DB3SC397fQ3gLEy7avMWWL8BZkxXlHaB4BV/Wiuluj21QtQhq8MnSnLOrugOdPZelLB9F4cxxgk+9d5qinJKu7T+TOiajqlMQmbbU6NaIsfT6OJ7WE97tfVVelr0irUfDKBXrMQsn9ilyqKIXYIgdCnutTUsvuFflH1VQE5xOf0u8TI6/+9YVAPG2GPxHPgXzAGTO1x/KKT4z0vw5NMKj1vjlFP6cfEFJRQXH4wJeAGUida4E73q23Ci2dpN6PVbsH37RiwXB0AIcOlWVG4pKq8c5SpDuUpRuaWYrpLwclcpKrcElVvS6Zl0dF1j7hyYcxi8+x488pji6msVRx05kauumM8l+9/E2+uf5/lv/sbN7/6IqQMO4fKDbmVs6dRW67X1z2Xgbw5g+3WfUvechDMKgrDn6Q2eWQ2+WhxWJ753KoAeTmIMEHnxkPjGWonTVhyWrYvQ/I2EJpyUsq6XOR6kxeMJf1ZUwNAhPWtLMpqnBsvWRRj9J6GKR6Ss9/nCn35f17dtGGDdQ6NMs6MaiJnk2dWSKbtzBiVc7l2bey8q+NR6K9m8cxlTBhxMmSv7RPWrKr9E+QwGU9audq26jYDhJ2i2nUBPi4ldWcQftzVJgK8xvM6RlzJxVU/RG37reoItWxQNjTB1SheL2NHJWGo3ote5Y+OxrkLELkEQugTTZ7Dj/i+oeXA1LpuVbefs5tRxS3DWryQ0Yi6euTeg+o3qVBtLlynuuVexaTMceghccbnGiOFpbrqajiocglE4BGNM0vzX3nr0hu1o7kpcZjO+ys1ozRVo7iq0hu3ou75G89bGJS5tQVlzUK6SiPhVilkwCLNkDGbpWMySMVnP2qTrGsceA3MPh+eeh6f+oVi4WHHJhQ7OOP08Thj3Q/637jme+PJOfvrKcZw04TwuPeA3uOyZ6y86YxR1L25g1x1fkn/UEGz9c7OyRRAEoTfQFQOIL3csQNM0ZjCtCyzqPLGX01GxS5nhQW9Wnl37xoBK8zf2tAmdIpo832ZLXWcGDPzrGnBOLO6ZCWQCYSVO8zelvbrSRNl2O4Y7iJ5rbfN4ZOMZFvXs6rD5KZ5dXRNymCBud7l3U7juQCisUPpD3nZtv7tpK/hVROzKfj+tupWA4SdktO3ZFSWbnF2WTR+hBdxpxW4A6+aPAQhNOAkVDNcXnSV9T6N1YxSIXrkalNl2LsceZO36pAX+pi6drVYzJIxREIReiuerKjZfswBji4evZixlxAUWztz6PsrvwnvqXzDGHN2p+qurFX99UPHuezBoEPzxTo1Zh3bwRyenCDOnCABLcTGBurrUMqaB5q1D89SgearR3DVx36vD3xt3YNu2CC3gbtksfyDGsEMIjTwcY9gscLaeP8vh0PjReXDM0XDv/Yr7H1C89wHcdKPOieN/yNyRp/LPZXfz4spHWLLtPa6ffQ/7D56bti5N0xh85yGsO+ZVds3/nGF/S19OEAShW+jgiFlD69I35T0dkhEj4G7JCRQxyfrtm+E/IwME028Q2NKEc1xRmgpa9iM6a5aeyfuhr9JLurI1QhHnlXReTL6VtQS2NmMpdmAf1DnP8E6R6ZrIEGXb1c1EMZqDNL23HeeEIr5pKqK4GMaMTv8s98HGlxlcOJLxpdMz1heLEs6gJxmGwmJp5VmxC8IYPV9XA5A7LS6cMJ3Y1W0J6jvwLNwBU3Q9fIIbWQhY0fu5mYXLXfwzdJv1BiP1WXs2XLg7fmL02nBegJ4Qu7L5/U3+XdXcVVi2LcEYMLXNdDRZGJC2ja5CxC5BEDqMMkyqHlxJxd3LqC+s54WL/8ulU8o4ZNMyQqPn4T/m1nD4XwcJhRTPvwBPPqUwDLjkIo2zzwqLRN2KbgmHL7pKgfGZyymF1rwbvXo9es069IpVWDd8gG3lSyjNgjloBqGxRxMaf1KkrvQMGqjxhzvg/Q/gnnsVF16iuORiOOvMPH580C0cPuJU/vTJNdz4v7P4wdSruHDmL9POhuMYUUD5z6ZS8YelNP1gJ/mHZ+/aLgiC0BHcbsWSz2H/AyMzO3X0gbW3iFSEB1W+dfU4JxR3OAeideOHhGpcwPDUxLuRAbD362qCuzxYS5xYS5KSPscdj483v4ZVt3PY8OM7ZEtvRSlFVRUUF6cfsveWU0IphS/kIceWKlhFZ4pM59mlIp4KvqAbj9fbrfmV/H7FylUwZTLYbJGj2WbOz4id3XCc09VpRmbBDtX6qfdAfQOMGZ25jh0Nm7ITu9K0FQopPlgAo0cqRo1Kfxy0WBhjzMct8pG9N1ZgcxOQKHapeA+Vrj64EbErKlD0iMdgW0T2uTXPLsumjzAL2xf3GxW7NNs+Jvr3MMowaVjZAKqw5VqJiJSav7HzYnlMZO5sRemRs0UQhA5h1PvZfN57VPxxKSunreavVzzEtSM0Dt6yHP/cG/Gd+tdOCV1ffqW44GLF3x5SHLA/PPOUxgXna90vdLUHTUPlD8QYOYfgARfhP+ku3D/5BM8P/kXwoMsg6MHx4e/JfeQInC/9BMvmTzI++GiaxlHzNP7xd41DD4W/PaS48hpFZaViv/KZPHTqO5w84XyeW/4XfvX22dR7q9PWU3rpROyjCth1y+ctb8EEQRCS8IU8LN+9kGA7wlLSsX0HhAyorOr6J9VAQLHgI8WXX3Uw6X0HZ3fyra7Dv66B4I7svQ6SGgZAC2QK0YsIg5FBcXo7W5YZptHucKW9geZmqKgM57tKRzdNztVu1td8w8Ktb8dCx+IJRcIYW8tP9dXOj/lq58exv02/QeW/vyW429NlNm7dBjW1sHNn/NIkESeJrtZJ2tR1ous72a4v5KE50NjqbIxGRGfZtr01e5KekSI7kC6NRTrMYAYxJzlHX8Jn+9G3f4FWvzVcSySMUaGgo2FfnbiusnmZEfPsakXs0vxNWCpXtywItf07FL1fdvUkTCtXKWpr296v7gxjrA82UZfx96J7aatPfWsb8K+pw1LVHL9V1xsSu+y69jiL2CUIQrsJbGliw+lv0bx4N699/22eP+MF7jJzmdTchO/0Rwjuf0GHn6IqKhW/ucXkmusUoRDc9QeNO2/XGTiwF4lcraFbMAdNJ3DY1XjPfRH3BW8QPOgS9Ko15PznUnL+cRrW1a+2JEZNol8/jdvna9zyG40NG+GiSxWff6GwW538bNYf+cWce1lRsYTLXzmOddXLU5u3Wxh48wH41zdQ8/S33b23giDspexu2kq1ezfbGpITcbSPlpeyncxzk2b7QAACQahNE20ej169Dm3TR6l1dnD2LmV08kWBEVFAouFRKZ5dkc/knF4JZXqJ0tON+P3hzzSOyr2KWm8lQNrk3IHIIks7RlRmU3hg79/Q0EbJ9tOesyb2VLWHPLui53lnvZE+2/I/lmx7L8UhK56YA0pr+dRjYcZJIleW116o3p+h3vjvqfcSn0/xznuK+vrM7SilYiKE3lyBZfc3aJ4aqN/VUsjoPgGmsUkliiCq/aKdQhGq8WX10sG6/p22K4zWk2mXlQnB9s+2sHMXfLm0PVsozIBBsKLrxOov61fxVcPqtgtmQVWV4tu1isD25sznaBxt/naHzHD3p+vHrlDMu3YOhxRE7BIEoV14llax/jtvEKzx8Pzlr7Bo6mf8pTGH8ZYCPOc8hzH8sA7V6/crnv6n4ofnKxYugh9fqvH0kxqHHLyXiFwZUP1GEjjsZ3gufgff8b8HFM43byDnH9/Fsv7dtHd3TdM4+iiNxx/RKCmB636h+PvTCtNUHDf2B9x/8mtYNJ3r3jiNL3csSNm+YN4Q8o4cTMWflxGq6YZplgRB2OvJMQEjQL2vpnMVddEDaroH7sSxVuaG9Oq1KG8aRayDng+x8WlHf36MRHeflPFu1PMrFoeV1oqU770mH1kXEYg4c9jtpB/p7AW7G83Z1WYXdjNpQ/raykC/h8MYM6E1bMey/r24bbPbuDXPrqyqSMkpFR11t52XCjKL6fFiuZYm6X1N5Ja7e3fmupve2UbjW1sTllm2LkLfvaalOhO62gsGoKFBsXgJbNnadtl0RO/lqjFE8ye78K2q7RK7Yn2aQWDRd3yJdcN7add1CXHtehZX4F5U0eEXKvE0Nim2bVeEuihB+7LlYU9Pz5dVNC/Y2fYGHaE77m3d5MorYpcgCFnj/rySTT98Fz3fxnPX/JcvShbxx0YnY/KG4T3r2bRTW7dFKKR45TXF2ecqHnlMMetQeOZpjfN+qGG3791CVwIWG6GJ38F73st4T7kfTSlyXrmKnOfPQ69K74E1dIjGw3/TOP5YeOwJxS9+qWhoUIwpmcz9J7/OoIKR/N875/LBxpdTth108wGYnhAVdy/r3v0SBGGvxLp9CZaKlXiDzW0XboMizzc4q9v1ajwr4h99jTbGn2Y6sayjA5HoqKqjP0FRDyCLNbG+WP3RxNikX59qEAABI/XlRXWNIhBI3d5UJtsbNtK48wvoZKhqNoTq/e0Oy4uKXeGopDT7YKpOCXx7QhyMiV3tcqnq+meb1qtsPYyxq8aYbZ/GkQJJYWha0IMW8rUrVxbEzcbYUb0hWdRqb4L6TMXi7UlTZ/Re1ppHo9noRrlTw6hbqlEdFhy0NrbzRZyBmppS17XHg1cFwjtqNLbmXtcOYp6B6VfrzZVd004bKKUwmsP71NFQ+Xi2bw93pa+Nd9PN/gYa/W24OXeEbEJTu/NWqlT8R5cjYpcgCFnRvGg3m897F+uAHP599Wss5iNu8+QyvXgy3u//A5Xfv131GUbYjfvcCxR/vEvRvz/89T6NW3+r07+8D4lcyWgaxthj8Jz/X3zH3o5Wu4mcf56B/YM7Ygkf43E6NW76pcYNP9dYuhQu+Yli02ZFv9xy7jnxJSb3P4jfffgTXlr1WMJ2jtGFlF64H7XPrsPbRW/VBEHYMzzzzDPMmzePKVOmcOaZZ7J8eWrIcpTnn3+ec845hwMPPJADDzyQCy64oNXyyagOjxQj2wN5/q1Yva24KWRlR+tPuqGGKqxrXodQ+rAMM81+qDRvyrWmCvC1kRslqnV1MDeMFgtjtEaNS99ApP60u57g1hb+8CXl7TIMxdJl8HWa7m7w1bB256es3PQm+u4V7bK/IzQv2Il7cYbkWxmIOsAoSKtYLK54hQ3edztsU1fN8qmhoVeuRN/9dcq6YEfG8R0c1W2sXc2irW+nXZdeN91zCeoNM0QoTZhnPCpTGFosQi4x+XpbZK0VZzYosYLY39ndEzMKHelmY4wjFBG7LGnELtNn4N/chF61Gr1qTZs2dGd+ekOFaPa3P9S2A5Natq/idKtMRcPiAME6s10Nt0cQ746QUaVU7CVGW7Uv2f4+X2z/sMtt6ByZrdaaK9HaI0CKZ5cgCD2F56sqNv/ofWxD83jz2o9Y0PQGN/rymVM4Ce8Zj0JOUdZ1hUKKN/+nOO8CxfzbFDlO+NPvNf72F43p0/qwyJWMbiE0+Qw8F75JcNoPsC17htx/nIa+46uUopqmcerJ4WMUDMJPrlAsXKxw2fO545hnmDPiJB5Y9GteXPlIwnbl10zF2s/Brlu/6HPhL4LQV3njjTe48847ueKKK3jppZeYMGECF198MTU16cMNFy9ezEknncTTTz/Nc889x8CBA7nooouoyJT1O0LsnpAm6XZ76OytpdX8PXF1azVbwp++9IMvkzQD1DSeXZYdX2Dd/HFq2YTKwg0b7lCLKabCt7Y+u3xeUbFLj3p2Ja1PDsdJesivrlbUVMe14zVxvB8k2JjYV9Fj73aDZduShN8PQxloKAJmEG0PeHbFEwj5WLrzEwJG2/liAPzfBglWpnqFmaZJQHXc87Arf/e0UAC9MVXQzcqzq5VT3L24At+39VnZsLluDZ5gG5MmtCd8MPuibfLx5tf5ZOtrLWakFXCjDWdoOSp2ZRvGGPXsSldVNlWkFEoSvZLbc1eDJ+7lYYbBuUordqV6dqUTuzxfVOL9Ov0ERNFq3G5FMASa2UEBJstzZFPTEpZsfz/hRUJ2fRMuk87btjNk0iB3VygqNgcwPArPuhDtuQg6fIvoIpVxfe0Kvq55o0vqygafT+H3J+50m+JyazHamobWsCP8Iirpd8ay/XMs2z+HdCkG4muKid2tm9FRROwSBKFV/Jsb2XzR+9gG5LD0N1t4repZfhwo4GTXeLxnPA7Owqzq8XoVL/9XcfZ5it/dqXA64fb54bxUhx6i9c7pk/cEzgIC836N96x/Aho5z5+H/ZM/pw07mTBB49EHNYYMhht/pXjxP+HE9b8+4mGOGPkdHlx8M/9d9USsvKXATvm103B/tpvmD7spbl8QhC7lySef5Pvf/z5nnHEGY8aMYf78+TidTl588cW05e+++25++MMfst9++zF69Ghuv/12TNNk4cKFGdsImSEaQhERoZOCQHs3N32hrEM/PHGOTG2GMcYbEvVY6WQOFN/KWvwbw15ggS1N4Vka12cxY5YZvn+rjHFKkZxd0afwJDOXfh2eISyKpdIEBaHtmYUOzV2F3tSSvNo0DRR6+Fh00nuvvWxr2ECdt4rdTdkl/QlVm7gXts8rLDta8QQJhdC2LQNvfadaiCVA7+CpFtztwbemfaFJaT2oWkv/lonWJ2tsF+k8K1OIeUxmWNHOm0nMMy3SdCCg2Lo1Q0iUrzF10J0sRLXh2WXZthjr1rj7asYwRpW6Pu57gtjlb0qYidD0t3GjU7BxE+zYGQ5j7Myzc1uHuznUyXyOXa1eZAh3+2YFrFiVWq67SBCHOtlUjXsXKWHt3cjHn8JHn0Co1odlS/hc66wHrF6/OfwlkD6M3brls+wq6qafKRG7BEHISKjWx+YfvQeaRv3vHTy2/g6OD+Vyvn00vu89ATnFbdaxabPiz/eZfPd7irv+rCjpF/bkevwRjSPmauhdPIXw3oo5aAae8/5DaMqZ2Jc8Qs6/zo5NNR1PWZnGA/drzJkNf75f8fCjJrpm4Zdz/8qcESfxl0U38dqaf8TK9/vBWOyjCth955edn2FMEIRuJRAIsHLlSmbNmhVbpus6s2bNYunSpVnV4fV6CYVCFBZmfhHxzc5FbPeGxYXOhjFmm8w5SuP/tuH5siq1mqQH7p27FN/ERd+FQrRKeLAdEZEiU+NlErv8Owz861oGckopAtuaY14L8WJcqC7snRTN/5XNfTQaxqg0S0t9cQOwWNLqVuPI0gyo2jGwVZFjoaPTVYNOFTQJ7mrdsyhU70cFsg9HC886Rwb3nA4YGUdrAkzj/zbS8NpGrFs+7VQboYjulN75Ifsd2LFTsXpNduXTecy1fiqlr7fV+RE6Qvwp25odKedxskdVlp5dSY6RDY3w7bpwBEFy+9bNH6cOulPCGJOWJ39Ptrpdnl0tRPPiWyxg3fQRli2fxJXP2FwCwVDsppDdBgkGtrN43MHM9pqGLAXQVitK2j7LlyRLtr/HqsovsmuiPZ6Qyedt0Idl86ctnrwdJUuxq6vCsgEaF2zHuj7L/kmyS6n437OuG8MppaiuUeyu6Fqx0tqltQmC0GcwAwZbLv2Q4E4POY9N4Jfrvs8E5eBGhuI780mUqzTjth6P4uNP4NXXFcu+BrsN5s2D756qMWli56ed7rPYXfiPvoXQqLk43/oVuf88A9+xv8MYd2xCMadT49bfwr1/UfzjmXDIy42/sHLT3Ae51byUez/7BQ6rk2PGnIlm0xlwwwy2/mQB9f/ZSPGZY3po5wRBaIu6ujoMw6CkpCRheUlJCRs3bsyqjrvuuovy8vIEwSyZem8NDocDAHtOLsYnteTPLMcxOD9rW12u8IB7cP0r1Doc5DjB5bIDUFyc/kWIUoqgywUNLWVclXkYZoiioiKCRoCgEaAsbyDbd4RwuVqENKfThcvpQisqQstPrN90uQgEDHJzbGi6hdz8XAgo8l355BQnin5GTi6eLR40XyMFk4djybXh3dxA6FsPTmceueOKwdVM0BUWzBx5eRQWF+MuMLG4AuQWFpAXsd3tVrhcqb9npscBLhcWLR9cLmyuXIqKilAuV6SEhl5cjLXAj9dlkp9fQE5xUcKxtQeayc3NRdM0nDkhLA7Iy3PFjltxcTGBoMLlCmCzgStStx5Z79Hryc3Lw+p2kufKjS3vDA2f7iC0003B8P5YXLaEdUFXODeL+qIBhxnCNdVFYUFBxnPBdLlwOkOEgiZ2u0auKzelrDMnB4fDxOVyUVzsaLe9gZA/dlyS6w7oTnA4cLlcKcfGrM8DPOFzLa+YvPo8TIeDXFcuBXFlg0FFTm7YK6egwEJxceKwSs/34G/UyM3JRbksMRsCIQf1NJGXn0/QGxZEV22N2pm6n8rvBt1CUUExQSNAbl4OxbmJNtfWha+XeDuU1oxqcEF+ftr+j26Tn59qeza4A03Ue6sZXDgSl8tFIKiwRI53YZEdV27iteGt09BcXnIK8nH5WvZX+QpQPhdaYSGYIUL2ooz9BpFzPaDI99kodPgocDpx6S6a3QYuSy6FRQ6CQXC5wn1TVGSPXXvxx8GscwEefLk27IX5WFQ+qtEFeS4ww+W1oiK0iIemmVSHt7Y+ZmdRYVEsx587z8DiCmDJs5GfF4SgC60wHy2yXW5uEJfLpKjQiiuUWKfpqsMgiIrcn4uLi2PtApgOPw6HA5tmI9eZS2FhIUV5hRD0oDny2uwzl8sFKnxN6U5r2uPr8xu4XCFydCcuFxQVF5HXmIfyGVRX5TK0oJCSkvD90fSFCFR6cA4riG1fECzAFXSRSw4ulwt7fi5FcfuhJdwLW4jvG+V3Q8OOhH6z5gWw5IZoDjooKiqKjSVcLj9oNpwOBxanjmkN0WTWZrz3xGMYKu5ca/0eU2/m4/K6yM/PJy8vD6N+By5LCKstiFZY3mZb8fh3NmP6Qrjy8nA6PCirDYddT9ivZLZvd6LrUHxA6/uVv2sr+u5GXNOj52YBasUraENn4nINIGB62Lh9JQ6HA6srJ3wOteK8YM0P4M8JkWPmoFwuiorsaKEClMeFVlCA0n2gB8PXStx9Kf68TXf/MZWJrukoVyOhgBXldrK9FmqNXCbs3/nfq5j9XVaTIAh9it23f4nn80rK7z+AGyovIicU4Pe+UtT3H0XlD0gp7/UqPlsI73+oWLgoPMvSkMFwxeUaJx4PhYUicGWLMepIPOe9hPO168h57RoCB1xEYM71Cb7/FovGdddAaQk8+riirl5x2y02fnPkI/zm3R9x18fX0i+nnP0Hz6XghGHkzCyl4q5lFJ4yAt0pt35B6Is88sgjvPHGGzz99NMxMSsdCoXfHxargnXNNG3bhHfzYvLOPSHrttzu8NtXr/Lh94Pb68HtDr/hrqtLH5alTIU7MsNYtIzH7SZkhqirq2PxtnAy8nmjT6OpSRE/GVmjzU2u4caor0eF7An1Wt1umgPNeEwb6FYa3U1YAhpmbT2+wsS312pnMz5/ENPdRM3mCmwDXfhrG/G63YR21eAvg+bGJkLucH6sQBOYdXX4Ghrxud2EGm0E66zs2qVYsQr2nwH9+iX+vum1lehuN766StwNFqxOA+pqscbtUKiuDm9zM363G7O+AV9dy9tst1thBD00NLix2TR8Hi9Wv05TcxN1dXUUFxdTV1dHMBg+RjYruF3uWL0AdY11eNweHH4/zU1NGBn6JJ7GJoXdFn6hknb97lpMdxC9tg5LwIZevRYzfxA48mL9CuBtbsbtdtPQ2Eidnr5dq9sdyx8TCATwNDennDcejzd8brnd1NW1b6ZHCOcOSz7fYnW7m9H9ftzulmMWxdLUjOaOnGtBK81Nzfj9fjxuD0blDrDlRuxrOUcbGqCuLvG4uZuaCLo9ePI8mG49ZkOoPhyf29zUcp65taidqftpXfM6aBqBHCueoJuq2grwJ4bINjWGbYm3Q2towOJ2Y+qNmNF9DPqwbngPY+A0mhoHp2zTHhZsegXDNJg3ugi3200goLBEDkh9nZuAP7FOf0P4Ogs26bjd9tj+6o0N6G43xrZVWKq+xT9gUsZ+g/D5YFsSor5pLXnFK1GmhrtcC/eH301drYdQiFjf1Na6sbsTrw8AS1MjmsfNO5X/I7+5ggNzR2Jxu1E0okXL19ag+erR6rehJ9Wxe7OBZ3sz/Yo1rDW1aNbwM5q3vhG/241uWrE21of3rb4BRXi7+vqWvipIqrO5uRnTE0KP3J/r6uoS7hsebxC/308wGMTj9tDY0Ejutg/RG3cSGndcS57ADLjdbjR3+D6sGRYsaY5vY0PYPq/Nh9ttUFdXS3NTM83+ZirWN1O7tZ5jjgr3bdOHOzAaAhSeOBzNFt7/hsaGcP9F2vE3Gqi4/Qgl3QsBvlmhsHprGDsuXIdlwwdowZZrIVRXx7dbv8LclkNlYymNY+oYMTwiLroVmjeAz+/HYtXwuEOgWzP+DsWTn18Ud661fo9pbGzE7XbTFNxM7i4Hps+Hp9mDamhAmbltthVP/dubwrbPaMbn9aCHgvh9UF9bk3aazlBIUd/gi9iZ6ffVQNM0glvCntNud1jstVXtwup2ozZ+idt9BG6jGlvk/PK7Terr61C+zMF+3sYm3G43XuXEcNuoq3NjaWxAa25iWfMCRluLKDQMQg0NEOd0mvB7V10Z3q/IOGZz3Ro21q7m8JEn421qwnAH0L0+fDYfHps7q76DzC/W4pEwRkEQUqh7aSM1f19D6WUT+avr91Q2beVOdx4Fp/wNs2xcrJzfr1jwkeLm+SannKb47a2KVavgu6fCQw9o/OufGmefpYnQ1QFU/kC833+awPRzsX/xBM5XroZg4g+xpmn86DyNX92o8fnncPW1Ck+Tnd/Oe4yR/fbjlvcuYl31cjRNY+BN+xPc5aHmybZn9xEEoWcoLi7GYrGkJKOvqamhtDSzNy3A448/ziOPPMLjjz/OhAkTWi2bnGRYr9+CFuxYovp2pUdpbTatpBCN+KK5gR2opFkYg1VeTF+L51c4QX1kI0skHDGYZobGYKSMabZEVUUGaWYwKayJlirj8vEC4ZApAE+a8VH0WGreBvTKFZEwxiRblNlGbjHVEroZDa+MW9vcrGhsJX1YODxVhcMYswwnWrwknNMlc6WRTw0wDfTqdWjNLUnbAyE/Db64BN5KUdG8HX/SLJJp60ThDbp5f8NL1Hi6Jn9X58N+ks5JFNYNH8T+jg+t7eo0Qasqv2TJtvcSGrBawgJRa2GMiXmiUvtdCzQBYNZvixVOZ7thKOrqFEYree8MMzGEuc1DELuGwsZaDTfWNa+jNYf7W/OHbcPfRhJ+QPNEKguCb0WQhiWBSP3hEMbs8qi3XO+NvroWA+NDs5UKT/4Qlw/P83U19f/dxKbNBjt2RKuKT8pltixLk307mrMrfehr8t9J56AZV1ApFIptVct5r2oxptFGrHcavEE3vlDrIk/09yI6i2R89pHoPTi2/75GtKo1EHBnDpHPsHzz1vj7bmp4fEXDdnY0rQEU23e0anFrK2M0+Gqpat7VdsFYreF69YqVaI3h7cIh2J28+GOzkJLx2DS0MSnmom3v8OnC22HjglZKZZ+kr7XrPrq7HsNHjb+WNY3r26zPuu5t9O0toaXRfI7B5PzE3ZBtRcQuQRAS8K2pY8eNC3Ed2p9PT/mChdve5hqPg3FH3Iox7FACAcUnnyluvd3k5O8q/u9mxbJlcNIJ8MD9Gi8+r3H1lTqTJ+3DSee7CouNwLz/wzfvN1g2fkjO/zsXrSl1NqiTTtC483caGzfBNdcp/M0u7jjmGQqd/bjpnR+yq2kLroP6k3/MECof+IZQXedmXxMEoXuw2+1MmjQpIbl8NNn8jBkzMm736KOP8re//Y3HHnuMKVOmtNmO6auPfVemye7dCq838wgxsKUJz9LUPFvtpgMPspoZoJ97GRZ/fcJy92e7aVqwI2azGTfCjc7MqNLMxtgiXhmx8lGPjOjsjdlOOKY3eFFVaQaKyeJOuqRUSrWMPdLlolGq1TxlCxfDV8syrzeVGZeLqIuUmIidmkZsMKrF1b2xbhXbGzbE/lYoVlZ8ztKdrcx+GWdaVWMNq1YrNlZuS1mX1Sxw3rqEZN+til2tCICGoaitS70ekmvrzjSYu5u20hxIVDMtWthrJ5Q0QGxsUjRF55tIWJOm/yMJoz6s+oyva95llfslvMHUGS+3bIEvvoItSalDm5pSZ3NLR+uzMYY/7EZ9+M9ARNyKiGdKKTBDaK3N4mbXwvUFFEaDieFuEZWibduMRlBm5tM/eUXsemk9Z1dgc1iU0xKOK6nfTRWxR+Fb1xxLPh8Tu7JTuzKYrGLi3hZveAKitBMXtNHEwq1v89mW/6UvlmRK+H6ksEacx+q8VVQ2b08oozftQmuuRG/YDoEMInfGay+uQS3N5B5xq32t6OeZOrypSVFd3bLuyx0L+HL7R61UlF292YprmeuNF7vS19XW7c8TaMYwDUK+tj2ikkXI5HtrXb3i/Q+hri6zLZpq/6sE3d3yDBHddkfjpjihWEH7UoBm127XVykIwt6K6Qux9YqPsBTa8d5SxKNf3cZRARunjDmHJaHv8fs/mpx6uuKXNymWfA7HHQP3/1njpRc0rr1GZ9pUSTjfHYSmn4PvtIfQ67eR8+xZ6BUrU8rMOlTjT7/X2LkTrvqZwvSWcedx/8IwDW56+4c0BxoZcONMzOYQVX9dkaYVQRB6AxdeeCHPP/88L730Ehs2bOCWW27B6/Vy+umnA3DDDTdw9913x8o/8sgj3Hfffdxxxx0MHjyYqqoqqqqqEsLKkjF3r459DwQhGITa+sw2eZZVE9iaOiAG2vWc36pgEbfOaAjEvKy0qPdJuk18BphhRSgs7kTFqlY8u8y4L0mV+twG1TUqUXxKtjkuqbd99W6Cy5K8kEwjlqA+wSssZQxrpmbYTmhGtYgpURGvMZj1TJZmVIzStFaFnUSbFE7vzvQiISR5DaXxWDFDScXD67whD3rVWvSqtWnri1bV0BAWkCoqtMzNtYJ1y2dYNrcIa1kJZGnYug127Gjx3suIyvC9lWU7doaTMAPtmnCgNRYvgZ0RBxXV1kFTRuS46PiN8DXdFEyddS/qxeNPciJbtAQWLU5cZprZn18YQQg2ode4oTnJqyPuPNXrNqPXbYagF1OZvL/hJXY0bmopGo1kDqQmozdNMAM+PLV/x+Fe1IpGYSadI+nE4ezuWfHfVSgIRjDssalMQg0K7zo33mXVQOszy6bYmiy4pjFNa1HNM1ectrHsFqvI/6KOY5aI2LV05ydUuLdHEpYnbq0FPVC9BoLeVMNT9imyTYLYpePbahCsixceW7FbZfwjxqIl4ZluoxiGYuNGg8bQDla5X07xVMyEQrXHSSqLCiP7aELyvVopRV29kWB3a5hxBqXe/6L31dbPk+rwaUp9sjdZyu0q2m8dv49trV9Hva+6ZYGZdB50ASJ2CYIQY/cdX+Jf10C/P07jd8suY4ChcbFvf057/Ndcfa3igwUw93D4810aL7+o8fPrdGbO0LBYRODqbowRs/H+4Fmw2Mj5f+diWfdOSpmZMzTu+qNGRWVY8HIGRnPr0X9nV9MWfvfBj7GNyaf4rDHUPLWGwLYMA1dBEHqUE088kRtvvJH777+f73znO6xevZrHHnssFsa4a9cuqqpa3pA+99xzBINBrr76ambPnh3798QTT2RsI+GdbNRbJ7ImEyEzmFY8iPOnSLudx6P4ckUd7234D25/W+pBmKYPd8DyRBEpszNAeIWZZp9UKI1N0UVmYqgSwMqvTZYuI+1hMIJ+9JoNMc+hjJNRxQk+sWNjplW7YpWkF7BUyuR0xm4vzctqMJPKO4KpXnemih+IZDd4yPetp9/CRTS8uDx9AX9jeBCvIBZm1FpoatwqvWYdes26NIWin2bsHEo3eMpWt9JCLZ7LrXt2ZV4XjGqVpsIf8sZ5WCVuY6YZh0exrHsHrbkype5Vq2HlqrZtSGtyTPjNdrs06oBS4WslXmhLqs7jUbGwqUCSHgVhgTyed9432bQ5syij1W/DuuZ1VCiAXrUGy66vsa+rxLqqBnfIS00g3FjMU0pTLTPcKTMmom6qbRHpic6PEGefomWgHAw0UKOq2eZLUuYSjDQTj2UsrDGuY8007pVmnDgR3TQu7Evf8RV6xQpQKsH7Kyoim0nXdXuImUj4MIXvya1NxZmuktRFgYCisSlxhZZUb8yzK8npyjBDoBTKVDR+XE9orY512TAI0nL8WvGWS/BWi6Jb8GwI0bQsmFqwld1salKsXKUIpbv3J1FZBW6PoiqwGlAEjPRRD41Niq1bVfrrLkHoy4xWtwl959LUzaN1ED2dEo/NjsaNvLzkPbJHoanoMY+zMaFE639Hr3lbhvRv4epUy29MJ0X7kBFsiY010v1Wdg7JUiwIAgCN72+n5u/fUnLZftxWeQt1nkr+XD+Aaxb8hdHTHPz0So1DDwGHQ4StnsIsHYvnnOfJeeVKnK9eg/+o3xCadnZCmWlTNf58F1x/g+LKaxT3/flArpn1B+7+5Doe++I2Lrr2Bupf2kjFXUsZet+cHtoTQRBa49xzz+Xcc89Nu+4f//hHwt/vv/9+u+tPmEo+Ouu5BgmhdXGYpsm3Vcsoq/EyrnRa2jozPe+uXAVrq3ZSOBRqPBUUEU6crzXsSGgr+sDt9ysaGxU0+mBgnA1xD+7x9ms16yPrzdTBULKHUtzARFNGiyNHtPJorp24+r0eRcVGRdVnFYwPNKA37QD6x5pKeWucTpULhVKXxw+SkvKjxN6/p3nm/+oTP1XF4cFMQ2gbNi2H4e4lJHecUiahkCIYMtPaVNm8gxUVS5g94kTslnCf2Ex32KY0+XIA9Mq1YNqAkXEDKEXj24mxbmkHr5lIGNtkJ5xFMX0hNKveEoaask1r7Wdjm+KLHR9mrC+js4oy0YwAet1GsE2N0yKS2gz50Bp34svtxyr3SwxxHAwMbsWcVLGr0VeHUgVokcTPiU0kthcyg+iGHz3iVZhOOzAMxactUdRpxa40ltGc5EiaIHQ2RkLd/J5weGJciNqiurCwelTZwbHzLtuhbtAMoAWM+NRbgMI0wYiE9IU0E7wZEh4pFb5vREXWdGGMcaGVsUG9MgE9tpOGoRK9M6MHTYEyjMi9MVUUSStyp2jirQhDKnwuRO3qkCejMtGad7PkcwOvz8IxR8XfRlvON0VLWLWhuQmErDisThRBAqYfZSpUcxCjOYhZawG7A3zxXqWKL+vDKu80dQT1wSZydAeOSB46VWngXLMZNXdMOIdiUpJ2pRRanDNu/J56jBosEeOaqxS2YkUwi/RljY3hfOlteTotXhL+HDsTNmxU0KToD6T9scyApSK87+agNOkI4i/EpD70BJvxhjwoPe43O/5cJNrvEcFMKXQzgGGx0iKDRn/0NHICOzCCmyDoA5sz0Y6gB81dQzA4BMjsgZh8fmiEf3+VUlkfkfh7mKFCaPbIPdwk5Rh0FvHsEgSBUI2P7T//DHNkP64PLGGN+31+5slhZ9F9PPDUEO68XeeIuZoIXb2B3H54z3gCY/Q8nO/div3T+1J+GCZP0rjvbo2GRrjqGsW0/LM5fdJl/HvFQ3zQ9Cqll06k/qVNeFekhi4IgtD3iX/QVPF5mDIMM6MhcVXu1GS+0duP2cYDqhYuFPvbsmsZ/m3hUbXfr/hmRTgZ9tp1ii1b01gSvyB+kNgU9roxUbGBlTJCYIbShDGqWELhxgYDIxTnJgEtSZgiH4ahWLEaNmwK74EZlwM/urtV1bBqdYLSkfLVsmMpKXsUJ3aFan0EK8PhPipkYt1RF86JkuGQ7q4w8ZvN7PB/wWZf+nxYpjJYt16FE2hHKwq4w/+A7Y0bAZLyNUWPV4bfeqXCnm2mavGMUwrTmzgqCgRMgsEWUTJlEJ52x+IEzOgQLZ3AFdf3jf/bRvPHmRNMZ0yQHdeex/ClCV+KXhMKf4KnWLItGRtO+ox+JNagV69Ba67AF8lH12TspM5bxfsbXmrV5mi1/pCXJds+YFfg6+Qiid8jG3y06TUW7voo4gWZOAQ0GgL4vq2jrj6xxWCGNFCVzeEM4YapWsSCSHteo5bPtr8Wl0hfS1hP4tI4e1WmNamYsLXpa7Z7t6bqQwqMSF4zA4V1yyfp61BmgkdofZMvyY5wGc+GEHUfBlrO46gYHDkXQyES70nxX0PRiShUrF6VrmC88YkL0v6pomKXir9eskx4FFel5qlCb6rAWr+xZXWyLh9pKGSEv69peptPtryJ3RIWS4JGAMMw+Lbya0JRTy6txcboftUHm6gPNoEy+bJ+FYvql8d2WVVFRMVgZB9aydmVHOa22fcRW3zhmTVMBcWrzTbPIF/AH/NQNMgu15lC4fGGr4nw72VUMO6cOBP9DQ7/NiUefMM0wG2Gf9MimCYQ8se85lT8bx+gRXNWKsDfjOZpedYvcS8j37cRvTk1/69l62Isu5cTDIS3jxcMU4T9hJdOGh9Uf87nu7LPfxb/m2CaZssLCyPcv9sbNqadiKMjiNglCAIrr16CvzbA7XkFVA//HUcHbJww4zrmXXJ4ypTqQi/A5sR3yn0Ep56FffFDON75TYqr/YQJGvf/WcPjgSuvUZw08DfsP2guf/70F9ScEcDSz8HuO7/qoR0QBKEn8cQl942G38Q8u9IQe4PrC+fvyjZvVGpFcQPLYBPvbPuaoBHE7YHqmvBAIn7cYDHcDGp4N2JDgkEtRIQKM26QoFV9i777m9TcUxGBKRiEqkqDddGoOhUWUbSoh5WKH3wkma8l7rvPDzt2pt/HhGZNMym0JpIvyAii1n+D+5NwUnbf6jqs2+vRarxxzlPpRKPWvRFMwm4QYZPDZa0bP8S68cM0dUGo3o8WG2hmHh7UBOqpX/tGgsdGMpu3KdasTRV3kkkYJ8YNnqp8m6j1VKYMsCorFe99EJ6JMorRmNn1KDpI15rT2BGpfGHt13yze1EawzLUl6FYax5VLWWSlsfUMj0mlmyMD9WL/N0QESRb2o+ILGYIBXjNlhkw01kY/xQXCPgwQ3H54iK2N3+8E9+aetxJxyqTZ9eKirC7SyiUelyqg98SMoM0+usSlkc9p1o0mWQhJ9WzMlxKsXOXwuOLWx45dH6fL97JEOvmGoI73ZhmJNwYPbOjSCxnl6K+QfHclx+Fk3LHiUaaGcK/IypuJdoZ7T/DSLI5/tKMm8VAJXZfhzyxEj0IwW948Jr+yLpsc3bF29oiVNpDtVg2fxqrJzmcON5zDsBpzQHCYldF41YqGrdS5YuGVGuR34k094lI/UazovYDP0ZznN1RL7Wke9Du5q0Qdd5Nd9iSr79Whi6VlYqH33o99rehshS7UkTryA023T3fMDF92c2OGRXww4c3SexSIfp9E8S+pkXUNwywrn8Xy+ZPI3bF56tM3F6vWYclluc36ueVeGONnYcRcSk6E2Oo1cOiYjMg65E+a47M9NpeTNNAs7Xkr/Sajayt/po1VV0zRhGxSxD2YaprFI9cvAX94818MGwsxvd+yhBT4xflx2Ae9tOeNk9oDd2C/6jf4p91FbYVL+J85eqWRKARxo3VuP9ejWAQrrnOwgVjH6J/3lBuWXwJrstH0vzxLpo+2pmhAUEQ+iqJKWmiAkfcMk+QYEXLLIPRh2Hb10ECW5oSBYYsxmstngcthXfVeqitg4rKlkGUYSRqSXajJcdXYsqXxMGa0i2Yyoy90SYY9tBIydkVF+qoKbNlZi4z3HZMVEor5iXmr8k8gI4fSLR8rlsPq9eAO+jFY/hiwpvmqYaAJ/xJWHzUtLB9yXpSfOqvtoQksz5A+ZcK3UvKACq+Uk3TUUrRvGAn+voWLy/L2rfQGnckbBEyTXb7qvn2g28x/dGcSnF2xASU6OAtk8iUeAzT7cnKys9TNtsWiYbzpXvhn27AicKyTWFfHCJU60stH9mm1pvq5ZDZMloGlmZq0YYGRV1di4CAGUKv2wRJMyjWuHfHQu1AoalwWGq9txp9p4leFa5jc90avqgPD1bNpH7UNK31uQfSrLQv1mn4OAhBHdvuFg+Q6DnvSQpHDIZaF2XCnl8Ki95ytAwVCgtPWjRbTuT6j6gkaXPpAZnCZ4NBk5pa2LQpbmGkqB5IDOey1HgIVXpQkdx6dqMev5lBsVMKIyIKe71hj5jtO6C6yiRgBlndtJGG5h3hED2lqA5ExLtIHrEm/65oNQmhyAm3gGDEsytOFGlx/Et3fWT+2zSTZsJUsKl2Tcv6tjy7gt70OcgANCj2fIPmq0+cRdFUBKu8aYVdix7uXxMDFfImzaSnRbzm0lzkkfNSrw5vH6iJi0+MdmdcGKPH8LK68qu4OlKPW4K21brWxdffkNhJbdxL3UY1FYFv4kon9oHPm3rcmz/dTeP/tmWuNOiLedlGr72mJvj448S6ovnqtKaWPomKjVogTgSPvvSJP+YZSLa/hfgw3bY8u0yMmCiarpG2Hgxa1psqzrPLBJNww0EjOxGyLUTsEoR9EKUUL/9XcfHZPia+vxj3oH5U//wefGYNt+kjsZxwT6tvdoVegqYRPOSn+I6ej2XTAnJeuAh8ibkpRo/S+Mu94QfiG39eyGX7PYkv6OEvA+/ENjyP3Xd82XEvDUEQ9krir/jog7MeF8bY9MFO3Isq4spHtnDHbRlsya/jUR6ajMRJL+q8VexuSszlFI8ZGfDGp7NqbTKs5Bf3sa+mCZolIWQm+pzd0FzN+xteIhQnKkT1rv/P3n/HXZJd5b34d++qOuGNnbtnuidIM6McEckywSCDAQMCAbLvNdcCw7Xv72ITbZKNAYNAmCADxsY2WLIIl2AM2CIIhMQgpFGanHt6ejq//eZ0YtXee90/9q6qXee8Lcm+8BtJnKWPps97TtWunavWU8961lD2SFb3cSOLyITYuBV2rt/P7vV7p3210h+4YcbCA1TLRVhZ8d+/d+tB7tl6sAG2AKjhrndEo/DFWKes8e+Nvgs2fHQL96gHK5PeAeFAkxbGQvVLAMuinEWvP+nr4QRnHb3Cl9mSFvrJ91fX390V9vcPuI+IQN5HbzxZfxfaaHoOGUmjj6ThAFmS8RaZ2a2K6oUplnyMjycirmJ1uf6kk18r9Vy8JFy8eDBYUdr2trC1XQ5MmQF0+rgPfhjuuy/6YbiDGg9Qvev88bv8BB/aXa7sPMOlQf2ySUV6/9njluyhAxbDAQw/mahwA3s8aI6MwTghezyh+5RF5wK7RTUOg/50ow4KZRznUv0mIqSRCrQLYWGljlgFgpbVqYZCWF0VCtOsp5vwnqtsfbkwfHwbpKnfNLnunRFMBC5eGU1kTK1Lrso2pi5na8tx7vEVrl/e5t4rf0rPDlgdb/LQzlNVGN6V3fOsDR+lkACsx9tB+Xm0i+3369DbqeH46GBXzNS5dg3W17lhJsDB+zfpf/BGbYX06Xeh1x6v6zG2pE+Ui0lFmW/rAUjOO4bvW4e9MkxOoq2nnDRb6EsfRg1HXjQ/RpsiOlue+//LpMC/UuVEDjeULfRevTZKUOWGGI4I3bWPMYQTmBtf5sjgAfQECDoptO5GBje2XBy9h83iXF2BaPwGfeG++4WVlWbl7HaNyBeF3yM3t+pj9Prj6A2fnTZ+Bne2eV+xIXzRRXTBSS2tWHeuYZNfqYOYXRN/QzVmNwphBrh6VdjcLl8eHQR3fex+hXO2AXaV19d/QX7ozJud2cz+itnurvC9/0L4iTcLbxjdy7LKWfnuC3xw426+dbzIrV/2H6F76Nmu5sz+J8y87PWMvuxn0GuP0f3Nr2vE5wPcfpviZ39akSTwI//8Tv7+C36SBzbu4dGvusDosW12fvv8DUqe2cxm9klpAowVGKowGxUl7ZsEcqowxvB77+5rdO6tgazHzMOcH19snHP/tT/nsbV7w18Ha/aAf6514YHb2OgYaTpdB7FoAI+QJWl4o92s98aud5gGIQzsXe/y4Uo9M2DdXKK3dzE4h82KicDKzjlW9s5H+jATDmsJEIkhbQB9Bzsd0y8VpHmoGaKvP9L4fTKMsZFWvhyTMhwysvG5Xdxu8N7VwU6Hq97KK8RMlFFRB3z/f+CD8CfvFkxAIzOVRuMhXLoMFy76MeoPatBKEFTRQ+WDqGzvvO19qMA8nLNh13h6fCGwnJpv+zu9iyyO6/tTqbFz8RLc/8AB/Tlxjcl+Uf2NOsufHxQA9veEs+cO6qX6/P0+XL9eoinTzK6JGXRQYdX3EigwNtLhUc3pVZsZoddTih1XObxx1krnms6qCLznwu/x0PV76BVlWFHTmb52Tejt+rFVFtIHtqvfD3JwDwL/Ns4KetVhQxhjktSXcWKqljasTABhQqFaMS68ULj/ofTim+c5cRw6Zzn0aMH47A56S5qZEMt/c1BOwArW1ECGuQHjSYmtmDAeQAi1tg5zEZJzcygzxDhLHthquStAHLnNa4AGr30rhcPlFnGC0qC3zvPkY4annz6wWUhhydctxXZz35pofPWxKAE5pSiZoaElANiNEcXKYLKEZpsnmF16tdxjVQ2m4kP7jCvQ5XrOXcXAbcwHpaAY+jaPRwEwCv+PxcZFuL4G19dqPTVEVZfesGuQX0T1NkgvRRkSKovGfKIfO9tCd7NmKapJ+MZZ1HZ9f5or/H1hEuyatL13XGbvD+v73D0fqPe10kZjQBx7+/DgyvtY7QU2lxlXiRH+9M/g0mUPVt79Z9JcUIXgIlagmriHWVPuZfUctpPTJXpbEwNfN8YGb/RLGUrocGLJJ+IYN4qnODv4A5yDK1cc19c82DWZtRNge9vy4G/nbN974z4ujGCdYMX6pAQQGJLRM8lfgM3ArpnN7K+QPfyI8PXfKLz/g/A9X7TKXRfOwxsO8/Nbb+QL84wv/pw34U686Nmu5sz+F8ze+RpGX/nz6J1LdH/j76P2m2/3br3FM7ySBH7lX385r7nl6/n3i/8a+8KU1Z94ADf62N+KzWxmM/sEN4HWvfO0PrhAcjU8oH6EB8tJDRd7w7TuE98XAr36DXeTkdJ00EEOFICH6MV/8wQAxpcKhMSXXZ47waQory0IG2tQBMfBMkbGtlm4COfOCf0phovCCaidq6idS1WmR9P/c65v/pRnQe1eZ/TETqWDVjkdUte5BrDcNIhQDDwGI6HNU05N/LFkO7jpN/Ph+1Dtj2qSB5pMQFz0bhl+492E3nbBkZ0HaoaNInI862v39mGrlo+iIVBdmosoNMCu28E4w/ao+ZLmI2U+3N3FZ+y8wQH3Xnon7734h02GSTEmufwBiisf5Im1++nnvQOdQb36KKn1INGkELYgDOyQK1cMDzwoXAsyOlqBu7bPzu8+Q+f9z5Ce22icVxhhdzea8wK7ew61q6uS5wLzb2dnolkrj6HPttm/v4jAiOhfgXaxVtXZOkdhczY2VvjAlfdX5ZdWgjqjsf9WB4A5N2O/zm2BEoOVnJGNKiNCcv5uTu7dTXJ1h4WHDdkjNjje0nBMLUWYx02nu3TYXZk4Qtcn2YbuUF2WEwdb12lvO5KiRNNogEAiMBgIG3+Wg3U4I5Vm10TzAVCbT/tnJJGgdzQNdgniQ+mcwTnnV4LEi8mzy9bzx7nn7MPsPLjN7u9fZO8PLmF7gkoVW/kOA9v3AGKkjVT1x+UevUcM+w8Utb7T5KYggrHC2nrdxzLBlKsOvWHGhAmLxqY022AHKp4Z/mnjBHH1Wq5lvqTCtBCpQjkFqk3b92+zsoUNIcXOJzZRGnZlh+3x/egrH27Ua2THfHD7EUBq3H5yPIv6SzngGL3xJMnqI3SK1XBMCRZP7jH+7+vXhT9/XzPrL+LIjAeFN2WDnhlU11M4lPLZhh9d9fXXa49hV59mFOnMybZFve8ivbf+TvVd8qdD5i/UcMxUnfbWmB9fJDP1xjrJ7BKk0mWcuJVhnOXuzQ+zbwbciBI4zexynB++iwc23974esdcwMgoOuvGoNT1FQf7jt616Tl59inhgYccFy7C6qoXqEeFnAQ2ft6o+2U0Ei5cv869F+9m9MwNsqvewGZg18xm9lfE/uAdwjd/m9Bqw3/4N447//ADpLfP8aZbv5vTVvEdz/la7Ete92xXc2b/H8ze+tcYftUvoHprdH/ja1G7Vxq/nzmj+OmfUhgDH/rFf8lzD72Ct/71t1Bc7bP5X564Qakzm9nMPpktu+p1Q+IwxkmrH4b9U+0TZ8sfJjMGNs/P7rfo+yNdwIbzEH0Mz8PWTjyOh6foJvDTfDM+vpyTr0iD2XV+cIWRHUN/szrWP0+7xnWrN9IuaocVhkMYlhhd+X30zK53LiPh9fq+W8dg0JvnsPd+kNFT+4wu2mZzY2cvj96ChwP294XdHWE0HmFs7fSW/nzF+jmgr1VwOi5eEi5f8Q7aMxeEldXwpv+jjKkgntkFKDXhmIQwkoUPPU7nvgvN4bPCxUvCI49G4TWuGSZTin83LIQxlpZI0P0ROw1wxZ+jP4qCA+Sd6gP2tp8iH6yFNoRfzZiBHfLI+r1c236GtcHKdM+YMaw+g2wMJ38BfLjue9Yf5J7HnmJ9A3aCz6U1sFqz+9KtfiNr5P6ez9oZ13V7u3n1NDjF11ai9eYM165Brz/RwiicUQQWxhc4tfdn4RiH6q3S/b1ztO6t59qDD3lWYwmOivLnKiuIG/HU6odY2b/IiY0/5qbdd/HM8G7Oj95dX04sKu+R2R7tS6vV3CyZXTHRyEqBH/lyAod6hDXjirAWdd2cP934EJf6TY240Ui4//cfwDxzPy27XYHGarABVpAkgO/i2IywUrGCDWLbCUkdBhdMbz+D2vf7ksPzR42tgQbrSodbh3UYARZE+4kDwWLciPPPRNd3oDJYGW1wLj8L65Z+sc+1vQuNgZQItZDRxJ5RmnNcX/GgQBnGW9Fwq2MPCE/7qBZtTgVI7kFoER/qnUs9nwubU9ixH9NozxcRz6zN+x60Go3Q+YToWxWC6KLy/Ngop3hk9xzb+aCOXZXyGv4iPTNkY1M4+6QF50POC1evTxEJPLIm1a/RE8ZfT4slM7tkAfTqFitMv1GAdz/4ODv9XmMsFsfnOTR4qGLGbRa7frCc11eM9fSMK7DOcn0V3vPeqOChoKzDDhyDgQ/9dg460dxVExubHe3jgdW6XyfD/ZvZGJuZKHumj3GWK5EuYeOeENaUv3j9ZS69ikEWj3ldTxfWRcTsiizRYZ0cMCUvXoJ2scnSzv1Y63DO+DmdBIA0jGUcxviBD8LbP/ghtu9bY+/eNcwN9uiDbAZ2zWxmn+TmnPDz/9Hxxh8VXvFy+E//XrH8x4+Sn9/jHV/+R2y7DX6o8wqS1/zAs13Vmf0FmLv5lQy/5q2ocY/ur38tauuZxu+336b4Nz+pGA3abP7ef+CZ51zmwkuusPazD2F2/mLS/M5sZjP7+Lb4+VPF6b0nwYYqJXrTIXAx8HSjggFd6TiFFO3iHZ3NwfXq4DqMkYrZdXX8Ia5s1Y6vDswu23ds/O41eitjtreFhx8RnHOYoaoYGgBKFNvFHnq4w96e10up2FVC9VBv3IiNwXVW9i5yee+pIKwtkdbRAW0L5x8ksu3Dsw5gbLkASm1a2vfOo/qa2CPb2YHdPeF9qx/i0va5ssumtH1GZjDFDlF4oG9vL7CCnNDrUTPTFBwYthIDJoULbLLJAfRugpZpMXpn/DWHA8GJZas4z35vMtlBaKNAse1YG2+hrt1fCTP7rqnFqhrOuhP0fq03NomTToWFRgfo3jp645xvtwLMmPTyh/nQzqPsFvshq1uTRqhcTnL+bvYfKLDnigZTsLQxI5yFkd2e6iZJEhjukNo+kipMRBicHMdJ0xtP1U5uxKAxhUEZRZGXPzXDGGuQSfx8tA7nHKofgL6R8CfrH2BnvMPqmgsC//7skqSkDXR6Z9H7K+znez66UIoG2OHXZR3qOj++VNXRO8QHUxCruWqFYss1wxihwewCGJZsmQCODUfw9Ohu/nz9YZQYHyI33EbvraIGu7hS5mcixlkiZpfmAM0655jM4uoxZmEsY5wLPaxVCHV0nmUinolULV2Rqh87o8se9HHC1qawH6Z4Z7WFbDku7D3DRm+lUY14Dt9IA1Bff7RmUpXYscYzYaaWQLOMsRlSlCGDw524ixrrqfWhBZIHN/0eJSV4IizfZ9DrwsWds409xEXzWfVXweaIE/T+DjjD9VXY2fWbtnGGkRliI4Qmj5hd2zvw6NWIqSNC/2HD9p+GeqdtBkNo759Hb14Aga3Bn0X7l29PDBKpSbSrvC8kimz3f5Djy05dn3a+is6F7poHgZ/ceID1/Akuj95X4WCpHZDZ/QAklWym+A2Mw0UZHd9z4fd4vHe+uraI47K9iI3quLnp92sJzMjSMhtlNCxG2CqBTD22kwQ+v1eV87mcJBPH+I4Jn/3vhfGaeVPHhv4qsdiN/gq9fKf63ToX7jt+D53UOgNIk+lQb5RCrzzE8f176ObX/LBYUzO5NOFeWYm5VaeWIexXnxaeODfkPRd+n6eeaILjN7IZ2DWzmX0Sm7XCj/yY8Mu/Cq/7CvjxNylaG/us/9zDbH/uiLcf+e98uznCmdf+J0jbz3Z1Z/YXZO7kixm+/m0glu5v/B+VyHBpd96h+KkfV/RWbyG992f49c/5dex+zvrPPXyDEmc2s5l9MtkBfgBuJAwf9qESav86+vpDgfFUMxumBWM/MrMrvogHKODSzjmu71/2mjfh+iKwb642RKL37TXKh13lCRbka46nnob7/rjPRngbbnPB5Xo681d4Tr54Ubj/gbKdnrXgvURhLHtc273Axa2z9PIdjAxQtgbNTMjQKOIY2L0omaPyWdZ87aJmBqdqIlqkgqd2nXdURqpueLCcMVjo53UI3WQ2xu3hGjvmwkRfO9zAIrkg1w1S1EAIUDF4poYkQu+8ZhcN77lnBlwITBst+cQ5Nbtgx66xay8zdDU9oXwzLwJ6E1r3LHDtQzs8cvk8F3eeovfQn3P5sg8dKx3ASR2cnQ9buk90SQYHuypuAuzaHW1NZSusRJ1tjkClOUY5F6Jrdsw6yhW4YT1ouRuHdtTgjbGgcRzfv4fFkRdj8mCXQm8/Qzq8nwFb2FgaqcLUbrA+gNR6dCQm15ncogvls3NGBQmCGxr677haJY2Qh3LaD12lMfnD9a4+fR1XImb+bCSMtWpElR48V8pLl79ldh8CmGQCs6soJvS+pB7T4ZNj9h8ssLuhP+O0otEnmQDzlIIx4yaLT8Rn/TOGEsdyE5V2VnC2QKFI0FO/KzEoZxmcNfQ/4Nmeqi8ohIfNA6y4azgRBA/YWAlsmapNfl9UDkR70KNTbKA3zzEeQ38AWwGz0Lmu52VZjZ0henc4AXYJYzOkn+8Rm+qtT+eLmgxjDH9e2HkqSsYB7734h/z5xd8HEdKL78XsOr/3xCdX/wiyHTraGpZ7Z0lHTb2lcg9N8n2Sa/cjeR/M2K8zAVzN8dnf95/O7z7F42v3evZOsH6+hzyTwaYfQFGu2nouD9e4di3sJTqtNIRT1/fjZIe0zSatADh/8PKf+C6QybXdqDkAThnO27M8ZepIBoWwdMGydMmyfuUprm48xvJTlnTfeNxZpLpWCe4AaKV8xlwJLKcoFWWDCSXCvl1h1V1n1V6Pu9yXGa93PUfbbPq51d8gffpPcIPy2nX/TWp2xcyuaZsGosre2dwQtlcHDEfNe9li/0k6+Zq/5xaGCztPcq33VF1PG1iAiH9xYOuSS0t0MyTZOWF/R9C7l2mbLaq9pvx/KfUmdXhk/LzRLjboFqsoC/3xNqw9zZO/9ugN2ty0Gdg1s5l9kpoxwht/VPjDd8A//EbFt3+rJkng6ve+H2nBv/m0H+dv5S2+8Av/A7J0+tmu7sz+gs0du4vh638Zkhbd33gDeuWhxu8veL7iJ35MsffE36RXfAUfeMWHWH/LY+RXejcocWYzm9knjcVhOdHn8TMBaNlf8SEjTnjfpXdwaffsVBEQ6YtY6Dw6h9q/wQN3eKC9uvt0BSDEoUXOwZY5H0IN8Q/uAqVAfaXHXD5UJzry94ThfmBoxE5teMLVkQ5Q+cZfJp//Q/0kppmV3+NYKx7jWv4YQzeqf6uyUUbMkcCA8Q/uunYknYBziIPdPShs0FiJqjuWMcpBN12oLl76wvv7Qn/g/x65vardZcPyx4dcffA89mrB+NxOebZvgJLpUJLxftVXIhHYFbFL7tt9nKd7FzHWVsyuyH+ruvqCeYSBXecgExzpU34gjFhUrhi7nM3N4Hy6OqQmDnkcjWD/WgnGKB7r/zbX9p6JvaoGADI2Q+69ejeP7T3DZt5kifgppBiVbBII7IEm4FdZhAW8f/Xd/nArLD06T3ZBe0AWoW22WB56p1lpINU+dMmtsGHOheOaRdJoa/P30tlXESPMFqYGu1qqAebtP7POuZWHSa7XQUlqbHAXtsnu70Sdo3BnofWUZ3sNgn55xeyKxLE9YFH/2TLbnNn+PcRGKVPLCgugIdl2qLGhMD48qbStbVhZDdp4A0c+FkYl8y8UpSZU+WvMbUILKE7PqBV6PfNOcVh6eVG3QYlDrMOKpbPeRhWq0d8PPeTY3/Me+uiqxQ4dyaWEo48adJgi+7LngY3gbDtPe7wB2FUzUS5dlhq8CCGWysEld6FqoBNH+uh1Wo9fbyAdUjg+eOVdXNiakJSQAzSRqjDGyYUtU2CZiDB6YpOd9+bs3VfQum8+HDkJBzk4P0YE0uE6qR2SFjuNesw9aVFDQ2Z3KIyg8h4BD/TbnlV1TsdQRVNlLq0X7Pnds+w/2mI/LNU40+DmeJt9E4dCRo2Xmu6qxXDh+jr7+R5KBEXJbKrrG3VCuI4/pqCJylbT8PwHSa49QXvHsfR0EQiANZBUhkz6WgXhwnBfGQyNDxOeNCto0vDRkNg6gYATx9iMKdEeq7ukru/vg4Mt/6JpHLJ9Ri8iimLss4JG5VRtFEdm9/z6mKpOCZkHMKnosTR6CmeaoGZ7fJ25wr/oePf5/159v3DFoQrBOhMAPkf6ZIJ7TxNO2hlu8PjW+yvWNsCV+y1P//ecwU79BqcETyvT9RoTmoyxm4YfYC6/inYBbO8P6eQ3zjwa2wzsmtnMPgnNGOGHfkT4o3fC/+8fKf7+1/oNY+d3nqH/3uv8/ue/ncPdPt/6su/APeeznuXazuwvy+TwbQz/zi8j3WW6v/UP0Fc+1Pj9pS9R/NiPKvbe+9288zMuUkjBpR97/w1Km9nMZvbJYmWoSlFIrcvhvDB5mQ4dAOeBhMqmvC7/oJr2E3Rfk56vmTSxlb6xdRZXhg9Z/1ZYFfVD+WDoD5zPL9E2tciRjsCuDXOBC/l7g7/nU9k/85TyGkhx+GF4wlWF0D6/HUSxS7CrBlYq0IfgAEavzfPCO89jt4cSD9T0ixEo5UXdARdSpltnuXhRuHgxlBe9lRZAOVs5+YWp+660ghyMIiHzX4wtdtefsLkhkfB7HNPkHe2RGzJihMFUjKeKXUVgiEWeT/rMn6G2n6l/Dyw1FbXdiEWAPHdoF2UwLD8dnDivKtNXMQIhmgdUVjM+JgpSQUcsfL16/f2c2flDlMuhsKhBPcdWVh3JE47+n1ke2K3Bglig/v6dJ+OiQ/2m6x7Xsay/c6ALRbKtGQ5rALVslwJINU/0nglC5hPsi0kwZ/pSzbqFL0xuUYX2IWtZs1+3ex68Ej1RwjO7qGFAgcQFEXALeUHixhSjAkHQwwDGTOZniD53i+u+D4rRVO3FCZLCwmOWzqNrU23a2YW7H3mgCqNbXYNnni7nZPjvBDBRCV5PsFSkMV4avetTP6pxc64DHBo+hhQWu1swd7VD92q7El8XEdbWLBcuUlETBVD7IVw3L9eUYjB0FIXvI0fE7JoIn6t+CFaCnKLqueeiNWvjbIjxSwfj6pDDRuMnoj0FRIV8gxbSs7bWAbzBDBs9vo3L69/0fg/6641zyhC9nffkuANCKlVPaG065p8ZoDFcvw4y3EFJCU0ADvZMj77sl53gy3dg4raFdhflHhK9YLCuTrjhEEzEmCICR5QU3PPAVrlxh5cH0jj03qt30xvvgjjcSCjjZ7tX26R79UsKm4X+yxUlCqytD73X60/SCfeiTdmorq+V8sxnBwrLyloRwoQnzaKUv5YVy/LoyaqtnkHoa3tqq0OWKXbtJu+58Hau9XzYo1RAb90PT25/gA9tP8rGlmEwkGgy+v92ig3m80sTod/1HzU8Hl4qlZTMcH9/qjhbRrATk2G1FZYuuZDd1DOw9FoA/ahffj269mG2x2tYjJd0cwWb1/cBRTGoF305nGU9VRndLy70a30PTdJwjPXrUxlFEod8fgSbgV0zm9knmRkj/Ks3Cn/yLvjH/7fi7/1vQcBzZ8zKD32Y9edu8Gcvv5sfPPx5ZH/tnzzLtZ3ZX7bJ0s0MX/9LuMWb6P63f0hy4c8bv3/KKxVv+qEOax/+Se7+9HsY/Per9B/ZuEFpM5vZzD5ZbDSC3f0mK4LxHnsr97GT75O7HBtADimBo8mQiAN0jdRgg/SpPwYzmj4uOtaKY/HsHMffv4WKHaEA1qSuZpnaFUP+wTFihKHbJdvOQ32cFyt3mmEehHKrJ2f/z8J1S7o+IL+wX2u56Ml2lHUTVESDGuewW1xAtvdIxnBtvMaje+ewPQvD0DfBQXAi5EMYDstQyYjP40DvDKFXOvO+nnEYkxOJtKRAX+5TPF40WUCNjzUwYOvUiA2QrfTGRUByw/CiYXTZ+myR49pREBNpmsWmNOORqZyY2JWczDhZNlS7ccVCEHxWS2srVMAfHfmvlhJtmcwqWYJ0AZQZ+PtSImPSqzukj19jWPTZ3RUefUxY+ZBjc8dy6YpPZw9UOkElESY0Koz3hEZYbOV8qNgSVY0Y5xGjMZTdKD9oKVkLH15/kmu9SxMFU6E3m5tBWy1aR9rWw2ALi7IKrUCl9dwAQUY5au8KjrwxR0ZjmVwC3i1VwvLwMbT4kM50VF8v1gITR0OPzuuC+VA9Eei1bqkcUiSQk/IawInrYmTEM9uPVxVREZNJITA06JGuXW8Rrl4Tzt5XkFxJa/ZmQ5C7DtHMj/jPu26nOXWtxe1bNBoSD/blrkAECrsXmDClIPwBexiw34Ot7ZLZ5VB47bQnzzqGg4jZpZrgXLUqlCC6Lnh1TVi57tk9dT0FHbDtKix6oi5SL52pLtBbQnLZkZ5vVcdubArr65OFNMGr1odW0btXYVgh6KjxeXbtJmIF2SuI3wf4ToguLx4uufbUul9HIlXCjoEdIdVaVxSFoHYdo0c9jSujNbXPxMwuF0ExZ3sXWB9ErNFyTYpCS1GHCwawqy7Wj+nuaIvN4Sp227BzT44+69vbXs9YON/l0IMLpLsQcmTQ23L13lQuy3xSCN1fZG28xdpovapTyRrb7wmDEAq9alfQH3yUzlkfllmFbId6jhlVbObuXsbyIc1AeuSmYG+0jRXn1x4BjLSCMsLeaJP+AK5cFZ54EsQZcA69nmK2feGtkEm1MXVUk9lVdrSzBeIElwt2IOy47Qrsmsz82Nl2mMEYCkv2pMZZYb8HReH7fHR2h/SevGItWgf37jzGpeJS45rlhGrc33T5tX/RMhx6nxYgCdikTwohkKsGyP2RbAZ2zWxmn0QmIvzETwnvejd88zcp/u7r623u+pvuw2wNecvfehvfpk5z5kv/PdNCADP7ZDRZOMHw9W/DHXkund/9v0nOvbPx+6d/muKH/uld/FH7b9DvDHjwe/77DUqa2cxm9slicZjVeXsO58AUwpP7F7g6WuWp3iUeXfmgP0A1/qmsgSEAiKCCEHIMYCkUm1vNB1vnIBlpXH+LubOXWLjivfym6HK44kpwEnIAIcklPLeXB2t6fcfVK9E1SkczeEPjczueSiAyDXZVz8wylT5q11xi4eweab/Wydm7ZwArJVhUg11Yr/uDpXF/FYH0Uh1et7sN93ygGcYoOFRIVJjaHi23H8qdPK4GkrQbk7n9ytFyCHbCoSkdwtETWwzPWwbnDKNLTX0Z1y9CxN+E86AU434d8uOcYIwXxG9kxwzWLa6HDGehjuLY25MqayHAvun7VPNlmVGYKSIoZ0jcCCYcsgrAEYcqLHvjRzl/6W6cuKqthfGAYZCUYfz7qySXHGryWafSYvMOmqJGFCb11gBkuNv4Mp6jTuow26hTuXYNNrYtW4PNyGGt+wW8I7m11VxDMdjKaBdV6lMrhfQdetPhtg3uqTWUNWS9c9UxAONcGJX+uTiys13EGfQwR5m6HlV9Y0KMCLLncA/mtHanARzf3qw6FgFd7KPdqHLEJ9Ear3zVBPmq8xGWnphj8d4F9LUMwTMYBx/okVzM6v3GxoGgoYwFS7HsP/bosS9+jHqyz2C8T7Gbk5JCAlvFLu/ZvI+eGXBu+Eect+ciZpdUHVDWU6E96KIU6dlOCGOEPEQx93p+JJUTH8YYg13ltNU0vGwRyHM/3+P+RiuMWB57LKfoH+C8T25Xgp+AjUnoDzBG2NiAB5qqFUwhaOEbvX2R8UjIC2FLNtgSDyi7oZ06RZXdFET7wb8MqEXPIepKAGyu2NoUdndhfMHvZwkJUwlPoou5Td9pq+NNzyCabHs578T4Mytg13JtvF6FxpUlZrqFC5ku9WDUzKUgsPhUHW6+/bBmvKeqQXSumqbROfUfm+PtsH84XAAxL1yEp8/7Ivr0Gbltki2/ICezgkK4VNh+lPLaXAKIK7BYVJmFAcfxBwwnHvCC7oOBP80UFn3unej9FdSTbUYPlnvU5LUk+tTcVF1hGNy3zu57Rux+IEcEEg2dfA1nimazxTL+4BpqJ0f1PSC13xN6j7V4/Alh+74tdF9CiHoNgPr2W872L2AkEgqsQpZVLVcQ7nmPPKq4/wFwY4u9b0zS1z57rDgw6sYvKyZs5unObGafRPaLbxHe/vvwD75O8fqvqe8Q/Q+vsfWrT/Huz7ybVx7Z5Qu+7Jegs/Qs1nRm/3+37mGGX/NW3MmX0Pkf30r6+NsbP3/WqxX/7A3/O3/40ussPpjy8H/9s2epojOb2cz+sq30GWIbjmDlOmxt1veO7UEIT1KC3r5AvrvHhx/aZex6weEphc3jggN4oSItK4G9fQ/ylBZnpmpfSJi/7jh5r+FY9+C3tSJQ7NS/JabP8uhsEI33D752XdF6V0DxSoDO+0a4sSN9JjAZJkIMATBjtAyDKn1tU05DwMMGAxjamhnhRCCEJ4oVUEkTqGlF17Rg8smwGwGncE5YGj2FMRvsmv0K4Cv/W7/NFg4NH6czXouYEUKRl8dGgJIDidDNCj+zOfri+3BP1+LDDRsqxh9Yq66/syPs7IXyLA0NG4iE7FUJ5oQwmeiYnhlwYXQh9ItEYWGCXBtybPUsJy6cY85ca4bhVICrBSfo8XncsIc4g4ips4NVTlkEfAIq1n2qQlfLyk0CNMBAmPtzzf4lx9bZZ4iP0hHQIOJ4uvcervQ8wmDbzQa7KERLsAzsRgSu1FeMNbv8VxY93kM5VQllZx8qyB6wFBfGbG1LBVpZa9lx21VZJmKnqL72YUGBSRm1MPQLmMDSU71VpOfDk7Je3UfjD1+m/45HEaCwjm23iSQ+2ULbbLI4OsuJ+w3HHzINoW7AsxfL9k6mkYssWckqIfnKidVlGY0Sp9oAIQwYWHOrXN55nKIYk5KQ9hII4YhDm9Myu/R6e2y/s9e8FjCBtAMKvZHicGxterZXBSI78cCJBibWWl1Wszwl+DDGal/woP2Du0/z6Pk/Z/z7YY0O6n0FEbbsDiMZ1a2eFKivgMuDQC1ha9M2Ejo4ES5fcfR7PlPtXhQN9sy1Ie859z5wqln70JxWS+i0mkklXMlSnbi8dT4urTC1ZldSZhuJi47Dgi8ljOyYjfE2k6acQofswc6N/Z7vAvaHY6uINGetsLEp9Ae2AtedGJRV0+VW6xPUQKOwKFTdZ9H8a5s6EQfi2aie6dac99sBHzcyrvtp4hjfR/4XpRU6V7ie8fPdGazULxVUYat6du8zuK0EQXC5D0vG+MyWjeyKN4jTrvdFP2ZicvLrAy5eEvZ2/bzWGuaKq7SeWEPt1x00n1+GjQvhTxewRyG53CIdCP1SEzCkVo6rsCt7nNvY4rqLXohUHU/19mxufB6GuygUe9sj5JH3g4P2WoYKYa7KqMnpdkObgV0zm9knif327wpvfRt8+ZfB17+h/l4Kx8Xveg/bh7Y599nv4ptf/WPIiRc+exWd2bNn7UWGX/UL2Fs+jfYffCfpw7/Z+Pk1n6f5lK/7FlaPbLH2xvvZ3/vY4uFnNrOZfYKZmw5PqH6KQYGJLEujrS02iifZyB/h8OAhlkI2utIRIgoPKm1rfJH1/DEAkuhBfDKbXmkLZ+vzV/YfZv3DV6eZM0B3eBHtxh54QSM4umv1W/pKs6t6dQ7KBPBFRSyOQtD9PZL+CnrwEIv9J0hcHbpSg13eMVBOsbnl+2jLPF1dz4qrmu6MgFJVnUVAZU3k5mj/vkYooUPIt8Gs+Dfp19wVVs0qdizM5VdRYjyw4cbsFSsYGVV1stTOpxnV4JHCO3LOCSpK81ficMqMcb19ZGsV1WuK/QpCdr7FhZWH2XE+lGic12VLGU5ygMtRgm82GuP4qL7tNY4r3R71eI/F8xndlTZavFj2hIY5SmylLbazByuXety0+0fVmFV4xaTvHYdhjePKTDi/5Z97jmS0xe4jOxGmMA20GBljho/SG60giWAWDYnLq8xr1tRnrY4f5sLoPYyldsqD7nlVpKow0JDpzYQDHBBCelauOXb3FKbw3yur2JJNijAndOXdlU6+Z7/pPAolLee/82GfTgSKgQ9nwjG/6jj8UMcf98QT2CtXGF0wmAevsS3boAUXwherteSonP6l85bFCxZjIv5nBGocGj7GXL5S97so8iJaa9FQlMwuIQZGXIP1Y6LwQEHIRwWpSkkGCe175xERjFjmiqt0NlpVXeI5XM4dPcFxdOIwhcJGhCchhDHSZESWocmiZCIRRlirztSzxwmlHpsaGs/WEf9ioTpL4PHhkzxiHgx/O9rFJvPjc74Ng01UMYaCqCXw4EP+U68Hq9cduzt1WK+PmHZs7OXRGd72bM8zZyeXdrSvKpm8eZT6S821NB55uXpF/XJDkzTCt6OzfZdMhabFIDVo49fOavEEgvNrQEIYY3jBogBz7WmGzzzGvQ84rl725VsxaKOmS49YqsqqCpR1lx5kNMaHnQcr9btKrTY/jQQrseh9bU7GgKO1lVZzN76XGeNZVEop5u7PME8O/HJ3BVYsyZWs6pnK9hztq21k3eCs83v9UE+V7V9EHQDyD0MId7hHjIcFdrkLKHr90M8aOnRJL7bRlfB+YGENN1G6DDitsyciNQvRywU2wS6NwlgwFNWeoV3u9SPzHkorCpdTSB+9fR6lNC27hxpEACNhjhSzMMaZzeyvlL3/A8Kbf1r47L8O3/4tqpHB4vp/fAj7VJ+3f/Hv8P13vI70pa9/Fms6s2fdsjlGX/Hz2Od8Dp0//pdk9/2Xxs+v/dIjrL3uxZzYPMwvfsu/u6FDOrOZzewT2KR+KE4T/zCYSxl2GD8cl6+Vm/tAmfmqO76KuS9n4Xx3+pxg+2YNBNKekF6vf4uZXbGzGLsivd3L7MpO9bw+GERMouDcetxDwUijxANMTiQCu3zdL10uGw6iVe28WdCXfVl9euwOPlhl2as6K/p3MBD2oqyTyvm3zA4BJzgxjPKi0RKpKxrO8f/qjXPVdw5H//GUqyELYRW8kpdOQVFV5cLgz7mePxTKUlVfrrk1zj75q6S213AEnMjUuGCGkPc9MAck+9eYNkVhc3bsZrMnvLfshbsPYA9U4Xq96/XYxk6Yq8PpSuYdSMXsAdB5Sespw0TD91JAlEEwdT1EpAK7pEzRVyJIZozsrXP9ujAaB3Bh6NEjQUgfnaO7Iai9aWdVRFgopvslizKqpXaXzvga7eFKxU7omHUuu4u+3tbRvdQm21eM3A7ddUey1cx6XIb6HenfTzvfqKrunB9fD3Ja3GIItbxeINRhPzFrzbOFFHt7yotXg2e2RH277larPcCHp0VhqVIDOcqqEHbnfxyet6VUO2iD3rlcd3V5uh2RmT26W465DYcxVMyaCjg+4LFCFQp7Qfv6i2NvD3i04+tTbkOhfb6IpsZbn34FeClAFZCoMuQS1s8nPPlI0HCLArCNWPROyUKtINUG3OZDbRUEBmncX61+YPaUIWHlRL0BhloCTuFgUOC0VHvCYDjRPRFoW0jBU/ZJ8vEDoTCLDoB560NlFldf0FqQuhqP/Xc7dpcnes9Uxa66FS6bS0wOhh97NT1GodrJjqG9UTfOhZHwocFNsGVQLxMktDshCayf2loX0upzr+8zz3pTFdunnJfg5+yWvYSI45mLdU3Qmi23CQjtlRHajUEs/c19Dzo7O83skrrvK7ArNLbXE3Z24IaYSggRz90+DlN9F3eCDffVuUsdWlvZVBHGQJpE7cWz5EZFn/uuPoHulSBWdO+0kA40esVi9nM/ZgHsKpJ6H9veduTVCwpQw21kx9F5IqnCxhG4fKngkcdKahXgFNrB0QeWSFRrqs4WS1gJFbMrdB+7+Qq5HZMNrnsw0tWLtxScN2LqsbQ5ylqUGYKGC+Y8a241Clv3oax1Dzl6bpO8P2N2zWxmf2Xs0mXhB/6VcOcd8P3fp0jTeiPPL/dYffP9PPjCh/m7L0k49jff9CzWdGYfN5a2GX35z1A874to/+mbyD7w842f/7fv+5tcvnPIZ753mR968zsboSAzm9nMPvEtveQfYLsdOLSsUAlccZcqoKj8f/mQ3x849nuxnlb9+lbsxP5QpW+KPAQBPQGc28nzqqKn6QSlU78ZR5AE58JZEKWZe7zFwlaffJiztQ3DcekYeU9pNAJceDiPFMUna5G7yUyS9REC9HZVQ2NGCSw/Ms/4qoGhsFI8zsPb5xqhkpv5LtYOIAlgRQlORADY5FvqMtrHjd2k3wzi6ORrVaUqJhWG0XjXh5rggmC/96ndKGK+hBBEvb9yIPAQN1iALIAGddgSXL/mnZ3U9UjspIizIzU91ObTPk18sORqm/TxTqVL5XCV8ynikLm6pWkvCUBOqEoFdpmJcLgQ1lJVOQAXLmi6jHYxhQKnGAxAFSNUf8ygGHJhcA0sLF507DxyPyZkyit1evKiyXQUhG4X5s1qGAYBiTJVVpWozynneXc1QYCli5bW5jSjpmxgt1hrfFUyu6w4yK+CLShMUTNgRDU0u8pBs0Yx6Jf9LNV6iQ8LP1KGg0HM2Csb0JjKFdilVF4tcR308UxHcXhwH4vjp6v1b0wNUFWJDg6acwJcTqHvrz7Owa2l6FxFmLuBMpthlO2wtBFDNB4w04WiQ6c6pPN4l+Sx2ikHv9et5ztTVVHia1olnwhoi981XNltkdXhbC6sadE0iU5hThXWICLsmIsYW5QYWrXtuQm5rMuD69XFDD4Esuc2ccrVIE3ZrMDKqy8p5DmIFPQpNQCFXg8KihACOD0PfUbQCcArzOPM7tK92KrKL8GOOiQY6vtDvc+6BtjVvGZc58FIGI7iX1XVd36v998mUo+FlzBzGKPZkW1ASPYSOistjlx6DCWOayv+BYsyU7up114ra2rqedqXPgMZNEOg43qL5bHBWZ4YfoD0nseZXx1zy/AplkZ15ldLQc82s5XGXV4UnmmLqtO/iMDueAdMTGk2ZGbbr+0wFmkKrrD0zRA18It0O9lmKAOsWC6vbbDRJEUxHA4YMGA0pmyxDz9vUMIgyTWgJtZquf8LStkqbLwCroDNkU9JqfP9sCrcxNlhHgerAHDnKCQK8XWAGzE3OjfVZwDDfYXTM2bXzGb2SW+9nvA9/1zIWvAjP6zodJpv9x78tt+iwJB+4d286it+GdJphH5mf0UtaTH+kp+gePFX0n7vT9N6389WdxOlFJ/1c19BZ9zh2Ht+j//4tq2PUtjMZjazTyTLrqcHOpwOr+3S24etbao9YWvHZ6HLJ8gvUxo8gZUBnllRHQce8LIh9I7JcJW6MrEekoqYGnV9m86Tl4Xy7kkiFrXnmTi9Pp4hILXrrnsj2HPsxhHapkCPduqMk5OOzWRHuYPr/ugDF3HicFj2tpV3JgRGRc614TpXhg/7p25F5bzGLxJq4fn6TbgIuAgXKY/ujq8yV1wNfTQBlBlVlavDBZ0AecHY5jy6d46dUZTpMvTF9SjpWdx2iTGFUIFxLuTj+rodMxkC6dDk2L2Jbhom6O0UXA1NzV0K7B0B6Uy4JUJ17JUQ8abE0MuvV4CjuJLhE+5fE0NTQZOhHcYKg6cuMglXDNwO18ebVdjPttsKrJi4uAhU27TIAzl6OAjz04NskX8PUIEf6ah2/EpgpLI4ZkxA99c968759jg8Y0iGffLNVXrFHnt2zZ9hqdkqUruXOg7GO4DZ58o+KcGKgFWUYVllXcQIKo3XhJ9TShsi0kZ1fGL3G+0fjVQNboij3xc2t8pqTUzsshJxAaKqMMa50SXs1uW6BZPaT6FvD7dO8vzO82mpFnEG2QocqRhblqYrPMk8i5ldvm4Oz/Yps8S5VDXGUo93Q7Wlykpalyb0Bpah26Jv11gbXgxhrFJdemcXrq04xiPBOcsz/at12RUnLYBr+5OL1o/z0G6xlj8K4pld68VT7I1H7PeE3EIR4Z6T/BiHz0hbMy7DcV4qj/a4Dj1VA4ImnNRC61L3m4TFoHSt2aWVRszkXGyGRRZLvoL52INBZbnbuzXY1SZiSYlnG2/v1jqRepjQWW3RudirwU1rJoDh0A4Hkvh9U4yibdZp2X1W3QrX3bXmnjJh5pwjGwpWxpy4cgmFJi1DqlG0iy2cWWmcE2N9IpBq8X0WYgDFGrKHW2SPdmuGkxvTsrskrl/tS2kiWDPkif0LFbMLB2PJ2XBrbJvzFFKw3/cvry4OrvG0PYsggXUntDczkr1QoKrrhDCRxbaeK1Ycynmwy0vyTbyRIDBScQ22bnnfjEOOyz3LSsEfPvFIFTLqBPLen/Lo6I8rYX+FqsPVjWqw2D6SzcCumc3sE9SsFf7VDwtXr8EP/6Di1MnmA/pjv/ZuOh9UPPY3/pi/8/qfQRZPPUs1ndnHremE8Rf+MMVLX0/r/f+O1j3/trpZLb3wJO3Xn+Sv3/9y3n3vD/Jf/9vH9gZlZjOb2SeGCU05D/DhCU6EvHwWDW+Q2x3/Z9/tkpldQLhgz6OKiX1BABHetfHB5hO9g8SNyYbXYbDti7YH7ylxlebzAOg0nlaFbn6tmcUP7dsTPdYWFvr98OZ4winOTX2c6nuHsXJMJ6qlJhwTLxh+cN3HjFAiSE/z5Lv6AFxd8aK9ygloQvY238r1NYd1lnW7Wr/tDtcrIy2H520d/lL+FmuKTYBznpkTOfXiQQV19XFG80MkE7aHHoXSmykrD+7y8MUt1G0pzYKIHB0VfQm5K3iieJwtd/CLEMGS9h3qoXadATCecBWzK3KOWlIBQ3EVkrGiu+5YeDxBdhy6/36GvQ9RQ5glq6YETgK4V4I2rtYuA5/9cLyjGe72GY+lcbU4W9p1d22qH8aM6D7VZU92eXrtLCJCp38tgLm6QnXjOWMKDyR5vawa0FSYql/9nKjPUXnfA7ACOgA9xlkGfejt1+GsAX+p2XE40qS8TMSqEYFJZld5rQAuld13vjjHNXel+n1oBg3Qw1E65qZ2xHVdlsOzZ7Tzjugzzwhr6zaApj7bYumsX3Dnqy72ZZcWL7rm8r3updDo7VuGuzGaCkPXp2IYHYDmuwkwy4rz2QXtmPnxhZDhL6wfFYV1le0WSNbAiWFr26Mmmy9OqJIjAK3epbozJglBAg/fu8Wh4aNegy+EMYpqMl+tgd1dsIE5E6+KVguyuRyDQY1HB3SX5ZnR3WwUZxGB0RgKGVIYz5azutkvWho0KkA8IDQBdlXTR9XLuPtkK2gmUm48DVOiqy4oQ1k1+gDgdWI/DfNpdx/W1/1+WelmBRROYep9znqkzTUpiOGfmqFWGOf12gCzGIXRO5AkgI5hv+oUG3GXIDeCTASy3XqgY3A1I2NBFG0TlaWmml/1Z3muGu+hdxOKwjPzAPYp39DU9ejpXXaKi176LYBdftqVEL+jkDHb27C5KayPdxpzUiG011q0nxxF+LZUZShV9128nJwIiR0FZpdEe3E9BaxJAhhWbhL1GrLUYYxB3ItrO2u+aRFbUeP3kHu2HqQIjM622fR7vYDTNxAenbAZ2DWzmX2C2i+8RXjf++HbvkXx8pc176ir1y+x+8OPs3rqCq//htegbvnMZ6mWM/u4N6UZ/83vPxDwuut7Pw/mNF/5yAI/8z/+G3/0x9MPjzOb2cw+8ax61laT3zvaT8W6In7N6+hhtmW3gwPmkMfyxkOwGkoFrkxnBvN/K+OBmiZgFIEeE45u9bF8ZhaDlnwijbsOovPR8Ur8A7tAHGbhD4+OLMOiKmbXgdX2hKzgBE6LKHsrpGB4IoQUbowbXqoqsQ1de6/9fcfWeJN99iOHIfR5+aI+1loKPlMJJMT1q8xGYFdw/gbrlu1rDtqCyxw+WkRQA81uPmBLNiFVsDTpFkgFUoiId77xmTuVg013EB3Miw6n42YIS8NLrjS7IngjmZ4zArS2MpYuWtKhQM9hMLSK/egYhx1EjmvpFAuw/qTvEFR9TeeBp0Fu2e83O9EGfRj/lf+Q9hMW1lu0AzE+3UuwWwX0HEOGtO31wMJTUwCHIgjUV4BSCdC6SuR7JCNyl1csrBj0ckLFajLO4axqlO0PogYUEZQO4Bq6alfgTjT6FhHMogpMxcCNE8FIQTzpn8mfpiAK70QhaJQuKmbXqluputHh0IWia1bQboyywoO7j3idsNgpjpzkeuaX6zTeD6DGgYW+84M2GEEiTepdj144pwb6VFSawwuFZ7sZ1kitxRXmpQ57gZNSRa3u13K/Sq4q1s0z1TVd1qS/lMvVqUYwKCBkZpfF0VlAkbgRJW2ywQAL+5VOwh4ZhRPG4LAo6gQi0daxb2sW0XgcBNAjd1+SZq0mzWt2NQFb8MyuisGm6mNHYz+fnURrr1FgOQcDs8tMM7umeuoAkLDug1AFqcEuXTGMg0C9SLVuXCMrriUNoJAL/ZCaPRYHzyAqlHdQtkan+EiQibblfqvQjbuQavS9P1hN3RqV8gBy9fLJ+nm4uw/DCXYpwFx+lbku7NpdtsbnPSFyHIAy68vJVIYSYRyylOYFcD2hs9qur1sxpvyNbdft8ox5GkQhKguM1bBGwx4G0BuU63YC7JIaNJ9/uuOZyc6xv+9Bu3L+GgzpXsLS4/NIyJSz2xs1w3kn+qgnvQYjGGAxWZrunANsBnbNbGafgHbPB4Rf+mX4ii+H135Zc2MemyHv+tafY643x/O/boPuZ/7DZ6mWM/uEsRsAXunhDjd/x6fyonMv4BUnfpE3/vQV3vu+GeA1s5l9wlsE4MR/Oyx6L3o0tILa6ZPsN9/+H+DS+O+HkD7laWBxuEgnX6VV7ITvC+it+kx9BxTUZJvVD7ciHhgoGTxWHEMZkEuOU0HYGl2/Na+IAP74ltmqwiJFRS5wCUBUivDNStXZ/QQrZXhG5IxHoVgFBS4VhjePvQivq720drFXsTgqNpZII2NhVRA1HjcZKQpBY6W0KWaXqhzLEuxbv+BDr9wxYWtPuH61bkOFpem6t62pPctSk2fNXWdAhQ6hc43q1zyGdlEDX938ComMmjIwASjxFyhbGjnvWqac4LINVQGOKaR2zVxg6/HrjTOwoB7rMBoW4FyD2aWCU+haUfvDVLQHgJjJUNNdjSQgFMxf9HN8KIPKGUzzvUkCHGkG4Co9rKQSi7Yo8fVasVfYNLu+TybwKGe9NhF4JmTVW17QxmMANwC7muF7UoO6wUzHYee9EHVV5xKwqJgmgjaqyvZZlYUfryqMsTzeCbi8qk/ihizfv0O2o+mxT5yIImfai4/F5+tOoEI/LJYNWS8rh1IHs9UCckd1YFW+Y+5SB4vhia1rjKxHoCuAopr2zU3ETz0bok2FXLzyuhKDcib0SnDkxTGSETtss7ldV0nhaJtttNmJ2iYoPR1IWJoNbKk4hFtBFQ5da5mV9WyWdPnCyAPP1KzNjw52caBml+oJ2g7rOoSjx7k/zFnP4mlUwWkPGSofxpj0Nd2HM9Yfu9EdJJgWdvfq8VNliCQRECamDtcu93AVhRJXe4zi8fwR1u0a5UIf3DJqgtIizJuLHvQtAmg00SkySYOO+ksXVIMUs4sVikQlzRMmmF2p7aEpQdeyaTdmLGnx8fFK+3XndeKgKJdTdG9X4igC2GUNqKezaX0/YENfIbd9dtwmIjB3tU3ROYnSXu5gOAxC/eH4vJCGPly5M7UjoqUelHxHYW8lAIyRxlf3ahs9ViS5h9rHuQHlk72k+wnkqnFvdVIDsC3rF9bJ9OYb9lOjzz6mo2Y2s5l93Nj6uvDGHxGedxd88z+eeMgV4T//h+/kJe97MerVj3HL//nGSc9hZjM72G4AeB1/wwtJntPlte/8myx/3rfzfT9geeDBGeA1s5l9ItsBfiDgnf2YSYQVOu+8RpZPhqtN7wEC6P0V9EZwrCIQZy5fpVPUSrm6GIIcsI+IC2+5Q/VKp0A7tmSTa+5KBVJtuz4r7hpX3CVQZRhj/da8Aq9ESKXPwvgiC+OL/itVs14m2zTN7KqPc9b/Lg2ArP7dSOFBG+3fXu/3x9Fbb7yjo4MeztDBSKZCIquh0QAKW12/Pi7WCJpkYGAjfZzyMT9cm0OCQdgptjFuwqFSVPPh3LVBszLi6EdAF3h21PxT7eoRI3XR705IbD7lfJcXKB2u0klSaEimnfWmebBrWtza1L8DiCK5nrG7otnadtSaXd6ZVCHLo21PU/isuPqRKb5MREqLl4wTW9VHhf/ErBStaDA95ldK59BWwGvZ79oIhx5eqMCNMkFEyfCzRioHfi5foW1Chkyn0AFcUm5A6gaeZROH4DnHlEB9uLaPHHLkude5i1lCAHpcx1gasQzcDqI0ktTARtk388MVZGyqsMqW3UHERKB63edFXJ+aGDJdxUmh9OoUFYAmb+PjMdsxnLDYjA+NGZkbgwFPr+yDUvU6AbpX2nSeSqmArnBxH4LVBP66o8ssj54IPDKhJ/s8PT7PNXeFNbnuWZxlO6jHvmxBDe41bYsNLudXfOiWNIdElSOrqLeECrC0tIs1VGB+Hrr8FKe2n6DbqgGXjw52OQ9aCiS2D+OAYNiCVt5kchpM4A8Kee7Y2JjUdYznoCHbT9FosrBV2M7BDFlRta6YBFZmOYzVfuoMhH1OBXZQGWooUb8LXjNunz1/f0H7fTseG0eNKof6jyMwVsVAfVXHMHaORgZHjSLp1/NJ0wwPz9W4wVpqmw20C+BbGYZpbwx2pXEIOzA/vsrODuz3QNIYHIoRQjC1XGbcCv/fzDCw6+gAzKX7CdmOQmkFThgOHS2zXYFPjvq+5b/yn7uriv19xeqaBHakB7IWz86B9eBXNY7hgx75ES0KW3238HSX1pNdQhBqYGc6kt40cPix2AzsmtnMPoHMWuFfvdG/SfnB71e0Ws2V/msf+HHu/MVbKQ7t8LI3/xPIujcoaWYzO8AOALxUqjjz/X+NE+vHedVZy/Kn/SLf9b3CuadngNfMZvaJapGMRsMctsm2mWIdhfMalJ0Dft9O0NsTx0wcl11uo4EkPIlqO2Y+v+Qf/KsKhRpqz+ICSJ0PYduiZtsI2rNalJoC8lRQeY9BpcZbevFi08MxTQdyqn2ByeIUVpVgV7MHCwrSJAUNq6N1/uzC002nvgSUHMhT3quadvADeBI82jLzVnmlMvwNoL2esfD0xH3eKoYSwrmU9s6yFayyPLp52etDRWwwN9FfYxkFvarAgHI05kSzpnLw+zQH85fTRtiVE6lRkapLyrYpUPbA+aaUoN0YxHF1fJnVq0HHbSKGq0xskO0mZJfbZTX8+IpBOe8Q2kHJ7GrqN4FwfbTB9fFG3B11PSb+9eWH0EQVxjFmixhFq59UPrVC6G74axbSR4mtL63LFAuQDLxD56wHekqwyzgbrdt67lgDSRjPpdE55kdPewBsogVOmllGy/4pnc9S04lomAA6qy2cgZ18nyf7z5Az8K3RNdilFSAOLWOSx6Qxv7TdwzutcUDhdCiwE2FUZlCN55sr5+sEyKlTdMTsGp4eI5Uv7AdEHdUMn19ERR2wuCOwS+ea9kaGDCXUQtdhiYGVMmBALPivpUCJYyB9Bm4QY64NK8FNG0LGQqMDAB73uTBgn6EbMXTjxt4ZJ6/wYBns94R+AI+SfJ/UDegYD0rNX+hw5GKXJBpQp6fX2ESPoI2QjHzb7f529Ev8r1//Lvw7zv18HVfTrN7sFCD5EGUS/2IiCetg+QbMvHgdlQBJJFxe1mIuv0DiRlWiFAlgUQzEOmy1p4s4EqVBN3c0ZRSSeB6SK5ogZyh4ijhQ79sKXajwokaR9BMWn5rDheQIk2GMl+QiRetos7kq/Ke8RAR2mQXb6Ccdsr8qIElBG4sNbNUSyHQBZqrZy7Az2iGXpqB7HZbqMLZPQhL95tMhjEaC6++R2V2ykHFElFQvVPy6rzPSGpOQB5zQaVPdA9KB9rOlWhj+WgtnM3AwNrYBQHpmVyW8diAQ/rGiWDOwa2Yz+wSy//JLcP8D8M++XXHLmebG++5zv8Xlf/cQpzZO8rzvfznq1K3PTiVn9oltBwBeS593moXPvZkv/bO/jT79ZjonzvLPvktYW5sBXjOb2V+G/cqv/Aqf//mfz0tf+lK+5mu+hoceeugjHv8Hf/AHfNEXfREvfelL+bIv+zLuvvvuj3yBG4BdomzjobIEH5oYRNPxvCw+O1qEwZA93iV5uv578am5INBdmx7ohv+QOg9maVODXd0VD2gp7RqMCt+ESIeGBEHQ1GDXwmJNF9kyFysx7EbDw8F7+97ZL0MMGzpkMbNLPAvAiaNv14Mmef27B7vaPsQLh7JgdO1g7LPvmV2uzphoJ+IUSydLa9/G9Y0AggQQUEcOS/dqm0kTBztuO9TdU43227ezxiqbOw7Xcn4sghNdhzF6Z6vWUVLVj5aDs15J9Z9p08Y1mFqxQL0KDmUJPmg0g9yxvnow06NbrKBwjPYGtErmYKlxFYGDCoXOa4CiZBYUhihjYXAMdT236yxjltXxZpPdOGnR9Bdc3X8l2FWynC500Lpmdg1OexRAOy+GnriBD/KpQDJfUGvHt2848r5fu+XBkL1igExmClXeL04rDTSp/lsCOCWwOwl2pSoLwGcdjuTFqctruKotNheujsqMmwqTLGCSuTrEVoEKdD0R12BHStAA8yG18Vqq17NzPvvrKJepSaWcn6txywdDQXQCcjBYUoYbopWPxosBq8gcwuq6YjzypetoXgrleiiPtY12tc0GaUTa2ZLN0C6weq7OvFrVKWj5ia1BYD9Qvn8UJEmA2EqAU0xzjZbAlwKXeE2ucQ7DfgCTwzW6xSqdfM1fV/uxadGmRTsCBA+2KsPqagsnsLvrGWj7+34dCf76ra268c6JF6BvvNRQOFrVfuXMAMwcoNH2BjegurOqj1a3EGkzTG/y9QvnZOsJc7srLA7OeT0/6rnedlv1mEseJXCwJCowuyau7dLARArTMkv9/8OJyMQJozFYJzgSlNFosX6OV5pffhAT1WR2iVIM2jc3ygu7YnVHa12sf5MpcLJ++aGV4uhGG7Wvqzb4I0oY0o/l4tk5dK7J3QTYFQGYhes3gTmlUNqHoZrQpkrjawhuy3dU4iLwFkjIqr/7qscgYvyWgLFvV9lqP2lMCGMszQ6bWU4PSgqjZmDXzGb2yWX3PyC89W3Cl3wxfOEXNDfdh6+/n7f81r/iC9/z+Sx/XsLCV33us1TLmX1S2AGA103f96m0xi2+9E+/hCNf/I/pj3L+2fcI/f4M8JrZzP4i7fd///f50R/9Ub7pm76J3/7t3+YFL3gB3/AN38Dm5uaBx9933318x3d8B1/91V/N7/zO7/Ca17yGb/qmb+Ls2bM3vMYkm6e0IX1s5EAO+7CxJRNRFRHIJDBUHoQZjmE4KgEEgdhBA5LhR/ayKqbOQQ6QFmzEkDqkDoOuhfQ7HTi07OsWkh5y6HAozglqwsmVKqd6CC2K+6OkA5VfHYC/OAw75kJwvIKDId7JSHSCS4KDbhVOC6NTHmhYkatIIiirqjDL3c1a6EQhGBlixFQOb+l8pm6f1O6jJt/OT3aYrRk0Gh/+M9LH2A+gm+sEpkRw8Esf4qx9DPC6aHVnlB023QfVDzf4TdHU75Eg+g1UGc8qZhCKQd8eGMZYA6IHh/aUAIrCAzwxo0bEMRxCnlPpSFX1DWGiMctxNPYMv7GMp9ulID8cBMxbQnHIkLWFo0fD9Uutq+CwJSMvglauFjNfOoc+DEmLwZRgSjSP6rpDphQ6ARJhr+hNsw4dtK62yIoAbCGgBOciJkoI8W3nPsNiqwXdLKWj53xxikrXp9E/1DNAyiyZobJFskivczvl156ZEun3RKCciKeLea5ZxK5sfI4+ORo0jtZ2Snsja3w3GIJTCfojZJgUxIfGRgt4GuzyWkmDEHYWZ7VEwd5tfgB9RKkj263Rj9QNgiabL4kQauV/1YiShvC8CnW1YkHCSnA+bLYcrpMn4NjRyOEX5+uUK7pX21W20iwTpOUYlRFtTmFNcwa1rb9faAXO2mqfcDdezKHuDcQKEGyes79bhwsrYO5Sp3HOyI0awJxCI+KBDyUGZ8co2/aMpMLPN79Wpzf8KvEiAiphr/M8DyCG+ms03Wstuk9ktPcEbRqLug5hB6zkCG0fUuwGAeySqcuOjxX+jhCmyFzXrxUol3TzhF4P9vZAdMuL9x94j2mGMZdmHAxbtd5UBdqEc9KV6B47FXHfBAqVqtmgUoFdHq4tQ52Tkfbstamhd1VB88PHSeM3Vk77pBsVil/fowXB9X3iD03zvu7DNsP9J1E+fLSq+TS7WolnTFux1XUkFYoxKBuYw+V6nrQbgaUTNgO7ZjazTwDb3hF+8IeFW2+Bb/vm5uq+uHOW7/+D/53//X+8jqyruPmnvupZquXMPqlsAvBa3PwVjv2DF/KqD7wCObvN5/5fP8WFC/Avvl8w5iM/PM1sZjP72O0tb3kLr3/96/mqr/oq7rzzTn7wB3+QTqfDb/3Wbx14/Nve9jY++7M/m2/8xm/kjjvu4Fu/9Vt50YtexC//8i/f8BoVtjPxsJiTNx4pe3vTa1siasu6W611QgihUGNhaxvW1iWE4AX2jvUP28YKez2pwl3qB/CS5XNAfSeEqD1rJSEJz9kqOC+6pGIovN4IAQwJD/H74kMgJQtZu6JHaAlAhT4gG1e7WCdzPjQwIcGVQvcHVDZRafW9F7N3tU6OgCTBqQ7fDfv1m++EFOtyLrkLntmldGM8EjcMYsYgQQtmCuyKwDpdhvXYuq5qwbu7aqBxCMOAbfXos223K4aKp4+UYNjBe7zFfgRZUGk41t5fDGNi6iMAL4SsCq8VNGkf1aGpVLpDnbOqug6HCdigNgo9VpVemJeCSmoZKRHW1qHXk0Y4WqNFYczMnGV405hO17G0IBVWJXEGPvEjk1aOrAvz0B/R7UJnoaxnFHIUjhDnm6RUYHeI4rS+hXZSgwwuYENag2v74CUVmEwVs0sU4qjA4iyDbjuEt+rpzi27EaQRFjV9YOjXwGYTHbHDQp+aRRfALr82DWPykEHxRhlNG9ndoAKYmjLuCqe9HtcCi5zSTaHqbBS0pTSNDWUyK6vFoEmqv0vts5rZVa8/hyPba7J0VADcPXtJYbAB9E4aLL/Ydty2F9kXB04YDAVjA2iRKDrtsMOK10ijUKR7Ke31DH3J/5alimyhhg6UA2ObU7ZkxWgFdjwK1VHTmQ4nTCbmIoDavUbHeKZYnPW2nD6eVFavg7KTncpCXQqcsyiTeuZaucdOCQ7W5zYslp9SoR3hi2w3gWruBbAkCrG15OA0idIkbuDBGU0zA6YCl7mKaemyWgA+FMwkswvAOhhlxwBF6nqeDVUyR8PEUxN3NFFgTA0yVc11pupQZUdVSObtreccnOWyPFcFXb2o30pGa2y6UEyTowSPCIfw2oQaSxPlwS6RCJgKgLYqtes0Loqi92yzGvxKkmbbncSaXeFfCYkNMBXj76bOGRRJzZJzaorZXTX+Y7D0ox8ys5nN7Nk0EeFHf0zY24Of/NeKbrde3FuDNf75772Oz3rvqzh96Tnc/OZXkx7tfITSZjaz/wkLgBfiaN/zbzn9WRk7v32Yb3jXN/LDN/0w/8e3vIa3/tSn8a9/Uvie7wQ1S4Yws5n9f7I8z3n00Uf5R//oH1Xfaa159atfzf3333/gOQ888ABf93Vf1/jusz7rs3jnO995w+ucTs5wSV8hTRVppkiCs5ClUETPyO0sI9ETYRg6I01TEpcyZIhuJ+hReMBdsIz2EtIErEpx0qaV5mjtBZ/TJPFvcU2t1ZUk3llLyEGnZJmauua+7je+S5OMLGvTyVJGQ5ibzyhcSpK20ZKiFLS7bZJ0TEtrdAKJpGyxyZGlo3B7i2QlIUs1aZqRaIHUoq0m0SlplpIU/npZomkV4+C8prRUC1IhTTOko/wDvWiSVJFoIWt1yV1GmiYoUpI0IWmlLC6m7KOwbUfWS8naLTCesZaIv1YraTPKUhKT0m4rFhZS0nFCYtIwF8AlmgJI2nMkWqOVd8pLgCFRgiSaNE2ZKwb0k5ROu80gS8nSjM4iJFlCe3WeXAtJoJClrZRxOqr6OcsUrVZG1mpBkgQQRJj0lrMD5gjgwcdEVeXv7ickx1okWUGWO7IsQ9uExKakWZekpcjSNMyV2ubnoN8H0SmKxOt3Raa1RknoZ1HQOopW2yTDMVprrEuruXb4yeVwEqSZJUkz8gKyNKElXU63n0c/3WW72CPVGYkOgs2p/79aNshxoZizpEVGkiVkrTatVkaqU7KWJkFIdIokQppqVCtjnBs6yYAFew2TLFfjrVu+79KWkGpdiVmnqSJNhHaa+X5yhkFfc3J+niTbqc5H+XWkX5xjN4Xkqq9DOk7IVEZiU/byQ0h/mySsgSxRtJIWLZ3R6rRRqWmMnyghTfxYJDoBq0jSjJQMlJCaDFEprXZKolOWlryuXJokJKOUJNH+2llC7/kWvTdi8VxKqttc4zIgnEnOoJQmcc2x1krRarVpZYZUElT0u9IJ2qXoRLHIIYatAkkzjrSO0NVzZGlGkiQoUbQTRzvRtOcyUpeRpvg1jgeUtQ5adEqRJW2WWGBschBVjTmpX6OJTtFKoaNwsjRN/Rhov6YSnSA6BRESUpK0RZplJGk6tTZaOox5mqBci/VNi9MJrVaLdlsjRkizFGtBtRVt2qRhjLJeQrqUkrWg3TaYqGwdwLJEC4fPLeESTaKh1VJkzjAcpwhC2kp9XW9giUpIVT0X/RpTVf9laYIjJSn83t2VedrZGKMVidKoxGcgbKUZRTZHolNaCehE06ZNliak4ufWy+ZexHZrk23TZC2nqfNrSKekacbyrkY7PxY2hTRJceLQWtPd6TI4lpBspGRZi8SkSKZIisSDcFrIyGhlCcYInVaLNEv9GIZ+SNLEr7NE4yRFdy3ZwmFUb9/v6UlGK2uRjnyonaSQJAmJTshaHSiWaJk+SZrSSlsYPYY0I3GGlm5V+7dvHAzzjIVWi2Qc9tqW1+ZLWm0SnXKkvUSeDUi0otPqosw8rr1AFjIag9+f00yRWaFl/bw1C45kL0XrBC2q2ifGrZOk+io6yapxrOuTQRLE9TNNIilKoJ22SRJDiiPVKalLPeglKUmaoQQSremfGdJ9qh36MaXdmsOaPdq2TaulySMJTqUVaZIhqQr7q0InmjTVpGmCLXz9ugtz6GFCS1pI5mglLcZakyZJA9HNOhkfi83ArpnN7OPc/sfvwfvugW/7FsUdz60fMgdFj3/xe19J+3LCF7zrS1j6W2c49Lo7nsWazuyT0pRm/AU/CK5g7r43c+bvfRfm38zzmie+gLuXvpk3fP07+S9vmeemU/D1b3i2KzuzmX1i2/b2NtZajh5tCtgePXqU8+fPH3jOxsYGx44dmzp+Y2PjhtfRkmKdwRowSmGdYB1oSxWaBGB6OalrsqqcaCwFNnxvxJAGoeXdI0MWtrosL0J/WDAYjCkKX4bLHSa8b46v4TPP1X8XY6qyS+uP+w1tKyeWQjucMlgHg5fMk983pm0dhTMkCYzMCGscLi8Qo6vMbfntjqEZg7XYPMekBdZ5AXDtNM5aCle3z42KRn2UajEoehjaFEZhrf+tKHy7pCgolMEYS4IlVzlpuyBNEuxYKChICkVuc8bFiCLSUXEiFCqn5QymUHQ7CXZYX18cGJOBgnEhWGc8g0C5ug/HPpmNGm2CUxhjGA1GWOcojA/V2TvdZ3m7gzO1ZlhhC4ZmhAvXGgwKZJyTj3PEGsASkfrq8SqKqfGq5k9Rj7UpCoZDQ1cVmJEPe9pwa+HagssH5OMx2URZWoV+FRVIewalojnkfMbF8U05c1c6mJFlQBvr+uSuaIS/NurtClIrOGMwqSEBFp9cIhXNiruCNbZimhlTnzM8PqLogVhFXuQMBwPyvCAxKYVRFNaQuQSxYI0lcS2sMxS2wEgLY4owF1MK47DOkBcWa1NE6rlUGLBji7UFBgsmweSCEVP1dz4OfUNOf9kw3BiyN9zB2DYWhxVDfzyPSlvM5V7Y31gwkmCUYTQekxnbWONiIVFgTEHRMmjnWF0fYxYLPz+Nd/jz3NfdWt8/Ro19O6XA5gYj4JTDugHWCYVICJEWLuYX6NCZGhuHIh+PKXKHsRYdhVQ70YgYRCekLqMnXVr2KoUpSFVBYQqs9bpaRW7J0zHjQiikwBRFY8+Bcv54AfE55liURTbHm9VmZIxlXBiKsSGJ5ptrCcYUaGcgSf11ncGJrnTRDJbCFiROlaSjet7lfvxsUbC7M+TIHJjEICZnPFZgxlhrMAaGYnB9S5EbcAm5KZB9R3HYYrsF1gVhfXwWxFRCPXs+rM6G8V6cy2i1YHPbkRcF2sXaTJCI1zx0QdrcKlXNRULZZfsLYzBh30WBs47bs5sZi/CQvez7gpTcFBgc1glmPGAsY0zhMC6w+pzgjMMZNbV/FK4gDWF0xhTodc8Os85QGENmM58J0iVYDKMkp+0MRWFJyHAywhh/TxMHpkjB+TnljCOXAuUgdf7lhrE2zB+Dw5FrQ5F0KXSBdfvIvkMZx9yVFi4T9l7cx9oMnJDnOdrgmVlWYfICrQ0j43XMnLaN9hkL4/GIzObhe4UxglYKW+SkLsUWNqwnwRaW3IKTObSr7+nVvdsKMhKsE0adMW7J0d3pklPvfYV1UGiKfHodKJdijU+WMbJjinA/y0c5SSEYl2O0o+VqKYF9DiNuxJgWN8lRNt31UCeD0YZ5TnJCLDvuWnNsw/2oMAXt3GKdRcQyHAl5e0C36HKKQ/4lhTW4nsPMFeRGMTY5JmKogr/3fCw2C2Oc2cw+ju3KFeFn/63w6Z8Gr/uK+vuRGfB9v/dVXNi+wLf89htID81x+k2vnjFrZvaXY0oz/sI3Ujz/SzglP8bCi+CL/+gL2F1fZ/e538/f/hL4xbcIf/CHs3DGmc3sE8LKUIUoDCUjYyGdB6AVMh2qA0OUmyIi3XSuKrMU000zzzixhipOURldaaKU4YfJhN4H0Mg2WJoTaWqfqLIewZYUJFQCu1qBCgL1iS0aTvP97sNcNxdDGyKB8TLsyDb1QdSEQ55pXYVUxGGMImA7DpbSKL4n9FSVEl7VIsIi7OtOIwyxDICpTCsmw1GUeCn+kjE1eYr/7GjZ7apsZR227PMUikOGpTKGLrq4ibSbnKhwrfoCB0XT6EnR9Mhc43MzdGdP9qJfU9AFTqadl2qOohClmJ+HxUbVQ4BR6rwulIsztt0gVA5CmNWEG7Tv6KouKWkjo2B1pTg0TYXsbXYifKuuVrhMJUDUyLoIVAtBDihAxDMeF5K5al0plTbCr4zxxd516Awo2F/uhf6SxnVFZVXFFXWI4wERu5FGnVSMDxHH3q4OWf9UVOdoREvBfxytrQxR0J3XtFIfpptjGm0cEVE+qisKV8xlNs25Sott0lH14ckaSVIfrnxAeFmlWpdMhKsdcGRLdcMnPRHCrBAUbmI7cm1XC+035k+ks6RUiEGdvnY5rxQF2g7CcVE/RsJKNvVhjNVPSHVg0o32qKTWmpqy9jwgpGH9T05r0XBUH69CQSXsi402N/6sr+u3OZ/NMjGeEVTtiaH5TmXoKhuuz/BX6eeFnpiyA7eUeN4190WXhb1FwSg7SZHNR9phDpzy4b2ID+2eHBctoOvQWmk5lFaokIGgtZkxf9XfE3XRrJxAFXJY6ku1WvH6qOdFKXjvw+DL3T4J7FzVDMuTMLcVExvPRK8oqv68KTkNSRDab2jiKbQVDowS95lQUAJGFSgURs+ByxCp77rxOjMqZb99EyRLHEoOT/QGLOrjZCrjzoWagKFDxuRq2EJovRNhvweChRa0VAu16Pts7kqb1kYW7qMOqycSsswE6mc2s09sM0b44R8VshZ873epCsjK7ZgffMff4+HNB/mhu78StXKM0z82C1+c2V+y6YTxF70J+7wv5Lmv/AXYtXzzw/+MP3zqV/msr34Hn/5p8KYfFz704RngNbOZ/a/a4cOHSZJkSox+c3Nzir1V2rFjx6ZYXB/peIhkVaLn53m14LMZpsKCWuQmfTOd/ur0uZW4u38Adm3/uVg2lZ6LQpEk4p3xMoOTDSwuV4cwTppTnSm9mNJSVYcsKLygSlV/bVBammK5AVTS1jYyGMY+Q8esNR2AA5hLeiLjmw9zCuBPaEcXD/gNbx6jVYJEQJTDImkQ2nWq1u8ywkg5UjKO65McVkdDRsGPXKGSy7HQ9/0xvGXM+GjdvliEWBO0maR2vMvmn+wcawoWKxq6KC+ef7Gv72R1/mcsOtfhau0XYFvqOS4qBRx2ImNgbFa1ATXlE1ICAKlFo8M8Kx3JME7RtDi05CtgdJfu4eWqDIkSJCjUtBh89Vs4Q3sH7OJghWwz5fToNIdaC80+Uj40r+wK0ROdEoElSqbn/Wl9E89ZOO3njAQdoASErCpTJ3C8fcjXOdIZOkgYu7QSpPio+k2RZpfDkdjp58wKjCxRshLctorEDmtNv0jLR38E93PHbOE5XmFOl6BBCVAoVfv/8QEHmEoU6Glp695dw+pzS5dgFxMgjL+Wk+aasu1aQEqFMLhT+uYJ4EsdmPEPVAUmpm5AK9/y2nENwXRftnWwtiuovJ6LMYCRtOv1nCQe4J3X89OdkLS9qHuZlXMS6FEeGK003hD27xw1qh6DXVOzVAXtuBw/KHGYnIBTKS7P2e8LSiWo1PdBNV8PmAsHz8tyYvv6upZU/XFobu0jnO8TgqjQNqXUgVqLsXnNro+0grzlyWH/Qqccey8EGKrqzz5orm8UT2BcweK8T67iFm/CLd1c55So9L7K/0XtL20SbAaOpyfoqjmEWveu0MuIbpHtJQcI1INKdDWohS5Q6XFanVeinKLd9r2mRBrjNJY+Q7sN+tBEaWXjfYGZblW/lP2gBNprGdooxscMZsHvuw6DOSWouzKSw5renX6NJiONEhUy5NatvU0uoyAAAKoiSURBVEXf9jHfj2Zg18xm9nFqv/L/wCOPwj/7dsWxY35FW2f40Xf+Az60eg//8uJLab330zn8d+9k6QtueZZrO7O/EpZkjL7kx2l/xks49bIPc/IP5vnM0efw0+//p3zHd2/wnNvhn/9L4dzTM8BrZjP7X7FWq8WLX/xi7rnnnuo75xz33HMPr3zlKw885xWveAXvf//7G9+9733v4xWveMUNrzPJhuioDofVUbQuHQFFV81xxC02jnOq6ewqFLYr7Lysx/ZdXUikemBPE8GZgtTsNctwXnvqlSdvZemO+g23L7/5WDo6XYMfWZTCvXr4V+BUC4vX1NJoXCb0X94vUbfw3B2c9pYwyk7gorJKB0BUzQKJ3eNJsGshnYuYHTXoVz7npyjvQJRtwqEqgXpdOf/jYkw/2UMfT1hUixzW8RvycDhNZkqZpj1tJSwMfBvsnDQ90AYxzDsKyjlcyQ6qypr2FOJiFvVhr6ke9d9BTBXtvEM1aflh03CSLZadXcXW9jT4ICrB6VrMvLRW5Stp8vQIApxsHSc9QHPIdSwn9Em0VRWAWTE1kuiKyo/1KDtZJTEAMFJ4kfBSS258gItUIV31Z+UUnUsd5tUCmc6YAifLOa0I/ReNp1bMMx/GuAkSQMmaUxVYJ5LgtOAa+nUeR9JonEcRPCepWkuVQn5UDw9S1cOjsKobOqdkqAikZYZFi3gOylRf1IBzeWwAt8spX1Y1AMC36Nu8o3ojO4BRNzqZYzPvFKtE1cLXk4fGayWpfxTgsDoyVXfwGl6NA6uPvpPERmNIAEKqAfKI1pyaQ0VAu4S9aRK0cSprMAZFXMXWqqai1HuoS4RiSJVkwZUK4wp0CXaFc7UkqFbzBYfRC9Caq46baKL/+4BpbhctMXH0INaYQnkRd7zwuStkAoT0AK5TKYUR8hxAI+1GIagIBD28DIvzRJNn+rqVQL2uAZ3uotBu1wdLEoP0Pnsjie9rjeKO7C6W1aFGPWIr2bdpBt02tA6Qhir0MkW6XF2BUG0lTXDqRhE3hjzoMgJpG1loYW5t7sq6zP5Qoez1r9U+Hve39mi3jQTqrfb3bGX9fJq0haWEuQ4BmCw3NoW2cOyYJg3nNEE7hVaabnKKnfkXTpVZrw9fOaPncOlRFEIyTpi75utkunVDnDIkOkEtarQGs2D9WnNAGfoatT9T2YzZNbOZfSLbE08K//mtwt/6Qvi8vxHexojjx9/9f/Geq3/CP+0d5/iffCPZ6QVu+r5PfZZrO7O/Upa0GH3pv+Gm1xek7T5/73e/hGE+4N/f9x386x+FhXn4zu8RtrZmgNfMZva/Yl//9V/Pb/zGb/Dbv/3bPP300/zAD/wAw+GQ173udQB853d+Jz/5kz9ZHf/3//7f5z3veQ//+T//Z55++ml+9md/lkceeYSv/dqv/egXC8+OCUnFmBFdhwzmawc8qMsEC0UBGgo97zOklV8rSEwPbYfxqTiBVpKy1G2TzYGLnMQ8OdS4VOxktlQMcPj33eP52xhmN2PcCJR3alzHodrCjtlnLINGeXsv6jNonW42J3KKDn5T3IxjWkrmuTW9i44+VAFRS3o5AFOQioDSlRPplFA2UUnN7OoVe5i2YikLbU7Kd/hRCBo+XGd8rGRuCRrhzC0pWjTFksF1XcPDFGCUHo/6iYAwwml9piIhJDqZ8sbTiAHlrOZM52YWsxPVdwf5bUoUVnenvs8PF/QiwSLvqNdAVJzFEzS5ylER/LK86MMVRcDoTnXxjm7RjcJZbMchbUEWHIlKWNDHqxGrmV0xYAhZS1hcnoT7hKSr8Prk6gaOdnPeKwWSdOvxcmpqDjUikzToCLBAaZ+90/dM81qCR6OUqsIYnWgP8EYATZJ60EyhQnZBQKBFhtNLzCfTDM+yvrV0k2B1B6kmqs8wKAHssgHw9WHHTaCpxtQs4B3tklE4XLyzqnuJnmg0iUq4Vd/OEdXUJgSiMMq432qASSnQ1bwS0hSOHJk6oVp/JVbbVfUcVRH7SE/IV9fzUuECayl29P3vNcus6jOa+5OE8EQfuubPdyprMAYFQSfC0WNw5Gj9raqLoderM/wVZUi1Ap2FcG3lu9ZKCzPXzEppdRuVZJjlW0FnEecmrqqELTyeqC6ax7rJ7AoDVO5WZZnOAFLPVaqQtbpcO5fCfM1aKvsw6rb6/zcyHcZDRSy1jjA/51mOR454JmfczqNHahB2PH8bh/URn2ikalPzEsdP+T1cKcX8vKI7sb2p3FeyDMevwa6PAVapWKdNM3do3HEPnpZ9o8OnLD1o4w3/RD8dPuJF401gRfpw3jrEcpK4CD5xwMJc+EFLjRdbQemyjfE9ydvxhePMJ8cCfBiDcApEfOKZanNISAIbVbl65uTLkVagWNJyjyjXbiJVRkYRN53B9WOU7pmBXTOb2ceZjcfCD71ROHYMvu2by0Uu/Mx7vo13Xnw735Qv8dKnfoT8yphbfuqvkyy2PkqJM5vZX7ClLczfeTNnXnsZ87jm2699A++//Md8cOtX+LEfUezteYZXURzgLcxsZjP7iPYlX/IlfNd3fRc/8zM/w2tf+1oef/xxfuEXfqEKS1xZWWF9fb06/lM+5VP4iZ/4CX7913+d1772tbzjHe/g537u53je8573Ua81+ayoVQBjKhLIJBxQqeFUv086890yLEiBOIuotGL+WAvj9DgqCY6hblZCVKvp6ERgV5Uljdgd8OCCYVQ5QRKYDkM3bjBgJlpefTKJF4CKQ91kGrupTCeBMUVCSp8T+hRzai74dd71FZVWYVdOXOVAi66BF4MlSbssqaW6LwJzSzcABaE4VDoF/nelE3ATDn2wBbVUgU/l+Ii1OA1HD0dOyQGOQrsDx/VJTuszOBSH0iUyuvUVDvAaEpXidEqhPQtQSgm3TCLHd/rNfMmeOKlvApVgMA0QVQUGR5JCK6u94ESpKiQLYP95A/Zf1G8450Xw6m7E7Fo+pDh5Epbahzmtz1THJHwU/0lN/AvojRMVUCB22nFOVIhnU4KkgpZaq0opTUJaQnJ0A4ZXAjSJUw2wSyRlnB2q5ix4JlqifSCaVa6aM7ROc2Thb3EovY1y4CYDoiQwL5YWSxZd/bsWU413Gd6qAwtnvDQdbKy0Q0iwWMqQJ2ktRn3mzy3ndqrSqrxGOQcIiUlCHQ6tdAXKVmHTBwCMqgIiSsgz3meqI6M6+C9Hp4qqF5JEBZw4ArsSvwYTUrTyrER/zbgtKoAxKfO33l5929aHOSEnq78dgihotetwV0xeV7UEH0Jn78q2/xoFOki+Kb9NCh6gNnquWQ/8OCvlmVhuYuRKDazy2MEtfn7WsoMauRGzqzwmFJlMhG765K113+XH0sloTw7aVCSAhEtL0XfVTUkYtm72+/582Bczh1aK0zcp5ubqeV1fR9UhoMmNJV+WF+HIYci6oXKq/qdx3GPzZbGhvmF9OV/5jwWCGUt/oo5AGCdE4dp+jS8vK44djQ9qflLa9/vp9kmyjt/Xy/Waklah41p5X3LSyntxqbc2NRqVdl7jxszCQgmMN/djgPk54cRxUFpzRt/KyfT2AHYJOoBdg5sLSHTEprZkypZF+u+0B8dwYX4TvSjwlfqYbAZ2zWxmH2f27/+jcOky/PPvViwsKESE/3jP9/L2c7/O1+cLfH7r37H1u9sc/ycvZf4zTn70Amc2s78Myzos/NC/YP62HU7/0hH+WvdT+PkP/kvmTl7gX3yP4uFH4CffLAfeXGc2s5l9ZPvar/1a3v3ud/PII4/wm7/5m7z85S+vfvulX/ol3vSmNzWO/+Iv/mLe8Y538Mgjj/D2t7+dz/3cz/0oV5gGsSA4OHr6d6Pn2TxzE1uvGFVnlOWo2HvRcHN2k//cFhCHCwAUgLUKk8xHCvWqurZTnSmvQmnBdl04tAl2jU6llZNl3AilqcSHPb4gxI+5g9YZ9tvTGYtN0LlxLRfICA45eiN3JUE6y94BUNAtVuqfQgTInOmBSqoeEmVRCdg7xuzdOa4AKoMhCQylNKVifx1ehsPLJdjls6TVjCJB40AlaKsbIE4WkgpokgZIqBTsFZeZX4Ljx5MpBxVgfg7muv7YeeZpqw7WahBhYf+J+sCDmAFSjqFmdCJncMeY/m0jP27R8XaCISep0KbDvJr3BWsOTE6gUCwtQXHIMwO00lNzzodT1fWbBEwazK7KQYUsyWirDkfT27ipfadvhW42c5xOs48AOnRJ5k9CGsVlRdWfZ44Xzt9BojRCgijo3zpqggFakaq0FqiPfnOUU1ixUEYTO2H+zCkWDtXX1ApUqtEoDxhWIEXsGOsAoeqKwakoiWhCK/MMFomcVi15BXzb4GRqElZflbJzV1LVdS7t0NEdRDlEafZap0lIqnUlArsv6mOWg/6Qius1PaEmBcCVR96iPoN2+Y5XcTC4IKrp4U48hnTnSwe71qqq2DSBViIKktQzEUuGaRk+B8KyWvYgShWmOgGsKyhZU2UFRKU+g6CeI08OIzjfvqgB5mXXGs2wgdTZyWqGTtmHc12/dktsxxrFODtB2fjq6iLVCwKnYFkdri9Y4eoKM2/JjxqUOEZ3lnt9zTkUleFUhl3yLL54LxFH0MMq+7b8t963XZZV4aXzc74xJTDaf07NAC4BvLTRparuk2QBUcL+7X3WXnAYsvgoVYVs199ppBUgz/YBBIGwv2odXvjE59/oViAHgF2iDor0PrCoXRt0xmKgKHrHYV7iGbVJJ0YQD1gvSnH4kOLOm5aCZl898VOy6l6gNLiwLy7G0m5Kh9BhFc3XsloqPMNPMrsUWQDJROspsOvEi7vMn0nQ2gvOd/QcSdDcFOdvlKa8P6iy6YZUl2vQzx+XJH4vr9BpYX/x5jr09mNBFZmBXTOb2ceVfejDwn/9Lfg7XwOf8kq/in/pwz/Cbz7xFv5uPsfrX/ILXPnxNeY+/QQnv/XlH6W0mc3sL9dUe46bfvp1FIN5/s9fv4MWCT969zfx2Z9t+fo3wNt/H/7rf3u2azmzmc1s0poPtNGLUqV8RkEEdVhXOjdGL2KTbvPBPJw5yWSpymoJWhxOPP2g99xh9Wv14l35UJd+6xaG2clGncA/4+7fNSB/ZT8wZLztdl/I4ExWObGb4yukJYCmKikdlIJRepJhdjOd9CRFusTkRazTCKnXB5GgiqUP9lhEC4n24tILo0vlt9V/RcHSQkCugr9dAgVyymA7VI6VxaCVBy0OH8KHMSrvBHZaCS7rQvdwFQ5V9a/3Kn0MWiLc2noVc8nJKkxLcOzdltC/bQSpv1xudlEpTRaMqjGAdhuOHS3HJoRcGV9aQ2HrIM2ukCmsBEqSJKE47BkXcdifi5AgLYkPUamgAJ+pc0778TG6Zi7lr+4x+qyc8akOBJc9DcCnC6FIz209l9Otm1HPyQ4EUKYEr7VA1q2ctDm9TCftopxMTXGTLFahQKJgTnc5egQWOiknDt8R2ubKRjbHqnLQw/mZMLx57NtACkqTkEy9FKqgZOv1304uLgSAQtGag+WlCDBSVGGMNRnl4PlbJnBQSgVQILpaAy0MzK7A9HRYxidy7MuoY+capvC0Fo1TQr/zPMbZ8aorpCVISzcYUupUwtwtxyuQtrTMTAskxdFhx49pWlncvoM8XgVR6NfkO7dO10suAOgAUlX7VlpyWDRJCkRhjG3avDz7FJ6TvoAFtYjSinFyJBzdGPiqP1WU0MOplMTpGghHfFhg2T5prvUKUGwr5rK6n0qwK8sUrUz5IcEnBJnqB8C4gorlOYkDVjpN8VkOOWronjakragfy3DMjkNBBXolRzUigZ0WFXXkCOhIO40sbUrIaShRfmkQ4+qQ1di6fgvwAJny7ND+kcPT01FPwBvaZ9Hce2Ef86o6rNdon1BCFCwuQlLWtaxLa+GjZPP0VocxhpDTG4EwHwl10Xhmly8J+5yE4W1jkpMRq3BijuWv6FO8vA7VN53jFVgLkJJw8oTi9M2gtTTA+G5JcNMVBZK46n76KlIMWvLmvqqo78dKBW0xf07qBnS2Hqb73JTWqTbq1hS6SUgwI1C+A9H+JUm8N1fZlEPReWspsOXqPXHrea36jxmza2Yz+8SyvT3hjW8S7ngu/MNv9Kv/1+/9cd728M/y2rzDN/6Nt3DhR3qoVsKt//ZzUOls+c7s2bfup5zh6Nfewe79n8r3nLuZJ9bv4/956Gf4+jco/sbnwM/+3CxD48xm9vFq1QOs1CCUbTvylwjclJKohGP6RAVkRLAO/pE1mXI0Kkyq5UB5BR9QmCUbHRMejiu0LTnAgQ6gkwYyaYBdmhStfZjL3BzccfNJbprzOlWFnmuEytiki9MtFpObDuyDwUgxaJ/BtfwT9ZgRW2wceKxoVftRR4bYjq2eu2/LzvDc9A5uOd5Ba+8l+7AhFzVNNxx3nXRr7yIp2RAhjLGzHDrThzqVDKMjhxxIggq6RKr7Yk6ld1XhkG3VxaWwcfPzypf14WIe4Cidcp9l7sZ7s9fgaR5zUJY0LQ33iEZ2tej4OBvjzckZllqHOFSK8ivPUkvDuVb7fnEBNFNKcWLu5bRUl0ynLLzEAxROpSgUJ9Lj3N66BVLIdHcK6jlyov5GK4VbOgVaV2OpwIONum5FbFnJMAnOYLejuPkmFQTpa4uJaVoiFl2JNALPz17Ebfo5gAOtSEkq7axqnpT4k4BKNS9avoOj+igo1RBeL8/RGo7q41EZTVZjWaBG4+aOQepZlE2JMUUWElB4YqRDtMLqDhYbmE5RYodwotfn8mBXBXiqlM0XpY1uVDppOsyJYv2uv8nRpKkzNWfmmDTRtbebpFHotFL1VhSZvkXTut078R3VaQBWAHbhJGQSsoBOnJsE1prSJJnHn3SE0LQ7Hgwq8+SNsuP02rdhIr3BKoxuSmxfgUtZXFCkqarArgpQMcOqWVCDxQk+7LO0mzt+rDOd4bJuNY9tydxRJRWwCYouLqjAkqv7wh2+lRJEtnNxygLodhVJw9cILK8SqM6E0Sst6emaZRvvb3ccfQFH05pN67KMvHU0lKQa/4qqgWaZYGoCHDsKWRbmQr1QETT25Etwh+pEXZI1dwCldAC8BFWpzSvG2TGGbR/GvBCznbRQvCwhf3Ubt3Rzox55uSfZeh4qXYNd5TwtolDjjNYUCH/qhGpoUvqsnGWZ/tjisENphb1lOo5UKSCFm44c58SRw+iXfCoLL/rUavIYvYBWKTpN0NrLD1Taawrm5xTHjih/75UyNFZQ4uqaimNhARZbg6n6J0m9KZbTvXfGkdl9j2N2FEuvWkQdS8J60FW/+faGhRs9ghxN/NzQGrbnXsKoc5RT9gzPbUdjG+9/NwIVJ2zmLc9sZh8HJiL8xJuFnR34F9+raLUUv/ahH+E/PfiT/K2iyz/5ordx7Vc7jB7Z4syb/zrZqemHgZnN7Nmyk9/16aTHOhx95+v44nGXt93/Ezy+/mH++fconvsc+L4fEC5fmQFeM5vZx5Md9JyolQbttYXq0BDNqZtSz3JQiky1qL1x3dRgAbI7U/+2uQOSmvDWu3m18m3/R9OXdaVatYZOOwZRfCYmrRUvuvVWXnXmr3NT1zuAktThmM0IEf9w/sLnT0Q1KUV2l2b9xAuwyt9bN24Idglp0JoqbvWvqEvmU1t1WE4PB/+7DvOa6uioO3QSsTUSz85AhE7Sik6U4KD6v9tZEFcp9dXCo3xLtXlucidduojywv8KhZRAZgjzfPXhV/Li9GVV54gGc0cIWYo1tkrdq4+wdRd6GZudCKBcCXREWekmwS4SBq0zCPPc3DrNXOjv3qfOYxcsiRRliyEF8wJfL6Wg2z7OTdlz0UqxeKSkJSS8JH15HQqWQFcfYTk5VV03v8Oin9vM8kgVLhP3cQCOHA3Hbn4euvOlV1vHLimlSMP4JSrxzr71xySkHNPHQQWtnMjdynSGVhqHBIaVrplHpeNXLi+npuaxTGZUU74uR/QRUNPMNN86P380GtFZdSFXAWOBsFWKrJffa82gc4JcdzlypBSo93boECzMK850TwRgwlXME6VSTBC93us+j1F6AlLtodZ4Tqha8D4h5Xb9XIrkTvLAliq/jzMYpknQnyqXxEHtndPoIIR+i76N053TlSC5Uy2k02H0KX027lqowetqTQb2EhqtVUOgXuE1oer9T4FS5OkRvyeV1y/nyMRQiVLkJHQXMpIAlJYZNLE5uleGtoUTdPmPCswY/9uR9jKvOf4ZqJcWyE2L1R5cTDRGGpuzqv4pXxwIGfNLLd+NhxOGN43Lmtb7VJyJsgTfdVlQeP2RBiF/VTZaWFwQjiwu0tZ1GLBkGTuLL6trM1H+pDXmcpTVVKFqgFApSDKI9h3bbna8tGokK5vS7IoAlyTj9uOvRDpd3HGNzPn1N5d0WdZHGLROMzoUwsWN3yVS1fWMsAC8alHY+Zsb9bkluZVb9G0NIF2nijPdCSmaitlVh6FqBS97wctZeIlmeXlisivh9JG7uPPv/G0WPvtWFpZSThzz55r0BPvd50NHVd2XHymYslBvFRDGxhXyIUmi6HSYulmX+7zopGLIulRQUTZRFbGt/UsQn11RQhMlehtz7JCu1qjWPpmDS2C383KeWH9BdV1RmlPpTXXdPwabgV0zm9nHgf3xn8C73u0ZXXfdqfjl9/8Av/Dwz/BFZo5/+rd/ne37z7D51ic59o9ezNLnn3m2qzuzmTUsWWpx0/d/Ov0rR3jDI1/OzVbxI3/yDRi9y5veqEhT+O7vFXq9GeA1s5l9PFgt8N60OqJBKgbJbvdFJFlKu+3PbNEKz6cKF2XJKy09liDzDvNcQ/+OPj5+bgLsKh0VPQE8TZhRNVVmeVFVWj06YoLFYXkAomuH2kVZ+0qwS+no4HDi0mcmSJIhIZYmby3Tb93C5GOyaGhnQUQXFRhXhxGlceWLagUqymrXqFvpxJR+W6ifCiEs/kfHnO5w66G7fBvC+RWQIARKjmdDeYHs+G23ByAlsB9KvLAMdWsnGV3Vrfh5xbLBvPA2Js0VgjWuGQIWXSZPDpNnhyk6/plEh7CxJO6zA8JBRaU4pxthZmV4k75jk+HpMU5nuIUTuKWTdf+kuuqDxcyDZAvJMdqq7UEq73kCilaUeW9haQkmCTwh3KrWj6rBrkmAIssi2FGBax8OXaHopgvceuhOzsydrg7Yb9/KIXW4wQYSVYa1xowUQWmfyWwC66r6XFvvM9d626ryoeeYq5qiU0VKhlTgjzRDnkLh5dgoFVzPKOxMFBxKjkeH+/A60Snj7DhaN8GuhXm4ZekIWcjyp3Qdw6mj44yeZ9A+HdgltVyfP6kpUK+V9uG5YVxO6zPcdsvtFEumXkq6DhiUG7ixSqu6D5Vm+dOWUWeiSdBdpjj6fPJsOdKFCnVPdKhjCGOERozdsWOAeGZXY9lFdSlBXjXB7BIU6e6rWFi+jcWQMbUE9I+3j1S6UhXYUQJwDrKI2VWVuuxwR2qB8Dy8CK/7p76+RlWaWgrNrfp2ANpdxc03gZrTje2u6u+oCcWSeH0uFTTANGwsfFqdbVapam87dMj/7VRKQsr+8wbMd28BnZDoOuSx6rdwnTT17e5EUnjlz4qS9VX3vSKJ1kdodzTU2zedQiUZOvcHZclk9pFoDSydJj10K50zr2r83E06LOujiMowrRp0BMjvPMbgFfMMTzi0UxzhOK3kY0sc1twriRZ6+D7cU9pJm/nnarLWREMVMHcUWarZkUnJMlMJkCA3+3MOH1tieNKD/osR66zMbqDDPlTVSDVBwqZAvWdvQgmo1r8pXCRTUKK1tbancoqlRakSI5RzvNOJxrS6lxOyN9b9dLzzYhaedwgWNcxN9McNbAZ2zWxmz7Ktrgk/9WbhFS+H13+18NY//27e+tjP82Vmge/48t9htHsnV7/rHuZffYpT3/XKZ7u6M5vZgbb8Zbez8Dk3sfqnn8H3j17G5nCNN7/zGzl5Et74rxRXr8EP/JBg7QzwmtnMPh7MJhFDODxxZsHRiHWaysfJUyfhzOky26J/Ch9lxzFpk2lckgtSu4NLvWh15cLp5tOsUkyldW9Y9fbeOzilo6zJqgfq6kE4UJBcy4caurnDVciMv1b8Xr221VdlJBXQFN5Qa4IjPsEQ0LU/sqSWAchU7DiUxSSNY2usovRegyZNBMZ5h9GBzVFa02r7sESbdOm3TlelKACjPdilmQI1FEkoyyNvUoFd3sFsgIPi61KNS9TcjXW4fAXyBWFwi2d8FIdrZkAlyhyu3+16dygGOnQeWGdJ/V3/lEY9pzPhgZQIjmLn8BlEtbyjlQQwsIzVC12YpSm36ttZzpohcPWlfZ3aLbj9zLQGVMVaCXVYGF9E6wKtIR9NhkDRqKtrLXtANfTvYvswi68Mc8CBm3B0lVIV0y8ja0xApbyOVbXeAsAcM7tUoqp2CbX/uKwP+aYoBdozLcyChY6EMEnFXXfCC55fnltmHgw6UsovmW52KPSYpq0WOKlv8mSZ0ElVb+jawY262Df7hMN2TNVRWqXc0X0N3XS+KhvtmV3lVBhlRxsFWT3vw4n1fBWqlJDSvqXd6P8kiUKJbwDbK2mi6NLQUVKQarpzJzjVellTUwofxriwAEeOJbQ60TnA0aOQtWp40t4ZJc1QEXRRfpgKY9QkusNth59Pip/bTjtk3qG7FvOCYQC2mwCQFkWaRGBXHP4W1m6SUG04VZ/ESJWiIYZfH+MBvttvV56BR3Sqahax91zH/suGHhgO53tQPWStVGoK4BYSbtW38fKlV7GYnUElSZUkYbItAGmiOXPa65EBuBJEr6LmPFhX3neOZXdxZnki8Ugoe5weZf+UX5tq7K+T6c7UsbEuVzPfMKAV7QDoArgI6xqf0BRHO6ilFKc1iCJRmhPztzNli9N7rI6Boqq/FS7rhEPDfq0UclhjXjRmgQWO65PVvjSXxfGXRGLxYW1oRStpc2buFCeSkxxqvZQz7VPRGSpojTWZXQpg8SSiszBWvv+6bTh5ogbVyntzfVK9RzXZeOGzVehE6jVSzYMImNW+9ZIoEEj3SvA3JdFtVFej78pQk+DfDWwGds1sZs+iOSf8yJsEJ/C93wVvfc+38Mtn38pX2mW+5St/D9t+Hhf/4Z+SHu1w68/NdLpm9vFrSilu/uHPQHJH+ti3803qNH+2+uf83gffxMtfpviOb1W8/wPwH/7TDOya2cyebRt0nsO4XbM42uGhUYdUdKXzrW5PsYeDjo9StNqajupyU/pc/yBOQp4eapRdPgNrivAgWzOP5l+ec+yO6AFV+yxwZ07XX5XPvKV4sP+ydAzKYyafysEFHMZmwefL2qQH4ByTzK4StElUq6JcTaWuR5Gl0JmHUpjpjuOHeXH6Ulp6EfCg0jg76tsvJZJEw4GosqNVzK4IGEnCETaHtFM5B8PuaUatY406ky1BktHvnmKU1Q5q6BySNPImyzDGhIqNATWg4kXeVXyoL+aZISAkxzLM8YKdl/YYnyhItAeR9m8vRdmbjnWsjTQ6mVOcLDhyWDM/D/IyoXezRo42QR9bAXm6yuJXa0/BVKiT8hpGaqldHas0lRZcWZfFBVWBqd1Orb3lxzcGTaAtO2jtGUsShUEpBeZ2z4iIRfVjMW4dnDIJjMeomii8thjAXWkdjqNVqRFWZytlYmyUVWWug9oOeAysHEUN5q5RyACpyLISNKg1uxo1FGrWmwJUzd9ICFo7ZZemKWkEZBKNjzvp0M5W81vToq2XmAsJIVpqHqUhC1p74/QIO3MvadTdKc0oPe4d+3LddhuLx5etFWmiOHasDhc8oEcA6AetHwmks8PqcNXXx7u3spSdjsS1y3WiWUznuPPknWgNe88fwF3h4mWUpwjMK9ztcX/E4buhzGmppeh4PxY92YeWcOwz50iXdDUO4UKhHAXzJ6t+iFtdtsfrWTWZo6CwJxRuUVW6UiXup1Dk6VK4lGeD3tJ6CTfreDNugl2iNa5dCvqrimUlEnIzKOhOqawo9rt3srX4GYhKffY+TZ1EZGJCJzQZZia8D4jXqkLTb5+mf/jl3HqL5rYjHuw6s/zccEBdadtqdCWpnqR56pA0om5zbIe7RzmcLlXzw8V7jPLgfpooD4ALbLdfhKoytMYATgD+o3DXZhZDBWnKsH2a0c3PAyCXPIxV2XjNieQUS4eXKV7d92zYSXZkUrM3CVplgqAV3JLeRlcvT7Ux1rQznU5ddaWQEmVULUbpcQ6duYNTh06S6BS30CZJYsB5QvMrAruqrJAhjFGUeFC32rrqzMzlWLuWb4fIMqP0JHlyONxv/+ds5jnPbGbPov3X34J774Nv/SfwPx58A7/2zG/yNRznm776j5Ajd3H5n7wHszbgtv/wN0iPTsaZz2xmH1/Wvn2J4//4Zey8fYXPO/M2Xi2L/LtHfppnzr2dL/tSxVd/Ffzqr8EfvGMGeM1sZs+mFa1jlUNwpLXM804c5dRJWE4XkM4yh4NwuDqSYJaaTBVN/fCYqvbUm3kV+QL+2bX6ALda9GdFQIcGWXaVw9vVR6MHZ9V4KJ8KG1LR94AUwvwcZAtlynrhyBGq/zfKaRTk63+m/RmokrkywU5o02VhHpYOAc5xyy1eoDxRSQWW6eMJEmKiSjCu1M+u32KXYFcAHwILqOym/Jac/OW7qLRTY1WYcL7/4nTnBO22Z8WMWscQlbLfqsMQFUkzVMzWnxW1mPDWDuTtE+zP3T7t/ER1XU4PcXN6U8UuOnxYsbigcEEEWlfInarbHswsWpLnjUlVQretWLyzFPZpmpMyhEYhZSytgkkxK7m5y9wLU1SiUC/MsHcusbb4avrLL2mKlkfuTVmf+TlVZzEMUyDOXFaGMc4tppyMiQ+Au8nQ+9RezZgLhcx/xknm/9opTOsQ9mgCL7SNvnRzxzCd4zidcVKf8mLpSjE/7zMClnPkhe0X+GyLCopkmXH7ZF3NREVMCTU17ydNa68ztrQUZZeLwa7UM7vcsvJZCOoCfTguEphdSYM16I4+h7Wl1zT7ZcHXc2EhXCOUlQSHXmk/rkvpGZ4z/6kc1ydJkgCwToplVX8pJIX9O4eou5rAxOIClWB6GdKMHNATYdqM06OM08PYEuzSR+kkcx6AdKrqz5tOwXy3Bqdvm7uZ5e4xkhRc18FSwv7zBvCKHEkSwIXmRmBGFCsrUbcvd47SKjNOxkk2AkixMef1AdPhLp966EW+X6MwRo1GOTDztzBKy4y10xthloHScai2B9fNS1OKT089gzNCdHqd2zHJIhXeIHAoOc3NSS2V4uaWq+kxODNGVMJg/jaK1ik//7R4rFs8wKc1LC2HUM/ITLJUg/Ja0W7HL0VinTj/UkPSev8dhmyESaJwnWV6ref4tmlFt6t58R1HmcsW+MzXv9b3deKZgL07hvTugCRoVuXzZ9jtvrQq1x4RTFux+fIWdt5V15+cTXOthYpd5cekybrL9BxporGJR+8KmWb6AiQ64bnt53BrElhorYn7kAYSxe4rj9O76UWMRkJHzfk9YjK7JPD8hdt51aEX1ftlVUy9rsp7ZskIvRG72QOofk6sftqLmseUYJrS2GSeTucQNy3eRvvlx8lfcjNpK+FEUmuPKSLdwDhjY3RVaWjC1XtTlbQgTNTRYcXo/23vvOMkqeq9/ZwKnfPknDaH2Z0NbGCBZUkqgoIgKgYExQS+V0G5KEGyIphRolzEgIiCklSSgAhIcgmS4wLL5p0curvO+0dVd1f19MzObA7n4bN0T9WpqhOqqut86xdmVCGEIKsHiUbB78rUO1aU2KVQ7CBee11y+ZWSffe1eH3gQ/xh5V18zGzmxI8/CMkmVn3/P/Q8sJK6CxcSbC/b9A4Vip2Aii9Ox9ca450LXuLrh/yRGAYX/ONLDL63nJO+JJg3Fy6+RPLsc0rwUih2JLlHz9Zp1ZiGjukT+HUfB045mIqo/Xq+z1ebLylcuoNP+KjQa0kYLcNixOpaQeixN7XdGP0+7EDC7joIyEwbYmiBPeGJ6JWkp1UzpCcJR7yWRlrRgUTRN2vIIlUmqGkupELXEIRLxfUYYVGlPoVKrQrIOEvtRtcYTXYBx9WwMBEQ9tvpiIbeYgAi98I/375SB5ZFbozCmTBmKzMQyIBm5N/m92Y22K6lzs5iRpi9mw5xOsX+SFeX0+13JoFCQ3O52uSzpMWq0ETBmsnOxmi7yeVFjXrpTMK8VU6ZtstmQAvQFKx1juOstlwF8U4WY1FIxAXCL8hWpz2TbbemmetRIbQSVnUFZG0QX7U9+RJB2zxkyEiS9peTiNtiiAwYZFN+d5WGI7xVAEAXmKEg0p/wCHID7V7TKjv5gYGGwKwOY1YG6S7bC+pNrMFK/FoMv+MOps2YRiZY4a2IYz3WHK4j6WTV04WJiZFvT8aJOaZp9lwzdz5LR2AAkGXexvWbBYUulRJUOf3kb4vlGy3QsIISsbdAT3WT7H8GtEx+PWhYjuWigRMXzzmMbphIPZY/htQEBJNY8QZ8fkFdjci73xXcHe0YT5rQ8ZlRhCi4InsHo/Ap0EDXyEayjjBXKOn32Rns7MD+dmcWD7GOgSb0fEw6gEymsF4696ZoxK5rPA6GKYjFC+evfdsyCnqcpZMNWYiAQAv5EFiIMt0rOjltD4cg7Bif9DUM0TprFkknSLt0XR1C07H8li20AFo27eoLt6CiY8Xb0M1CYoHccaXLzEsTkqhZS1SvJ6WXERcJ3OeddLmEQ86iE6+lq6s9lhlGRqowDUjHMgyVp5FoWOhkzGReoBfCvpdYpsAKlBXEs9xxcy1ymjRrtobfJzB0x20uHywfJ/aelg98D5DxC9ZPcoKhB5NktRCgkSqD2hpIOolJ9IQ7yJcgE80SbfAzdbIgPUunZ24A3ZUxsy9SzbqZBlbAK9bn+zW3J0dAzGj2NZlzsc213xRBfKawRVABIuv+rfKYo2E4wtHqDoOhhUWyWu6PiAGaCe++j0nGNOcSdH7jEkBA0NPUSm3dQhJmFIquAEMvErtyvRu0T8qRrCE1qZHV/AhReBmlTQ+7BFrXOQf5mJ6mT+ATJklR5sRyk/n2e4VBt+QkkcL+3cn/jkj7+7vxg+htOMhZKLDCzm8kOoYB9dXjN/xQYpdCsQNIpyXnXSBJRAeonLyMmzc8xrGRdk74+P2IYIKNt77Bmp8/S+ozk0kePWFHV1ehGDOaX6fuggUMvd7N4B8kp+/7M94UaS6/9WjMrtc592xBVSV8+0zJmjVK8FIodgSuF9VofoHbsyNZbtDcBP1mFetDs71vuoVwpCtJWIt5AsXn0DWBju4SfATRKFRVClriE4dXxBDISGHCm5kWpWpaknBY4I4WrhU/sgrPh+0CBMhc1kYpsRL22sGZOoOz6sgFjh/pzqPrMaJaFKGliRXm9U4QeGylw7I8T89WLiuVtB/uhSg8uNsVLBHhPWfVUBzIWICwrPyEPtOsEavOvZ3PNVhDWvYkN3cMKxEivaA2v5OWRDttwQMAkQ+SLQwTq2Iqmiaors51UU7MsMu0x6chGgt+bcJ5A5+bvJiYRPQgTaGaQlPcll2yMMGKRW0hAcDYK0O2dZASBgp2/W3Fa5hVhdsVtKgH7e1yQZI1k0BA0NwsGJxVx1BbnEiF5dlf3HS7vwhn14X1TU3g9zsTcPf4JovPO4GVasNKtZDL6GAJk7QeQ7P8tAQW0BeYwobQTNsqC2dSV9SWuBmhLp4Tix3VwDlXso41niZsscszZ9Zg8ACTdVPn5C19wD73phszmZOcWijo7CSolZETYhGgmxp+YU8i/Y6vr3AmnyHHmiSqxR0xt9BlXouigtumpgnPRaU5qVwTgSp8IkRQS1JZKYjHHEHSpTQWdimQpu3y7IoHXxgh52TXXTG2pLt+DnVaXX6nufHPZl07cixKggGN/fYVhHyOi2q4jIwWYWNwKjJqXyD5+6Kl5TfVfBraHB+iQvdY3OQEvmBA0FbdQJ1Wj+WXhGYVzJwkglAYAlOTCGEwUJl23Sdt2xYEZHxx6rR6pvqmE9fKERI0zRiedADywqztxqsRM2poahaUaeUkzUIsKxnNWS9JLM1PNmch41g0IrFjy7kRdqysRMK+nhEaUkpCAbtvDdM+J6wsCB9glg7AmG4tx3B27feHqPKX0RyqHSZG23KsVjqhBE5xpxmplPCcC8X1BvAbTgbOcg0rLKjxdyAEvJ08lO7AJKf7DPrMGrJlk0rvS/ORLZ9Mn1lPX4VWcFF1jmGKIKYPqmody6RswUrMc266qip1AUap+10BUwtiiFysMOc8MwTaNB+ETZevs3cfXqGtcF1mKqbyXmzfQh1M75WjWfa553YrFQ1+rJm6005bZIrH7PM5d3jDzJV3hFcpCw3PP2SI/G9v4YBQ6BSRf2liaT58wcJLMYHGQEcD0fkH0fjhZd6EKWNEiV0KxQ7gmmslq95ax4JD9+a2wZf4TMVSjjvqrwjDT99/1vL21x8ivKCKmjPn7eiqKhTjJrJ3DYkjWllz2TNMZimfnHoCt+pdPHjTkcSzb/LdCwUDg3D6GZLBQSV4KRQ7muic3MOlAM0WWmQ+i6L7yd2ZYEgrHx/GG3PFzr46OdJM3My5G2gIy36STYVrCseBQowlbMuvhGNdkWm0H9TLfe6AycLj3lJwl7S/hCabxPcyXVn+JOkOnaFFBtkyDRn0ueKbFI6re4Qre3Lk1wQRV9zfQhZFW+jzvuzW8hP/IT0JQNqxgCl+iR524tlIAT6z4O6VP35+AuOIKNUaYqlJa4twNVhHZu1pr/Q8xefevAuqYk34tZgz+bDXanqhr3Lxciwp8u6JcTOKT/i9wy0BTRQC+DuNihiFzglodlsN4RXuQsHCZC5n0eB2x3PNc/JWOJorXo+37wSJOMOQuVmxy5Vn0QLBvLka2tx+svP6kU6f+jSTMl/CLpRhGHrecMZrTZSfrzmHMDRhx1SLFdy9soWkoY6SrCGFYZ/fAhA6XYEJhfa64uzk9NOsFiUbtOPp5Pan6wJ04RKZCi6Ng2YVWVdmOYlGUISI5BJG5N1BBUmjhQZjgj0f1SRCCJJaijnGfCpzQcmFhkTDECZTgxPw4/fE7BpxXq45/WXKgkuvc15Xh1qYGDqEkF6OYerE4mJYXLVc2zbOzCJ9un3OGF6xCiDriHNGSgOhkS0v7QYJgkwG1q8ruAO6xS6Zd1G2rykZSCJCQaxQOYNmOUNGGTJW4/S/s01Gd9XVvtgF7nEBU4SczJmCykg9NXodcwN7A1BeZotFdbWCpkbwt8bILqhmqCzt9iIl73am+ekLTsfUfMT0MmaWzUd3ByB0NznfjzKfpEP47GvRbaHEZAtmDiENyOJDCEF5WaFNtlbtPvELJlp+v+16KJ1kCuGgoKICfAG7WCYL+BzRM+0dDxkwyVZG80K31ATl/iSm5vrNcX0UW/BWV0ONO4yY45Mnhe0aWIrcLsJO8PaQGWZhzYcJ6+XDymoYDPiqkWaI9Eyd8Lyq/D0DsD1WzRDptgq6m3SX5an9QsMQAXQhMKN+pPAhshY50dp9nRf/GEgERrnrBj5C+93uh1IIkknn9yj/W+GVcrT877LLskuCZui226pDemafp05Cuq+5wnVvC9B2vL1a3zwSIdtKMe3cQ41AkdiGK1Cd0AgEcrtziWi6oMffmD+ORLfdGHO/TwLX/V6A38AMxYgFho/fWFBil0KxnVn+tOSBW19h7yP35S6xkuMbj+RTh92A0DSG3unhzRPuxawJ0Xjlfmi+0jdyhWJnp+bseWgRk3dOe5hj9/oOM8tmcbG+ilV/+AQtiXf4zpmCF1+Ciy6W3gcLhUKxXXA/U+thjdh8EyOhYyTtSeXs9iKrGml/NzTQyGBNiDIwr4lifD6oCZQzI2ZP7nXhywXRQoQqPGXtZFT2ASorBXVOmnSrTqPjqA4afc3236Ey4vN9NMyvoVqzLZhqavCSakAPawVzDDv9IDJUmDJXmbmYLYXGuy24LGFneSz3TfXsWgo7g1j+5bQrzWJOIJMShowkg60HkTbLCvMFVz9X5WJM65JQEPLmDrla5Sc8GrpmUB6udi3PTXh0e1Lr0iHBbfklMH2CYABCIQoJLfVCnKDccWTOdyi/wFMdO2uWIC92uSfPOaGt3NdMhTmNgOGNpRLQ/XlBtCB2FQS5PLpt9WSfXsMtdaJGmPpIA7PaoaW5kKUtFCpYdmku37hQSLMttAzbajGHb55F80Qn5lFWDIu5ZCQ0jIQj8Loqkev7aATKkhBPCNdym2wWNoRmMmBWkNYL/SAMgeHUMW02OAthqHw61HXk/+7rhz5/M1YgkTeOgIJll8h7aIn8zG3KZM0Ti07mXAfzc3EtX08hBP3+VkLlCXzhQN51TBMauux1iuuFiXP+dHBNeodrSvlRQwhkxKK7yRlFl/VLQb/Vira1yRnnSEOA7ljHuMO2OeUGzGqsaA3M2IfQ8QdiJQrut8NcI4UjwIjhtjPSWZZPchGMY1VN94gG+Ul3rh45y668DmALhm6xfkJzkHjMFqxzyaRy54jfL/CZAt9BERIHNyAMDc1XFAvRdR3aveiI6AiElHb/lRIcCwZ8eayaafT4m5Au4UHqFiLuFUiCQYE7s6LXhHD4/EMKzQ5GX60hNA0raSse2SwQ0+wYbcGiqPzOro2ctZa7zyYIGhtz5Ryhrki8SaUEiaRLEMt5bmpQHJzdcLkvJ0WKxlAzABkrU+RyWsCdYdSq1PDVF8WEStsxqGR+Pqbl771lgWZMLYSmachoGd2BFsRAJt+bfb5a+vz1lEYQnqEXkmHkb98l6pk/EXXq6wSLFmh40uy68JkFMU5g//5Z0sJMFdw8C7d75/c2VE6qqdpx8dXd1QHdcN5NZAtiLxB2rLFz7tIgsQwJWFBdR2bCgSB02lqhpcU7VlakDEuzX6xIIV333MJ9o6HefsHhvoIzhWTA40KJXQrFdqSnR3LLzx5m2gfex32+DZw4+QQ+ceDPAcj2pHnz+PuwBi2ar12GkVQB6RW7LkYqQM3Z8+l7fA2dv32Vbx/4f/j9CU7XVmD9/hMsnvgqX/qC4O574Ne/3dG1VSj2PIqfqY2IRnRuID9RM53YTbrHpUTD0ARCZrF0HxgaCb0QTHvIiJGbw4WMAM16K7Eps+leECVbORUithVJsZdDqUp5Jj1CYEZ1KkNlhESIigqIRwsP9QBWxVQykw5BhsuwolXISJVre/sjYTaypPkDSGAokSGRgrpaPMfpCk9FxD/ApLIO6rVGqrVaJBotwXpmJicjozWeeaClFcQuCQjDx9TJgnCkcNyMvxyrrNXuT3T6awdJTx4gW140scrPOe0DNCRtt89AAKJR2wUMXxiZlfj1IIbuTX1mTygF4Yhgyd6Cikotr1JoWqFP7YyRdp2FJ+g6+fWmKTAN241xeJwlqKywMxz6dfBpYYReyNLWYcxlfqw9v189WoMVq0UEE4Uj5QQRwxFNpGPZ5Z7Xhsppql3AxLZD8fkElZWFc6KpCXz+EhUr6DPobgEjBL7c9hnInYU5ixOhga82lzDAdR7mxQQ7c6gngYJDNgtpI87ayF4eKzMERHxJUkYb5eaUwmZCL/SXwHHbsjPiSY/QZmfR08Pu+tgFams0jANN0u19AHQFJjgxd4oq7vxtaX6C1TXIgObNQpmxA6RLv1YYE+f/peKnxY0GAvmMbrY9Xm6CXl4xk1rfXE/50td6QdgRQpBM2ItkThAzCoWlhAGzkkxQA8OPZgZAt927+s0aBBqmT1CWyu3ZtS2aqz8KJ5Y9eXeJR/m2uDoM7CybgLRyAoDwrHeLXfGYTnwvH03zK/BPTnj6IF8qqKFHHLdRTM9KHR2raiZWtIpIGPScGCec8XK77OXECinzfwgNO0skoAVDDBkppCwIT7nEA+CKpZTfn9NOjyWSt39sPcJx2Y4IxMdnk22ZgUCSzYKIaliL/VhlXrPJ4gx7rirh9wuMoizzJYWJ3ELDEf6csdOLMiuGF1aT3TuAlFCpVRH02QKPqftKXLXOroVRYrnLgtipr8y9mBC5LJRQEWhxFgnHLdErckph2hlGofCiJKiRSoKpm058slxZp5gYHtcyf07nb1ZuGdhbc9MHybh9rze0kO3KvyRMsDXmKYdw7c8foaZqOlWBKSSMRk8PJMIVCASG5X0NEY4IDlwGZSmNcAhCIowVkgQmRglOjoKTkVLThPMM4TJ/zRtl2pa8jp1kiQcCu29DjgFrf7/9kmO8KLFLodhOSCm5+8d/ItDxcf7h7+NL7V/no3tfYK/LWqw46QEGXt5I0xX74W8rYa+vUOxiJD7cQmRpLe999ylinTHOPPCXrNAtLtDeJfj7Yzl23+UccjBcebXknw8p6y6FYnuRmd/s/bttf/uLx21RsvcimDnDu62ugyYzWI5bTViLM1WfDkCvrxExZf982XKtAlGWQIYEGIHhD7OuyWJ6lk5osctt0eOi4ppgzvChLyj4teTfhAvhWHVpyGitxzLBfVhT8wGCvuYBskv6PW/ShyZUkK1MIYWBrhn4hM+JYaQRMgKEzAAyWk22cT7DcN5MCwHRiE7UFSLK0nxIv/273mHOoyF+EJPmHszMdo22mZrtfRTRKJ7AmE7MGU0TxBMmZqoaK9EMlqQ1OYMJ4YM9VUgmoLFRUFlVEC3yll2ayL9dz3V7VKshalZ5BCKEbe3W2JgL1O0xZMsTjwvKywUNdVBXA6Gwj15fHSDQhUHAp+WFH033O+KjoCHoDc8gDNvyQEpIG0mvACE0ZPlkKJrUAhi6IJHKxZvy7NHlDqO5lyJMQZW/jFg+ULXIxxXTdfI+rbl4VuWiYlicMbf1XY5MCbdIAM2wZ8VBPUVDg2aLkUWXQOv7TSdukobf9Y6z19eAVT4JHPdTUWa7UMlwwU2JoG1RBbZQ0RmY7Dr4cJddhLSFCuEV5AAy9UbeXVfkdC/hjj1nf9T55xE3Ggvba64w2JpesJgqOrRWLKrmzqmcGyQ4/a+5hB0BEvp8dWyYoJOeraMbBjl3v7QRZ0N4FgAeQymX2JA/ft6NTha0thEm1+76axqQE7uKXcyK/p5dO4mGtkkYcV+ua4Z3RL4/7Lr5hZ/Z8cn4dR+Ey5HRWkxTMGWydIQArWBFJnLWmO4dub7n3BhzQdRd56gldFd9XOPv0rRk8YB5rkWDjF5wXxa6z74uNVeMubAo1VT7iLqniq79QpjCfj2xGWXOHdD524cjiuvOfcl7cQpTg7BG1rJ3bOoa0yrnMqtmcek6aYX4cgUttLgB9pKcO18kKrCTRBR+K3Wh5ePzjYgh8E03mXWYn4/vfRiL6w7Ii8o5WlNTqQ5MLzo6FKy3HHd6IVyWXd5jBkwfQoOglsQUAebV7cfM1kXeFxb5qhe29Rl+YmYduvDZfSLtZc2Vs5gQbsAoEs8Rzn1W2C9XJjQGmRVYRjgWdJnxOUV1gXDqq2vkTz9NOGMrNMd6MnfeenuguhoCfqirg7ZWqHVeUBUZR46IErsUiu2BtHj9/37Ma2Vf4y7/IF+Y8798ZN4386tXXvAE3fe+Q90FC4nsXeyboVDsmgghqLtwIViSd7/9KDOrFvLFvb7DP7Qefh0YInTT8Xz7qH8ydQqcc77k1deU4KVQbBf8Jukq1yNgPn2f5nqwloRCdhDiPMJ5jpVZLN3vWQ4QiQiEL4wVb3Bt5ApWXzwL1grfrXINvczlajHCxEH4BIR9rnKbJldGE7kJan6Jp5xVHqHlUNsizD05kCKX9a0wmZRmiAGz4JZpOS6BObexYpHAje5rpap+IdXVgnC1Tvn+PkRUIx7zBh3OiV15zCBgB6gXAq/vUq5FulaY7GquForC5Dc3mYjqNaQCjflKeu/AAoHlsV5xU7BEkKTKBJoQZEWAQABmzhAYhsifS6YrC2fMaMCtrgnDfhm4MTqL9eG93If39EVJcmJa8WwmZ+HixBjK7U7z2fGCQnok75YbiQgaGoRtxWPYAdJr/RXUaLX4hN+Jb+YSW3OCkGtgh8XsylUvqHua4fMNb4/PZ08YBQLNENTndFyhIwxfwUCrycCam4JYbkLo3Y/MzWDzs/bCCZypjDpVk1jxotPG5QaXFX6kcGUhRBDT64a1S7jGzy0uWjkLoVzQdFHw1NU0V91KWXEIgTRsN8ZcgHqBIJuzrDEFVplWlI1xOO66WS4XtZyFau681YQ3k6MnA59emNhrwj6PMkYUylq8pndF10Zm4sFkGxcVJ7ArWVddCzDVmM7sQHs+lpxwi7qWZfeJJzNj8ZhT+vpw6h/WKqmN2a7m/po5YORieRXODSmcvhAUjuWUyfWVRJKJNSCF7mp+TqqRrhhzmiMEuc0Tc+ucfQ17zBNUajVU6fbcp1jAQpAXR7K1GjXBuRgigDSFxwWxUFzkLm00HaqjjQSMUAlPbcHkyaUsqYQntEZe/HQCsYfDdrwwXD+VQuTOWe+AZ4MaM6ZjuxsL0KL2vdnQTHTdHOay2ZyckhffcrUVrvu2+0YnAwn70+cKLontPj4t2kZYt3+bIv4EEX+8pHUuRTHPGhvsioe0FDWRVupjbei+IH73b32+Y/IdZH/o0D4tS2sLFLvA2kKgfZIkElAZrEHgzmaqObHYvP0npX2/9ftgnyWCaNS+15SlBJMmQlsbY0KJXQrFtiYzyNCNp3DrwA+4wzfE8R2ncfTs/8mvXvfrl1h39fOUnziN1McnjrwfhWIXxFcfoeobHXTf8zYbb36dI6Z9jmWtR3K5WMWjyRTRO77Cj4+/g0gY/vdbkg0bleClUGwPBuo1rFgWX7nmesgsvF0tRkMj6U8RD1sE/BLLJWDkpp7NTggvq6a9sKHLHSYfaDeUAsOPCBTJK56Jm/2IOkmfwsTEaL+NY5C7chPc4qfeEhPF6mrBQQc4wZYdcpNDPazhb4kRmldJtm3/vFVJLuaIzE8AvZ+lcNfF9GvMnCEIBHO7s49naCVeXUtcMbtcIozMOtYqmmcSnogJKnMxyJ365I5tZcnPBIbFihEC08nYZTquRoY2PEh2zsDA79MoK4Oaancj7fJG0aR0yEhA1rHa0JzJdFbzWBwNF0iHI7USLkhCw3IqpQnNI+Dldi81kAFbHHLHybbjItnCU1DY/jLDM0jmhJzCCrfYJV0baIGC2IWErB6hM+iyvnJobYUJbcLRgAQV5babKAhvrCtPLYr7xckUJwp/56qbaSljYF4j+oIYMq55g2ALQX2giupoI4PV1axqX5a3pJsV3Zekr42UMZHJFbPym8SNRpKBasrDNSC0Qiw2XSdTl2BoWk2+p/aaD5MnFY7l7kN3PXPCjRAC4XJjzGah3r+gUFrow8Q2K96AVRQPEOwYfMGgfdhcfLMhM1WwqCkppAqPG6XtaaYzGJ0AsXrIDrm6zhH5oo5Jnm4WFJBh7Sw+jCAsIl5XW/e2vjATJmhUtOYC/XnjpmWal0DNLE8bsskQ0mcQmBDP129KxRw6apfQVjUHwk4fORfCxLJ2ZlbvZV/XUubrHiRou9mOok1qLmEipw01xiZQG6j0FnSK5dxMQ66EjTnruqoqqEzpyJCFUfy+XwA+weBSA6tZw6htoL8lilUjhrkxFh/U0IeLbgUkuibybowjDVXhcsqdp4J6o4Fys877u1Yig6jl1/A3ubPAlth30SNvCS3QdW92zlxpIZPNZFr2g4DXE0iPCDwybpHY6DlWyBvwvabGdgcWQhD1lTnumUV97LIUzh0gMtMgNt9HOJi1sygXiWhmXEdz7skCQU2inqnhw+0XDEIidOGx6Mvt2Ra7BMX6J9gusEx9//AVJVBil0KxDRF96/D9/jNctf5P3Oof4pgp3+ATHV/Lr++6+23ePeNRogfVU336nB1YU4Vi21F23GRCe1Xy7lmPknmvj6/t/X2aEpM5S3uHFbXTqHjwG1zzuV+zfgOcebYknVaCl0KxrZFBQWZGvzOxzD+1F2Y1+cjS9kc8UMacirkg7GDdllHCb6jEhEEKzeUGl/uiY0XrbAspz15ck0ynHlEtQWO0ecR2jCSGTCib4SpjMyx5l2sGN6fdN8xls2ANUBAOgu1l6GGvNYBdpnAkYQfQIaAF3Cs96Prweuv5QO5FLiNFR5KWxDC9KwUFtxa3a6cuBH6fcCwR7P3mYnZlpSDkS5AMljMx3GQPuSy0OxGXNDdBtGEeTXozrUZr/ng10Tq7YDY3idFIxrW8MAYgDbv9epE5R2dgCgNOrDepCQYGLTIZu9+aIkuJxiaQmTqGBD35wM3exZa01Se9hPAQnmJgLI5DQKAfmCTQ7AhmGiVnhG7jnenRtpIiXE7sCocAV2IhLaDnXROjUVhfvh89wRbvAYTA57PFwtwuAwFhT+bwTqIlBauTYnFy6hTBtKmuZW7fU8fESpTl2uoWWCDuT9CYmkS6rQKrvBBsToqcG2aCsnBBxdSFydTK+bZI4jrfJIJMQxIZ8uX3HQ4L22JEkN8vJW85rjKutlkW7NNRS2N1zDm2N4C2kALC5WTDlc5y17bCZMpkwYzpgkjEDhg+ZEYd/V14zpvC7U7k4xZiOZZdQsM0cu6WLqsfpx+HplYTe3+ja3mhbSOi+9gYnEZ/uLmwnesFArqBMfsQIiknrt9gxhv/LBBnYvVenoys/rCOuU8DetxHTQ1McCxfksEK22JK5vrF7kOf4Sfkj+Yanhfrp5vtdJQt9Yhd+Yy0xZZdotAfyWAZU2KF9rjLNTTA3osgFhMuS2Kn3n5BKqWRnt2HOYnS6M54aYJ0pa1gDrMCczACfgQCM1xQ1nKaTVFOkJLWYcX1L3arC2hBYma5+9fKuU6dlwLOfUQXo8deFgiy1c7NIzf0nltlzl7TOZI78JkQ4C+K+YhtvZpa5ncymxb2V3y/sGJVw93DS1wPtjm0xlDe9buorNDwlevoQQGW489dnDggYYDMIk1Jemo/kXn2voIhQSwOsYQOEvqDTcPaA2KYAXO2fj7Zhr1K/KCXRoldCsU2Qqx7lcDvjuFHXY9xs3+QZZX/w+cXn5Jf37d8LW995QGC7WU0/nSfEd/eKRS7OkLXaLh0b8hK3j7lXwT0EOcccC0S+Ib+Lhvb9qfxvxfx209+j6eXZ/nBj1WGRoViW2NZJRZ6Jg+lrkHXRNIY7kpYWngabtkF0nHxGsm6wnusHKmk7QbR7HomHinLVnWkwVXGqYnzWetzLM+ERktqCnPr9qWhOk51lXdfNdX28SIx3X6TbWUZifxkWThWDwJ0tOFZ7EZhZmwireF6TD3gVG/4xlKCzEoMX1G8mnyaMvc2Mj+MOXelXB3ttQJN1+moWULUCNllPQHSIRoVoAkqtCqPhdbk1FSmV84r8abfJjPpfeCzraN0904ddxUrN1HziXzWOIEgaKQwZs/CKhvuLjgMUSJmlxCEDNu1pzZQUXBjdAr5a3RE1HF/9On4KjXCUw2EIRCmTvF557bsqg6U5/fjtsLJ5MSusLcyetAgHBZMnAB1dYJkEtDEMGMJW2DUhs3KBORdUovRigrX1wvKytwB2QsBtSOOp1MiYFtyJP0pj5GVVTWjqA9djRdFy4BJEyCZcl31zleLosln0bjkRbT83/k95Mvk/nMvr6wU1FQ71npFAufQlCoi+9WWjo/lGiPdhIwWRgo7HLbmDsBeqBUA4QVV+NtiECxMtP0+O+CacEVYL4gQwpM9XbjuBaPRE2hBGgVBRhRnQHTvYCAzbCySwQrm1C7JF9l3H8GihfbK8jJhZ1t0tzBez4BRSVpPMGWy3c5810vXjgGhmd6uLKq7+17uqW5xQZflaChkr7TKJw3fqe5DGoFh57UsqoNA4BP2CV0THS6OCAQNk1M07TufUHUhtmNlhW1h2Nrq3htojC52BfapILyoIPRKJ4ihyDeY/D2tqcHOGBsNRkgZbaSMFm/lPQ2zM3pa9RkGDzA91oSe9ghc57HbJHdkhBAkmoI0NZX+DRnxtBSC5ibb7Tk+07EO1AVWzSx6Arm2eF+Cec6ZXL2KRChhCLItSaom1jO3ZQp6UKOqEsIhQbhMYpoacuIsesMTC23O710bZtklI5XI8HBLzpFQs2uFYhugv/UwwRs+xo8yb/Mnfy9T5Fc4/dDT8uuH3uzmzc/ei1kRoPmX+6OFhr8lVih2J3xNUWrOmk/PP1ey/voXqY01851l1/BO9xt827+Wvjmfpm3Nr7jpI1/l7jt7+ePNO7rGCsXujUfscrsxFlt25YpI10xGwKCRKqwb5XFSuibDucnh0D4msX2HP6x63tRrObGjEJFZ1wUN9QLTZdWklZWOUuvN5ujZJSmjgZAIAxqa0IkHykruQzcEsaigus4JOC29uc9ntxeEN+kKUJ87oGkIGrRGZpTNLLl/gGzFlPz3oO6nJVRXmNwI8BXHS5Fg9aaHx+sqEbDYErJIvNILRTxmIq59ZUuInKVm7cEEAOn37GyAhahmzvaanp/06NbwfZq1QUSDAZXuc8crctiHHkUxcPrA2xUCny/CARULqPKXlQoSRKG9As0n8Fc7/eK4Mbrnc8OCkuctWgrLUkn7M+H1KEJzBMlAwC7c2gKLFzouOEVVKbY0wjm2d6InCv07kgtevmmFes6dA/Pm2OLI0tYPkfDFC9ekADStaHeOFY/QmTLZjo9jW9LYa+vrXYcXGhHTFjVNzRs/aJiA5lbYhLdMLsOeoMjN0iHrck11x+zKxkMYCT8IQX/1kNOeEl3TMIeMHilYQrmtWAGtLkBvtYbAzpgYnGHfEwYjjfT66qmJNlEWqgIpqa0dPTh28SlnVUzGitWVLjzKue4RKjKl3k5QsNIby/tB3aDPbyeRME2BWR3CPRaeLI2ar5AoQIPqcB1xo/ACISdK5arcb1Y6VkDFFSxxnho+ZNC55zrWRZo/iFU+ocgas9SuBKYWYlnbEVRF6ks3UxMEkmVF29oWhsUWtaWyMbrjt+lxH76qoHuDQryuoqZFFsaJROyFQT2FjHuvB1cj8jSGvW3wZGPNx+zKCbxjE7sAZn6knNrD6+2g/S6s1gjhmaXnnLa7r2D/z1cQm1VWsr6FsmL4+rxl13DVfkPjLELRWuJmBKws7TMFwZBARi3S87KIJrfoa39KaR9nhLCRY0aJXQrFVsZ4+kb8f/o8Pw1k+IO5kcSqL/DDT387f2PIrB/g9U/fjcxKmq8/EKM8uIk9KhS7B8mPTSC6rI6VFzzB4OtdzKpZzNf3voQn3n2AH5gb6D/gbFoyD/KHQz7NDVev5N+PKesuhWJbkc2CVdZKtn4+w2aehSX5rIi6VojhYvlTSFc8Kb3YosOFFJprYu08dvrdcXnckz133I7imfJwBg8wCS4q/YbXLZztVXuIvSwXswnHHUxsIoNWDr30zDYWhYhjoCRl/gU/uaDGwaBgUkOYSU4gK7NEjBlZ1ka2fn7B2gEKkwVN2HGR3OUHswy+24NMl578ul1ItCJP03yWQq2wsKsH74QlnhPaRoglhGOZEU54Dys0pOkN7iyduhS7MQKYPoGocIIU51zzCjnpS7dtJDynioBgkmzNrBGLSFe8IQ+6jgyVYSVb2RTu82ZWu+2i1dgIs2bC4PQa0s3DBVQhBKHIyDG4ZPEcUQgwS1ueCARtqWlUJSZ4lpYSG3w+QTKZEwaduGQChvQYnYm5djGtxPUmNKIRW5wTwha5gKKg/YLaQAXzEtOJGCMJOoW65Mi5zOWu05AWzwtQOfnVLf7IvNhlW4QW7imFMkPlabQ5/tJJFXRvbCbNY3EKTfvMwtc8iTLTGx9Qj5axITyLKVUzqQjbaeDKUoKJC0c+R/I6cu5C0322aVmJrhgpAQSAMDUCkxP297BJrX8mzb5Gb5kRxCF/a4zwwipv2WJB2rXG+wlCGGTrBJlpabINg5QFq7wvNfJiquTtxAdYF56Xv/cJRL6vRhJLZLyebN0cpGnPgSr85Uyp2gs94q2zx7rM5TK7JQQD0JjX7QR1/nmjWuG5j1keD5NIQlWV+9y0P/W6gtviwNxGsjUu9XvY/u2NJka955HnVum4lOczE+dVoE2LXULX0GPDf7dkWQAjVWzVmNto+MIRz8+SYtcIll12heg3c2Pr/e2S4dLjmuuL4XETx4cSuxSKrUU2je+ecwncfTaXl6f4nViJ/toJXHb82ZiOsm4NZHjzhPtIv9tH87XL8LfEdnClFYrthxCCuosXowUNVnztn8iMxcETj+ETs/6H2178Fb/XOxk48gpqQ29zw9KP8scfP8ZbK5TgpVBsCywLpD+OjFS6Z14UXvPb114qWEFNtJH6aGvhzX/RA7ApRrNO1lxTKWeylRc3vJNz3e3GU8IyqxQjTX7ck0C/4bjTFT/1OlYioyIAo0Q2Kvfx83qNM4F3TaT9fgGRSiaUzWBueUfJfchIJVbCNYl1iTGTymfR4XJVylNkLdXnq8MKVyOjrgjxsydjhWwLvIg/juGMk6a5DEGKLLuEJghM9Fo7yGFv6nXQBHrCJXjWhcg2aVjuiXQuW6LL9Ss3gamttYXCWAwqfFMAgeHEuNnUmFipFrINe5Wcb+WPE7eVmZK/ICPtX9dAN5Gh0pZ+ANlcPDCXcGkYtouWEILKSoGMBshWx0ofpnjyaPqworX5sm5LPkP4sOpn5wPxe5sgaEpOZsr0Y8m0HTByu0aZqw6YFVhGsLCgCKkVLD2lhEkTYdnSwjnv3i5uRvKxoEoe2nOeFbY3dJ22cAP1xjQyVVGyqRBDtcVxksCiYNnl3vmYnxBy7XC51bmPoWs61f72QsByh8pKwdJ9oa7WWyErUs1IBOMRwi2TqF88d1PVcWmG9pemxCRaUgVrz8CUJNH96wgsqkHXAgSKM7SOEAIlOLMMsyo04vFzGI7VkpnS8gIkgG4EmVW/N1aZBUZBcw05u/QIZy6REmB6fBKVEVv4nDhReNzO82gaxKrz7fbpPmpjzRQUSPujtWwaUyrGEdM4J8KN8qOxZG9Bc4Pdj7owiepFLxRGOKsmhz7I/NqllJXbFmLF56hAEF1aR/TAemZ26NQWB9sfA94YlhaGURC7ZO6li7npcR2JXl8Dli+CDKeGryx5vxphR4W3YYVl0rbsksX3gdy1mlteHENBE4R9rkD+xf26hfqmErsUiq2A6FtH8Kbj8S3/HVe0TuNXQy+RffEzXHjkeVQ56d1l1mLFV/9J35NraPjZPoTmjN3fWKHYXTArg9RduJD+J9ey+rJnAThuzjfZr+Vwrvj3d3iALvo/cSOhVJwfzz6Bf/7werq6RrBgUCgUm0225GWlDX+yFJAKVaFrrnhGo7iaFCNFaSuMgm2H/f+J5TPR3Nn4xpjVrJRlg+36UFieCyBeiPtuIZF23Tb1KCygOOBuKaRj1mXP6QU5l6xs9UwIxGhMTCRs5NxaNuUqmHMRstuRDI7heUFoZMI1nrfqwepJ4I9RF2uho35Jvq8Kh/JOLPO1GiF0UO5TT/gQQhDdrw7NCdZvtEXAEHkLHHuD4WJXvm4BQUuzwDQgZtQzPfxhz/iPhjRDyHBFvj4jGR9Il0g5kqVgpnERliOMCSd6tRbQ6fG30BMYbr3TPdQNQMQXH7aumJLaU1FlsxOWYVVOxdBMfLqfqmjBVczQDEQwhEzl6iGGT8Q1HcxA4YBjnBhqwpl8lpxJOpky3XGtnBhDOTcw4dPRoiZGhTu9XulJbv6720TDdVIFdL8di8vQGZpYQbxCI5mwxdAqJ7lfa3IqYAcUL3WeuI/V56uj1+eYoRWLY2KEjUbBNEsO5KjbNM6dRKiUG9sI5ATltrLphExvBj895qO2UaeuDqIRPCd84f43FtlveDuMhJ/kARHMhJZvUygEFdWm7bbpEPDrtM8QVDuLcvdX9+lcygInnhBMnDCS4jr8u9/wers0xNuojZVSy7aMulgLUyo6KPNNwC2+joYuTHw+J5aZgPIKe6PaVDma0Aj7YuhxH3rYpLpKMH2avd7vaFS2m/MmlJyiYTRNyMs1vgjZhr2wykfLTjw6lhZgqHE/j7VyttL7O+Ch6H6Vtzwr/g2BkS27nDamdee89uXEOntns8vn05yY4umK+njh3qssuxSKHYy26jmCvzkabdWzXNO+P9euf4jMy5/g8x0XMndOLnuJZOU5j9P117eoOWcv4oc0bmKvCsXuS/zQJhIfaWX1D5fT86/30ITGN/f5MdMq53H+P77I8qH3GPr0jXRW78+J9Rfx1k9PI9PXs6OrrVDsVgRKGCvJIjHKsy7noweeB/Tc21o5wmxB4nJjLIqMknsIrou30BCf4BXDXF/d9ZJFVlbFb/D3bfkg+zZ/0LMsZ5UQj+e2seyg6EI4It7IRGebI0+KXbGdbDfGgmWXDETtv0axCvM2ZASrtlHwFRnUFXsLBswQ06vmkwiWe9qgaYJcKLT583ItgIoKyDQsIDSpA/cE0D0uyf18RPYrxJnRo3Yl9Ky9n1KWXaV6eJix2Ijz4THMQgVIf3TY4mzTYrKplmHLQz7b9zRkRiGUyruYiYBJaH4lofmVDBkJhFHFpPJZgCDiWAcOZgcAiPoTm67WOCwShNCYWbOQmD+ZX6Zp+rDkRbmg3KWFweHWJiW7z7KDnUthll6fr4BwmWUU7VYTxJbVE9m7dsTN3XXxNUUR5bZypTkWIABme4jIdIPFCwoWOYGARjhsi6GVzkS8Pt7GsrYjEEJg6r4S3po5SyPB+vBsNoRtN9ZszSysVCsiaF/8Ocuu4QHqx8kYM8EBBJZWMDTfYFgwd8+X0a95IQTJpGaLpe6OzVn9BEtY6oxI8WDaVom5+1dbq8D0D7cmDAbd94LczWF4m/x1rm1HC7gkCvvJbZvwJ5gTn8r0aBvTYxNHdNPcUoQQ1Maax+0WqZt+xwBaJ5USHHSAYFL1ZJa2fmjElxKGKZg8WeTjeQEQSGAlmoa5W7vv4ZrmZO11//6FK8b1smlT1MdbmVLT4fw1vC9G7J9xuDHmdtvvqyXTvAQZ9Zq8pYKpYceZVD6LWYkjRqrWuFBil0KxBRgv3E7w958E4Pq9juCqt/6E9epHWeK/mI8fU7i8Vv/kGdb93wuUf2E65cdNGWl3CsUeQ90FC/BPiLPi5AdIr+rDbwQ576BfURtt4sy7P8Or3W/gP/bHPF3xNeYH7iBz+UfRVj+/o6utUGxTNm7cyCmnnMKcOXOYN28e3/rWt+jt7R21/HnnncchhxxCe3s7S5cu5fzzz6e7u3vU4yzZ22RKW4SGeJt3hXC7sjiuhoZjDWSIQrYl1+NjV2ACXYGJDBojuX65Y+O4XR5ygedLx83yWFzlJ3QJsm3Lisp5tzU00+NiFg+UEYkIFsyHCU5zhcw6ooy2SWsiI65hVoewyieRaVxYupDwBqgXQkMGk3Zsq2K3o9wGwxaVsHrZBIsW2gHPK+wke/j3ayC6tBA3yW1FJErsV+JkSMu5EpmCmQsq0OPlRVYXLiu5SQchzIKAF5xdjn9iHC3pB7wxuxA6VrQaGha5jmmjF8+HNJg5fXgbPXGbQnZDZSBRVAayjQvJNBe5e5ohrFhhYpWtnAZCUBVpYG7dfoUA165Umr7aMJq/ULn6eCt7pWYxJ25bFk0va6c62oChbTqx0Ngm0psoowtA0tAAbW2CCakZ7NdyuDeZQ+GAHgFhpP0LK4OmgSVcQq7TBw11YBq2JV5drbHpU3G0ibdbkwkaRA/vQCYaGDDK8iKIEdPxVep5QTvnyrop9m76AE2BfUoey4MZxKqcmq9nwbJrC2fQ4xActIiJjJU+nqblb46bPqTH3dz5qmtYyWZkYLjYO37c91zH5TlnDZozZ8qtLqqvgHyMstAUf8Hib1Sxq/R9MOmLkU9CMM5hGpM4XmIbz3YlYgyGQ9DWCpgB5KS9wB9DC42eybHoIEV/C6zqGcNcEt2Hzmdt3UriludUc77HA2VEg8nhB98EJW8/+QD1I1t4EnBZxG7icNL1MmlLUGKXQrE5WFl8D1xC4I5TsapnctPCj/Hz//4c7e3DqXnnUr71TT3/o7TuuhdYfel/SH60jepvjcPvXKHYjdFCJo2X74fVm2HFSQ8iMxYxf5LvHnIDYTPK6X//OO92v0Xrp07k98FryfT34//1MZhP/XpcP8gKxa7EqaeeyiuvvMK1117L5ZdfzuOPP85ZZ501YvnVq1ezevVqTjvtNG677TYuuugiHnzwQb797W+Pepx4TGPv5oOZWN5eWCiE/QTrs11vrKhtsWFUBQnOSBGcngJpEWzS8U2KuLbT6QpOIqAnSh/M7cbojvPC6A+x3kmLWwgao0kQsKjxYGbXLAYgFisEwZVCty27DJ83Ttho+ML5vilR2UKtBQTNEAhIW0PDJntTp8KiBaXdGK1ojf3mvkSMprJQFRGfN86nzycIh13WPH4DPe4S1zyeoN56lJfbFhxFDcj/Kd2uPUKwKro3XeGpwyzVNL9OcFoqbyFnFVsERmvQcpMpF3mDJademoDqasG8uTB18rDizr6qyEw6JJ8JMh/AWGC75bgnUi6sVCuyZhYy1UJm8gcAiAfGbgkTNaP55AJVoWqmVc4b87abRDDqb1pOsEzEBZUVtuAxkjVifsw8yQVKFMxmEAIs4RKzJBx0gGDKFIFGhoYGQbImVDgHRqriKNffsDVC2IKl6/wudqkVQht+jZfAb/gJ6+WbLJdHs2OO1eWC7G+pgLCVBIhC88exP7eV5jgsk0YWX3P35ZzbXOEY+ZcOwhtEPPfiIifWDfN+z7m7jtasktUpXcdhL2Y2wUhxtzaXxYsErS123QLTa4kf3oKvPrKJrbaMnNg1LGbiZpJ7weAWu+wDOeM/QsZPD54sviMwghtjKXIWs6PtUrkxKhTbm4FOArd8Cd/j1zA0+1jumPMhfvjY2fjWHoj55E+5+ELDflMKbLzlNd4989/E3tdI3XcXjdtcVqHYnQlMiFN38SJ6H13Fqu8/BUBFuJbvHnIDGSvD6X//GBv61/DBL87nZ5k/8sB7++C/7wICfzkJ+jfs4NorFFuXV199lQcffJDzzz+fWbNmMW/ePM444wxuv/12Vq1aVXKbSZMm8dOf/pRly5bR2NjIokWL+J//+R/uvfdeMplMyW1GxrHwMfxkJn8AmbTdpYQQ+NvitoWXzBJsNfC1DLciaA7sx5LmD5Tec/6Nsv1lQtkMPC49pSY47ifcfBrF8U1ggmbYY+WVo7y5CrOyARmtHnOcqJIUGVrYnp6CsCNKDWUH85O+HIYuMIzSzwJW3RyyDXuVfOqvjjbSlCytAuXiGoWLtTi30Cbw7DcWEQQDzpgXH08T3gmL0EgbCfpDI2egy01+ZYn4XO5nn4Z8KCWtqIz9mUwI6utHsUwqGax9xGohpUQG4qMGnR/pWMYWnBo5ovvXEd1/E1kK84cXBNvLsBYE8BulLJw28QyZs+za1LOmdMQujIIYUera8oUL+7LGLx6MWo1iI6URXJjHysL6A5moT0bTbCvOUpXx+wWxRE7EGd36bZNsxn3DG5PQ/pRacUeMdsyijYu/j4GWpsI1WEz7TI3W4ks80YQVLoOi66csWEVjYiKNjruo0AAjgNRNrIophbqWsOwyq0NO1UuM+bCXGfbHxPJ2lrUdMXrjNhtvHccilI2WRXMkpO6zrQxHK+P6HszdAraWZZdrN3s1HJiPi5V3lc6O4xp3G8IVZRod67WxtGY/5iemM+z6c6oxPD7Y5qHELoViHIh1rxD67UfRVzzCwMHn88CEvfjug/+PUM9i+u+9ggvP9eUztnTd+zYrvv4Q4cXVNPxkn7wriEKhKJA4vIXUpyez5hfP0Xn7mwA0JiZy4cG/Zl3fKv73bx+jJ72Rr/1vkmv7f8LFz30b7fV/EvrV4eiv3reDa69QbD2eeuopYrEYM2fOzC9bvHgxmqbx9NNPj3k/PT09RCIRDGMcLhY4cbFE4S1+SXJZlEo8fGtC92SSc+Pe27K2I2iIT7DTqucEtpLblLDmKiGkbA5TpwjKWlLYboyb/9tsVAYJTElCg9dVMWRGQMCQNbTlPhhjoLpacMD+5F+05fBMJosmZ74a273UDjBfvB32hEW4/t4EuX50W3ZVR4fHJ508CQ7Yv+hYDKtC6TYUMb7J0FgKFcpMmwqTHW1RRjY/oZAe86HHSrmyug7pmmP6W2LsM+tw2lIzCgvHnnIQIQSRuSHMmnzavOE4ll1SGIUCpY5hBgqrxzEP3pRnnr1ceMq6SQQrN32Moss2ZEaIawkEthXnsJiEuXbkYky5zFu04GaomuMQmRKBcpoSk5hSIhtrwTVxHDcKt4XVOEWXSEQQKhbFnf2VV+j4ioLxC8OHjDfall2uk0kIjQllMzCde74mAE0nO/FgZLQqP7Clrt/QvApiB+UUN+H5KO6H8RoJbI5RQfE2E8pmjlByCxCQnXiQN1tuKVzXWf7lxdYSu1yWXRF/jHjAFjDFeCy7crj6LDvxYKThTpIxtjHQNX3U39+t5cY4vichhWIPRn/5LgJ//V+kL0z/0dfxpOjlnL8fSyTdzqq/XMuZ3wwxq92+JHv/vYq3vnA/wekpmq7eHy2wFV4PKhS7KTVnzmPg+Q2s+No/8TVECLaXMaViDucd+Cu+fdcn+eZfP8rF77uR716Q4Itf+QT/fXQ+vzjodIJ//jLp6UcwuPR0KBGcWKHYlVi7di2plNe1yjAM4vE4a9asGdM+1q9fz89//nOOOeaYTZZNJpOev61wBGJxtKLlnjI9YUiHyUSThIeZEUEyWZhhWuEwfn+acDhMOhIi4Nc8x5R0EwwGCeqSWCyeX5fbbyKRwO+39xdPppCdYfCH8vWLbIwgB7IkEgmi/k1nxismFLLFgLJUObHA8Danw6uRLfOJtNeRfWqAobAgnkjgTxa1e2GKla8vR6Y1IuEIyaTt2tJSPZmICBBPxok4dba6Y5DtRMTjiMTI/ZwOrwa8YxT5YABrMAO6RueDbxMOh4eN4ej7SqBJkOvt+ofboGx6B8J5K2+Fw6D70JJJ0tkAVjiCSAcIh0NkE/Z4RyKCZHIE4cafIdwZxt8fJTJhASKZZO/kgfnVuXHNneOSTmRPmFDIImyFCQa8+86fB/EE8RJukACxWIZwOEsibpBMln7Oig5ECWfDxOMxkiP0udUXgaGwPS5On6ZjEaffksjEYhiciVz3GqJmJmITwcnD4UFn29Lib25MwuEwyVSSoUEfItxHIBolljt+xHX8wRhyIIyIxfL1K4UMCOTaMOGyKGZXgoEuQTQeJ5j0Xh9WKEAoKAiacSK+NOFsmlA0mj9PhwIhkFmSZSnMWJb+sEU0HiOYTJTuP2escmNmmpBOQzxukkx6J7Pp8GoCgTQiEoaASSQcIhweRMTi+e2XTj2UoaF+/LoP0bYPIjy8zVJKwuGhfD9bmTR+v59UmU4ymeQD75dYlu3qC2BFsshEJ6GKCIR1UskUYV+U8AE+fJUhNL8xbNxy9XFfZ7m2ilQ5rAG/3+9ci6MnokilvPHkYrE0Pb0WkViCsBmGWHX+3lbq+gfIRiNk/X5C4Uh+rAYMH36/H103Nnk/iPXF6JUbCYVChIOF+4e1Lgp6BpFMIp325eoSXRtlMDNAMpFkUO8hnCncnyP+WL4dPtN7vuuJQQY2QigRy9e1FEPhEPT4iUSj6Mkksj+OHArTFwAwSaaSHmOBTV1bkc4IWX2IeDw+4n3DyyDhcBjdNdbJZJJBrYc1PSuJxWMkI2PZT2n06CD9fj+hkJ/QCP0QDocJmEGSySSh8CBmGiZP0qntte8BIpkivHH4uVgKq2j83MRjQ2iaJB43iUS0/HkWTSXQwoMEQxGiJbZLh1fj96cBiIQDWEaWZCqJ5ivcB61IFNI66Gb+2FJ2IbvDEI26rqXCuMm+KHIojIgnEMkk0WiawSErf98IR4bIWpJEwiQW24KXUpu9pUKxp5BN4/vnj/A98Uuy1e0MHP5TnutbwRl//TQRq42VN13PZz4e4ZCD7R/UvuVreeP4e/E1RGi+7gD0yKaDmCoUezKaX6fpyqW8cvgdvHHCvUy49VDM6hAdtUs498D/48y7P8P//vUYvve+G7nk4jhf+PJEPnrP7/j1CVcRe/oK9DcfZvDg88k2772jm6JQDOOSSy7hqquuGrXMHXfcscXH6enp4Qtf+AJtbW2cdNJJmyy/YYPXFVjv7UUavVgbRnYR1ro2ovX20iV6SgbO37ChL//d6O1lcFDS29tLpq+PbEZ4jzkgGRgYoD8Uoau7iw0+e11uv52d3QwO2hObzq5uu35DFllnHz09vfQO9rJx40YyvvFbfOWO09XZTbZ/5PUbhzR6e7pJ9/bBxo2Y/qFhZYcGB7HSQ/T197Jhgz0pKDNrGMp009XTTXqDE+y5uwutt5dsZydSjhzvJXdsT3/pgGOsE+2opDvTN2wMR9uX3rkR3dqA7hq3zMaNebdAEW1DhlKwYQOZ7kH6BgbRBwbo7ZV0+7ro7bXjO23YUPo9e+dAF729vRjJKWw0yqGobsVtEl1d6L29DAxAb7oXK+vdd+E86MQaKH3Mrk5Jby90dY1cr+5uu15dXV1skKX7S+vqtselqwupec9DTx+HmqCzq+Q+vG2VzrZ9I6zvJRwO2/21YSOWlrWPF4/kz+90hUa2c4gNGzagdXXa9evuRvpGGfOBTozeXmTWoLuri6HeXmRnJwMbvNeH0d3F4JCkOz1EYKif3kwvmU6D9Ab7XOiLt4G02LBxI9mkfQ1rviEGRjjfDKevcn0W8MPAoN1VWpHlUa9zX+jr60VmTQZEF71mL9mePtc1KaB2bwYMPwzpMFT6uJ5+trK0tgyiGZpnzNy3KWO/cnrf6qevt5fOjZ0MmRmIQH9fN/QNH7f2sr2RSM/+cm3NdHYCMDg4SG9v74hjPRI9Pfa5uzEbprO2ww5UvmGUcw/o7emBwUHEQB9pZ91gXz+Dg4NoWmaT94Pu7m56e3vp6+vFtAL58npPD6K/l8zGzkL7nHV9ff0MpPvo7OxkY/cGz3WZNrP5dmR83vO9r7ebod5eMj1G/v5Xir6+frTBQXp6urE2bEDr6UHr7WVwcBBJlg0bN3gykm7y2urppXegl42dG0e8b3gJ0dvbm78v5vqk0mxkXWYtYtBgQ3rzw2b0dXeRGRxE78syOML4dFTshybs87a3R5LOQCwKvasL59pI50QxxePnpr/fHqt16yGdFgxFJb6mKD2yn97eXiwCJbfLXbMAPT0Z5JCFvmGDR+zSe3sR6T6k4c/fw0RnJ3pvL5Zpn3ea5h03rcv1e6htKFwTG+37RnrI/ru7G7LZ0mM5lhc+SuxSKEZB9KwmcPvX0d95gqHZn2Rov2/wWucrfOvvnyAoa1j5+99x0L5JTvisfRH2P72O14+9GyPhp+U3B2KkxpZVRqHY0zHKAjT/chmvHnEnbxx/L62/Pxg96mNe3VLOOeBazr77OP73bx/je4f8nu9fFOOk/zH54h++zM9PX0rsvtMJ/ulzpNuPYXDfb4wcRFqh2AEcf/zxHHHE6LFGGhoaKC8vZ/369Z7lmUyGzs5OKipGd6Pq6enhc5/7HOFwmMsuuwzTHHlyMRIylEL6Y5solHNjHJ+1cklPm0AM2bgI2fN2yW2EJpg2Nf+H9/hbkZHcKGKHNORdSrSwIwj5S7c7bcTQ02u97kW5AM/6WCZc4yM4IcnAeOdfQpTwRSvUTSYavEuF5oortOm36rl+lIxvjDblhjWW7Gqjx+way352YNITAXrYJPGhFs/i0KxxBF/PIUd2My5xWKQwAUfpdXeBbuQLGQn/sLptitzpMmqP5xITkM0fc26HK0vnZvyOG4btQrW17hJBc9N1CGiJLTqG0MSIiRWGF871aKlUeGPZfBOFSqzXCv6FDGQKbwVy11Nuk+JbRP7+N0Y3SzFa21yUpSA6iiG/2EoufxF/nPn1+2+64FbA7f7vSgxbYEviSroIhWwBOrfr8IKq/Lro/nUjulvHDqqHZ1eM7SAjWL12zLKPX5IRzssZ02Ht2uHu+eNFiV0KxQjoK/6N//ZTEOk+Bj5wCZkph/LWxpf55l8/im5FWP2HG9hrZgXfOk2gaYL+p9fx2ifuwkj4aLnxEMwaNeFWKMZDYHKCxsv3483P3subx99H8/UHoAUM9qpfxncO+CXfued4/vfvH+d7h/yec86KcPoZkv/92TQuOucmIo//DPPxX6K/+RCDB19gB3lWKHYCUqnUMPfEUnR0dNDV1cWzzz7LjBl2vJ5HHnkEy7Job28fcbuenh5OOOEEfD4fv/jFL/Kuf+PFqi8V1dmLTDZD93tYjttfMGgHR3/jzdG3m1jWTiQYHLY850JXWogQ6I5QlCkhdvn1AD10bnFWtZGyMWqBwiNyYFoKozKEkSjdtxsic7CMbicGUhE7S2IaAcNEnRHTXwnPBGssLcglAjBKBJAfpUKFZH+boTeNZZPxZWXbOmO19yLoL2EtuOWH3IQwaDnCkfucLjXGQkNoWTsO0ygB6sca/0hqZj5DJnhjA5Wsp2ulRiZf51RqC/p/B1xnh0z5KJ3Prt90wVEoVe3ofrWlhXXn/ucWkDR9a4g7ubhZGjJcgXSJbznxSAjBUGZg+JbC+1m8y3GPS0Fbw4rVDdt+Tsfo+5tWOZcVna8S9SXGd9xtiFU5jWxTGWORrHQdMtki8XArCXhTp0BFBUSjw/twtLiCWqjw8iw0p4LBlzYizNKJBEoKc1JSXl5q3Ea/N5umoKZm1CJjQkXMViiKsbKYD19G4KbPIoNx+j5xI5kph7Ki8xVOvfMjWFmdDbf8nskNdVxwrsA0i4Su3x+Mr1YJXQrF5hDdt5aGn+xD72OreeuL9yPT9sPdgoYDOXvZ1byy7hlO+9sxzJy7kdO/KXj033D2BSZ9i75O/zG/BqET/MNn8N91Fgxs2t1EodhZaGtrY5999uHMM8/k6aef5oknnuC8887j0EMPparKfgO7atUq3ve+9+UD1vf09HD88cfT19fHBRdcQE9PD2vWrGHNmjVks9mtXkcZKiMz5VDQ7Qdjvw8mTig9+ci0LmVV1HYtro+3URkZnpFOcx5DS4pdnkxdw7MxTqucx9TKOXYw+C1A20T8JbAnl2blcLEuj24yZKQ8FmzSqeu2sOzaLIRg+ORiFDXCFaA+N9karSUhM8KUig6mVW5aNPUcaoSZyLgCd2+pVUsum5i+dWwAQiFBWdkYx31MYsDYBDvpxK60UqNbYmVa9qUnNdd7/C0wbstOOtjzgimnv4zYNNdyXdj3qWEZ3TYTuYn+zOc02ArimBBis/eTP71LrNMTfrRgiXNRs/tIhgtWf1sly7srS0S2YS+sikLW17wFF4IBl7933nJrU2LXOJUG6dwQzMlNEEyNW38OGCEmls0cc79sl7uz4QdjlN8PF/PmwuSJRe6/4xhj6YuMeFPVdUFV5Za12KwKEdmntkT/On+PkKRmdLz72pwXH6OhxC6FwoXofo/gTZ/F//DPyEz7MP2fuBFZ1sY7Xa9z6p1HkU5Luv7yB+pirXz/u4JgUDiui3ehxx2hq27LHrwVij2d+KFN1F20kO573+GtL9+PNWg/DC9sPJjvLLuG19b/l6/d/iHm7bOSU74mePCfcP5FknTVbPo+dQtD8z+P8eyfCF13KPrLf9/BrVEoxs4ll1xCa2srn/nMZzjxxBOZM2cO5557bn59Op3m9ddfp98xG3nuuedYvnw5L730EgcddBBLlizJ/1u5cuWOaoaNL0zaSACjWHiM+sbatZEjSAlZEPBM3UdNtGkLKwl6KWuscVKyfbkH9s1IUb9NEAx3Ax3NsstlWjBWV6TaWPOIGTn3bfkg+7Z8sGS1SqGPwUJsLJOiXPKCgDGSDw1YZRPJVk1HRjaRKW1Hs6lJr+EnM+VQZGQT2Qx9YbIhu60Fy64tr16OnCtidjR/QgH1dZCIOdf0mC0CC1RWQHs+cZ7dNzI5PpdLN2UpW8DfHuST5Y7n9mCYWFUzsZLNhWWjqWbDGL8bo/se7dOGd07+8COJ1uO9/zk7Ck4NET+0aeuIeaOw374+1zm04wmFBI2NRW0ewwuZHNnW/chMet9WrtUYcG7G0mXhKR1XZDmCm64VtzNyynDZNq2acmNUKBysF/5O6I9fBSvNwPu/T2aq/VD2btebnHrnRxgcStNz2x+pDk/gJz8UxOOCnkfe483j70NP+mm9UQldCsXWIvXxiciMxbvffpQ3j7+XpquWooVMFjYezHcP+R1n3PVp/t9th/G99/2erwy0cdkvJH6/5LRT/Qzt83Uyk9+P/64zCd76/8i0HcDgsjNhDIEsFYodSSKR4NJLLx1xfX19PS+++GL+7wULFnj+3l6M2zNlRE1llId49+wp78a49WMrbR3LiNy+XMtyll07idglhMgLGtIfQ0ZHFnaEJjwTLCm3/N24oRVZ7hRZhhQPraGZZLLpLY7Z1RCfQDJQQWS0jJ2abrvo7gh20OmRv7yczpNb8drK6aTWqMalgtYWEK/nAuONf0qay4Bu707YVqebIGCE6E/35q1K3WzKRW5rEna0VycHx9iwJOiGJ2B7TkzPTty0IOLXA84mxWXFiBdRIRafZHbtEv715t+cLYosu4o33Oz7as6STHqyMG4rwmHb2um57m1+qC0g19db01p0K2PZiVk8wlYoRaZlP/CPMDcOJj3XbHOTHTx/tJhsm4Oy7FIo0n347jmX7G8+jRWvo+/YP+aFrpXdb3LqnUfSNzhA7x1/oCowiZ/8QJBMCrr+voI3PnU3Zl2Ytj++TwldCsVWpuxTk6n/0RJ6/vUerx97N5n1dryI9upF/PADt5C2hvif2w9nzgHLOeGzgtvvgO9fKslmJVblVPo/fgOD+52G/uZDhK77INlHr90mAa4Vij2dxQth4Shh8kaKb66N9lDuEbu2ToDebUWp8DT5W81OIna5LbtkII5VPnGUskVuJca2MHdxjjHCuWE4FnejxdwqBJ8fnVGFrhHQoibGaK6rW4kxTWDzQtQ4zqVNaFf5a3IbnJ65fY/kSS0Ew8d9M8SuzWFG1V7MrF6Az9i8BFKZ1qVkmhZvcT3CTrSTnp6xb5ML6yBcWfA0TWPwABNfyyaSiwAtqalMr5pH1J8oWiPy7oPF5Cy7pLQIGCFCTtB+Kxc/LHcZby1FYST1e09GCBY1HszeTe/f0TUZEat6Flb5RGS4KJnOSEJXCVIpwUEHCHy+rXtTUmKXYo9Ge/cpQtcfgbn8BrQlX6b/Y79FJm23iLc7X+PrdxxJd38f3bf9nurAFH78Q0EqJdhw06u8+YV/EJxRRusfDsGsHtk8XqFQbD7JI1tpvHw/+p9dzyuH3cHAixsBaCubzo8PvY2QGeXUOz5C+4EPcMJnBbfeDhd+T5LJSNAM0nOPo+8zt5KtmY112+kEb/gE2pqXdmyjFIrdjHBYlAx6m0MbQfARLquBfNncMm0TQbZ3IlwhbwrkJmuemF07sB0CZKwGK1qDVT5pTJtYqRZ7Yu9YZW2LYRjJi053jpm1Mlv/oGMgtqyeyKKdxa1xCyb+I1lVFotdW1FbaG6yNd74CBqjcP2/UKHtI3aZuo+KcO3m78AXhuCWW4nnrFfqh4cyHJG82OUvTN81odFevZDZ1ZsW4DShURVpILygisDU4jaMIHY545QTtyaUt2PqPnyOldimQuuNW7Pahpl3d2WCZnhEF/GdARmtsn9XxuFyub1QYpdizyQzhO+fPyT4+0+ClPR/9Ffoh5yVD7r75saXOOWOI+jtH6DrLzcxoWw6l/1EUF4mWHv1f3n76w8RWVJDy28OHDE7k0Kh2DrED2mk9aZDkENZXj3iTrr+bqdAro018eNDb6U21sy37/ok1Yt+xxc+L/jb3+G8CxzBC5DxegaOvBL96F8gOt8m+JuP4HvwUkiPNV2WQqHYFmguq4EcCxoOpL1mkdeyaxs8QPs307KjFCVdeSzpWbfD0QRoBlbdHDDH1nYZLtsqE/vR61V6cVXEjucy2gQvb9m1s/TxWNkyD6+tU4Xcvny2yFQyIPpmEo8LDlgm8PtLVzgaBUSRNdAuN4g2ey+yLVvHi2HYViw1NeNvt9uyC6A8XDMuSzWzOkRgUsK1QzHiuSWK3FzLQ9Xs03woei6O4kiWXZt9jm87l/Udwm7SjF0ZJXYp9ji0NS8Q/O1H8f37SjIzj6bvUzdj1c/Lr39t/fOccscR9A/Ahpv/REfLVH50qSAakrxzxqOsPPdx4oc103TN/p50rAqFYtsRmlXOhFsPxd8W483P3ce75zyGNZglFark0g/cTEfNEi7959fpm3guJ33Z4p774MzvSAYHC7Mhrf0I+j5zG5lpH8b32NWEfvUh9Dce2rENUyh2QcY6L10wH1pHiRctnMdQi4LYFTTDlIeqva6LWyn1uqduDQeyuOmQrbOz0QLU7yST+PHEJhN+DbMmRHi+Heh8m8zXir0Yiw5SH29ln+ZDCZq7X3br2Psax7fBNolV5+w6ESS8sAr/pPG7em4uNdWwzxI7m/muTigkCIe3bzs03zawnhnhHpsM2m5pI4lp2iYsu8Zfj9yJuZtZdu36p/ouixK7FHsO6T5893+f4K+PQvSvp/+IKxg88Du2SbLDy2uf5pQ7j2Swz8+GP/2JfWdN5OKLBP6hId749D2s/9WLVJw0k4af7rNtfmwUCsWImNUhWm96H2UnTGXdNc/z6hF3MvDSRiK+GOcfdD1HTj+RPzz7C55Nfpav/k8v/3wI/ucUycaNrolCMMHgwefR99HrQfcR/NPn8N/xDUTfuh3XMIViNyUWE7S1juLe6AhastTEZqsFgSmNoZmjZugbDyVjdpUKKCXGFijJPyGOv3XTMXi2FUIIwntVYaS2nvXbiIwyzKY+xlhhu9hEcns8P25KHwuH7G5rqAezKrTNs965EZogELCPl2laTLZm1nY79u6AMLfuvdGxQS25rikxiUWNBxPxjXA/2tRpM06hVjritgxuP/FVsWlajqql6cNb4P67A1Fil2KPQH/1PkL/90HMJ64lM/MoO4ZPy76eMo++eQ9fv+NIBnsibLz5Zo55fwvnni2Q73Tz6hF30vvvVdT/cG+qv9mx02RXUij2NDS/Tu3Z82m6dhnplX288v7bWPWD/yDSgi8vOJf/WXwxj719H3+Xh/H1M97gxZfgiydJ3n7b+8Bl1c+j75N/YnDxyRgv/43QtYdiPH3j7vc2UaHYidHyLjIlVu7kQendlIxbk2uT63nBqpiClWweNRMiQHB6iuDMbZuOfXPYunqIN8PY5hgv7S6eTmNn6w1AZaXgwAPshEs7lGASGa/fsXXY0xFiVOvZ0awrR7wnbO7NIpgg07oUmRzFJFix3amfHKBx+nZ4+bENUGKXYrdGdL9H4C8nE/zzl5H+GP0f+61tzRXwvjG459U/cvIfDye9sZHev/yFb3ypkZO+rNH3z3d59fA7yGwcouWGg0l+pG3HNEShUHiIHVDPpHsOJ354M6t/9DSvvO9Wuu5awaGTP8X33ncD6/pWce27h3DCmbfT0wNf+LLkqf+kvTsxfKQXfpm+T/+ZbOUUAnefTfC3H0N775kd0yiFYg+jEKC+hMhcNPnK1s0hU/SSamehdID6onUAhg+ravo2ccvcluT0Ot82SMootkI8tp3EU3SbIf1ONHPf7ufSqRg7vqYoWmRbhE8ZOWbXpjCcUG/WSO8JN0eQVuc5AFL1w1Zh1/q1VSjGipXBfPI6Qv93KPobDzG47zfoP/YPWLWzPcWklPz+mcu46P6vkH1vIcaDN/PD86s57BDJyguf4I1P3YNZH2bCrR8gPK9yx7RFoVCUxEgFaPjhEpp/fSAIwZsn3MdrR/+NSe9N5ooP3U1LcgrXvvx5lpx0BrHEIMed0MUtf5YF9yIHmWxh4KhrGfjAJYieVQR/ewz+v58Jfet3UMsUij2DXIB6q6Qbo1cEkdEayE36dzJGC1C/OygxkYhg2hSYPm0b7HwLLLv2FGSikUzzPshwxY6uimIHEppdTuyAbWUFt3mSQDBofw4MeJf7am2hxqxR2eo3l2zLvmQmvW9HV2OXZ/vkeVUotiPa24/jv+9C9DXPk2ndn8Fl30bGhuf2zVoZLnv4bP7y4jVkXzuCGf0/5exf6MT6e3n1qAfof2otZcdNpvpb89ACu447hUKxpxHdt5bI3w9jw42vsOrS5bz6oTuJHljPeV+6kt9XXc3vn7mMtiMep/aZq7jkhw08+1849WvkY4YAIASZKYeSaV2K79HLMZ+4DuPlvzO091dJtx+z3dKiKxS7ElsqUOTS2peM2bWLWT9BsRuj0zm7XjNKUle3lUU7p7OEvvkdVCos2m5LYDNjuO0RnaPYIgJxpL55FmOhEcQuPe4j8SHlirhFCE1dv1uB3eQnWKEA0fUu/tu+RujGTyEGu+g/7CcMfOiykkJX58A6/t+fP8ZfXryGzLNf4qj6n/J/V5ZjPvImL7//VgZf7aLxiv2oPXeBEroUil0AYWikPjGJyQ9+mKpvdtD35Bre/MhdHPD9vbgochVrelbwQvNS9j7uSv52V5YvfEWy4u0SM3VfmKF9TrFdG6tn4r/3fIK/ORrt7ce3f6MUip2VrfQAXnBj3LXNekrF7DLrIwBoQZW1eTRyGTk35wzYla3BAi07bwDuyJIawnttG2+GyN7VBKYkt8m+FZuHVT4RazOTBAScME678KWo2M1Rr6oVuz7pfnyPXYP52NUgNAb3/n+k5xwHZulAei+teZpv3nY83em1+J7+Kd/5xFEsnDrIyyf+lTV/eIngnHIaf7ovvobI9m2HQqHYYrSQSeVJMyk/YSrrf/8Ka698jsCpvZzfdB7LFz/L7xq+x4QTb+W9v/yA4z83kS99ET58OGhFSSdkqoWBI69Cf+Vu/Pd/l9CNnyLTdgCD+3wdmWrdQa1TKHYvCm6M2R1cky2jlKeivyWGrym6wxPaRPatIbtxaIfWoTQ5y64903QhNq+abJt/R1ejJEbZ5gWirqmGle9tYt/lQYzy4GbtX7HzoWkCQ5fU7pqJ+hR7AErsUuy6SAvjxTvxPXgpWvdK0lMOY2ifU5DRqtLFpeRXD/2GX79wBlZfGTM6b+E7589C//cKXj7wEbIbh6j6ZgcVX5yOMJTRo0KxK6MFDcqPm0LZsZPovPNN1v/6JWb8rpXzfefwn5lP8+Dc4xgwPsYPfvxF7n/A5PRvQnV10aRLCLITD6KveR/Mp67H9+8rCV13OJmZRzG06CsqfopijyXozIUbG7ZsPwU3xi2s0A6mZIB62OFCF4CRDGAkd94sWnnrvs04B6qqYPUaiKh3kzsFM6YLZkzf0bVQbG/2X7oV7nO7QWxDxc6JErsUuyT6W4/ie/AS9FXPkq2aQd+hl2LVdoxYfvXG9Xzjj6fyjrgDbe1+nDz7Zxw6P8J733mIjX96jcCMFLNu/QhDtcplUaHYnRCmRuLwFhKHt+B7z+KNnz/GnD8YdDzRzoqat1m+4GQeWn0Mnz5+f078nG3lZRhFD11mgPRenyc98yg7ntd/fofx/K0MzTue9NzjVOYgxR6HaQoOOmDL9yNGC1C/C6Kma+NHaJv/crG6SlBVKRFqojycXV1BVigUiq2AErsUuxTamhfxPXgpxhsPYsXqGHj/xWSmHDpiINtMRnLFX/7JLSu/iuVbx+SB73DBFz+H/PsbvLzsXrLdQ1SeMpvKL88gXFnG0IYN27lFCoViexGeWkbtuQuoOm0OG29+new1j9NwSz0HG6/zwsTHuesn+/OXW+Zw8ld15s8rMXkKJhlaejrp2Z/E99CP8D/8M8zlNzC0+CQyMz6igtgrFONEy8fs2rXFrlIxuxSbwnFjzFm/baY2o4Su0vjqwqTf6UWP75yukgrFnkDOU2hPddfeGVBP5opdAtH1Lr5//RTjv3+GQIzB/U4jPesTYPhKlpdScvc/O/nJA+fSX/NbfGICX531K5bGG3jnc3fT9+/VhBdUUXvBAgKTEtu3MQqFYoeih03KPjmJ1LET6XpiJct/eSdt98Zp73uBrpXP8s/Pt/LXuTP58P+kmDlj+AOKTDQweOilpOceh/+B7xO4+ztYj/+SofmfJzPtcNBL35cUCoWXnBvjrm7ZpcSuzWdLLLsUI2PWhFU2PMXOj3PTlDvBc1MyuPVDUwSmJdHCBkZ1aKvvWzE2lNil2LkZ6MT36JWY//k1IEjP/xxD8z83YgpmKSX/fkzy81vv5O2qbyGq17IkdTKnLfsqnT9/mZevvBU95qP+0r1JHNWq3ggqFHswQgji82rZd94JbOhczR3XXQl3dLH0RTD+/hZvPxDm35MmMevkFuYeHB52v7CqZ9J/9HXor9+P7+GfE7jrTKxHfk563gmkZ3xkxCQZCoXCJufGuKu7XCmxazMQOcuuzY/ZpVAodnHMEFa8Aat65g6txrK2I7bJfoWh4W/beTOv7gkosUuxczLQZQeEfvI6GOolM+3DDC0+GRmtLlk8k5Hcex9c9+cXeLf6O+gt91NpzOTsg66n8oEgbxzwVzKr+kl+bALVp8/ZqYO1KhSK7U8yXsmxXz2D9z77Fn98+Bes+fNLdPxnFns93Quff4q/JiqIHNrCnJMbCde63tAJQbZ1Kf0t+6G/9S98j16B/77zMR+9nPTc40jP+piK6aVQjEA+G+MIboyZ5n1QSe13b5Rll0KxhxMuVxbxim2GErsUOxd5ketXiMEuMhMPZmjRSVjlE0sW7+uT3HYH/O6WtWyovRSj43rCeozPzrmAA9cexOrP/Id3XthIaG4FTVcsJTRHZU9TKBQjUx1t5CsHX8TaJe/xh2d+wR8e/iHTl09mzvK9SfxmDS//5jE2NldT/dFmJnyyESPhxEMRgmzT3vQ37Y32zpP4Hr0c/4OX4Pv3FaSnH0l61seRyaYd2ziFYifD0EwAykKlX2SNZMW9s6EsujYDx3U1F7NLSZoKhUKh2NoosUuxc1BK5Fr4ZayKySWLv/yK5C+3Sf52/3qGmq/At98v8ekDHD71OD6a/Sw9F73GWw/9A19LlMYr9iP2vkblsqhQKMZMeaiaLy04h0/O/hp/e/n3/Ob5a8m+2se8p5cw66n5pC9eyTPff5SuSbVUH9PChI/XoYftN5NW3RwGjrwSbdVzmE9eh7n8t/ievI5M0xLSHZ8g27wvaCrzq0Jh6j6WNL0fU9+1g2grN8bNIBenTdMpS0FD/Y6tjkKhUCh2P4SUY/OS37CHZalLJpN7XJt3CIPdmE/+akwi18aNkn/cD7f/VfL8qxvwz7wSY+o1WFovy1qP5Jih4+GatfQ+vAqjIkjFyTMpO3YSwhybibwa8z0PNeZ7Flsy3pa0eOzte7nlv9fw2Nv3Ub+yngVPfoDpz0wgOQhDmkHn1HpSRzQz7dhafOHCuyTRtw7jmZswn/49WvdKrFgdmWkfIj31g8ikCiC8LSke82QyuQNrs3Oh7n1bj2efk6x8D1JJmDtn2yteu8Nvl+h8B33lf7Di9Vg1s3Z0dbY7u8MY7umoMdxyBl/txOrLEJxZtkOOr8Zw12Ysz3TKskuxQxDdKzGf/DXmMzcihnpGFLl6eyUP/BPuuVfy2ONgBd8gtfBqIvNvIEs/+zZ/mI9tPA5+sp7ex5/DqA5Rc+5epD42AS2gTm+FQrF10ITGgoYDWdBwICu73+SeV//IXVNu4k8br2LCiknMe/IDTP2vhX7+Gzx1oY+VbQ2E3t9C+7FVVNeUkV7wBdLzT0B/9T7Mp2/EfPRyfI/8nGzVDDJTP0hm8geQYeVmrVDsyijLrnGQs+wSKmaXQrGnooK3K7Y1Sg1QbFe0Vc9hPvF/GC/9FYDMpPeTnn+CR+Tq6pY88ijc/4Dk4YdhKC2pmPYoTZ+4kpXibwxpJu+r/igfeOGDWGeup2/Fi5gNEWovXEjy6DY0v3IPUigU246aaBOfnP11jp31NV5Y8xR3v/oHbp90Hb/v28j0N9uZ/5+DmPjfNIGfvMorlwX4a00T+v7NTPxgBe2zDiQ08SBE7xqMF+/EeP42/P/4Lr77L8aqm0umZV+yLfthlU1QM2eFYhdBXaqbgRK7FAqFQrGNUWKXYtuTTdvWDMt/i7HiUaQvQnrOp0l3fCqfXfGddyUPPQT//Jdk+XLIWlBe2c+8j9zOmuTVrOh9GsMs58v9/8vMJ6cxcM9qBgffIry4mpqz5hE7sB6hqwcmhUKx/RBCMLVyDlMr5/DFvc7hiXfv58E3bucPU6+mv6ebma+1s/DZA2j/7wDm9S+y7ndhLo82saG9mYZ9U8yd+ylmHPUpAn1vYLxwB8ar9+J/8FJ48FKsWC3Zln3JNC0hWzcHgsr9bk9g48aNnHfeedx3331omsbBBx/Mt7/9bcLhTWf0lFLy+c9/ngcffJDLLruMAw88cDvUWAEqZtfmUToDp0KhUCgUWwsldim2GaL7Pcxn/oDxzB/QetdgxeoY3O800jOOomsozFNPwWOPWzz+BLz9jr1NWxt88Nj/0l/zW55c/0ee7u1l75f348R3v0/8ET/ZtQMMlW0gdewkksdMIDhVTQAVCsWOx9R9LGw4iIUNB5G1Mjz93iM8+MZt3Dj7V3Rv3MCsl9tZ/PxSlj3fg37/f3nvXzH+Hm7i4mQzFbObmDvny8zp+DLTG9cQePtBjNfux3j+VszlNwBgpdrI1naQrZtLtrYDmWhUM+vdkFNPPZU1a9Zw7bXXkk6n+da3vsVZZ53FpZdeusltr7vuOpWIZQehxK7NIBcyWCXrUCgUCsU2Qoldiq1Ldgj9jYcwn/0j+mv32Yta9qN3+jE81b03jz2p8fjV8OKLEsuCUAjmdMDhR3Yj6//Moyt+z0vPrGPyPyfz1fdOouLVBAxItKhBZP9qEh9uJbpf7ZiDzisUCsX2RtcMOmqX0FG7hJMWXcgLa57kwTdu56a3/siG995j5gszWPzCEg59uZMPbnyG1euSPPRAMzeHmuiNlNM+8wjmdBzJnP2GmJZ4Dt97T6K/+xTGK3dhPnsTANIXxiqfTLZiMlbFFKyKyVipVvBHd3DrFZvLq6++yoMPPshNN93EzJkzATjjjDM48cQT+eY3v0lVVdWI2z7//PP88pe/5I9//CNLlizZXlVWOCiNazPIuTGinucUCoVCsW1QYpdiy5EW2jtPYL5wO8ZLf0UMdJINlvFm/ee5t+toHv5nDc9cDgMDoOswYzocf6xFR10ng10P89pjTzJ0bSc1K6s4Ye3RaFIDAYHpKcLHVhHdv47wwio0n3r7p1Aodi00oTGtch7TKufxhb3O5u3OV3lkxV3ct+IuXn/5Wdqfm868/87jiDc3cMS6p9hQl+Cppyfwu0ebuEIPEgrNZlb7bDpmC+YeYDEp9TrmquVoq19AX/si5gu3I5b/Ln88GYhjxRuw4vXIeD1WvAEZrUaGy5GhcmQoBZr66d8Zeeqpp4jFYnmhC2Dx4sVomsbTTz/NQQcdVHK7/v5+TjnlFM466ywqKlSSgx2CsuwaNzJSBWtexHLCWSgUCoVCsbVRT7yKzcPKoq38D8Yr92K8dAda93sMiRDL+w/mnlcP5JHnpxJMp4nKXibGn+OAxAC1ZYNE+3oY+Nd65J/TCCkIAtNpZqAiTWhGOWWzmgjNLCM8vxI94d/RrVQoFIqtSn28jaPibRw144v0LOvk8Xf+wSMr7uKmZ/7CxCeb6Hh2Nste2Mj+4jG6pwR5q3Ya965o4+eP+AFBJNJKx6xWZs4UzJwBkyZIAkPvoa15EW3jm4jOt9E6V6CvfQnx6r2I7JDn+BIBwQRWKAW+KNIXQfoj4He++8Jg+EH3IXUfOP+k7gNNQ4bKsGo7dkzn7easXbuWVCrlWWYYBvF4nDVr1oy43UUXXURHR8e4Y3SNJWW3YmzE4xnWb8gSjWokk+Z2OeauP35JqP7kjq7EDmXXH0OFGsNdHzWGuzdK7FKMitWfIbO6n/TaATLvrsd6+XkGXngVVq7G6tNI94fp6jmGwd4wZhp0JIt5h8W8U9jJaiCoMRAd5MXoKlbWvcvGGZ2kJtQxffbezN57fwLJyA5ro0KhUOwIIv44S1s/xNLWD5HdJ8vL657myXcf5LEn7yFyn2DWMzOZ8fwA08UT9DVb9Ewo543wNB54vYEHH7J/vg0DJk2sZsb0aqZPF0ycCHW1oOsCpIXoWYPoeQ/Rtw7RuxbRtxbRuw7Rvx4x2IMY6kb0rLS/D3Yj0n2j1lkKjb4T/4EMKwuisXLJJZdw1VVXjVrmjjvu2Kx933PPPTzyyCPcfPPN4952w4YNm3VMxXC6uyW9vdDTAxs2bHvzrmQyqcZvF0eN4a6PGsNdHzWGuzZjESqV2LUHIzMW6ZV9DK3oYWhFN0Nv9TC0oof0O71k1vSTXt2P7MsM31CUYfmS9Oh+eoJJtIoQ4fYAkSY/ZS1+fBVBRMJkhXidx3r/wT/W38Y7g29iaj7m1S1l35bDWNR4CBFfbPs3WqFQKHZCdE1nSkUHUyo6YBYMfKqPZ1Y+wvKHHqXv/lWUPxej5V5JVfYh5mkWPY2D9DaGWRur58X+Sdx2ayU33mTHvgkEoLVF0tYGE9oqmdBWSWsLRKNjmIRLC7JpyA7ZVmHZIcg436VE+iNK6Bonxx9/PEccccSoZRoaGigvL2f9+vWe5ZlMhs7OzhHdEx955BHeeust5s+f71l+8sknM2/ePK6//votq7xiTOSuLOXGqFAoFArFzoMSu3ZjpJRk1w3kRayhFT0MvdXtfPaQXtkLGVkorwkyUQ1CA/iDa6mc/Db+cDd6sJ93RTXvBifTWduBPm0Ok6b5mNYMpll4stvYv5bH3/kH/377Xh57+z66BzfYAlf9/nyq+RssbDxYCVwKhUIxBgJGiPkNy5j/sWXwMegcWMcLbz/Jaw8+y+CjGwi8LKj9dw21A2/Rzlt82EzTWd1Pd4XG+miAd/pSPP+vWu74exPZdAKkSTwmqa+H+jqoqxNUVUEqBWUp+zMRB8PQbDdGw4901UeOVNExIKXco7MEplKpYe6Jpejo6KCrq4tnn32WGTNmALaYZVkW7e3tJbc58cQTOfrooz3LDjvsME4//XT233//La+8YmyomF0KhUKhUOx0KLFrF0ZakuzGQdLv9toC1tu9pF0WWkNv9yL7vZZZmViQvmiIPr+fzIQ0un8tZam3aKl+noaKVxCaJCMN3mMKG+IL6W1ZQLK9g0kVYSYVHX9932qefeffPLfqMZ5Z9Qgvr30aiSQVrGRx4yEsqD+AuXVLCftUdjCFQqHYEuKBMhZMOIgFEw6Cz4IlLd7ufJW3nn2ODU++TfrZLsw3JPHXIrRsjDCXLqCLrHiOdan1rE9uZKPRx4aeNOvezPLP94ZYF0nT7beQ0gRLByHRjQy6kUEzsmh6Bk3PIvQMpj9DdXWWrMyStTJkZYaslfuexXIv83xmCJphLv/Q3dTGmnd0N+7UtLW1sc8++3DmmWdyzjnnkE6nOe+88zj00EPzmRhXrVrFZz7zGS6++GLa29upqKgoafVVW1tLQ0PD9m7CHosSuRQKhUKh2PlQYtcOZuitbqz+DDIjkRkLmbaQGQurJ0O2ewirJ022y/7MrBsgs2aAzJp+281wTb/HMgvACvsYSkboDYfpaw3Qr/djGRuIxFdRWfYW9bG3aIq8iaHZIlgGk25/K+nkZDbUH4m/bRayahoJw0/C2aeUkrW9K3ltw/O8seEFXlv/X55b/Rgru98EwK8HmVLRwXFzTmOvhgNoS01HEyqVtEKhUGwrNKHRmJhI45KJsKSwXErJxo1rWP3862x8fiWDL3fiezNO/coYrS/q+Lq9P/sZPUtXopeN8W66I/30hgbpDQ3RE0zTE0rTHcgwYFjIIFRWAUENYWjomoEudOfTQNe83zWh579HzQRJvZxsTxqZziLTsujTQo/68DWo2I2XXHIJ5513Hp/5zGfQNI2DDz6YM844I78+nU7z+uuv09/fvwNrqShGiV0KhUKhUOx87DRiVzYr+fVvYcNGiaHbQXd1HQxDYJoQDEI4DKEghEKFf+GQvTwYZJdzk+j6+1u8+bl/jKmsZUjSIYvBcIahUIah1BCDtYOkfQNIfw9mdD3h1GpS4fVUmZ1E9EFMCSYCE5AiRjZUh0g20lW1L+lUC0PJRtLRavqy/XQPdtI71El3/ytseP5hVve+w5qed1nd+w4ru9+kZ6gzX5eKcC1TKjr48LQTmF45nwllMzC07ZN9SKFQKBQjI4QgmawkubgSFg9fb/WlGXqnl/Q7vfkYjWXv5GI1DpB5bQCrJz36MfwaWtBAmHohWFEOSeHFjfMPS/IKf9pExWHqkx/FKAuMr8G7GYlEgksvvXTE9fX19bz44ouj7mNT6xVbHxWzS6FQKBSKnY+dRuzKZOC+f0hWr7G/ZzKQzdoi2FjQNAiFJNGILX5FIva/cBgi4dx3kV8eCdvrcuWDQfD5bIHNLZppK5fj++cPEVYGpMR+kpd2EF8oLHOWSymRVu4T13fn01luWZLAkKD2sBqwLHQxhK4NYmqDvO3r5aLERnoC/Qz4BxnwD5A1slvYw53ACujG/rcJor4ElZE6KsN1TKucR3NyMi3JqTQnJhPxx7ewLgqFQqHYEWghk8DEBIGJiRHLWAMZ25J47QCZdQNY3Wmsvozzr/Bdpq2S2wtTK/3P0BA+DWHqhe+Gvc6oCu7xQpdiF0aJXAqFQqFQ7HTsNGKX3y/4v2uGPy1IKUmnoa8P+vqdzz7X373Q2wc9PYW0zz290NsLq9dA7+v29+6esQtnpikxzXUYBkxPCD7bZKChIRG2zoXAsnJ/CyRgSYFl5f4WnrIwfDnOdxEUaLqOpQfA8IERQJg+jg/qaCEDM2Rihk18YR1/LIA/EUALh8kYPjJGkLSQZKw06eyQ8zlI2krnl6WtITLZIWfZEEJoGJqJIQx0zcTQDEJmhIg/QcQXI+JLkAiWETKVO4lCoVDsiWgBA19dBF+d+h1QKMaC5ei+yrJLoVAoFIqdh51G7BoJIQQ+n211lUiMWnLU/UgpGRx0hLAeW/zq7bX/7umB/n7bmiydhnRaohsBeroHSKdncAdXIjTQhP0gI4RtSVbq0+8X+P3Y/3wUvvvtNvj9LsuzsDeboUKhUCgUCoVi1yLi6MIN9Tu2HgqFQqFQKArs9GLX1kIIQSAAgQCUl22yNMlkmA0bhrZH1RQKhUKhUCgUuyjVVYKqSrnLxY5VKBQKhWJ3RqXMUygUCoVCoVAotgAldCkUCoVCsXOhxC6FQqFQKBQKhUKhUCgUCsVugxK7FAqFQqFQKBQKhUKhUCgUuw1K7FIoFAqFQqFQKBQKhUKhUOw2KLFLoVAoFAqFQqFQKBQKhUKx2yCklHJHV0KhUCgUCoVCoVAoFAqFQqHYGijLLoVCoVAoFAqFQqFQKBQKxW6DErsUCoVCoVAoFAqFQqFQKBS7DUrsUigUCoVCoVAoFAqFQqFQ7DYosUuhUCgUCoVCoVAoFAqFQrHboMQuhUKhUCgUCoVCoVAoFArFboMSuxQKhUKhUCgUCoVCoVAoFLsNSuxy2LhxI6eccgpz5sxh3rx5fOtb36K3t3dM20op+dznPsfkyZO5++67t3FNFVuL8Y75xo0bOe+88zjkkENob29n6dKlnH/++XR3d2/HWivGym9+8xuWLVvGzJkzOfroo3n66adHLX/nnXfyvve9j5kzZ3LYYYdx//33b6eaKrYW4xnzG2+8kU984hPMnz+f+fPnc9xxx23yHFHsfIz3Os9x++23M3nyZL785S9v4xruXGxufym2LVdccQUf+chH6OjoYNGiRXz5y1/mtdde85QZHBzknHPOYcGCBXR0dHDyySezdu1aT5l3332XE088kVmzZrFo0SK+973vkclktmdTFA5XXnklkydP5oILLsgvU2O487Nq1SpOPfVUFixYQHt7O4cddhjPPPNMfr2Ukh//+McsWbKE9vZ2jjvuON544w3PPrZkTqnYfLLZLD/60Y9YtmwZ7e3tHHjggVx22WVIKfNl1PjteSixy+HUU0/llVde4dprr+Xyyy/n8ccf56yzzhrTttdddx1CiG1cQ8XWZrxjvnr1alavXs1pp53GbbfdxkUXXcSDDz7It7/97e1Ya8VYuOOOO7jooov4yle+ws0338yUKVM44YQTWLduXcnyTz75JKeccgpHHXUUt9xyCwcccABf+cpXeOmll7ZzzRWby3jH/NFHH+XQQw/lV7/6FTfccAM1NTUcf/zxrFq1ajvXXLG5jHfMc7z99tt873vfY968eduppjsHm9tfim3Pv//9b4499lhuvPFGrr32WjKZDCeccAJ9fX35MhdeeCH33XcfP/rRj7j++utZvXo1J510Un59NpvlC1/4Aul0mhtuuIHvfve73HzzzfzkJz/ZEU3ao3n66ae54YYbmDx5sme5GsOdm87OTj7+8Y9jmiZXXXUVt99+O6eddhrxeDxf5qqrruL666/nO9/5DjfeeCPBYJATTjiBwcHBfJktmVMqNp+rrrqK3/3ud5x11lnccccdnHrqqVx99dVcf/31njJq/PYwpEK+8sorctKkSfLpp5/OL7v//vvl5MmT5XvvvTfqtv/973/lPvvsI1evXi0nTZok77rrrm1dXcVWYEvG3M0dd9whp0+fLtPp9LaopmIzOeqoo+Q555yT/zubzcolS5bIK664omT5//f//p888cQTPcuOPvpoeeaZZ27Teiq2HuMd82IymYzs6OiQN9988zaqoWJrszljnslk5DHHHCNvvPFGedppp8kvfelL26OqOwVbeo0oth/r1q2TkyZNkv/+97+llFJ2dXXJ6dOnyzvvvDNfJvcc89RTT0kppfzHP/4hp0yZItesWZMv89vf/lbOmTNHDg4Obtf678n09PTIgw8+WD700EPyk5/8pDz//POllGoMdwW+//3vy49//OMjrrcsS+69997y6quvzi/r6uqSM2bMkLfddpuUcuvNLxTj58QTT5Snn366Z9lJJ50kTznlFCmlGr89FWXZBTz11FPEYjFmzpyZX7Z48WI0TRvVxL+/v59TTjmFs846i4qKiu1RVcVWYnPHvJienh4ikQiGYWyLaio2g6GhIZ577jkWL16cX6ZpGosXL+app54quc1//vMfFi1a5Fm2ZMkS/vOf/2zLqiq2Epsz5sX09/eTyWQ8b3AVOy+bO+aXXXYZZWVlHH300dujmjsNW+MaUWw/cuERcvejZ599lnQ67Rm/trY2amtr879T//nPf5g0aRLl5eX5MkuWLKGnp4dXXnll+1V+D+fcc89lv/3284wVqDHcFbj33nuZMWMGX/3qV1m0aBEf/vCHufHGG/Pr3377bdasWeMZw2g0yqxZs/L30a01v1CMn46ODh555BFef/11AF544QWeeOIJ9t13X0CN356KmqEDa9euJZVKeZYZhkE8HmfNmjUjbnfRRRfR0dHBgQceuK2rqNjKbO6Yu1m/fj0///nPOeaYY7ZFFRWbyYYNG8hms5SVlXmWl5WVDYuBkmPt2rWeh8tc+eJYGoqdk80Z82IuueQSKisrh01QFDsnmzPmjz/+ODfddBO33HLLdqjhzsXWuEYU2wfLsrjwwguZM2cOkyZNAuzfKNM0icVinrJlZWX5Z5ZSv2O5v8f6XKPYMm6//Xb++9//ctNNNw1bp8Zw52fFihX87ne/47Of/Sxf/OIXeeaZZzj//PMxTZMjjjgiPwal7qO558WtMb9QbB4nnngiPT09vP/970fXdbLZLF/72tc4/PDDAdT47aHs1mLXJZdcwlVXXTVqmTvuuGOz9n3PPffwyCOPcPPNN2/W9optw7Ycczc9PT184QtfoK2tzRNvQaFQ7HpceeWV3HHHHfzqV7/C7/fv6OootgE9PT1885vf5Lzzzhv2IKtQ7Eycc845vPzyy/z2t7/d0VVRjIOVK1dywQUX8Mtf/lL9juyiSCmZMWMGX//61wGYNm0aL7/8MjfccANHHHHEDq6dYlPceeed3HrrrVx66aVMmDCB559/nosuuojKyko1fnswu7XYdfzxx2/y5G5oaKC8vJz169d7lmcyGTo7O0d0T3zkkUd46623mD9/vmf5ySefzLx58zzB8BTbj2055jl6enr43Oc+Rzgc5rLLLsM0zS2ut2LrkUwm0XV9WNDldevWDXtjmqO8vHyYFddo5RU7F5sz5jmuueYarrzySq699lqmTJmyLaup2IqMd8xXrFjBO++8w5e+9KX8MsuyAHtC89e//pXGxsZtW+kdyJZcI4rtx7nnnss//vEPfv3rX1NdXZ1fXl5eTjqdpqury2MZtG7duvwzS3l5+TA3m9zvmgq1se157rnnWLduHUceeWR+WTab5bHHHuM3v/kN11xzjRrDnZyKigra2to8y1pbW/nb3/6WXw/2mFVWVubLrFu3Lv/8sCXzC8WWcfHFF3PiiSdy6KGHAjB58mTeffddrrjiCo444gg1fnsou3XMrlQqRVtb26j/fD4fHR0ddHV18eyzz+a3feSRR7Asi/b29pL7PvHEE/nLX/7CLbfckv8HcPrpp3PhhRduj+YpSrAtxxxsoeuEE07ANE1+8YtfqLd3OyE+n4/p06fz8MMP55dZlsXDDz9MR0dHyW1mz57NI4884ln2r3/9i9mzZ2/Lqiq2Epsz5mBn5fn5z3/O1Vdf7YnPoNj5Ge+Yt7a2cuutt3p+s5ctW8aCBQu45ZZbPMLC7sjmXiOK7YOUknPPPZe77rqL6667joaGBs/6GTNmYJqmZ/xee+013n333fzv1OzZs3nppZc8gua//vUvIpEIEyZM2C7t2JNZuHDhsHvMjBkzOOyww/Lf1Rju3MyZMycf7ynHG2+8QV1dHQD19fVUVFR4xrCnp4fly5fn76ObO79QbDkDAwMIITzLdF1HSgmo8dtj2cEB8ncaTjjhBPnhD39YLl++XD7++OPy4IMPll//+tfz69977z15yCGHyOXLl4+4D5WNcddivGPe3d0tjz76aPnBD35Qvvnmm3L16tX5f5lMZkc1Q1GC22+/Xc6YMUP+6U9/kq+88oo888wz5bx58/IZjr7xjW/ISy65JF/+iSeekNOmTZPXXHONfOWVV+RPfvITOX36dPniiy/uqCYoxsl4x/yKK66Q06dPl3/9618913JPT8+OaoJinIx3zIvZ07Ixbqq/FDuOs88+W86dO1c++uijnvtRf39/vsxZZ50lly5dKh9++GH5zDPPyGOOOUYec8wx+fWZTEZ+8IMflMcff7x8/vnn5QMPPCAXLlwoL7300h3RJIWUnmyMUqox3NlZvny5nDZtmvzFL34h33jjDfmXv/xFzpo1S/75z3/Ol7niiivkvHnz5N133y1feOEF+aUvfUkuW7ZMDgwM5Mtsan6h2Dacdtppcp999pH33XefXLFihfz73/8uFyxYIC+++OJ8GTV+ex67tRvjeLjkkks477zz+MxnPoOmaRx88MGcccYZ+fXpdJrXX3+d/v7+HVhLxdZkvGP+3HPPsXz5cgAOOuggz77uuece6uvrt1/lFaPygQ98gPXr1/OTn/yENWvWMHXqVK6++uq8u87KlSvRtIJh65w5c7jkkkv40Y9+xA9+8AOam5u57LLL8sGBFTs/4x3zG264gXQ6zVe/+lXPfk466SROPvnk7Vp3xeYx3jHf09lUfyl2HL/73e8A+NSnPuVZftFFF+Xd4r71rW+haRpf/epXGRoaYsmSJZx99tn5srquc/nll/Od73yHY445hmAwyBFHHDHsHqfYcagx3Llpb2/nZz/7GT/4wQ+47LLLqK+v51vf+lY+wDnA5z//efr7+znrrLPo6upi7ty5XH311R5Pj03NLxTbhjPOOIMf//jHnHPOOXlXxWOOOYavfOUr+TJq/PY8hJSObZ9CoVAoFAqFQqFQKBQKhUKxi6NeeSoUCoVCoVAoFAqFQqFQKHYblNilUCgUCoVCoVAoFAqFQqHYbVBil0KhUCgUCoVCoVAoFAqFYrdBiV0KhUKhUCgUCoVCoVAoFIrdBiV2KRQKhUKhUCgUCoVCoVAodhuU2KVQKBQKhUKhUCgUCoVCodhtUGKXQqFQKBQKhUKhUCgUCoVit0GJXQqFQqFQKBQKhUKhUCgUit0GJXYpFAqFQqFQKBQKhUKhUCh2G5TYpVAoFAqFQqFQKBQKhUKh2G1QYpdCoVAoFAqFQqFQKBQKhWK34f8Dc4F9XTqxhS0AAAAASUVORK5CYII=\n"
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\n",
+      "text/plain": [
+       "<Figure size 864x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -481,14 +740,16 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/joanna/Dropbox/Sketchbook/python/resources/env/lib/python3.8/site-packages/IPython/core/pylabtools.py:132: UserWarning: Calling figure.constrained_layout, but figure not setup to do constrained layout.  You either called GridSpec without the fig keyword, you are using plt.subplot, or you need to call figure or subplots with the constrained_layout=True kwarg.\n",
+      "C:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n",
       "  fig.canvas.print_figure(bytes_io, **kw)\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<Figure size 212.598x133.858 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 153.071x96.378 with 1 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -534,8 +795,10 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 212.598x133.858 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 153.071x96.378 with 1 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -571,7 +834,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "P(A)P(M|A)P(D|A)\n"
+      "P(A)P(D|A)P(M|A)\n"
      ]
     }
    ],
@@ -593,7 +856,9 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "[('D', 'M', {'A'})]"
+      "text/plain": [
+       "[('D', 'M', {'A'})]"
+      ]
      },
      "execution_count": 21,
      "metadata": {},
@@ -686,17 +951,56 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [sigma, bM, bA, a]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n"
+      "NUTS: [a, bA, bM, sigma]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -706,7 +1010,9 @@
     "    bM = pm.Normal(\"bM\", 0, 0.5)\n",
     "\n",
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
-    "    mu = pm.Deterministic(\"mu\", a + bM * data[\"Marriage_std\"] + bA * data[\"MedianAgeMarriage_std\"])\n",
+    "    mu = pm.Deterministic(\n",
+    "        \"mu\", a + bM * data[\"Marriage_std\"].values + bA * data[\"MedianAgeMarriage_std\"].values\n",
+    "    )\n",
     "\n",
     "    divorce_rate_std = pm.Normal(\n",
     "        \"divorce_rate_std\", mu=mu, sigma=sigma, observed=data[\"Divorce_std\"].values\n",
@@ -722,8 +1028,102 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean  ess_sd  \\\na      0.001  0.100  -0.178    0.194      0.002    0.002    3878.0  2070.0   \nbM    -0.060  0.161  -0.369    0.242      0.003    0.002    2388.0  2146.0   \nbA    -0.607  0.159  -0.909   -0.309      0.003    0.002    2338.0  2338.0   \nsigma  0.827  0.089   0.660    0.988      0.002    0.001    3020.0  3020.0   \n\n       ess_bulk  ess_tail  r_hat  \na        3872.0    2982.0    1.0  \nbM       2386.0    2514.0    1.0  \nbA       2347.0    2279.0    1.0  \nsigma    2926.0    2236.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>a</th>\n      <td>0.001</td>\n      <td>0.100</td>\n      <td>-0.178</td>\n      <td>0.194</td>\n      <td>0.002</td>\n      <td>0.002</td>\n      <td>3878.0</td>\n      <td>2070.0</td>\n      <td>3872.0</td>\n      <td>2982.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>bM</th>\n      <td>-0.060</td>\n      <td>0.161</td>\n      <td>-0.369</td>\n      <td>0.242</td>\n      <td>0.003</td>\n      <td>0.002</td>\n      <td>2388.0</td>\n      <td>2146.0</td>\n      <td>2386.0</td>\n      <td>2514.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>bA</th>\n      <td>-0.607</td>\n      <td>0.159</td>\n      <td>-0.909</td>\n      <td>-0.309</td>\n      <td>0.003</td>\n      <td>0.002</td>\n      <td>2338.0</td>\n      <td>2338.0</td>\n      <td>2347.0</td>\n      <td>2279.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>sigma</th>\n      <td>0.827</td>\n      <td>0.089</td>\n      <td>0.660</td>\n      <td>0.988</td>\n      <td>0.002</td>\n      <td>0.001</td>\n      <td>3020.0</td>\n      <td>3020.0</td>\n      <td>2926.0</td>\n      <td>2236.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a</th>\n",
+       "      <td>0.001</td>\n",
+       "      <td>0.100</td>\n",
+       "      <td>-0.191</td>\n",
+       "      <td>0.179</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>3630.0</td>\n",
+       "      <td>2543.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bM</th>\n",
+       "      <td>-0.059</td>\n",
+       "      <td>0.158</td>\n",
+       "      <td>-0.349</td>\n",
+       "      <td>0.246</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>2214.0</td>\n",
+       "      <td>2620.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bA</th>\n",
+       "      <td>-0.605</td>\n",
+       "      <td>0.156</td>\n",
+       "      <td>-0.906</td>\n",
+       "      <td>-0.327</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>2176.0</td>\n",
+       "      <td>2317.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sigma</th>\n",
+       "      <td>0.825</td>\n",
+       "      <td>0.085</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>0.995</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>2331.0</td>\n",
+       "      <td>1645.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
+       "a      0.001  0.100  -0.191    0.179      0.002    0.002    3630.0    2543.0   \n",
+       "bM    -0.059  0.158  -0.349    0.246      0.003    0.002    2214.0    2620.0   \n",
+       "bA    -0.605  0.156  -0.906   -0.327      0.003    0.002    2176.0    2317.0   \n",
+       "sigma  0.825  0.085   0.678    0.995      0.002    0.001    2331.0    1645.0   \n",
+       "\n",
+       "       r_hat  \n",
+       "a        1.0  \n",
+       "bM       1.0  \n",
+       "bA       1.0  \n",
+       "sigma    1.0  "
+      ]
      },
      "execution_count": 25,
      "metadata": {},
@@ -748,10 +1148,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x940 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x676.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -806,17 +1210,56 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [sigma, bAM, a]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [a, bAM, sigma]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -825,7 +1268,7 @@
     "    bAM = pm.Normal(\"bAM\", 0, 0.5)\n",
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
     "\n",
-    "    mu = pm.Deterministic(\"mu\", a + bAM * data[\"MedianAgeMarriage_std\"])\n",
+    "    mu = pm.Deterministic(\"mu\", a + bAM * data[\"MedianAgeMarriage_std\"].values)\n",
     "\n",
     "    marriage_std = pm.Normal(\n",
     "        \"Marriage_std\", mu=mu, sigma=sigma, observed=data[\"Marriage_std\"].values\n",
@@ -847,7 +1290,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "mu_m_5_4_mean = m_5_4_trace[\"mu\"].mean(axis=0)\n",
+    "mu_m_5_4_mean = m_5_4_trace.posterior[\"mu\"].mean(dim=[\"chain\", \"draw\"])\n",
     "residuals = data[\"Marriage_std\"] - mu_m_5_4_mean"
    ]
   },
@@ -855,7 +1298,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.15"
+    "#### 5.15\n",
+    "We can skip most of the code with the posterior predictive plot functionality in pymc"
    ]
   },
   {
@@ -864,35 +1308,57 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/joanna/Dropbox/Sketchbook/python/resources/env/lib/python3.8/site-packages/pymc/sampling.py:1690: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n",
-      "  warnings.warn(\n"
-     ]
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [4000/4000 00:00<00:00]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "# We can skip most of the code with the posterior predictive plot functionality in pymc\n",
     "with m_5_3:\n",
-    "    m_5_3_ppc = pm.sample_posterior_predictive(\n",
-    "        m_5_3_trace, var_names=[\"mu\", \"divorce_rate_std\"], samples=1000\n",
-    "    )\n",
+    "    m_5_3_ppc = pm.sample_posterior_predictive(m_5_3_trace, var_names=[\"mu\", \"divorce_rate_std\"])\n",
     "\n",
     "\n",
-    "mu_mean = m_5_3_ppc[\"mu\"].mean(axis=0)\n",
-    "mu_hpd = az.hdi(m_5_3_ppc[\"mu\"], 0.89)\n",
+    "mu_mean = m_5_3_ppc.posterior_predictive[\"mu\"].mean(dim=[\"chain\", \"draw\"])\n",
+    "mu_PI = az.hdi(m_5_3_ppc.posterior_predictive[\"mu\"], 0.89)\n",
     "\n",
-    "D_sim = m_5_3_ppc[\"divorce_rate_std\"].mean(axis=0)\n",
-    "D_PI = az.hdi(m_5_3_ppc[\"divorce_rate_std\"], 0.89)"
+    "D_sim = m_5_3_ppc.posterior_predictive[\"divorce_rate_std\"].mean(dim=[\"chain\", \"draw\"])\n",
+    "D_PI = az.hdi(m_5_3_ppc.posterior_predictive[\"divorce_rate_std\"], 0.89)"
    ]
   },
   {
@@ -909,10 +1375,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x600 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -920,8 +1390,8 @@
     "fig, ax = plt.subplots(figsize=(6, 6))\n",
     "plt.errorbar(\n",
     "    data[\"Divorce_std\"].values,\n",
-    "    m_5_3_ppc[\"divorce_rate_std\"].mean(0),\n",
-    "    yerr=np.abs(m_5_3_ppc[\"divorce_rate_std\"].mean(0) - mu_hpd.T),\n",
+    "    D_sim,\n",
+    "    yerr=np.abs(np.array(D_sim) - mu_PI.min(dim=\"hdi\").to_array()),\n",
     "    fmt=\"C0o\",\n",
     ")\n",
     "ax.scatter(data[\"Divorce_std\"].values, D_sim)\n",
@@ -942,7 +1412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
@@ -961,10 +1431,14 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1656x1104 with 3 Axes>",
-      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 993.6x662.4 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -986,7 +1460,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -996,17 +1470,56 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [aM, bAM, sigma_m, a, bM, bA, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n"
+      "NUTS: [sigma, bA, bM, a, sigma_m, bAM, aM]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 25 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -1014,7 +1527,7 @@
     "data[\"Marriage_std\"] = standardize(data[\"Marriage\"])\n",
     "data[\"MedianAgeMarriage_std\"] = standardize(data[\"MedianAgeMarriage\"])\n",
     "\n",
-    "# Use Theano shared variables so we can change them later\n",
+    "# Use Aesara shared variables so we can change them later\n",
     "marriage_shared = shared(data[\"Marriage_std\"].values)\n",
     "age_shared = shared(data[\"MedianAgeMarriage_std\"].values)\n",
     "\n",
@@ -1026,14 +1539,14 @@
     "\n",
     "    a = pm.Normal(\"a\", 0, 0.2)\n",
     "    mu = pm.Deterministic(\"mu\", a + bA * age_shared + bM * marriage_shared)\n",
-    "    divorce = pm.Normal(\"divorce\", mu, sigma, observed=data[\"Divorce_std\"])\n",
+    "    divorce = pm.Normal(\"divorce\", mu, sigma, observed=data[\"Divorce_std\"].values)\n",
     "\n",
     "    # A -> M\n",
     "    sigma_M = pm.Exponential(\"sigma_m\", 1)\n",
     "    bAM = pm.Normal(\"bAM\", 0, 0.5)\n",
     "    aM = pm.Normal(\"aM\", 0, 0.2)\n",
     "    mu_M = pm.Deterministic(\"mu_m\", aM + bAM * age_shared)\n",
-    "    marriage = pm.Normal(\"marriage\", mu_M, sigma_M, observed=data[\"Marriage_std\"])\n",
+    "    marriage = pm.Normal(\"marriage\", mu_M, sigma_M, observed=data[\"Marriage_std\"].values)\n",
     "\n",
     "    m5_3_A_trace = pm.sample()"
    ]
@@ -1047,14 +1560,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "(50,)"
+      "text/plain": [
+       "(50,)"
+      ]
      },
-     "execution_count": 34,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1074,13 +1589,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [4000/4000 00:00<00:00]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1105,29 +1653,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 1200x400 with 2 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "_, ax = plt.subplots(1, 2, figsize=(12, 4))\n",
-    "az.plot_hdi(A_seq, m5_3_M_marriage[\"divorce\"], ax=ax[0])\n",
-    "ax[0].plot(A_seq, m5_3_M_marriage[\"divorce\"].mean(0))\n",
+    "az.plot_hdi(A_seq, m5_3_M_marriage.posterior_predictive[\"divorce\"], ax=ax[0])\n",
+    "ax[0].plot(A_seq, m5_3_M_marriage.posterior_predictive[\"divorce\"].mean(dim=[\"chain\", \"draw\"]))\n",
     "ax[0].set_title(\"Total counterfactual effect of A on D\")\n",
     "ax[0].set_xlabel(\"manipulated A\")\n",
     "ax[0].set_ylabel(\"counterfactual D\")\n",
     "\n",
     "\n",
-    "az.plot_hdi(A_seq, m5_3_M_marriage[\"marriage\"], ax=ax[1])\n",
-    "ax[1].plot(A_seq, m5_3_M_marriage[\"marriage\"].mean(0))\n",
+    "az.plot_hdi(A_seq, m5_3_M_marriage.posterior_predictive[\"marriage\"], ax=ax[1])\n",
+    "ax[1].plot(A_seq, m5_3_M_marriage.posterior_predictive[\"marriage\"].mean(dim=[\"chain\", \"draw\"]))\n",
     "ax[1].set_title(\"Total counterfactual effect of A -> M\")\n",
     "ax[1].set_xlabel(\"manipulated A\")\n",
     "ax[1].set_ylabel(\"counterfactual M\");"
@@ -1142,22 +1694,413 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
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+       ".xr-attrs dd {\n",
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+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
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+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2 {\n",
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+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;divorce&#x27; ()&gt;\n",
+       "array(0.04078092)</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'divorce'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-63ccf3fb-da5f-4112-bbd3-fa96055680e8' class='xr-array-in' type='checkbox' checked><label for='section-63ccf3fb-da5f-4112-bbd3-fa96055680e8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.04078</span></div><div class='xr-array-data'><pre>array(0.04078092)</pre></div></div></li><li class='xr-section-item'><input id='section-41a5e48f-51c3-47d7-8de0-77f63b5cd7b9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-41a5e48f-51c3-47d7-8de0-77f63b5cd7b9' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-7c847a03-6fc4-4368-afbf-7e64464eec72' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7c847a03-6fc4-4368-afbf-7e64464eec72' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'divorce' ()>\n",
+       "array(0.04078092)"
+      ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1172,7 +2115,10 @@
     "    m5_3_M_ppc = pm.sample_posterior_predictive(m5_3_A_trace)\n",
     "\n",
     "# Average first and last column and take difference\n",
-    "m5_3_M_ppc[\"divorce\"][:, -1].mean() - m5_3_M_ppc[\"divorce\"][:, 0].mean()"
+    "(\n",
+    "    m5_3_M_ppc.posterior_predictive[\"divorce\"][:, -1].mean()\n",
+    "    - m5_3_M_ppc.posterior_predictive[\"divorce\"][:, 0].mean()\n",
+    ")"
    ]
   },
   {
@@ -1184,13 +2130,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
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+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [4000/4000 00:00<00:00]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1210,23 +2189,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "\n",
-    "az.plot_hdi(marriage_counter_factual_x, m5_3_M_ppc[\"divorce\"], ax=ax)\n",
-    "ax.plot(marriage_counter_factual_x, m5_3_M_ppc[\"divorce\"].mean(0))\n",
+    "az.plot_hdi(marriage_counter_factual_x, m5_3_M_ppc.posterior_predictive[\"divorce\"], ax=ax)\n",
+    "ax.plot(\n",
+    "    marriage_counter_factual_x,\n",
+    "    m5_3_M_ppc.posterior_predictive[\"divorce\"].mean(dim=[\"chain\", \"draw\"]),\n",
+    ")\n",
     "ax.set_title(\"Total counterfactual effect M on D\")\n",
     "ax.set_xlabel(\"manipulated M\")\n",
     "ax.set_ylabel(\"counterfactual D\");"
@@ -1241,7 +2227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1257,21 +2243,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/joanna/Dropbox/Sketchbook/python/resources/env/lib/python3.8/site-packages/pymc/sampling.py:1690: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n",
-      "  warnings.warn(\n"
-     ]
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [4000/4000 00:00<00:00]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1281,45 +2292,53 @@
     "# Get the samples from Age Marriage model first\n",
     "with m5_3_A:\n",
     "    m5_3_M_marriage = pm.sample_posterior_predictive(\n",
-    "        m5_3_A_trace, var_names=[\"sigma_m\", \"aM\", \"bAM\"], samples=1000\n",
+    "        m5_3_A_trace, var_names=[\"sigma_m\", \"aM\", \"bAM\"]\n",
     "    )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "(1000, 30)"
+      "text/plain": [
+       "(4000, 30)"
+      ]
      },
-     "execution_count": 42,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "marriage_mu_counterfactual = np.outer(m5_3_M_marriage[\"aM\"] + m5_3_M_marriage[\"bAM\"], A_seq)\n",
+    "marriage_mu_counterfactual = np.outer(\n",
+    "    m5_3_M_marriage.posterior_predictive[\"aM\"] + m5_3_M_marriage.posterior_predictive[\"bAM\"], A_seq\n",
+    ")\n",
     "marriage_mu_counterfactual.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "(30, 1000)"
+      "text/plain": [
+       "(30, 4000)"
+      ]
      },
-     "execution_count": 43,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "M_sim = stats.norm(loc=marriage_mu_counterfactual.T, scale=m5_3_M_marriage[\"sigma_m\"]).rvs()\n",
+    "mu = marriage_mu_counterfactual.T\n",
+    "sigma = az.extract_dataset(m5_3_M_marriage.posterior_predictive[\"sigma_m\"]).to_array()\n",
+    "M_sim = stats.norm(loc=mu, scale=sigma).rvs()\n",
     "M_sim.shape"
    ]
   },
@@ -1332,13 +2351,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [4000/4000 00:00<00:00]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1347,22 +2399,25 @@
    "source": [
     "with m5_3_A:\n",
     "    m5_3_M_divorce = pm.sample_posterior_predictive(\n",
-    "        m5_3_A_trace, var_names=[\"sigma\", \"bM\", \"bA\", \"a\"], samples=1000\n",
+    "        m5_3_A_trace, var_names=[\"sigma\", \"bM\", \"bA\", \"a\"]\n",
     "    )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
-    "D_sim = np.zeros((30, 1000))\n",
-    "a, bM, bA = m5_3_M_divorce[\"a\"], m5_3_M_divorce[\"bM\"], m5_3_M_divorce[\"bA\"]\n",
+    "D_sim = np.zeros((30, 4000))\n",
+    "a = np.array(az.extract_dataset(m5_3_M_divorce.posterior_predictive[\"a\"]).to_array())\n",
+    "bM = np.array(az.extract_dataset(m5_3_M_divorce.posterior_predictive[\"bM\"]).to_array())\n",
+    "bA = np.array(az.extract_dataset(m5_3_M_divorce.posterior_predictive[\"bA\"]).to_array())\n",
+    "sigma = np.array(az.extract_dataset(m5_3_M_divorce.posterior_predictive[\"sigma\"]).to_array())\n",
     "\n",
     "for i, age_counterfactual in enumerate(A_seq):\n",
     "    divorce_mu_counterfactual = a + bA * age_counterfactual + bM * M_sim[i, :]\n",
-    "    samples = stats.norm(divorce_mu_counterfactual, m5_3_M_divorce[\"sigma\"]).rvs()\n",
+    "    samples = stats.norm(divorce_mu_counterfactual, sigma).rvs()\n",
     "    D_sim[i, :] = samples"
    ]
   },
@@ -1375,15 +2430,117 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "           clade         species  kcal.per.g  perc.fat  perc.protein  \\\n0  Strepsirrhine  Eulemur fulvus        0.49     16.60         15.42   \n1  Strepsirrhine        E macaco        0.51     19.27         16.91   \n2  Strepsirrhine        E mongoz        0.46     14.11         16.85   \n3  Strepsirrhine   E rubriventer        0.48     14.91         13.18   \n4  Strepsirrhine     Lemur catta        0.60     27.28         19.50   \n\n   perc.lactose  mass  neocortex.perc  \n0         67.98  1.95           55.16  \n1         63.82  2.09             NaN  \n2         69.04  2.51             NaN  \n3         71.91  1.62             NaN  \n4         53.22  2.19             NaN  ",
-      "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>clade</th>\n      <th>species</th>\n      <th>kcal.per.g</th>\n      <th>perc.fat</th>\n      <th>perc.protein</th>\n      <th>perc.lactose</th>\n      <th>mass</th>\n      <th>neocortex.perc</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Strepsirrhine</td>\n      <td>Eulemur fulvus</td>\n      <td>0.49</td>\n      <td>16.60</td>\n      <td>15.42</td>\n      <td>67.98</td>\n      <td>1.95</td>\n      <td>55.16</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Strepsirrhine</td>\n      <td>E macaco</td>\n      <td>0.51</td>\n      <td>19.27</td>\n      <td>16.91</td>\n      <td>63.82</td>\n      <td>2.09</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Strepsirrhine</td>\n      <td>E mongoz</td>\n      <td>0.46</td>\n      <td>14.11</td>\n      <td>16.85</td>\n      <td>69.04</td>\n      <td>2.51</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Strepsirrhine</td>\n      <td>E rubriventer</td>\n      <td>0.48</td>\n      <td>14.91</td>\n      <td>13.18</td>\n      <td>71.91</td>\n      <td>1.62</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Strepsirrhine</td>\n      <td>Lemur catta</td>\n      <td>0.60</td>\n      <td>27.28</td>\n      <td>19.50</td>\n      <td>53.22</td>\n      <td>2.19</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>clade</th>\n",
+       "      <th>species</th>\n",
+       "      <th>kcal.per.g</th>\n",
+       "      <th>perc.fat</th>\n",
+       "      <th>perc.protein</th>\n",
+       "      <th>perc.lactose</th>\n",
+       "      <th>mass</th>\n",
+       "      <th>neocortex.perc</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>Eulemur fulvus</td>\n",
+       "      <td>0.49</td>\n",
+       "      <td>16.60</td>\n",
+       "      <td>15.42</td>\n",
+       "      <td>67.98</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>55.16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>E macaco</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>19.27</td>\n",
+       "      <td>16.91</td>\n",
+       "      <td>63.82</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>E mongoz</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>14.11</td>\n",
+       "      <td>16.85</td>\n",
+       "      <td>69.04</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>E rubriventer</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>14.91</td>\n",
+       "      <td>13.18</td>\n",
+       "      <td>71.91</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>Lemur catta</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>27.28</td>\n",
+       "      <td>19.50</td>\n",
+       "      <td>53.22</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           clade         species  kcal.per.g  perc.fat  perc.protein  \\\n",
+       "0  Strepsirrhine  Eulemur fulvus        0.49     16.60         15.42   \n",
+       "1  Strepsirrhine        E macaco        0.51     19.27         16.91   \n",
+       "2  Strepsirrhine        E mongoz        0.46     14.11         16.85   \n",
+       "3  Strepsirrhine   E rubriventer        0.48     14.91         13.18   \n",
+       "4  Strepsirrhine     Lemur catta        0.60     27.28         19.50   \n",
+       "\n",
+       "   perc.lactose  mass  neocortex.perc  \n",
+       "0         67.98  1.95           55.16  \n",
+       "1         63.82  2.09             NaN  \n",
+       "2         69.04  2.51             NaN  \n",
+       "3         71.91  1.62             NaN  \n",
+       "4         53.22  2.19             NaN  "
+      ]
      },
-     "execution_count": 46,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1402,7 +2559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1420,20 +2577,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Auto-assigning NUTS sampler...\n",
+      "Initializing NUTS using jitter+adapt_diag...\n"
+     ]
+    },
     {
      "ename": "SamplingError",
-     "evalue": "Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(-0.36651292), 'bN': array(0.), 'a': array(0.)}\n\nInitial evaluation results:\nsigma_log__   -1.06\nbN            -0.92\na             -0.92\nK               NaN\nName: Log-probability of test_point, dtype: float64",
+     "evalue": "Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(-0.99934241), 'bN': array(-0.92004079), 'a': array(-0.64712419)}\n\nInitial evaluation results:\n{'sigma': -1.37, 'bN': -1.34, 'a': -1.13, 'K': nan}",
      "output_type": "error",
      "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mSamplingError\u001b[0m                             Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-48-236ce2d564ed>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0mK\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNormal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"K\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msigma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobserved\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"K\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m     \u001b[0mm5_5_draft_trace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/Dropbox/Sketchbook/python/resources/env/lib/python3.8/site-packages/pymc/sampling.py\u001b[0m in \u001b[0;36msample\u001b[0;34m(draws, step, init, n_init, start, trace, chain_idx, chains, cores, tune, progressbar, model, random_seed, discard_tuned_samples, compute_convergence_checks, callback, jitter_max_retries, return_inferencedata, idata_kwargs, mp_ctx, pickle_backend, **kwargs)\u001b[0m\n\u001b[1;32m    425\u001b[0m     \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodelcontext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    426\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mstart\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 427\u001b[0;31m         \u001b[0mcheck_start_vals\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_point\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    428\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    429\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/Dropbox/Sketchbook/python/resources/env/lib/python3.8/site-packages/pymc/util.py\u001b[0m in \u001b[0;36mcheck_start_vals\u001b[0;34m(start, model)\u001b[0m\n\u001b[1;32m    227\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    228\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minitial_eval\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 229\u001b[0;31m             raise SamplingError(\n\u001b[0m\u001b[1;32m    230\u001b[0m                 \u001b[0;34m\"Initial evaluation of model at starting point failed!\\n\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    231\u001b[0m                 \u001b[0;34m\"Starting values:\\n{}\\n\\n\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mSamplingError\u001b[0m: Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(-0.36651292), 'bN': array(0.), 'a': array(0.)}\n\nInitial evaluation results:\nsigma_log__   -1.06\nbN            -0.92\na             -0.92\nK               NaN\nName: Log-probability of test_point, dtype: float64"
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mSamplingError\u001b[0m                             Traceback (most recent call last)",
+      "Input \u001b[1;32mIn [51]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      6\u001b[0m mu \u001b[38;5;241m=\u001b[39m pm\u001b[38;5;241m.\u001b[39mDeterministic(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmu\u001b[39m\u001b[38;5;124m\"\u001b[39m, a \u001b[38;5;241m+\u001b[39m bN \u001b[38;5;241m*\u001b[39m d[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues)\n\u001b[0;32m      8\u001b[0m K \u001b[38;5;241m=\u001b[39m pm\u001b[38;5;241m.\u001b[39mNormal(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mK\u001b[39m\u001b[38;5;124m\"\u001b[39m, mu, sigma, observed\u001b[38;5;241m=\u001b[39md[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mK\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues)\n\u001b[1;32m---> 10\u001b[0m m5_5_draft_trace \u001b[38;5;241m=\u001b[39m \u001b[43mpm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\pymc\\sampling.py:558\u001b[0m, in \u001b[0;36msample\u001b[1;34m(draws, step, init, n_init, initvals, trace, chain_idx, chains, cores, tune, progressbar, model, random_seed, discard_tuned_samples, compute_convergence_checks, callback, jitter_max_retries, return_inferencedata, idata_kwargs, mp_ctx, **kwargs)\u001b[0m\n\u001b[0;32m    556\u001b[0m \u001b[38;5;66;03m# One final check that shapes and logps at the starting points are okay.\u001b[39;00m\n\u001b[0;32m    557\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ip \u001b[38;5;129;01min\u001b[39;00m initial_points:\n\u001b[1;32m--> 558\u001b[0m     \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheck_start_vals\u001b[49m\u001b[43m(\u001b[49m\u001b[43mip\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    559\u001b[0m     _check_start_shape(model, ip)\n\u001b[0;32m    561\u001b[0m sample_args \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m    562\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdraws\u001b[39m\u001b[38;5;124m\"\u001b[39m: draws,\n\u001b[0;32m    563\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstep\u001b[39m\u001b[38;5;124m\"\u001b[39m: step,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    573\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdiscard_tuned_samples\u001b[39m\u001b[38;5;124m\"\u001b[39m: discard_tuned_samples,\n\u001b[0;32m    574\u001b[0m }\n",
+      "File \u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\pymc\\model.py:1725\u001b[0m, in \u001b[0;36mModel.check_start_vals\u001b[1;34m(self, start)\u001b[0m\n\u001b[0;32m   1722\u001b[0m initial_eval \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpoint_logps(point\u001b[38;5;241m=\u001b[39melem)\n\u001b[0;32m   1724\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mall\u001b[39m(np\u001b[38;5;241m.\u001b[39misfinite(v) \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m initial_eval\u001b[38;5;241m.\u001b[39mvalues()):\n\u001b[1;32m-> 1725\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m SamplingError(\n\u001b[0;32m   1726\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInitial evaluation of model at starting point failed!\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1727\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStarting values:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00melem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1728\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInitial evaluation results:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00minitial_eval\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1729\u001b[0m     )\n",
+      "\u001b[1;31mSamplingError\u001b[0m: Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(-0.99934241), 'bN': array(-0.92004079), 'a': array(-0.64712419)}\n\nInitial evaluation results:\n{'sigma': -1.37, 'bN': -1.34, 'a': -1.13, 'K': nan}"
      ]
     }
    ],
@@ -1443,9 +2608,9 @@
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
     "    bN = pm.Normal(\"bN\", 0, 1)\n",
     "    a = pm.Normal(\"a\", 0, 1)\n",
-    "    mu = pm.Deterministic(\"mu\", a + bN * d[\"N\"])\n",
+    "    mu = pm.Deterministic(\"mu\", a + bN * d[\"N\"].values)\n",
     "\n",
-    "    K = pm.Normal(\"K\", mu, sigma, observed=d[\"K\"])\n",
+    "    K = pm.Normal(\"K\", mu, sigma, observed=d[\"K\"].values)\n",
     "\n",
     "    m5_5_draft_trace = pm.sample()"
    ]
@@ -1459,14 +2624,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "0     55.16\n1       NaN\n2       NaN\n3       NaN\n4       NaN\n5     64.54\n6     64.54\n7     67.64\n8       NaN\n9     68.85\n10    58.85\n11    61.69\n12    60.32\n13      NaN\n14      NaN\n15    69.97\n16      NaN\n17    70.41\n18      NaN\n19    73.40\n20      NaN\n21    67.53\n22      NaN\n23    71.26\n24    72.60\n25      NaN\n26    70.24\n27    76.30\n28    75.49\nName: neocortex.perc, dtype: float64"
+      "text/plain": [
+       "0     55.16\n",
+       "1       NaN\n",
+       "2       NaN\n",
+       "3       NaN\n",
+       "4       NaN\n",
+       "5     64.54\n",
+       "6     64.54\n",
+       "7     67.64\n",
+       "8       NaN\n",
+       "9     68.85\n",
+       "10    58.85\n",
+       "11    61.69\n",
+       "12    60.32\n",
+       "13      NaN\n",
+       "14      NaN\n",
+       "15    69.97\n",
+       "16      NaN\n",
+       "17    70.41\n",
+       "18      NaN\n",
+       "19    73.40\n",
+       "20      NaN\n",
+       "21    67.53\n",
+       "22      NaN\n",
+       "23    71.26\n",
+       "24    72.60\n",
+       "25      NaN\n",
+       "26    70.24\n",
+       "27    76.30\n",
+       "28    75.49\n",
+       "Name: neocortex.perc, dtype: float64"
+      ]
      },
-     "execution_count": 49,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1484,14 +2680,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "(17, 11)"
+      "text/plain": [
+       "(17, 11)"
+      ]
      },
-     "execution_count": 50,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1510,7 +2708,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1520,17 +2718,56 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [a, bN, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [sigma, bN, a]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -1556,7 +2793,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1568,23 +2805,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "fig, ax = plt.subplots()\n",
     "\n",
+    "ppr_K = m5_5_draft_prior_predictive.prior_predictive[\"K\"].mean(dim=[\"chain\"])\n",
+    "\n",
     "for i in range(50):\n",
-    "    ax.plot(xseq, m5_5_draft_prior_predictive[\"K\"][i], c=\"black\", alpha=0.3)\n",
+    "    ax.plot(xseq, ppr_K[i], c=\"black\", alpha=0.3)\n",
     "ax.set_xlim(xseq)\n",
     "ax.set_ylim(xseq)\n",
     "ax.set_title(\"a~dnorm(0,1) \\n bN~dnorm(0,1)\")\n",
@@ -1601,7 +2844,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -1611,17 +2854,56 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [a, bN, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [sigma, bN, a]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n"
+     ]
     }
    ],
    "source": [
@@ -1637,7 +2919,51 @@
     "\n",
     "    m5_5_trace = pm.sample()\n",
     "\n",
-    "m5_5_data = az.from_pymc3(m5_5_trace)"
+    "m5_5_data = az.extract_dataset(m5_5_trace)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xseq = [-2, 2]\n",
+    "shared_N.set_value(np.array(xseq))\n",
+    "with m5_5:\n",
+    "    m5_5_prior_predictive = pm.sample_prior_predictive()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "\n",
+    "ppr_K = m5_5_prior_predictive.prior_predictive[\"K\"].mean(dim=[\"chain\"])\n",
+    "\n",
+    "for i in range(50):\n",
+    "    ax.plot(xseq, ppr_K[i], c=\"black\", alpha=0.3)\n",
+    "ax.set_xlim(xseq)\n",
+    "ax.set_ylim(xseq)\n",
+    "ax.set_title(\"a~dnorm(0,1) \\n bN~dnorm(0,1)\")\n",
+    "ax.set_xlabel(\"neocortex percent (std)\")\n",
+    "ax.set_ylabel(\"kilocal per g (std)\");"
    ]
   },
   {
@@ -1649,15 +2975,95 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean  ess_sd  \\\na      0.036  0.164  -0.288    0.330      0.003    0.003    3955.0  1672.0   \nbN     0.129  0.246  -0.311    0.611      0.004    0.003    4610.0  2823.0   \nsigma  1.107  0.203   0.781    1.498      0.003    0.002    4062.0  3795.0   \n\n       ess_bulk  ess_tail  r_hat  \na        3974.0    2754.0    1.0  \nbN       4608.0    2814.0    1.0  \nsigma    4184.0    2789.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>a</th>\n      <td>0.036</td>\n      <td>0.164</td>\n      <td>-0.288</td>\n      <td>0.330</td>\n      <td>0.003</td>\n      <td>0.003</td>\n      <td>3955.0</td>\n      <td>1672.0</td>\n      <td>3974.0</td>\n      <td>2754.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>bN</th>\n      <td>0.129</td>\n      <td>0.246</td>\n      <td>-0.311</td>\n      <td>0.611</td>\n      <td>0.004</td>\n      <td>0.003</td>\n      <td>4610.0</td>\n      <td>2823.0</td>\n      <td>4608.0</td>\n      <td>2814.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>sigma</th>\n      <td>1.107</td>\n      <td>0.203</td>\n      <td>0.781</td>\n      <td>1.498</td>\n      <td>0.003</td>\n      <td>0.002</td>\n      <td>4062.0</td>\n      <td>3795.0</td>\n      <td>4184.0</td>\n      <td>2789.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a</th>\n",
+       "      <td>0.033</td>\n",
+       "      <td>0.161</td>\n",
+       "      <td>-0.263</td>\n",
+       "      <td>0.347</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>3967.0</td>\n",
+       "      <td>2421.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bN</th>\n",
+       "      <td>0.123</td>\n",
+       "      <td>0.243</td>\n",
+       "      <td>-0.321</td>\n",
+       "      <td>0.582</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>4216.0</td>\n",
+       "      <td>2758.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sigma</th>\n",
+       "      <td>1.114</td>\n",
+       "      <td>0.207</td>\n",
+       "      <td>0.779</td>\n",
+       "      <td>1.497</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>4199.0</td>\n",
+       "      <td>2795.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
+       "a      0.033  0.161  -0.263    0.347      0.003    0.003    3967.0    2421.0   \n",
+       "bN     0.123  0.243  -0.321    0.582      0.004    0.003    4216.0    2758.0   \n",
+       "sigma  1.114  0.207   0.779    1.497      0.003    0.002    4199.0    2795.0   \n",
+       "\n",
+       "       r_hat  \n",
+       "a        1.0  \n",
+       "bN       1.0  \n",
+       "sigma    1.0  "
+      ]
      },
-     "execution_count": 55,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1675,24 +3081,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -1701,14 +3144,13 @@
     "shared_N.set_value(xseq)\n",
     "\n",
     "with m5_5:\n",
-    "    m5_5_posterior_predictive = pm.sample_posterior_predictive(\n",
-    "        m5_5_trace, var_names=[\"mu\"], samples=4000\n",
-    "    )\n",
+    "    m5_5_posterior_predictive = pm.sample_posterior_predictive(m5_5_trace, var_names=[\"mu\"])\n",
     "\n",
-    "mu_mean = m5_5_posterior_predictive[\"mu\"].mean(axis=0)\n",
+    "mu_ppd = m5_5_posterior_predictive.posterior_predictive[\"mu\"]\n",
+    "mu_mean = mu_ppd.mean(dim=[\"chain\", \"draw\"])\n",
     "\n",
     "fig, ax = plt.subplots()\n",
-    "az.plot_hdi(xseq, m5_5_posterior_predictive[\"mu\"], ax=ax)\n",
+    "az.plot_hdi(xseq, mu_ppd, ax=ax)\n",
     "ax.plot(xseq, mu_mean, c=\"black\")\n",
     "ax.scatter(dcc[\"N\"], dcc[\"K\"], facecolors=\"none\", edgecolors=\"b\")\n",
     "ax.set_ylim(-1.5, 2.2)\n",
@@ -1725,7 +3167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -1735,24 +3177,143 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [a, bM, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [sigma, bM, a]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean  ess_sd  \\\nbM    -0.303  0.243  -0.766    0.136      0.004    0.003    4000.0  3438.0   \na      0.046  0.159  -0.249    0.341      0.002    0.002    4108.0  2223.0   \nsigma  1.056  0.199   0.726    1.412      0.003    0.002    3822.0  3417.0   \n\n       ess_bulk  ess_tail  r_hat  \nbM       4033.0    2732.0    1.0  \na        4100.0    2782.0    1.0  \nsigma    4034.0    2740.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>bM</th>\n      <td>-0.303</td>\n      <td>0.243</td>\n      <td>-0.766</td>\n      <td>0.136</td>\n      <td>0.004</td>\n      <td>0.003</td>\n      <td>4000.0</td>\n      <td>3438.0</td>\n      <td>4033.0</td>\n      <td>2732.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>a</th>\n      <td>0.046</td>\n      <td>0.159</td>\n      <td>-0.249</td>\n      <td>0.341</td>\n      <td>0.002</td>\n      <td>0.002</td>\n      <td>4108.0</td>\n      <td>2223.0</td>\n      <td>4100.0</td>\n      <td>2782.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>sigma</th>\n      <td>1.056</td>\n      <td>0.199</td>\n      <td>0.726</td>\n      <td>1.412</td>\n      <td>0.003</td>\n      <td>0.002</td>\n      <td>3822.0</td>\n      <td>3417.0</td>\n      <td>4034.0</td>\n      <td>2740.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
-     "execution_count": 57,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>bM</th>\n",
+       "      <td>-0.306</td>\n",
+       "      <td>0.242</td>\n",
+       "      <td>-0.789</td>\n",
+       "      <td>0.120</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>4344.0</td>\n",
+       "      <td>2989.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>a</th>\n",
+       "      <td>0.044</td>\n",
+       "      <td>0.158</td>\n",
+       "      <td>-0.259</td>\n",
+       "      <td>0.318</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>4699.0</td>\n",
+       "      <td>2593.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sigma</th>\n",
+       "      <td>1.060</td>\n",
+       "      <td>0.201</td>\n",
+       "      <td>0.731</td>\n",
+       "      <td>1.443</td>\n",
+       "      <td>0.003</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>3701.0</td>\n",
+       "      <td>2119.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
+       "bM    -0.306  0.242  -0.789    0.120      0.004    0.003    4344.0    2989.0   \n",
+       "a      0.044  0.158  -0.259    0.318      0.002    0.002    4699.0    2593.0   \n",
+       "sigma  1.060  0.201   0.731    1.443      0.003    0.002    3701.0    2119.0   \n",
+       "\n",
+       "       r_hat  \n",
+       "bM       1.0  \n",
+       "a        1.0  \n",
+       "sigma    1.0  "
+      ]
+     },
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1770,7 +3331,7 @@
     "\n",
     "    m5_6_trace = pm.sample()\n",
     "\n",
-    "m5_6_data = az.from_pymc3(m5_6_trace)\n",
+    "m5_6_data = az.extract_dataset(m5_6_trace)\n",
     "az.summary(m5_6_trace, var_names=[\"bM\", \"a\", \"sigma\"])"
    ]
   },
@@ -1783,7 +3344,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -1793,24 +3354,157 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [a, bM, bN, sigma]\n",
-      "Sampling 4 chains for 2_000 tune and 10_000 draw iterations (8_000 + 40_000 draws total) took 12 seconds.\n"
+      "NUTS: [sigma, bN, bM, a]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='48000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean   ess_sd  \\\na      0.059  0.153  -0.226    0.349      0.001    0.001   37589.0  23995.0   \nbN     0.380  0.258  -0.114    0.857      0.002    0.001   20569.0  20569.0   \nbM    -0.511  0.271  -1.005    0.013      0.002    0.001   21427.0  21427.0   \nsigma  0.971  0.194   0.657    1.343      0.001    0.001   27207.0  26828.0   \n\n       ess_bulk  ess_tail  r_hat  \na       37663.0   28959.0    1.0  \nbN      20707.0   23164.0    1.0  \nbM      21664.0   24572.0    1.0  \nsigma   27361.0   24665.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>a</th>\n      <td>0.059</td>\n      <td>0.153</td>\n      <td>-0.226</td>\n      <td>0.349</td>\n      <td>0.001</td>\n      <td>0.001</td>\n      <td>37589.0</td>\n      <td>23995.0</td>\n      <td>37663.0</td>\n      <td>28959.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>bN</th>\n      <td>0.380</td>\n      <td>0.258</td>\n      <td>-0.114</td>\n      <td>0.857</td>\n      <td>0.002</td>\n      <td>0.001</td>\n      <td>20569.0</td>\n      <td>20569.0</td>\n      <td>20707.0</td>\n      <td>23164.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>bM</th>\n      <td>-0.511</td>\n      <td>0.271</td>\n      <td>-1.005</td>\n      <td>0.013</td>\n      <td>0.002</td>\n      <td>0.001</td>\n      <td>21427.0</td>\n      <td>21427.0</td>\n      <td>21664.0</td>\n      <td>24572.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>sigma</th>\n      <td>0.971</td>\n      <td>0.194</td>\n      <td>0.657</td>\n      <td>1.343</td>\n      <td>0.001</td>\n      <td>0.001</td>\n      <td>27207.0</td>\n      <td>26828.0</td>\n      <td>27361.0</td>\n      <td>24665.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='48000' class='' max='48000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [48000/48000 00:32<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
-     "execution_count": 58,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 2_000 tune and 10_000 draw iterations (8_000 + 40_000 draws total) took 49 seconds.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a</th>\n",
+       "      <td>0.060</td>\n",
+       "      <td>0.152</td>\n",
+       "      <td>-0.222</td>\n",
+       "      <td>0.352</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>33132.0</td>\n",
+       "      <td>27357.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bN</th>\n",
+       "      <td>0.380</td>\n",
+       "      <td>0.259</td>\n",
+       "      <td>-0.119</td>\n",
+       "      <td>0.858</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>24784.0</td>\n",
+       "      <td>22994.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bM</th>\n",
+       "      <td>-0.513</td>\n",
+       "      <td>0.271</td>\n",
+       "      <td>-1.004</td>\n",
+       "      <td>0.017</td>\n",
+       "      <td>0.002</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>23848.0</td>\n",
+       "      <td>22770.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sigma</th>\n",
+       "      <td>0.970</td>\n",
+       "      <td>0.193</td>\n",
+       "      <td>0.651</td>\n",
+       "      <td>1.335</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>0.001</td>\n",
+       "      <td>25911.0</td>\n",
+       "      <td>22398.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
+       "a      0.060  0.152  -0.222    0.352      0.001    0.001   33132.0   27357.0   \n",
+       "bN     0.380  0.259  -0.119    0.858      0.002    0.001   24784.0   22994.0   \n",
+       "bM    -0.513  0.271  -1.004    0.017      0.002    0.001   23848.0   22770.0   \n",
+       "sigma  0.970  0.193   0.651    1.335      0.001    0.001   25911.0   22398.0   \n",
+       "\n",
+       "       r_hat  \n",
+       "a        1.0  \n",
+       "bN       1.0  \n",
+       "bM       1.0  \n",
+       "sigma    1.0  "
+      ]
+     },
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1831,7 +3525,7 @@
     "\n",
     "    m5_7_trace = pm.sample(tune=2000, draws=10000)\n",
     "\n",
-    "m5_7_data = az.from_pymc3(m5_7_trace)\n",
+    "m5_7_data = az.extract_dataset(m5_7_trace)\n",
     "az.summary(m5_7_trace, var_names=[\"a\", \"bN\", \"bM\", \"sigma\"])"
    ]
   },
@@ -1844,21 +3538,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 600x940 with 1 Axes>",
-      "image/png": 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\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x676.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "az.plot_forest(\n",
-    "    [m5_7_data, m5_6_data, m5_5_data],\n",
+    "    [m5_7_trace, m5_6_trace, m5_5_trace],\n",
     "    model_names=[\"m5.7\", \"m5.6\", \"m5.5\"],\n",
     "    var_names=[\"bM\", \"bN\"],\n",
     "    combined=True,\n",
@@ -1875,31 +3573,60 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/joanna/Dropbox/Sketchbook/python/resources/env/lib/python3.8/site-packages/pymc/sampling.py:1690: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n",
-      "  warnings.warn(\n"
-     ]
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='40000' class='' max='40000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [40000/40000 00:01<00:00]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<Figure size 720x480 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
      },
-     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1910,14 +3637,13 @@
     "\n",
     "\n",
     "with m5_7:\n",
-    "    m5_7_posterior_predictive = pm.sample_posterior_predictive(\n",
-    "        m5_7_trace, var_names=[\"mu\"], samples=4000\n",
-    "    )\n",
+    "    m5_7_posterior_predictive = pm.sample_posterior_predictive(m5_7_trace, var_names=[\"mu\"])\n",
     "\n",
-    "mu_mean = m5_7_posterior_predictive[\"mu\"].mean(axis=0)\n",
+    "mu_ppd = m5_7_posterior_predictive.posterior_predictive[\"mu\"]\n",
+    "mu_mean = mu_ppd.mean(dim=[\"chain\", \"draw\"])\n",
     "\n",
     "fig, ax = plt.subplots()\n",
-    "az.plot_hdi(xseq, m5_7_posterior_predictive[\"mu\"], ax=ax)\n",
+    "az.plot_hdi(xseq, mu_ppd, ax=ax)\n",
     "ax.plot(xseq, mu_mean, c=\"black\")\n",
     "\n",
     "ax.set_ylim(-1.5, 2.2)\n",
@@ -1935,7 +3661,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1949,6 +3675,29 @@
     "d_sim = pd.DataFrame({\"K\": K, \"M\": M, \"N\": N})"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 993.6x662.4 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Professor McElreath suggests viewing the pair plots\n",
+    "az.plot_pair({\"M\": M, \"N\": N, \"K\": K});"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1958,7 +3707,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1991,15 +3740,86 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "    height     weight   age  male\n0  151.765  47.825606  63.0     1\n1  139.700  36.485807  63.0     0\n2  136.525  31.864838  65.0     0\n3  156.845  53.041914  41.0     1\n4  145.415  41.276872  51.0     0",
-      "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>height</th>\n      <th>weight</th>\n      <th>age</th>\n      <th>male</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>151.765</td>\n      <td>47.825606</td>\n      <td>63.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>139.700</td>\n      <td>36.485807</td>\n      <td>63.0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>136.525</td>\n      <td>31.864838</td>\n      <td>65.0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>156.845</td>\n      <td>53.041914</td>\n      <td>41.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>145.415</td>\n      <td>41.276872</td>\n      <td>51.0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>height</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>age</th>\n",
+       "      <th>male</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>151.765</td>\n",
+       "      <td>47.825606</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>139.700</td>\n",
+       "      <td>36.485807</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>136.525</td>\n",
+       "      <td>31.864838</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>156.845</td>\n",
+       "      <td>53.041914</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>145.415</td>\n",
+       "      <td>41.276872</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    height     weight   age  male\n",
+       "0  151.765  47.825606  63.0     1\n",
+       "1  139.700  36.485807  63.0     0\n",
+       "2  136.525  31.864838  65.0     0\n",
+       "3  156.845  53.041914  41.0     1\n",
+       "4  145.415  41.276872  51.0     0"
+      ]
      },
-     "execution_count": 63,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2018,15 +3838,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "              mean      sd   hdi_3%  hdi_97%\nmu_female  177.507  19.966  141.090  215.392\nmu_male    178.203  21.419  139.391  220.222",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mu_female</th>\n      <td>177.507</td>\n      <td>19.966</td>\n      <td>141.090</td>\n      <td>215.392</td>\n    </tr>\n    <tr>\n      <th>mu_male</th>\n      <td>178.203</td>\n      <td>21.419</td>\n      <td>139.391</td>\n      <td>220.222</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>mu_female</th>\n",
+       "      <td>176.918</td>\n",
+       "      <td>19.091</td>\n",
+       "      <td>141.103</td>\n",
+       "      <td>212.153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_male</th>\n",
+       "      <td>177.696</td>\n",
+       "      <td>22.989</td>\n",
+       "      <td>135.588</td>\n",
+       "      <td>221.674</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              mean      sd   hdi_3%  hdi_97%\n",
+       "mu_female  176.918  19.091  141.103  212.153\n",
+       "mu_male    177.696  22.989  135.588  221.674"
+      ]
      },
-     "execution_count": 64,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2047,7 +3914,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sex = d[\"male\"].values"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 5.48"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
@@ -2057,35 +3940,152 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [mu, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [sigma, mu]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n"
+     ]
+    },
     {
      "data": {
-      "text/plain": "          mean     sd   hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean  ess_sd  \\\nmu[0]  134.930  1.685  131.828  138.173      0.022    0.016    5734.0  5734.0   \nmu[1]  142.596  1.736  139.574  146.149      0.022    0.016    6026.0  6026.0   \nsigma   27.441  0.831   25.918   29.028      0.011    0.007    6198.0  6156.0   \n\n       ess_bulk  ess_tail  r_hat  \nmu[0]    5739.0    2895.0    1.0  \nmu[1]    6024.0    3136.0    1.0  \nsigma    6239.0    3126.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mu[0]</th>\n      <td>134.930</td>\n      <td>1.685</td>\n      <td>131.828</td>\n      <td>138.173</td>\n      <td>0.022</td>\n      <td>0.016</td>\n      <td>5734.0</td>\n      <td>5734.0</td>\n      <td>5739.0</td>\n      <td>2895.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu[1]</th>\n      <td>142.596</td>\n      <td>1.736</td>\n      <td>139.574</td>\n      <td>146.149</td>\n      <td>0.022</td>\n      <td>0.016</td>\n      <td>6026.0</td>\n      <td>6026.0</td>\n      <td>6024.0</td>\n      <td>3136.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>sigma</th>\n      <td>27.441</td>\n      <td>0.831</td>\n      <td>25.918</td>\n      <td>29.028</td>\n      <td>0.011</td>\n      <td>0.007</td>\n      <td>6198.0</td>\n      <td>6156.0</td>\n      <td>6239.0</td>\n      <td>3126.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>mu[0]</th>\n",
+       "      <td>134.936</td>\n",
+       "      <td>1.695</td>\n",
+       "      <td>131.786</td>\n",
+       "      <td>137.962</td>\n",
+       "      <td>0.023</td>\n",
+       "      <td>0.016</td>\n",
+       "      <td>5634.0</td>\n",
+       "      <td>3251.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu[1]</th>\n",
+       "      <td>142.576</td>\n",
+       "      <td>1.750</td>\n",
+       "      <td>139.176</td>\n",
+       "      <td>145.690</td>\n",
+       "      <td>0.026</td>\n",
+       "      <td>0.018</td>\n",
+       "      <td>4494.0</td>\n",
+       "      <td>3008.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sigma</th>\n",
+       "      <td>27.423</td>\n",
+       "      <td>0.851</td>\n",
+       "      <td>25.827</td>\n",
+       "      <td>29.031</td>\n",
+       "      <td>0.011</td>\n",
+       "      <td>0.008</td>\n",
+       "      <td>5779.0</td>\n",
+       "      <td>3101.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          mean     sd   hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
+       "mu[0]  134.936  1.695  131.786  137.962      0.023    0.016    5634.0   \n",
+       "mu[1]  142.576  1.750  139.176  145.690      0.026    0.018    4494.0   \n",
+       "sigma   27.423  0.851   25.827   29.031      0.011    0.008    5779.0   \n",
+       "\n",
+       "       ess_tail  r_hat  \n",
+       "mu[0]    3251.0    1.0  \n",
+       "mu[1]    3008.0    1.0  \n",
+       "sigma    3101.0    1.0  "
+      ]
      },
-     "execution_count": 65,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sex = d[\"male\"].values\n",
-    "\n",
     "with pm.Model() as m5_8:\n",
     "    sigma = pm.Uniform(\"sigma\", 0, 50)\n",
     "    mu = pm.Normal(\"mu\", 178, 20, shape=2)\n",
-    "    height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"])\n",
+    "    height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"].values)\n",
     "    m5_8_trace = pm.sample()\n",
     "\n",
     "az.summary(m5_8_trace)"
@@ -2095,12 +4095,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.48"
+    "#### 5.49"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -2110,37 +4110,170 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [mu, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [sigma, mu]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "          mean     sd   hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean  ess_sd  \\\nmu[0]  134.936  1.620  132.140  138.104      0.021    0.015    5872.0  5868.0   \nmu[1]  142.535  1.719  139.382  145.792      0.024    0.017    4937.0  4937.0   \nsigma   27.404  0.861   25.779   28.967      0.011    0.008    5662.0  5646.0   \ndiff    -7.599  2.396  -12.133   -3.220      0.033    0.023    5421.0  5348.0   \n\n       ess_bulk  ess_tail  r_hat  \nmu[0]    5844.0    3142.0    1.0  \nmu[1]    4936.0    2557.0    1.0  \nsigma    5644.0    2913.0    1.0  \ndiff     5433.0    2828.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mu[0]</th>\n      <td>134.936</td>\n      <td>1.620</td>\n      <td>132.140</td>\n      <td>138.104</td>\n      <td>0.021</td>\n      <td>0.015</td>\n      <td>5872.0</td>\n      <td>5868.0</td>\n      <td>5844.0</td>\n      <td>3142.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu[1]</th>\n      <td>142.535</td>\n      <td>1.719</td>\n      <td>139.382</td>\n      <td>145.792</td>\n      <td>0.024</td>\n      <td>0.017</td>\n      <td>4937.0</td>\n      <td>4937.0</td>\n      <td>4936.0</td>\n      <td>2557.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>sigma</th>\n      <td>27.404</td>\n      <td>0.861</td>\n      <td>25.779</td>\n      <td>28.967</td>\n      <td>0.011</td>\n      <td>0.008</td>\n      <td>5662.0</td>\n      <td>5646.0</td>\n      <td>5644.0</td>\n      <td>2913.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>diff</th>\n      <td>-7.599</td>\n      <td>2.396</td>\n      <td>-12.133</td>\n      <td>-3.220</td>\n      <td>0.033</td>\n      <td>0.023</td>\n      <td>5421.0</td>\n      <td>5348.0</td>\n      <td>5433.0</td>\n      <td>2828.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
-     "execution_count": 66,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>mu[0]</th>\n",
+       "      <td>134.891</td>\n",
+       "      <td>1.680</td>\n",
+       "      <td>131.829</td>\n",
+       "      <td>138.050</td>\n",
+       "      <td>0.024</td>\n",
+       "      <td>0.017</td>\n",
+       "      <td>4904.0</td>\n",
+       "      <td>2827.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu[1]</th>\n",
+       "      <td>142.600</td>\n",
+       "      <td>1.702</td>\n",
+       "      <td>139.324</td>\n",
+       "      <td>145.667</td>\n",
+       "      <td>0.025</td>\n",
+       "      <td>0.017</td>\n",
+       "      <td>4771.0</td>\n",
+       "      <td>3040.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sigma</th>\n",
+       "      <td>27.436</td>\n",
+       "      <td>0.860</td>\n",
+       "      <td>25.889</td>\n",
+       "      <td>29.090</td>\n",
+       "      <td>0.012</td>\n",
+       "      <td>0.009</td>\n",
+       "      <td>4944.0</td>\n",
+       "      <td>2769.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>diff</th>\n",
+       "      <td>-7.709</td>\n",
+       "      <td>2.400</td>\n",
+       "      <td>-12.198</td>\n",
+       "      <td>-3.225</td>\n",
+       "      <td>0.033</td>\n",
+       "      <td>0.025</td>\n",
+       "      <td>5185.0</td>\n",
+       "      <td>2877.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          mean     sd   hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
+       "mu[0]  134.891  1.680  131.829  138.050      0.024    0.017    4904.0   \n",
+       "mu[1]  142.600  1.702  139.324  145.667      0.025    0.017    4771.0   \n",
+       "sigma   27.436  0.860   25.889   29.090      0.012    0.009    4944.0   \n",
+       "diff    -7.709  2.400  -12.198   -3.225      0.033    0.025    5185.0   \n",
+       "\n",
+       "       ess_tail  r_hat  \n",
+       "mu[0]    2827.0    1.0  \n",
+       "mu[1]    3040.0    1.0  \n",
+       "sigma    2769.0    1.0  \n",
+       "diff     2877.0    1.0  "
+      ]
+     },
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# With PyMC it's easier just to create a deterministic that includes both values\n",
-    "sex = d[\"male\"].values\n",
-    "\n",
     "with pm.Model() as m5_8:\n",
     "    sigma = pm.Uniform(\"sigma\", 0, 50)\n",
     "    mu = pm.Normal(\"mu\", 178, 20, shape=2)\n",
-    "    height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"])\n",
+    "    height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"].values)\n",
+    "\n",
+    "    # With PyMC it's easier just to create a deterministic that includes both values\n",
     "    diff_fm = pm.Deterministic(\"diff\", mu[0] - mu[1])\n",
+    "\n",
     "    m5_8_trace = pm.sample()\n",
     "\n",
     "az.summary(m5_8_trace)"
@@ -2150,20 +4283,122 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.49"
+    "#### 5.50"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": "           clade         species  kcal.per.g  perc.fat  perc.protein  \\\n0  Strepsirrhine  Eulemur fulvus        0.49     16.60         15.42   \n1  Strepsirrhine        E macaco        0.51     19.27         16.91   \n2  Strepsirrhine        E mongoz        0.46     14.11         16.85   \n3  Strepsirrhine   E rubriventer        0.48     14.91         13.18   \n4  Strepsirrhine     Lemur catta        0.60     27.28         19.50   \n\n   perc.lactose  mass  neocortex.perc  \n0         67.98  1.95           55.16  \n1         63.82  2.09             NaN  \n2         69.04  2.51             NaN  \n3         71.91  1.62             NaN  \n4         53.22  2.19             NaN  ",
-      "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>clade</th>\n      <th>species</th>\n      <th>kcal.per.g</th>\n      <th>perc.fat</th>\n      <th>perc.protein</th>\n      <th>perc.lactose</th>\n      <th>mass</th>\n      <th>neocortex.perc</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Strepsirrhine</td>\n      <td>Eulemur fulvus</td>\n      <td>0.49</td>\n      <td>16.60</td>\n      <td>15.42</td>\n      <td>67.98</td>\n      <td>1.95</td>\n      <td>55.16</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Strepsirrhine</td>\n      <td>E macaco</td>\n      <td>0.51</td>\n      <td>19.27</td>\n      <td>16.91</td>\n      <td>63.82</td>\n      <td>2.09</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Strepsirrhine</td>\n      <td>E mongoz</td>\n      <td>0.46</td>\n      <td>14.11</td>\n      <td>16.85</td>\n      <td>69.04</td>\n      <td>2.51</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Strepsirrhine</td>\n      <td>E rubriventer</td>\n      <td>0.48</td>\n      <td>14.91</td>\n      <td>13.18</td>\n      <td>71.91</td>\n      <td>1.62</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Strepsirrhine</td>\n      <td>Lemur catta</td>\n      <td>0.60</td>\n      <td>27.28</td>\n      <td>19.50</td>\n      <td>53.22</td>\n      <td>2.19</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "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>clade</th>\n",
+       "      <th>species</th>\n",
+       "      <th>kcal.per.g</th>\n",
+       "      <th>perc.fat</th>\n",
+       "      <th>perc.protein</th>\n",
+       "      <th>perc.lactose</th>\n",
+       "      <th>mass</th>\n",
+       "      <th>neocortex.perc</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>Eulemur fulvus</td>\n",
+       "      <td>0.49</td>\n",
+       "      <td>16.60</td>\n",
+       "      <td>15.42</td>\n",
+       "      <td>67.98</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>55.16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>E macaco</td>\n",
+       "      <td>0.51</td>\n",
+       "      <td>19.27</td>\n",
+       "      <td>16.91</td>\n",
+       "      <td>63.82</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>E mongoz</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>14.11</td>\n",
+       "      <td>16.85</td>\n",
+       "      <td>69.04</td>\n",
+       "      <td>2.51</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>E rubriventer</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>14.91</td>\n",
+       "      <td>13.18</td>\n",
+       "      <td>71.91</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Strepsirrhine</td>\n",
+       "      <td>Lemur catta</td>\n",
+       "      <td>0.60</td>\n",
+       "      <td>27.28</td>\n",
+       "      <td>19.50</td>\n",
+       "      <td>53.22</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           clade         species  kcal.per.g  perc.fat  perc.protein  \\\n",
+       "0  Strepsirrhine  Eulemur fulvus        0.49     16.60         15.42   \n",
+       "1  Strepsirrhine        E macaco        0.51     19.27         16.91   \n",
+       "2  Strepsirrhine        E mongoz        0.46     14.11         16.85   \n",
+       "3  Strepsirrhine   E rubriventer        0.48     14.91         13.18   \n",
+       "4  Strepsirrhine     Lemur catta        0.60     27.28         19.50   \n",
+       "\n",
+       "   perc.lactose  mass  neocortex.perc  \n",
+       "0         67.98  1.95           55.16  \n",
+       "1         63.82  2.09             NaN  \n",
+       "2         69.04  2.51             NaN  \n",
+       "3         71.91  1.62             NaN  \n",
+       "4         53.22  2.19             NaN  "
+      ]
      },
-     "execution_count": 67,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2177,12 +4412,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.50"
+    "#### 5.51"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2193,12 +4428,32 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.51"
+    "#### 5.52"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d[\"clade_id\"].max() + 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -2208,25 +4463,68 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [mu, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
+      "NUTS: [sigma, mu]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<Figure size 600x440 with 1 Axes>",
-      "image/png": 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\n"
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x316.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -2234,8 +4532,8 @@
     "\n",
     "with pm.Model() as m5_9:\n",
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
-    "    mu = pm.Normal(\"mu\", 0, 0.5, shape=d[\"clade_id\"].max() + 1)\n",
-    "    K = pm.Normal(\"K\", mu[d[\"clade_id\"]], sigma, observed=d[\"K\"])\n",
+    "    mu = pm.Normal(\"mu\", 0, 0.5, shape=[d[\"clade_id\"].max() + 1])\n",
+    "    K = pm.Normal(\"K\", mu[d[\"clade_id\"].values], sigma, observed=d[\"K\"])\n",
     "\n",
     "    m5_9_trace = pm.sample()\n",
     "\n",
@@ -2246,12 +4544,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.52"
+    "#### 5.53"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2262,12 +4560,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### 5.53"
+    "#### 5.54"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -2277,24 +4575,213 @@
       "Auto-assigning NUTS sampler...\n",
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [mu_clade, mu_house, sigma]\n",
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n"
+      "NUTS: [sigma, mu_house, mu_clade]\n"
      ]
     },
     {
      "data": {
-      "text/plain": "<IPython.core.display.HTML object>",
-      "text/html": "\n    <div>\n        <style>\n            /* Turns off some styling */\n            progress {\n                /* gets rid of default border in Firefox and Opera. */\n                border: none;\n                /* Needs to be in here for Safari polyfill so background images work as expected. */\n                background-size: auto;\n            }\n            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n                background: #F44336;\n            }\n        </style>\n      <progress value='0' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    "
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "              mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_mean  \\\nmu_clade[0] -0.320  0.288  -0.869    0.197      0.005    0.004    3249.0   \nmu_clade[1]  0.351  0.288  -0.199    0.863      0.005    0.004    3674.0   \nmu_clade[2]  0.396  0.343  -0.271    1.021      0.006    0.004    3565.0   \nmu_clade[3] -0.443  0.320  -1.047    0.164      0.005    0.004    3538.0   \nmu_house[0] -0.337  0.301  -0.933    0.209      0.005    0.004    3289.0   \nmu_house[1]  0.468  0.328  -0.143    1.080      0.006    0.004    3417.0   \nmu_house[2] -0.042  0.299  -0.604    0.511      0.005    0.004    3824.0   \nmu_house[3] -0.118  0.289  -0.643    0.443      0.005    0.004    2919.0   \n\n             ess_sd  ess_bulk  ess_tail  r_hat  \nmu_clade[0]  3120.0    3246.0    3252.0    1.0  \nmu_clade[1]  3381.0    3682.0    3422.0    1.0  \nmu_clade[2]  3065.0    3563.0    2920.0    1.0  \nmu_clade[3]  3045.0    3544.0    2949.0    1.0  \nmu_house[0]  3264.0    3291.0    3295.0    1.0  \nmu_house[1]  3353.0    3453.0    2917.0    1.0  \nmu_house[2]  2662.0    3852.0    3012.0    1.0  \nmu_house[3]  2919.0    2909.0    3312.0    1.0  ",
-      "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>mean</th>\n      <th>sd</th>\n      <th>hdi_3%</th>\n      <th>hdi_97%</th>\n      <th>mcse_mean</th>\n      <th>mcse_sd</th>\n      <th>ess_mean</th>\n      <th>ess_sd</th>\n      <th>ess_bulk</th>\n      <th>ess_tail</th>\n      <th>r_hat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mu_clade[0]</th>\n      <td>-0.320</td>\n      <td>0.288</td>\n      <td>-0.869</td>\n      <td>0.197</td>\n      <td>0.005</td>\n      <td>0.004</td>\n      <td>3249.0</td>\n      <td>3120.0</td>\n      <td>3246.0</td>\n      <td>3252.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_clade[1]</th>\n      <td>0.351</td>\n      <td>0.288</td>\n      <td>-0.199</td>\n      <td>0.863</td>\n      <td>0.005</td>\n      <td>0.004</td>\n      <td>3674.0</td>\n      <td>3381.0</td>\n      <td>3682.0</td>\n      <td>3422.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_clade[2]</th>\n      <td>0.396</td>\n      <td>0.343</td>\n      <td>-0.271</td>\n      <td>1.021</td>\n      <td>0.006</td>\n      <td>0.004</td>\n      <td>3565.0</td>\n      <td>3065.0</td>\n      <td>3563.0</td>\n      <td>2920.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_clade[3]</th>\n      <td>-0.443</td>\n      <td>0.320</td>\n      <td>-1.047</td>\n      <td>0.164</td>\n      <td>0.005</td>\n      <td>0.004</td>\n      <td>3538.0</td>\n      <td>3045.0</td>\n      <td>3544.0</td>\n      <td>2949.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_house[0]</th>\n      <td>-0.337</td>\n      <td>0.301</td>\n      <td>-0.933</td>\n      <td>0.209</td>\n      <td>0.005</td>\n      <td>0.004</td>\n      <td>3289.0</td>\n      <td>3264.0</td>\n      <td>3291.0</td>\n      <td>3295.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_house[1]</th>\n      <td>0.468</td>\n      <td>0.328</td>\n      <td>-0.143</td>\n      <td>1.080</td>\n      <td>0.006</td>\n      <td>0.004</td>\n      <td>3417.0</td>\n      <td>3353.0</td>\n      <td>3453.0</td>\n      <td>2917.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_house[2]</th>\n      <td>-0.042</td>\n      <td>0.299</td>\n      <td>-0.604</td>\n      <td>0.511</td>\n      <td>0.005</td>\n      <td>0.004</td>\n      <td>3824.0</td>\n      <td>2662.0</td>\n      <td>3852.0</td>\n      <td>3012.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>mu_house[3]</th>\n      <td>-0.118</td>\n      <td>0.289</td>\n      <td>-0.643</td>\n      <td>0.443</td>\n      <td>0.005</td>\n      <td>0.004</td>\n      <td>2919.0</td>\n      <td>2919.0</td>\n      <td>2909.0</td>\n      <td>3312.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 0 divergences]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
      },
-     "execution_count": 71,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 27 seconds.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>hdi_3%</th>\n",
+       "      <th>hdi_97%</th>\n",
+       "      <th>mcse_mean</th>\n",
+       "      <th>mcse_sd</th>\n",
+       "      <th>ess_bulk</th>\n",
+       "      <th>ess_tail</th>\n",
+       "      <th>r_hat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>mu_clade[0]</th>\n",
+       "      <td>-0.362</td>\n",
+       "      <td>0.290</td>\n",
+       "      <td>-0.907</td>\n",
+       "      <td>0.198</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3159.0</td>\n",
+       "      <td>3182.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_clade[1]</th>\n",
+       "      <td>0.363</td>\n",
+       "      <td>0.295</td>\n",
+       "      <td>-0.205</td>\n",
+       "      <td>0.908</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3188.0</td>\n",
+       "      <td>3222.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_clade[2]</th>\n",
+       "      <td>0.557</td>\n",
+       "      <td>0.314</td>\n",
+       "      <td>-0.013</td>\n",
+       "      <td>1.179</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3375.0</td>\n",
+       "      <td>2916.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_clade[3]</th>\n",
+       "      <td>-0.466</td>\n",
+       "      <td>0.325</td>\n",
+       "      <td>-1.076</td>\n",
+       "      <td>0.143</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3786.0</td>\n",
+       "      <td>2837.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_house[0]</th>\n",
+       "      <td>0.123</td>\n",
+       "      <td>0.324</td>\n",
+       "      <td>-0.469</td>\n",
+       "      <td>0.729</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>3503.0</td>\n",
+       "      <td>2977.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_house[1]</th>\n",
+       "      <td>-0.357</td>\n",
+       "      <td>0.286</td>\n",
+       "      <td>-0.885</td>\n",
+       "      <td>0.181</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3087.0</td>\n",
+       "      <td>2976.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_house[2]</th>\n",
+       "      <td>0.049</td>\n",
+       "      <td>0.285</td>\n",
+       "      <td>-0.458</td>\n",
+       "      <td>0.602</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3304.0</td>\n",
+       "      <td>2820.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mu_house[3]</th>\n",
+       "      <td>0.288</td>\n",
+       "      <td>0.325</td>\n",
+       "      <td>-0.372</td>\n",
+       "      <td>0.856</td>\n",
+       "      <td>0.005</td>\n",
+       "      <td>0.004</td>\n",
+       "      <td>3569.0</td>\n",
+       "      <td>3305.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
+       "mu_clade[0] -0.362  0.290  -0.907    0.198      0.005    0.004    3159.0   \n",
+       "mu_clade[1]  0.363  0.295  -0.205    0.908      0.005    0.004    3188.0   \n",
+       "mu_clade[2]  0.557  0.314  -0.013    1.179      0.005    0.004    3375.0   \n",
+       "mu_clade[3] -0.466  0.325  -1.076    0.143      0.005    0.004    3786.0   \n",
+       "mu_house[0]  0.123  0.324  -0.469    0.729      0.005    0.005    3503.0   \n",
+       "mu_house[1] -0.357  0.286  -0.885    0.181      0.005    0.004    3087.0   \n",
+       "mu_house[2]  0.049  0.285  -0.458    0.602      0.005    0.004    3304.0   \n",
+       "mu_house[3]  0.288  0.325  -0.372    0.856      0.005    0.004    3569.0   \n",
+       "\n",
+       "             ess_tail  r_hat  \n",
+       "mu_clade[0]    3182.0    1.0  \n",
+       "mu_clade[1]    3222.0    1.0  \n",
+       "mu_clade[2]    2916.0    1.0  \n",
+       "mu_clade[3]    2837.0    1.0  \n",
+       "mu_house[0]    2977.0    1.0  \n",
+       "mu_house[1]    2976.0    1.0  \n",
+       "mu_house[2]    2820.0    1.0  \n",
+       "mu_house[3]    3305.0    1.0  "
+      ]
+     },
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2302,8 +4789,8 @@
    "source": [
     "with pm.Model() as m5_10:\n",
     "    sigma = pm.Exponential(\"sigma\", 1)\n",
-    "    mu_house = pm.Normal(\"mu_house\", 0, 0.5, shape=d[\"house\"].max() + 1)\n",
-    "    mu_clade = pm.Normal(\"mu_clade\", 0, 0.5, shape=d[\"clade_id\"].max() + 1)\n",
+    "    mu_house = pm.Normal(\"mu_house\", 0, 0.5, shape=[d[\"house\"].max() + 1])\n",
+    "    mu_clade = pm.Normal(\"mu_clade\", 0, 0.5, shape=[d[\"clade_id\"].max() + 1])\n",
     "    mu = mu_clade[d[\"clade_id\"].values] + mu_house[d[\"house\"].values]\n",
     "\n",
     "    K = pm.Normal(\"K\", mu, sigma, observed=d[\"K\"])\n",
@@ -2315,30 +4802,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Last updated: Sun Jan 17 2021\n",
+      "Last updated: Sat Jul 09 2022\n",
       "\n",
       "Python implementation: CPython\n",
-      "Python version       : 3.8.5\n",
-      "IPython version      : 7.19.0\n",
+      "Python version       : 3.9.13\n",
+      "IPython version      : 8.4.0\n",
       "\n",
-      "pandas    : 1.2.0\n",
-      "scipy     : 1.6.0\n",
-      "pymc     : 3.10.0\n",
-      "sys       : 3.8.5 (default, Sep  4 2020, 07:30:14) \n",
-      "[GCC 7.3.0]\n",
-      "numpy     : 1.19.4\n",
-      "daft      : 0.1.0\n",
-      "arviz     : 0.10.0\n",
-      "matplotlib: 3.3.3\n",
+      "arviz     : 0.12.1\n",
+      "numpy     : 1.22.1\n",
+      "pymc      : 4.0.0\n",
+      "pandas    : 1.4.2\n",
+      "matplotlib: 3.5.2\n",
+      "scipy     : 1.7.3\n",
+      "daft      : 0.1.2\n",
       "\n",
-      "Watermark: 2.1.0\n",
+      "Watermark: 2.3.1\n",
       "\n"
      ]
     }
@@ -2351,7 +4836,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -2365,7 +4850,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/Rethinking_2/environment_v4.yml b/Rethinking_2/environment_v4.yml
new file mode 100644
index 00000000..4b99e82a
--- /dev/null
+++ b/Rethinking_2/environment_v4.yml
@@ -0,0 +1,25 @@
+name: stat-rethink2-pymc_v4
+channels:
+- conda-forge
+dependencies:
+  - jupyter
+  - jupyterlab
+  - seaborn
+  - mkl-service
+  - watermark
+  - pymc==4.0.0
+  - arviz==0.12.1
+  - aeppl==0.0.31
+  - aesara==2.6.6
+  - theano-pymc==1.1.2
+  - mkl
+  - mkl-service
+  - pip
+  - pip:
+    - daft
+    - causalgraphicalmodels
+     - watermark
+     - "git+git://github.com/arviz-devs/arviz.git@main"
+     - "git+git://github.com/pymc-devs/pymc.git@main"
+     - causalgraphicalmodels
+     - daft